FileBase DT1_rLS_20150717_0um_150717_150211 ElecNo 3 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 0.52 GB. - 8 bytes per element (scalar), 23309150 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.08 and 0.13 GB. - 8 bytes per element (scalar), 5594196 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.02 and 0.03 GB. - 2 bytes per element (data_int), 5594196 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.01 and 0.02 GB. - 1 bytes per element (char), 5594196 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.01 and 0.02 GB. - 1 bytes per element (char), 5594196 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 7200 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=466183, nDims=12, MaxPossibleClusters=50 Total memory usage will be between 0.47 and 0.71 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 466183 data points of dimension 12. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 466183 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 19 (3305 points): Lose 97.916488 but Gain 593.881176 Iteration 0F (6.198868 sec): 19 clusters Score: Raw -14716856.005475 + Penalty 10689.861169 = -14706166.144306 nChanged 440467 Iteration 1F (9.187564 sec): 19 clusters Score: Raw -16169386.834221 + Penalty 10689.861169 = -16158696.973052 nChanged 165971 Iteration 2F (12.191361 sec): 19 clusters Score: Raw -16556907.831344 + Penalty 10689.861169 = -16546217.970175 nChanged 112317 Iteration 3F (15.198410 sec): 19 clusters Score: Raw -16841153.971738 + Penalty 10689.861169 = -16830464.110569 nChanged 75668 Iteration 4F (18.233738 sec): 19 clusters Score: Raw -16993367.169586 + Penalty 10689.861169 = -16982677.308417 nChanged 52164 Iteration 5F (21.199173 sec): 19 clusters Score: Raw -17065465.433934 + Penalty 10689.861169 = -17054775.572765 nChanged 35335 Iteration 6F (24.208939 sec): 19 clusters Score: Raw -17109359.378834 + Penalty 10689.861169 = -17098669.517664 nChanged 25393 Iteration 7F (27.200148 sec): 19 clusters Score: Raw -17137085.225200 + Penalty 10689.861169 = -17126395.364031 nChanged 19163 Iteration 8Q (29.095545 sec): 19 clusters Score: Raw -17156235.834298 + Penalty 10689.861169 = -17145545.973129 nChanged 15686 Iteration 9Q (31.013123 sec): 19 clusters Score: Raw -17166741.054228 + Penalty 10689.861169 = -17156051.193059 nChanged 12186 Iteration 10Q (32.813928 sec): 19 clusters Score: Raw -17173924.809354 + Penalty 10689.861169 = -17163234.948185 nChanged 10115 Iteration 11Q (34.696450 sec): 19 clusters Score: Raw -17179994.678544 + Penalty 10689.861169 = -17169304.817375 nChanged 9035 Iteration 12Q (36.686733 sec): 19 clusters Score: Raw -17185910.336847 + Penalty 10689.861169 = -17175220.475678 nChanged 8596 Iteration 13Q (38.581730 sec): 19 clusters Score: Raw -17190001.931960 + Penalty 10689.861169 = -17179312.070790 nChanged 8375 Iteration 14Q (40.437035 sec): 19 clusters Score: Raw -17193731.254056 + Penalty 10689.861169 = -17183041.392887 nChanged 8076 Iteration 15Q (42.256657 sec): 19 clusters Score: Raw -17197432.488893 + Penalty 10689.861169 = -17186742.627724 nChanged 8021 Iteration 16Q (44.089091 sec): 19 clusters Score: Raw -17201684.394494 + Penalty 10689.861169 = -17190994.533325 nChanged 7958 Iteration 17Q (45.819539 sec): 19 clusters Score: Raw -17206305.493939 + Penalty 10689.861169 = -17195615.632770 nChanged 7973 Iteration 18Q (47.715868 sec): 19 clusters Score: Raw -17212191.016322 + Penalty 10689.861169 = -17201501.155153 nChanged 7745 Iteration 19Q (49.388587 sec): 19 clusters Score: Raw -17220470.752544 + Penalty 10689.861169 = -17209780.891375 nChanged 6410 Writing temp clu file Because OldScore, -17201501.155153, is greater than current (better) Score,-17209780.891375 Compute initial score before splitting: Score: Raw -17220470.752544 + Penalty 10689.861169 = -17209780.891375 Trying to split cluster 1 (8838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.626144 sec): 2 clusters Score: Raw -279752.121041 + Penalty 413.450123 = -279338.670918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.681629 sec): 3 clusters Score: Raw -274295.532257 + Penalty 826.900246 = -273468.632012 nChanged 4179 SP:Iteration 1F (49.725559 sec): 3 clusters Score: Raw -279837.375094 + Penalty 826.900246 = -279010.474848 nChanged 1184 SP:Iteration 2F (49.789907 sec): 3 clusters Score: Raw -281990.573679 + Penalty 826.900246 = -281163.673433 nChanged 1105 SP:Iteration 3F (49.841838 sec): 3 clusters Score: Raw -284293.078606 + Penalty 826.900246 = -283466.178360 nChanged 688 SP:Iteration 4F (49.894895 sec): 3 clusters Score: Raw -286038.109101 + Penalty 826.900246 = -285211.208856 nChanged 424 SP:Iteration 5Q (49.950660 sec): 3 clusters Score: Raw -287063.375046 + Penalty 826.900246 = -286236.474801 nChanged 269 SP:Iteration 6Q (49.989511 sec): 3 clusters Score: Raw -287392.159938 + Penalty 826.900246 = -286565.259693 nChanged 171 SP:Iteration 7Q (50.052503 sec): 3 clusters Score: Raw -287524.440015 + Penalty 826.900246 = -286697.539769 nChanged 116 SP:Iteration 8Q (50.105606 sec): 3 clusters Score: Raw -287631.874283 + Penalty 826.900246 = -286804.974038 nChanged 92 SP:Iteration 9Q (50.148444 sec): 3 clusters Score: Raw -287725.851836 + Penalty 826.900246 = -286898.951590 nChanged 77 SP:Iteration 10Q (50.209815 sec): 3 clusters Score: Raw -287794.396865 + Penalty 826.900246 = -286967.496620 nChanged 70 SP:Iteration 11Q (50.259670 sec): 3 clusters Score: Raw -287857.825066 + Penalty 826.900246 = -287030.924820 nChanged 66 SP:Iteration 12Q (50.304232 sec): 3 clusters Score: Raw -287916.657720 + Penalty 826.900246 = -287089.757474 nChanged 53 SP:Iteration 13Q (50.366692 sec): 3 clusters Score: Raw -287957.031287 + Penalty 826.900246 = -287130.131041 nChanged 48 SP:Iteration 14Q (50.425422 sec): 3 clusters Score: Raw -287986.005725 + Penalty 826.900246 = -287159.105480 nChanged 30 SP:Iteration 15Q (50.468975 sec): 3 clusters Score: Raw -287999.303623 + Penalty 826.900246 = -287172.403377 nChanged 16 SP:Iteration 16Q (50.517720 sec): 3 clusters Score: Raw -288003.740052 + Penalty 826.900246 = -287176.839806 nChanged 11 SP:Iteration 17Q (50.582487 sec): 3 clusters Score: Raw -288006.498735 + Penalty 826.900246 = -287179.598489 nChanged 12 SP:Iteration 18Q (50.620454 sec): 3 clusters Score: Raw -288009.763580 + Penalty 826.900246 = -287182.863334 nChanged 7 SP:Iteration 19Q (50.675790 sec): 3 clusters Score: Raw -288010.628449 + Penalty 826.900246 = -287183.728203 nChanged 4 SP:Iteration 20F (50.739500 sec): 3 clusters Score: Raw -288011.247955 + Penalty 826.900246 = -287184.347709 nChanged 5 SP:Iteration 21Q (50.788385 sec): 3 clusters Score: Raw -288012.609083 + Penalty 826.900246 = -287185.708837 nChanged 7 SP:Iteration 22Q (50.835333 sec): 3 clusters Score: Raw -288013.907062 + Penalty 826.900246 = -287187.006816 nChanged 4 SP:Iteration 23Q (50.884919 sec): 3 clusters Score: Raw -288014.438631 + Penalty 826.900246 = -287187.538385 nChanged 2 SP:Iteration 24Q (50.948347 sec): 3 clusters Score: Raw -288014.616203 + Penalty 826.900246 = -287187.715957 nChanged 1 SP:Iteration 25Q (50.989968 sec): 3 clusters Score: Raw -288014.647859 + Penalty 826.900246 = -287187.747613 nChanged 2 SP:Iteration 26Q (51.051483 sec): 3 clusters Score: Raw -288014.733034 + Penalty 826.900246 = -287187.832788 nChanged 0 SP:Iteration 27F (51.109167 sec): 3 clusters Score: Raw -288014.733034 + Penalty 826.900246 = -287187.832788 nChanged 0 Score: Raw -17231733.716985 + Penalty 11283.742345 = -17220449.974640 Splitting cluster 1 changes total score from -17209780.891375 to -17220449.974640 So it's getting split into cluster 19. Trying to split cluster 2 (4425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.369601 sec): 2 clusters Score: Raw -178942.478214 + Penalty 381.973663 = -178560.504551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.421162 sec): 3 clusters Score: Raw -176330.077581 + Penalty 763.947326 = -175566.130255 nChanged 2008 SP:Iteration 1F (54.476495 sec): 3 clusters Score: Raw -177620.273485 + Penalty 763.947326 = -176856.326159 nChanged 319 SP:Iteration 2F (54.516609 sec): 3 clusters Score: Raw -177801.148660 + Penalty 763.947326 = -177037.201334 nChanged 261 SP:Iteration 3F (54.570254 sec): 3 clusters Score: Raw -177975.972561 + Penalty 763.947326 = -177212.025235 nChanged 227 SP:Iteration 4F (54.628459 sec): 3 clusters Score: Raw -178142.373671 + Penalty 763.947326 = -177378.426345 nChanged 224 SP:Iteration 5F (54.677459 sec): 3 clusters Score: Raw -178265.585391 + Penalty 763.947326 = -177501.638066 nChanged 194 SP:Iteration 6Q (54.729008 sec): 3 clusters Score: Raw -178365.228455 + Penalty 763.947326 = -177601.281129 nChanged 193 SP:Iteration 7Q (54.774728 sec): 3 clusters Score: Raw -178460.242569 + Penalty 763.947326 = -177696.295243 nChanged 172 SP:Iteration 8Q (54.831272 sec): 3 clusters Score: Raw -178535.165700 + Penalty 763.947326 = -177771.218375 nChanged 142 SP:Iteration 9Q (54.886229 sec): 3 clusters Score: Raw -178595.462821 + Penalty 763.947326 = -177831.515495 nChanged 129 SP:Iteration 10Q (54.930943 sec): 3 clusters Score: Raw -178651.333656 + Penalty 763.947326 = -177887.386330 nChanged 124 SP:Iteration 11Q (54.993264 sec): 3 clusters Score: Raw -178699.188814 + Penalty 763.947326 = -177935.241488 nChanged 125 SP:Iteration 12Q (55.035396 sec): 3 clusters Score: Raw -178750.519287 + Penalty 763.947326 = -177986.571961 nChanged 120 SP:Iteration 13Q (55.087270 sec): 3 clusters Score: Raw -178807.288863 + Penalty 763.947326 = -178043.341537 nChanged 130 SP:Iteration 14Q (55.147889 sec): 3 clusters Score: Raw -178879.852561 + Penalty 763.947326 = -178115.905236 nChanged 123 SP:Iteration 15Q (55.189458 sec): 3 clusters Score: Raw -178983.055640 + Penalty 763.947326 = -178219.108314 nChanged 108 SP:Iteration 16Q (55.237315 sec): 3 clusters Score: Raw -179152.341848 + Penalty 763.947326 = -178388.394522 nChanged 91 SP:Iteration 17Q (55.292065 sec): 3 clusters Score: Raw -179417.633960 + Penalty 763.947326 = -178653.686634 nChanged 78 SP:Iteration 18Q (55.343733 sec): 3 clusters Score: Raw -179527.811949 + Penalty 763.947326 = -178763.864623 nChanged 68 SP:Iteration 19Q (55.396547 sec): 3 clusters Score: Raw -179565.872117 + Penalty 763.947326 = -178801.924792 nChanged 46 SP:Iteration 20F (55.448854 sec): 3 clusters Score: Raw -179594.972301 + Penalty 763.947326 = -178831.024975 nChanged 48 SP:Iteration 21Q (55.496736 sec): 3 clusters Score: Raw -179620.251964 + Penalty 763.947326 = -178856.304638 nChanged 47 SP:Iteration 22Q (55.543897 sec): 3 clusters Score: Raw -179652.049374 + Penalty 763.947326 = -178888.102048 nChanged 60 SP:Iteration 23Q (55.599909 sec): 3 clusters Score: Raw -179699.596495 + Penalty 763.947326 = -178935.649169 nChanged 61 SP:Iteration 24Q (55.648194 sec): 3 clusters Score: Raw -179745.248040 + Penalty 763.947326 = -178981.300715 nChanged 65 SP:Iteration 25Q (55.688887 sec): 3 clusters Score: Raw -179792.388092 + Penalty 763.947326 = -179028.440766 nChanged 65 SP:Iteration 26Q (55.738973 sec): 3 clusters Score: Raw -179840.072432 + Penalty 763.947326 = -179076.125106 nChanged 57 SP:Iteration 27Q (55.789438 sec): 3 clusters Score: Raw -179873.120748 + Penalty 763.947326 = -179109.173422 nChanged 49 SP:Iteration 28Q (55.834274 sec): 3 clusters Score: Raw -179903.340477 + Penalty 763.947326 = -179139.393151 nChanged 54 SP:Iteration 29Q (55.889351 sec): 3 clusters Score: Raw -179940.904187 + Penalty 763.947326 = -179176.956861 nChanged 47 SP:Iteration 30Q (55.933448 sec): 3 clusters Score: Raw -179962.795550 + Penalty 763.947326 = -179198.848225 nChanged 46 SP:Iteration 31Q (55.988503 sec): 3 clusters Score: Raw -179978.138962 + Penalty 763.947326 = -179214.191636 nChanged 34 SP:Iteration 32Q (56.033300 sec): 3 clusters Score: Raw -179992.327341 + Penalty 763.947326 = -179228.380015 nChanged 43 SP:Iteration 33Q (56.073808 sec): 3 clusters Score: Raw -180018.317977 + Penalty 763.947326 = -179254.370651 nChanged 48 SP:Iteration 34Q (56.123773 sec): 3 clusters Score: Raw -180045.044460 + Penalty 763.947326 = -179281.097134 nChanged 44 SP:Iteration 35Q (56.170398 sec): 3 clusters Score: Raw -180066.146806 + Penalty 763.947326 = -179302.199480 nChanged 36 SP:Iteration 36Q (56.223045 sec): 3 clusters Score: Raw -180093.099144 + Penalty 763.947326 = -179329.151818 nChanged 41 SP:Iteration 37Q (56.276723 sec): 3 clusters Score: Raw -180130.292899 + Penalty 763.947326 = -179366.345573 nChanged 50 SP:Iteration 38Q (56.321014 sec): 3 clusters Score: Raw -180179.957189 + Penalty 763.947326 = -179416.009864 nChanged 43 SP:Iteration 39Q (56.381613 sec): 3 clusters Score: Raw -180214.158796 + Penalty 763.947326 = -179450.211470 nChanged 42 SP:Iteration 40F (56.432678 sec): 3 clusters Score: Raw -180498.788322 + Penalty 763.947326 = -179734.840996 nChanged 158 SP:Iteration 41Q (56.488618 sec): 3 clusters Score: Raw -181425.301772 + Penalty 763.947326 = -180661.354447 nChanged 105 SP:Iteration 42Q (56.531678 sec): 3 clusters Score: Raw -181857.895126 + Penalty 763.947326 = -181093.947800 nChanged 62 SP:Iteration 43Q (56.582693 sec): 3 clusters Score: Raw -181993.606978 + Penalty 763.947326 = -181229.659652 nChanged 36 SP:Iteration 44Q (56.630685 sec): 3 clusters Score: Raw -182041.553006 + Penalty 763.947326 = -181277.605680 nChanged 19 SP:Iteration 45Q (56.680762 sec): 3 clusters Score: Raw -182056.279599 + Penalty 763.947326 = -181292.332273 nChanged 8 SP:Iteration 46Q (56.735770 sec): 3 clusters Score: Raw -182060.971036 + Penalty 763.947326 = -181297.023711 nChanged 8 SP:Iteration 47Q (56.790139 sec): 3 clusters Score: Raw -182065.397143 + Penalty 763.947326 = -181301.449817 nChanged 4 SP:Iteration 48Q (56.842871 sec): 3 clusters Score: Raw -182066.992653 + Penalty 763.947326 = -181303.045327 nChanged 5 SP:Iteration 49Q (56.883098 sec): 3 clusters Score: Raw -182068.532644 + Penalty 763.947326 = -181304.585319 nChanged 4 SP:Iteration 50Q (56.931254 sec): 3 clusters Score: Raw -182069.785148 + Penalty 763.947326 = -181305.837822 nChanged 3 SP:Iteration 51Q (56.978450 sec): 3 clusters Score: Raw -182070.602481 + Penalty 763.947326 = -181306.655155 nChanged 2 SP:Iteration 52Q (57.041284 sec): 3 clusters Score: Raw -182071.056952 + Penalty 763.947326 = -181307.109626 nChanged 2 SP:Iteration 53Q (57.090458 sec): 3 clusters Score: Raw -182071.238630 + Penalty 763.947326 = -181307.291304 nChanged 0 SP:Iteration 54F (57.134999 sec): 3 clusters Score: Raw -182071.238630 + Penalty 763.947326 = -181307.291304 nChanged 0 Score: Raw -17234862.477400 + Penalty 11877.623521 = -17222984.853879 Splitting cluster 2 changes total score from -17209780.891375 to -17222984.853879 So it's getting split into cluster 20. Trying to split cluster 3 (36145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.500714 sec): 2 clusters Score: Raw -1475213.545076 + Penalty 477.535873 = -1474736.009204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.584900 sec): 3 clusters Score: Raw -1451551.669186 + Penalty 955.071745 = -1450596.597440 nChanged 17466 SP:Iteration 1F (60.663126 sec): 3 clusters Score: Raw -1462810.358389 + Penalty 955.071745 = -1461855.286644 nChanged 2432 SP:Iteration 2F (60.739670 sec): 3 clusters Score: Raw -1464065.913631 + Penalty 955.071745 = -1463110.841886 nChanged 2519 SP:Iteration 3F (60.814857 sec): 3 clusters Score: Raw -1465541.467299 + Penalty 955.071745 = -1464586.395554 nChanged 2535 SP:Iteration 4F (60.893428 sec): 3 clusters Score: Raw -1467161.533648 + Penalty 955.071745 = -1466206.461902 nChanged 2304 SP:Iteration 5F (60.963747 sec): 3 clusters Score: Raw -1468639.528983 + Penalty 955.071745 = -1467684.457237 nChanged 1888 SP:Iteration 6F (61.054347 sec): 3 clusters Score: Raw -1469853.202719 + Penalty 955.071745 = -1468898.130973 nChanged 1493 SP:Iteration 7Q (61.133575 sec): 3 clusters Score: Raw -1470980.060320 + Penalty 955.071745 = -1470024.988575 nChanged 1191 SP:Iteration 8Q (61.217333 sec): 3 clusters Score: Raw -1471962.061219 + Penalty 955.071745 = -1471006.989473 nChanged 930 SP:Iteration 9Q (61.297188 sec): 3 clusters Score: Raw -1472556.540919 + Penalty 955.071745 = -1471601.469174 nChanged 753 SP:Iteration 10Q (61.375406 sec): 3 clusters Score: Raw -1472983.693099 + Penalty 955.071745 = -1472028.621354 nChanged 652 SP:Iteration 11Q (61.450800 sec): 3 clusters Score: Raw -1473324.007662 + Penalty 955.071745 = -1472368.935916 nChanged 638 SP:Iteration 12Q (61.541729 sec): 3 clusters Score: Raw -1473672.022527 + Penalty 955.071745 = -1472716.950781 nChanged 585 SP:Iteration 13Q (61.619423 sec): 3 clusters Score: Raw -1473987.107484 + Penalty 955.071745 = -1473032.035739 nChanged 511 SP:Iteration 14Q (61.696622 sec): 3 clusters Score: Raw -1474246.451439 + Penalty 955.071745 = -1473291.379693 nChanged 454 SP:Iteration 15Q (61.785198 sec): 3 clusters Score: Raw -1474466.091251 + Penalty 955.071745 = -1473511.019506 nChanged 424 SP:Iteration 16Q (61.864855 sec): 3 clusters Score: Raw -1474660.483876 + Penalty 955.071745 = -1473705.412131 nChanged 341 SP:Iteration 17Q (61.943457 sec): 3 clusters Score: Raw -1474788.490618 + Penalty 955.071745 = -1473833.418873 nChanged 297 SP:Iteration 18Q (62.022556 sec): 3 clusters Score: Raw -1474893.419515 + Penalty 955.071745 = -1473938.347770 nChanged 268 SP:Iteration 19Q (62.101693 sec): 3 clusters Score: Raw -1474977.192979 + Penalty 955.071745 = -1474022.121233 nChanged 248 SP:Iteration 20F (62.178899 sec): 3 clusters Score: Raw -1475053.210977 + Penalty 955.071745 = -1474098.139231 nChanged 230 SP:Iteration 21Q (62.250688 sec): 3 clusters Score: Raw -1475124.304964 + Penalty 955.071745 = -1474169.233218 nChanged 233 SP:Iteration 22Q (62.330335 sec): 3 clusters Score: Raw -1475194.595384 + Penalty 955.071745 = -1474239.523639 nChanged 222 SP:Iteration 23Q (62.408564 sec): 3 clusters Score: Raw -1475265.031174 + Penalty 955.071745 = -1474309.959429 nChanged 210 SP:Iteration 24Q (62.487023 sec): 3 clusters Score: Raw -1475326.248558 + Penalty 955.071745 = -1474371.176813 nChanged 187 SP:Iteration 25Q (62.560630 sec): 3 clusters Score: Raw -1475374.036300 + Penalty 955.071745 = -1474418.964555 nChanged 148 SP:Iteration 26Q (62.640132 sec): 3 clusters Score: Raw -1475416.168577 + Penalty 955.071745 = -1474461.096832 nChanged 123 SP:Iteration 27Q (62.708908 sec): 3 clusters Score: Raw -1475450.918340 + Penalty 955.071745 = -1474495.846594 nChanged 100 SP:Iteration 28Q (62.788595 sec): 3 clusters Score: Raw -1475476.999512 + Penalty 955.071745 = -1474521.927766 nChanged 92 SP:Iteration 29Q (62.857820 sec): 3 clusters Score: Raw -1475504.591587 + Penalty 955.071745 = -1474549.519841 nChanged 97 SP:Iteration 30Q (62.937959 sec): 3 clusters Score: Raw -1475538.364304 + Penalty 955.071745 = -1474583.292559 nChanged 78 SP:Iteration 31Q (63.008478 sec): 3 clusters Score: Raw -1475568.558604 + Penalty 955.071745 = -1474613.486858 nChanged 72 SP:Iteration 32Q (63.089208 sec): 3 clusters Score: Raw -1475591.674796 + Penalty 955.071745 = -1474636.603051 nChanged 72 SP:Iteration 33Q (63.159303 sec): 3 clusters Score: Raw -1475607.032639 + Penalty 955.071745 = -1474651.960893 nChanged 52 SP:Iteration 34Q (63.244601 sec): 3 clusters Score: Raw -1475616.743168 + Penalty 955.071745 = -1474661.671423 nChanged 54 SP:Iteration 35Q (63.318374 sec): 3 clusters Score: Raw -1475623.133645 + Penalty 955.071745 = -1474668.061900 nChanged 32 SP:Iteration 36Q (63.394689 sec): 3 clusters Score: Raw -1475625.981621 + Penalty 955.071745 = -1474670.909875 nChanged 30 SP:Iteration 37Q (63.471806 sec): 3 clusters Score: Raw -1475629.076193 + Penalty 955.071745 = -1474674.004448 nChanged 37 SP:Iteration 38Q (63.541916 sec): 3 clusters Score: Raw -1475633.142851 + Penalty 955.071745 = -1474678.071106 nChanged 37 SP:Iteration 39Q (63.629584 sec): 3 clusters Score: Raw -1475637.566883 + Penalty 955.071745 = -1474682.495138 nChanged 28 SP:Iteration 40F (63.696681 sec): 3 clusters Score: Raw -1475640.312622 + Penalty 955.071745 = -1474685.240877 nChanged 31 SP:Iteration 41Q (63.782407 sec): 3 clusters Score: Raw -1475643.913664 + Penalty 955.071745 = -1474688.841919 nChanged 27 SP:Iteration 42Q (63.858544 sec): 3 clusters Score: Raw -1475646.564695 + Penalty 955.071745 = -1474691.492949 nChanged 30 SP:Iteration 43Q (63.932304 sec): 3 clusters Score: Raw -1475650.178746 + Penalty 955.071745 = -1474695.107000 nChanged 32 SP:Iteration 44Q (64.001521 sec): 3 clusters Score: Raw -1475654.027304 + Penalty 955.071745 = -1474698.955559 nChanged 28 SP:Iteration 45Q (64.076691 sec): 3 clusters Score: Raw -1475657.437188 + Penalty 955.071745 = -1474702.365442 nChanged 26 SP:Iteration 46Q (64.151912 sec): 3 clusters Score: Raw -1475660.257667 + Penalty 955.071745 = -1474705.185922 nChanged 18 SP:Iteration 47Q (64.228663 sec): 3 clusters Score: Raw -1475661.757172 + Penalty 955.071745 = -1474706.685426 nChanged 12 SP:Iteration 48Q (64.299607 sec): 3 clusters Score: Raw -1475662.564612 + Penalty 955.071745 = -1474707.492866 nChanged 10 SP:Iteration 49Q (64.374337 sec): 3 clusters Score: Raw -1475663.031531 + Penalty 955.071745 = -1474707.959785 nChanged 3 SP:Iteration 50Q (64.446038 sec): 3 clusters Score: Raw -1475663.177652 + Penalty 955.071745 = -1474708.105907 nChanged 4 SP:Iteration 51Q (64.515667 sec): 3 clusters Score: Raw -1475663.296544 + Penalty 955.071745 = -1474708.224798 nChanged 2 SP:Iteration 52Q (64.595451 sec): 3 clusters Score: Raw -1475663.356474 + Penalty 955.071745 = -1474708.284729 nChanged 0 SP:Iteration 53F (64.670251 sec): 3 clusters Score: Raw -1475663.356474 + Penalty 955.071745 = -1474708.284729 nChanged 0 Trying to split cluster 4 (2674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.695102 sec): 2 clusters Score: Raw -96897.916383 + Penalty 359.055549 = -96538.860833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.749198 sec): 3 clusters Score: Raw -95443.487752 + Penalty 718.111099 = -94725.376653 nChanged 1124 SP:Iteration 1F (64.798226 sec): 3 clusters Score: Raw -96317.662204 + Penalty 718.111099 = -95599.551105 nChanged 315 SP:Iteration 2F (64.842045 sec): 3 clusters Score: Raw -96912.670908 + Penalty 718.111099 = -96194.559809 nChanged 331 SP:Iteration 3F (64.890720 sec): 3 clusters Score: Raw -97797.108846 + Penalty 718.111099 = -97078.997748 nChanged 237 SP:Iteration 4F (64.939525 sec): 3 clusters Score: Raw -98752.850368 + Penalty 718.111099 = -98034.739269 nChanged 117 SP:Iteration 5Q (64.985720 sec): 3 clusters Score: Raw -99006.231871 + Penalty 718.111099 = -98288.120772 nChanged 80 SP:Iteration 6Q (65.031747 sec): 3 clusters Score: Raw -99110.317365 + Penalty 718.111099 = -98392.206266 nChanged 35 SP:Iteration 7Q (65.079241 sec): 3 clusters Score: Raw -99132.038052 + Penalty 718.111099 = -98413.926953 nChanged 16 SP:Iteration 8Q (65.123738 sec): 3 clusters Score: Raw -99144.859288 + Penalty 718.111099 = -98426.748189 nChanged 8 SP:Iteration 9Q (65.173908 sec): 3 clusters Score: Raw -99147.737870 + Penalty 718.111099 = -98429.626771 nChanged 4 SP:Iteration 10Q (65.223302 sec): 3 clusters Score: Raw -99148.563780 + Penalty 718.111099 = -98430.452681 nChanged 3 SP:Iteration 11Q (65.281530 sec): 3 clusters Score: Raw -99149.375965 + Penalty 718.111099 = -98431.264866 nChanged 1 SP:Iteration 12Q (65.322564 sec): 3 clusters Score: Raw -99149.457191 + Penalty 718.111099 = -98431.346092 nChanged 2 SP:Iteration 13Q (65.376307 sec): 3 clusters Score: Raw -99149.535875 + Penalty 718.111099 = -98431.424777 nChanged 0 SP:Iteration 14F (65.424755 sec): 3 clusters Score: Raw -99149.535875 + Penalty 718.111099 = -98431.424777 nChanged 0 Score: Raw -17237114.096893 + Penalty 12471.504697 = -17224642.592195 Splitting cluster 4 changes total score from -17209780.891375 to -17224642.592195 So it's getting split into cluster 21. Trying to split cluster 5 (33074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.918177 sec): 2 clusters Score: Raw -1350397.361473 + Penalty 473.495875 = -1349923.865598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.997060 sec): 3 clusters Score: Raw -1328800.904462 + Penalty 946.991751 = -1327853.912712 nChanged 15867 SP:Iteration 1F (69.071893 sec): 3 clusters Score: Raw -1338960.378143 + Penalty 946.991751 = -1338013.386392 nChanged 2372 SP:Iteration 2F (69.143045 sec): 3 clusters Score: Raw -1340591.562438 + Penalty 946.991751 = -1339644.570687 nChanged 2926 SP:Iteration 3F (69.216625 sec): 3 clusters Score: Raw -1343162.878234 + Penalty 946.991751 = -1342215.886483 nChanged 2949 SP:Iteration 4F (69.288815 sec): 3 clusters Score: Raw -1346101.378760 + Penalty 946.991751 = -1345154.387010 nChanged 2149 SP:Iteration 5F (69.370360 sec): 3 clusters Score: Raw -1348107.928254 + Penalty 946.991751 = -1347160.936504 nChanged 1291 SP:Iteration 6Q (69.452340 sec): 3 clusters Score: Raw -1349146.898517 + Penalty 946.991751 = -1348199.906767 nChanged 808 SP:Iteration 7Q (69.528552 sec): 3 clusters Score: Raw -1349758.711381 + Penalty 946.991751 = -1348811.719630 nChanged 453 SP:Iteration 8Q (69.606469 sec): 3 clusters Score: Raw -1350065.749432 + Penalty 946.991751 = -1349118.757681 nChanged 320 SP:Iteration 9Q (69.680037 sec): 3 clusters Score: Raw -1350271.245526 + Penalty 946.991751 = -1349324.253775 nChanged 279 SP:Iteration 10Q (69.756632 sec): 3 clusters Score: Raw -1350456.767178 + Penalty 946.991751 = -1349509.775427 nChanged 221 SP:Iteration 11Q (69.831287 sec): 3 clusters Score: Raw -1350580.961709 + Penalty 946.991751 = -1349633.969958 nChanged 168 SP:Iteration 12Q (69.904930 sec): 3 clusters Score: Raw -1350660.761080 + Penalty 946.991751 = -1349713.769329 nChanged 139 SP:Iteration 13Q (69.976447 sec): 3 clusters Score: Raw -1350714.454998 + Penalty 946.991751 = -1349767.463247 nChanged 88 SP:Iteration 14Q (70.048580 sec): 3 clusters Score: Raw -1350746.481208 + Penalty 946.991751 = -1349799.489457 nChanged 104 SP:Iteration 15Q (70.122578 sec): 3 clusters Score: Raw -1350783.486270 + Penalty 946.991751 = -1349836.494519 nChanged 85 SP:Iteration 16Q (70.195751 sec): 3 clusters Score: Raw -1350813.721516 + Penalty 946.991751 = -1349866.729766 nChanged 65 SP:Iteration 17Q (70.269408 sec): 3 clusters Score: Raw -1350830.706894 + Penalty 946.991751 = -1349883.715144 nChanged 54 SP:Iteration 18Q (70.343350 sec): 3 clusters Score: Raw -1350843.365602 + Penalty 946.991751 = -1349896.373852 nChanged 41 SP:Iteration 19Q (70.410443 sec): 3 clusters Score: Raw -1350853.404281 + Penalty 946.991751 = -1349906.412531 nChanged 42 SP:Iteration 20F (70.494832 sec): 3 clusters Score: Raw -1350867.714312 + Penalty 946.991751 = -1349920.722561 nChanged 52 SP:Iteration 21Q (70.573995 sec): 3 clusters Score: Raw -1350883.883056 + Penalty 946.991751 = -1349936.891305 nChanged 37 SP:Iteration 22Q (70.648300 sec): 3 clusters Score: Raw -1350891.794885 + Penalty 946.991751 = -1349944.803134 nChanged 31 SP:Iteration 23Q (70.712147 sec): 3 clusters Score: Raw -1350897.234126 + Penalty 946.991751 = -1349950.242376 nChanged 23 SP:Iteration 24Q (70.783828 sec): 3 clusters Score: Raw -1350901.414460 + Penalty 946.991751 = -1349954.422709 nChanged 20 SP:Iteration 25Q (70.850769 sec): 3 clusters Score: Raw -1350904.225559 + Penalty 946.991751 = -1349957.233808 nChanged 19 SP:Iteration 26Q (70.925611 sec): 3 clusters Score: Raw -1350906.150850 + Penalty 946.991751 = -1349959.159100 nChanged 12 SP:Iteration 27Q (71.001464 sec): 3 clusters Score: Raw -1350907.335493 + Penalty 946.991751 = -1349960.343743 nChanged 11 SP:Iteration 28Q (71.068676 sec): 3 clusters Score: Raw -1350908.559175 + Penalty 946.991751 = -1349961.567425 nChanged 16 SP:Iteration 29Q (71.152763 sec): 3 clusters Score: Raw -1350910.902442 + Penalty 946.991751 = -1349963.910692 nChanged 18 SP:Iteration 30Q (71.228399 sec): 3 clusters Score: Raw -1350913.090056 + Penalty 946.991751 = -1349966.098306 nChanged 11 SP:Iteration 31Q (71.299268 sec): 3 clusters Score: Raw -1350914.081027 + Penalty 946.991751 = -1349967.089276 nChanged 7 SP:Iteration 32Q (71.372235 sec): 3 clusters Score: Raw -1350914.518998 + Penalty 946.991751 = -1349967.527247 nChanged 9 SP:Iteration 33Q (71.435378 sec): 3 clusters Score: Raw -1350915.156795 + Penalty 946.991751 = -1349968.165045 nChanged 8 SP:Iteration 34Q (71.519517 sec): 3 clusters Score: Raw -1350915.728949 + Penalty 946.991751 = -1349968.737198 nChanged 4 SP:Iteration 35Q (71.583694 sec): 3 clusters Score: Raw -1350915.968200 + Penalty 946.991751 = -1349968.976450 nChanged 1 SP:Iteration 36Q (71.660502 sec): 3 clusters Score: Raw -1350916.056381 + Penalty 946.991751 = -1349969.064630 nChanged 1 SP:Iteration 37Q (71.725801 sec): 3 clusters Score: Raw -1350916.235383 + Penalty 946.991751 = -1349969.243633 nChanged 0 SP:Iteration 38F (71.810079 sec): 3 clusters Score: Raw -1350916.235383 + Penalty 946.991751 = -1349969.243633 nChanged 0 Score: Raw -17237632.970803 + Penalty 13065.385873 = -17224567.584930 Splitting cluster 5 changes total score from -17209780.891375 to -17224567.584930 So it's getting split into cluster 22. Trying to split cluster 6 (112408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.620998 sec): 2 clusters Score: Raw -4517089.061429 + Penalty 529.160013 = -4516559.901416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.768664 sec): 3 clusters Score: Raw -4441447.051630 + Penalty 1058.320025 = -4440388.731605 nChanged 55167 SP:Iteration 1F (75.915715 sec): 3 clusters Score: Raw -4480782.308492 + Penalty 1058.320025 = -4479723.988467 nChanged 8506 SP:Iteration 2F (76.065924 sec): 3 clusters Score: Raw -4487371.808596 + Penalty 1058.320025 = -4486313.488570 nChanged 8677 SP:Iteration 3F (76.214072 sec): 3 clusters Score: Raw -4493958.364007 + Penalty 1058.320025 = -4492900.043982 nChanged 7474 SP:Iteration 4F (76.358463 sec): 3 clusters Score: Raw -4499028.191479 + Penalty 1058.320025 = -4497969.871454 nChanged 5407 SP:Iteration 5Q (76.515958 sec): 3 clusters Score: Raw -4501590.644057 + Penalty 1058.320025 = -4500532.324031 nChanged 3239 SP:Iteration 6Q (76.681182 sec): 3 clusters Score: Raw -4502540.780995 + Penalty 1058.320025 = -4501482.460970 nChanged 2055 SP:Iteration 7Q (76.833159 sec): 3 clusters Score: Raw -4503061.440160 + Penalty 1058.320025 = -4502003.120135 nChanged 1781 SP:Iteration 8Q (76.994915 sec): 3 clusters Score: Raw -4503544.204237 + Penalty 1058.320025 = -4502485.884211 nChanged 1874 SP:Iteration 9Q (77.149903 sec): 3 clusters Score: Raw -4504076.866069 + Penalty 1058.320025 = -4503018.546043 nChanged 2007 SP:Iteration 10Q (77.307910 sec): 3 clusters Score: Raw -4504677.569085 + Penalty 1058.320025 = -4503619.249059 nChanged 2142 SP:Iteration 11Q (77.461725 sec): 3 clusters Score: Raw -4505388.773842 + Penalty 1058.320025 = -4504330.453816 nChanged 2289 SP:Iteration 12Q (77.610201 sec): 3 clusters Score: Raw -4506191.039206 + Penalty 1058.320025 = -4505132.719181 nChanged 2345 SP:Iteration 13Q (77.754563 sec): 3 clusters Score: Raw -4507054.226435 + Penalty 1058.320025 = -4505995.906409 nChanged 2422 SP:Iteration 14Q (77.905457 sec): 3 clusters Score: Raw -4507997.547873 + Penalty 1058.320025 = -4506939.227848 nChanged 2523 SP:Iteration 15Q (78.061391 sec): 3 clusters Score: Raw -4509044.223344 + Penalty 1058.320025 = -4507985.903319 nChanged 2541 SP:Iteration 16Q (78.208970 sec): 3 clusters Score: Raw -4510166.639168 + Penalty 1058.320025 = -4509108.319143 nChanged 2464 SP:Iteration 17Q (78.356461 sec): 3 clusters Score: Raw -4511283.665236 + Penalty 1058.320025 = -4510225.345210 nChanged 2274 SP:Iteration 18Q (78.502652 sec): 3 clusters Score: Raw -4512340.259247 + Penalty 1058.320025 = -4511281.939222 nChanged 2088 SP:Iteration 19Q (78.652383 sec): 3 clusters Score: Raw -4513305.431395 + Penalty 1058.320025 = -4512247.111369 nChanged 1926 SP:Iteration 20F (78.801399 sec): 3 clusters Score: Raw -4514202.446583 + Penalty 1058.320025 = -4513144.126557 nChanged 1787 SP:Iteration 21Q (78.932915 sec): 3 clusters Score: Raw -4515044.368336 + Penalty 1058.320025 = -4513986.048310 nChanged 1590 SP:Iteration 22Q (79.070935 sec): 3 clusters Score: Raw -4515765.867583 + Penalty 1058.320025 = -4514707.547558 nChanged 1377 SP:Iteration 23Q (79.214882 sec): 3 clusters Score: Raw -4516373.241936 + Penalty 1058.320025 = -4515314.921911 nChanged 1164 SP:Iteration 24Q (79.355381 sec): 3 clusters Score: Raw -4516866.492920 + Penalty 1058.320025 = -4515808.172895 nChanged 997 SP:Iteration 25Q (79.494823 sec): 3 clusters Score: Raw -4517282.561961 + Penalty 1058.320025 = -4516224.241936 nChanged 775 SP:Iteration 26Q (79.637206 sec): 3 clusters Score: Raw -4517579.343614 + Penalty 1058.320025 = -4516521.023589 nChanged 636 SP:Iteration 27Q (79.771567 sec): 3 clusters Score: Raw -4517800.786546 + Penalty 1058.320025 = -4516742.466521 nChanged 495 SP:Iteration 28Q (79.892530 sec): 3 clusters Score: Raw -4517957.875650 + Penalty 1058.320025 = -4516899.555625 nChanged 450 SP:Iteration 29Q (80.031119 sec): 3 clusters Score: Raw -4518099.527765 + Penalty 1058.320025 = -4517041.207740 nChanged 398 SP:Iteration 30Q (80.163513 sec): 3 clusters Score: Raw -4518218.954386 + Penalty 1058.320025 = -4517160.634360 nChanged 330 SP:Iteration 31Q (80.287176 sec): 3 clusters Score: Raw -4518312.649862 + Penalty 1058.320025 = -4517254.329836 nChanged 281 SP:Iteration 32Q (80.426858 sec): 3 clusters Score: Raw -4518399.411372 + Penalty 1058.320025 = -4517341.091347 nChanged 242 SP:Iteration 33Q (80.545063 sec): 3 clusters Score: Raw -4518465.861638 + Penalty 1058.320025 = -4517407.541612 nChanged 191 SP:Iteration 34Q (80.684271 sec): 3 clusters Score: Raw -4518512.103029 + Penalty 1058.320025 = -4517453.783004 nChanged 145 SP:Iteration 35Q (80.825418 sec): 3 clusters Score: Raw -4518545.976557 + Penalty 1058.320025 = -4517487.656532 nChanged 113 SP:Iteration 36Q (80.958289 sec): 3 clusters Score: Raw -4518570.346641 + Penalty 1058.320025 = -4517512.026616 nChanged 108 SP:Iteration 37Q (81.088980 sec): 3 clusters Score: Raw -4518591.980574 + Penalty 1058.320025 = -4517533.660549 nChanged 88 SP:Iteration 38Q (81.221432 sec): 3 clusters Score: Raw -4518606.977526 + Penalty 1058.320025 = -4517548.657500 nChanged 64 SP:Iteration 39Q (81.354421 sec): 3 clusters Score: Raw -4518615.618909 + Penalty 1058.320025 = -4517557.298883 nChanged 55 SP:Iteration 40F (81.500140 sec): 3 clusters Score: Raw -4518621.359796 + Penalty 1058.320025 = -4517563.039770 nChanged 52 SP:Iteration 41Q (81.628724 sec): 3 clusters Score: Raw -4518625.699273 + Penalty 1058.320025 = -4517567.379248 nChanged 38 SP:Iteration 42Q (81.756201 sec): 3 clusters Score: Raw -4518629.554990 + Penalty 1058.320025 = -4517571.234964 nChanged 37 SP:Iteration 43Q (81.890612 sec): 3 clusters Score: Raw -4518633.048774 + Penalty 1058.320025 = -4517574.728749 nChanged 29 SP:Iteration 44Q (82.022884 sec): 3 clusters Score: Raw -4518634.642830 + Penalty 1058.320025 = -4517576.322805 nChanged 22 SP:Iteration 45Q (82.139792 sec): 3 clusters Score: Raw -4518635.959266 + Penalty 1058.320025 = -4517577.639240 nChanged 21 SP:Iteration 46Q (82.276839 sec): 3 clusters Score: Raw -4518637.909024 + Penalty 1058.320025 = -4517579.588999 nChanged 25 SP:Iteration 47Q (82.410769 sec): 3 clusters Score: Raw -4518640.014911 + Penalty 1058.320025 = -4517581.694886 nChanged 18 SP:Iteration 48Q (82.541286 sec): 3 clusters Score: Raw -4518641.107669 + Penalty 1058.320025 = -4517582.787644 nChanged 12 SP:Iteration 49Q (82.670549 sec): 3 clusters Score: Raw -4518641.693961 + Penalty 1058.320025 = -4517583.373935 nChanged 8 SP:Iteration 50Q (82.797903 sec): 3 clusters Score: Raw -4518642.034660 + Penalty 1058.320025 = -4517583.714635 nChanged 1 SP:Iteration 51Q (82.921209 sec): 3 clusters Score: Raw -4518642.045492 + Penalty 1058.320025 = -4517583.725466 nChanged 1 SP:Iteration 52Q (83.044322 sec): 3 clusters Score: Raw -4518642.078775 + Penalty 1058.320025 = -4517583.758749 nChanged 2 SP:Iteration 53Q (83.170671 sec): 3 clusters Score: Raw -4518642.110437 + Penalty 1058.320025 = -4517583.790412 nChanged 0 SP:Iteration 54F (83.314061 sec): 3 clusters Score: Raw -4518642.110437 + Penalty 1058.320025 = -4517583.790412 nChanged 0 Score: Raw -17239186.019812 + Penalty 13659.267049 = -17225526.752763 Splitting cluster 6 changes total score from -17209780.891375 to -17225526.752763 So it's getting split into cluster 23. Trying to split cluster 7 (4707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87.223549 sec): 2 clusters Score: Raw -182138.202030 + Penalty 384.784675 = -181753.417355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87.271351 sec): 3 clusters Score: Raw -179368.971934 + Penalty 769.569350 = -178599.402584 nChanged 2111 SP:Iteration 1F (87.322894 sec): 3 clusters Score: Raw -180952.989001 + Penalty 769.569350 = -180183.419651 nChanged 452 SP:Iteration 2F (87.377772 sec): 3 clusters Score: Raw -181339.704801 + Penalty 769.569350 = -180570.135451 nChanged 421 SP:Iteration 3F (87.424778 sec): 3 clusters Score: Raw -181669.233661 + Penalty 769.569350 = -180899.664312 nChanged 331 SP:Iteration 4F (87.470633 sec): 3 clusters Score: Raw -181906.837895 + Penalty 769.569350 = -181137.268545 nChanged 240 SP:Iteration 5F (87.515006 sec): 3 clusters Score: Raw -182045.115417 + Penalty 769.569350 = -181275.546067 nChanged 184 SP:Iteration 6Q (87.564660 sec): 3 clusters Score: Raw -182136.753597 + Penalty 769.569350 = -181367.184248 nChanged 140 SP:Iteration 7Q (87.609302 sec): 3 clusters Score: Raw -182205.966182 + Penalty 769.569350 = -181436.396832 nChanged 96 SP:Iteration 8Q (87.658799 sec): 3 clusters Score: Raw -182256.001735 + Penalty 769.569350 = -181486.432385 nChanged 85 SP:Iteration 9Q (87.709188 sec): 3 clusters Score: Raw -182295.067154 + Penalty 769.569350 = -181525.497804 nChanged 68 SP:Iteration 10Q (87.763974 sec): 3 clusters Score: Raw -182329.803077 + Penalty 769.569350 = -181560.233728 nChanged 74 SP:Iteration 11Q (87.813663 sec): 3 clusters Score: Raw -182368.437017 + Penalty 769.569350 = -181598.867667 nChanged 63 SP:Iteration 12Q (87.870512 sec): 3 clusters Score: Raw -182398.591368 + Penalty 769.569350 = -181629.022018 nChanged 59 SP:Iteration 13Q (87.918456 sec): 3 clusters Score: Raw -182420.768862 + Penalty 769.569350 = -181651.199512 nChanged 60 SP:Iteration 14Q (87.965904 sec): 3 clusters Score: Raw -182451.906429 + Penalty 769.569350 = -181682.337079 nChanged 51 SP:Iteration 15Q (88.007927 sec): 3 clusters Score: Raw -182480.524602 + Penalty 769.569350 = -181710.955252 nChanged 41 SP:Iteration 16Q (88.051215 sec): 3 clusters Score: Raw -182505.377507 + Penalty 769.569350 = -181735.808157 nChanged 47 SP:Iteration 17Q (88.101428 sec): 3 clusters Score: Raw -182536.737884 + Penalty 769.569350 = -181767.168534 nChanged 34 SP:Iteration 18Q (88.156010 sec): 3 clusters Score: Raw -182559.770052 + Penalty 769.569350 = -181790.200702 nChanged 38 SP:Iteration 19Q (88.203021 sec): 3 clusters Score: Raw -182583.505026 + Penalty 769.569350 = -181813.935676 nChanged 41 SP:Iteration 20F (88.256442 sec): 3 clusters Score: Raw -182604.291058 + Penalty 769.569350 = -181834.721708 nChanged 29 SP:Iteration 21Q (88.297934 sec): 3 clusters Score: Raw -182617.305037 + Penalty 769.569350 = -181847.735687 nChanged 27 SP:Iteration 22Q (88.347638 sec): 3 clusters Score: Raw -182626.625283 + Penalty 769.569350 = -181857.055933 nChanged 16 SP:Iteration 23Q (88.401303 sec): 3 clusters Score: Raw -182631.330252 + Penalty 769.569350 = -181861.760902 nChanged 14 SP:Iteration 24Q (88.441465 sec): 3 clusters Score: Raw -182636.107902 + Penalty 769.569350 = -181866.538552 nChanged 15 SP:Iteration 25Q (88.485801 sec): 3 clusters Score: Raw -182642.445186 + Penalty 769.569350 = -181872.875836 nChanged 11 SP:Iteration 26Q (88.535211 sec): 3 clusters Score: Raw -182645.471934 + Penalty 769.569350 = -181875.902584 nChanged 9 SP:Iteration 27Q (88.590247 sec): 3 clusters Score: Raw -182647.408064 + Penalty 769.569350 = -181877.838715 nChanged 10 SP:Iteration 28Q (88.639861 sec): 3 clusters Score: Raw -182650.322301 + Penalty 769.569350 = -181880.752951 nChanged 8 SP:Iteration 29Q (88.675896 sec): 3 clusters Score: Raw -182653.070454 + Penalty 769.569350 = -181883.501105 nChanged 7 SP:Iteration 30Q (88.722049 sec): 3 clusters Score: Raw -182654.197589 + Penalty 769.569350 = -181884.628239 nChanged 3 SP:Iteration 31Q (88.780715 sec): 3 clusters Score: Raw -182654.537161 + Penalty 769.569350 = -181884.967811 nChanged 2 SP:Iteration 32Q (88.826121 sec): 3 clusters Score: Raw -182654.656354 + Penalty 769.569350 = -181885.087004 nChanged 1 SP:Iteration 33Q (88.879553 sec): 3 clusters Score: Raw -182654.837181 + Penalty 769.569350 = -181885.267832 nChanged 1 SP:Iteration 34Q (88.922021 sec): 3 clusters Score: Raw -182655.362441 + Penalty 769.569350 = -181885.793091 nChanged 2 SP:Iteration 35Q (88.976528 sec): 3 clusters Score: Raw -182655.726411 + Penalty 769.569350 = -181886.157061 nChanged 0 SP:Iteration 36F (89.027704 sec): 3 clusters Score: Raw -182655.726411 + Penalty 769.569350 = -181886.157061 nChanged 0 Score: Raw -17239703.544194 + Penalty 14253.148226 = -17225450.395968 Splitting cluster 7 changes total score from -17209780.891375 to -17225450.395968 So it's getting split into cluster 24. Trying to split cluster 8 (60750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.074847 sec): 2 clusters Score: Raw -2439222.762594 + Penalty 501.160767 = -2438721.601826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.181664 sec): 3 clusters Score: Raw -2398743.610362 + Penalty 1002.321535 = -2397741.288828 nChanged 29593 SP:Iteration 1F (93.280617 sec): 3 clusters Score: Raw -2418043.045107 + Penalty 1002.321535 = -2417040.723572 nChanged 4095 SP:Iteration 2F (93.387145 sec): 3 clusters Score: Raw -2420133.166276 + Penalty 1002.321535 = -2419130.844741 nChanged 4355 SP:Iteration 3F (93.491078 sec): 3 clusters Score: Raw -2422736.535301 + Penalty 1002.321535 = -2421734.213766 nChanged 4556 SP:Iteration 4F (93.598892 sec): 3 clusters Score: Raw -2426145.027482 + Penalty 1002.321535 = -2425142.705947 nChanged 4492 SP:Iteration 5F (93.703795 sec): 3 clusters Score: Raw -2430040.426846 + Penalty 1002.321535 = -2429038.105311 nChanged 3805 SP:Iteration 6F (93.801221 sec): 3 clusters Score: Raw -2433586.063924 + Penalty 1002.321535 = -2432583.742389 nChanged 2666 SP:Iteration 7Q (93.911697 sec): 3 clusters Score: Raw -2435991.685661 + Penalty 1002.321535 = -2434989.364127 nChanged 1681 SP:Iteration 8Q (94.013905 sec): 3 clusters Score: Raw -2437534.830844 + Penalty 1002.321535 = -2436532.509309 nChanged 1067 SP:Iteration 9Q (94.108664 sec): 3 clusters Score: Raw -2438569.279891 + Penalty 1002.321535 = -2437566.958356 nChanged 615 SP:Iteration 10Q (94.195961 sec): 3 clusters Score: Raw -2439118.798493 + Penalty 1002.321535 = -2438116.476958 nChanged 412 SP:Iteration 11Q (94.304933 sec): 3 clusters Score: Raw -2439443.322184 + Penalty 1002.321535 = -2438441.000649 nChanged 312 SP:Iteration 12Q (94.400094 sec): 3 clusters Score: Raw -2439648.677299 + Penalty 1002.321535 = -2438646.355764 nChanged 250 SP:Iteration 13Q (94.501458 sec): 3 clusters Score: Raw -2439797.637725 + Penalty 1002.321535 = -2438795.316190 nChanged 200 SP:Iteration 14Q (94.596023 sec): 3 clusters Score: Raw -2439900.134314 + Penalty 1002.321535 = -2438897.812779 nChanged 171 SP:Iteration 15Q (94.684317 sec): 3 clusters Score: Raw -2439970.587366 + Penalty 1002.321535 = -2438968.265831 nChanged 129 SP:Iteration 16Q (94.780024 sec): 3 clusters Score: Raw -2440017.954802 + Penalty 1002.321535 = -2439015.633267 nChanged 101 SP:Iteration 17Q (94.872496 sec): 3 clusters Score: Raw -2440052.241169 + Penalty 1002.321535 = -2439049.919634 nChanged 92 SP:Iteration 18Q (94.967657 sec): 3 clusters Score: Raw -2440083.825475 + Penalty 1002.321535 = -2439081.503940 nChanged 87 SP:Iteration 19Q (95.062287 sec): 3 clusters Score: Raw -2440113.024227 + Penalty 1002.321535 = -2439110.702692 nChanged 87 SP:Iteration 20F (95.157249 sec): 3 clusters Score: Raw -2440138.211010 + Penalty 1002.321535 = -2439135.889475 nChanged 72 SP:Iteration 21Q (95.258491 sec): 3 clusters Score: Raw -2440152.956730 + Penalty 1002.321535 = -2439150.635195 nChanged 62 SP:Iteration 22Q (95.352090 sec): 3 clusters Score: Raw -2440165.550429 + Penalty 1002.321535 = -2439163.228894 nChanged 62 SP:Iteration 23Q (95.449921 sec): 3 clusters Score: Raw -2440176.664815 + Penalty 1002.321535 = -2439174.343280 nChanged 51 SP:Iteration 24Q (95.547093 sec): 3 clusters Score: Raw -2440185.907928 + Penalty 1002.321535 = -2439183.586393 nChanged 38 SP:Iteration 25Q (95.636252 sec): 3 clusters Score: Raw -2440192.413084 + Penalty 1002.321535 = -2439190.091549 nChanged 39 SP:Iteration 26Q (95.728269 sec): 3 clusters Score: Raw -2440201.639957 + Penalty 1002.321535 = -2439199.318422 nChanged 49 SP:Iteration 27Q (95.816720 sec): 3 clusters Score: Raw -2440210.198720 + Penalty 1002.321535 = -2439207.877185 nChanged 39 SP:Iteration 28Q (95.903622 sec): 3 clusters Score: Raw -2440216.672764 + Penalty 1002.321535 = -2439214.351229 nChanged 50 SP:Iteration 29Q (96.005957 sec): 3 clusters Score: Raw -2440226.246768 + Penalty 1002.321535 = -2439223.925233 nChanged 45 SP:Iteration 30Q (96.106525 sec): 3 clusters Score: Raw -2440235.811720 + Penalty 1002.321535 = -2439233.490186 nChanged 47 SP:Iteration 31Q (96.198430 sec): 3 clusters Score: Raw -2440243.033749 + Penalty 1002.321535 = -2439240.712214 nChanged 33 SP:Iteration 32Q (96.294326 sec): 3 clusters Score: Raw -2440246.072904 + Penalty 1002.321535 = -2439243.751369 nChanged 21 SP:Iteration 33Q (96.386762 sec): 3 clusters Score: Raw -2440247.642535 + Penalty 1002.321535 = -2439245.321000 nChanged 13 SP:Iteration 34Q (96.481988 sec): 3 clusters Score: Raw -2440248.872403 + Penalty 1002.321535 = -2439246.550868 nChanged 17 SP:Iteration 35Q (96.582728 sec): 3 clusters Score: Raw -2440249.983633 + Penalty 1002.321535 = -2439247.662098 nChanged 11 SP:Iteration 36Q (96.680834 sec): 3 clusters Score: Raw -2440251.088342 + Penalty 1002.321535 = -2439248.766807 nChanged 11 SP:Iteration 37Q (96.779304 sec): 3 clusters Score: Raw -2440252.127993 + Penalty 1002.321535 = -2439249.806458 nChanged 12 SP:Iteration 38Q (96.873755 sec): 3 clusters Score: Raw -2440253.061484 + Penalty 1002.321535 = -2439250.739949 nChanged 14 SP:Iteration 39Q (96.975753 sec): 3 clusters Score: Raw -2440254.065942 + Penalty 1002.321535 = -2439251.744407 nChanged 11 SP:Iteration 40F (97.083382 sec): 3 clusters Score: Raw -2440254.776766 + Penalty 1002.321535 = -2439252.455231 nChanged 6 SP:Iteration 41Q (97.179458 sec): 3 clusters Score: Raw -2440254.977880 + Penalty 1002.321535 = -2439252.656345 nChanged 3 SP:Iteration 42Q (97.274113 sec): 3 clusters Score: Raw -2440255.196837 + Penalty 1002.321535 = -2439252.875302 nChanged 3 SP:Iteration 43Q (97.378649 sec): 3 clusters Score: Raw -2440255.320037 + Penalty 1002.321535 = -2439252.998502 nChanged 1 SP:Iteration 44Q (97.479622 sec): 3 clusters Score: Raw -2440255.328389 + Penalty 1002.321535 = -2439253.006854 nChanged 0 SP:Iteration 45F (97.581193 sec): 3 clusters Score: Raw -2440255.328389 + Penalty 1002.321535 = -2439253.006854 nChanged 0 Score: Raw -17240736.109989 + Penalty 14847.029402 = -17225889.080587 Splitting cluster 8 changes total score from -17209780.891375 to -17225889.080587 So it's getting split into cluster 25. Trying to split cluster 9 (20936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.782743 sec): 2 clusters Score: Raw -841961.841092 + Penalty 452.689758 = -841509.151335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.854324 sec): 3 clusters Score: Raw -828534.199577 + Penalty 905.379515 = -827628.820062 nChanged 9892 SP:Iteration 1F (101.911111 sec): 3 clusters Score: Raw -834727.858462 + Penalty 905.379515 = -833822.478946 nChanged 1292 SP:Iteration 2F (101.979286 sec): 3 clusters Score: Raw -835399.936900 + Penalty 905.379515 = -834494.557384 nChanged 1326 SP:Iteration 3F (102.051544 sec): 3 clusters Score: Raw -836286.034855 + Penalty 905.379515 = -835380.655340 nChanged 1389 SP:Iteration 4F (102.114377 sec): 3 clusters Score: Raw -837343.483335 + Penalty 905.379515 = -836438.103819 nChanged 1356 SP:Iteration 5F (102.174775 sec): 3 clusters Score: Raw -838410.293913 + Penalty 905.379515 = -837504.914398 nChanged 1198 SP:Iteration 6F (102.245306 sec): 3 clusters Score: Raw -839234.357089 + Penalty 905.379515 = -838328.977573 nChanged 867 SP:Iteration 7Q (102.309490 sec): 3 clusters Score: Raw -839699.993438 + Penalty 905.379515 = -838794.613922 nChanged 590 SP:Iteration 8Q (102.378615 sec): 3 clusters Score: Raw -839965.095754 + Penalty 905.379515 = -839059.716239 nChanged 458 SP:Iteration 9Q (102.451273 sec): 3 clusters Score: Raw -840159.782284 + Penalty 905.379515 = -839254.402769 nChanged 387 SP:Iteration 10Q (102.513259 sec): 3 clusters Score: Raw -840337.568497 + Penalty 905.379515 = -839432.188982 nChanged 374 SP:Iteration 11Q (102.573866 sec): 3 clusters Score: Raw -840515.199464 + Penalty 905.379515 = -839609.819949 nChanged 382 SP:Iteration 12Q (102.645935 sec): 3 clusters Score: Raw -840682.501907 + Penalty 905.379515 = -839777.122392 nChanged 352 SP:Iteration 13Q (102.716710 sec): 3 clusters Score: Raw -840855.432112 + Penalty 905.379515 = -839950.052597 nChanged 379 SP:Iteration 14Q (102.779763 sec): 3 clusters Score: Raw -841040.372467 + Penalty 905.379515 = -840134.992951 nChanged 396 SP:Iteration 15Q (102.856121 sec): 3 clusters Score: Raw -841252.947854 + Penalty 905.379515 = -840347.568339 nChanged 402 SP:Iteration 16Q (102.927172 sec): 3 clusters Score: Raw -841473.220152 + Penalty 905.379515 = -840567.840636 nChanged 392 SP:Iteration 17Q (102.985474 sec): 3 clusters Score: Raw -841673.446825 + Penalty 905.379515 = -840768.067309 nChanged 372 SP:Iteration 18Q (103.063578 sec): 3 clusters Score: Raw -841860.638701 + Penalty 905.379515 = -840955.259185 nChanged 342 SP:Iteration 19Q (103.130209 sec): 3 clusters Score: Raw -842015.369045 + Penalty 905.379515 = -841109.989530 nChanged 280 SP:Iteration 20F (103.184926 sec): 3 clusters Score: Raw -842128.880025 + Penalty 905.379515 = -841223.500510 nChanged 228 SP:Iteration 21Q (103.256802 sec): 3 clusters Score: Raw -842220.826950 + Penalty 905.379515 = -841315.447434 nChanged 210 SP:Iteration 22Q (103.318541 sec): 3 clusters Score: Raw -842302.243491 + Penalty 905.379515 = -841396.863975 nChanged 190 SP:Iteration 23Q (103.384139 sec): 3 clusters Score: Raw -842376.293969 + Penalty 905.379515 = -841470.914454 nChanged 165 SP:Iteration 24Q (103.446390 sec): 3 clusters Score: Raw -842428.209642 + Penalty 905.379515 = -841522.830127 nChanged 153 SP:Iteration 25Q (103.518050 sec): 3 clusters Score: Raw -842471.282529 + Penalty 905.379515 = -841565.903014 nChanged 137 SP:Iteration 26Q (103.578283 sec): 3 clusters Score: Raw -842510.352692 + Penalty 905.379515 = -841604.973176 nChanged 134 SP:Iteration 27Q (103.639144 sec): 3 clusters Score: Raw -842538.061208 + Penalty 905.379515 = -841632.681692 nChanged 86 SP:Iteration 28Q (103.699385 sec): 3 clusters Score: Raw -842552.596808 + Penalty 905.379515 = -841647.217292 nChanged 78 SP:Iteration 29Q (103.774197 sec): 3 clusters Score: Raw -842563.346494 + Penalty 905.379515 = -841657.966978 nChanged 56 SP:Iteration 30Q (103.831729 sec): 3 clusters Score: Raw -842569.346815 + Penalty 905.379515 = -841663.967300 nChanged 49 SP:Iteration 31Q (103.892198 sec): 3 clusters Score: Raw -842573.693020 + Penalty 905.379515 = -841668.313504 nChanged 36 SP:Iteration 32Q (103.964296 sec): 3 clusters Score: Raw -842576.400702 + Penalty 905.379515 = -841671.021186 nChanged 27 SP:Iteration 33Q (104.031985 sec): 3 clusters Score: Raw -842578.510991 + Penalty 905.379515 = -841673.131475 nChanged 24 SP:Iteration 34Q (104.095134 sec): 3 clusters Score: Raw -842580.294722 + Penalty 905.379515 = -841674.915207 nChanged 22 SP:Iteration 35Q (104.170318 sec): 3 clusters Score: Raw -842582.280574 + Penalty 905.379515 = -841676.901059 nChanged 28 SP:Iteration 36Q (104.225704 sec): 3 clusters Score: Raw -842584.280793 + Penalty 905.379515 = -841678.901278 nChanged 19 SP:Iteration 37Q (104.303975 sec): 3 clusters Score: Raw -842585.509584 + Penalty 905.379515 = -841680.130068 nChanged 17 SP:Iteration 38Q (104.357320 sec): 3 clusters Score: Raw -842586.465723 + Penalty 905.379515 = -841681.086207 nChanged 12 SP:Iteration 39Q (104.433229 sec): 3 clusters Score: Raw -842587.060534 + Penalty 905.379515 = -841681.681018 nChanged 12 SP:Iteration 40F (104.487200 sec): 3 clusters Score: Raw -842587.629909 + Penalty 905.379515 = -841682.250394 nChanged 6 SP:Iteration 41Q (104.558713 sec): 3 clusters Score: Raw -842587.962075 + Penalty 905.379515 = -841682.582560 nChanged 5 SP:Iteration 42Q (104.623605 sec): 3 clusters Score: Raw -842588.440764 + Penalty 905.379515 = -841683.061248 nChanged 12 SP:Iteration 43Q (104.687143 sec): 3 clusters Score: Raw -842589.513549 + Penalty 905.379515 = -841684.134033 nChanged 8 SP:Iteration 44Q (104.741866 sec): 3 clusters Score: Raw -842589.785942 + Penalty 905.379515 = -841684.406427 nChanged 4 SP:Iteration 45Q (104.810792 sec): 3 clusters Score: Raw -842590.034851 + Penalty 905.379515 = -841684.655336 nChanged 5 SP:Iteration 46Q (104.886240 sec): 3 clusters Score: Raw -842590.301145 + Penalty 905.379515 = -841684.921630 nChanged 5 SP:Iteration 47Q (104.941534 sec): 3 clusters Score: Raw -842590.765356 + Penalty 905.379515 = -841685.385840 nChanged 6 SP:Iteration 48Q (105.017650 sec): 3 clusters Score: Raw -842591.070829 + Penalty 905.379515 = -841685.691314 nChanged 7 SP:Iteration 49Q (105.085603 sec): 3 clusters Score: Raw -842591.403398 + Penalty 905.379515 = -841686.023883 nChanged 12 SP:Iteration 50Q (105.147110 sec): 3 clusters Score: Raw -842592.007347 + Penalty 905.379515 = -841686.627832 nChanged 12 SP:Iteration 51Q (105.205786 sec): 3 clusters Score: Raw -842592.489781 + Penalty 905.379515 = -841687.110265 nChanged 5 SP:Iteration 52Q (105.267369 sec): 3 clusters Score: Raw -842592.691607 + Penalty 905.379515 = -841687.312092 nChanged 4 SP:Iteration 53Q (105.338799 sec): 3 clusters Score: Raw -842592.810094 + Penalty 905.379515 = -841687.430578 nChanged 5 SP:Iteration 54Q (105.405512 sec): 3 clusters Score: Raw -842593.008447 + Penalty 905.379515 = -841687.628932 nChanged 5 SP:Iteration 55Q (105.470977 sec): 3 clusters Score: Raw -842593.157633 + Penalty 905.379515 = -841687.778118 nChanged 3 SP:Iteration 56Q (105.537104 sec): 3 clusters Score: Raw -842593.204478 + Penalty 905.379515 = -841687.824963 nChanged 2 SP:Iteration 57Q (105.600377 sec): 3 clusters Score: Raw -842593.244535 + Penalty 905.379515 = -841687.865020 nChanged 2 SP:Iteration 58Q (105.656877 sec): 3 clusters Score: Raw -842593.291385 + Penalty 905.379515 = -841687.911870 nChanged 5 SP:Iteration 59Q (105.731775 sec): 3 clusters Score: Raw -842593.436230 + Penalty 905.379515 = -841688.056715 nChanged 3 SP:Iteration 60F (105.799583 sec): 3 clusters Score: Raw -842593.664984 + Penalty 905.379515 = -841688.285468 nChanged 5 SP:Iteration 61Q (105.867294 sec): 3 clusters Score: Raw -842593.813896 + Penalty 905.379515 = -841688.434380 nChanged 2 SP:Iteration 62Q (105.933858 sec): 3 clusters Score: Raw -842593.904268 + Penalty 905.379515 = -841688.524752 nChanged 4 SP:Iteration 63Q (105.999708 sec): 3 clusters Score: Raw -842594.037582 + Penalty 905.379515 = -841688.658067 nChanged 8 SP:Iteration 64Q (106.116611 sec): 3 clusters Score: Raw -842594.495506 + Penalty 905.379515 = -841689.115991 nChanged 16 SP:Iteration 65Q (106.185590 sec): 3 clusters Score: Raw -842595.609409 + Penalty 905.379515 = -841690.229893 nChanged 18 SP:Iteration 66Q (106.248901 sec): 3 clusters Score: Raw -842597.307681 + Penalty 905.379515 = -841691.928165 nChanged 24 SP:Iteration 67Q (106.314310 sec): 3 clusters Score: Raw -842599.489992 + Penalty 905.379515 = -841694.110476 nChanged 29 SP:Iteration 68Q (106.371496 sec): 3 clusters Score: Raw -842601.891552 + Penalty 905.379515 = -841696.512037 nChanged 27 SP:Iteration 69Q (106.433403 sec): 3 clusters Score: Raw -842604.317190 + Penalty 905.379515 = -841698.937674 nChanged 19 SP:Iteration 70Q (106.501994 sec): 3 clusters Score: Raw -842605.461872 + Penalty 905.379515 = -841700.082356 nChanged 14 SP:Iteration 71Q (106.576462 sec): 3 clusters Score: Raw -842605.999712 + Penalty 905.379515 = -841700.620196 nChanged 11 SP:Iteration 72Q (106.641612 sec): 3 clusters Score: Raw -842606.472015 + Penalty 905.379515 = -841701.092499 nChanged 12 SP:Iteration 73Q (106.693825 sec): 3 clusters Score: Raw -842607.180858 + Penalty 905.379515 = -841701.801343 nChanged 9 SP:Iteration 74Q (106.765409 sec): 3 clusters Score: Raw -842607.409956 + Penalty 905.379515 = -841702.030441 nChanged 3 SP:Iteration 75Q (106.829009 sec): 3 clusters Score: Raw -842607.488958 + Penalty 905.379515 = -841702.109442 nChanged 2 SP:Iteration 76Q (106.884362 sec): 3 clusters Score: Raw -842607.546159 + Penalty 905.379515 = -841702.166644 nChanged 2 SP:Iteration 77Q (106.958670 sec): 3 clusters Score: Raw -842607.589312 + Penalty 905.379515 = -841702.209797 nChanged 0 SP:Iteration 78F (107.017595 sec): 3 clusters Score: Raw -842607.589312 + Penalty 905.379515 = -841702.209797 nChanged 0 Score: Raw -17241381.858209 + Penalty 15440.910578 = -17225940.947631 Splitting cluster 9 changes total score from -17209780.891375 to -17225940.947631 So it's getting split into cluster 26. Trying to split cluster 10 (1405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.349804 sec): 2 clusters Score: Raw -50607.020211 + Penalty 329.774562 = -50277.245649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (111.394756 sec): 3 clusters Score: Raw -49899.332827 + Penalty 659.549125 = -49239.783702 nChanged 572 SP:Iteration 1F (111.452065 sec): 3 clusters Score: Raw -50260.877702 + Penalty 659.549125 = -49601.328577 nChanged 115 SP:Iteration 2F (111.502028 sec): 3 clusters Score: Raw -50339.246038 + Penalty 659.549125 = -49679.696913 nChanged 82 SP:Iteration 3F (111.542741 sec): 3 clusters Score: Raw -50395.591925 + Penalty 659.549125 = -49736.042801 nChanged 68 SP:Iteration 4Q (111.589271 sec): 3 clusters Score: Raw -50460.134298 + Penalty 659.549125 = -49800.585173 nChanged 59 SP:Iteration 5Q (111.642205 sec): 3 clusters Score: Raw -50525.188591 + Penalty 659.549125 = -49865.639466 nChanged 46 SP:Iteration 6Q (111.678172 sec): 3 clusters Score: Raw -50573.035444 + Penalty 659.549125 = -49913.486319 nChanged 38 SP:Iteration 7Q (111.725498 sec): 3 clusters Score: Raw -50603.621297 + Penalty 659.549125 = -49944.072172 nChanged 30 SP:Iteration 8Q (111.765286 sec): 3 clusters Score: Raw -50626.059150 + Penalty 659.549125 = -49966.510025 nChanged 36 SP:Iteration 9Q (111.819383 sec): 3 clusters Score: Raw -50644.982665 + Penalty 659.549125 = -49985.433540 nChanged 30 SP:Iteration 10Q (111.860529 sec): 3 clusters Score: Raw -50663.780815 + Penalty 659.549125 = -50004.231690 nChanged 34 SP:Iteration 11Q (111.909716 sec): 3 clusters Score: Raw -50683.262448 + Penalty 659.549125 = -50023.713323 nChanged 23 SP:Iteration 12Q (111.956134 sec): 3 clusters Score: Raw -50694.704722 + Penalty 659.549125 = -50035.155597 nChanged 27 SP:Iteration 13Q (112.000603 sec): 3 clusters Score: Raw -50710.303480 + Penalty 659.549125 = -50050.754355 nChanged 23 SP:Iteration 14Q (112.051295 sec): 3 clusters Score: Raw -50722.545417 + Penalty 659.549125 = -50062.996292 nChanged 22 SP:Iteration 15Q (112.103989 sec): 3 clusters Score: Raw -50731.738661 + Penalty 659.549125 = -50072.189536 nChanged 12 SP:Iteration 16Q (112.146767 sec): 3 clusters Score: Raw -50735.220705 + Penalty 659.549125 = -50075.671580 nChanged 7 SP:Iteration 17Q (112.183178 sec): 3 clusters Score: Raw -50737.683663 + Penalty 659.549125 = -50078.134538 nChanged 10 SP:Iteration 18Q (112.223945 sec): 3 clusters Score: Raw -50740.414951 + Penalty 659.549125 = -50080.865826 nChanged 4 SP:Iteration 19Q (112.269877 sec): 3 clusters Score: Raw -50742.592224 + Penalty 659.549125 = -50083.043099 nChanged 5 SP:Iteration 20F (112.307942 sec): 3 clusters Score: Raw -50744.489777 + Penalty 659.549125 = -50084.940652 nChanged 7 SP:Iteration 21Q (112.354189 sec): 3 clusters Score: Raw -50746.714392 + Penalty 659.549125 = -50087.165267 nChanged 6 SP:Iteration 22Q (112.392665 sec): 3 clusters Score: Raw -50748.660111 + Penalty 659.549125 = -50089.110986 nChanged 7 SP:Iteration 23Q (112.440285 sec): 3 clusters Score: Raw -50749.465598 + Penalty 659.549125 = -50089.916473 nChanged 0 SP:Iteration 24F (112.480790 sec): 3 clusters Score: Raw -50749.465598 + Penalty 659.549125 = -50089.916473 nChanged 0 Trying to split cluster 11 (5131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.519347 sec): 2 clusters Score: Raw -193776.698595 + Penalty 388.709041 = -193387.989554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.571880 sec): 3 clusters Score: Raw -190670.568466 + Penalty 777.418082 = -189893.150383 nChanged 2343 SP:Iteration 1F (112.612655 sec): 3 clusters Score: Raw -192116.915284 + Penalty 777.418082 = -191339.497202 nChanged 323 SP:Iteration 2F (112.659158 sec): 3 clusters Score: Raw -192310.182129 + Penalty 777.418082 = -191532.764047 nChanged 306 SP:Iteration 3F (112.724069 sec): 3 clusters Score: Raw -192579.320788 + Penalty 777.418082 = -191801.902706 nChanged 336 SP:Iteration 4F (112.764058 sec): 3 clusters Score: Raw -192958.489715 + Penalty 777.418082 = -192181.071632 nChanged 351 SP:Iteration 5F (112.825510 sec): 3 clusters Score: Raw -193537.115568 + Penalty 777.418082 = -192759.697485 nChanged 321 SP:Iteration 6F (112.864278 sec): 3 clusters Score: Raw -194493.755463 + Penalty 777.418082 = -193716.337381 nChanged 252 SP:Iteration 7Q (112.913785 sec): 3 clusters Score: Raw -194958.894936 + Penalty 777.418082 = -194181.476853 nChanged 161 SP:Iteration 8Q (112.966335 sec): 3 clusters Score: Raw -195070.898690 + Penalty 777.418082 = -194293.480607 nChanged 101 SP:Iteration 9Q (113.022694 sec): 3 clusters Score: Raw -195125.769371 + Penalty 777.418082 = -194348.351289 nChanged 62 SP:Iteration 10Q (113.064243 sec): 3 clusters Score: Raw -195145.741369 + Penalty 777.418082 = -194368.323287 nChanged 32 SP:Iteration 11Q (113.122800 sec): 3 clusters Score: Raw -195152.335813 + Penalty 777.418082 = -194374.917731 nChanged 19 SP:Iteration 12Q (113.173298 sec): 3 clusters Score: Raw -195155.000551 + Penalty 777.418082 = -194377.582469 nChanged 9 SP:Iteration 13Q (113.218243 sec): 3 clusters Score: Raw -195156.122390 + Penalty 777.418082 = -194378.704308 nChanged 4 SP:Iteration 14Q (113.271328 sec): 3 clusters Score: Raw -195156.792605 + Penalty 777.418082 = -194379.374522 nChanged 4 SP:Iteration 15Q (113.322330 sec): 3 clusters Score: Raw -195157.089444 + Penalty 777.418082 = -194379.671361 nChanged 1 SP:Iteration 16Q (113.371571 sec): 3 clusters Score: Raw -195157.109046 + Penalty 777.418082 = -194379.690963 nChanged 0 SP:Iteration 17F (113.426527 sec): 3 clusters Score: Raw -195157.109046 + Penalty 777.418082 = -194379.690963 nChanged 0 Score: Raw -17242762.268659 + Penalty 16034.791754 = -17226727.476905 Splitting cluster 11 changes total score from -17209780.891375 to -17226727.476905 So it's getting split into cluster 27. Trying to split cluster 12 (10851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.957496 sec): 2 clusters Score: Raw -369026.944081 + Penalty 422.786570 = -368604.157511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.013969 sec): 3 clusters Score: Raw -362214.238430 + Penalty 845.573139 = -361368.665290 nChanged 5111 SP:Iteration 1F (118.072083 sec): 3 clusters Score: Raw -365576.147970 + Penalty 845.573139 = -364730.574831 nChanged 784 SP:Iteration 2F (118.118471 sec): 3 clusters Score: Raw -365982.091681 + Penalty 845.573139 = -365136.518542 nChanged 712 SP:Iteration 3F (118.175306 sec): 3 clusters Score: Raw -366370.591863 + Penalty 845.573139 = -365525.018724 nChanged 625 SP:Iteration 4F (118.241237 sec): 3 clusters Score: Raw -366721.692748 + Penalty 845.573139 = -365876.119609 nChanged 611 SP:Iteration 5F (118.293241 sec): 3 clusters Score: Raw -367080.391127 + Penalty 845.573139 = -366234.817987 nChanged 596 SP:Iteration 6F (118.340502 sec): 3 clusters Score: Raw -367461.921419 + Penalty 845.573139 = -366616.348280 nChanged 595 SP:Iteration 7F (118.400167 sec): 3 clusters Score: Raw -367927.553744 + Penalty 845.573139 = -367081.980604 nChanged 613 SP:Iteration 8F (118.450882 sec): 3 clusters Score: Raw -368501.334454 + Penalty 845.573139 = -367655.761314 nChanged 510 SP:Iteration 9Q (118.503114 sec): 3 clusters Score: Raw -368977.695512 + Penalty 845.573139 = -368132.122373 nChanged 307 SP:Iteration 10Q (118.568062 sec): 3 clusters Score: Raw -369230.649743 + Penalty 845.573139 = -368385.076604 nChanged 190 SP:Iteration 11Q (118.610267 sec): 3 clusters Score: Raw -369379.457181 + Penalty 845.573139 = -368533.884042 nChanged 105 SP:Iteration 12Q (118.663684 sec): 3 clusters Score: Raw -369436.330667 + Penalty 845.573139 = -368590.757527 nChanged 54 SP:Iteration 13Q (118.728758 sec): 3 clusters Score: Raw -369457.212798 + Penalty 845.573139 = -368611.639658 nChanged 29 SP:Iteration 14Q (118.772650 sec): 3 clusters Score: Raw -369473.980280 + Penalty 845.573139 = -368628.407141 nChanged 20 SP:Iteration 15Q (118.835496 sec): 3 clusters Score: Raw -369485.650141 + Penalty 845.573139 = -368640.077002 nChanged 15 SP:Iteration 16Q (118.890931 sec): 3 clusters Score: Raw -369495.912597 + Penalty 845.573139 = -368650.339457 nChanged 8 SP:Iteration 17Q (118.947250 sec): 3 clusters Score: Raw -369503.515226 + Penalty 845.573139 = -368657.942087 nChanged 9 SP:Iteration 18Q (119.008860 sec): 3 clusters Score: Raw -369509.919921 + Penalty 845.573139 = -368664.346782 nChanged 5 SP:Iteration 19Q (119.064279 sec): 3 clusters Score: Raw -369512.240535 + Penalty 845.573139 = -368666.667396 nChanged 3 SP:Iteration 20F (119.110395 sec): 3 clusters Score: Raw -369512.802766 + Penalty 845.573139 = -368667.229627 nChanged 0 Score: Raw -17243248.127344 + Penalty 16628.672930 = -17226619.454414 Splitting cluster 12 changes total score from -17209780.891375 to -17226619.454414 So it's getting split into cluster 28. Trying to split cluster 13 (8104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (123.701994 sec): 2 clusters Score: Raw -278401.075373 + Penalty 409.505144 = -277991.570229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (123.747090 sec): 3 clusters Score: Raw -273530.789211 + Penalty 819.010287 = -272711.778923 nChanged 3738 SP:Iteration 1F (123.807521 sec): 3 clusters Score: Raw -276714.214588 + Penalty 819.010287 = -275895.204301 nChanged 1139 SP:Iteration 2F (123.855930 sec): 3 clusters Score: Raw -278226.547653 + Penalty 819.010287 = -277407.537366 nChanged 949 SP:Iteration 3F (123.909919 sec): 3 clusters Score: Raw -279274.657139 + Penalty 819.010287 = -278455.646852 nChanged 608 SP:Iteration 4F (123.962113 sec): 3 clusters Score: Raw -279796.650910 + Penalty 819.010287 = -278977.640623 nChanged 317 SP:Iteration 5Q (124.006380 sec): 3 clusters Score: Raw -279987.258478 + Penalty 819.010287 = -279168.248191 nChanged 151 SP:Iteration 6Q (124.060619 sec): 3 clusters Score: Raw -280045.892525 + Penalty 819.010287 = -279226.882238 nChanged 94 SP:Iteration 7Q (124.118128 sec): 3 clusters Score: Raw -280071.812307 + Penalty 819.010287 = -279252.802020 nChanged 62 SP:Iteration 8Q (124.175098 sec): 3 clusters Score: Raw -280086.063364 + Penalty 819.010287 = -279267.053077 nChanged 52 SP:Iteration 9Q (124.226661 sec): 3 clusters Score: Raw -280096.239855 + Penalty 819.010287 = -279277.229568 nChanged 35 SP:Iteration 10Q (124.278709 sec): 3 clusters Score: Raw -280102.035968 + Penalty 819.010287 = -279283.025680 nChanged 28 SP:Iteration 11Q (124.338025 sec): 3 clusters Score: Raw -280105.562483 + Penalty 819.010287 = -279286.552196 nChanged 18 SP:Iteration 12Q (124.383863 sec): 3 clusters Score: Raw -280107.043940 + Penalty 819.010287 = -279288.033653 nChanged 10 SP:Iteration 13Q (124.433815 sec): 3 clusters Score: Raw -280107.792307 + Penalty 819.010287 = -279288.782020 nChanged 14 SP:Iteration 14Q (124.487519 sec): 3 clusters Score: Raw -280108.846465 + Penalty 819.010287 = -279289.836177 nChanged 9 SP:Iteration 15Q (124.553274 sec): 3 clusters Score: Raw -280109.477855 + Penalty 819.010287 = -279290.467568 nChanged 5 SP:Iteration 16Q (124.598746 sec): 3 clusters Score: Raw -280109.823133 + Penalty 819.010287 = -279290.812846 nChanged 4 SP:Iteration 17Q (124.660042 sec): 3 clusters Score: Raw -280110.062759 + Penalty 819.010287 = -279291.052472 nChanged 2 SP:Iteration 18Q (124.710248 sec): 3 clusters Score: Raw -280110.126465 + Penalty 819.010287 = -279291.116178 nChanged 0 SP:Iteration 19F (124.761564 sec): 3 clusters Score: Raw -280110.126465 + Penalty 819.010287 = -279291.116178 nChanged 0 Score: Raw -17244957.178436 + Penalty 17222.554106 = -17227734.624330 Splitting cluster 13 changes total score from -17209780.891375 to -17227734.624330 So it's getting split into cluster 29. Trying to split cluster 14 (12055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.564056 sec): 2 clusters Score: Raw -469515.598883 + Penalty 427.574183 = -469088.024700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.620079 sec): 3 clusters Score: Raw -461884.772596 + Penalty 855.148366 = -461029.624230 nChanged 5609 SP:Iteration 1F (129.683723 sec): 3 clusters Score: Raw -465293.060483 + Penalty 855.148366 = -464437.912117 nChanged 769 SP:Iteration 2F (129.736852 sec): 3 clusters Score: Raw -465719.868769 + Penalty 855.148366 = -464864.720403 nChanged 825 SP:Iteration 3F (129.798071 sec): 3 clusters Score: Raw -466229.664757 + Penalty 855.148366 = -465374.516391 nChanged 849 SP:Iteration 4F (129.852102 sec): 3 clusters Score: Raw -466881.112631 + Penalty 855.148366 = -466025.964265 nChanged 799 SP:Iteration 5F (129.905124 sec): 3 clusters Score: Raw -467551.164597 + Penalty 855.148366 = -466696.016232 nChanged 657 SP:Iteration 6F (129.963634 sec): 3 clusters Score: Raw -468079.876232 + Penalty 855.148366 = -467224.727866 nChanged 499 SP:Iteration 7Q (130.027113 sec): 3 clusters Score: Raw -468409.821557 + Penalty 855.148366 = -467554.673191 nChanged 341 SP:Iteration 8Q (130.080906 sec): 3 clusters Score: Raw -468575.230775 + Penalty 855.148366 = -467720.082409 nChanged 229 SP:Iteration 9Q (130.130840 sec): 3 clusters Score: Raw -468657.877331 + Penalty 855.148366 = -467802.728965 nChanged 173 SP:Iteration 10Q (130.197806 sec): 3 clusters Score: Raw -468715.185991 + Penalty 855.148366 = -467860.037625 nChanged 171 SP:Iteration 11Q (130.240426 sec): 3 clusters Score: Raw -468780.947182 + Penalty 855.148366 = -467925.798816 nChanged 168 SP:Iteration 12Q (130.294000 sec): 3 clusters Score: Raw -468847.335587 + Penalty 855.148366 = -467992.187221 nChanged 157 SP:Iteration 13Q (130.349291 sec): 3 clusters Score: Raw -468906.573280 + Penalty 855.148366 = -468051.424914 nChanged 149 SP:Iteration 14Q (130.411343 sec): 3 clusters Score: Raw -468966.814062 + Penalty 855.148366 = -468111.665696 nChanged 160 SP:Iteration 15Q (130.463659 sec): 3 clusters Score: Raw -469041.272903 + Penalty 855.148366 = -468186.124537 nChanged 141 SP:Iteration 16Q (130.508442 sec): 3 clusters Score: Raw -469095.130099 + Penalty 855.148366 = -468239.981733 nChanged 130 SP:Iteration 17Q (130.575792 sec): 3 clusters Score: Raw -469145.823722 + Penalty 855.148366 = -468290.675356 nChanged 125 SP:Iteration 18Q (130.619892 sec): 3 clusters Score: Raw -469195.584418 + Penalty 855.148366 = -468340.436052 nChanged 103 SP:Iteration 19Q (130.686010 sec): 3 clusters Score: Raw -469230.371034 + Penalty 855.148366 = -468375.222668 nChanged 81 SP:Iteration 20F (130.733344 sec): 3 clusters Score: Raw -469257.934162 + Penalty 855.148366 = -468402.785796 nChanged 80 SP:Iteration 21Q (130.790847 sec): 3 clusters Score: Raw -469286.322977 + Penalty 855.148366 = -468431.174611 nChanged 94 SP:Iteration 22Q (130.849300 sec): 3 clusters Score: Raw -469313.869487 + Penalty 855.148366 = -468458.721121 nChanged 68 SP:Iteration 23Q (130.907525 sec): 3 clusters Score: Raw -469334.546850 + Penalty 855.148366 = -468479.398484 nChanged 75 SP:Iteration 24Q (130.965103 sec): 3 clusters Score: Raw -469360.795503 + Penalty 855.148366 = -468505.647137 nChanged 74 SP:Iteration 25Q (131.023692 sec): 3 clusters Score: Raw -469385.300898 + Penalty 855.148366 = -468530.152532 nChanged 70 SP:Iteration 26Q (131.085413 sec): 3 clusters Score: Raw -469407.922967 + Penalty 855.148366 = -468552.774601 nChanged 57 SP:Iteration 27Q (131.135581 sec): 3 clusters Score: Raw -469426.172393 + Penalty 855.148366 = -468571.024027 nChanged 50 SP:Iteration 28Q (131.189241 sec): 3 clusters Score: Raw -469446.672794 + Penalty 855.148366 = -468591.524428 nChanged 48 SP:Iteration 29Q (131.245621 sec): 3 clusters Score: Raw -469464.120760 + Penalty 855.148366 = -468608.972394 nChanged 48 SP:Iteration 30Q (131.315385 sec): 3 clusters Score: Raw -469479.053371 + Penalty 855.148366 = -468623.905005 nChanged 42 SP:Iteration 31Q (131.360856 sec): 3 clusters Score: Raw -469493.507690 + Penalty 855.148366 = -468638.359324 nChanged 45 SP:Iteration 32Q (131.424814 sec): 3 clusters Score: Raw -469515.452711 + Penalty 855.148366 = -468660.304345 nChanged 46 SP:Iteration 33Q (131.480447 sec): 3 clusters Score: Raw -469543.359654 + Penalty 855.148366 = -468688.211288 nChanged 69 SP:Iteration 34Q (131.531622 sec): 3 clusters Score: Raw -469584.622821 + Penalty 855.148366 = -468729.474455 nChanged 81 SP:Iteration 35Q (131.580463 sec): 3 clusters Score: Raw -469630.121295 + Penalty 855.148366 = -468774.972929 nChanged 60 SP:Iteration 36Q (131.645091 sec): 3 clusters Score: Raw -469657.176822 + Penalty 855.148366 = -468802.028456 nChanged 59 SP:Iteration 37Q (131.706369 sec): 3 clusters Score: Raw -469672.791299 + Penalty 855.148366 = -468817.642933 nChanged 44 SP:Iteration 38Q (131.764529 sec): 3 clusters Score: Raw -469683.203449 + Penalty 855.148366 = -468828.055083 nChanged 33 SP:Iteration 39Q (131.810199 sec): 3 clusters Score: Raw -469689.925368 + Penalty 855.148366 = -468834.777002 nChanged 27 SP:Iteration 40F (131.871014 sec): 3 clusters Score: Raw -469694.928809 + Penalty 855.148366 = -468839.780443 nChanged 27 SP:Iteration 41Q (131.929066 sec): 3 clusters Score: Raw -469699.537716 + Penalty 855.148366 = -468844.389350 nChanged 22 SP:Iteration 42Q (131.998711 sec): 3 clusters Score: Raw -469702.648215 + Penalty 855.148366 = -468847.499849 nChanged 22 SP:Iteration 43Q (132.057580 sec): 3 clusters Score: Raw -469706.001878 + Penalty 855.148366 = -468850.853512 nChanged 18 SP:Iteration 44Q (132.106103 sec): 3 clusters Score: Raw -469707.973064 + Penalty 855.148366 = -468852.824698 nChanged 9 SP:Iteration 45Q (132.176395 sec): 3 clusters Score: Raw -469708.618599 + Penalty 855.148366 = -468853.470233 nChanged 5 SP:Iteration 46Q (132.221985 sec): 3 clusters Score: Raw -469709.417851 + Penalty 855.148366 = -468854.269485 nChanged 7 SP:Iteration 47Q (132.279785 sec): 3 clusters Score: Raw -469710.273097 + Penalty 855.148366 = -468855.124731 nChanged 4 SP:Iteration 48Q (132.338295 sec): 3 clusters Score: Raw -469710.536923 + Penalty 855.148366 = -468855.388557 nChanged 4 SP:Iteration 49Q (132.395459 sec): 3 clusters Score: Raw -469710.913542 + Penalty 855.148366 = -468855.765176 nChanged 1 SP:Iteration 50Q (132.455649 sec): 3 clusters Score: Raw -469711.009110 + Penalty 855.148366 = -468855.860744 nChanged 2 SP:Iteration 51Q (132.521340 sec): 3 clusters Score: Raw -469711.122741 + Penalty 855.148366 = -468855.974375 nChanged 0 SP:Iteration 52F (132.570099 sec): 3 clusters Score: Raw -469711.122741 + Penalty 855.148366 = -468855.974375 nChanged 0 Trying to split cluster 15 (1522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.592104 sec): 2 clusters Score: Raw -43739.068547 + Penalty 333.414014 = -43405.654532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.645182 sec): 3 clusters Score: Raw -43042.800967 + Penalty 666.828029 = -42375.972938 nChanged 651 SP:Iteration 1F (132.681591 sec): 3 clusters Score: Raw -43800.501545 + Penalty 666.828029 = -43133.673516 nChanged 172 SP:Iteration 2F (132.730917 sec): 3 clusters Score: Raw -44007.195904 + Penalty 666.828029 = -43340.367875 nChanged 86 SP:Iteration 3F (132.774979 sec): 3 clusters Score: Raw -44072.557559 + Penalty 666.828029 = -43405.729530 nChanged 51 SP:Iteration 4Q (132.817912 sec): 3 clusters Score: Raw -44106.693734 + Penalty 666.828029 = -43439.865705 nChanged 31 SP:Iteration 5Q (132.863122 sec): 3 clusters Score: Raw -44121.961788 + Penalty 666.828029 = -43455.133759 nChanged 18 SP:Iteration 6Q (132.914347 sec): 3 clusters Score: Raw -44129.214692 + Penalty 666.828029 = -43462.386663 nChanged 6 SP:Iteration 7Q (132.953172 sec): 3 clusters Score: Raw -44130.523901 + Penalty 666.828029 = -43463.695872 nChanged 5 SP:Iteration 8Q (132.998640 sec): 3 clusters Score: Raw -44131.380065 + Penalty 666.828029 = -43464.552036 nChanged 3 SP:Iteration 9Q (133.047662 sec): 3 clusters Score: Raw -44132.381774 + Penalty 666.828029 = -43465.553745 nChanged 3 SP:Iteration 10Q (133.092922 sec): 3 clusters Score: Raw -44132.971006 + Penalty 666.828029 = -43466.142977 nChanged 1 SP:Iteration 11Q (133.138128 sec): 3 clusters Score: Raw -44133.038549 + Penalty 666.828029 = -43466.210520 nChanged 2 SP:Iteration 12Q (133.193700 sec): 3 clusters Score: Raw -44133.313083 + Penalty 666.828029 = -43466.485054 nChanged 1 SP:Iteration 13Q (133.242563 sec): 3 clusters Score: Raw -44133.554059 + Penalty 666.828029 = -43466.726030 nChanged 1 SP:Iteration 14Q (133.293222 sec): 3 clusters Score: Raw -44133.699272 + Penalty 666.828029 = -43466.871243 nChanged 0 SP:Iteration 15F (133.338560 sec): 3 clusters Score: Raw -44133.699272 + Penalty 666.828029 = -43466.871243 nChanged 0 Score: Raw -17245351.809161 + Penalty 17816.435282 = -17227535.373879 Splitting cluster 15 changes total score from -17209780.891375 to -17227535.373879 So it's getting split into cluster 30. Trying to split cluster 16 (2362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.274064 sec): 2 clusters Score: Raw -84328.369213 + Penalty 353.410512 = -83974.958701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.321649 sec): 3 clusters Score: Raw -83030.428228 + Penalty 706.821024 = -82323.607205 nChanged 1051 SP:Iteration 1F (138.360834 sec): 3 clusters Score: Raw -83900.040298 + Penalty 706.821024 = -83193.219274 nChanged 259 SP:Iteration 2F (138.407764 sec): 3 clusters Score: Raw -84219.204590 + Penalty 706.821024 = -83512.383566 nChanged 224 SP:Iteration 3F (138.458386 sec): 3 clusters Score: Raw -84521.940817 + Penalty 706.821024 = -83815.119794 nChanged 216 SP:Iteration 4F (138.511193 sec): 3 clusters Score: Raw -84805.961675 + Penalty 706.821024 = -84099.140651 nChanged 204 SP:Iteration 5F (138.560435 sec): 3 clusters Score: Raw -85044.958480 + Penalty 706.821024 = -84338.137456 nChanged 113 SP:Iteration 6Q (138.619582 sec): 3 clusters Score: Raw -85138.632870 + Penalty 706.821024 = -84431.811846 nChanged 71 SP:Iteration 7Q (138.663968 sec): 3 clusters Score: Raw -85188.958551 + Penalty 706.821024 = -84482.137527 nChanged 51 SP:Iteration 8Q (138.711616 sec): 3 clusters Score: Raw -85231.715230 + Penalty 706.821024 = -84524.894206 nChanged 29 SP:Iteration 9Q (138.759918 sec): 3 clusters Score: Raw -85255.555373 + Penalty 706.821024 = -84548.734349 nChanged 27 SP:Iteration 10Q (138.807989 sec): 3 clusters Score: Raw -85269.755750 + Penalty 706.821024 = -84562.934726 nChanged 18 SP:Iteration 11Q (138.859257 sec): 3 clusters Score: Raw -85282.518259 + Penalty 706.821024 = -84575.697235 nChanged 15 SP:Iteration 12Q (138.901938 sec): 3 clusters Score: Raw -85293.017238 + Penalty 706.821024 = -84586.196215 nChanged 13 SP:Iteration 13Q (138.956585 sec): 3 clusters Score: Raw -85302.079031 + Penalty 706.821024 = -84595.258007 nChanged 11 SP:Iteration 14Q (139.009456 sec): 3 clusters Score: Raw -85308.179690 + Penalty 706.821024 = -84601.358666 nChanged 7 SP:Iteration 15Q (139.061433 sec): 3 clusters Score: Raw -85310.988124 + Penalty 706.821024 = -84604.167101 nChanged 4 SP:Iteration 16Q (139.103323 sec): 3 clusters Score: Raw -85312.360732 + Penalty 706.821024 = -84605.539708 nChanged 5 SP:Iteration 17Q (139.163341 sec): 3 clusters Score: Raw -85323.056720 + Penalty 706.821024 = -84616.235696 nChanged 6 SP:Iteration 18Q (139.202940 sec): 3 clusters Score: Raw -85329.594130 + Penalty 706.821024 = -84622.773106 nChanged 3 SP:Iteration 19Q (139.261935 sec): 3 clusters Score: Raw -85330.560956 + Penalty 706.821024 = -84623.739933 nChanged 3 SP:Iteration 20F (139.313578 sec): 3 clusters Score: Raw -85331.382816 + Penalty 706.821024 = -84624.561793 nChanged 2 SP:Iteration 21Q (139.362700 sec): 3 clusters Score: Raw -85331.785862 + Penalty 706.821024 = -84624.964838 nChanged 1 SP:Iteration 22Q (139.416488 sec): 3 clusters Score: Raw -85331.913409 + Penalty 706.821024 = -84625.092385 nChanged 0 SP:Iteration 23F (139.467469 sec): 3 clusters Score: Raw -85331.913409 + Penalty 706.821024 = -84625.092385 nChanged 0 Score: Raw -17246355.353357 + Penalty 18410.316458 = -17227945.036899 Splitting cluster 16 changes total score from -17209780.891375 to -17227945.036899 So it's getting split into cluster 31. Trying to split cluster 17 (54264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.636012 sec): 2 clusters Score: Raw -2143310.401777 + Penalty 496.023542 = -2142814.378235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.719092 sec): 3 clusters Score: Raw -2107453.709008 + Penalty 992.047084 = -2106461.661925 nChanged 26277 SP:Iteration 1F (144.814775 sec): 3 clusters Score: Raw -2127331.107964 + Penalty 992.047084 = -2126339.060880 nChanged 5530 SP:Iteration 2F (144.919467 sec): 3 clusters Score: Raw -2135144.214172 + Penalty 992.047084 = -2134152.167088 nChanged 6854 SP:Iteration 3F (145.013518 sec): 3 clusters Score: Raw -2146316.667164 + Penalty 992.047084 = -2145324.620081 nChanged 5549 SP:Iteration 4F (145.109270 sec): 3 clusters Score: Raw -2153716.327028 + Penalty 992.047084 = -2152724.279944 nChanged 3321 SP:Iteration 5F (145.204584 sec): 3 clusters Score: Raw -2156743.886950 + Penalty 992.047084 = -2155751.839867 nChanged 1704 SP:Iteration 6Q (145.296623 sec): 3 clusters Score: Raw -2157763.647014 + Penalty 992.047084 = -2156771.599931 nChanged 939 SP:Iteration 7Q (145.390443 sec): 3 clusters Score: Raw -2158159.199991 + Penalty 992.047084 = -2157167.152907 nChanged 559 SP:Iteration 8Q (145.487444 sec): 3 clusters Score: Raw -2158317.566358 + Penalty 992.047084 = -2157325.519275 nChanged 322 SP:Iteration 9Q (145.574490 sec): 3 clusters Score: Raw -2158388.062719 + Penalty 992.047084 = -2157396.015636 nChanged 210 SP:Iteration 10Q (145.669230 sec): 3 clusters Score: Raw -2158420.870649 + Penalty 992.047084 = -2157428.823566 nChanged 146 SP:Iteration 11Q (145.768007 sec): 3 clusters Score: Raw -2158436.318565 + Penalty 992.047084 = -2157444.271482 nChanged 96 SP:Iteration 12Q (145.854139 sec): 3 clusters Score: Raw -2158443.521182 + Penalty 992.047084 = -2157451.474098 nChanged 70 SP:Iteration 13Q (145.953703 sec): 3 clusters Score: Raw -2158447.706902 + Penalty 992.047084 = -2157455.659818 nChanged 48 SP:Iteration 14Q (146.048068 sec): 3 clusters Score: Raw -2158449.834183 + Penalty 992.047084 = -2157457.787099 nChanged 44 SP:Iteration 15Q (146.150078 sec): 3 clusters Score: Raw -2158451.120757 + Penalty 992.047084 = -2157459.073674 nChanged 24 SP:Iteration 16Q (146.245244 sec): 3 clusters Score: Raw -2158451.584974 + Penalty 992.047084 = -2157459.537891 nChanged 24 SP:Iteration 17Q (146.336799 sec): 3 clusters Score: Raw -2158451.915650 + Penalty 992.047084 = -2157459.868566 nChanged 13 SP:Iteration 18Q (146.430243 sec): 3 clusters Score: Raw -2158452.073670 + Penalty 992.047084 = -2157460.026586 nChanged 11 SP:Iteration 19Q (146.512025 sec): 3 clusters Score: Raw -2158452.266584 + Penalty 992.047084 = -2157460.219501 nChanged 10 SP:Iteration 20F (146.615811 sec): 3 clusters Score: Raw -2158452.354126 + Penalty 992.047084 = -2157460.307042 nChanged 4 SP:Iteration 21Q (146.701530 sec): 3 clusters Score: Raw -2158452.389824 + Penalty 992.047084 = -2157460.342740 nChanged 5 SP:Iteration 22Q (146.802007 sec): 3 clusters Score: Raw -2158452.433248 + Penalty 992.047084 = -2157460.386164 nChanged 5 SP:Iteration 23Q (146.904094 sec): 3 clusters Score: Raw -2158452.472141 + Penalty 992.047084 = -2157460.425058 nChanged 7 SP:Iteration 24Q (147.003434 sec): 3 clusters Score: Raw -2158452.544850 + Penalty 992.047084 = -2157460.497766 nChanged 7 SP:Iteration 25Q (147.100182 sec): 3 clusters Score: Raw -2158452.621305 + Penalty 992.047084 = -2157460.574222 nChanged 8 SP:Iteration 26Q (147.198349 sec): 3 clusters Score: Raw -2158452.689878 + Penalty 992.047084 = -2157460.642794 nChanged 7 SP:Iteration 27Q (147.293102 sec): 3 clusters Score: Raw -2158452.741233 + Penalty 992.047084 = -2157460.694149 nChanged 4 SP:Iteration 28Q (147.374346 sec): 3 clusters Score: Raw -2158452.779275 + Penalty 992.047084 = -2157460.732191 nChanged 5 SP:Iteration 29Q (147.481085 sec): 3 clusters Score: Raw -2158452.831257 + Penalty 992.047084 = -2157460.784174 nChanged 6 SP:Iteration 30Q (147.580286 sec): 3 clusters Score: Raw -2158452.889700 + Penalty 992.047084 = -2157460.842617 nChanged 6 SP:Iteration 31Q (147.678570 sec): 3 clusters Score: Raw -2158452.951054 + Penalty 992.047084 = -2157460.903970 nChanged 5 SP:Iteration 32Q (147.764065 sec): 3 clusters Score: Raw -2158452.999726 + Penalty 992.047084 = -2157460.952642 nChanged 3 SP:Iteration 33Q (147.859150 sec): 3 clusters Score: Raw -2158453.013503 + Penalty 992.047084 = -2157460.966419 nChanged 1 SP:Iteration 34Q (147.954750 sec): 3 clusters Score: Raw -2158453.014991 + Penalty 992.047084 = -2157460.967907 nChanged 1 SP:Iteration 35Q (148.050686 sec): 3 clusters Score: Raw -2158453.022671 + Penalty 992.047084 = -2157460.975587 nChanged 0 SP:Iteration 36F (148.152875 sec): 3 clusters Score: Raw -2158453.022671 + Penalty 992.047084 = -2157460.975587 nChanged 0 Score: Raw -17261497.974252 + Penalty 19004.197634 = -17242493.776618 Splitting cluster 17 changes total score from -17209780.891375 to -17242493.776618 So it's getting split into cluster 32. Trying to split cluster 18 (86463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.530073 sec): 2 clusters Score: Raw -3281996.660159 + Penalty 517.219969 = -3281479.440190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.648237 sec): 3 clusters Score: Raw -3224128.709832 + Penalty 1034.439939 = -3223094.269893 nChanged 42050 SP:Iteration 1F (153.779801 sec): 3 clusters Score: Raw -3251531.588562 + Penalty 1034.439939 = -3250497.148623 nChanged 5893 SP:Iteration 2F (153.900140 sec): 3 clusters Score: Raw -3254815.857424 + Penalty 1034.439939 = -3253781.417485 nChanged 6132 SP:Iteration 3F (154.026003 sec): 3 clusters Score: Raw -3258752.892660 + Penalty 1034.439939 = -3257718.452721 nChanged 6132 SP:Iteration 4F (154.152093 sec): 3 clusters Score: Raw -3263351.923256 + Penalty 1034.439939 = -3262317.483317 nChanged 5787 SP:Iteration 5F (154.273198 sec): 3 clusters Score: Raw -3268401.947174 + Penalty 1034.439939 = -3267367.507235 nChanged 5012 SP:Iteration 6F (154.397316 sec): 3 clusters Score: Raw -3273035.824982 + Penalty 1034.439939 = -3272001.385043 nChanged 4141 SP:Iteration 7Q (154.518965 sec): 3 clusters Score: Raw -3277200.191893 + Penalty 1034.439939 = -3276165.751954 nChanged 3257 SP:Iteration 8Q (154.641409 sec): 3 clusters Score: Raw -3281350.906615 + Penalty 1034.439939 = -3280316.466676 nChanged 2459 SP:Iteration 9Q (154.776372 sec): 3 clusters Score: Raw -3286808.917879 + Penalty 1034.439939 = -3285774.477940 nChanged 2052 SP:Iteration 10Q (154.898986 sec): 3 clusters Score: Raw -3293369.101557 + Penalty 1034.439939 = -3292334.661618 nChanged 2230 SP:Iteration 11Q (155.021751 sec): 3 clusters Score: Raw -3294986.763685 + Penalty 1034.439939 = -3293952.323746 nChanged 1617 SP:Iteration 12Q (155.149723 sec): 3 clusters Score: Raw -3295726.601950 + Penalty 1034.439939 = -3294692.162011 nChanged 1350 SP:Iteration 13Q (155.255651 sec): 3 clusters Score: Raw -3296281.924885 + Penalty 1034.439939 = -3295247.484946 nChanged 1248 SP:Iteration 14Q (155.387000 sec): 3 clusters Score: Raw -3296764.999518 + Penalty 1034.439939 = -3295730.559579 nChanged 1200 SP:Iteration 15Q (155.507494 sec): 3 clusters Score: Raw -3297198.493780 + Penalty 1034.439939 = -3296164.053841 nChanged 1166 SP:Iteration 16Q (155.634041 sec): 3 clusters Score: Raw -3297578.364308 + Penalty 1034.439939 = -3296543.924370 nChanged 1099 SP:Iteration 17Q (155.755051 sec): 3 clusters Score: Raw -3297930.334757 + Penalty 1034.439939 = -3296895.894818 nChanged 1135 SP:Iteration 18Q (155.882481 sec): 3 clusters Score: Raw -3298277.961767 + Penalty 1034.439939 = -3297243.521828 nChanged 1118 SP:Iteration 19Q (156.005276 sec): 3 clusters Score: Raw -3298615.472841 + Penalty 1034.439939 = -3297581.032902 nChanged 1051 SP:Iteration 20F (156.134724 sec): 3 clusters Score: Raw -3298923.506350 + Penalty 1034.439939 = -3297889.066411 nChanged 1052 SP:Iteration 21Q (156.252365 sec): 3 clusters Score: Raw -3299201.392232 + Penalty 1034.439939 = -3298166.952293 nChanged 986 SP:Iteration 22Q (156.368250 sec): 3 clusters Score: Raw -3299438.010972 + Penalty 1034.439939 = -3298403.571034 nChanged 891 SP:Iteration 23Q (156.494135 sec): 3 clusters Score: Raw -3299645.268510 + Penalty 1034.439939 = -3298610.828571 nChanged 883 SP:Iteration 24Q (156.619419 sec): 3 clusters Score: Raw -3299857.645490 + Penalty 1034.439939 = -3298823.205551 nChanged 921 SP:Iteration 25Q (156.737678 sec): 3 clusters Score: Raw -3300095.866355 + Penalty 1034.439939 = -3299061.426416 nChanged 915 SP:Iteration 26Q (156.851566 sec): 3 clusters Score: Raw -3300338.984246 + Penalty 1034.439939 = -3299304.544307 nChanged 1002 SP:Iteration 27Q (156.977517 sec): 3 clusters Score: Raw -3300635.608226 + Penalty 1034.439939 = -3299601.168287 nChanged 1049 SP:Iteration 28Q (157.100948 sec): 3 clusters Score: Raw -3300966.895656 + Penalty 1034.439939 = -3299932.455718 nChanged 1073 SP:Iteration 29Q (157.221577 sec): 3 clusters Score: Raw -3301351.306425 + Penalty 1034.439939 = -3300316.866486 nChanged 1199 SP:Iteration 30Q (157.340957 sec): 3 clusters Score: Raw -3301845.539698 + Penalty 1034.439939 = -3300811.099759 nChanged 1361 SP:Iteration 31Q (157.466162 sec): 3 clusters Score: Raw -3302475.645559 + Penalty 1034.439939 = -3301441.205620 nChanged 1500 SP:Iteration 32Q (157.581364 sec): 3 clusters Score: Raw -3303202.938465 + Penalty 1034.439939 = -3302168.498527 nChanged 1533 SP:Iteration 33Q (157.716643 sec): 3 clusters Score: Raw -3303946.104809 + Penalty 1034.439939 = -3302911.664870 nChanged 1443 SP:Iteration 34Q (157.839422 sec): 3 clusters Score: Raw -3304580.079974 + Penalty 1034.439939 = -3303545.640035 nChanged 1245 SP:Iteration 35Q (157.964643 sec): 3 clusters Score: Raw -3305074.049345 + Penalty 1034.439939 = -3304039.609406 nChanged 1062 SP:Iteration 36Q (158.089469 sec): 3 clusters Score: Raw -3305450.680320 + Penalty 1034.439939 = -3304416.240381 nChanged 901 SP:Iteration 37Q (158.208284 sec): 3 clusters Score: Raw -3305770.903500 + Penalty 1034.439939 = -3304736.463562 nChanged 758 SP:Iteration 38Q (158.320632 sec): 3 clusters Score: Raw -3306065.304683 + Penalty 1034.439939 = -3305030.864744 nChanged 696 SP:Iteration 39Q (158.456271 sec): 3 clusters Score: Raw -3306339.901026 + Penalty 1034.439939 = -3305305.461087 nChanged 553 SP:Iteration 40F (158.582782 sec): 3 clusters Score: Raw -3307439.591891 + Penalty 1034.439939 = -3306405.151952 nChanged 1554 SP:Iteration 41Q (158.706324 sec): 3 clusters Score: Raw -3309141.577715 + Penalty 1034.439939 = -3308107.137776 nChanged 1559 SP:Iteration 42Q (158.831526 sec): 3 clusters Score: Raw -3311706.884779 + Penalty 1034.439939 = -3310672.444840 nChanged 1477 SP:Iteration 43Q (158.963428 sec): 3 clusters Score: Raw -3315740.867649 + Penalty 1034.439939 = -3314706.427710 nChanged 748 SP:Iteration 44Q (159.087365 sec): 3 clusters Score: Raw -3318323.045991 + Penalty 1034.439939 = -3317288.606053 nChanged 133 SP:Iteration 45Q (159.204273 sec): 3 clusters Score: Raw -3318573.562181 + Penalty 1034.439939 = -3317539.122242 nChanged 24 SP:Iteration 46Q (159.305486 sec): 3 clusters Score: Raw -3318574.876338 + Penalty 1034.439939 = -3317540.436399 nChanged 0 SP:Iteration 47F (159.433388 sec): 3 clusters Score: Raw -3318632.008563 + Penalty 1034.439939 = -3317597.568624 nChanged 5 SP:Iteration 48Q (159.542296 sec): 3 clusters Score: Raw -3318638.490614 + Penalty 1034.439939 = -3317604.050675 nChanged 3 SP:Iteration 49Q (159.656873 sec): 3 clusters Score: Raw -3318638.524268 + Penalty 1034.439939 = -3317604.084329 nChanged 1 SP:Iteration 50Q (159.775838 sec): 3 clusters Score: Raw -3318638.534861 + Penalty 1034.439939 = -3317604.094922 nChanged 0 SP:Iteration 51F (159.902686 sec): 3 clusters Score: Raw -3318638.534861 + Penalty 1034.439939 = -3317604.094922 nChanged 0 Score: Raw -17298139.848953 + Penalty 19598.078810 = -17278541.770143 Splitting cluster 18 changes total score from -17209780.891375 to -17278541.770143 So it's getting split into cluster 33. Iteration 20F (170.789809 sec): 34 clusters Score: Raw -17318463.659668 + Penalty 19598.078810 = -17298865.580858 nChanged 20896 Iteration 21Q (173.881950 sec): 34 clusters Score: Raw -17331978.989874 + Penalty 19598.078810 = -17312380.911064 nChanged 10835 Iteration 22Q (176.846380 sec): 34 clusters Score: Raw -17337858.178727 + Penalty 19598.078810 = -17318260.099916 nChanged 7788 Iteration 23Q (179.861200 sec): 34 clusters Score: Raw -17340973.465559 + Penalty 19598.078810 = -17321375.386748 nChanged 6066 Iteration 24Q (182.697887 sec): 34 clusters Score: Raw -17342898.275055 + Penalty 19598.078810 = -17323300.196245 nChanged 5055 Iteration 25Q (185.611830 sec): 34 clusters Score: Raw -17344298.950310 + Penalty 19598.078810 = -17324700.871499 nChanged 4422 Iteration 26Q (188.601262 sec): 34 clusters Score: Raw -17345382.563396 + Penalty 19598.078810 = -17325784.484586 nChanged 3885 Iteration 27Q (192.066997 sec): 34 clusters Score: Raw -17346247.692586 + Penalty 19598.078810 = -17326649.613776 nChanged 3580 Iteration 28Q (195.111867 sec): 34 clusters Score: Raw -17347009.718515 + Penalty 19598.078810 = -17327411.639705 nChanged 3374 Iteration 29Q (198.142009 sec): 34 clusters Score: Raw -17347714.908843 + Penalty 19598.078810 = -17328116.830033 nChanged 3223 Iteration 30Q (201.366926 sec): 34 clusters Score: Raw -17348399.595894 + Penalty 19598.078810 = -17328801.517084 nChanged 3099 Iteration 31Q (204.538695 sec): 34 clusters Score: Raw -17349041.667822 + Penalty 19598.078810 = -17329443.589012 nChanged 2942 Iteration 32Q (207.896839 sec): 34 clusters Score: Raw -17349598.062645 + Penalty 19598.078810 = -17329999.983835 nChanged 2779 Iteration 33Q (211.022463 sec): 34 clusters Score: Raw -17350105.127649 + Penalty 19598.078810 = -17330507.048839 nChanged 2617 Iteration 34Q (214.150129 sec): 34 clusters Score: Raw -17350585.252241 + Penalty 19598.078810 = -17330987.173431 nChanged 2543 Iteration 35Q (217.630308 sec): 34 clusters Score: Raw -17351057.768622 + Penalty 19598.078810 = -17331459.689812 nChanged 2420 Iteration 36Q (221.028886 sec): 34 clusters Score: Raw -17351514.749108 + Penalty 19598.078810 = -17331916.670298 nChanged 2394 Iteration 37Q (224.500366 sec): 34 clusters Score: Raw -17351982.477329 + Penalty 19598.078810 = -17332384.398519 nChanged 2351 Iteration 38Q (227.836362 sec): 34 clusters Score: Raw -17352417.329021 + Penalty 19598.078810 = -17332819.250211 nChanged 2181 Iteration 39Q (231.223362 sec): 34 clusters Score: Raw -17352800.437536 + Penalty 19598.078810 = -17333202.358726 nChanged 2165 Iteration 40F (236.849137 sec): 34 clusters Score: Raw -17353964.570048 + Penalty 19598.078810 = -17334366.491238 nChanged 2843 Iteration 41Q (240.131899 sec): 34 clusters Score: Raw -17354982.632902 + Penalty 19598.078810 = -17335384.554092 nChanged 3045 Iteration 42Q (243.492315 sec): 34 clusters Score: Raw -17355960.599019 + Penalty 19598.078810 = -17336362.520208 nChanged 3009 Iteration 43Q (246.807221 sec): 34 clusters Score: Raw -17356965.191543 + Penalty 19598.078810 = -17337367.112733 nChanged 2968 Iteration 44Q (250.037213 sec): 34 clusters Score: Raw -17357797.520062 + Penalty 19598.078810 = -17338199.441252 nChanged 2800 Iteration 45Q (253.342074 sec): 34 clusters Score: Raw -17358543.437823 + Penalty 19598.078810 = -17338945.359012 nChanged 2706 Iteration 46Q (256.505567 sec): 34 clusters Score: Raw -17359213.291804 + Penalty 19598.078810 = -17339615.212993 nChanged 2549 Iteration 47Q (259.656050 sec): 34 clusters Score: Raw -17359719.116034 + Penalty 19598.078810 = -17340121.037224 nChanged 2363 Iteration 48Q (262.837163 sec): 34 clusters Score: Raw -17360135.598867 + Penalty 19598.078810 = -17340537.520056 nChanged 2158 Iteration 49Q (265.797093 sec): 34 clusters Score: Raw -17360466.929954 + Penalty 19598.078810 = -17340868.851144 nChanged 2007 Iteration 50Q (269.107568 sec): 34 clusters Score: Raw -17360739.863933 + Penalty 19598.078810 = -17341141.785123 nChanged 1854 Deleting Class 5 (297 points): Lose 587.515251 but Gain 593.881176 Iteration 51Q (272.535840 sec): 33 clusters Score: Raw -17360401.583166 + Penalty 19004.197634 = -17341397.385532 nChanged 2070 Iteration 52Q (275.527566 sec): 33 clusters Score: Raw -17361056.663399 + Penalty 19004.197634 = -17342052.465765 nChanged 1730 Iteration 53Q (278.719397 sec): 33 clusters Score: Raw -17361276.198503 + Penalty 19004.197634 = -17342272.000868 nChanged 1616 Iteration 54Q (281.997188 sec): 33 clusters Score: Raw -17361479.761703 + Penalty 19004.197634 = -17342475.564069 nChanged 1559 Iteration 55Q (284.983239 sec): 33 clusters Score: Raw -17361673.317006 + Penalty 19004.197634 = -17342669.119372 nChanged 1430 Iteration 56Q (288.404825 sec): 33 clusters Score: Raw -17361861.474638 + Penalty 19004.197634 = -17342857.277004 nChanged 1403 Iteration 57Q (291.492579 sec): 33 clusters Score: Raw -17362030.376267 + Penalty 19004.197634 = -17343026.178632 nChanged 1423 Iteration 58Q (294.324650 sec): 33 clusters Score: Raw -17362184.526297 + Penalty 19004.197634 = -17343180.328663 nChanged 1265 Writing temp clu file Because OldScore, -17343026.178632, is greater than current (better) Score,-17343180.328663 Compute initial score before splitting: Score: Raw -17362184.526297 + Penalty 19004.197634 = -17343180.328663 Trying to split cluster 1 (3082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (294.499482 sec): 2 clusters Score: Raw -109537.071301 + Penalty 365.516698 = -109171.554604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (294.551926 sec): 3 clusters Score: Raw -107831.098446 + Penalty 731.033395 = -107100.065051 nChanged 1315 SP:Iteration 1F (294.591300 sec): 3 clusters Score: Raw -108773.666161 + Penalty 731.033395 = -108042.632766 nChanged 283 SP:Iteration 2F (294.653375 sec): 3 clusters Score: Raw -108988.645088 + Penalty 731.033395 = -108257.611693 nChanged 210 SP:Iteration 3F (294.697280 sec): 3 clusters Score: Raw -109138.755252 + Penalty 731.033395 = -108407.721857 nChanged 189 SP:Iteration 4F (294.740192 sec): 3 clusters Score: Raw -109273.920537 + Penalty 731.033395 = -108542.887141 nChanged 126 SP:Iteration 5Q (294.796120 sec): 3 clusters Score: Raw -109359.371814 + Penalty 731.033395 = -108628.338419 nChanged 116 SP:Iteration 6Q (294.839168 sec): 3 clusters Score: Raw -109453.903447 + Penalty 731.033395 = -108722.870051 nChanged 107 SP:Iteration 7Q (294.889354 sec): 3 clusters Score: Raw -109547.768755 + Penalty 731.033395 = -108816.735360 nChanged 96 SP:Iteration 8Q (294.935217 sec): 3 clusters Score: Raw -109593.913015 + Penalty 731.033395 = -108862.879619 nChanged 63 SP:Iteration 9Q (294.980165 sec): 3 clusters Score: Raw -109630.067109 + Penalty 731.033395 = -108899.033713 nChanged 60 SP:Iteration 10Q (295.023937 sec): 3 clusters Score: Raw -109669.970159 + Penalty 731.033395 = -108938.936764 nChanged 48 SP:Iteration 11Q (295.064481 sec): 3 clusters Score: Raw -109707.644086 + Penalty 731.033395 = -108976.610690 nChanged 45 SP:Iteration 12Q (295.111975 sec): 3 clusters Score: Raw -109747.889139 + Penalty 731.033395 = -109016.855744 nChanged 43 SP:Iteration 13Q (295.166263 sec): 3 clusters Score: Raw -109789.647207 + Penalty 731.033395 = -109058.613812 nChanged 48 SP:Iteration 14Q (295.217724 sec): 3 clusters Score: Raw -109832.626167 + Penalty 731.033395 = -109101.592771 nChanged 51 SP:Iteration 15Q (295.262649 sec): 3 clusters Score: Raw -109897.153955 + Penalty 731.033395 = -109166.120560 nChanged 45 SP:Iteration 16Q (295.309671 sec): 3 clusters Score: Raw -109965.077673 + Penalty 731.033395 = -109234.044278 nChanged 47 SP:Iteration 17Q (295.361877 sec): 3 clusters Score: Raw -110004.923059 + Penalty 731.033395 = -109273.889664 nChanged 32 SP:Iteration 18Q (295.413707 sec): 3 clusters Score: Raw -110026.471801 + Penalty 731.033395 = -109295.438406 nChanged 22 SP:Iteration 19Q (295.458850 sec): 3 clusters Score: Raw -110040.025574 + Penalty 731.033395 = -109308.992179 nChanged 22 SP:Iteration 20F (295.496304 sec): 3 clusters Score: Raw -110055.958018 + Penalty 731.033395 = -109324.924623 nChanged 21 SP:Iteration 21Q (295.542555 sec): 3 clusters Score: Raw -110068.075381 + Penalty 731.033395 = -109337.041986 nChanged 20 SP:Iteration 22Q (295.600999 sec): 3 clusters Score: Raw -110074.544869 + Penalty 731.033395 = -109343.511473 nChanged 9 SP:Iteration 23Q (295.642673 sec): 3 clusters Score: Raw -110079.261137 + Penalty 731.033395 = -109348.227742 nChanged 11 SP:Iteration 24Q (295.686882 sec): 3 clusters Score: Raw -110083.274397 + Penalty 731.033395 = -109352.241002 nChanged 6 SP:Iteration 25Q (295.732570 sec): 3 clusters Score: Raw -110084.498381 + Penalty 731.033395 = -109353.464986 nChanged 4 SP:Iteration 26Q (295.785312 sec): 3 clusters Score: Raw -110085.350156 + Penalty 731.033395 = -109354.316760 nChanged 4 SP:Iteration 27Q (295.833932 sec): 3 clusters Score: Raw -110086.136716 + Penalty 731.033395 = -109355.103321 nChanged 7 SP:Iteration 28Q (295.879600 sec): 3 clusters Score: Raw -110088.534518 + Penalty 731.033395 = -109357.501123 nChanged 12 SP:Iteration 29Q (295.929985 sec): 3 clusters Score: Raw -110092.081086 + Penalty 731.033395 = -109361.047691 nChanged 4 SP:Iteration 30Q (295.968164 sec): 3 clusters Score: Raw -110092.464120 + Penalty 731.033395 = -109361.430724 nChanged 1 SP:Iteration 31Q (296.018677 sec): 3 clusters Score: Raw -110092.516326 + Penalty 731.033395 = -109361.482930 nChanged 0 SP:Iteration 32F (296.070615 sec): 3 clusters Score: Raw -110092.516326 + Penalty 731.033395 = -109361.482930 nChanged 0 Score: Raw -17362809.345390 + Penalty 19598.078810 = -17343211.266580 Splitting cluster 1 changes total score from -17343180.328663 to -17343211.266580 So it's getting split into cluster 5. Trying to split cluster 2 (4734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (301.664880 sec): 2 clusters Score: Raw -183940.552314 + Penalty 385.044923 = -183555.507390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (301.714774 sec): 3 clusters Score: Raw -181178.898105 + Penalty 770.089847 = -180408.808258 nChanged 2153 SP:Iteration 1F (301.762674 sec): 3 clusters Score: Raw -182574.300453 + Penalty 770.089847 = -181804.210606 nChanged 376 SP:Iteration 2F (301.821465 sec): 3 clusters Score: Raw -182801.670999 + Penalty 770.089847 = -182031.581152 nChanged 316 SP:Iteration 3F (301.878123 sec): 3 clusters Score: Raw -183030.927412 + Penalty 770.089847 = -182260.837565 nChanged 281 SP:Iteration 4F (301.928878 sec): 3 clusters Score: Raw -183258.664021 + Penalty 770.089847 = -182488.574174 nChanged 252 SP:Iteration 5F (301.966358 sec): 3 clusters Score: Raw -183443.738746 + Penalty 770.089847 = -182673.648900 nChanged 186 SP:Iteration 6Q (302.018398 sec): 3 clusters Score: Raw -183543.268895 + Penalty 770.089847 = -182773.179048 nChanged 116 SP:Iteration 7Q (302.067769 sec): 3 clusters Score: Raw -183585.751513 + Penalty 770.089847 = -182815.661666 nChanged 83 SP:Iteration 8Q (302.123646 sec): 3 clusters Score: Raw -183616.393872 + Penalty 770.089847 = -182846.304025 nChanged 77 SP:Iteration 9Q (302.178798 sec): 3 clusters Score: Raw -183646.083968 + Penalty 770.089847 = -182875.994121 nChanged 62 SP:Iteration 10Q (302.228392 sec): 3 clusters Score: Raw -183669.542841 + Penalty 770.089847 = -182899.452994 nChanged 56 SP:Iteration 11Q (302.286234 sec): 3 clusters Score: Raw -183687.336905 + Penalty 770.089847 = -182917.247058 nChanged 51 SP:Iteration 12Q (302.330989 sec): 3 clusters Score: Raw -183700.575543 + Penalty 770.089847 = -182930.485696 nChanged 39 SP:Iteration 13Q (302.381339 sec): 3 clusters Score: Raw -183709.911815 + Penalty 770.089847 = -182939.821968 nChanged 27 SP:Iteration 14Q (302.448454 sec): 3 clusters Score: Raw -183716.006433 + Penalty 770.089847 = -182945.916586 nChanged 21 SP:Iteration 15Q (302.500816 sec): 3 clusters Score: Raw -183720.721400 + Penalty 770.089847 = -182950.631554 nChanged 22 SP:Iteration 16Q (302.552406 sec): 3 clusters Score: Raw -183725.296711 + Penalty 770.089847 = -182955.206864 nChanged 23 SP:Iteration 17Q (302.599246 sec): 3 clusters Score: Raw -183731.197054 + Penalty 770.089847 = -182961.107207 nChanged 34 SP:Iteration 18Q (302.647574 sec): 3 clusters Score: Raw -183741.126555 + Penalty 770.089847 = -182971.036708 nChanged 32 SP:Iteration 19Q (302.696767 sec): 3 clusters Score: Raw -183751.047418 + Penalty 770.089847 = -182980.957571 nChanged 38 SP:Iteration 20F (302.754877 sec): 3 clusters Score: Raw -183761.234114 + Penalty 770.089847 = -182991.144267 nChanged 36 SP:Iteration 21Q (302.804810 sec): 3 clusters Score: Raw -183771.130022 + Penalty 770.089847 = -183001.040175 nChanged 31 SP:Iteration 22Q (302.855234 sec): 3 clusters Score: Raw -183778.473708 + Penalty 770.089847 = -183008.383861 nChanged 30 SP:Iteration 23Q (302.907575 sec): 3 clusters Score: Raw -183788.197225 + Penalty 770.089847 = -183018.107378 nChanged 30 SP:Iteration 24Q (302.944687 sec): 3 clusters Score: Raw -183798.002535 + Penalty 770.089847 = -183027.912689 nChanged 32 SP:Iteration 25Q (302.991125 sec): 3 clusters Score: Raw -183806.552083 + Penalty 770.089847 = -183036.462236 nChanged 30 SP:Iteration 26Q (303.038218 sec): 3 clusters Score: Raw -183814.018314 + Penalty 770.089847 = -183043.928467 nChanged 22 SP:Iteration 27Q (303.092143 sec): 3 clusters Score: Raw -183821.470594 + Penalty 770.089847 = -183051.380748 nChanged 21 SP:Iteration 28Q (303.139984 sec): 3 clusters Score: Raw -183826.939498 + Penalty 770.089847 = -183056.849652 nChanged 21 SP:Iteration 29Q (303.191858 sec): 3 clusters Score: Raw -183832.776188 + Penalty 770.089847 = -183062.686341 nChanged 24 SP:Iteration 30Q (303.241391 sec): 3 clusters Score: Raw -183841.018538 + Penalty 770.089847 = -183070.928691 nChanged 25 SP:Iteration 31Q (303.283546 sec): 3 clusters Score: Raw -183849.471230 + Penalty 770.089847 = -183079.381383 nChanged 29 SP:Iteration 32Q (303.336613 sec): 3 clusters Score: Raw -183857.258487 + Penalty 770.089847 = -183087.168640 nChanged 31 SP:Iteration 33Q (303.378492 sec): 3 clusters Score: Raw -183865.960425 + Penalty 770.089847 = -183095.870578 nChanged 33 SP:Iteration 34Q (303.433267 sec): 3 clusters Score: Raw -183875.271301 + Penalty 770.089847 = -183105.181454 nChanged 29 SP:Iteration 35Q (303.474602 sec): 3 clusters Score: Raw -183882.608361 + Penalty 770.089847 = -183112.518514 nChanged 25 SP:Iteration 36Q (303.521929 sec): 3 clusters Score: Raw -183889.027459 + Penalty 770.089847 = -183118.937612 nChanged 23 SP:Iteration 37Q (303.570010 sec): 3 clusters Score: Raw -183894.188064 + Penalty 770.089847 = -183124.098217 nChanged 23 SP:Iteration 38Q (303.624798 sec): 3 clusters Score: Raw -183900.450121 + Penalty 770.089847 = -183130.360274 nChanged 23 SP:Iteration 39Q (303.669859 sec): 3 clusters Score: Raw -183907.968556 + Penalty 770.089847 = -183137.878709 nChanged 27 SP:Iteration 40F (303.705699 sec): 3 clusters Score: Raw -183915.588619 + Penalty 770.089847 = -183145.498772 nChanged 20 SP:Iteration 41Q (303.759793 sec): 3 clusters Score: Raw -183920.293830 + Penalty 770.089847 = -183150.203983 nChanged 14 SP:Iteration 42Q (303.800150 sec): 3 clusters Score: Raw -183923.663599 + Penalty 770.089847 = -183153.573752 nChanged 14 SP:Iteration 43Q (303.865265 sec): 3 clusters Score: Raw -183927.372729 + Penalty 770.089847 = -183157.282883 nChanged 13 SP:Iteration 44Q (303.916386 sec): 3 clusters Score: Raw -183929.714849 + Penalty 770.089847 = -183159.625002 nChanged 4 SP:Iteration 45Q (303.967144 sec): 3 clusters Score: Raw -183930.440764 + Penalty 770.089847 = -183160.350917 nChanged 7 SP:Iteration 46Q (304.016950 sec): 3 clusters Score: Raw -183931.256041 + Penalty 770.089847 = -183161.166194 nChanged 6 SP:Iteration 47Q (304.065800 sec): 3 clusters Score: Raw -183932.281223 + Penalty 770.089847 = -183162.191376 nChanged 7 SP:Iteration 48Q (304.117599 sec): 3 clusters Score: Raw -183933.173222 + Penalty 770.089847 = -183163.083376 nChanged 5 SP:Iteration 49Q (304.157976 sec): 3 clusters Score: Raw -183933.765497 + Penalty 770.089847 = -183163.675650 nChanged 5 SP:Iteration 50Q (304.220528 sec): 3 clusters Score: Raw -183934.494883 + Penalty 770.089847 = -183164.405036 nChanged 7 SP:Iteration 51Q (304.258881 sec): 3 clusters Score: Raw -183935.687537 + Penalty 770.089847 = -183165.597690 nChanged 7 SP:Iteration 52Q (304.315253 sec): 3 clusters Score: Raw -183936.632739 + Penalty 770.089847 = -183166.542892 nChanged 5 SP:Iteration 53Q (304.366497 sec): 3 clusters Score: Raw -183937.107124 + Penalty 770.089847 = -183167.017277 nChanged 4 SP:Iteration 54Q (304.414585 sec): 3 clusters Score: Raw -183937.497390 + Penalty 770.089847 = -183167.407543 nChanged 2 SP:Iteration 55Q (304.463749 sec): 3 clusters Score: Raw -183937.758532 + Penalty 770.089847 = -183167.668685 nChanged 2 SP:Iteration 56Q (304.512943 sec): 3 clusters Score: Raw -183937.996833 + Penalty 770.089847 = -183167.906986 nChanged 3 SP:Iteration 57Q (304.567057 sec): 3 clusters Score: Raw -183938.153859 + Penalty 770.089847 = -183168.064012 nChanged 2 SP:Iteration 58Q (304.619861 sec): 3 clusters Score: Raw -183938.381309 + Penalty 770.089847 = -183168.291462 nChanged 2 SP:Iteration 59Q (304.658186 sec): 3 clusters Score: Raw -183939.167145 + Penalty 770.089847 = -183169.077298 nChanged 4 SP:Iteration 60F (304.704992 sec): 3 clusters Score: Raw -183940.290746 + Penalty 770.089847 = -183170.200899 nChanged 3 SP:Iteration 61Q (304.750852 sec): 3 clusters Score: Raw -183940.923693 + Penalty 770.089847 = -183170.833846 nChanged 3 SP:Iteration 62Q (304.802516 sec): 3 clusters Score: Raw -183941.556882 + Penalty 770.089847 = -183171.467035 nChanged 3 SP:Iteration 63Q (304.844017 sec): 3 clusters Score: Raw -183942.082787 + Penalty 770.089847 = -183171.992940 nChanged 3 SP:Iteration 64Q (304.894383 sec): 3 clusters Score: Raw -183942.536783 + Penalty 770.089847 = -183172.446936 nChanged 2 SP:Iteration 65Q (304.949061 sec): 3 clusters Score: Raw -183942.623876 + Penalty 770.089847 = -183172.534029 nChanged 0 SP:Iteration 66F (304.992112 sec): 3 clusters Score: Raw -183942.623876 + Penalty 770.089847 = -183172.534029 nChanged 0 Trying to split cluster 3 (33837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (305.038513 sec): 2 clusters Score: Raw -1384125.020574 + Penalty 474.533612 = -1383650.486961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (305.120418 sec): 3 clusters Score: Raw -1361858.959026 + Penalty 949.067224 = -1360909.891802 nChanged 16323 SP:Iteration 1F (305.199857 sec): 3 clusters Score: Raw -1371487.437145 + Penalty 949.067224 = -1370538.369921 nChanged 1574 SP:Iteration 2Q (305.276563 sec): 3 clusters Score: Raw -1372042.128852 + Penalty 949.067224 = -1371093.061628 nChanged 1647 SP:Iteration 3Q (305.362971 sec): 3 clusters Score: Raw -1372777.162807 + Penalty 949.067224 = -1371828.095583 nChanged 1763 SP:Iteration 4F (305.442792 sec): 3 clusters Score: Raw -1373809.329182 + Penalty 949.067224 = -1372860.261958 nChanged 1932 SP:Iteration 5F (305.517713 sec): 3 clusters Score: Raw -1375169.043640 + Penalty 949.067224 = -1374219.976415 nChanged 2101 SP:Iteration 6F (305.585917 sec): 3 clusters Score: Raw -1376805.092296 + Penalty 949.067224 = -1375856.025072 nChanged 2092 SP:Iteration 7F (305.656498 sec): 3 clusters Score: Raw -1378432.651884 + Penalty 949.067224 = -1377483.584659 nChanged 1815 SP:Iteration 8F (305.744091 sec): 3 clusters Score: Raw -1379856.972417 + Penalty 949.067224 = -1378907.905192 nChanged 1564 SP:Iteration 9Q (305.820986 sec): 3 clusters Score: Raw -1381019.189735 + Penalty 949.067224 = -1380070.122510 nChanged 1321 SP:Iteration 10Q (305.897744 sec): 3 clusters Score: Raw -1381965.451019 + Penalty 949.067224 = -1381016.383795 nChanged 1002 SP:Iteration 11Q (305.972980 sec): 3 clusters Score: Raw -1382618.159385 + Penalty 949.067224 = -1381669.092160 nChanged 797 SP:Iteration 12Q (306.051665 sec): 3 clusters Score: Raw -1383112.894433 + Penalty 949.067224 = -1382163.827208 nChanged 578 SP:Iteration 13Q (306.123327 sec): 3 clusters Score: Raw -1383451.167245 + Penalty 949.067224 = -1382502.100021 nChanged 443 SP:Iteration 14Q (306.200334 sec): 3 clusters Score: Raw -1383703.196848 + Penalty 949.067224 = -1382754.129624 nChanged 306 SP:Iteration 15Q (306.270046 sec): 3 clusters Score: Raw -1383859.000375 + Penalty 949.067224 = -1382909.933150 nChanged 215 SP:Iteration 16Q (306.347507 sec): 3 clusters Score: Raw -1383971.665945 + Penalty 949.067224 = -1383022.598720 nChanged 145 SP:Iteration 17Q (306.412025 sec): 3 clusters Score: Raw -1384039.095871 + Penalty 949.067224 = -1383090.028647 nChanged 99 SP:Iteration 18Q (306.495980 sec): 3 clusters Score: Raw -1384086.807367 + Penalty 949.067224 = -1383137.740142 nChanged 70 SP:Iteration 19Q (306.569212 sec): 3 clusters Score: Raw -1384119.419297 + Penalty 949.067224 = -1383170.352072 nChanged 51 SP:Iteration 20F (306.645242 sec): 3 clusters Score: Raw -1384139.677779 + Penalty 949.067224 = -1383190.610555 nChanged 43 SP:Iteration 21Q (306.719368 sec): 3 clusters Score: Raw -1384150.173166 + Penalty 949.067224 = -1383201.105942 nChanged 22 SP:Iteration 22Q (306.789710 sec): 3 clusters Score: Raw -1384157.692819 + Penalty 949.067224 = -1383208.625594 nChanged 22 SP:Iteration 23Q (306.862141 sec): 3 clusters Score: Raw -1384165.057658 + Penalty 949.067224 = -1383215.990434 nChanged 22 SP:Iteration 24Q (306.933146 sec): 3 clusters Score: Raw -1384171.645279 + Penalty 949.067224 = -1383222.578055 nChanged 16 SP:Iteration 25Q (306.994699 sec): 3 clusters Score: Raw -1384177.842241 + Penalty 949.067224 = -1383228.775016 nChanged 18 SP:Iteration 26Q (307.074022 sec): 3 clusters Score: Raw -1384186.998320 + Penalty 949.067224 = -1383237.931096 nChanged 14 SP:Iteration 27Q (307.152566 sec): 3 clusters Score: Raw -1384195.312614 + Penalty 949.067224 = -1383246.245390 nChanged 12 SP:Iteration 28Q (307.224534 sec): 3 clusters Score: Raw -1384202.075615 + Penalty 949.067224 = -1383253.008391 nChanged 16 SP:Iteration 29Q (307.285460 sec): 3 clusters Score: Raw -1384208.008960 + Penalty 949.067224 = -1383258.941736 nChanged 9 SP:Iteration 30Q (307.355937 sec): 3 clusters Score: Raw -1384211.068260 + Penalty 949.067224 = -1383262.001035 nChanged 12 SP:Iteration 31Q (307.426895 sec): 3 clusters Score: Raw -1384216.304663 + Penalty 949.067224 = -1383267.237439 nChanged 9 SP:Iteration 32Q (307.513364 sec): 3 clusters Score: Raw -1384219.809301 + Penalty 949.067224 = -1383270.742076 nChanged 7 SP:Iteration 33Q (307.584491 sec): 3 clusters Score: Raw -1384221.961176 + Penalty 949.067224 = -1383272.893952 nChanged 5 SP:Iteration 34Q (307.651096 sec): 3 clusters Score: Raw -1384222.940383 + Penalty 949.067224 = -1383273.873158 nChanged 2 SP:Iteration 35Q (307.708739 sec): 3 clusters Score: Raw -1384223.575543 + Penalty 949.067224 = -1383274.508319 nChanged 1 SP:Iteration 36Q (307.789074 sec): 3 clusters Score: Raw -1384224.021031 + Penalty 949.067224 = -1383274.953806 nChanged 1 SP:Iteration 37Q (307.862549 sec): 3 clusters Score: Raw -1384224.178247 + Penalty 949.067224 = -1383275.111023 nChanged 0 SP:Iteration 38F (307.938146 sec): 3 clusters Score: Raw -1384224.178247 + Penalty 949.067224 = -1383275.111023 nChanged 0 Trying to split cluster 4 (1262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (307.966846 sec): 2 clusters Score: Raw -43686.654356 + Penalty 324.890613 = -43361.763743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.005600 sec): 3 clusters Score: Raw -43075.265417 + Penalty 649.781227 = -42425.484190 nChanged 500 SP:Iteration 1F (308.050832 sec): 3 clusters Score: Raw -43544.763760 + Penalty 649.781227 = -42894.982533 nChanged 141 SP:Iteration 2F (308.106736 sec): 3 clusters Score: Raw -43702.314832 + Penalty 649.781227 = -43052.533605 nChanged 81 SP:Iteration 3F (308.146483 sec): 3 clusters Score: Raw -43793.167137 + Penalty 649.781227 = -43143.385910 nChanged 49 SP:Iteration 4Q (308.199039 sec): 3 clusters Score: Raw -43840.459243 + Penalty 649.781227 = -43190.678016 nChanged 32 SP:Iteration 5Q (308.249351 sec): 3 clusters Score: Raw -43860.039507 + Penalty 649.781227 = -43210.258280 nChanged 25 SP:Iteration 6Q (308.295567 sec): 3 clusters Score: Raw -43874.928281 + Penalty 649.781227 = -43225.147054 nChanged 16 SP:Iteration 7Q (308.344674 sec): 3 clusters Score: Raw -43883.982988 + Penalty 649.781227 = -43234.201761 nChanged 11 SP:Iteration 8Q (308.392584 sec): 3 clusters Score: Raw -43889.252188 + Penalty 649.781227 = -43239.470961 nChanged 10 SP:Iteration 9Q (308.433237 sec): 3 clusters Score: Raw -43892.448114 + Penalty 649.781227 = -43242.666887 nChanged 8 SP:Iteration 10Q (308.471324 sec): 3 clusters Score: Raw -43895.265674 + Penalty 649.781227 = -43245.484447 nChanged 4 SP:Iteration 11Q (308.519354 sec): 3 clusters Score: Raw -43896.103750 + Penalty 649.781227 = -43246.322523 nChanged 2 SP:Iteration 12Q (308.563092 sec): 3 clusters Score: Raw -43896.978261 + Penalty 649.781227 = -43247.197034 nChanged 2 SP:Iteration 13Q (308.608020 sec): 3 clusters Score: Raw -43897.530682 + Penalty 649.781227 = -43247.749455 nChanged 1 SP:Iteration 14Q (308.654302 sec): 3 clusters Score: Raw -43897.880248 + Penalty 649.781227 = -43248.099021 nChanged 1 SP:Iteration 15Q (308.700472 sec): 3 clusters Score: Raw -43898.021885 + Penalty 649.781227 = -43248.240658 nChanged 0 SP:Iteration 16F (308.751355 sec): 3 clusters Score: Raw -43898.021885 + Penalty 649.781227 = -43248.240658 nChanged 0 Trying to split cluster 6 (2110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.778423 sec): 2 clusters Score: Raw -79762.873100 + Penalty 348.277167 = -79414.595933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.830606 sec): 3 clusters Score: Raw -78612.989359 + Penalty 696.554334 = -77916.435026 nChanged 875 SP:Iteration 1F (308.877373 sec): 3 clusters Score: Raw -79129.018705 + Penalty 696.554334 = -78432.464371 nChanged 178 SP:Iteration 2F (308.915520 sec): 3 clusters Score: Raw -79259.997250 + Penalty 696.554334 = -78563.442916 nChanged 152 SP:Iteration 3F (308.974182 sec): 3 clusters Score: Raw -79370.008871 + Penalty 696.554334 = -78673.454537 nChanged 147 SP:Iteration 4F (309.015356 sec): 3 clusters Score: Raw -79482.044296 + Penalty 696.554334 = -78785.489963 nChanged 116 SP:Iteration 5F (309.065134 sec): 3 clusters Score: Raw -79557.798852 + Penalty 696.554334 = -78861.244518 nChanged 89 SP:Iteration 6Q (309.112397 sec): 3 clusters Score: Raw -79616.209520 + Penalty 696.554334 = -78919.655187 nChanged 73 SP:Iteration 7Q (309.161874 sec): 3 clusters Score: Raw -79683.618673 + Penalty 696.554334 = -78987.064339 nChanged 59 SP:Iteration 8Q (309.207749 sec): 3 clusters Score: Raw -79737.644268 + Penalty 696.554334 = -79041.089934 nChanged 41 SP:Iteration 9Q (309.267390 sec): 3 clusters Score: Raw -79767.424130 + Penalty 696.554334 = -79070.869796 nChanged 31 SP:Iteration 10Q (309.313969 sec): 3 clusters Score: Raw -79787.454418 + Penalty 696.554334 = -79090.900084 nChanged 28 SP:Iteration 11Q (309.362865 sec): 3 clusters Score: Raw -79801.574153 + Penalty 696.554334 = -79105.019820 nChanged 13 SP:Iteration 12Q (309.402211 sec): 3 clusters Score: Raw -79807.109798 + Penalty 696.554334 = -79110.555464 nChanged 8 SP:Iteration 13Q (309.458719 sec): 3 clusters Score: Raw -79809.177320 + Penalty 696.554334 = -79112.622986 nChanged 4 SP:Iteration 14Q (309.501445 sec): 3 clusters Score: Raw -79811.211510 + Penalty 696.554334 = -79114.657176 nChanged 5 SP:Iteration 15Q (309.549829 sec): 3 clusters Score: Raw -79812.822874 + Penalty 696.554334 = -79116.268540 nChanged 4 SP:Iteration 16Q (309.601130 sec): 3 clusters Score: Raw -79813.773117 + Penalty 696.554334 = -79117.218783 nChanged 1 SP:Iteration 17Q (309.641270 sec): 3 clusters Score: Raw -79814.032445 + Penalty 696.554334 = -79117.478112 nChanged 1 SP:Iteration 18Q (309.687135 sec): 3 clusters Score: Raw -79814.764768 + Penalty 696.554334 = -79118.210435 nChanged 3 SP:Iteration 19Q (309.740169 sec): 3 clusters Score: Raw -79816.228041 + Penalty 696.554334 = -79119.673707 nChanged 3 SP:Iteration 20F (309.790940 sec): 3 clusters Score: Raw -79816.783765 + Penalty 696.554334 = -79120.229432 nChanged 1 SP:Iteration 21Q (309.844328 sec): 3 clusters Score: Raw -79816.826737 + Penalty 696.554334 = -79120.272403 nChanged 1 SP:Iteration 22Q (309.892354 sec): 3 clusters Score: Raw -79817.258620 + Penalty 696.554334 = -79120.704286 nChanged 2 SP:Iteration 23Q (309.933268 sec): 3 clusters Score: Raw -79817.965295 + Penalty 696.554334 = -79121.410961 nChanged 2 SP:Iteration 24Q (309.982297 sec): 3 clusters Score: Raw -79818.726832 + Penalty 696.554334 = -79122.172498 nChanged 2 SP:Iteration 25Q (310.030781 sec): 3 clusters Score: Raw -79819.585657 + Penalty 696.554334 = -79123.031323 nChanged 3 SP:Iteration 26Q (310.079344 sec): 3 clusters Score: Raw -79820.813694 + Penalty 696.554334 = -79124.259361 nChanged 4 SP:Iteration 27Q (310.121809 sec): 3 clusters Score: Raw -79822.315548 + Penalty 696.554334 = -79125.761214 nChanged 3 SP:Iteration 28Q (310.161285 sec): 3 clusters Score: Raw -79824.022231 + Penalty 696.554334 = -79127.467897 nChanged 6 SP:Iteration 29Q (310.214622 sec): 3 clusters Score: Raw -79827.383717 + Penalty 696.554334 = -79130.829383 nChanged 3 SP:Iteration 30Q (310.249876 sec): 3 clusters Score: Raw -79828.027536 + Penalty 696.554334 = -79131.473202 nChanged 3 SP:Iteration 31Q (310.302738 sec): 3 clusters Score: Raw -79829.233053 + Penalty 696.554334 = -79132.678720 nChanged 3 SP:Iteration 32Q (310.354062 sec): 3 clusters Score: Raw -79830.955103 + Penalty 696.554334 = -79134.400770 nChanged 3 SP:Iteration 33Q (310.403000 sec): 3 clusters Score: Raw -79834.073269 + Penalty 696.554334 = -79137.518935 nChanged 6 SP:Iteration 34Q (310.438200 sec): 3 clusters Score: Raw -79837.780749 + Penalty 696.554334 = -79141.226416 nChanged 2 SP:Iteration 35Q (310.487544 sec): 3 clusters Score: Raw -79838.983286 + Penalty 696.554334 = -79142.428952 nChanged 1 SP:Iteration 36Q (310.539287 sec): 3 clusters Score: Raw -79839.125778 + Penalty 696.554334 = -79142.571444 nChanged 0 SP:Iteration 37F (310.583685 sec): 3 clusters Score: Raw -79839.125778 + Penalty 696.554334 = -79142.571444 nChanged 0 Trying to split cluster 7 (1031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (310.605996 sec): 2 clusters Score: Raw -38576.718648 + Penalty 315.691944 = -38261.026704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (310.654993 sec): 3 clusters Score: Raw -38070.198007 + Penalty 631.383888 = -37438.814119 nChanged 422 SP:Iteration 1F (310.710852 sec): 3 clusters Score: Raw -38353.945037 + Penalty 631.383888 = -37722.561149 nChanged 99 SP:Iteration 2F (310.753707 sec): 3 clusters Score: Raw -38460.477680 + Penalty 631.383888 = -37829.093792 nChanged 77 SP:Iteration 3F (310.789580 sec): 3 clusters Score: Raw -38532.059181 + Penalty 631.383888 = -37900.675293 nChanged 73 SP:Iteration 4F (310.843230 sec): 3 clusters Score: Raw -38615.195310 + Penalty 631.383888 = -37983.811422 nChanged 57 SP:Iteration 5F (310.883054 sec): 3 clusters Score: Raw -38668.577344 + Penalty 631.383888 = -38037.193456 nChanged 39 SP:Iteration 6Q (310.928636 sec): 3 clusters Score: Raw -38702.461511 + Penalty 631.383888 = -38071.077623 nChanged 26 SP:Iteration 7Q (310.975004 sec): 3 clusters Score: Raw -38726.143647 + Penalty 631.383888 = -38094.759759 nChanged 15 SP:Iteration 8Q (311.021800 sec): 3 clusters Score: Raw -38739.009285 + Penalty 631.383888 = -38107.625397 nChanged 16 SP:Iteration 9Q (311.066886 sec): 3 clusters Score: Raw -38751.195598 + Penalty 631.383888 = -38119.811710 nChanged 20 SP:Iteration 10Q (311.115502 sec): 3 clusters Score: Raw -38766.535444 + Penalty 631.383888 = -38135.151556 nChanged 16 SP:Iteration 11Q (311.167234 sec): 3 clusters Score: Raw -38781.303682 + Penalty 631.383888 = -38149.919794 nChanged 13 SP:Iteration 12Q (311.211265 sec): 3 clusters Score: Raw -38790.675361 + Penalty 631.383888 = -38159.291473 nChanged 11 SP:Iteration 13Q (311.250729 sec): 3 clusters Score: Raw -38801.188296 + Penalty 631.383888 = -38169.804408 nChanged 17 SP:Iteration 14Q (311.297728 sec): 3 clusters Score: Raw -38816.622706 + Penalty 631.383888 = -38185.238818 nChanged 9 SP:Iteration 15Q (311.330869 sec): 3 clusters Score: Raw -38822.712911 + Penalty 631.383888 = -38191.329023 nChanged 10 SP:Iteration 16Q (311.373241 sec): 3 clusters Score: Raw -38829.197940 + Penalty 631.383888 = -38197.814052 nChanged 3 SP:Iteration 17Q (311.429359 sec): 3 clusters Score: Raw -38831.280104 + Penalty 631.383888 = -38199.896216 nChanged 3 SP:Iteration 18Q (311.473348 sec): 3 clusters Score: Raw -38833.145182 + Penalty 631.383888 = -38201.761294 nChanged 5 SP:Iteration 19Q (311.517427 sec): 3 clusters Score: Raw -38835.805449 + Penalty 631.383888 = -38204.421561 nChanged 4 SP:Iteration 20F (311.559509 sec): 3 clusters Score: Raw -38837.350856 + Penalty 631.383888 = -38205.966968 nChanged 5 SP:Iteration 21Q (311.604715 sec): 3 clusters Score: Raw -38838.848255 + Penalty 631.383888 = -38207.464367 nChanged 3 SP:Iteration 22Q (311.648892 sec): 3 clusters Score: Raw -38839.359379 + Penalty 631.383888 = -38207.975491 nChanged 0 SP:Iteration 23F (311.694607 sec): 3 clusters Score: Raw -38839.359379 + Penalty 631.383888 = -38207.975491 nChanged 0 Trying to split cluster 8 (3614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (311.716758 sec): 2 clusters Score: Raw -147575.231350 + Penalty 372.761956 = -147202.469393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (311.780920 sec): 3 clusters Score: Raw -145473.702985 + Penalty 745.523913 = -144728.179072 nChanged 1593 SP:Iteration 1F (311.824529 sec): 3 clusters Score: Raw -146488.374306 + Penalty 745.523913 = -145742.850393 nChanged 301 SP:Iteration 2F (311.868871 sec): 3 clusters Score: Raw -146692.714981 + Penalty 745.523913 = -145947.191068 nChanged 271 SP:Iteration 3F (311.915129 sec): 3 clusters Score: Raw -146909.346932 + Penalty 745.523913 = -146163.823019 nChanged 271 SP:Iteration 4F (311.966514 sec): 3 clusters Score: Raw -147101.919281 + Penalty 745.523913 = -146356.395368 nChanged 190 SP:Iteration 5F (312.014917 sec): 3 clusters Score: Raw -147225.361709 + Penalty 745.523913 = -146479.837796 nChanged 136 SP:Iteration 6Q (312.068139 sec): 3 clusters Score: Raw -147301.039223 + Penalty 745.523913 = -146555.515310 nChanged 109 SP:Iteration 7Q (312.104464 sec): 3 clusters Score: Raw -147346.580194 + Penalty 745.523913 = -146601.056281 nChanged 87 SP:Iteration 8Q (312.157183 sec): 3 clusters Score: Raw -147372.057569 + Penalty 745.523913 = -146626.533656 nChanged 56 SP:Iteration 9Q (312.209671 sec): 3 clusters Score: Raw -147384.968035 + Penalty 745.523913 = -146639.444122 nChanged 36 SP:Iteration 10Q (312.257565 sec): 3 clusters Score: Raw -147394.793155 + Penalty 745.523913 = -146649.269242 nChanged 30 SP:Iteration 11Q (312.317459 sec): 3 clusters Score: Raw -147402.862947 + Penalty 745.523913 = -146657.339035 nChanged 28 SP:Iteration 12Q (312.355979 sec): 3 clusters Score: Raw -147410.619847 + Penalty 745.523913 = -146665.095934 nChanged 33 SP:Iteration 13Q (312.413932 sec): 3 clusters Score: Raw -147418.325893 + Penalty 745.523913 = -146672.801980 nChanged 31 SP:Iteration 14Q (312.451579 sec): 3 clusters Score: Raw -147425.721704 + Penalty 745.523913 = -146680.197791 nChanged 25 SP:Iteration 15Q (312.508592 sec): 3 clusters Score: Raw -147430.635054 + Penalty 745.523913 = -146685.111141 nChanged 26 SP:Iteration 16Q (312.558619 sec): 3 clusters Score: Raw -147437.722796 + Penalty 745.523913 = -146692.198883 nChanged 26 SP:Iteration 17Q (312.609066 sec): 3 clusters Score: Raw -147444.334070 + Penalty 745.523913 = -146698.810157 nChanged 35 SP:Iteration 18Q (312.655677 sec): 3 clusters Score: Raw -147453.900349 + Penalty 745.523913 = -146708.376437 nChanged 39 SP:Iteration 19Q (312.705352 sec): 3 clusters Score: Raw -147464.199997 + Penalty 745.523913 = -146718.676084 nChanged 32 SP:Iteration 20F (312.752488 sec): 3 clusters Score: Raw -147471.454904 + Penalty 745.523913 = -146725.930991 nChanged 36 SP:Iteration 21Q (312.803500 sec): 3 clusters Score: Raw -147479.791029 + Penalty 745.523913 = -146734.267116 nChanged 43 SP:Iteration 22Q (312.848951 sec): 3 clusters Score: Raw -147488.500880 + Penalty 745.523913 = -146742.976967 nChanged 37 SP:Iteration 23Q (312.887528 sec): 3 clusters Score: Raw -147496.141981 + Penalty 745.523913 = -146750.618068 nChanged 28 SP:Iteration 24Q (312.941322 sec): 3 clusters Score: Raw -147502.513431 + Penalty 745.523913 = -146756.989518 nChanged 34 SP:Iteration 25Q (312.992620 sec): 3 clusters Score: Raw -147514.312881 + Penalty 745.523913 = -146768.788968 nChanged 44 SP:Iteration 26Q (313.033576 sec): 3 clusters Score: Raw -147528.862487 + Penalty 745.523913 = -146783.338574 nChanged 37 SP:Iteration 27Q (313.080903 sec): 3 clusters Score: Raw -147537.317542 + Penalty 745.523913 = -146791.793629 nChanged 29 SP:Iteration 28Q (313.123895 sec): 3 clusters Score: Raw -147542.923246 + Penalty 745.523913 = -146797.399333 nChanged 28 SP:Iteration 29Q (313.176225 sec): 3 clusters Score: Raw -147548.204402 + Penalty 745.523913 = -146802.680489 nChanged 21 SP:Iteration 30Q (313.221954 sec): 3 clusters Score: Raw -147552.979238 + Penalty 745.523913 = -146807.455325 nChanged 19 SP:Iteration 31Q (313.269794 sec): 3 clusters Score: Raw -147556.287584 + Penalty 745.523913 = -146810.763671 nChanged 13 SP:Iteration 32Q (313.318839 sec): 3 clusters Score: Raw -147557.589945 + Penalty 745.523913 = -146812.066032 nChanged 9 SP:Iteration 33Q (313.373778 sec): 3 clusters Score: Raw -147558.954187 + Penalty 745.523913 = -146813.430275 nChanged 8 SP:Iteration 34Q (313.421284 sec): 3 clusters Score: Raw -147560.384452 + Penalty 745.523913 = -146814.860539 nChanged 8 SP:Iteration 35Q (313.473077 sec): 3 clusters Score: Raw -147561.550118 + Penalty 745.523913 = -146816.026205 nChanged 4 SP:Iteration 36Q (313.525335 sec): 3 clusters Score: Raw -147562.000197 + Penalty 745.523913 = -146816.476284 nChanged 5 SP:Iteration 37Q (313.569119 sec): 3 clusters Score: Raw -147562.506164 + Penalty 745.523913 = -146816.982251 nChanged 2 SP:Iteration 38Q (313.626442 sec): 3 clusters Score: Raw -147562.800587 + Penalty 745.523913 = -146817.276674 nChanged 4 SP:Iteration 39Q (313.674502 sec): 3 clusters Score: Raw -147563.080143 + Penalty 745.523913 = -146817.556230 nChanged 3 SP:Iteration 40F (313.725486 sec): 3 clusters Score: Raw -147563.441561 + Penalty 745.523913 = -146817.917648 nChanged 5 SP:Iteration 41Q (313.777701 sec): 3 clusters Score: Raw -147563.961230 + Penalty 745.523913 = -146818.437317 nChanged 2 SP:Iteration 42Q (313.833375 sec): 3 clusters Score: Raw -147564.099468 + Penalty 745.523913 = -146818.575555 nChanged 0 SP:Iteration 43F (313.886244 sec): 3 clusters Score: Raw -147564.099468 + Penalty 745.523913 = -146818.575555 nChanged 0 Trying to split cluster 9 (15942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (313.931942 sec): 2 clusters Score: Raw -633407.227405 + Penalty 440.290415 = -632966.936991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (313.994037 sec): 3 clusters Score: Raw -623240.235893 + Penalty 880.580830 = -622359.655063 nChanged 7526 SP:Iteration 1F (314.052682 sec): 3 clusters Score: Raw -627897.571490 + Penalty 880.580830 = -627016.990660 nChanged 981 SP:Iteration 2F (314.109432 sec): 3 clusters Score: Raw -628569.761153 + Penalty 880.580830 = -627689.180323 nChanged 1079 SP:Iteration 3F (314.168996 sec): 3 clusters Score: Raw -629469.789561 + Penalty 880.580830 = -628589.208731 nChanged 1059 SP:Iteration 4F (314.234617 sec): 3 clusters Score: Raw -630419.138829 + Penalty 880.580830 = -629538.557999 nChanged 940 SP:Iteration 5F (314.291313 sec): 3 clusters Score: Raw -631253.734908 + Penalty 880.580830 = -630373.154078 nChanged 828 SP:Iteration 6F (314.353293 sec): 3 clusters Score: Raw -631875.850899 + Penalty 880.580830 = -630995.270069 nChanged 668 SP:Iteration 7Q (314.408871 sec): 3 clusters Score: Raw -632258.357468 + Penalty 880.580830 = -631377.776638 nChanged 473 SP:Iteration 8Q (314.468668 sec): 3 clusters Score: Raw -632485.314856 + Penalty 880.580830 = -631604.734027 nChanged 347 SP:Iteration 9Q (314.517376 sec): 3 clusters Score: Raw -632650.601618 + Penalty 880.580830 = -631770.020788 nChanged 302 SP:Iteration 10Q (314.588787 sec): 3 clusters Score: Raw -632787.997206 + Penalty 880.580830 = -631907.416377 nChanged 274 SP:Iteration 11Q (314.647457 sec): 3 clusters Score: Raw -632908.947817 + Penalty 880.580830 = -632028.366987 nChanged 231 SP:Iteration 12Q (314.696036 sec): 3 clusters Score: Raw -633017.628579 + Penalty 880.580830 = -632137.047749 nChanged 192 SP:Iteration 13Q (314.760080 sec): 3 clusters Score: Raw -633106.077475 + Penalty 880.580830 = -632225.496645 nChanged 146 SP:Iteration 14Q (314.825710 sec): 3 clusters Score: Raw -633174.697097 + Penalty 880.580830 = -632294.116267 nChanged 114 SP:Iteration 15Q (314.877923 sec): 3 clusters Score: Raw -633225.493857 + Penalty 880.580830 = -632344.913027 nChanged 98 SP:Iteration 16Q (314.946756 sec): 3 clusters Score: Raw -633272.959953 + Penalty 880.580830 = -632392.379123 nChanged 85 SP:Iteration 17Q (314.996741 sec): 3 clusters Score: Raw -633311.959866 + Penalty 880.580830 = -632431.379036 nChanged 63 SP:Iteration 18Q (315.053957 sec): 3 clusters Score: Raw -633342.916672 + Penalty 880.580830 = -632462.335842 nChanged 54 SP:Iteration 19Q (315.124766 sec): 3 clusters Score: Raw -633370.265380 + Penalty 880.580830 = -632489.684551 nChanged 49 SP:Iteration 20F (315.174447 sec): 3 clusters Score: Raw -633391.547115 + Penalty 880.580830 = -632510.966285 nChanged 44 SP:Iteration 21Q (315.241529 sec): 3 clusters Score: Raw -633405.327938 + Penalty 880.580830 = -632524.747108 nChanged 29 SP:Iteration 22Q (315.297771 sec): 3 clusters Score: Raw -633412.502392 + Penalty 880.580830 = -632531.921562 nChanged 16 SP:Iteration 23Q (315.359911 sec): 3 clusters Score: Raw -633416.655348 + Penalty 880.580830 = -632536.074518 nChanged 13 SP:Iteration 24Q (315.423663 sec): 3 clusters Score: Raw -633420.623983 + Penalty 880.580830 = -632540.043154 nChanged 11 SP:Iteration 25Q (315.475883 sec): 3 clusters Score: Raw -633424.845301 + Penalty 880.580830 = -632544.264471 nChanged 17 SP:Iteration 26Q (315.543185 sec): 3 clusters Score: Raw -633430.116255 + Penalty 880.580830 = -632549.535425 nChanged 17 SP:Iteration 27Q (315.604922 sec): 3 clusters Score: Raw -633436.888284 + Penalty 880.580830 = -632556.307455 nChanged 11 SP:Iteration 28Q (315.662928 sec): 3 clusters Score: Raw -633441.372525 + Penalty 880.580830 = -632560.791695 nChanged 13 SP:Iteration 29Q (315.722384 sec): 3 clusters Score: Raw -633446.357071 + Penalty 880.580830 = -632565.776241 nChanged 14 SP:Iteration 30Q (315.771325 sec): 3 clusters Score: Raw -633451.027913 + Penalty 880.580830 = -632570.447083 nChanged 12 SP:Iteration 31Q (315.829446 sec): 3 clusters Score: Raw -633453.913784 + Penalty 880.580830 = -632573.332954 nChanged 12 SP:Iteration 32Q (315.898687 sec): 3 clusters Score: Raw -633457.081478 + Penalty 880.580830 = -632576.500648 nChanged 10 SP:Iteration 33Q (315.954091 sec): 3 clusters Score: Raw -633458.740928 + Penalty 880.580830 = -632578.160099 nChanged 7 SP:Iteration 34Q (316.006917 sec): 3 clusters Score: Raw -633460.192488 + Penalty 880.580830 = -632579.611658 nChanged 6 SP:Iteration 35Q (316.076301 sec): 3 clusters Score: Raw -633461.572509 + Penalty 880.580830 = -632580.991679 nChanged 7 SP:Iteration 36Q (316.136632 sec): 3 clusters Score: Raw -633463.935055 + Penalty 880.580830 = -632583.354225 nChanged 10 SP:Iteration 37Q (316.198632 sec): 3 clusters Score: Raw -633467.069901 + Penalty 880.580830 = -632586.489071 nChanged 11 SP:Iteration 38Q (316.252169 sec): 3 clusters Score: Raw -633471.768783 + Penalty 880.580830 = -632591.187953 nChanged 11 SP:Iteration 39Q (316.308840 sec): 3 clusters Score: Raw -633475.479352 + Penalty 880.580830 = -632594.898522 nChanged 6 SP:Iteration 40F (316.373495 sec): 3 clusters Score: Raw -633477.363300 + Penalty 880.580830 = -632596.782470 nChanged 7 SP:Iteration 41Q (316.434358 sec): 3 clusters Score: Raw -633479.810597 + Penalty 880.580830 = -632599.229767 nChanged 7 SP:Iteration 42Q (316.500938 sec): 3 clusters Score: Raw -633481.729961 + Penalty 880.580830 = -632601.149131 nChanged 8 SP:Iteration 43Q (316.561413 sec): 3 clusters Score: Raw -633485.505480 + Penalty 880.580830 = -632604.924650 nChanged 12 SP:Iteration 44Q (316.611559 sec): 3 clusters Score: Raw -633492.488776 + Penalty 880.580830 = -632611.907946 nChanged 16 SP:Iteration 45Q (316.671803 sec): 3 clusters Score: Raw -633499.621152 + Penalty 880.580830 = -632619.040322 nChanged 8 SP:Iteration 46Q (316.734170 sec): 3 clusters Score: Raw -633502.952018 + Penalty 880.580830 = -632622.371188 nChanged 9 SP:Iteration 47Q (316.789862 sec): 3 clusters Score: Raw -633505.316080 + Penalty 880.580830 = -632624.735251 nChanged 8 SP:Iteration 48Q (316.842878 sec): 3 clusters Score: Raw -633508.478526 + Penalty 880.580830 = -632627.897696 nChanged 10 SP:Iteration 49Q (316.906238 sec): 3 clusters Score: Raw -633511.364969 + Penalty 880.580830 = -632630.784139 nChanged 6 SP:Iteration 50Q (316.964399 sec): 3 clusters Score: Raw -633512.029489 + Penalty 880.580830 = -632631.448659 nChanged 1 SP:Iteration 51Q (317.020353 sec): 3 clusters Score: Raw -633512.211274 + Penalty 880.580830 = -632631.630444 nChanged 0 SP:Iteration 52F (317.080803 sec): 3 clusters Score: Raw -633512.211274 + Penalty 880.580830 = -632631.630444 nChanged 0 Trying to split cluster 10 (1625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (317.104315 sec): 2 clusters Score: Raw -62366.242984 + Penalty 336.393471 = -62029.849513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (317.151084 sec): 3 clusters Score: Raw -61495.235050 + Penalty 672.786942 = -60822.448108 nChanged 649 SP:Iteration 1F (317.201109 sec): 3 clusters Score: Raw -61901.549952 + Penalty 672.786942 = -61228.763010 nChanged 143 SP:Iteration 2F (317.256083 sec): 3 clusters Score: Raw -61989.056595 + Penalty 672.786942 = -61316.269653 nChanged 121 SP:Iteration 3F (317.294943 sec): 3 clusters Score: Raw -62068.798130 + Penalty 672.786942 = -61396.011188 nChanged 105 SP:Iteration 4F (317.347936 sec): 3 clusters Score: Raw -62132.416539 + Penalty 672.786942 = -61459.629597 nChanged 86 SP:Iteration 5F (317.399991 sec): 3 clusters Score: Raw -62189.917868 + Penalty 672.786942 = -61517.130927 nChanged 63 SP:Iteration 6Q (317.450763 sec): 3 clusters Score: Raw -62232.825546 + Penalty 672.786942 = -61560.038604 nChanged 63 SP:Iteration 7Q (317.489559 sec): 3 clusters Score: Raw -62270.930525 + Penalty 672.786942 = -61598.143583 nChanged 43 SP:Iteration 8Q (317.539028 sec): 3 clusters Score: Raw -62299.678311 + Penalty 672.786942 = -61626.891369 nChanged 44 SP:Iteration 9Q (317.589990 sec): 3 clusters Score: Raw -62323.931384 + Penalty 672.786942 = -61651.144443 nChanged 29 SP:Iteration 10Q (317.638032 sec): 3 clusters Score: Raw -62338.157224 + Penalty 672.786942 = -61665.370283 nChanged 26 SP:Iteration 11Q (317.679074 sec): 3 clusters Score: Raw -62355.681355 + Penalty 672.786942 = -61682.894413 nChanged 22 SP:Iteration 12Q (317.728936 sec): 3 clusters Score: Raw -62367.729163 + Penalty 672.786942 = -61694.942221 nChanged 17 SP:Iteration 13Q (317.774365 sec): 3 clusters Score: Raw -62376.914166 + Penalty 672.786942 = -61704.127225 nChanged 15 SP:Iteration 14Q (317.808983 sec): 3 clusters Score: Raw -62389.996739 + Penalty 672.786942 = -61717.209797 nChanged 15 SP:Iteration 15Q (317.856505 sec): 3 clusters Score: Raw -62406.223577 + Penalty 672.786942 = -61733.436635 nChanged 14 SP:Iteration 16Q (317.906780 sec): 3 clusters Score: Raw -62414.551493 + Penalty 672.786942 = -61741.764552 nChanged 11 SP:Iteration 17Q (317.952540 sec): 3 clusters Score: Raw -62421.753111 + Penalty 672.786942 = -61748.966170 nChanged 11 SP:Iteration 18Q (317.992828 sec): 3 clusters Score: Raw -62426.456750 + Penalty 672.786942 = -61753.669809 nChanged 4 SP:Iteration 19Q (318.038269 sec): 3 clusters Score: Raw -62429.236231 + Penalty 672.786942 = -61756.449289 nChanged 5 SP:Iteration 20F (318.087169 sec): 3 clusters Score: Raw -62432.107486 + Penalty 672.786942 = -61759.320545 nChanged 4 SP:Iteration 21Q (318.125157 sec): 3 clusters Score: Raw -62433.114581 + Penalty 672.786942 = -61760.327639 nChanged 4 SP:Iteration 22Q (318.169458 sec): 3 clusters Score: Raw -62434.663079 + Penalty 672.786942 = -61761.876137 nChanged 4 SP:Iteration 23Q (318.214028 sec): 3 clusters Score: Raw -62436.113884 + Penalty 672.786942 = -61763.326942 nChanged 4 SP:Iteration 24Q (318.263567 sec): 3 clusters Score: Raw -62437.752183 + Penalty 672.786942 = -61764.965242 nChanged 2 SP:Iteration 25Q (318.315154 sec): 3 clusters Score: Raw -62438.778765 + Penalty 672.786942 = -61765.991823 nChanged 3 SP:Iteration 26Q (318.349375 sec): 3 clusters Score: Raw -62441.128332 + Penalty 672.786942 = -61768.341390 nChanged 3 SP:Iteration 27Q (318.395593 sec): 3 clusters Score: Raw -62443.027879 + Penalty 672.786942 = -61770.240937 nChanged 1 SP:Iteration 28Q (318.444635 sec): 3 clusters Score: Raw -62443.117219 + Penalty 672.786942 = -61770.330278 nChanged 0 SP:Iteration 29F (318.504684 sec): 3 clusters Score: Raw -62443.117219 + Penalty 672.786942 = -61770.330278 nChanged 0 Trying to split cluster 11 (5903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (318.538640 sec): 2 clusters Score: Raw -238390.344840 + Penalty 395.086327 = -237995.258513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (318.576895 sec): 3 clusters Score: Raw -234875.037654 + Penalty 790.172654 = -234084.865000 nChanged 2665 SP:Iteration 1F (318.638652 sec): 3 clusters Score: Raw -236653.785548 + Penalty 790.172654 = -235863.612894 nChanged 468 SP:Iteration 2F (318.686658 sec): 3 clusters Score: Raw -237061.069110 + Penalty 790.172654 = -236270.896456 nChanged 459 SP:Iteration 3F (318.728528 sec): 3 clusters Score: Raw -237487.579541 + Penalty 790.172654 = -236697.406887 nChanged 417 SP:Iteration 4F (318.791134 sec): 3 clusters Score: Raw -237850.528816 + Penalty 790.172654 = -237060.356163 nChanged 325 SP:Iteration 5F (318.835179 sec): 3 clusters Score: Raw -238057.724490 + Penalty 790.172654 = -237267.551837 nChanged 218 SP:Iteration 6Q (318.879516 sec): 3 clusters Score: Raw -238152.915728 + Penalty 790.172654 = -237362.743075 nChanged 150 SP:Iteration 7Q (318.935885 sec): 3 clusters Score: Raw -238208.291712 + Penalty 790.172654 = -237418.119058 nChanged 113 SP:Iteration 8Q (318.987723 sec): 3 clusters Score: Raw -238246.386623 + Penalty 790.172654 = -237456.213969 nChanged 105 SP:Iteration 9Q (319.037935 sec): 3 clusters Score: Raw -238278.170535 + Penalty 790.172654 = -237487.997882 nChanged 89 SP:Iteration 10Q (319.076570 sec): 3 clusters Score: Raw -238311.055351 + Penalty 790.172654 = -237520.882697 nChanged 85 SP:Iteration 11Q (319.129723 sec): 3 clusters Score: Raw -238339.106411 + Penalty 790.172654 = -237548.933757 nChanged 88 SP:Iteration 12Q (319.177049 sec): 3 clusters Score: Raw -238368.607139 + Penalty 790.172654 = -237578.434485 nChanged 79 SP:Iteration 13Q (319.226082 sec): 3 clusters Score: Raw -238391.375400 + Penalty 790.172654 = -237601.202746 nChanged 66 SP:Iteration 14Q (319.282683 sec): 3 clusters Score: Raw -238413.466353 + Penalty 790.172654 = -237623.293699 nChanged 72 SP:Iteration 15Q (319.327091 sec): 3 clusters Score: Raw -238430.516760 + Penalty 790.172654 = -237640.344106 nChanged 60 SP:Iteration 16Q (319.388368 sec): 3 clusters Score: Raw -238445.865643 + Penalty 790.172654 = -237655.692989 nChanged 66 SP:Iteration 17Q (319.448722 sec): 3 clusters Score: Raw -238464.641114 + Penalty 790.172654 = -237674.468460 nChanged 60 SP:Iteration 18Q (319.501728 sec): 3 clusters Score: Raw -238478.740852 + Penalty 790.172654 = -237688.568198 nChanged 51 SP:Iteration 19Q (319.548008 sec): 3 clusters Score: Raw -238489.439912 + Penalty 790.172654 = -237699.267258 nChanged 37 SP:Iteration 20F (319.603701 sec): 3 clusters Score: Raw -238496.884772 + Penalty 790.172654 = -237706.712118 nChanged 31 SP:Iteration 21Q (319.656003 sec): 3 clusters Score: Raw -238501.316826 + Penalty 790.172654 = -237711.144173 nChanged 28 SP:Iteration 22Q (319.711969 sec): 3 clusters Score: Raw -238505.180341 + Penalty 790.172654 = -237715.007687 nChanged 21 SP:Iteration 23Q (319.766027 sec): 3 clusters Score: Raw -238507.885968 + Penalty 790.172654 = -237717.713314 nChanged 23 SP:Iteration 24Q (319.815415 sec): 3 clusters Score: Raw -238510.268775 + Penalty 790.172654 = -237720.096122 nChanged 17 SP:Iteration 25Q (319.867411 sec): 3 clusters Score: Raw -238511.725455 + Penalty 790.172654 = -237721.552801 nChanged 14 SP:Iteration 26Q (319.907623 sec): 3 clusters Score: Raw -238512.724424 + Penalty 790.172654 = -237722.551770 nChanged 8 SP:Iteration 27Q (319.968392 sec): 3 clusters Score: Raw -238513.160003 + Penalty 790.172654 = -237722.987350 nChanged 5 SP:Iteration 28Q (320.015675 sec): 3 clusters Score: Raw -238513.339671 + Penalty 790.172654 = -237723.167017 nChanged 2 SP:Iteration 29Q (320.065338 sec): 3 clusters Score: Raw -238513.412255 + Penalty 790.172654 = -237723.239602 nChanged 0 SP:Iteration 30F (320.118097 sec): 3 clusters Score: Raw -238513.412255 + Penalty 790.172654 = -237723.239602 nChanged 0 Trying to split cluster 12 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (320.153212 sec): 2 clusters Score: Raw -6244.080352 + Penalty 240.616150 = -6003.464202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (320.201634 sec): 3 clusters Score: Raw -6205.534115 + Penalty 481.232300 = -5724.301815 nChanged 56 SP:Iteration 1F (320.247660 sec): 3 clusters Score: Raw -6256.774864 + Penalty 481.232300 = -5775.542564 nChanged 7 SP:Iteration 2Q (320.297925 sec): 3 clusters Score: Raw -6268.281083 + Penalty 481.232300 = -5787.048784 nChanged 6 SP:Iteration 3Q (320.346353 sec): 3 clusters Score: Raw -6275.979443 + Penalty 481.232300 = -5794.747143 nChanged 4 SP:Iteration 4Q (320.387198 sec): 3 clusters Score: Raw -6280.914343 + Penalty 481.232300 = -5799.682043 nChanged 5 SP:Iteration 5Q (320.440031 sec): 3 clusters Score: Raw -6288.028672 + Penalty 481.232300 = -5806.796373 nChanged 4 SP:Iteration 6Q (320.485721 sec): 3 clusters Score: Raw -6291.196490 + Penalty 481.232300 = -5809.964190 nChanged 2 SP:Iteration 7Q (320.533838 sec): 3 clusters Score: Raw -6294.800531 + Penalty 481.232300 = -5813.568231 nChanged 1 SP:Iteration 8Q (320.581171 sec): 3 clusters Score: Raw -6297.350287 + Penalty 481.232300 = -5816.117987 nChanged 1 SP:Iteration 9Q (320.623164 sec): 3 clusters Score: Raw -6298.649373 + Penalty 481.232300 = -5817.417074 nChanged 0 SP:Iteration 10F (320.672570 sec): 3 clusters Score: Raw -6298.649373 + Penalty 481.232300 = -5817.417074 nChanged 0 Trying to split cluster 13 (2386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (320.698015 sec): 2 clusters Score: Raw -79478.440214 + Penalty 353.870499 = -79124.569715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (320.739025 sec): 3 clusters Score: Raw -78150.505752 + Penalty 707.740998 = -77442.764754 nChanged 1041 SP:Iteration 1F (320.794706 sec): 3 clusters Score: Raw -78772.813128 + Penalty 707.740998 = -78065.072130 nChanged 176 SP:Iteration 2F (320.842188 sec): 3 clusters Score: Raw -78867.778373 + Penalty 707.740998 = -78160.037376 nChanged 160 SP:Iteration 3F (320.878824 sec): 3 clusters Score: Raw -78979.444203 + Penalty 707.740998 = -78271.703206 nChanged 141 SP:Iteration 4F (320.932300 sec): 3 clusters Score: Raw -79093.918793 + Penalty 707.740998 = -78386.177795 nChanged 136 SP:Iteration 5F (320.981246 sec): 3 clusters Score: Raw -79217.208130 + Penalty 707.740998 = -78509.467133 nChanged 170 SP:Iteration 6F (321.023142 sec): 3 clusters Score: Raw -79370.071269 + Penalty 707.740998 = -78662.330272 nChanged 165 SP:Iteration 7F (321.070345 sec): 3 clusters Score: Raw -79502.459010 + Penalty 707.740998 = -78794.718012 nChanged 150 SP:Iteration 8F (321.130226 sec): 3 clusters Score: Raw -79617.022332 + Penalty 707.740998 = -78909.281334 nChanged 104 SP:Iteration 9Q (321.177770 sec): 3 clusters Score: Raw -79693.647610 + Penalty 707.740998 = -78985.906612 nChanged 73 SP:Iteration 10Q (321.232498 sec): 3 clusters Score: Raw -79737.565116 + Penalty 707.740998 = -79029.824118 nChanged 59 SP:Iteration 11Q (321.280011 sec): 3 clusters Score: Raw -79766.769540 + Penalty 707.740998 = -79059.028542 nChanged 48 SP:Iteration 12Q (321.330165 sec): 3 clusters Score: Raw -79788.570234 + Penalty 707.740998 = -79080.829236 nChanged 33 SP:Iteration 13Q (321.365023 sec): 3 clusters Score: Raw -79799.597883 + Penalty 707.740998 = -79091.856886 nChanged 24 SP:Iteration 14Q (321.419112 sec): 3 clusters Score: Raw -79805.184950 + Penalty 707.740998 = -79097.443952 nChanged 15 SP:Iteration 15Q (321.474354 sec): 3 clusters Score: Raw -79807.644493 + Penalty 707.740998 = -79099.903495 nChanged 7 SP:Iteration 16Q (321.518131 sec): 3 clusters Score: Raw -79808.813527 + Penalty 707.740998 = -79101.072529 nChanged 4 SP:Iteration 17Q (321.567186 sec): 3 clusters Score: Raw -79809.247536 + Penalty 707.740998 = -79101.506538 nChanged 2 SP:Iteration 18Q (321.623095 sec): 3 clusters Score: Raw -79809.359214 + Penalty 707.740998 = -79101.618217 nChanged 3 SP:Iteration 19Q (321.673901 sec): 3 clusters Score: Raw -79809.997795 + Penalty 707.740998 = -79102.256797 nChanged 5 SP:Iteration 20F (321.727729 sec): 3 clusters Score: Raw -79810.502101 + Penalty 707.740998 = -79102.761103 nChanged 0 Trying to split cluster 14 (9949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (321.761184 sec): 2 clusters Score: Raw -383827.478283 + Penalty 418.837843 = -383408.640440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (321.816402 sec): 3 clusters Score: Raw -377536.528144 + Penalty 837.675686 = -376698.852458 nChanged 4702 SP:Iteration 1F (321.872346 sec): 3 clusters Score: Raw -380529.275717 + Penalty 837.675686 = -379691.600030 nChanged 564 SP:Iteration 2F (321.920725 sec): 3 clusters Score: Raw -380836.908694 + Penalty 837.675686 = -379999.233008 nChanged 613 SP:Iteration 3F (321.969849 sec): 3 clusters Score: Raw -381256.766859 + Penalty 837.675686 = -380419.091172 nChanged 674 SP:Iteration 4F (322.027125 sec): 3 clusters Score: Raw -381732.009561 + Penalty 837.675686 = -380894.333875 nChanged 615 SP:Iteration 5F (322.084397 sec): 3 clusters Score: Raw -382199.755075 + Penalty 837.675686 = -381362.079388 nChanged 522 SP:Iteration 6F (322.141735 sec): 3 clusters Score: Raw -382519.703381 + Penalty 837.675686 = -381682.027695 nChanged 389 SP:Iteration 7Q (322.200899 sec): 3 clusters Score: Raw -382705.222380 + Penalty 837.675686 = -381867.546694 nChanged 271 SP:Iteration 8Q (322.255993 sec): 3 clusters Score: Raw -382800.443584 + Penalty 837.675686 = -381962.767898 nChanged 200 SP:Iteration 9Q (322.315622 sec): 3 clusters Score: Raw -382878.536138 + Penalty 837.675686 = -382040.860451 nChanged 200 SP:Iteration 10Q (322.369020 sec): 3 clusters Score: Raw -382958.592673 + Penalty 837.675686 = -382120.916987 nChanged 215 SP:Iteration 11Q (322.411160 sec): 3 clusters Score: Raw -383045.880257 + Penalty 837.675686 = -382208.204571 nChanged 218 SP:Iteration 12Q (322.467236 sec): 3 clusters Score: Raw -383139.083971 + Penalty 837.675686 = -382301.408285 nChanged 211 SP:Iteration 13Q (322.526077 sec): 3 clusters Score: Raw -383230.322901 + Penalty 837.675686 = -382392.647215 nChanged 189 SP:Iteration 14Q (322.586094 sec): 3 clusters Score: Raw -383300.648351 + Penalty 837.675686 = -382462.972664 nChanged 182 SP:Iteration 15Q (322.643466 sec): 3 clusters Score: Raw -383364.908825 + Penalty 837.675686 = -382527.233139 nChanged 169 SP:Iteration 16Q (322.703878 sec): 3 clusters Score: Raw -383422.570648 + Penalty 837.675686 = -382584.894962 nChanged 137 SP:Iteration 17Q (322.749881 sec): 3 clusters Score: Raw -383464.809241 + Penalty 837.675686 = -382627.133555 nChanged 129 SP:Iteration 18Q (322.807202 sec): 3 clusters Score: Raw -383503.353353 + Penalty 837.675686 = -382665.677667 nChanged 102 SP:Iteration 19Q (322.869533 sec): 3 clusters Score: Raw -383530.170168 + Penalty 837.675686 = -382692.494481 nChanged 93 SP:Iteration 20F (322.929742 sec): 3 clusters Score: Raw -383558.810556 + Penalty 837.675686 = -382721.134869 nChanged 101 SP:Iteration 21Q (322.989193 sec): 3 clusters Score: Raw -383585.460500 + Penalty 837.675686 = -382747.784814 nChanged 99 SP:Iteration 22Q (323.042714 sec): 3 clusters Score: Raw -383613.625987 + Penalty 837.675686 = -382775.950300 nChanged 118 SP:Iteration 23Q (323.089663 sec): 3 clusters Score: Raw -383642.791322 + Penalty 837.675686 = -382805.115636 nChanged 102 SP:Iteration 24Q (323.147821 sec): 3 clusters Score: Raw -383669.460146 + Penalty 837.675686 = -382831.784459 nChanged 104 SP:Iteration 25Q (323.203068 sec): 3 clusters Score: Raw -383698.944272 + Penalty 837.675686 = -382861.268586 nChanged 95 SP:Iteration 26Q (323.256127 sec): 3 clusters Score: Raw -383723.212754 + Penalty 837.675686 = -382885.537067 nChanged 88 SP:Iteration 27Q (323.309089 sec): 3 clusters Score: Raw -383747.504186 + Penalty 837.675686 = -382909.828500 nChanged 94 SP:Iteration 28Q (323.360633 sec): 3 clusters Score: Raw -383771.857690 + Penalty 837.675686 = -382934.182004 nChanged 81 SP:Iteration 29Q (323.414454 sec): 3 clusters Score: Raw -383793.034700 + Penalty 837.675686 = -382955.359014 nChanged 72 SP:Iteration 30Q (323.479380 sec): 3 clusters Score: Raw -383810.707352 + Penalty 837.675686 = -382973.031666 nChanged 54 SP:Iteration 31Q (323.533294 sec): 3 clusters Score: Raw -383825.901419 + Penalty 837.675686 = -382988.225732 nChanged 53 SP:Iteration 32Q (323.588291 sec): 3 clusters Score: Raw -383840.579454 + Penalty 837.675686 = -383002.903767 nChanged 58 SP:Iteration 33Q (323.649144 sec): 3 clusters Score: Raw -383855.909136 + Penalty 837.675686 = -383018.233450 nChanged 66 SP:Iteration 34Q (323.705881 sec): 3 clusters Score: Raw -383873.478403 + Penalty 837.675686 = -383035.802716 nChanged 54 SP:Iteration 35Q (323.754648 sec): 3 clusters Score: Raw -383889.552845 + Penalty 837.675686 = -383051.877159 nChanged 55 SP:Iteration 36Q (323.812290 sec): 3 clusters Score: Raw -383903.298849 + Penalty 837.675686 = -383065.623163 nChanged 58 SP:Iteration 37Q (323.870560 sec): 3 clusters Score: Raw -383916.772508 + Penalty 837.675686 = -383079.096821 nChanged 52 SP:Iteration 38Q (323.927011 sec): 3 clusters Score: Raw -383928.375227 + Penalty 837.675686 = -383090.699541 nChanged 47 SP:Iteration 39Q (323.981917 sec): 3 clusters Score: Raw -383938.871068 + Penalty 837.675686 = -383101.195382 nChanged 49 SP:Iteration 40F (324.029229 sec): 3 clusters Score: Raw -383947.225358 + Penalty 837.675686 = -383109.549671 nChanged 42 SP:Iteration 41Q (324.088738 sec): 3 clusters Score: Raw -383953.577955 + Penalty 837.675686 = -383115.902269 nChanged 28 SP:Iteration 42Q (324.148289 sec): 3 clusters Score: Raw -383957.340871 + Penalty 837.675686 = -383119.665184 nChanged 24 SP:Iteration 43Q (324.195024 sec): 3 clusters Score: Raw -383960.249077 + Penalty 837.675686 = -383122.573391 nChanged 18 SP:Iteration 44Q (324.255932 sec): 3 clusters Score: Raw -383962.569144 + Penalty 837.675686 = -383124.893457 nChanged 23 SP:Iteration 45Q (324.313330 sec): 3 clusters Score: Raw -383965.903404 + Penalty 837.675686 = -383128.227717 nChanged 26 SP:Iteration 46Q (324.373073 sec): 3 clusters Score: Raw -383968.817488 + Penalty 837.675686 = -383131.141801 nChanged 20 SP:Iteration 47Q (324.414341 sec): 3 clusters Score: Raw -383970.874356 + Penalty 837.675686 = -383133.198670 nChanged 16 SP:Iteration 48Q (324.472299 sec): 3 clusters Score: Raw -383972.559647 + Penalty 837.675686 = -383134.883961 nChanged 13 SP:Iteration 49Q (324.527999 sec): 3 clusters Score: Raw -383974.142461 + Penalty 837.675686 = -383136.466775 nChanged 15 SP:Iteration 50Q (324.567932 sec): 3 clusters Score: Raw -383976.062990 + Penalty 837.675686 = -383138.387304 nChanged 16 SP:Iteration 51Q (324.629806 sec): 3 clusters Score: Raw -383977.461217 + Penalty 837.675686 = -383139.785531 nChanged 14 SP:Iteration 52Q (324.686650 sec): 3 clusters Score: Raw -383979.302355 + Penalty 837.675686 = -383141.626668 nChanged 16 SP:Iteration 53Q (324.735272 sec): 3 clusters Score: Raw -383981.816949 + Penalty 837.675686 = -383144.141262 nChanged 22 SP:Iteration 54Q (324.789603 sec): 3 clusters Score: Raw -383984.885846 + Penalty 837.675686 = -383147.210160 nChanged 17 SP:Iteration 55Q (324.840776 sec): 3 clusters Score: Raw -383986.991738 + Penalty 837.675686 = -383149.316052 nChanged 18 SP:Iteration 56Q (324.898202 sec): 3 clusters Score: Raw -383989.242216 + Penalty 837.675686 = -383151.566530 nChanged 21 SP:Iteration 57Q (324.939192 sec): 3 clusters Score: Raw -383992.340543 + Penalty 837.675686 = -383154.664856 nChanged 23 SP:Iteration 58Q (324.997915 sec): 3 clusters Score: Raw -383995.186843 + Penalty 837.675686 = -383157.511157 nChanged 25 SP:Iteration 59Q (325.052422 sec): 3 clusters Score: Raw -383998.631941 + Penalty 837.675686 = -383160.956255 nChanged 18 SP:Iteration 60F (325.106883 sec): 3 clusters Score: Raw -384000.827673 + Penalty 837.675686 = -383163.151987 nChanged 16 SP:Iteration 61Q (325.153466 sec): 3 clusters Score: Raw -384002.525514 + Penalty 837.675686 = -383164.849827 nChanged 17 SP:Iteration 62Q (325.205717 sec): 3 clusters Score: Raw -384004.480338 + Penalty 837.675686 = -383166.804652 nChanged 23 SP:Iteration 63Q (325.260364 sec): 3 clusters Score: Raw -384007.124303 + Penalty 837.675686 = -383169.448617 nChanged 22 SP:Iteration 64Q (325.304642 sec): 3 clusters Score: Raw -384009.411373 + Penalty 837.675686 = -383171.735687 nChanged 15 SP:Iteration 65Q (325.361143 sec): 3 clusters Score: Raw -384011.107545 + Penalty 837.675686 = -383173.431859 nChanged 20 SP:Iteration 66Q (325.414374 sec): 3 clusters Score: Raw -384013.954921 + Penalty 837.675686 = -383176.279234 nChanged 19 SP:Iteration 67Q (325.468854 sec): 3 clusters Score: Raw -384017.023987 + Penalty 837.675686 = -383179.348301 nChanged 25 SP:Iteration 68Q (325.510567 sec): 3 clusters Score: Raw -384021.928205 + Penalty 837.675686 = -383184.252519 nChanged 23 SP:Iteration 69Q (325.573947 sec): 3 clusters Score: Raw -384025.429908 + Penalty 837.675686 = -383187.754222 nChanged 20 SP:Iteration 70Q (325.628570 sec): 3 clusters Score: Raw -384028.301889 + Penalty 837.675686 = -383190.626203 nChanged 20 SP:Iteration 71Q (325.681845 sec): 3 clusters Score: Raw -384030.602717 + Penalty 837.675686 = -383192.927030 nChanged 19 SP:Iteration 72Q (325.735650 sec): 3 clusters Score: Raw -384033.398661 + Penalty 837.675686 = -383195.722975 nChanged 13 SP:Iteration 73Q (325.783960 sec): 3 clusters Score: Raw -384034.950790 + Penalty 837.675686 = -383197.275104 nChanged 12 SP:Iteration 74Q (325.848741 sec): 3 clusters Score: Raw -384036.906828 + Penalty 837.675686 = -383199.231142 nChanged 16 SP:Iteration 75Q (325.896796 sec): 3 clusters Score: Raw -384038.852511 + Penalty 837.675686 = -383201.176824 nChanged 9 SP:Iteration 76Q (325.949990 sec): 3 clusters Score: Raw -384040.013873 + Penalty 837.675686 = -383202.338186 nChanged 14 SP:Iteration 77Q (326.014007 sec): 3 clusters Score: Raw -384042.070459 + Penalty 837.675686 = -383204.394773 nChanged 11 SP:Iteration 78Q (326.061014 sec): 3 clusters Score: Raw -384042.835237 + Penalty 837.675686 = -383205.159551 nChanged 3 SP:Iteration 79Q (326.123706 sec): 3 clusters Score: Raw -384042.954978 + Penalty 837.675686 = -383205.279291 nChanged 1 SP:Iteration 80F (326.168783 sec): 3 clusters Score: Raw -384042.985539 + Penalty 837.675686 = -383205.309853 nChanged 0 Trying to split cluster 15 (1274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (326.199019 sec): 2 clusters Score: Raw -35858.184579 + Penalty 325.321216 = -35532.863363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (326.250113 sec): 3 clusters Score: Raw -35242.080278 + Penalty 650.642432 = -34591.437846 nChanged 507 SP:Iteration 1F (326.297046 sec): 3 clusters Score: Raw -35773.639777 + Penalty 650.642432 = -35122.997345 nChanged 165 SP:Iteration 2F (326.336197 sec): 3 clusters Score: Raw -36041.355097 + Penalty 650.642432 = -35390.712665 nChanged 110 SP:Iteration 3F (326.387812 sec): 3 clusters Score: Raw -36142.784248 + Penalty 650.642432 = -35492.141816 nChanged 47 SP:Iteration 4Q (326.437397 sec): 3 clusters Score: Raw -36173.919276 + Penalty 650.642432 = -35523.276844 nChanged 31 SP:Iteration 5Q (326.481070 sec): 3 clusters Score: Raw -36205.475242 + Penalty 650.642432 = -35554.832810 nChanged 26 SP:Iteration 6Q (326.533136 sec): 3 clusters Score: Raw -36226.231320 + Penalty 650.642432 = -35575.588888 nChanged 17 SP:Iteration 7Q (326.586247 sec): 3 clusters Score: Raw -36240.583541 + Penalty 650.642432 = -35589.941109 nChanged 11 SP:Iteration 8Q (326.626611 sec): 3 clusters Score: Raw -36254.596335 + Penalty 650.642432 = -35603.953903 nChanged 11 SP:Iteration 9Q (326.682145 sec): 3 clusters Score: Raw -36265.102451 + Penalty 650.642432 = -35614.460019 nChanged 13 SP:Iteration 10Q (326.723539 sec): 3 clusters Score: Raw -36285.006297 + Penalty 650.642432 = -35634.363865 nChanged 10 SP:Iteration 11Q (326.773536 sec): 3 clusters Score: Raw -36312.082424 + Penalty 650.642432 = -35661.439992 nChanged 14 SP:Iteration 12Q (326.808399 sec): 3 clusters Score: Raw -36321.898150 + Penalty 650.642432 = -35671.255718 nChanged 10 SP:Iteration 13Q (326.859188 sec): 3 clusters Score: Raw -36335.157065 + Penalty 650.642432 = -35684.514633 nChanged 10 SP:Iteration 14Q (326.905597 sec): 3 clusters Score: Raw -36359.790681 + Penalty 650.642432 = -35709.148249 nChanged 10 SP:Iteration 15Q (326.955667 sec): 3 clusters Score: Raw -36386.945456 + Penalty 650.642432 = -35736.303024 nChanged 9 SP:Iteration 16Q (327.000185 sec): 3 clusters Score: Raw -36398.949597 + Penalty 650.642432 = -35748.307165 nChanged 5 SP:Iteration 17Q (327.051551 sec): 3 clusters Score: Raw -36405.555081 + Penalty 650.642432 = -35754.912649 nChanged 2 SP:Iteration 18Q (327.087360 sec): 3 clusters Score: Raw -36406.113033 + Penalty 650.642432 = -35755.470601 nChanged 0 SP:Iteration 19F (327.129840 sec): 3 clusters Score: Raw -36406.113033 + Penalty 650.642432 = -35755.470601 nChanged 0 Score: Raw -17363357.273844 + Penalty 20191.959986 = -17343165.313857 Splitting cluster 15 changes total score from -17343180.328663 to -17343165.313857 So it's not getting split. Trying to split cluster 16 (1659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (332.743722 sec): 2 clusters Score: Raw -61408.376329 + Penalty 337.335648 = -61071.040681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (332.793809 sec): 3 clusters Score: Raw -60571.573616 + Penalty 674.671296 = -59896.902319 nChanged 707 SP:Iteration 1F (332.836398 sec): 3 clusters Score: Raw -61193.604463 + Penalty 674.671296 = -60518.933167 nChanged 252 SP:Iteration 2F (332.877413 sec): 3 clusters Score: Raw -61873.459404 + Penalty 674.671296 = -61198.788108 nChanged 251 SP:Iteration 3F (332.917954 sec): 3 clusters Score: Raw -62277.375768 + Penalty 674.671296 = -61602.704471 nChanged 115 SP:Iteration 4F (332.962793 sec): 3 clusters Score: Raw -62407.952505 + Penalty 674.671296 = -61733.281208 nChanged 43 SP:Iteration 5Q (333.012413 sec): 3 clusters Score: Raw -62447.741428 + Penalty 674.671296 = -61773.070132 nChanged 25 SP:Iteration 6Q (333.057178 sec): 3 clusters Score: Raw -62468.915306 + Penalty 674.671296 = -61794.244010 nChanged 22 SP:Iteration 7Q (333.089570 sec): 3 clusters Score: Raw -62485.449242 + Penalty 674.671296 = -61810.777946 nChanged 20 SP:Iteration 8Q (333.137233 sec): 3 clusters Score: Raw -62499.500313 + Penalty 674.671296 = -61824.829016 nChanged 17 SP:Iteration 9Q (333.178633 sec): 3 clusters Score: Raw -62509.843315 + Penalty 674.671296 = -61835.172018 nChanged 20 SP:Iteration 10Q (333.226222 sec): 3 clusters Score: Raw -62525.149527 + Penalty 674.671296 = -61850.478231 nChanged 25 SP:Iteration 11Q (333.270631 sec): 3 clusters Score: Raw -62545.581274 + Penalty 674.671296 = -61870.909977 nChanged 23 SP:Iteration 12Q (333.307954 sec): 3 clusters Score: Raw -62562.573387 + Penalty 674.671296 = -61887.902090 nChanged 21 SP:Iteration 13Q (333.357585 sec): 3 clusters Score: Raw -62576.211096 + Penalty 674.671296 = -61901.539800 nChanged 18 SP:Iteration 14Q (333.408858 sec): 3 clusters Score: Raw -62588.533953 + Penalty 674.671296 = -61913.862657 nChanged 21 SP:Iteration 15Q (333.463616 sec): 3 clusters Score: Raw -62603.036251 + Penalty 674.671296 = -61928.364955 nChanged 20 SP:Iteration 16Q (333.510126 sec): 3 clusters Score: Raw -62619.197359 + Penalty 674.671296 = -61944.526063 nChanged 25 SP:Iteration 17Q (333.544528 sec): 3 clusters Score: Raw -62642.028915 + Penalty 674.671296 = -61967.357619 nChanged 24 SP:Iteration 18Q (333.589717 sec): 3 clusters Score: Raw -62667.247061 + Penalty 674.671296 = -61992.575765 nChanged 18 SP:Iteration 19Q (333.644260 sec): 3 clusters Score: Raw -62681.796533 + Penalty 674.671296 = -62007.125237 nChanged 20 SP:Iteration 20F (333.688468 sec): 3 clusters Score: Raw -62695.656167 + Penalty 674.671296 = -62020.984871 nChanged 18 SP:Iteration 21Q (333.729757 sec): 3 clusters Score: Raw -62704.373860 + Penalty 674.671296 = -62029.702564 nChanged 12 SP:Iteration 22Q (333.776899 sec): 3 clusters Score: Raw -62709.039236 + Penalty 674.671296 = -62034.367940 nChanged 14 SP:Iteration 23Q (333.827499 sec): 3 clusters Score: Raw -62716.799879 + Penalty 674.671296 = -62042.128582 nChanged 10 SP:Iteration 24Q (333.873118 sec): 3 clusters Score: Raw -62723.545472 + Penalty 674.671296 = -62048.874175 nChanged 7 SP:Iteration 25Q (333.918792 sec): 3 clusters Score: Raw -62727.641327 + Penalty 674.671296 = -62052.970031 nChanged 10 SP:Iteration 26Q (333.965161 sec): 3 clusters Score: Raw -62731.820782 + Penalty 674.671296 = -62057.149486 nChanged 5 SP:Iteration 27Q (334.017556 sec): 3 clusters Score: Raw -62733.606998 + Penalty 674.671296 = -62058.935702 nChanged 7 SP:Iteration 28Q (334.059554 sec): 3 clusters Score: Raw -62735.344204 + Penalty 674.671296 = -62060.672908 nChanged 2 SP:Iteration 29Q (334.104897 sec): 3 clusters Score: Raw -62735.778018 + Penalty 674.671296 = -62061.106721 nChanged 1 SP:Iteration 30Q (334.159086 sec): 3 clusters Score: Raw -62736.048190 + Penalty 674.671296 = -62061.376894 nChanged 0 SP:Iteration 31F (334.205317 sec): 3 clusters Score: Raw -62736.048190 + Penalty 674.671296 = -62061.376894 nChanged 0 Score: Raw -17364137.017251 + Penalty 20191.959986 = -17343945.057265 Splitting cluster 16 changes total score from -17343180.328663 to -17343945.057265 So it's getting split into cluster 34. Trying to split cluster 17 (28884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.012222 sec): 2 clusters Score: Raw -1195720.861551 + Penalty 467.332460 = -1195253.529091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.087028 sec): 3 clusters Score: Raw -1176880.557403 + Penalty 934.664921 = -1175945.892482 nChanged 13822 SP:Iteration 1F (340.168609 sec): 3 clusters Score: Raw -1185536.643935 + Penalty 934.664921 = -1184601.979014 nChanged 1746 SP:Iteration 2F (340.236235 sec): 3 clusters Score: Raw -1186518.798582 + Penalty 934.664921 = -1185584.133661 nChanged 2031 SP:Iteration 3F (340.315604 sec): 3 clusters Score: Raw -1188059.986388 + Penalty 934.664921 = -1187125.321467 nChanged 2296 SP:Iteration 4F (340.387139 sec): 3 clusters Score: Raw -1190334.037151 + Penalty 934.664921 = -1189399.372230 nChanged 2279 SP:Iteration 5F (340.452404 sec): 3 clusters Score: Raw -1192955.318997 + Penalty 934.664921 = -1192020.654076 nChanged 1979 SP:Iteration 6F (340.531580 sec): 3 clusters Score: Raw -1195125.322740 + Penalty 934.664921 = -1194190.657819 nChanged 1436 SP:Iteration 7Q (340.604308 sec): 3 clusters Score: Raw -1196316.050783 + Penalty 934.664921 = -1195381.385862 nChanged 895 SP:Iteration 8Q (340.676382 sec): 3 clusters Score: Raw -1196855.247158 + Penalty 934.664921 = -1195920.582237 nChanged 573 SP:Iteration 9Q (340.739227 sec): 3 clusters Score: Raw -1197162.357724 + Penalty 934.664921 = -1196227.692803 nChanged 417 SP:Iteration 10Q (340.812363 sec): 3 clusters Score: Raw -1197390.233248 + Penalty 934.664921 = -1196455.568327 nChanged 360 SP:Iteration 11Q (340.882616 sec): 3 clusters Score: Raw -1197581.865088 + Penalty 934.664921 = -1196647.200167 nChanged 316 SP:Iteration 12Q (340.962396 sec): 3 clusters Score: Raw -1197750.195824 + Penalty 934.664921 = -1196815.530903 nChanged 344 SP:Iteration 13Q (341.030719 sec): 3 clusters Score: Raw -1197938.927908 + Penalty 934.664921 = -1197004.262987 nChanged 305 SP:Iteration 14Q (341.106318 sec): 3 clusters Score: Raw -1198079.801616 + Penalty 934.664921 = -1197145.136695 nChanged 270 SP:Iteration 15Q (341.185354 sec): 3 clusters Score: Raw -1198195.466072 + Penalty 934.664921 = -1197260.801151 nChanged 244 SP:Iteration 16Q (341.247267 sec): 3 clusters Score: Raw -1198287.856324 + Penalty 934.664921 = -1197353.191403 nChanged 199 SP:Iteration 17Q (341.329330 sec): 3 clusters Score: Raw -1198346.199640 + Penalty 934.664921 = -1197411.534719 nChanged 179 SP:Iteration 18Q (341.397476 sec): 3 clusters Score: Raw -1198394.862096 + Penalty 934.664921 = -1197460.197175 nChanged 166 SP:Iteration 19Q (341.456259 sec): 3 clusters Score: Raw -1198436.638975 + Penalty 934.664921 = -1197501.974054 nChanged 161 SP:Iteration 20F (341.538511 sec): 3 clusters Score: Raw -1198474.031962 + Penalty 934.664921 = -1197539.367041 nChanged 123 SP:Iteration 21Q (341.605554 sec): 3 clusters Score: Raw -1198499.765121 + Penalty 934.664921 = -1197565.100200 nChanged 107 SP:Iteration 22Q (341.670202 sec): 3 clusters Score: Raw -1198518.590259 + Penalty 934.664921 = -1197583.925338 nChanged 91 SP:Iteration 23Q (341.751835 sec): 3 clusters Score: Raw -1198532.792975 + Penalty 934.664921 = -1197598.128054 nChanged 63 SP:Iteration 24Q (341.816960 sec): 3 clusters Score: Raw -1198540.573280 + Penalty 934.664921 = -1197605.908359 nChanged 58 SP:Iteration 25Q (341.893894 sec): 3 clusters Score: Raw -1198547.065253 + Penalty 934.664921 = -1197612.400332 nChanged 58 SP:Iteration 26Q (341.979320 sec): 3 clusters Score: Raw -1198553.074035 + Penalty 934.664921 = -1197618.409114 nChanged 50 SP:Iteration 27Q (342.039726 sec): 3 clusters Score: Raw -1198557.110203 + Penalty 934.664921 = -1197622.445282 nChanged 35 SP:Iteration 28Q (342.125236 sec): 3 clusters Score: Raw -1198559.338073 + Penalty 934.664921 = -1197624.673152 nChanged 24 SP:Iteration 29Q (342.193290 sec): 3 clusters Score: Raw -1198560.431200 + Penalty 934.664921 = -1197625.766279 nChanged 18 SP:Iteration 30Q (342.254477 sec): 3 clusters Score: Raw -1198561.162388 + Penalty 934.664921 = -1197626.497467 nChanged 19 SP:Iteration 31Q (342.331287 sec): 3 clusters Score: Raw -1198562.288888 + Penalty 934.664921 = -1197627.623967 nChanged 16 SP:Iteration 32Q (342.398129 sec): 3 clusters Score: Raw -1198562.935529 + Penalty 934.664921 = -1197628.270608 nChanged 5 SP:Iteration 33Q (342.471611 sec): 3 clusters Score: Raw -1198563.093307 + Penalty 934.664921 = -1197628.428386 nChanged 2 SP:Iteration 34Q (342.543470 sec): 3 clusters Score: Raw -1198563.133507 + Penalty 934.664921 = -1197628.468586 nChanged 3 SP:Iteration 35Q (342.602448 sec): 3 clusters Score: Raw -1198563.197602 + Penalty 934.664921 = -1197628.532681 nChanged 3 SP:Iteration 36Q (342.688251 sec): 3 clusters Score: Raw -1198563.255934 + Penalty 934.664921 = -1197628.591013 nChanged 3 SP:Iteration 37Q (342.761495 sec): 3 clusters Score: Raw -1198563.384130 + Penalty 934.664921 = -1197628.719209 nChanged 3 SP:Iteration 38Q (342.821413 sec): 3 clusters Score: Raw -1198563.428281 + Penalty 934.664921 = -1197628.763360 nChanged 1 SP:Iteration 39Q (342.908561 sec): 3 clusters Score: Raw -1198563.449949 + Penalty 934.664921 = -1197628.785028 nChanged 2 SP:Iteration 40F (342.975330 sec): 3 clusters Score: Raw -1198563.478752 + Penalty 934.664921 = -1197628.813831 nChanged 4 SP:Iteration 41Q (343.061122 sec): 3 clusters Score: Raw -1198563.528709 + Penalty 934.664921 = -1197628.863788 nChanged 1 SP:Iteration 42Q (343.125016 sec): 3 clusters Score: Raw -1198563.541780 + Penalty 934.664921 = -1197628.876859 nChanged 1 SP:Iteration 43Q (343.197789 sec): 3 clusters Score: Raw -1198563.552996 + Penalty 934.664921 = -1197628.888075 nChanged 0 SP:Iteration 44F (343.264649 sec): 3 clusters Score: Raw -1198563.552996 + Penalty 934.664921 = -1197628.888075 nChanged 0 Score: Raw -17366979.708696 + Penalty 20785.841162 = -17346193.867534 Splitting cluster 17 changes total score from -17343180.328663 to -17346193.867534 So it's getting split into cluster 35. Trying to split cluster 18 (41008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.160861 sec): 2 clusters Score: Raw -1643902.862490 + Penalty 483.279271 = -1643419.583219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.247307 sec): 3 clusters Score: Raw -1616926.415020 + Penalty 966.558543 = -1615959.856477 nChanged 19696 SP:Iteration 1F (349.330287 sec): 3 clusters Score: Raw -1629370.492918 + Penalty 966.558543 = -1628403.934375 nChanged 2774 SP:Iteration 2F (349.418805 sec): 3 clusters Score: Raw -1630999.502216 + Penalty 966.558543 = -1630032.943674 nChanged 3031 SP:Iteration 3F (349.502296 sec): 3 clusters Score: Raw -1633162.840483 + Penalty 966.558543 = -1632196.281940 nChanged 2966 SP:Iteration 4F (349.585723 sec): 3 clusters Score: Raw -1635496.620695 + Penalty 966.558543 = -1634530.062152 nChanged 2690 SP:Iteration 5F (349.667345 sec): 3 clusters Score: Raw -1637319.888548 + Penalty 966.558543 = -1636353.330006 nChanged 1939 SP:Iteration 6Q (349.754857 sec): 3 clusters Score: Raw -1638211.209735 + Penalty 966.558543 = -1637244.651192 nChanged 1200 SP:Iteration 7Q (349.835078 sec): 3 clusters Score: Raw -1638567.765274 + Penalty 966.558543 = -1637601.206731 nChanged 741 SP:Iteration 8Q (349.926461 sec): 3 clusters Score: Raw -1638752.603456 + Penalty 966.558543 = -1637786.044913 nChanged 636 SP:Iteration 9Q (350.013254 sec): 3 clusters Score: Raw -1638921.654272 + Penalty 966.558543 = -1637955.095729 nChanged 595 SP:Iteration 10Q (350.093017 sec): 3 clusters Score: Raw -1639075.182502 + Penalty 966.558543 = -1638108.623959 nChanged 598 SP:Iteration 11Q (350.191982 sec): 3 clusters Score: Raw -1639239.616898 + Penalty 966.558543 = -1638273.058355 nChanged 609 SP:Iteration 12Q (350.278506 sec): 3 clusters Score: Raw -1639410.977336 + Penalty 966.558543 = -1638444.418793 nChanged 592 SP:Iteration 13Q (350.362233 sec): 3 clusters Score: Raw -1639574.022498 + Penalty 966.558543 = -1638607.463955 nChanged 545 SP:Iteration 14Q (350.445404 sec): 3 clusters Score: Raw -1639731.782811 + Penalty 966.558543 = -1638765.224268 nChanged 568 SP:Iteration 15Q (350.530057 sec): 3 clusters Score: Raw -1639898.735589 + Penalty 966.558543 = -1638932.177046 nChanged 566 SP:Iteration 16Q (350.612940 sec): 3 clusters Score: Raw -1640065.341802 + Penalty 966.558543 = -1639098.783259 nChanged 575 SP:Iteration 17Q (350.701731 sec): 3 clusters Score: Raw -1640252.526500 + Penalty 966.558543 = -1639285.967957 nChanged 605 SP:Iteration 18Q (350.786282 sec): 3 clusters Score: Raw -1640454.107057 + Penalty 966.558543 = -1639487.548514 nChanged 577 SP:Iteration 19Q (350.871295 sec): 3 clusters Score: Raw -1640643.962634 + Penalty 966.558543 = -1639677.404091 nChanged 593 SP:Iteration 20F (350.959995 sec): 3 clusters Score: Raw -1640842.221847 + Penalty 966.558543 = -1639875.663304 nChanged 566 SP:Iteration 21Q (351.044696 sec): 3 clusters Score: Raw -1641023.257226 + Penalty 966.558543 = -1640056.698684 nChanged 561 SP:Iteration 22Q (351.131086 sec): 3 clusters Score: Raw -1641199.430652 + Penalty 966.558543 = -1640232.872110 nChanged 508 SP:Iteration 23Q (351.214843 sec): 3 clusters Score: Raw -1641358.947300 + Penalty 966.558543 = -1640392.388757 nChanged 553 SP:Iteration 24Q (351.306749 sec): 3 clusters Score: Raw -1641534.096161 + Penalty 966.558543 = -1640567.537618 nChanged 510 SP:Iteration 25Q (351.384490 sec): 3 clusters Score: Raw -1641690.438497 + Penalty 966.558543 = -1640723.879954 nChanged 518 SP:Iteration 26Q (351.476368 sec): 3 clusters Score: Raw -1641859.973857 + Penalty 966.558543 = -1640893.415315 nChanged 508 SP:Iteration 27Q (351.556437 sec): 3 clusters Score: Raw -1642027.437501 + Penalty 966.558543 = -1641060.878959 nChanged 456 SP:Iteration 28Q (351.642180 sec): 3 clusters Score: Raw -1642166.661232 + Penalty 966.558543 = -1641200.102690 nChanged 412 SP:Iteration 29Q (351.728755 sec): 3 clusters Score: Raw -1642285.446135 + Penalty 966.558543 = -1641318.887593 nChanged 385 SP:Iteration 30Q (351.802685 sec): 3 clusters Score: Raw -1642397.392328 + Penalty 966.558543 = -1641430.833785 nChanged 365 SP:Iteration 31Q (351.889243 sec): 3 clusters Score: Raw -1642514.832848 + Penalty 966.558543 = -1641548.274306 nChanged 368 SP:Iteration 32Q (351.970105 sec): 3 clusters Score: Raw -1642638.540585 + Penalty 966.558543 = -1641671.982042 nChanged 369 SP:Iteration 33Q (352.050652 sec): 3 clusters Score: Raw -1642772.998404 + Penalty 966.558543 = -1641806.439861 nChanged 336 SP:Iteration 34Q (352.132526 sec): 3 clusters Score: Raw -1642891.911948 + Penalty 966.558543 = -1641925.353406 nChanged 316 SP:Iteration 35Q (352.211301 sec): 3 clusters Score: Raw -1643003.646936 + Penalty 966.558543 = -1642037.088393 nChanged 282 SP:Iteration 36Q (352.293861 sec): 3 clusters Score: Raw -1643101.769529 + Penalty 966.558543 = -1642135.210986 nChanged 256 SP:Iteration 37Q (352.374438 sec): 3 clusters Score: Raw -1643179.670899 + Penalty 966.558543 = -1642213.112356 nChanged 214 SP:Iteration 38Q (352.452802 sec): 3 clusters Score: Raw -1643242.043458 + Penalty 966.558543 = -1642275.484916 nChanged 178 SP:Iteration 39Q (352.534276 sec): 3 clusters Score: Raw -1643294.294637 + Penalty 966.558543 = -1642327.736094 nChanged 185 SP:Iteration 40F (352.624504 sec): 3 clusters Score: Raw -1643350.211814 + Penalty 966.558543 = -1642383.653271 nChanged 163 SP:Iteration 41Q (352.712603 sec): 3 clusters Score: Raw -1643395.739078 + Penalty 966.558543 = -1642429.180535 nChanged 158 SP:Iteration 42Q (352.792460 sec): 3 clusters Score: Raw -1643443.769325 + Penalty 966.558543 = -1642477.210783 nChanged 154 SP:Iteration 43Q (352.862211 sec): 3 clusters Score: Raw -1643492.524682 + Penalty 966.558543 = -1642525.966139 nChanged 135 SP:Iteration 44Q (352.945650 sec): 3 clusters Score: Raw -1643540.916268 + Penalty 966.558543 = -1642574.357725 nChanged 119 SP:Iteration 45Q (353.026896 sec): 3 clusters Score: Raw -1643588.148972 + Penalty 966.558543 = -1642621.590429 nChanged 120 SP:Iteration 46Q (353.108861 sec): 3 clusters Score: Raw -1643633.801974 + Penalty 966.558543 = -1642667.243431 nChanged 104 SP:Iteration 47Q (353.185617 sec): 3 clusters Score: Raw -1643670.625281 + Penalty 966.558543 = -1642704.066738 nChanged 87 SP:Iteration 48Q (353.258802 sec): 3 clusters Score: Raw -1643708.443456 + Penalty 966.558543 = -1642741.884913 nChanged 95 SP:Iteration 49Q (353.343859 sec): 3 clusters Score: Raw -1643749.556565 + Penalty 966.558543 = -1642782.998022 nChanged 92 SP:Iteration 50Q (353.423050 sec): 3 clusters Score: Raw -1643789.243222 + Penalty 966.558543 = -1642822.684679 nChanged 77 SP:Iteration 51Q (353.499892 sec): 3 clusters Score: Raw -1643817.545398 + Penalty 966.558543 = -1642850.986855 nChanged 62 SP:Iteration 52Q (353.577403 sec): 3 clusters Score: Raw -1643840.856898 + Penalty 966.558543 = -1642874.298355 nChanged 41 SP:Iteration 53Q (353.656825 sec): 3 clusters Score: Raw -1643856.259040 + Penalty 966.558543 = -1642889.700497 nChanged 39 SP:Iteration 54Q (353.731755 sec): 3 clusters Score: Raw -1643866.199046 + Penalty 966.558543 = -1642899.640503 nChanged 34 SP:Iteration 55Q (353.812811 sec): 3 clusters Score: Raw -1643875.487544 + Penalty 966.558543 = -1642908.929001 nChanged 35 SP:Iteration 56Q (353.892419 sec): 3 clusters Score: Raw -1643885.509346 + Penalty 966.558543 = -1642918.950804 nChanged 29 SP:Iteration 57Q (353.970547 sec): 3 clusters Score: Raw -1643892.563210 + Penalty 966.558543 = -1642926.004667 nChanged 24 SP:Iteration 58Q (354.046608 sec): 3 clusters Score: Raw -1643899.153076 + Penalty 966.558543 = -1642932.594533 nChanged 22 SP:Iteration 59Q (354.115870 sec): 3 clusters Score: Raw -1643906.642323 + Penalty 966.558543 = -1642940.083781 nChanged 24 SP:Iteration 60F (354.203056 sec): 3 clusters Score: Raw -1643916.019318 + Penalty 966.558543 = -1642949.460775 nChanged 24 SP:Iteration 61Q (354.274050 sec): 3 clusters Score: Raw -1643925.082633 + Penalty 966.558543 = -1642958.524090 nChanged 28 SP:Iteration 62Q (354.354094 sec): 3 clusters Score: Raw -1643935.153989 + Penalty 966.558543 = -1642968.595447 nChanged 27 SP:Iteration 63Q (354.439207 sec): 3 clusters Score: Raw -1643942.015656 + Penalty 966.558543 = -1642975.457113 nChanged 14 SP:Iteration 64Q (354.516310 sec): 3 clusters Score: Raw -1643944.852381 + Penalty 966.558543 = -1642978.293838 nChanged 14 SP:Iteration 65Q (354.591666 sec): 3 clusters Score: Raw -1643947.806296 + Penalty 966.558543 = -1642981.247753 nChanged 11 SP:Iteration 66Q (354.668902 sec): 3 clusters Score: Raw -1643951.343263 + Penalty 966.558543 = -1642984.784720 nChanged 14 SP:Iteration 67Q (354.745055 sec): 3 clusters Score: Raw -1643955.535504 + Penalty 966.558543 = -1642988.976961 nChanged 15 SP:Iteration 68Q (354.817170 sec): 3 clusters Score: Raw -1643959.780055 + Penalty 966.558543 = -1642993.221512 nChanged 10 SP:Iteration 69Q (354.904483 sec): 3 clusters Score: Raw -1643961.542123 + Penalty 966.558543 = -1642994.983581 nChanged 5 SP:Iteration 70Q (354.981026 sec): 3 clusters Score: Raw -1643962.244603 + Penalty 966.558543 = -1642995.686060 nChanged 2 SP:Iteration 71Q (355.058550 sec): 3 clusters Score: Raw -1643962.623437 + Penalty 966.558543 = -1642996.064895 nChanged 1 SP:Iteration 72Q (355.134194 sec): 3 clusters Score: Raw -1643962.660518 + Penalty 966.558543 = -1642996.101976 nChanged 0 SP:Iteration 73F (355.217947 sec): 3 clusters Score: Raw -1643962.660518 + Penalty 966.558543 = -1642996.101976 nChanged 0 Trying to split cluster 19 (1631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (355.248723 sec): 2 clusters Score: Raw -60050.396861 + Penalty 336.561161 = -59713.835700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (355.287566 sec): 3 clusters Score: Raw -59224.510454 + Penalty 673.122323 = -58551.388131 nChanged 683 SP:Iteration 1F (355.336419 sec): 3 clusters Score: Raw -60013.990426 + Penalty 673.122323 = -59340.868104 nChanged 258 SP:Iteration 2F (355.394152 sec): 3 clusters Score: Raw -60450.646994 + Penalty 673.122323 = -59777.524671 nChanged 163 SP:Iteration 3F (355.430453 sec): 3 clusters Score: Raw -60658.259056 + Penalty 673.122323 = -59985.136734 nChanged 95 SP:Iteration 4F (355.479007 sec): 3 clusters Score: Raw -60752.697754 + Penalty 673.122323 = -60079.575431 nChanged 62 SP:Iteration 5Q (355.527698 sec): 3 clusters Score: Raw -60799.276262 + Penalty 673.122323 = -60126.153939 nChanged 43 SP:Iteration 6Q (355.579985 sec): 3 clusters Score: Raw -60826.590524 + Penalty 673.122323 = -60153.468201 nChanged 29 SP:Iteration 7Q (355.630691 sec): 3 clusters Score: Raw -60840.131189 + Penalty 673.122323 = -60167.008866 nChanged 18 SP:Iteration 8Q (355.674815 sec): 3 clusters Score: Raw -60849.601990 + Penalty 673.122323 = -60176.479667 nChanged 22 SP:Iteration 9Q (355.724496 sec): 3 clusters Score: Raw -60864.322069 + Penalty 673.122323 = -60191.199746 nChanged 19 SP:Iteration 10Q (355.769755 sec): 3 clusters Score: Raw -60878.294665 + Penalty 673.122323 = -60205.172342 nChanged 20 SP:Iteration 11Q (355.815735 sec): 3 clusters Score: Raw -60892.997547 + Penalty 673.122323 = -60219.875224 nChanged 24 SP:Iteration 12Q (355.856651 sec): 3 clusters Score: Raw -60910.455137 + Penalty 673.122323 = -60237.332815 nChanged 22 SP:Iteration 13Q (355.901610 sec): 3 clusters Score: Raw -60932.076356 + Penalty 673.122323 = -60258.954034 nChanged 27 SP:Iteration 14Q (355.955930 sec): 3 clusters Score: Raw -60967.219807 + Penalty 673.122323 = -60294.097484 nChanged 25 SP:Iteration 15Q (356.006212 sec): 3 clusters Score: Raw -61006.894487 + Penalty 673.122323 = -60333.772164 nChanged 24 SP:Iteration 16Q (356.051173 sec): 3 clusters Score: Raw -61037.925785 + Penalty 673.122323 = -60364.803462 nChanged 17 SP:Iteration 17Q (356.104666 sec): 3 clusters Score: Raw -61053.947515 + Penalty 673.122323 = -60380.825192 nChanged 19 SP:Iteration 18Q (356.150978 sec): 3 clusters Score: Raw -61071.539780 + Penalty 673.122323 = -60398.417457 nChanged 17 SP:Iteration 19Q (356.199563 sec): 3 clusters Score: Raw -61085.440496 + Penalty 673.122323 = -60412.318173 nChanged 13 SP:Iteration 20F (356.248698 sec): 3 clusters Score: Raw -61092.782153 + Penalty 673.122323 = -60419.659831 nChanged 11 SP:Iteration 21Q (356.281871 sec): 3 clusters Score: Raw -61097.291433 + Penalty 673.122323 = -60424.169111 nChanged 9 SP:Iteration 22Q (356.335606 sec): 3 clusters Score: Raw -61100.401292 + Penalty 673.122323 = -60427.278969 nChanged 6 SP:Iteration 23Q (356.373224 sec): 3 clusters Score: Raw -61102.871383 + Penalty 673.122323 = -60429.749060 nChanged 5 SP:Iteration 24Q (356.425070 sec): 3 clusters Score: Raw -61104.326497 + Penalty 673.122323 = -60431.204174 nChanged 3 SP:Iteration 25Q (356.463294 sec): 3 clusters Score: Raw -61105.088529 + Penalty 673.122323 = -60431.966206 nChanged 0 SP:Iteration 26F (356.514363 sec): 3 clusters Score: Raw -61105.088529 + Penalty 673.122323 = -60431.966206 nChanged 0 Score: Raw -17368034.400363 + Penalty 21379.722338 = -17346654.678025 Splitting cluster 19 changes total score from -17343180.328663 to -17346654.678025 So it's getting split into cluster 36. Trying to split cluster 20 (4388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (362.537623 sec): 2 clusters Score: Raw -184674.053578 + Penalty 381.591611 = -184292.461967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (362.579170 sec): 3 clusters Score: Raw -182129.391555 + Penalty 763.183223 = -181366.208332 nChanged 1985 SP:Iteration 1F (362.640898 sec): 3 clusters Score: Raw -183574.350687 + Penalty 763.183223 = -182811.167464 nChanged 401 SP:Iteration 2F (362.682572 sec): 3 clusters Score: Raw -183892.313478 + Penalty 763.183223 = -183129.130255 nChanged 335 SP:Iteration 3F (362.739846 sec): 3 clusters Score: Raw -184112.662886 + Penalty 763.183223 = -183349.479663 nChanged 217 SP:Iteration 4Q (362.788789 sec): 3 clusters Score: Raw -184242.304328 + Penalty 763.183223 = -183479.121105 nChanged 192 SP:Iteration 5Q (362.833319 sec): 3 clusters Score: Raw -184353.044382 + Penalty 763.183223 = -183589.861159 nChanged 149 SP:Iteration 6Q (362.886197 sec): 3 clusters Score: Raw -184428.482994 + Penalty 763.183223 = -183665.299771 nChanged 135 SP:Iteration 7Q (362.941366 sec): 3 clusters Score: Raw -184501.015778 + Penalty 763.183223 = -183737.832556 nChanged 114 SP:Iteration 8Q (362.986858 sec): 3 clusters Score: Raw -184552.707015 + Penalty 763.183223 = -183789.523793 nChanged 74 SP:Iteration 9Q (363.040192 sec): 3 clusters Score: Raw -184574.104503 + Penalty 763.183223 = -183810.921280 nChanged 47 SP:Iteration 10Q (363.088895 sec): 3 clusters Score: Raw -184585.700658 + Penalty 763.183223 = -183822.517435 nChanged 38 SP:Iteration 11Q (363.136455 sec): 3 clusters Score: Raw -184594.047962 + Penalty 763.183223 = -183830.864739 nChanged 31 SP:Iteration 12Q (363.179585 sec): 3 clusters Score: Raw -184606.255100 + Penalty 763.183223 = -183843.071877 nChanged 44 SP:Iteration 13Q (363.224101 sec): 3 clusters Score: Raw -184616.339771 + Penalty 763.183223 = -183853.156549 nChanged 34 SP:Iteration 14Q (363.281133 sec): 3 clusters Score: Raw -184623.725745 + Penalty 763.183223 = -183860.542523 nChanged 26 SP:Iteration 15Q (363.320300 sec): 3 clusters Score: Raw -184627.812817 + Penalty 763.183223 = -183864.629594 nChanged 28 SP:Iteration 16Q (363.374403 sec): 3 clusters Score: Raw -184636.236813 + Penalty 763.183223 = -183873.053591 nChanged 47 SP:Iteration 17Q (363.429950 sec): 3 clusters Score: Raw -184650.171649 + Penalty 763.183223 = -183886.988426 nChanged 46 SP:Iteration 18Q (363.481230 sec): 3 clusters Score: Raw -184676.883702 + Penalty 763.183223 = -183913.700479 nChanged 55 SP:Iteration 19Q (363.539504 sec): 3 clusters Score: Raw -184716.180045 + Penalty 763.183223 = -183952.996822 nChanged 72 SP:Iteration 20F (363.592978 sec): 3 clusters Score: Raw -184770.344289 + Penalty 763.183223 = -184007.161066 nChanged 87 SP:Iteration 21Q (363.638663 sec): 3 clusters Score: Raw -184832.431757 + Penalty 763.183223 = -184069.248534 nChanged 81 SP:Iteration 22Q (363.695170 sec): 3 clusters Score: Raw -184891.437727 + Penalty 763.183223 = -184128.254504 nChanged 86 SP:Iteration 23Q (363.739085 sec): 3 clusters Score: Raw -184948.325418 + Penalty 763.183223 = -184185.142195 nChanged 76 SP:Iteration 24Q (363.783019 sec): 3 clusters Score: Raw -184987.098427 + Penalty 763.183223 = -184223.915204 nChanged 68 SP:Iteration 25Q (363.834122 sec): 3 clusters Score: Raw -185018.875687 + Penalty 763.183223 = -184255.692464 nChanged 53 SP:Iteration 26Q (363.878865 sec): 3 clusters Score: Raw -185046.236925 + Penalty 763.183223 = -184283.053702 nChanged 57 SP:Iteration 27Q (363.935140 sec): 3 clusters Score: Raw -185064.552112 + Penalty 763.183223 = -184301.368889 nChanged 31 SP:Iteration 28Q (363.980871 sec): 3 clusters Score: Raw -185070.699063 + Penalty 763.183223 = -184307.515841 nChanged 23 SP:Iteration 29Q (364.028513 sec): 3 clusters Score: Raw -185075.205458 + Penalty 763.183223 = -184312.022236 nChanged 21 SP:Iteration 30Q (364.076779 sec): 3 clusters Score: Raw -185080.156704 + Penalty 763.183223 = -184316.973481 nChanged 17 SP:Iteration 31Q (364.124917 sec): 3 clusters Score: Raw -185083.882989 + Penalty 763.183223 = -184320.699766 nChanged 16 SP:Iteration 32Q (364.172286 sec): 3 clusters Score: Raw -185086.665485 + Penalty 763.183223 = -184323.482262 nChanged 5 SP:Iteration 33Q (364.219504 sec): 3 clusters Score: Raw -185086.976219 + Penalty 763.183223 = -184323.792996 nChanged 3 SP:Iteration 34Q (364.267166 sec): 3 clusters Score: Raw -185087.505388 + Penalty 763.183223 = -184324.322166 nChanged 6 SP:Iteration 35Q (364.308500 sec): 3 clusters Score: Raw -185088.046642 + Penalty 763.183223 = -184324.863419 nChanged 3 SP:Iteration 36Q (364.360570 sec): 3 clusters Score: Raw -185088.165418 + Penalty 763.183223 = -184324.982195 nChanged 0 SP:Iteration 37F (364.420287 sec): 3 clusters Score: Raw -185088.165418 + Penalty 763.183223 = -184324.982195 nChanged 0 Score: Raw -17368448.512203 + Penalty 21973.603514 = -17346474.908688 Splitting cluster 20 changes total score from -17343180.328663 to -17346474.908688 So it's getting split into cluster 37. Trying to split cluster 21 (2509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (370.613462 sec): 2 clusters Score: Raw -94903.168668 + Penalty 356.157599 = -94547.011069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (370.659185 sec): 3 clusters Score: Raw -93489.124415 + Penalty 712.315199 = -92776.809217 nChanged 1075 SP:Iteration 1F (370.704714 sec): 3 clusters Score: Raw -94152.195256 + Penalty 712.315199 = -93439.880057 nChanged 203 SP:Iteration 2F (370.749462 sec): 3 clusters Score: Raw -94294.471731 + Penalty 712.315199 = -93582.156533 nChanged 194 SP:Iteration 3F (370.794938 sec): 3 clusters Score: Raw -94431.801732 + Penalty 712.315199 = -93719.486533 nChanged 146 SP:Iteration 4F (370.838520 sec): 3 clusters Score: Raw -94517.136117 + Penalty 712.315199 = -93804.820919 nChanged 118 SP:Iteration 5Q (370.887545 sec): 3 clusters Score: Raw -94595.336210 + Penalty 712.315199 = -93883.021011 nChanged 108 SP:Iteration 6Q (370.933481 sec): 3 clusters Score: Raw -94675.219988 + Penalty 712.315199 = -93962.904789 nChanged 90 SP:Iteration 7Q (370.981626 sec): 3 clusters Score: Raw -94739.975229 + Penalty 712.315199 = -94027.660030 nChanged 72 SP:Iteration 8Q (371.038242 sec): 3 clusters Score: Raw -94789.757419 + Penalty 712.315199 = -94077.442221 nChanged 62 SP:Iteration 9Q (371.081668 sec): 3 clusters Score: Raw -94832.320802 + Penalty 712.315199 = -94120.005603 nChanged 41 SP:Iteration 10Q (371.122627 sec): 3 clusters Score: Raw -94862.344479 + Penalty 712.315199 = -94150.029280 nChanged 41 SP:Iteration 11Q (371.175913 sec): 3 clusters Score: Raw -94887.966554 + Penalty 712.315199 = -94175.651356 nChanged 23 SP:Iteration 12Q (371.236249 sec): 3 clusters Score: Raw -94902.201627 + Penalty 712.315199 = -94189.886428 nChanged 23 SP:Iteration 13Q (371.286496 sec): 3 clusters Score: Raw -94918.880495 + Penalty 712.315199 = -94206.565296 nChanged 14 SP:Iteration 14Q (371.331891 sec): 3 clusters Score: Raw -94929.151957 + Penalty 712.315199 = -94216.836758 nChanged 11 SP:Iteration 15Q (371.387473 sec): 3 clusters Score: Raw -94933.061637 + Penalty 712.315199 = -94220.746438 nChanged 6 SP:Iteration 16Q (371.438099 sec): 3 clusters Score: Raw -94934.791379 + Penalty 712.315199 = -94222.476181 nChanged 3 SP:Iteration 17Q (371.480649 sec): 3 clusters Score: Raw -94935.834015 + Penalty 712.315199 = -94223.518816 nChanged 5 SP:Iteration 18Q (371.519256 sec): 3 clusters Score: Raw -94937.708295 + Penalty 712.315199 = -94225.393096 nChanged 3 SP:Iteration 19Q (371.568451 sec): 3 clusters Score: Raw -94940.244662 + Penalty 712.315199 = -94227.929463 nChanged 5 SP:Iteration 20F (371.608402 sec): 3 clusters Score: Raw -94943.057829 + Penalty 712.315199 = -94230.742631 nChanged 6 SP:Iteration 21Q (371.655450 sec): 3 clusters Score: Raw -94946.879817 + Penalty 712.315199 = -94234.564618 nChanged 9 SP:Iteration 22Q (371.693191 sec): 3 clusters Score: Raw -94958.123990 + Penalty 712.315199 = -94245.808792 nChanged 10 SP:Iteration 23Q (371.737532 sec): 3 clusters Score: Raw -94968.438026 + Penalty 712.315199 = -94256.122827 nChanged 16 SP:Iteration 24Q (371.782955 sec): 3 clusters Score: Raw -94981.037493 + Penalty 712.315199 = -94268.722294 nChanged 12 SP:Iteration 25Q (371.833304 sec): 3 clusters Score: Raw -94991.893828 + Penalty 712.315199 = -94279.578629 nChanged 21 SP:Iteration 26Q (371.881395 sec): 3 clusters Score: Raw -95011.355775 + Penalty 712.315199 = -94299.040576 nChanged 23 SP:Iteration 27Q (371.922817 sec): 3 clusters Score: Raw -95042.224268 + Penalty 712.315199 = -94329.909069 nChanged 23 SP:Iteration 28Q (371.967115 sec): 3 clusters Score: Raw -95073.214928 + Penalty 712.315199 = -94360.899729 nChanged 21 SP:Iteration 29Q (372.004539 sec): 3 clusters Score: Raw -95093.121832 + Penalty 712.315199 = -94380.806633 nChanged 16 SP:Iteration 30Q (372.057439 sec): 3 clusters Score: Raw -95111.736601 + Penalty 712.315199 = -94399.421402 nChanged 14 SP:Iteration 31Q (372.095688 sec): 3 clusters Score: Raw -95123.999359 + Penalty 712.315199 = -94411.684160 nChanged 10 SP:Iteration 32Q (372.140583 sec): 3 clusters Score: Raw -95128.913751 + Penalty 712.315199 = -94416.598553 nChanged 9 SP:Iteration 33Q (372.184621 sec): 3 clusters Score: Raw -95133.220432 + Penalty 712.315199 = -94420.905233 nChanged 8 SP:Iteration 34Q (372.232781 sec): 3 clusters Score: Raw -95139.631789 + Penalty 712.315199 = -94427.316590 nChanged 13 SP:Iteration 35Q (372.274258 sec): 3 clusters Score: Raw -95149.449041 + Penalty 712.315199 = -94437.133842 nChanged 13 SP:Iteration 36Q (372.319557 sec): 3 clusters Score: Raw -95155.807951 + Penalty 712.315199 = -94443.492752 nChanged 11 SP:Iteration 37Q (372.360691 sec): 3 clusters Score: Raw -95161.392411 + Penalty 712.315199 = -94449.077212 nChanged 11 SP:Iteration 38Q (372.416600 sec): 3 clusters Score: Raw -95165.269280 + Penalty 712.315199 = -94452.954081 nChanged 6 SP:Iteration 39Q (372.451048 sec): 3 clusters Score: Raw -95167.011682 + Penalty 712.315199 = -94454.696483 nChanged 4 SP:Iteration 40F (372.498028 sec): 3 clusters Score: Raw -95168.291721 + Penalty 712.315199 = -94455.976522 nChanged 1 SP:Iteration 41Q (372.545493 sec): 3 clusters Score: Raw -95168.545099 + Penalty 712.315199 = -94456.229900 nChanged 2 SP:Iteration 42Q (372.591195 sec): 3 clusters Score: Raw -95169.197706 + Penalty 712.315199 = -94456.882507 nChanged 2 SP:Iteration 43Q (372.633895 sec): 3 clusters Score: Raw -95170.076714 + Penalty 712.315199 = -94457.761515 nChanged 1 SP:Iteration 44Q (372.679065 sec): 3 clusters Score: Raw -95170.515808 + Penalty 712.315199 = -94458.200609 nChanged 2 SP:Iteration 45Q (372.720235 sec): 3 clusters Score: Raw -95171.528590 + Penalty 712.315199 = -94459.213392 nChanged 2 SP:Iteration 46Q (372.769153 sec): 3 clusters Score: Raw -95172.092762 + Penalty 712.315199 = -94459.777564 nChanged 2 SP:Iteration 47Q (372.826766 sec): 3 clusters Score: Raw -95172.649562 + Penalty 712.315199 = -94460.334363 nChanged 2 SP:Iteration 48Q (372.879031 sec): 3 clusters Score: Raw -95173.474335 + Penalty 712.315199 = -94461.159136 nChanged 4 SP:Iteration 49Q (372.924007 sec): 3 clusters Score: Raw -95175.831140 + Penalty 712.315199 = -94463.515942 nChanged 9 SP:Iteration 50Q (372.973453 sec): 3 clusters Score: Raw -95180.460489 + Penalty 712.315199 = -94468.145290 nChanged 8 SP:Iteration 51Q (373.029022 sec): 3 clusters Score: Raw -95185.159075 + Penalty 712.315199 = -94472.843877 nChanged 9 SP:Iteration 52Q (373.074618 sec): 3 clusters Score: Raw -95188.457326 + Penalty 712.315199 = -94476.142127 nChanged 4 SP:Iteration 53Q (373.119150 sec): 3 clusters Score: Raw -95190.032391 + Penalty 712.315199 = -94477.717192 nChanged 5 SP:Iteration 54Q (373.164476 sec): 3 clusters Score: Raw -95191.481613 + Penalty 712.315199 = -94479.166414 nChanged 6 SP:Iteration 55Q (373.212085 sec): 3 clusters Score: Raw -95193.226381 + Penalty 712.315199 = -94480.911183 nChanged 7 SP:Iteration 56Q (373.264291 sec): 3 clusters Score: Raw -95195.829323 + Penalty 712.315199 = -94483.514125 nChanged 9 SP:Iteration 57Q (373.316400 sec): 3 clusters Score: Raw -95199.058059 + Penalty 712.315199 = -94486.742860 nChanged 7 SP:Iteration 58Q (373.353809 sec): 3 clusters Score: Raw -95201.327536 + Penalty 712.315199 = -94489.012338 nChanged 6 SP:Iteration 59Q (373.404880 sec): 3 clusters Score: Raw -95202.883826 + Penalty 712.315199 = -94490.568628 nChanged 6 SP:Iteration 60F (373.453623 sec): 3 clusters Score: Raw -95205.056232 + Penalty 712.315199 = -94492.741034 nChanged 6 SP:Iteration 61Q (373.498254 sec): 3 clusters Score: Raw -95206.967914 + Penalty 712.315199 = -94494.652716 nChanged 7 SP:Iteration 62Q (373.546051 sec): 3 clusters Score: Raw -95208.886481 + Penalty 712.315199 = -94496.571282 nChanged 8 SP:Iteration 63Q (373.594044 sec): 3 clusters Score: Raw -95212.356799 + Penalty 712.315199 = -94500.041600 nChanged 12 SP:Iteration 64Q (373.638235 sec): 3 clusters Score: Raw -95217.058527 + Penalty 712.315199 = -94504.743328 nChanged 13 SP:Iteration 65Q (373.687250 sec): 3 clusters Score: Raw -95223.317187 + Penalty 712.315199 = -94511.001988 nChanged 15 SP:Iteration 66Q (373.735676 sec): 3 clusters Score: Raw -95228.559596 + Penalty 712.315199 = -94516.244397 nChanged 8 SP:Iteration 67Q (373.781309 sec): 3 clusters Score: Raw -95231.305941 + Penalty 712.315199 = -94518.990742 nChanged 9 SP:Iteration 68Q (373.836041 sec): 3 clusters Score: Raw -95234.390817 + Penalty 712.315199 = -94522.075618 nChanged 14 SP:Iteration 69Q (373.872800 sec): 3 clusters Score: Raw -95239.215802 + Penalty 712.315199 = -94526.900603 nChanged 13 SP:Iteration 70Q (373.925576 sec): 3 clusters Score: Raw -95244.449203 + Penalty 712.315199 = -94532.134004 nChanged 12 SP:Iteration 71Q (373.969860 sec): 3 clusters Score: Raw -95248.762262 + Penalty 712.315199 = -94536.447063 nChanged 8 SP:Iteration 72Q (374.016808 sec): 3 clusters Score: Raw -95251.363407 + Penalty 712.315199 = -94539.048208 nChanged 7 SP:Iteration 73Q (374.064922 sec): 3 clusters Score: Raw -95253.532318 + Penalty 712.315199 = -94541.217119 nChanged 8 SP:Iteration 74Q (374.103653 sec): 3 clusters Score: Raw -95255.693728 + Penalty 712.315199 = -94543.378529 nChanged 5 SP:Iteration 75Q (374.151422 sec): 3 clusters Score: Raw -95256.843059 + Penalty 712.315199 = -94544.527861 nChanged 5 SP:Iteration 76Q (374.194427 sec): 3 clusters Score: Raw -95259.225864 + Penalty 712.315199 = -94546.910666 nChanged 8 SP:Iteration 77Q (374.244028 sec): 3 clusters Score: Raw -95262.025983 + Penalty 712.315199 = -94549.710784 nChanged 4 SP:Iteration 78Q (374.283250 sec): 3 clusters Score: Raw -95263.275738 + Penalty 712.315199 = -94550.960539 nChanged 3 SP:Iteration 79Q (374.332161 sec): 3 clusters Score: Raw -95263.765351 + Penalty 712.315199 = -94551.450152 nChanged 1 SP:Iteration 80F (374.381889 sec): 3 clusters Score: Raw -95263.819276 + Penalty 712.315199 = -94551.504077 nChanged 1 SP:Iteration 81Q (374.436396 sec): 3 clusters Score: Raw -95263.853318 + Penalty 712.315199 = -94551.538119 nChanged 0 SP:Iteration 82F (374.481061 sec): 3 clusters Score: Raw -95263.853318 + Penalty 712.315199 = -94551.538119 nChanged 0 Score: Raw -17368809.196852 + Penalty 22567.484690 = -17346241.712162 Splitting cluster 21 changes total score from -17343180.328663 to -17346241.712162 So it's getting split into cluster 38. Trying to split cluster 22 (33912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (380.866117 sec): 2 clusters Score: Raw -1398232.582299 + Penalty 474.634352 = -1397757.947948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (380.947245 sec): 3 clusters Score: Raw -1376024.907491 + Penalty 949.268703 = -1375075.638787 nChanged 16220 SP:Iteration 1F (381.025489 sec): 3 clusters Score: Raw -1385473.542074 + Penalty 949.268703 = -1384524.273371 nChanged 1609 SP:Iteration 2Q (381.101515 sec): 3 clusters Score: Raw -1386057.027445 + Penalty 949.268703 = -1385107.758741 nChanged 1893 SP:Iteration 3F (381.178462 sec): 3 clusters Score: Raw -1386952.205236 + Penalty 949.268703 = -1386002.936533 nChanged 2405 SP:Iteration 4F (381.254172 sec): 3 clusters Score: Raw -1388477.110361 + Penalty 949.268703 = -1387527.841658 nChanged 2847 SP:Iteration 5F (381.334086 sec): 3 clusters Score: Raw -1390788.372968 + Penalty 949.268703 = -1389839.104265 nChanged 3003 SP:Iteration 6F (381.416936 sec): 3 clusters Score: Raw -1393524.922727 + Penalty 949.268703 = -1392575.654024 nChanged 2309 SP:Iteration 7F (381.488141 sec): 3 clusters Score: Raw -1395676.000542 + Penalty 949.268703 = -1394726.731839 nChanged 1476 SP:Iteration 8Q (381.567812 sec): 3 clusters Score: Raw -1397047.813286 + Penalty 949.268703 = -1396098.544583 nChanged 797 SP:Iteration 9Q (381.645678 sec): 3 clusters Score: Raw -1397768.878153 + Penalty 949.268703 = -1396819.609450 nChanged 347 SP:Iteration 10Q (381.715668 sec): 3 clusters Score: Raw -1398049.661420 + Penalty 949.268703 = -1397100.392717 nChanged 141 SP:Iteration 11Q (381.793116 sec): 3 clusters Score: Raw -1398165.782422 + Penalty 949.268703 = -1397216.513718 nChanged 73 SP:Iteration 12Q (381.865578 sec): 3 clusters Score: Raw -1398228.393597 + Penalty 949.268703 = -1397279.124893 nChanged 43 SP:Iteration 13Q (381.933282 sec): 3 clusters Score: Raw -1398262.209529 + Penalty 949.268703 = -1397312.940825 nChanged 30 SP:Iteration 14Q (382.008109 sec): 3 clusters Score: Raw -1398285.546073 + Penalty 949.268703 = -1397336.277370 nChanged 22 SP:Iteration 15Q (382.073209 sec): 3 clusters Score: Raw -1398302.029701 + Penalty 949.268703 = -1397352.760997 nChanged 20 SP:Iteration 16Q (382.142406 sec): 3 clusters Score: Raw -1398313.156784 + Penalty 949.268703 = -1397363.888080 nChanged 6 SP:Iteration 17Q (382.226812 sec): 3 clusters Score: Raw -1398316.853402 + Penalty 949.268703 = -1397367.584699 nChanged 7 SP:Iteration 18Q (382.300023 sec): 3 clusters Score: Raw -1398322.065012 + Penalty 949.268703 = -1397372.796308 nChanged 11 SP:Iteration 19Q (382.377217 sec): 3 clusters Score: Raw -1398327.265817 + Penalty 949.268703 = -1397377.997114 nChanged 5 SP:Iteration 20F (382.452840 sec): 3 clusters Score: Raw -1398329.645541 + Penalty 949.268703 = -1397380.376838 nChanged 3 SP:Iteration 21Q (382.523038 sec): 3 clusters Score: Raw -1398330.588165 + Penalty 949.268703 = -1397381.319462 nChanged 1 SP:Iteration 22Q (382.594026 sec): 3 clusters Score: Raw -1398330.756480 + Penalty 949.268703 = -1397381.487776 nChanged 2 SP:Iteration 23Q (382.666346 sec): 3 clusters Score: Raw -1398331.531038 + Penalty 949.268703 = -1397382.262334 nChanged 0 SP:Iteration 24F (382.742806 sec): 3 clusters Score: Raw -1398331.531038 + Penalty 949.268703 = -1397382.262334 nChanged 0 Trying to split cluster 23 (108213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (382.846449 sec): 2 clusters Score: Raw -4377615.667605 + Penalty 527.429484 = -4377088.238121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (382.997115 sec): 3 clusters Score: Raw -4305111.481706 + Penalty 1054.858968 = -4304056.622739 nChanged 52789 SP:Iteration 1F (383.136695 sec): 3 clusters Score: Raw -4337537.657517 + Penalty 1054.858968 = -4336482.798549 nChanged 5136 SP:Iteration 2Q (383.298219 sec): 3 clusters Score: Raw -4339643.924883 + Penalty 1054.858968 = -4338589.065915 nChanged 5612 SP:Iteration 3F (383.440396 sec): 3 clusters Score: Raw -4342564.337653 + Penalty 1054.858968 = -4341509.478685 nChanged 6344 SP:Iteration 4F (383.575000 sec): 3 clusters Score: Raw -4346899.880751 + Penalty 1054.858968 = -4345845.021783 nChanged 6875 SP:Iteration 5F (383.729425 sec): 3 clusters Score: Raw -4352306.722541 + Penalty 1054.858968 = -4351251.863574 nChanged 6707 SP:Iteration 6F (383.874961 sec): 3 clusters Score: Raw -4357701.790481 + Penalty 1054.858968 = -4356646.931513 nChanged 5470 SP:Iteration 7F (384.015875 sec): 3 clusters Score: Raw -4361218.316829 + Penalty 1054.858968 = -4360163.457861 nChanged 3936 SP:Iteration 8Q (384.166512 sec): 3 clusters Score: Raw -4362929.325905 + Penalty 1054.858968 = -4361874.466937 nChanged 2754 SP:Iteration 9Q (384.311449 sec): 3 clusters Score: Raw -4363904.588412 + Penalty 1054.858968 = -4362849.729445 nChanged 2361 SP:Iteration 10Q (384.463478 sec): 3 clusters Score: Raw -4364718.452356 + Penalty 1054.858968 = -4363663.593389 nChanged 2266 SP:Iteration 11Q (384.615978 sec): 3 clusters Score: Raw -4365537.483359 + Penalty 1054.858968 = -4364482.624391 nChanged 2280 SP:Iteration 12Q (384.764202 sec): 3 clusters Score: Raw -4366447.182998 + Penalty 1054.858968 = -4365392.324030 nChanged 2311 SP:Iteration 13Q (384.915519 sec): 3 clusters Score: Raw -4367440.821850 + Penalty 1054.858968 = -4366385.962882 nChanged 2276 SP:Iteration 14Q (385.074004 sec): 3 clusters Score: Raw -4368470.420086 + Penalty 1054.858968 = -4367415.561119 nChanged 2241 SP:Iteration 15Q (385.213531 sec): 3 clusters Score: Raw -4369552.826579 + Penalty 1054.858968 = -4368497.967611 nChanged 2250 SP:Iteration 16Q (385.346795 sec): 3 clusters Score: Raw -4370739.714665 + Penalty 1054.858968 = -4369684.855697 nChanged 2161 SP:Iteration 17Q (385.491369 sec): 3 clusters Score: Raw -4371934.944356 + Penalty 1054.858968 = -4370880.085389 nChanged 1942 SP:Iteration 18Q (385.620925 sec): 3 clusters Score: Raw -4373062.793058 + Penalty 1054.858968 = -4372007.934090 nChanged 1724 SP:Iteration 19Q (385.753948 sec): 3 clusters Score: Raw -4374102.217625 + Penalty 1054.858968 = -4373047.358658 nChanged 1490 SP:Iteration 20F (385.903490 sec): 3 clusters Score: Raw -4375002.504466 + Penalty 1054.858968 = -4373947.645499 nChanged 1183 SP:Iteration 21Q (386.032571 sec): 3 clusters Score: Raw -4375681.588110 + Penalty 1054.858968 = -4374626.729142 nChanged 916 SP:Iteration 22Q (386.167390 sec): 3 clusters Score: Raw -4376196.502022 + Penalty 1054.858968 = -4375141.643054 nChanged 753 SP:Iteration 23Q (386.302251 sec): 3 clusters Score: Raw -4376630.825880 + Penalty 1054.858968 = -4375575.966913 nChanged 621 SP:Iteration 24Q (386.433600 sec): 3 clusters Score: Raw -4376999.173742 + Penalty 1054.858968 = -4375944.314774 nChanged 481 SP:Iteration 25Q (386.561420 sec): 3 clusters Score: Raw -4377278.250778 + Penalty 1054.858968 = -4376223.391810 nChanged 333 SP:Iteration 26Q (386.698058 sec): 3 clusters Score: Raw -4377450.649844 + Penalty 1054.858968 = -4376395.790877 nChanged 255 SP:Iteration 27Q (386.827449 sec): 3 clusters Score: Raw -4377559.362477 + Penalty 1054.858968 = -4376504.503509 nChanged 208 SP:Iteration 28Q (386.952818 sec): 3 clusters Score: Raw -4377636.692977 + Penalty 1054.858968 = -4376581.834009 nChanged 143 SP:Iteration 29Q (387.076932 sec): 3 clusters Score: Raw -4377683.884800 + Penalty 1054.858968 = -4376629.025832 nChanged 115 SP:Iteration 30Q (387.206848 sec): 3 clusters Score: Raw -4377719.605142 + Penalty 1054.858968 = -4376664.746174 nChanged 91 SP:Iteration 31Q (387.330404 sec): 3 clusters Score: Raw -4377745.719229 + Penalty 1054.858968 = -4376690.860262 nChanged 69 SP:Iteration 32Q (387.450758 sec): 3 clusters Score: Raw -4377764.660333 + Penalty 1054.858968 = -4376709.801365 nChanged 54 SP:Iteration 33Q (387.584264 sec): 3 clusters Score: Raw -4377776.275356 + Penalty 1054.858968 = -4376721.416388 nChanged 52 SP:Iteration 34Q (387.706401 sec): 3 clusters Score: Raw -4377787.093893 + Penalty 1054.858968 = -4376732.234925 nChanged 41 SP:Iteration 35Q (387.839919 sec): 3 clusters Score: Raw -4377794.397191 + Penalty 1054.858968 = -4376739.538223 nChanged 32 SP:Iteration 36Q (387.968916 sec): 3 clusters Score: Raw -4377800.929527 + Penalty 1054.858968 = -4376746.070560 nChanged 30 SP:Iteration 37Q (388.079746 sec): 3 clusters Score: Raw -4377807.756330 + Penalty 1054.858968 = -4376752.897362 nChanged 35 SP:Iteration 38Q (388.216001 sec): 3 clusters Score: Raw -4377816.539284 + Penalty 1054.858968 = -4376761.680316 nChanged 31 SP:Iteration 39Q (388.338296 sec): 3 clusters Score: Raw -4377822.660176 + Penalty 1054.858968 = -4376767.801209 nChanged 19 SP:Iteration 40F (388.481391 sec): 3 clusters Score: Raw -4377826.049528 + Penalty 1054.858968 = -4376771.190560 nChanged 18 SP:Iteration 41Q (388.610047 sec): 3 clusters Score: Raw -4377829.481989 + Penalty 1054.858968 = -4376774.623021 nChanged 19 SP:Iteration 42Q (388.769491 sec): 3 clusters Score: Raw -4377832.277781 + Penalty 1054.858968 = -4376777.418814 nChanged 16 SP:Iteration 43Q (388.910353 sec): 3 clusters Score: Raw -4377835.024505 + Penalty 1054.858968 = -4376780.165537 nChanged 11 SP:Iteration 44Q (389.047403 sec): 3 clusters Score: Raw -4377837.464836 + Penalty 1054.858968 = -4376782.605869 nChanged 12 SP:Iteration 45Q (389.179740 sec): 3 clusters Score: Raw -4377839.572670 + Penalty 1054.858968 = -4376784.713702 nChanged 12 SP:Iteration 46Q (389.309717 sec): 3 clusters Score: Raw -4377841.739824 + Penalty 1054.858968 = -4376786.880856 nChanged 16 SP:Iteration 47Q (389.432047 sec): 3 clusters Score: Raw -4377844.991518 + Penalty 1054.858968 = -4376790.132551 nChanged 22 SP:Iteration 48Q (389.561128 sec): 3 clusters Score: Raw -4377848.904491 + Penalty 1054.858968 = -4376794.045523 nChanged 15 SP:Iteration 49Q (389.693974 sec): 3 clusters Score: Raw -4377850.909961 + Penalty 1054.858968 = -4376796.050994 nChanged 6 SP:Iteration 50Q (389.822768 sec): 3 clusters Score: Raw -4377852.643136 + Penalty 1054.858968 = -4376797.784168 nChanged 8 SP:Iteration 51Q (389.955949 sec): 3 clusters Score: Raw -4377854.121181 + Penalty 1054.858968 = -4376799.262214 nChanged 7 SP:Iteration 52Q (390.087381 sec): 3 clusters Score: Raw -4377855.453550 + Penalty 1054.858968 = -4376800.594582 nChanged 12 SP:Iteration 53Q (390.211109 sec): 3 clusters Score: Raw -4377858.308258 + Penalty 1054.858968 = -4376803.449291 nChanged 12 SP:Iteration 54Q (390.335033 sec): 3 clusters Score: Raw -4377860.839221 + Penalty 1054.858968 = -4376805.980254 nChanged 7 SP:Iteration 55Q (390.458013 sec): 3 clusters Score: Raw -4377862.295280 + Penalty 1054.858968 = -4376807.436312 nChanged 13 SP:Iteration 56Q (390.585004 sec): 3 clusters Score: Raw -4377865.387567 + Penalty 1054.858968 = -4376810.528599 nChanged 12 SP:Iteration 57Q (390.706781 sec): 3 clusters Score: Raw -4377867.371570 + Penalty 1054.858968 = -4376812.512602 nChanged 5 SP:Iteration 58Q (390.842243 sec): 3 clusters Score: Raw -4377868.188396 + Penalty 1054.858968 = -4376813.329428 nChanged 7 SP:Iteration 59Q (390.979645 sec): 3 clusters Score: Raw -4377868.748450 + Penalty 1054.858968 = -4376813.889483 nChanged 4 SP:Iteration 60F (391.121961 sec): 3 clusters Score: Raw -4377869.194324 + Penalty 1054.858968 = -4376814.335356 nChanged 5 SP:Iteration 61Q (391.244754 sec): 3 clusters Score: Raw -4377869.897915 + Penalty 1054.858968 = -4376815.038948 nChanged 5 SP:Iteration 62Q (391.381209 sec): 3 clusters Score: Raw -4377870.539461 + Penalty 1054.858968 = -4376815.680494 nChanged 5 SP:Iteration 63Q (391.515910 sec): 3 clusters Score: Raw -4377871.160850 + Penalty 1054.858968 = -4376816.301882 nChanged 3 SP:Iteration 64Q (391.644133 sec): 3 clusters Score: Raw -4377871.535244 + Penalty 1054.858968 = -4376816.676276 nChanged 5 SP:Iteration 65Q (391.774950 sec): 3 clusters Score: Raw -4377872.196156 + Penalty 1054.858968 = -4376817.337189 nChanged 9 SP:Iteration 66Q (391.903310 sec): 3 clusters Score: Raw -4377872.966421 + Penalty 1054.858968 = -4376818.107453 nChanged 5 SP:Iteration 67Q (392.024837 sec): 3 clusters Score: Raw -4377873.440561 + Penalty 1054.858968 = -4376818.581594 nChanged 3 SP:Iteration 68Q (392.153829 sec): 3 clusters Score: Raw -4377873.740599 + Penalty 1054.858968 = -4376818.881632 nChanged 1 SP:Iteration 69Q (392.280336 sec): 3 clusters Score: Raw -4377873.936821 + Penalty 1054.858968 = -4376819.077853 nChanged 2 SP:Iteration 70Q (392.411952 sec): 3 clusters Score: Raw -4377874.232728 + Penalty 1054.858968 = -4376819.373761 nChanged 2 SP:Iteration 71Q (392.544550 sec): 3 clusters Score: Raw -4377874.544465 + Penalty 1054.858968 = -4376819.685497 nChanged 1 SP:Iteration 72Q (392.661346 sec): 3 clusters Score: Raw -4377874.685793 + Penalty 1054.858968 = -4376819.826825 nChanged 3 SP:Iteration 73Q (392.795846 sec): 3 clusters Score: Raw -4377875.384441 + Penalty 1054.858968 = -4376820.525474 nChanged 5 SP:Iteration 74Q (392.915049 sec): 3 clusters Score: Raw -4377876.374961 + Penalty 1054.858968 = -4376821.515994 nChanged 7 SP:Iteration 75Q (393.037023 sec): 3 clusters Score: Raw -4377877.232926 + Penalty 1054.858968 = -4376822.373959 nChanged 7 SP:Iteration 76Q (393.159389 sec): 3 clusters Score: Raw -4377878.364027 + Penalty 1054.858968 = -4376823.505059 nChanged 3 SP:Iteration 77Q (393.291106 sec): 3 clusters Score: Raw -4377879.756111 + Penalty 1054.858968 = -4376824.897144 nChanged 6 SP:Iteration 78Q (393.417458 sec): 3 clusters Score: Raw -4377881.111369 + Penalty 1054.858968 = -4376826.252401 nChanged 8 SP:Iteration 79Q (393.540375 sec): 3 clusters Score: Raw -4377882.870733 + Penalty 1054.858968 = -4376828.011766 nChanged 6 SP:Iteration 80F (393.681339 sec): 3 clusters Score: Raw -4377883.822516 + Penalty 1054.858968 = -4376828.963548 nChanged 6 SP:Iteration 81Q (393.809423 sec): 3 clusters Score: Raw -4377884.927505 + Penalty 1054.858968 = -4376830.068537 nChanged 6 SP:Iteration 82Q (393.935632 sec): 3 clusters Score: Raw -4377885.892145 + Penalty 1054.858968 = -4376831.033178 nChanged 3 SP:Iteration 83Q (394.057502 sec): 3 clusters Score: Raw -4377886.366909 + Penalty 1054.858968 = -4376831.507942 nChanged 5 SP:Iteration 84Q (394.185266 sec): 3 clusters Score: Raw -4377887.407631 + Penalty 1054.858968 = -4376832.548663 nChanged 5 SP:Iteration 85Q (394.305764 sec): 3 clusters Score: Raw -4377888.416783 + Penalty 1054.858968 = -4376833.557815 nChanged 4 SP:Iteration 86Q (394.421872 sec): 3 clusters Score: Raw -4377889.118633 + Penalty 1054.858968 = -4376834.259665 nChanged 4 SP:Iteration 87Q (394.562433 sec): 3 clusters Score: Raw -4377889.494643 + Penalty 1054.858968 = -4376834.635676 nChanged 2 SP:Iteration 88Q (394.708616 sec): 3 clusters Score: Raw -4377889.850821 + Penalty 1054.858968 = -4376834.991854 nChanged 2 SP:Iteration 89Q (394.831097 sec): 3 clusters Score: Raw -4377890.249570 + Penalty 1054.858968 = -4376835.390602 nChanged 2 SP:Iteration 90Q (394.961427 sec): 3 clusters Score: Raw -4377890.374903 + Penalty 1054.858968 = -4376835.515936 nChanged 1 SP:Iteration 91Q (395.088128 sec): 3 clusters Score: Raw -4377890.520517 + Penalty 1054.858968 = -4376835.661549 nChanged 1 SP:Iteration 92Q (395.209787 sec): 3 clusters Score: Raw -4377890.557457 + Penalty 1054.858968 = -4376835.698489 nChanged 0 SP:Iteration 93F (395.353158 sec): 3 clusters Score: Raw -4377890.557457 + Penalty 1054.858968 = -4376835.698489 nChanged 0 Trying to split cluster 24 (5914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (395.392312 sec): 2 clusters Score: Raw -231448.309837 + Penalty 395.171035 = -231053.138802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (395.441709 sec): 3 clusters Score: Raw -227938.072273 + Penalty 790.342071 = -227147.730202 nChanged 2652 SP:Iteration 1F (395.492706 sec): 3 clusters Score: Raw -229595.667606 + Penalty 790.342071 = -228805.325535 nChanged 399 SP:Iteration 2F (395.549500 sec): 3 clusters Score: Raw -229827.805196 + Penalty 790.342071 = -229037.463126 nChanged 358 SP:Iteration 3F (395.599503 sec): 3 clusters Score: Raw -230057.669843 + Penalty 790.342071 = -229267.327772 nChanged 363 SP:Iteration 4F (395.655863 sec): 3 clusters Score: Raw -230340.317601 + Penalty 790.342071 = -229549.975530 nChanged 323 SP:Iteration 5F (395.713179 sec): 3 clusters Score: Raw -230624.030453 + Penalty 790.342071 = -229833.688382 nChanged 286 SP:Iteration 6Q (395.758606 sec): 3 clusters Score: Raw -230872.503677 + Penalty 790.342071 = -230082.161606 nChanged 203 SP:Iteration 7Q (395.808269 sec): 3 clusters Score: Raw -231025.072216 + Penalty 790.342071 = -230234.730145 nChanged 158 SP:Iteration 8Q (395.872011 sec): 3 clusters Score: Raw -231130.040110 + Penalty 790.342071 = -230339.698039 nChanged 128 SP:Iteration 9Q (395.922131 sec): 3 clusters Score: Raw -231210.280162 + Penalty 790.342071 = -230419.938091 nChanged 99 SP:Iteration 10Q (395.974912 sec): 3 clusters Score: Raw -231267.715913 + Penalty 790.342071 = -230477.373842 nChanged 79 SP:Iteration 11Q (396.025207 sec): 3 clusters Score: Raw -231316.170534 + Penalty 790.342071 = -230525.828463 nChanged 72 SP:Iteration 12Q (396.078478 sec): 3 clusters Score: Raw -231356.566078 + Penalty 790.342071 = -230566.224007 nChanged 55 SP:Iteration 13Q (396.132448 sec): 3 clusters Score: Raw -231386.831410 + Penalty 790.342071 = -230596.489340 nChanged 39 SP:Iteration 14Q (396.183288 sec): 3 clusters Score: Raw -231414.288592 + Penalty 790.342071 = -230623.946521 nChanged 36 SP:Iteration 15Q (396.228722 sec): 3 clusters Score: Raw -231435.143645 + Penalty 790.342071 = -230644.801574 nChanged 27 SP:Iteration 16Q (396.283924 sec): 3 clusters Score: Raw -231448.862279 + Penalty 790.342071 = -230658.520208 nChanged 26 SP:Iteration 17Q (396.336910 sec): 3 clusters Score: Raw -231460.880079 + Penalty 790.342071 = -230670.538008 nChanged 23 SP:Iteration 18Q (396.385764 sec): 3 clusters Score: Raw -231471.882626 + Penalty 790.342071 = -230681.540555 nChanged 21 SP:Iteration 19Q (396.429273 sec): 3 clusters Score: Raw -231485.406165 + Penalty 790.342071 = -230695.064094 nChanged 19 SP:Iteration 20F (396.492203 sec): 3 clusters Score: Raw -231494.706527 + Penalty 790.342071 = -230704.364456 nChanged 17 SP:Iteration 21Q (396.542794 sec): 3 clusters Score: Raw -231504.327929 + Penalty 790.342071 = -230713.985859 nChanged 14 SP:Iteration 22Q (396.584077 sec): 3 clusters Score: Raw -231511.072567 + Penalty 790.342071 = -230720.730496 nChanged 6 SP:Iteration 23Q (396.649288 sec): 3 clusters Score: Raw -231514.014229 + Penalty 790.342071 = -230723.672158 nChanged 9 SP:Iteration 24Q (396.697841 sec): 3 clusters Score: Raw -231519.643823 + Penalty 790.342071 = -230729.301752 nChanged 6 SP:Iteration 25Q (396.755485 sec): 3 clusters Score: Raw -231521.355358 + Penalty 790.342071 = -230731.013287 nChanged 2 SP:Iteration 26Q (396.803647 sec): 3 clusters Score: Raw -231522.571771 + Penalty 790.342071 = -230732.229701 nChanged 3 SP:Iteration 27Q (396.843723 sec): 3 clusters Score: Raw -231523.408194 + Penalty 790.342071 = -230733.066123 nChanged 2 SP:Iteration 28Q (396.895337 sec): 3 clusters Score: Raw -231524.426489 + Penalty 790.342071 = -230734.084419 nChanged 1 SP:Iteration 29Q (396.950932 sec): 3 clusters Score: Raw -231524.895244 + Penalty 790.342071 = -230734.553173 nChanged 0 SP:Iteration 30F (397.008994 sec): 3 clusters Score: Raw -231524.895244 + Penalty 790.342071 = -230734.553173 nChanged 0 Trying to split cluster 25 (45486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (397.073436 sec): 2 clusters Score: Raw -1851000.663520 + Penalty 487.994774 = -1850512.668746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (397.159516 sec): 3 clusters Score: Raw -1820965.255850 + Penalty 975.989548 = -1819989.266302 nChanged 22020 SP:Iteration 1F (397.245194 sec): 3 clusters Score: Raw -1835536.476865 + Penalty 975.989548 = -1834560.487318 nChanged 3172 SP:Iteration 2F (397.321967 sec): 3 clusters Score: Raw -1837686.107829 + Penalty 975.989548 = -1836710.118282 nChanged 3370 SP:Iteration 3F (397.419660 sec): 3 clusters Score: Raw -1840437.078176 + Penalty 975.989548 = -1839461.088629 nChanged 3135 SP:Iteration 4F (397.507038 sec): 3 clusters Score: Raw -1843427.416553 + Penalty 975.989548 = -1842451.427006 nChanged 2587 SP:Iteration 5F (397.594125 sec): 3 clusters Score: Raw -1845893.463010 + Penalty 975.989548 = -1844917.473463 nChanged 1933 SP:Iteration 6Q (397.682948 sec): 3 clusters Score: Raw -1847384.789040 + Penalty 975.989548 = -1846408.799492 nChanged 1422 SP:Iteration 7Q (397.770477 sec): 3 clusters Score: Raw -1848312.158236 + Penalty 975.989548 = -1847336.168689 nChanged 1120 SP:Iteration 8Q (397.855135 sec): 3 clusters Score: Raw -1848985.231505 + Penalty 975.989548 = -1848009.241957 nChanged 990 SP:Iteration 9Q (397.938663 sec): 3 clusters Score: Raw -1849574.914275 + Penalty 975.989548 = -1848598.924727 nChanged 879 SP:Iteration 10Q (398.018819 sec): 3 clusters Score: Raw -1850091.734735 + Penalty 975.989548 = -1849115.745187 nChanged 705 SP:Iteration 11Q (398.104974 sec): 3 clusters Score: Raw -1850466.413728 + Penalty 975.989548 = -1849490.424180 nChanged 548 SP:Iteration 12Q (398.192835 sec): 3 clusters Score: Raw -1850717.905604 + Penalty 975.989548 = -1849741.916056 nChanged 455 SP:Iteration 13Q (398.265076 sec): 3 clusters Score: Raw -1850895.401366 + Penalty 975.989548 = -1849919.411818 nChanged 368 SP:Iteration 14Q (398.362837 sec): 3 clusters Score: Raw -1851024.438457 + Penalty 975.989548 = -1850048.448909 nChanged 303 SP:Iteration 15Q (398.446369 sec): 3 clusters Score: Raw -1851123.834508 + Penalty 975.989548 = -1850147.844960 nChanged 276 SP:Iteration 16Q (398.539235 sec): 3 clusters Score: Raw -1851224.142250 + Penalty 975.989548 = -1850248.152702 nChanged 242 SP:Iteration 17Q (398.625577 sec): 3 clusters Score: Raw -1851317.535344 + Penalty 975.989548 = -1850341.545796 nChanged 206 SP:Iteration 18Q (398.715731 sec): 3 clusters Score: Raw -1851387.606056 + Penalty 975.989548 = -1850411.616508 nChanged 165 SP:Iteration 19Q (398.786057 sec): 3 clusters Score: Raw -1851430.113027 + Penalty 975.989548 = -1850454.123480 nChanged 121 SP:Iteration 20F (398.871401 sec): 3 clusters Score: Raw -1851457.798188 + Penalty 975.989548 = -1850481.808641 nChanged 95 SP:Iteration 21Q (398.964346 sec): 3 clusters Score: Raw -1851479.101683 + Penalty 975.989548 = -1850503.112135 nChanged 77 SP:Iteration 22Q (399.043418 sec): 3 clusters Score: Raw -1851498.217891 + Penalty 975.989548 = -1850522.228343 nChanged 67 SP:Iteration 23Q (399.127776 sec): 3 clusters Score: Raw -1851513.579013 + Penalty 975.989548 = -1850537.589465 nChanged 63 SP:Iteration 24Q (399.212233 sec): 3 clusters Score: Raw -1851525.793026 + Penalty 975.989548 = -1850549.803478 nChanged 54 SP:Iteration 25Q (399.294121 sec): 3 clusters Score: Raw -1851534.910478 + Penalty 975.989548 = -1850558.920930 nChanged 39 SP:Iteration 26Q (399.382153 sec): 3 clusters Score: Raw -1851540.244064 + Penalty 975.989548 = -1850564.254516 nChanged 36 SP:Iteration 27Q (399.464439 sec): 3 clusters Score: Raw -1851545.933037 + Penalty 975.989548 = -1850569.943490 nChanged 29 SP:Iteration 28Q (399.550370 sec): 3 clusters Score: Raw -1851549.355925 + Penalty 975.989548 = -1850573.366378 nChanged 19 SP:Iteration 29Q (399.621662 sec): 3 clusters Score: Raw -1851551.589173 + Penalty 975.989548 = -1850575.599625 nChanged 12 SP:Iteration 30Q (399.697540 sec): 3 clusters Score: Raw -1851552.578183 + Penalty 975.989548 = -1850576.588636 nChanged 14 SP:Iteration 31Q (399.787200 sec): 3 clusters Score: Raw -1851554.487268 + Penalty 975.989548 = -1850578.497720 nChanged 11 SP:Iteration 32Q (399.867528 sec): 3 clusters Score: Raw -1851555.432757 + Penalty 975.989548 = -1850579.443210 nChanged 8 SP:Iteration 33Q (399.943483 sec): 3 clusters Score: Raw -1851556.100012 + Penalty 975.989548 = -1850580.110464 nChanged 9 SP:Iteration 34Q (400.025395 sec): 3 clusters Score: Raw -1851556.688446 + Penalty 975.989548 = -1850580.698898 nChanged 4 SP:Iteration 35Q (400.112722 sec): 3 clusters Score: Raw -1851557.135322 + Penalty 975.989548 = -1850581.145775 nChanged 9 SP:Iteration 36Q (400.186976 sec): 3 clusters Score: Raw -1851558.085204 + Penalty 975.989548 = -1850582.095656 nChanged 10 SP:Iteration 37Q (400.284492 sec): 3 clusters Score: Raw -1851558.966094 + Penalty 975.989548 = -1850582.976547 nChanged 5 SP:Iteration 38Q (400.363609 sec): 3 clusters Score: Raw -1851559.180670 + Penalty 975.989548 = -1850583.191123 nChanged 2 SP:Iteration 39Q (400.444873 sec): 3 clusters Score: Raw -1851559.245554 + Penalty 975.989548 = -1850583.256007 nChanged 1 SP:Iteration 40F (400.540599 sec): 3 clusters Score: Raw -1851559.274058 + Penalty 975.989548 = -1850583.284510 nChanged 0 Score: Raw -17369367.807390 + Penalty 23161.365867 = -17346206.441524 Splitting cluster 25 changes total score from -17343180.328663 to -17346206.441524 So it's getting split into cluster 39. Trying to split cluster 26 (13394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.003479 sec): 2 clusters Score: Raw -562876.630869 + Penalty 432.366577 = -562444.264292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (407.065269 sec): 3 clusters Score: Raw -554331.477562 + Penalty 864.733153 = -553466.744408 nChanged 6287 SP:Iteration 1F (407.126936 sec): 3 clusters Score: Raw -558093.566255 + Penalty 864.733153 = -557228.833101 nChanged 887 SP:Iteration 2F (407.186141 sec): 3 clusters Score: Raw -558577.798030 + Penalty 864.733153 = -557713.064877 nChanged 964 SP:Iteration 3F (407.250650 sec): 3 clusters Score: Raw -559215.342138 + Penalty 864.733153 = -558350.608985 nChanged 1010 SP:Iteration 4F (407.309904 sec): 3 clusters Score: Raw -559988.462005 + Penalty 864.733153 = -559123.728852 nChanged 971 SP:Iteration 5F (407.374778 sec): 3 clusters Score: Raw -560814.316306 + Penalty 864.733153 = -559949.583153 nChanged 857 SP:Iteration 6F (407.434736 sec): 3 clusters Score: Raw -561588.717553 + Penalty 864.733153 = -560723.984400 nChanged 641 SP:Iteration 7Q (407.494773 sec): 3 clusters Score: Raw -562181.900742 + Penalty 864.733153 = -561317.167589 nChanged 402 SP:Iteration 8Q (407.552997 sec): 3 clusters Score: Raw -562533.219991 + Penalty 864.733153 = -561668.486838 nChanged 216 SP:Iteration 9Q (407.613453 sec): 3 clusters Score: Raw -562696.173532 + Penalty 864.733153 = -561831.440379 nChanged 128 SP:Iteration 10Q (407.669386 sec): 3 clusters Score: Raw -562788.679130 + Penalty 864.733153 = -561923.945977 nChanged 85 SP:Iteration 11Q (407.739092 sec): 3 clusters Score: Raw -562851.682296 + Penalty 864.733153 = -561986.949142 nChanged 44 SP:Iteration 12Q (407.791412 sec): 3 clusters Score: Raw -562885.335017 + Penalty 864.733153 = -562020.601864 nChanged 31 SP:Iteration 13Q (407.846676 sec): 3 clusters Score: Raw -562906.801879 + Penalty 864.733153 = -562042.068725 nChanged 15 SP:Iteration 14Q (407.908618 sec): 3 clusters Score: Raw -562917.343500 + Penalty 864.733153 = -562052.610347 nChanged 12 SP:Iteration 15Q (407.956249 sec): 3 clusters Score: Raw -562925.966253 + Penalty 864.733153 = -562061.233099 nChanged 15 SP:Iteration 16Q (408.021905 sec): 3 clusters Score: Raw -562935.724684 + Penalty 864.733153 = -562070.991531 nChanged 8 SP:Iteration 17Q (408.073956 sec): 3 clusters Score: Raw -562942.055091 + Penalty 864.733153 = -562077.321938 nChanged 13 SP:Iteration 18Q (408.129929 sec): 3 clusters Score: Raw -562948.719073 + Penalty 864.733153 = -562083.985920 nChanged 8 SP:Iteration 19Q (408.189683 sec): 3 clusters Score: Raw -562952.399650 + Penalty 864.733153 = -562087.666496 nChanged 3 SP:Iteration 20F (408.249036 sec): 3 clusters Score: Raw -562954.789537 + Penalty 864.733153 = -562090.056383 nChanged 3 SP:Iteration 21Q (408.306170 sec): 3 clusters Score: Raw -562957.912504 + Penalty 864.733153 = -562093.179351 nChanged 5 SP:Iteration 22Q (408.353728 sec): 3 clusters Score: Raw -562961.422577 + Penalty 864.733153 = -562096.689424 nChanged 6 SP:Iteration 23Q (408.408228 sec): 3 clusters Score: Raw -562964.764688 + Penalty 864.733153 = -562100.031535 nChanged 8 SP:Iteration 24Q (408.466082 sec): 3 clusters Score: Raw -562968.018774 + Penalty 864.733153 = -562103.285621 nChanged 8 SP:Iteration 25Q (408.520701 sec): 3 clusters Score: Raw -562970.713566 + Penalty 864.733153 = -562105.980412 nChanged 7 SP:Iteration 26Q (408.576721 sec): 3 clusters Score: Raw -562973.448339 + Penalty 864.733153 = -562108.715186 nChanged 2 SP:Iteration 27Q (408.633895 sec): 3 clusters Score: Raw -562973.757886 + Penalty 864.733153 = -562109.024732 nChanged 1 SP:Iteration 28Q (408.694954 sec): 3 clusters Score: Raw -562974.866318 + Penalty 864.733153 = -562110.133164 nChanged 1 SP:Iteration 29Q (408.757848 sec): 3 clusters Score: Raw -562975.622082 + Penalty 864.733153 = -562110.888929 nChanged 2 SP:Iteration 30Q (408.817561 sec): 3 clusters Score: Raw -562977.093163 + Penalty 864.733153 = -562112.360010 nChanged 2 SP:Iteration 31Q (408.866183 sec): 3 clusters Score: Raw -562977.329861 + Penalty 864.733153 = -562112.596707 nChanged 1 SP:Iteration 32Q (408.928038 sec): 3 clusters Score: Raw -562977.613469 + Penalty 864.733153 = -562112.880315 nChanged 1 SP:Iteration 33Q (408.993518 sec): 3 clusters Score: Raw -562978.817513 + Penalty 864.733153 = -562114.084360 nChanged 4 SP:Iteration 34Q (409.046028 sec): 3 clusters Score: Raw -562980.189294 + Penalty 864.733153 = -562115.456141 nChanged 2 SP:Iteration 35Q (409.107470 sec): 3 clusters Score: Raw -562980.512920 + Penalty 864.733153 = -562115.779767 nChanged 1 SP:Iteration 36Q (409.164644 sec): 3 clusters Score: Raw -562980.515210 + Penalty 864.733153 = -562115.782057 nChanged 0 SP:Iteration 37F (409.222386 sec): 3 clusters Score: Raw -562980.515210 + Penalty 864.733153 = -562115.782057 nChanged 0 Trying to split cluster 27 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (409.253530 sec): 2 clusters Score: Raw -28279.837973 + Penalty 303.346534 = -27976.491439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (409.299292 sec): 3 clusters Score: Raw -27921.850745 + Penalty 606.693068 = -27315.157677 nChanged 308 SP:Iteration 1F (409.347935 sec): 3 clusters Score: Raw -28135.540311 + Penalty 606.693068 = -27528.847243 nChanged 57 SP:Iteration 2F (409.392354 sec): 3 clusters Score: Raw -28178.282817 + Penalty 606.693068 = -27571.589749 nChanged 42 SP:Iteration 3F (409.429029 sec): 3 clusters Score: Raw -28221.837178 + Penalty 606.693068 = -27615.144110 nChanged 38 SP:Iteration 4Q (409.487468 sec): 3 clusters Score: Raw -28262.655532 + Penalty 606.693068 = -27655.962464 nChanged 39 SP:Iteration 5Q (409.535655 sec): 3 clusters Score: Raw -28294.657634 + Penalty 606.693068 = -27687.964566 nChanged 21 SP:Iteration 6Q (409.585544 sec): 3 clusters Score: Raw -28308.823501 + Penalty 606.693068 = -27702.130433 nChanged 13 SP:Iteration 7Q (409.631807 sec): 3 clusters Score: Raw -28314.536410 + Penalty 606.693068 = -27707.843342 nChanged 9 SP:Iteration 8Q (409.675857 sec): 3 clusters Score: Raw -28319.984792 + Penalty 606.693068 = -27713.291724 nChanged 7 SP:Iteration 9Q (409.719853 sec): 3 clusters Score: Raw -28323.333998 + Penalty 606.693068 = -27716.640930 nChanged 5 SP:Iteration 10Q (409.774930 sec): 3 clusters Score: Raw -28325.203536 + Penalty 606.693068 = -27718.510468 nChanged 6 SP:Iteration 11Q (409.817551 sec): 3 clusters Score: Raw -28327.439916 + Penalty 606.693068 = -27720.746848 nChanged 4 SP:Iteration 12Q (409.872388 sec): 3 clusters Score: Raw -28329.340956 + Penalty 606.693068 = -27722.647888 nChanged 5 SP:Iteration 13Q (409.919754 sec): 3 clusters Score: Raw -28331.669501 + Penalty 606.693068 = -27724.976433 nChanged 4 SP:Iteration 14Q (409.959730 sec): 3 clusters Score: Raw -28332.988007 + Penalty 606.693068 = -27726.294939 nChanged 4 SP:Iteration 15Q (409.998578 sec): 3 clusters Score: Raw -28335.050479 + Penalty 606.693068 = -27728.357411 nChanged 2 SP:Iteration 16Q (410.046995 sec): 3 clusters Score: Raw -28335.547587 + Penalty 606.693068 = -27728.854519 nChanged 1 SP:Iteration 17Q (410.095385 sec): 3 clusters Score: Raw -28335.959167 + Penalty 606.693068 = -27729.266099 nChanged 3 SP:Iteration 18Q (410.131313 sec): 3 clusters Score: Raw -28337.126720 + Penalty 606.693068 = -27730.433652 nChanged 6 SP:Iteration 19Q (410.183279 sec): 3 clusters Score: Raw -28339.419150 + Penalty 606.693068 = -27732.726082 nChanged 5 SP:Iteration 20F (410.226769 sec): 3 clusters Score: Raw -28341.851892 + Penalty 606.693068 = -27735.158824 nChanged 5 SP:Iteration 21Q (410.272154 sec): 3 clusters Score: Raw -28344.012570 + Penalty 606.693068 = -27737.319502 nChanged 4 SP:Iteration 22Q (410.318714 sec): 3 clusters Score: Raw -28345.257873 + Penalty 606.693068 = -27738.564805 nChanged 2 SP:Iteration 23Q (410.369538 sec): 3 clusters Score: Raw -28346.155299 + Penalty 606.693068 = -27739.462231 nChanged 3 SP:Iteration 24Q (410.412731 sec): 3 clusters Score: Raw -28348.947370 + Penalty 606.693068 = -27742.254302 nChanged 5 SP:Iteration 25Q (410.457213 sec): 3 clusters Score: Raw -28351.526416 + Penalty 606.693068 = -27744.833348 nChanged 0 SP:Iteration 26F (410.502877 sec): 3 clusters Score: Raw -28351.526416 + Penalty 606.693068 = -27744.833348 nChanged 0 Trying to split cluster 28 (8156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (410.546597 sec): 2 clusters Score: Raw -274571.275710 + Penalty 409.796165 = -274161.479545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (410.591020 sec): 3 clusters Score: Raw -269557.261483 + Penalty 819.592331 = -268737.669152 nChanged 3766 SP:Iteration 1F (410.647620 sec): 3 clusters Score: Raw -272062.536216 + Penalty 819.592331 = -271242.943885 nChanged 651 SP:Iteration 2F (410.704069 sec): 3 clusters Score: Raw -272511.363667 + Penalty 819.592331 = -271691.771336 nChanged 611 SP:Iteration 3F (410.754903 sec): 3 clusters Score: Raw -272946.577434 + Penalty 819.592331 = -272126.985103 nChanged 547 SP:Iteration 4F (410.810952 sec): 3 clusters Score: Raw -273378.749046 + Penalty 819.592331 = -272559.156715 nChanged 484 SP:Iteration 5F (410.858028 sec): 3 clusters Score: Raw -273791.732218 + Penalty 819.592331 = -272972.139887 nChanged 393 SP:Iteration 6Q (410.921739 sec): 3 clusters Score: Raw -274103.402709 + Penalty 819.592331 = -273283.810378 nChanged 258 SP:Iteration 7Q (410.967082 sec): 3 clusters Score: Raw -274327.769940 + Penalty 819.592331 = -273508.177609 nChanged 198 SP:Iteration 8Q (411.026481 sec): 3 clusters Score: Raw -274518.507346 + Penalty 819.592331 = -273698.915015 nChanged 140 SP:Iteration 9Q (411.074194 sec): 3 clusters Score: Raw -274683.963064 + Penalty 819.592331 = -273864.370733 nChanged 91 SP:Iteration 10Q (411.127516 sec): 3 clusters Score: Raw -274825.822521 + Penalty 819.592331 = -274006.230190 nChanged 59 SP:Iteration 11Q (411.170389 sec): 3 clusters Score: Raw -274951.846923 + Penalty 819.592331 = -274132.254592 nChanged 68 SP:Iteration 12Q (411.229839 sec): 3 clusters Score: Raw -275124.781117 + Penalty 819.592331 = -274305.188786 nChanged 78 SP:Iteration 13Q (411.277480 sec): 3 clusters Score: Raw -275239.135312 + Penalty 819.592331 = -274419.542981 nChanged 86 SP:Iteration 14Q (411.329897 sec): 3 clusters Score: Raw -275301.417599 + Penalty 819.592331 = -274481.825268 nChanged 80 SP:Iteration 15Q (411.372184 sec): 3 clusters Score: Raw -275362.659349 + Penalty 819.592331 = -274543.067018 nChanged 84 SP:Iteration 16Q (411.436167 sec): 3 clusters Score: Raw -275429.182964 + Penalty 819.592331 = -274609.590633 nChanged 96 SP:Iteration 17Q (411.493497 sec): 3 clusters Score: Raw -275504.582413 + Penalty 819.592331 = -274684.990082 nChanged 101 SP:Iteration 18Q (411.536326 sec): 3 clusters Score: Raw -275570.045928 + Penalty 819.592331 = -274750.453597 nChanged 98 SP:Iteration 19Q (411.600934 sec): 3 clusters Score: Raw -275625.218499 + Penalty 819.592331 = -274805.626168 nChanged 93 SP:Iteration 20F (411.655744 sec): 3 clusters Score: Raw -275741.546166 + Penalty 819.592331 = -274921.953835 nChanged 153 SP:Iteration 21Q (411.710694 sec): 3 clusters Score: Raw -275855.529449 + Penalty 819.592331 = -275035.937118 nChanged 148 SP:Iteration 22Q (411.753991 sec): 3 clusters Score: Raw -275955.601762 + Penalty 819.592331 = -275136.009431 nChanged 150 SP:Iteration 23Q (411.819320 sec): 3 clusters Score: Raw -276055.006022 + Penalty 819.592331 = -275235.413691 nChanged 151 SP:Iteration 24Q (411.863582 sec): 3 clusters Score: Raw -276150.808321 + Penalty 819.592331 = -275331.215990 nChanged 150 SP:Iteration 25Q (411.929041 sec): 3 clusters Score: Raw -276236.280968 + Penalty 819.592331 = -275416.688637 nChanged 130 SP:Iteration 26Q (411.973760 sec): 3 clusters Score: Raw -276297.602138 + Penalty 819.592331 = -275478.009807 nChanged 97 SP:Iteration 27Q (412.038947 sec): 3 clusters Score: Raw -276332.009759 + Penalty 819.592331 = -275512.417428 nChanged 85 SP:Iteration 28Q (412.081039 sec): 3 clusters Score: Raw -276362.755148 + Penalty 819.592331 = -275543.162817 nChanged 82 SP:Iteration 29Q (412.144910 sec): 3 clusters Score: Raw -276385.426179 + Penalty 819.592331 = -275565.833848 nChanged 58 SP:Iteration 30Q (412.194248 sec): 3 clusters Score: Raw -276399.047946 + Penalty 819.592331 = -275579.455615 nChanged 48 SP:Iteration 31Q (412.252451 sec): 3 clusters Score: Raw -276408.352987 + Penalty 819.592331 = -275588.760656 nChanged 36 SP:Iteration 32Q (412.297383 sec): 3 clusters Score: Raw -276415.440439 + Penalty 819.592331 = -275595.848108 nChanged 29 SP:Iteration 33Q (412.358887 sec): 3 clusters Score: Raw -276419.603067 + Penalty 819.592331 = -275600.010736 nChanged 24 SP:Iteration 34Q (412.404000 sec): 3 clusters Score: Raw -276422.212845 + Penalty 819.592331 = -275602.620514 nChanged 13 SP:Iteration 35Q (412.458984 sec): 3 clusters Score: Raw -276423.281958 + Penalty 819.592331 = -275603.689627 nChanged 9 SP:Iteration 36Q (412.524487 sec): 3 clusters Score: Raw -276423.990565 + Penalty 819.592331 = -275604.398234 nChanged 3 SP:Iteration 37Q (412.578597 sec): 3 clusters Score: Raw -276424.257001 + Penalty 819.592331 = -275604.664670 nChanged 3 SP:Iteration 38Q (412.631317 sec): 3 clusters Score: Raw -276424.485210 + Penalty 819.592331 = -275604.892880 nChanged 2 SP:Iteration 39Q (412.683951 sec): 3 clusters Score: Raw -276424.565712 + Penalty 819.592331 = -275604.973381 nChanged 1 SP:Iteration 40F (412.736690 sec): 3 clusters Score: Raw -276464.751833 + Penalty 819.592331 = -275645.159502 nChanged 73 SP:Iteration 41Q (412.781071 sec): 3 clusters Score: Raw -276508.694660 + Penalty 819.592331 = -275689.102329 nChanged 89 SP:Iteration 42Q (412.845969 sec): 3 clusters Score: Raw -276551.101006 + Penalty 819.592331 = -275731.508675 nChanged 94 SP:Iteration 43Q (412.887046 sec): 3 clusters Score: Raw -276593.448358 + Penalty 819.592331 = -275773.856027 nChanged 93 SP:Iteration 44Q (412.942118 sec): 3 clusters Score: Raw -276647.800871 + Penalty 819.592331 = -275828.208540 nChanged 109 SP:Iteration 45Q (412.997061 sec): 3 clusters Score: Raw -276727.387647 + Penalty 819.592331 = -275907.795316 nChanged 134 SP:Iteration 46Q (413.052784 sec): 3 clusters Score: Raw -276839.767086 + Penalty 819.592331 = -276020.174755 nChanged 113 SP:Iteration 47Q (413.107978 sec): 3 clusters Score: Raw -276933.219485 + Penalty 819.592331 = -276113.627154 nChanged 113 SP:Iteration 48Q (413.163172 sec): 3 clusters Score: Raw -277052.447368 + Penalty 819.592331 = -276232.855037 nChanged 93 SP:Iteration 49Q (413.218604 sec): 3 clusters Score: Raw -277147.206189 + Penalty 819.592331 = -276327.613858 nChanged 73 SP:Iteration 50Q (413.270800 sec): 3 clusters Score: Raw -277204.024320 + Penalty 819.592331 = -276384.431989 nChanged 41 SP:Iteration 51Q (413.326844 sec): 3 clusters Score: Raw -277225.081594 + Penalty 819.592331 = -276405.489263 nChanged 28 SP:Iteration 52Q (413.387884 sec): 3 clusters Score: Raw -277237.484802 + Penalty 819.592331 = -276417.892471 nChanged 9 SP:Iteration 53Q (413.441492 sec): 3 clusters Score: Raw -277242.340914 + Penalty 819.592331 = -276422.748583 nChanged 2 SP:Iteration 54Q (413.489354 sec): 3 clusters Score: Raw -277245.704815 + Penalty 819.592331 = -276426.112484 nChanged 2 SP:Iteration 55Q (413.536896 sec): 3 clusters Score: Raw -277245.966120 + Penalty 819.592331 = -276426.373789 nChanged 3 SP:Iteration 56Q (413.594281 sec): 3 clusters Score: Raw -277246.269381 + Penalty 819.592331 = -276426.677050 nChanged 2 SP:Iteration 57Q (413.647767 sec): 3 clusters Score: Raw -277246.391163 + Penalty 819.592331 = -276426.798832 nChanged 0 SP:Iteration 58F (413.700923 sec): 3 clusters Score: Raw -277291.737716 + Penalty 819.592331 = -276472.145385 nChanged 21 SP:Iteration 59Q (413.757800 sec): 3 clusters Score: Raw -277325.944173 + Penalty 819.592331 = -276506.351842 nChanged 24 SP:Iteration 60F (413.808769 sec): 3 clusters Score: Raw -277345.189102 + Penalty 819.592331 = -276525.596771 nChanged 15 SP:Iteration 61Q (413.863989 sec): 3 clusters Score: Raw -277355.135632 + Penalty 819.592331 = -276535.543301 nChanged 12 SP:Iteration 62Q (413.911094 sec): 3 clusters Score: Raw -277360.075221 + Penalty 819.592331 = -276540.482890 nChanged 8 SP:Iteration 63Q (413.962844 sec): 3 clusters Score: Raw -277360.718031 + Penalty 819.592331 = -276541.125700 nChanged 3 SP:Iteration 64Q (414.019836 sec): 3 clusters Score: Raw -277360.971210 + Penalty 819.592331 = -276541.378879 nChanged 2 SP:Iteration 65Q (414.072125 sec): 3 clusters Score: Raw -277361.070649 + Penalty 819.592331 = -276541.478318 nChanged 0 SP:Iteration 66F (414.115700 sec): 3 clusters Score: Raw -277361.070649 + Penalty 819.592331 = -276541.478318 nChanged 0 Score: Raw -17372157.602329 + Penalty 23755.247043 = -17348402.355286 Splitting cluster 28 changes total score from -17343180.328663 to -17348402.355286 So it's getting split into cluster 40. Trying to split cluster 29 (16506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (420.875388 sec): 2 clusters Score: Raw -604336.509268 + Penalty 441.872305 = -603894.636963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (420.930494 sec): 3 clusters Score: Raw -593889.362327 + Penalty 883.744610 = -593005.617717 nChanged 7714 SP:Iteration 1F (420.989727 sec): 3 clusters Score: Raw -598765.689145 + Penalty 883.744610 = -597881.944535 nChanged 1169 SP:Iteration 2F (421.054545 sec): 3 clusters Score: Raw -599433.813688 + Penalty 883.744610 = -598550.069078 nChanged 1226 SP:Iteration 3F (421.114325 sec): 3 clusters Score: Raw -600241.851323 + Penalty 883.744610 = -599358.106713 nChanged 1225 SP:Iteration 4F (421.177656 sec): 3 clusters Score: Raw -601176.341762 + Penalty 883.744610 = -600292.597152 nChanged 1074 SP:Iteration 5F (421.239495 sec): 3 clusters Score: Raw -602121.780501 + Penalty 883.744610 = -601238.035891 nChanged 867 SP:Iteration 6F (421.301149 sec): 3 clusters Score: Raw -603001.702196 + Penalty 883.744610 = -602117.957586 nChanged 599 SP:Iteration 7Q (421.366924 sec): 3 clusters Score: Raw -603712.275459 + Penalty 883.744610 = -602828.530850 nChanged 362 SP:Iteration 8Q (421.429607 sec): 3 clusters Score: Raw -604054.416171 + Penalty 883.744610 = -603170.671561 nChanged 279 SP:Iteration 9Q (421.489361 sec): 3 clusters Score: Raw -604233.612234 + Penalty 883.744610 = -603349.867624 nChanged 207 SP:Iteration 10Q (421.554401 sec): 3 clusters Score: Raw -604325.865707 + Penalty 883.744610 = -603442.121097 nChanged 136 SP:Iteration 11Q (421.617809 sec): 3 clusters Score: Raw -604373.707986 + Penalty 883.744610 = -603489.963377 nChanged 120 SP:Iteration 12Q (421.668240 sec): 3 clusters Score: Raw -604408.798187 + Penalty 883.744610 = -603525.053577 nChanged 94 SP:Iteration 13Q (421.731349 sec): 3 clusters Score: Raw -604431.268980 + Penalty 883.744610 = -603547.524370 nChanged 72 SP:Iteration 14Q (421.786570 sec): 3 clusters Score: Raw -604446.947594 + Penalty 883.744610 = -603563.202984 nChanged 55 SP:Iteration 15Q (421.858595 sec): 3 clusters Score: Raw -604455.543708 + Penalty 883.744610 = -603571.799099 nChanged 45 SP:Iteration 16Q (421.911782 sec): 3 clusters Score: Raw -604462.408979 + Penalty 883.744610 = -603578.664369 nChanged 31 SP:Iteration 17Q (421.964545 sec): 3 clusters Score: Raw -604466.417210 + Penalty 883.744610 = -603582.672600 nChanged 26 SP:Iteration 18Q (422.033778 sec): 3 clusters Score: Raw -604470.039049 + Penalty 883.744610 = -603586.294440 nChanged 29 SP:Iteration 19Q (422.085296 sec): 3 clusters Score: Raw -604473.646376 + Penalty 883.744610 = -603589.901766 nChanged 28 SP:Iteration 20F (422.157542 sec): 3 clusters Score: Raw -604477.234558 + Penalty 883.744610 = -603593.489948 nChanged 24 SP:Iteration 21Q (422.206794 sec): 3 clusters Score: Raw -604480.920789 + Penalty 883.744610 = -603597.176179 nChanged 35 SP:Iteration 22Q (422.271015 sec): 3 clusters Score: Raw -604486.190579 + Penalty 883.744610 = -603602.445969 nChanged 33 SP:Iteration 23Q (422.333889 sec): 3 clusters Score: Raw -604491.026522 + Penalty 883.744610 = -603607.281912 nChanged 29 SP:Iteration 24Q (422.389343 sec): 3 clusters Score: Raw -604494.888367 + Penalty 883.744610 = -603611.143758 nChanged 25 SP:Iteration 25Q (422.453766 sec): 3 clusters Score: Raw -604498.103126 + Penalty 883.744610 = -603614.358517 nChanged 20 SP:Iteration 26Q (422.513532 sec): 3 clusters Score: Raw -604500.009270 + Penalty 883.744610 = -603616.264660 nChanged 20 SP:Iteration 27Q (422.572661 sec): 3 clusters Score: Raw -604501.757413 + Penalty 883.744610 = -603618.012803 nChanged 15 SP:Iteration 28Q (422.627958 sec): 3 clusters Score: Raw -604503.670629 + Penalty 883.744610 = -603619.926019 nChanged 19 SP:Iteration 29Q (422.690615 sec): 3 clusters Score: Raw -604506.228080 + Penalty 883.744610 = -603622.483470 nChanged 16 SP:Iteration 30Q (422.739588 sec): 3 clusters Score: Raw -604508.343326 + Penalty 883.744610 = -603624.598716 nChanged 24 SP:Iteration 31Q (422.797464 sec): 3 clusters Score: Raw -604512.646327 + Penalty 883.744610 = -603628.901717 nChanged 28 SP:Iteration 32Q (422.853947 sec): 3 clusters Score: Raw -604517.122462 + Penalty 883.744610 = -603633.377852 nChanged 15 SP:Iteration 33Q (422.925318 sec): 3 clusters Score: Raw -604518.354199 + Penalty 883.744610 = -603634.609590 nChanged 9 SP:Iteration 34Q (422.976762 sec): 3 clusters Score: Raw -604519.200730 + Penalty 883.744610 = -603635.456120 nChanged 4 SP:Iteration 35Q (423.030575 sec): 3 clusters Score: Raw -604519.442975 + Penalty 883.744610 = -603635.698365 nChanged 2 SP:Iteration 36Q (423.088119 sec): 3 clusters Score: Raw -604519.668668 + Penalty 883.744610 = -603635.924058 nChanged 1 SP:Iteration 37Q (423.149747 sec): 3 clusters Score: Raw -604519.744049 + Penalty 883.744610 = -603635.999439 nChanged 1 SP:Iteration 38Q (423.211494 sec): 3 clusters Score: Raw -604519.781757 + Penalty 883.744610 = -603636.037148 nChanged 1 SP:Iteration 39Q (423.279505 sec): 3 clusters Score: Raw -604519.873001 + Penalty 883.744610 = -603636.128391 nChanged 1 SP:Iteration 40F (423.335577 sec): 3 clusters Score: Raw -604519.937371 + Penalty 883.744610 = -603636.192761 nChanged 2 SP:Iteration 41Q (423.402773 sec): 3 clusters Score: Raw -604519.994301 + Penalty 883.744610 = -603636.249691 nChanged 1 SP:Iteration 42Q (423.464636 sec): 3 clusters Score: Raw -604520.047427 + Penalty 883.744610 = -603636.302817 nChanged 1 SP:Iteration 43Q (423.523744 sec): 3 clusters Score: Raw -604520.091022 + Penalty 883.744610 = -603636.346413 nChanged 2 SP:Iteration 44Q (423.573849 sec): 3 clusters Score: Raw -604520.169622 + Penalty 883.744610 = -603636.425012 nChanged 2 SP:Iteration 45Q (423.638646 sec): 3 clusters Score: Raw -604520.241078 + Penalty 883.744610 = -603636.496468 nChanged 1 SP:Iteration 46Q (423.701306 sec): 3 clusters Score: Raw -604520.291421 + Penalty 883.744610 = -603636.546811 nChanged 0 SP:Iteration 47F (423.760650 sec): 3 clusters Score: Raw -604520.291421 + Penalty 883.744610 = -603636.546811 nChanged 0 Trying to split cluster 30 (2710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.794178 sec): 2 clusters Score: Raw -91507.476704 + Penalty 359.664028 = -91147.812676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (423.844722 sec): 3 clusters Score: Raw -90018.260242 + Penalty 719.328056 = -89298.932186 nChanged 1150 SP:Iteration 1F (423.891711 sec): 3 clusters Score: Raw -90945.475915 + Penalty 719.328056 = -90226.147859 nChanged 298 SP:Iteration 2F (423.937598 sec): 3 clusters Score: Raw -91245.440664 + Penalty 719.328056 = -90526.112608 nChanged 232 SP:Iteration 3F (423.981061 sec): 3 clusters Score: Raw -91478.783419 + Penalty 719.328056 = -90759.455362 nChanged 182 SP:Iteration 4F (424.026280 sec): 3 clusters Score: Raw -91662.781592 + Penalty 719.328056 = -90943.453535 nChanged 114 SP:Iteration 5Q (424.069698 sec): 3 clusters Score: Raw -91786.638729 + Penalty 719.328056 = -91067.310673 nChanged 83 SP:Iteration 6Q (424.118475 sec): 3 clusters Score: Raw -91859.107057 + Penalty 719.328056 = -91139.779001 nChanged 62 SP:Iteration 7Q (424.168328 sec): 3 clusters Score: Raw -91904.294344 + Penalty 719.328056 = -91184.966288 nChanged 49 SP:Iteration 8Q (424.214059 sec): 3 clusters Score: Raw -91942.788247 + Penalty 719.328056 = -91223.460191 nChanged 24 SP:Iteration 9Q (424.264089 sec): 3 clusters Score: Raw -91966.516908 + Penalty 719.328056 = -91247.188851 nChanged 23 SP:Iteration 10Q (424.310428 sec): 3 clusters Score: Raw -91994.789401 + Penalty 719.328056 = -91275.461345 nChanged 26 SP:Iteration 11Q (424.359659 sec): 3 clusters Score: Raw -92028.174267 + Penalty 719.328056 = -91308.846210 nChanged 15 SP:Iteration 12Q (424.410825 sec): 3 clusters Score: Raw -92038.266562 + Penalty 719.328056 = -91318.938506 nChanged 10 SP:Iteration 13Q (424.446865 sec): 3 clusters Score: Raw -92045.023896 + Penalty 719.328056 = -91325.695840 nChanged 6 SP:Iteration 14Q (424.502855 sec): 3 clusters Score: Raw -92048.028245 + Penalty 719.328056 = -91328.700189 nChanged 3 SP:Iteration 15Q (424.547763 sec): 3 clusters Score: Raw -92049.246170 + Penalty 719.328056 = -91329.918114 nChanged 2 SP:Iteration 16Q (424.604613 sec): 3 clusters Score: Raw -92050.395348 + Penalty 719.328056 = -91331.067291 nChanged 2 SP:Iteration 17Q (424.645632 sec): 3 clusters Score: Raw -92050.857038 + Penalty 719.328056 = -91331.528982 nChanged 1 SP:Iteration 18Q (424.696430 sec): 3 clusters Score: Raw -92050.942838 + Penalty 719.328056 = -91331.614781 nChanged 0 SP:Iteration 19F (424.733694 sec): 3 clusters Score: Raw -92050.942838 + Penalty 719.328056 = -91331.614781 nChanged 0 Score: Raw -17372701.068462 + Penalty 24349.128219 = -17348351.940244 Splitting cluster 30 changes total score from -17343180.328663 to -17348351.940244 So it's getting split into cluster 41. Trying to split cluster 31 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (431.635599 sec): 2 clusters Score: Raw -18109.737069 + Penalty 284.810957 = -17824.926112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (431.687929 sec): 3 clusters Score: Raw -17900.652396 + Penalty 569.621913 = -17331.030483 nChanged 191 SP:Iteration 1F (431.735154 sec): 3 clusters Score: Raw -18042.332218 + Penalty 569.621913 = -17472.710305 nChanged 51 SP:Iteration 2F (431.783970 sec): 3 clusters Score: Raw -18117.069477 + Penalty 569.621913 = -17547.447563 nChanged 33 SP:Iteration 3F (431.827956 sec): 3 clusters Score: Raw -18175.570651 + Penalty 569.621913 = -17605.948738 nChanged 28 SP:Iteration 4F (431.873132 sec): 3 clusters Score: Raw -18214.266239 + Penalty 569.621913 = -17644.644326 nChanged 18 SP:Iteration 5Q (431.925435 sec): 3 clusters Score: Raw -18252.216727 + Penalty 569.621913 = -17682.594814 nChanged 20 SP:Iteration 6Q (431.973606 sec): 3 clusters Score: Raw -18267.808760 + Penalty 569.621913 = -17698.186846 nChanged 12 SP:Iteration 7Q (432.019947 sec): 3 clusters Score: Raw -18291.195131 + Penalty 569.621913 = -17721.573218 nChanged 10 SP:Iteration 8Q (432.072271 sec): 3 clusters Score: Raw -18298.210111 + Penalty 569.621913 = -17728.588198 nChanged 3 SP:Iteration 9Q (432.119019 sec): 3 clusters Score: Raw -18305.278083 + Penalty 569.621913 = -17735.656169 nChanged 6 SP:Iteration 10Q (432.174127 sec): 3 clusters Score: Raw -18313.150568 + Penalty 569.621913 = -17743.528655 nChanged 4 SP:Iteration 11Q (432.221388 sec): 3 clusters Score: Raw -18320.797640 + Penalty 569.621913 = -17751.175727 nChanged 3 SP:Iteration 12Q (432.269409 sec): 3 clusters Score: Raw -18326.502656 + Penalty 569.621913 = -17756.880743 nChanged 2 SP:Iteration 13Q (432.308844 sec): 3 clusters Score: Raw -18327.203373 + Penalty 569.621913 = -17757.581460 nChanged 0 SP:Iteration 14F (432.351429 sec): 3 clusters Score: Raw -18327.203373 + Penalty 569.621913 = -17757.581460 nChanged 0 Trying to split cluster 32 (16684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (432.401303 sec): 2 clusters Score: Raw -667800.576246 + Penalty 442.360348 = -667358.215898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (432.460084 sec): 3 clusters Score: Raw -657123.473397 + Penalty 884.720696 = -656238.752701 nChanged 7866 SP:Iteration 1F (432.519045 sec): 3 clusters Score: Raw -661914.279577 + Penalty 884.720696 = -661029.558880 nChanged 1140 SP:Iteration 2F (432.579703 sec): 3 clusters Score: Raw -662558.718042 + Penalty 884.720696 = -661673.997346 nChanged 1167 SP:Iteration 3F (432.639797 sec): 3 clusters Score: Raw -663269.444849 + Penalty 884.720696 = -662384.724153 nChanged 1088 SP:Iteration 4F (432.704844 sec): 3 clusters Score: Raw -664053.984464 + Penalty 884.720696 = -663169.263767 nChanged 1074 SP:Iteration 5F (432.765136 sec): 3 clusters Score: Raw -664807.589064 + Penalty 884.720696 = -663922.868368 nChanged 884 SP:Iteration 6F (432.826133 sec): 3 clusters Score: Raw -665329.360599 + Penalty 884.720696 = -664444.639903 nChanged 705 SP:Iteration 7Q (432.891348 sec): 3 clusters Score: Raw -665671.499779 + Penalty 884.720696 = -664786.779082 nChanged 520 SP:Iteration 8Q (432.949034 sec): 3 clusters Score: Raw -665877.135236 + Penalty 884.720696 = -664992.414540 nChanged 437 SP:Iteration 9Q (433.014118 sec): 3 clusters Score: Raw -666053.468078 + Penalty 884.720696 = -665168.747381 nChanged 373 SP:Iteration 10Q (433.070815 sec): 3 clusters Score: Raw -666204.836584 + Penalty 884.720696 = -665320.115888 nChanged 336 SP:Iteration 11Q (433.137185 sec): 3 clusters Score: Raw -666335.662389 + Penalty 884.720696 = -665450.941693 nChanged 299 SP:Iteration 12Q (433.200833 sec): 3 clusters Score: Raw -666433.939140 + Penalty 884.720696 = -665549.218443 nChanged 239 SP:Iteration 13Q (433.266983 sec): 3 clusters Score: Raw -666497.700608 + Penalty 884.720696 = -665612.979911 nChanged 216 SP:Iteration 14Q (433.333629 sec): 3 clusters Score: Raw -666552.181991 + Penalty 884.720696 = -665667.461294 nChanged 210 SP:Iteration 15Q (433.394330 sec): 3 clusters Score: Raw -666607.100287 + Penalty 884.720696 = -665722.379591 nChanged 192 SP:Iteration 16Q (433.448929 sec): 3 clusters Score: Raw -666654.865525 + Penalty 884.720696 = -665770.144829 nChanged 195 SP:Iteration 17Q (433.516438 sec): 3 clusters Score: Raw -666701.596734 + Penalty 884.720696 = -665816.876038 nChanged 191 SP:Iteration 18Q (433.580305 sec): 3 clusters Score: Raw -666752.156657 + Penalty 884.720696 = -665867.435960 nChanged 188 SP:Iteration 19Q (433.648141 sec): 3 clusters Score: Raw -666800.411496 + Penalty 884.720696 = -665915.690799 nChanged 185 SP:Iteration 20F (433.711866 sec): 3 clusters Score: Raw -666848.431747 + Penalty 884.720696 = -665963.711050 nChanged 184 SP:Iteration 21Q (433.776780 sec): 3 clusters Score: Raw -666898.661782 + Penalty 884.720696 = -666013.941085 nChanged 186 SP:Iteration 22Q (433.830237 sec): 3 clusters Score: Raw -666941.986213 + Penalty 884.720696 = -666057.265516 nChanged 166 SP:Iteration 23Q (433.895710 sec): 3 clusters Score: Raw -666980.405387 + Penalty 884.720696 = -666095.684690 nChanged 161 SP:Iteration 24Q (433.969172 sec): 3 clusters Score: Raw -667008.502404 + Penalty 884.720696 = -666123.781708 nChanged 118 SP:Iteration 25Q (434.028066 sec): 3 clusters Score: Raw -667025.674145 + Penalty 884.720696 = -666140.953448 nChanged 100 SP:Iteration 26Q (434.100609 sec): 3 clusters Score: Raw -667039.328384 + Penalty 884.720696 = -666154.607688 nChanged 94 SP:Iteration 27Q (434.158251 sec): 3 clusters Score: Raw -667051.720591 + Penalty 884.720696 = -666166.999895 nChanged 92 SP:Iteration 28Q (434.228966 sec): 3 clusters Score: Raw -667067.653842 + Penalty 884.720696 = -666182.933146 nChanged 91 SP:Iteration 29Q (434.292077 sec): 3 clusters Score: Raw -667078.432690 + Penalty 884.720696 = -666193.711993 nChanged 68 SP:Iteration 30Q (434.351199 sec): 3 clusters Score: Raw -667085.331950 + Penalty 884.720696 = -666200.611253 nChanged 59 SP:Iteration 31Q (434.410780 sec): 3 clusters Score: Raw -667091.472966 + Penalty 884.720696 = -666206.752269 nChanged 58 SP:Iteration 32Q (434.480796 sec): 3 clusters Score: Raw -667096.810176 + Penalty 884.720696 = -666212.089479 nChanged 42 SP:Iteration 33Q (434.539652 sec): 3 clusters Score: Raw -667099.595928 + Penalty 884.720696 = -666214.875231 nChanged 39 SP:Iteration 34Q (434.600430 sec): 3 clusters Score: Raw -667103.097299 + Penalty 884.720696 = -666218.376602 nChanged 50 SP:Iteration 35Q (434.670786 sec): 3 clusters Score: Raw -667110.890356 + Penalty 884.720696 = -666226.169660 nChanged 69 SP:Iteration 36Q (434.733443 sec): 3 clusters Score: Raw -667122.394257 + Penalty 884.720696 = -666237.673560 nChanged 67 SP:Iteration 37Q (434.795024 sec): 3 clusters Score: Raw -667131.334142 + Penalty 884.720696 = -666246.613445 nChanged 59 SP:Iteration 38Q (434.859961 sec): 3 clusters Score: Raw -667137.432787 + Penalty 884.720696 = -666252.712091 nChanged 47 SP:Iteration 39Q (434.910262 sec): 3 clusters Score: Raw -667142.822693 + Penalty 884.720696 = -666258.101997 nChanged 59 SP:Iteration 40F (434.980754 sec): 3 clusters Score: Raw -667148.536526 + Penalty 884.720696 = -666263.815830 nChanged 60 SP:Iteration 41Q (435.040297 sec): 3 clusters Score: Raw -667153.842823 + Penalty 884.720696 = -666269.122127 nChanged 51 SP:Iteration 42Q (435.106631 sec): 3 clusters Score: Raw -667158.361891 + Penalty 884.720696 = -666273.641195 nChanged 43 SP:Iteration 43Q (435.167069 sec): 3 clusters Score: Raw -667162.987750 + Penalty 884.720696 = -666278.267053 nChanged 56 SP:Iteration 44Q (435.229865 sec): 3 clusters Score: Raw -667170.406496 + Penalty 884.720696 = -666285.685799 nChanged 59 SP:Iteration 45Q (435.281467 sec): 3 clusters Score: Raw -667176.788001 + Penalty 884.720696 = -666292.067305 nChanged 52 SP:Iteration 46Q (435.347913 sec): 3 clusters Score: Raw -667182.367883 + Penalty 884.720696 = -666297.647186 nChanged 58 SP:Iteration 47Q (435.399415 sec): 3 clusters Score: Raw -667189.292820 + Penalty 884.720696 = -666304.572123 nChanged 56 SP:Iteration 48Q (435.469503 sec): 3 clusters Score: Raw -667196.876074 + Penalty 884.720696 = -666312.155378 nChanged 59 SP:Iteration 49Q (435.523342 sec): 3 clusters Score: Raw -667203.918238 + Penalty 884.720696 = -666319.197542 nChanged 55 SP:Iteration 50Q (435.595549 sec): 3 clusters Score: Raw -667209.094150 + Penalty 884.720696 = -666324.373453 nChanged 42 SP:Iteration 51Q (435.648766 sec): 3 clusters Score: Raw -667212.537131 + Penalty 884.720696 = -666327.816434 nChanged 44 SP:Iteration 52Q (435.709991 sec): 3 clusters Score: Raw -667216.788313 + Penalty 884.720696 = -666332.067617 nChanged 51 SP:Iteration 53Q (435.774344 sec): 3 clusters Score: Raw -667222.376111 + Penalty 884.720696 = -666337.655415 nChanged 46 SP:Iteration 54Q (435.838373 sec): 3 clusters Score: Raw -667227.055879 + Penalty 884.720696 = -666342.335183 nChanged 43 SP:Iteration 55Q (435.908474 sec): 3 clusters Score: Raw -667231.607959 + Penalty 884.720696 = -666346.887263 nChanged 38 SP:Iteration 56Q (435.969636 sec): 3 clusters Score: Raw -667235.386031 + Penalty 884.720696 = -666350.665335 nChanged 43 SP:Iteration 57Q (436.026555 sec): 3 clusters Score: Raw -667240.068262 + Penalty 884.720696 = -666355.347566 nChanged 36 SP:Iteration 58Q (436.098921 sec): 3 clusters Score: Raw -667243.689469 + Penalty 884.720696 = -666358.968773 nChanged 39 SP:Iteration 59Q (436.154308 sec): 3 clusters Score: Raw -667247.766976 + Penalty 884.720696 = -666363.046280 nChanged 44 SP:Iteration 60F (436.222322 sec): 3 clusters Score: Raw -667251.906684 + Penalty 884.720696 = -666367.185988 nChanged 49 SP:Iteration 61Q (436.285837 sec): 3 clusters Score: Raw -667257.516995 + Penalty 884.720696 = -666372.796299 nChanged 49 SP:Iteration 62Q (436.349154 sec): 3 clusters Score: Raw -667261.349490 + Penalty 884.720696 = -666376.628794 nChanged 42 SP:Iteration 63Q (436.412544 sec): 3 clusters Score: Raw -667264.124097 + Penalty 884.720696 = -666379.403400 nChanged 29 SP:Iteration 64Q (436.464178 sec): 3 clusters Score: Raw -667266.234190 + Penalty 884.720696 = -666381.513493 nChanged 32 SP:Iteration 65Q (436.536164 sec): 3 clusters Score: Raw -667268.244195 + Penalty 884.720696 = -666383.523499 nChanged 26 SP:Iteration 66Q (436.597146 sec): 3 clusters Score: Raw -667270.433667 + Penalty 884.720696 = -666385.712971 nChanged 37 SP:Iteration 67Q (436.662549 sec): 3 clusters Score: Raw -667273.434515 + Penalty 884.720696 = -666388.713819 nChanged 33 SP:Iteration 68Q (436.721286 sec): 3 clusters Score: Raw -667275.295198 + Penalty 884.720696 = -666390.574502 nChanged 24 SP:Iteration 69Q (436.784761 sec): 3 clusters Score: Raw -667277.027414 + Penalty 884.720696 = -666392.306717 nChanged 26 SP:Iteration 70Q (436.847156 sec): 3 clusters Score: Raw -667279.635592 + Penalty 884.720696 = -666394.914895 nChanged 31 SP:Iteration 71Q (436.913163 sec): 3 clusters Score: Raw -667281.495664 + Penalty 884.720696 = -666396.774968 nChanged 24 SP:Iteration 72Q (436.985584 sec): 3 clusters Score: Raw -667283.440516 + Penalty 884.720696 = -666398.719820 nChanged 29 SP:Iteration 73Q (437.041381 sec): 3 clusters Score: Raw -667285.834637 + Penalty 884.720696 = -666401.113940 nChanged 32 SP:Iteration 74Q (437.103040 sec): 3 clusters Score: Raw -667289.184228 + Penalty 884.720696 = -666404.463531 nChanged 40 SP:Iteration 75Q (437.157595 sec): 3 clusters Score: Raw -667294.913337 + Penalty 884.720696 = -666410.192641 nChanged 56 SP:Iteration 76Q (437.225941 sec): 3 clusters Score: Raw -667308.186758 + Penalty 884.720696 = -666423.466061 nChanged 82 SP:Iteration 77Q (437.291185 sec): 3 clusters Score: Raw -667325.608241 + Penalty 884.720696 = -666440.887544 nChanged 70 SP:Iteration 78Q (437.340293 sec): 3 clusters Score: Raw -667342.535139 + Penalty 884.720696 = -666457.814443 nChanged 77 SP:Iteration 79Q (437.409715 sec): 3 clusters Score: Raw -667366.381336 + Penalty 884.720696 = -666481.660640 nChanged 106 SP:Iteration 80F (437.476437 sec): 3 clusters Score: Raw -667400.206580 + Penalty 884.720696 = -666515.485884 nChanged 112 SP:Iteration 81Q (437.538548 sec): 3 clusters Score: Raw -667430.563825 + Penalty 884.720696 = -666545.843129 nChanged 114 SP:Iteration 82Q (437.601995 sec): 3 clusters Score: Raw -667454.619509 + Penalty 884.720696 = -666569.898812 nChanged 113 SP:Iteration 83Q (437.665446 sec): 3 clusters Score: Raw -667481.728555 + Penalty 884.720696 = -666597.007859 nChanged 115 SP:Iteration 84Q (437.724853 sec): 3 clusters Score: Raw -667506.227828 + Penalty 884.720696 = -666621.507131 nChanged 104 SP:Iteration 85Q (437.794025 sec): 3 clusters Score: Raw -667525.161196 + Penalty 884.720696 = -666640.440500 nChanged 96 SP:Iteration 86Q (437.849513 sec): 3 clusters Score: Raw -667541.538663 + Penalty 884.720696 = -666656.817967 nChanged 82 SP:Iteration 87Q (437.920721 sec): 3 clusters Score: Raw -667552.151679 + Penalty 884.720696 = -666667.430983 nChanged 60 SP:Iteration 88Q (437.984174 sec): 3 clusters Score: Raw -667558.772118 + Penalty 884.720696 = -666674.051422 nChanged 61 SP:Iteration 89Q (438.049429 sec): 3 clusters Score: Raw -667564.434906 + Penalty 884.720696 = -666679.714210 nChanged 48 SP:Iteration 90Q (438.115066 sec): 3 clusters Score: Raw -667569.896240 + Penalty 884.720696 = -666685.175543 nChanged 50 SP:Iteration 91Q (438.169568 sec): 3 clusters Score: Raw -667574.767136 + Penalty 884.720696 = -666690.046440 nChanged 37 SP:Iteration 92Q (438.236493 sec): 3 clusters Score: Raw -667577.652856 + Penalty 884.720696 = -666692.932159 nChanged 29 SP:Iteration 93Q (438.305426 sec): 3 clusters Score: Raw -667579.355399 + Penalty 884.720696 = -666694.634703 nChanged 25 SP:Iteration 94Q (438.366413 sec): 3 clusters Score: Raw -667580.575028 + Penalty 884.720696 = -666695.854332 nChanged 22 SP:Iteration 95Q (438.424721 sec): 3 clusters Score: Raw -667581.535113 + Penalty 884.720696 = -666696.814416 nChanged 13 SP:Iteration 96Q (438.484130 sec): 3 clusters Score: Raw -667582.046387 + Penalty 884.720696 = -666697.325691 nChanged 16 SP:Iteration 97Q (438.547407 sec): 3 clusters Score: Raw -667582.681234 + Penalty 884.720696 = -666697.960538 nChanged 16 SP:Iteration 98Q (438.618544 sec): 3 clusters Score: Raw -667583.442857 + Penalty 884.720696 = -666698.722161 nChanged 16 SP:Iteration 99Q (438.681785 sec): 3 clusters Score: Raw -667584.196337 + Penalty 884.720696 = -666699.475640 nChanged 18 SP:Iteration 100F (438.740597 sec): 3 clusters Score: Raw -667584.914438 + Penalty 884.720696 = -666700.193742 nChanged 13 SP:Iteration 101Q (438.796992 sec): 3 clusters Score: Raw -667585.488416 + Penalty 884.720696 = -666700.767720 nChanged 15 SP:Iteration 102Q (438.863877 sec): 3 clusters Score: Raw -667586.021466 + Penalty 884.720696 = -666701.300770 nChanged 10 SP:Iteration 103Q (438.927558 sec): 3 clusters Score: Raw -667586.272251 + Penalty 884.720696 = -666701.551555 nChanged 6 SP:Iteration 104Q (438.987029 sec): 3 clusters Score: Raw -667586.433681 + Penalty 884.720696 = -666701.712984 nChanged 8 SP:Iteration 105Q (439.040866 sec): 3 clusters Score: Raw -667586.640390 + Penalty 884.720696 = -666701.919693 nChanged 10 SP:Iteration 106Q (439.095972 sec): 3 clusters Score: Raw -667586.874291 + Penalty 884.720696 = -666702.153595 nChanged 10 SP:Iteration 107Q (439.156848 sec): 3 clusters Score: Raw -667587.066109 + Penalty 884.720696 = -666702.345413 nChanged 7 SP:Iteration 108Q (439.221854 sec): 3 clusters Score: Raw -667587.206042 + Penalty 884.720696 = -666702.485346 nChanged 7 SP:Iteration 109Q (439.274347 sec): 3 clusters Score: Raw -667587.381710 + Penalty 884.720696 = -666702.661014 nChanged 10 SP:Iteration 110Q (439.344594 sec): 3 clusters Score: Raw -667587.792480 + Penalty 884.720696 = -666703.071784 nChanged 11 SP:Iteration 111Q (439.407248 sec): 3 clusters Score: Raw -667588.157749 + Penalty 884.720696 = -666703.437053 nChanged 9 SP:Iteration 112Q (439.467793 sec): 3 clusters Score: Raw -667588.362939 + Penalty 884.720696 = -666703.642242 nChanged 3 SP:Iteration 113Q (439.521831 sec): 3 clusters Score: Raw -667588.497064 + Penalty 884.720696 = -666703.776367 nChanged 3 SP:Iteration 114Q (439.595355 sec): 3 clusters Score: Raw -667588.606652 + Penalty 884.720696 = -666703.885956 nChanged 6 SP:Iteration 115Q (439.644559 sec): 3 clusters Score: Raw -667588.798234 + Penalty 884.720696 = -666704.077538 nChanged 3 SP:Iteration 116Q (439.711348 sec): 3 clusters Score: Raw -667588.842814 + Penalty 884.720696 = -666704.122117 nChanged 4 SP:Iteration 117Q (439.767733 sec): 3 clusters Score: Raw -667588.901741 + Penalty 884.720696 = -666704.181045 nChanged 2 SP:Iteration 118Q (439.834000 sec): 3 clusters Score: Raw -667588.925313 + Penalty 884.720696 = -666704.204616 nChanged 2 SP:Iteration 119Q (439.895561 sec): 3 clusters Score: Raw -667588.951012 + Penalty 884.720696 = -666704.230315 nChanged 1 SP:Iteration 120F (439.959092 sec): 3 clusters Score: Raw -667588.960506 + Penalty 884.720696 = -666704.239809 nChanged 1 SP:Iteration 121Q (440.014901 sec): 3 clusters Score: Raw -667588.971779 + Penalty 884.720696 = -666704.251083 nChanged 2 SP:Iteration 122Q (440.077663 sec): 3 clusters Score: Raw -667588.996591 + Penalty 884.720696 = -666704.275895 nChanged 1 SP:Iteration 123Q (440.142610 sec): 3 clusters Score: Raw -667589.010944 + Penalty 884.720696 = -666704.290248 nChanged 1 SP:Iteration 124Q (440.211746 sec): 3 clusters Score: Raw -667589.044400 + Penalty 884.720696 = -666704.323704 nChanged 3 SP:Iteration 125Q (440.274740 sec): 3 clusters Score: Raw -667589.100284 + Penalty 884.720696 = -666704.379587 nChanged 3 SP:Iteration 126Q (440.324338 sec): 3 clusters Score: Raw -667589.158132 + Penalty 884.720696 = -666704.437435 nChanged 3 SP:Iteration 127Q (440.393432 sec): 3 clusters Score: Raw -667589.225106 + Penalty 884.720696 = -666704.504410 nChanged 3 SP:Iteration 128Q (440.452303 sec): 3 clusters Score: Raw -667589.290600 + Penalty 884.720696 = -666704.569903 nChanged 3 SP:Iteration 129Q (440.514247 sec): 3 clusters Score: Raw -667589.312943 + Penalty 884.720696 = -666704.592246 nChanged 1 SP:Iteration 130Q (440.576028 sec): 3 clusters Score: Raw -667589.345694 + Penalty 884.720696 = -666704.624997 nChanged 2 SP:Iteration 131Q (440.637638 sec): 3 clusters Score: Raw -667589.384584 + Penalty 884.720696 = -666704.663888 nChanged 5 SP:Iteration 132Q (440.701028 sec): 3 clusters Score: Raw -667589.535370 + Penalty 884.720696 = -666704.814674 nChanged 4 SP:Iteration 133Q (440.753463 sec): 3 clusters Score: Raw -667589.637633 + Penalty 884.720696 = -666704.916937 nChanged 2 SP:Iteration 134Q (440.824068 sec): 3 clusters Score: Raw -667589.676746 + Penalty 884.720696 = -666704.956050 nChanged 4 SP:Iteration 135Q (440.875396 sec): 3 clusters Score: Raw -667589.806637 + Penalty 884.720696 = -666705.085940 nChanged 5 SP:Iteration 136Q (440.935665 sec): 3 clusters Score: Raw -667589.984143 + Penalty 884.720696 = -666705.263446 nChanged 7 SP:Iteration 137Q (441.004727 sec): 3 clusters Score: Raw -667590.149852 + Penalty 884.720696 = -666705.429156 nChanged 10 SP:Iteration 138Q (441.057702 sec): 3 clusters Score: Raw -667590.400219 + Penalty 884.720696 = -666705.679523 nChanged 8 SP:Iteration 139Q (441.121304 sec): 3 clusters Score: Raw -667590.776530 + Penalty 884.720696 = -666706.055833 nChanged 5 SP:Iteration 140F (441.190795 sec): 3 clusters Score: Raw -667590.896065 + Penalty 884.720696 = -666706.175369 nChanged 5 SP:Iteration 141Q (441.248647 sec): 3 clusters Score: Raw -667590.984475 + Penalty 884.720696 = -666706.263779 nChanged 2 SP:Iteration 142Q (441.300716 sec): 3 clusters Score: Raw -667591.002439 + Penalty 884.720696 = -666706.281743 nChanged 2 SP:Iteration 143Q (441.374145 sec): 3 clusters Score: Raw -667591.053709 + Penalty 884.720696 = -666706.333013 nChanged 3 SP:Iteration 144Q (441.423778 sec): 3 clusters Score: Raw -667591.141815 + Penalty 884.720696 = -666706.421119 nChanged 3 SP:Iteration 145Q (441.495673 sec): 3 clusters Score: Raw -667591.175443 + Penalty 884.720696 = -666706.454747 nChanged 2 SP:Iteration 146Q (441.562255 sec): 3 clusters Score: Raw -667591.244179 + Penalty 884.720696 = -666706.523483 nChanged 3 SP:Iteration 147Q (441.625346 sec): 3 clusters Score: Raw -667591.345697 + Penalty 884.720696 = -666706.625000 nChanged 3 SP:Iteration 148Q (441.686248 sec): 3 clusters Score: Raw -667591.419376 + Penalty 884.720696 = -666706.698679 nChanged 3 SP:Iteration 149Q (441.748108 sec): 3 clusters Score: Raw -667591.466832 + Penalty 884.720696 = -666706.746135 nChanged 1 SP:Iteration 150Q (441.811599 sec): 3 clusters Score: Raw -667591.477286 + Penalty 884.720696 = -666706.756590 nChanged 0 SP:Iteration 151F (441.870835 sec): 3 clusters Score: Raw -667591.477286 + Penalty 884.720696 = -666706.756590 nChanged 0 Trying to split cluster 33 (46858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (441.930653 sec): 2 clusters Score: Raw -1838751.737681 + Penalty 489.346905 = -1838262.390776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (442.028082 sec): 3 clusters Score: Raw -1807978.418755 + Penalty 978.693810 = -1806999.724945 nChanged 22662 SP:Iteration 1F (442.113804 sec): 3 clusters Score: Raw -1824601.782374 + Penalty 978.693810 = -1823623.088564 nChanged 4131 SP:Iteration 2F (442.205777 sec): 3 clusters Score: Raw -1828523.339286 + Penalty 978.693810 = -1827544.645476 nChanged 4186 SP:Iteration 3F (442.298005 sec): 3 clusters Score: Raw -1832325.683642 + Penalty 978.693810 = -1831346.989832 nChanged 3480 SP:Iteration 4F (442.379239 sec): 3 clusters Score: Raw -1834809.827441 + Penalty 978.693810 = -1833831.133631 nChanged 2445 SP:Iteration 5F (442.476684 sec): 3 clusters Score: Raw -1836254.280060 + Penalty 978.693810 = -1835275.586250 nChanged 1640 SP:Iteration 6Q (442.569529 sec): 3 clusters Score: Raw -1837090.941451 + Penalty 978.693810 = -1836112.247642 nChanged 1196 SP:Iteration 7Q (442.673541 sec): 3 clusters Score: Raw -1837638.671820 + Penalty 978.693810 = -1836659.978011 nChanged 1044 SP:Iteration 8Q (442.764451 sec): 3 clusters Score: Raw -1838080.553746 + Penalty 978.693810 = -1837101.859936 nChanged 913 SP:Iteration 9Q (442.852555 sec): 3 clusters Score: Raw -1838416.688794 + Penalty 978.693810 = -1837437.994984 nChanged 801 SP:Iteration 10Q (442.955931 sec): 3 clusters Score: Raw -1838683.648018 + Penalty 978.693810 = -1837704.954209 nChanged 761 SP:Iteration 11Q (443.047063 sec): 3 clusters Score: Raw -1838940.474898 + Penalty 978.693810 = -1837961.781088 nChanged 714 SP:Iteration 12Q (443.135495 sec): 3 clusters Score: Raw -1839180.015342 + Penalty 978.693810 = -1838201.321532 nChanged 667 SP:Iteration 13Q (443.229761 sec): 3 clusters Score: Raw -1839409.439932 + Penalty 978.693810 = -1838430.746123 nChanged 666 SP:Iteration 14Q (443.320245 sec): 3 clusters Score: Raw -1839622.312749 + Penalty 978.693810 = -1838643.618939 nChanged 615 SP:Iteration 15Q (443.414814 sec): 3 clusters Score: Raw -1839810.329151 + Penalty 978.693810 = -1838831.635341 nChanged 604 SP:Iteration 16Q (443.511241 sec): 3 clusters Score: Raw -1839989.365616 + Penalty 978.693810 = -1839010.671806 nChanged 531 SP:Iteration 17Q (443.604777 sec): 3 clusters Score: Raw -1840127.974453 + Penalty 978.693810 = -1839149.280643 nChanged 456 SP:Iteration 18Q (443.694997 sec): 3 clusters Score: Raw -1840229.345025 + Penalty 978.693810 = -1839250.651215 nChanged 401 SP:Iteration 19Q (443.778834 sec): 3 clusters Score: Raw -1840313.441210 + Penalty 978.693810 = -1839334.747400 nChanged 347 SP:Iteration 20F (443.878716 sec): 3 clusters Score: Raw -1840446.540688 + Penalty 978.693810 = -1839467.846878 nChanged 391 SP:Iteration 21Q (443.970608 sec): 3 clusters Score: Raw -1840580.352765 + Penalty 978.693810 = -1839601.658956 nChanged 448 SP:Iteration 22Q (444.067657 sec): 3 clusters Score: Raw -1840696.620750 + Penalty 978.693810 = -1839717.926940 nChanged 415 SP:Iteration 23Q (444.163111 sec): 3 clusters Score: Raw -1840789.477488 + Penalty 978.693810 = -1839810.783678 nChanged 392 SP:Iteration 24Q (444.259932 sec): 3 clusters Score: Raw -1840869.063789 + Penalty 978.693810 = -1839890.369979 nChanged 376 SP:Iteration 25Q (444.350155 sec): 3 clusters Score: Raw -1840939.497117 + Penalty 978.693810 = -1839960.803307 nChanged 333 SP:Iteration 26Q (444.449554 sec): 3 clusters Score: Raw -1840992.860058 + Penalty 978.693810 = -1840014.166248 nChanged 312 SP:Iteration 27Q (444.540233 sec): 3 clusters Score: Raw -1841045.358120 + Penalty 978.693810 = -1840066.664311 nChanged 314 SP:Iteration 28Q (444.620111 sec): 3 clusters Score: Raw -1841095.806697 + Penalty 978.693810 = -1840117.112888 nChanged 295 SP:Iteration 29Q (444.713569 sec): 3 clusters Score: Raw -1841136.831918 + Penalty 978.693810 = -1840158.138108 nChanged 295 SP:Iteration 30Q (444.805375 sec): 3 clusters Score: Raw -1841177.302024 + Penalty 978.693810 = -1840198.608214 nChanged 310 SP:Iteration 31Q (444.905453 sec): 3 clusters Score: Raw -1841222.848346 + Penalty 978.693810 = -1840244.154537 nChanged 296 SP:Iteration 32Q (444.993329 sec): 3 clusters Score: Raw -1841268.960391 + Penalty 978.693810 = -1840290.266581 nChanged 336 SP:Iteration 33Q (445.086231 sec): 3 clusters Score: Raw -1841326.232516 + Penalty 978.693810 = -1840347.538706 nChanged 343 SP:Iteration 34Q (445.176528 sec): 3 clusters Score: Raw -1841393.899820 + Penalty 978.693810 = -1840415.206010 nChanged 389 SP:Iteration 35Q (445.270402 sec): 3 clusters Score: Raw -1841479.035270 + Penalty 978.693810 = -1840500.341460 nChanged 408 SP:Iteration 36Q (445.355045 sec): 3 clusters Score: Raw -1841575.067601 + Penalty 978.693810 = -1840596.373791 nChanged 435 SP:Iteration 37Q (445.452164 sec): 3 clusters Score: Raw -1841676.588115 + Penalty 978.693810 = -1840697.894305 nChanged 438 SP:Iteration 38Q (445.545954 sec): 3 clusters Score: Raw -1841776.101941 + Penalty 978.693810 = -1840797.408131 nChanged 451 SP:Iteration 39Q (445.638995 sec): 3 clusters Score: Raw -1841877.241218 + Penalty 978.693810 = -1840898.547408 nChanged 447 SP:Iteration 40F (445.730469 sec): 3 clusters Score: Raw -1841983.629922 + Penalty 978.693810 = -1841004.936112 nChanged 464 SP:Iteration 41Q (445.820743 sec): 3 clusters Score: Raw -1842094.866191 + Penalty 978.693810 = -1841116.172381 nChanged 452 SP:Iteration 42Q (445.914234 sec): 3 clusters Score: Raw -1842207.376152 + Penalty 978.693810 = -1841228.682342 nChanged 423 SP:Iteration 43Q (446.002555 sec): 3 clusters Score: Raw -1842315.753781 + Penalty 978.693810 = -1841337.059971 nChanged 405 SP:Iteration 44Q (446.081960 sec): 3 clusters Score: Raw -1842416.119561 + Penalty 978.693810 = -1841437.425751 nChanged 388 SP:Iteration 45Q (446.177087 sec): 3 clusters Score: Raw -1842507.491220 + Penalty 978.693810 = -1841528.797410 nChanged 392 SP:Iteration 46Q (446.270082 sec): 3 clusters Score: Raw -1842597.770938 + Penalty 978.693810 = -1841619.077128 nChanged 357 SP:Iteration 47Q (446.371114 sec): 3 clusters Score: Raw -1842677.245726 + Penalty 978.693810 = -1841698.551916 nChanged 324 SP:Iteration 48Q (446.458171 sec): 3 clusters Score: Raw -1842743.611266 + Penalty 978.693810 = -1841764.917457 nChanged 328 SP:Iteration 49Q (446.542669 sec): 3 clusters Score: Raw -1842807.338594 + Penalty 978.693810 = -1841828.644784 nChanged 309 SP:Iteration 50Q (446.631169 sec): 3 clusters Score: Raw -1842874.553845 + Penalty 978.693810 = -1841895.860036 nChanged 328 SP:Iteration 51Q (446.720513 sec): 3 clusters Score: Raw -1842943.751031 + Penalty 978.693810 = -1841965.057221 nChanged 287 SP:Iteration 52Q (446.815599 sec): 3 clusters Score: Raw -1843001.734643 + Penalty 978.693810 = -1842023.040834 nChanged 282 SP:Iteration 53Q (446.905786 sec): 3 clusters Score: Raw -1843057.988567 + Penalty 978.693810 = -1842079.294757 nChanged 246 SP:Iteration 54Q (446.996421 sec): 3 clusters Score: Raw -1843096.685671 + Penalty 978.693810 = -1842117.991861 nChanged 208 SP:Iteration 55Q (447.085616 sec): 3 clusters Score: Raw -1843127.315209 + Penalty 978.693810 = -1842148.621399 nChanged 191 SP:Iteration 56Q (447.175012 sec): 3 clusters Score: Raw -1843154.309137 + Penalty 978.693810 = -1842175.615327 nChanged 173 SP:Iteration 57Q (447.257907 sec): 3 clusters Score: Raw -1843178.460625 + Penalty 978.693810 = -1842199.766815 nChanged 173 SP:Iteration 58Q (447.357338 sec): 3 clusters Score: Raw -1843204.185073 + Penalty 978.693810 = -1842225.491263 nChanged 171 SP:Iteration 59Q (447.449008 sec): 3 clusters Score: Raw -1843228.917708 + Penalty 978.693810 = -1842250.223898 nChanged 149 SP:Iteration 60F (447.531620 sec): 3 clusters Score: Raw -1843249.380835 + Penalty 978.693810 = -1842270.687025 nChanged 155 SP:Iteration 61Q (447.623681 sec): 3 clusters Score: Raw -1843272.765266 + Penalty 978.693810 = -1842294.071457 nChanged 139 SP:Iteration 62Q (447.715904 sec): 3 clusters Score: Raw -1843294.525568 + Penalty 978.693810 = -1842315.831758 nChanged 125 SP:Iteration 63Q (447.796966 sec): 3 clusters Score: Raw -1843311.474129 + Penalty 978.693810 = -1842332.780319 nChanged 110 SP:Iteration 64Q (447.881520 sec): 3 clusters Score: Raw -1843328.478417 + Penalty 978.693810 = -1842349.784608 nChanged 116 SP:Iteration 65Q (447.971816 sec): 3 clusters Score: Raw -1843347.791937 + Penalty 978.693810 = -1842369.098128 nChanged 122 SP:Iteration 66Q (448.061134 sec): 3 clusters Score: Raw -1843370.063383 + Penalty 978.693810 = -1842391.369573 nChanged 127 SP:Iteration 67Q (448.141198 sec): 3 clusters Score: Raw -1843391.969605 + Penalty 978.693810 = -1842413.275795 nChanged 150 SP:Iteration 68Q (448.234387 sec): 3 clusters Score: Raw -1843417.526390 + Penalty 978.693810 = -1842438.832580 nChanged 129 SP:Iteration 69Q (448.328040 sec): 3 clusters Score: Raw -1843437.200123 + Penalty 978.693810 = -1842458.506314 nChanged 131 SP:Iteration 70Q (448.425509 sec): 3 clusters Score: Raw -1843458.049027 + Penalty 978.693810 = -1842479.355217 nChanged 115 SP:Iteration 71Q (448.505011 sec): 3 clusters Score: Raw -1843472.877329 + Penalty 978.693810 = -1842494.183520 nChanged 110 SP:Iteration 72Q (448.600507 sec): 3 clusters Score: Raw -1843487.633189 + Penalty 978.693810 = -1842508.939379 nChanged 100 SP:Iteration 73Q (448.685352 sec): 3 clusters Score: Raw -1843500.625644 + Penalty 978.693810 = -1842521.931834 nChanged 97 SP:Iteration 74Q (448.773090 sec): 3 clusters Score: Raw -1843510.220061 + Penalty 978.693810 = -1842531.526251 nChanged 80 SP:Iteration 75Q (448.864363 sec): 3 clusters Score: Raw -1843516.909701 + Penalty 978.693810 = -1842538.215891 nChanged 79 SP:Iteration 76Q (448.951395 sec): 3 clusters Score: Raw -1843524.095919 + Penalty 978.693810 = -1842545.402109 nChanged 69 SP:Iteration 77Q (449.027933 sec): 3 clusters Score: Raw -1843530.555657 + Penalty 978.693810 = -1842551.861847 nChanged 79 SP:Iteration 78Q (449.124005 sec): 3 clusters Score: Raw -1843537.439702 + Penalty 978.693810 = -1842558.745892 nChanged 64 SP:Iteration 79Q (449.210323 sec): 3 clusters Score: Raw -1843542.587189 + Penalty 978.693810 = -1842563.893379 nChanged 67 SP:Iteration 80F (449.300370 sec): 3 clusters Score: Raw -1843547.485430 + Penalty 978.693810 = -1842568.791621 nChanged 61 SP:Iteration 81Q (449.381639 sec): 3 clusters Score: Raw -1843552.130091 + Penalty 978.693810 = -1842573.436282 nChanged 52 SP:Iteration 82Q (449.467917 sec): 3 clusters Score: Raw -1843555.382978 + Penalty 978.693810 = -1842576.689169 nChanged 40 SP:Iteration 83Q (449.560878 sec): 3 clusters Score: Raw -1843557.645412 + Penalty 978.693810 = -1842578.951602 nChanged 40 SP:Iteration 84Q (449.655171 sec): 3 clusters Score: Raw -1843559.257905 + Penalty 978.693810 = -1842580.564095 nChanged 34 SP:Iteration 85Q (449.745349 sec): 3 clusters Score: Raw -1843560.872512 + Penalty 978.693810 = -1842582.178702 nChanged 28 SP:Iteration 86Q (449.824921 sec): 3 clusters Score: Raw -1843561.907239 + Penalty 978.693810 = -1842583.213429 nChanged 17 SP:Iteration 87Q (449.911057 sec): 3 clusters Score: Raw -1843562.339307 + Penalty 978.693810 = -1842583.645497 nChanged 10 SP:Iteration 88Q (450.006508 sec): 3 clusters Score: Raw -1843562.566210 + Penalty 978.693810 = -1842583.872401 nChanged 8 SP:Iteration 89Q (450.090341 sec): 3 clusters Score: Raw -1843562.676015 + Penalty 978.693810 = -1842583.982205 nChanged 5 SP:Iteration 90Q (450.176803 sec): 3 clusters Score: Raw -1843562.792480 + Penalty 978.693810 = -1842584.098671 nChanged 8 SP:Iteration 91Q (450.261304 sec): 3 clusters Score: Raw -1843562.944248 + Penalty 978.693810 = -1842584.250438 nChanged 5 SP:Iteration 92Q (450.344762 sec): 3 clusters Score: Raw -1843563.002231 + Penalty 978.693810 = -1842584.308421 nChanged 4 SP:Iteration 93Q (450.433255 sec): 3 clusters Score: Raw -1843563.047822 + Penalty 978.693810 = -1842584.354012 nChanged 3 SP:Iteration 94Q (450.525919 sec): 3 clusters Score: Raw -1843563.079820 + Penalty 978.693810 = -1842584.386010 nChanged 2 SP:Iteration 95Q (450.616404 sec): 3 clusters Score: Raw -1843563.105998 + Penalty 978.693810 = -1842584.412188 nChanged 3 SP:Iteration 96Q (450.704088 sec): 3 clusters Score: Raw -1843563.151587 + Penalty 978.693810 = -1842584.457777 nChanged 2 SP:Iteration 97Q (450.787789 sec): 3 clusters Score: Raw -1843563.165476 + Penalty 978.693810 = -1842584.471666 nChanged 1 SP:Iteration 98Q (450.879682 sec): 3 clusters Score: Raw -1843563.172959 + Penalty 978.693810 = -1842584.479149 nChanged 0 SP:Iteration 99F (450.969141 sec): 3 clusters Score: Raw -1843563.172959 + Penalty 978.693810 = -1842584.479149 nChanged 0 Score: Raw -17377512.503740 + Penalty 24943.009395 = -17352569.494346 Splitting cluster 33 changes total score from -17343180.328663 to -17352569.494346 So it's getting split into cluster 42. Iteration 59Q (462.913132 sec): 43 clusters Score: Raw -17379746.302442 + Penalty 24943.009395 = -17354803.293048 nChanged 4876 Iteration 60F (470.036787 sec): 43 clusters Score: Raw -17382121.563283 + Penalty 24943.009395 = -17357178.553888 nChanged 4297 Iteration 61Q (474.413377 sec): 43 clusters Score: Raw -17383515.521302 + Penalty 24943.009395 = -17358572.511908 nChanged 3138 Iteration 62Q (478.621465 sec): 43 clusters Score: Raw -17384421.283838 + Penalty 24943.009395 = -17359478.274444 nChanged 2772 Iteration 63Q (482.696878 sec): 43 clusters Score: Raw -17385157.270601 + Penalty 24943.009395 = -17360214.261206 nChanged 2531 Iteration 64Q (486.767652 sec): 43 clusters Score: Raw -17385784.420852 + Penalty 24943.009395 = -17360841.411457 nChanged 2376 Iteration 65Q (490.674618 sec): 43 clusters Score: Raw -17386336.101906 + Penalty 24943.009395 = -17361393.092512 nChanged 2185 Iteration 66Q (494.861185 sec): 43 clusters Score: Raw -17386835.046219 + Penalty 24943.009395 = -17361892.036824 nChanged 2163 Iteration 67Q (498.901466 sec): 43 clusters Score: Raw -17387315.825644 + Penalty 24943.009395 = -17362372.816249 nChanged 1982 Iteration 68Q (503.154403 sec): 43 clusters Score: Raw -17387701.752336 + Penalty 24943.009395 = -17362758.742941 nChanged 1891 Iteration 69Q (507.184885 sec): 43 clusters Score: Raw -17388048.902885 + Penalty 24943.009395 = -17363105.893490 nChanged 1835 Iteration 70Q (510.956269 sec): 43 clusters Score: Raw -17388381.643727 + Penalty 24943.009395 = -17363438.634332 nChanged 1664 Iteration 71Q (515.155683 sec): 43 clusters Score: Raw -17388652.473018 + Penalty 24943.009395 = -17363709.463624 nChanged 1543 Iteration 72Q (519.124703 sec): 43 clusters Score: Raw -17388871.166224 + Penalty 24943.009395 = -17363928.156829 nChanged 1453 Iteration 73Q (523.268816 sec): 43 clusters Score: Raw -17389068.572868 + Penalty 24943.009395 = -17364125.563473 nChanged 1315 Iteration 74Q (527.041808 sec): 43 clusters Score: Raw -17389226.395034 + Penalty 24943.009395 = -17364283.385639 nChanged 1249 Iteration 75Q (530.882179 sec): 43 clusters Score: Raw -17389378.136726 + Penalty 24943.009395 = -17364435.127331 nChanged 1185 Iteration 76Q (534.971488 sec): 43 clusters Score: Raw -17389504.976631 + Penalty 24943.009395 = -17364561.967236 nChanged 1078 Iteration 77Q (539.039604 sec): 43 clusters Score: Raw -17389611.242789 + Penalty 24943.009395 = -17364668.233394 nChanged 933 Iteration 78Q (542.821222 sec): 43 clusters Score: Raw -17389692.170894 + Penalty 24943.009395 = -17364749.161499 nChanged 879 Iteration 79Q (546.651444 sec): 43 clusters Score: Raw -17389769.329192 + Penalty 24943.009395 = -17364826.319798 nChanged 789 Iteration 80F (553.738757 sec): 43 clusters Score: Raw -17390035.025216 + Penalty 24943.009395 = -17365092.015821 nChanged 990 Iteration 81Q (557.670307 sec): 43 clusters Score: Raw -17390203.686923 + Penalty 24943.009395 = -17365260.677529 nChanged 1013 Iteration 82Q (561.509878 sec): 43 clusters Score: Raw -17390329.427159 + Penalty 24943.009395 = -17365386.417765 nChanged 952 Iteration 83Q (565.095340 sec): 43 clusters Score: Raw -17390440.258954 + Penalty 24943.009395 = -17365497.249560 nChanged 948 Iteration 84Q (568.912652 sec): 43 clusters Score: Raw -17390544.377624 + Penalty 24943.009395 = -17365601.368229 nChanged 886 Iteration 85Q (572.741375 sec): 43 clusters Score: Raw -17390632.983153 + Penalty 24943.009395 = -17365689.973758 nChanged 823 Iteration 86Q (576.609063 sec): 43 clusters Score: Raw -17390716.267258 + Penalty 24943.009395 = -17365773.257864 nChanged 802 Iteration 87Q (580.733684 sec): 43 clusters Score: Raw -17390794.247585 + Penalty 24943.009395 = -17365851.238191 nChanged 718 Iteration 88Q (584.682716 sec): 43 clusters Score: Raw -17390863.249359 + Penalty 24943.009395 = -17365920.239964 nChanged 671 Iteration 89Q (588.536635 sec): 43 clusters Score: Raw -17390927.594296 + Penalty 24943.009395 = -17365984.584902 nChanged 645 Iteration 90Q (592.425672 sec): 43 clusters Score: Raw -17390985.529694 + Penalty 24943.009395 = -17366042.520300 nChanged 583 Iteration 91Q (596.764759 sec): 43 clusters Score: Raw -17391040.236846 + Penalty 24943.009395 = -17366097.227451 nChanged 567 Iteration 92Q (600.710522 sec): 43 clusters Score: Raw -17391095.103321 + Penalty 24943.009395 = -17366152.093926 nChanged 576 Iteration 93Q (604.637057 sec): 43 clusters Score: Raw -17391151.885348 + Penalty 24943.009395 = -17366208.875954 nChanged 595 Iteration 94Q (608.649156 sec): 43 clusters Score: Raw -17391213.342661 + Penalty 24943.009395 = -17366270.333266 nChanged 592 Iteration 95Q (612.640109 sec): 43 clusters Score: Raw -17391257.520989 + Penalty 24943.009395 = -17366314.511594 nChanged 538 Iteration 96Q (616.438383 sec): 43 clusters Score: Raw -17391295.657343 + Penalty 24943.009395 = -17366352.647948 nChanged 550 Iteration 97Q (620.196399 sec): 43 clusters Score: Raw -17391327.403683 + Penalty 24943.009395 = -17366384.394288 nChanged 507 Iteration 98Q (624.302252 sec): 43 clusters Score: Raw -17391356.169182 + Penalty 24943.009395 = -17366413.159787 nChanged 512 Writing temp clu file Because OldScore, -17366384.394288, is greater than current (better) Score,-17366413.159787 Compute initial score before splitting: Score: Raw -17391356.169182 + Penalty 24943.009395 = -17366413.159787 Trying to split cluster 1 (1939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (624.481289 sec): 2 clusters Score: Raw -70404.536024 + Penalty 344.431708 = -70060.104315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (624.525284 sec): 3 clusters Score: Raw -69354.269088 + Penalty 688.863417 = -68665.405671 nChanged 815 SP:Iteration 1F (624.559693 sec): 3 clusters Score: Raw -69804.065492 + Penalty 688.863417 = -69115.202075 nChanged 125 SP:Iteration 2F (624.603312 sec): 3 clusters Score: Raw -69868.744343 + Penalty 688.863417 = -69179.880927 nChanged 98 SP:Iteration 3F (624.651435 sec): 3 clusters Score: Raw -69913.365027 + Penalty 688.863417 = -69224.501611 nChanged 83 SP:Iteration 4Q (624.707586 sec): 3 clusters Score: Raw -69951.751734 + Penalty 688.863417 = -69262.888318 nChanged 77 SP:Iteration 5Q (624.749895 sec): 3 clusters Score: Raw -69990.130329 + Penalty 688.863417 = -69301.266913 nChanged 72 SP:Iteration 6Q (624.796781 sec): 3 clusters Score: Raw -70021.797698 + Penalty 688.863417 = -69332.934281 nChanged 64 SP:Iteration 7Q (624.842721 sec): 3 clusters Score: Raw -70064.137064 + Penalty 688.863417 = -69375.273648 nChanged 76 SP:Iteration 8Q (624.897574 sec): 3 clusters Score: Raw -70113.587600 + Penalty 688.863417 = -69424.724183 nChanged 69 SP:Iteration 9Q (624.938415 sec): 3 clusters Score: Raw -70152.843888 + Penalty 688.863417 = -69463.980472 nChanged 67 SP:Iteration 10Q (624.984473 sec): 3 clusters Score: Raw -70205.462600 + Penalty 688.863417 = -69516.599184 nChanged 71 SP:Iteration 11Q (625.031980 sec): 3 clusters Score: Raw -70269.796767 + Penalty 688.863417 = -69580.933350 nChanged 60 SP:Iteration 12Q (625.076575 sec): 3 clusters Score: Raw -70330.154890 + Penalty 688.863417 = -69641.291474 nChanged 48 SP:Iteration 13Q (625.124413 sec): 3 clusters Score: Raw -70379.214199 + Penalty 688.863417 = -69690.350782 nChanged 34 SP:Iteration 14Q (625.172788 sec): 3 clusters Score: Raw -70410.513194 + Penalty 688.863417 = -69721.649778 nChanged 30 SP:Iteration 15Q (625.227479 sec): 3 clusters Score: Raw -70438.454132 + Penalty 688.863417 = -69749.590715 nChanged 24 SP:Iteration 16Q (625.273996 sec): 3 clusters Score: Raw -70455.462325 + Penalty 688.863417 = -69766.598909 nChanged 14 SP:Iteration 17Q (625.323833 sec): 3 clusters Score: Raw -70468.954616 + Penalty 688.863417 = -69780.091199 nChanged 8 SP:Iteration 18Q (625.373525 sec): 3 clusters Score: Raw -70476.855526 + Penalty 688.863417 = -69787.992109 nChanged 8 SP:Iteration 19Q (625.422286 sec): 3 clusters Score: Raw -70480.492219 + Penalty 688.863417 = -69791.628802 nChanged 4 SP:Iteration 20F (625.467442 sec): 3 clusters Score: Raw -70481.456937 + Penalty 688.863417 = -69792.593521 nChanged 1 SP:Iteration 21Q (625.519694 sec): 3 clusters Score: Raw -70481.949595 + Penalty 688.863417 = -69793.086178 nChanged 1 SP:Iteration 22Q (625.562566 sec): 3 clusters Score: Raw -70482.722707 + Penalty 688.863417 = -69793.859290 nChanged 4 SP:Iteration 23Q (625.609446 sec): 3 clusters Score: Raw -70485.124441 + Penalty 688.863417 = -69796.261025 nChanged 4 SP:Iteration 24Q (625.658844 sec): 3 clusters Score: Raw -70486.705691 + Penalty 688.863417 = -69797.842275 nChanged 1 SP:Iteration 25Q (625.706655 sec): 3 clusters Score: Raw -70487.280009 + Penalty 688.863417 = -69798.416592 nChanged 1 SP:Iteration 26Q (625.755621 sec): 3 clusters Score: Raw -70487.681974 + Penalty 688.863417 = -69798.818557 nChanged 3 SP:Iteration 27Q (625.809673 sec): 3 clusters Score: Raw -70488.313202 + Penalty 688.863417 = -69799.449786 nChanged 3 SP:Iteration 28Q (625.860814 sec): 3 clusters Score: Raw -70490.975232 + Penalty 688.863417 = -69802.111815 nChanged 7 SP:Iteration 29Q (625.902383 sec): 3 clusters Score: Raw -70495.536225 + Penalty 688.863417 = -69806.672809 nChanged 7 SP:Iteration 30Q (625.945423 sec): 3 clusters Score: Raw -70497.659914 + Penalty 688.863417 = -69808.796497 nChanged 0 SP:Iteration 31F (625.992051 sec): 3 clusters Score: Raw -70497.659914 + Penalty 688.863417 = -69808.796497 nChanged 0 Trying to split cluster 2 (4671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (626.019787 sec): 2 clusters Score: Raw -182011.687127 + Penalty 384.435345 = -181627.251782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (626.068758 sec): 3 clusters Score: Raw -179232.180417 + Penalty 768.870690 = -178463.309727 nChanged 2136 SP:Iteration 1F (626.109606 sec): 3 clusters Score: Raw -180539.231937 + Penalty 768.870690 = -179770.361247 nChanged 379 SP:Iteration 2F (626.157756 sec): 3 clusters Score: Raw -180799.631316 + Penalty 768.870690 = -180030.760626 nChanged 342 SP:Iteration 3F (626.206990 sec): 3 clusters Score: Raw -181036.817520 + Penalty 768.870690 = -180267.946830 nChanged 300 SP:Iteration 4F (626.258338 sec): 3 clusters Score: Raw -181248.184825 + Penalty 768.870690 = -180479.314135 nChanged 242 SP:Iteration 5F (626.302515 sec): 3 clusters Score: Raw -181402.733644 + Penalty 768.870690 = -180633.862955 nChanged 205 SP:Iteration 6Q (626.357612 sec): 3 clusters Score: Raw -181512.104733 + Penalty 768.870690 = -180743.234043 nChanged 154 SP:Iteration 7Q (626.413380 sec): 3 clusters Score: Raw -181603.498123 + Penalty 768.870690 = -180834.627433 nChanged 149 SP:Iteration 8Q (626.456545 sec): 3 clusters Score: Raw -181678.857617 + Penalty 768.870690 = -180909.986927 nChanged 138 SP:Iteration 9Q (626.501840 sec): 3 clusters Score: Raw -181746.439933 + Penalty 768.870690 = -180977.569243 nChanged 118 SP:Iteration 10Q (626.558320 sec): 3 clusters Score: Raw -181812.472163 + Penalty 768.870690 = -181043.601473 nChanged 118 SP:Iteration 11Q (626.600260 sec): 3 clusters Score: Raw -181867.423803 + Penalty 768.870690 = -181098.553113 nChanged 83 SP:Iteration 12Q (626.650459 sec): 3 clusters Score: Raw -181897.349540 + Penalty 768.870690 = -181128.478850 nChanged 60 SP:Iteration 13Q (626.704711 sec): 3 clusters Score: Raw -181915.028468 + Penalty 768.870690 = -181146.157778 nChanged 54 SP:Iteration 14Q (626.764897 sec): 3 clusters Score: Raw -181931.406383 + Penalty 768.870690 = -181162.535693 nChanged 52 SP:Iteration 15Q (626.815268 sec): 3 clusters Score: Raw -181952.336260 + Penalty 768.870690 = -181183.465570 nChanged 73 SP:Iteration 16Q (626.869436 sec): 3 clusters Score: Raw -181989.469340 + Penalty 768.870690 = -181220.598650 nChanged 72 SP:Iteration 17Q (626.913777 sec): 3 clusters Score: Raw -182029.428682 + Penalty 768.870690 = -181260.557992 nChanged 81 SP:Iteration 18Q (626.964103 sec): 3 clusters Score: Raw -182066.241267 + Penalty 768.870690 = -181297.370577 nChanged 64 SP:Iteration 19Q (627.014925 sec): 3 clusters Score: Raw -182095.995644 + Penalty 768.870690 = -181327.124954 nChanged 58 SP:Iteration 20F (627.063208 sec): 3 clusters Score: Raw -182120.682560 + Penalty 768.870690 = -181351.811870 nChanged 55 SP:Iteration 21Q (627.101158 sec): 3 clusters Score: Raw -182142.311301 + Penalty 768.870690 = -181373.440612 nChanged 52 SP:Iteration 22Q (627.156305 sec): 3 clusters Score: Raw -182160.895250 + Penalty 768.870690 = -181392.024560 nChanged 35 SP:Iteration 23Q (627.200880 sec): 3 clusters Score: Raw -182167.552847 + Penalty 768.870690 = -181398.682157 nChanged 24 SP:Iteration 24Q (627.261735 sec): 3 clusters Score: Raw -182170.338677 + Penalty 768.870690 = -181401.467987 nChanged 19 SP:Iteration 25Q (627.311618 sec): 3 clusters Score: Raw -182174.264872 + Penalty 768.870690 = -181405.394182 nChanged 22 SP:Iteration 26Q (627.356951 sec): 3 clusters Score: Raw -182179.859302 + Penalty 768.870690 = -181410.988612 nChanged 24 SP:Iteration 27Q (627.403095 sec): 3 clusters Score: Raw -182186.286812 + Penalty 768.870690 = -181417.416122 nChanged 19 SP:Iteration 28Q (627.454299 sec): 3 clusters Score: Raw -182189.936460 + Penalty 768.870690 = -181421.065770 nChanged 11 SP:Iteration 29Q (627.507619 sec): 3 clusters Score: Raw -182191.659093 + Penalty 768.870690 = -181422.788403 nChanged 11 SP:Iteration 30Q (627.545126 sec): 3 clusters Score: Raw -182193.379863 + Penalty 768.870690 = -181424.509173 nChanged 11 SP:Iteration 31Q (627.596991 sec): 3 clusters Score: Raw -182195.113154 + Penalty 768.870690 = -181426.242464 nChanged 14 SP:Iteration 32Q (627.644699 sec): 3 clusters Score: Raw -182198.006578 + Penalty 768.870690 = -181429.135888 nChanged 14 SP:Iteration 33Q (627.695009 sec): 3 clusters Score: Raw -182200.670916 + Penalty 768.870690 = -181431.800226 nChanged 13 SP:Iteration 34Q (627.736154 sec): 3 clusters Score: Raw -182203.111295 + Penalty 768.870690 = -181434.240605 nChanged 11 SP:Iteration 35Q (627.785159 sec): 3 clusters Score: Raw -182205.834412 + Penalty 768.870690 = -181436.963722 nChanged 15 SP:Iteration 36Q (627.843049 sec): 3 clusters Score: Raw -182209.345362 + Penalty 768.870690 = -181440.474672 nChanged 17 SP:Iteration 37Q (627.893286 sec): 3 clusters Score: Raw -182213.181156 + Penalty 768.870690 = -181444.310466 nChanged 16 SP:Iteration 38Q (627.936113 sec): 3 clusters Score: Raw -182216.503502 + Penalty 768.870690 = -181447.632812 nChanged 14 SP:Iteration 39Q (627.981340 sec): 3 clusters Score: Raw -182218.962941 + Penalty 768.870690 = -181450.092251 nChanged 12 SP:Iteration 40F (628.033101 sec): 3 clusters Score: Raw -182220.921450 + Penalty 768.870690 = -181452.050760 nChanged 12 SP:Iteration 41Q (628.083459 sec): 3 clusters Score: Raw -182224.385127 + Penalty 768.870690 = -181455.514437 nChanged 19 SP:Iteration 42Q (628.137868 sec): 3 clusters Score: Raw -182231.049171 + Penalty 768.870690 = -181462.178481 nChanged 29 SP:Iteration 43Q (628.197619 sec): 3 clusters Score: Raw -182240.360303 + Penalty 768.870690 = -181471.489613 nChanged 33 SP:Iteration 44Q (628.247466 sec): 3 clusters Score: Raw -182249.304908 + Penalty 768.870690 = -181480.434218 nChanged 30 SP:Iteration 45Q (628.296760 sec): 3 clusters Score: Raw -182257.670864 + Penalty 768.870690 = -181488.800174 nChanged 27 SP:Iteration 46Q (628.345436 sec): 3 clusters Score: Raw -182267.089146 + Penalty 768.870690 = -181498.218456 nChanged 23 SP:Iteration 47Q (628.393338 sec): 3 clusters Score: Raw -182272.390915 + Penalty 768.870690 = -181503.520225 nChanged 18 SP:Iteration 48Q (628.449409 sec): 3 clusters Score: Raw -182276.468914 + Penalty 768.870690 = -181507.598224 nChanged 11 SP:Iteration 49Q (628.495603 sec): 3 clusters Score: Raw -182278.766964 + Penalty 768.870690 = -181509.896274 nChanged 10 SP:Iteration 50Q (628.542924 sec): 3 clusters Score: Raw -182280.311133 + Penalty 768.870690 = -181511.440443 nChanged 13 SP:Iteration 51Q (628.596748 sec): 3 clusters Score: Raw -182282.276554 + Penalty 768.870690 = -181513.405864 nChanged 9 SP:Iteration 52Q (628.652768 sec): 3 clusters Score: Raw -182283.023475 + Penalty 768.870690 = -181514.152785 nChanged 3 SP:Iteration 53Q (628.700899 sec): 3 clusters Score: Raw -182283.218651 + Penalty 768.870690 = -181514.347961 nChanged 0 SP:Iteration 54F (628.738908 sec): 3 clusters Score: Raw -182283.218651 + Penalty 768.870690 = -181514.347961 nChanged 0 Trying to split cluster 3 (30585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (628.789415 sec): 2 clusters Score: Raw -1253334.029742 + Penalty 469.936056 = -1252864.093686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (628.865079 sec): 3 clusters Score: Raw -1233362.222544 + Penalty 939.872112 = -1232422.350431 nChanged 14574 SP:Iteration 1F (628.942549 sec): 3 clusters Score: Raw -1242649.354883 + Penalty 939.872112 = -1241709.482770 nChanged 1756 SP:Iteration 2F (629.006585 sec): 3 clusters Score: Raw -1243527.468015 + Penalty 939.872112 = -1242587.595903 nChanged 1880 SP:Iteration 3F (629.090791 sec): 3 clusters Score: Raw -1244638.070183 + Penalty 939.872112 = -1243698.198070 nChanged 1958 SP:Iteration 4F (629.166450 sec): 3 clusters Score: Raw -1245857.635026 + Penalty 939.872112 = -1244917.762914 nChanged 1766 SP:Iteration 5F (629.230624 sec): 3 clusters Score: Raw -1246975.414710 + Penalty 939.872112 = -1246035.542597 nChanged 1606 SP:Iteration 6F (629.314716 sec): 3 clusters Score: Raw -1247974.058219 + Penalty 939.872112 = -1247034.186106 nChanged 1434 SP:Iteration 7Q (629.395079 sec): 3 clusters Score: Raw -1248824.920080 + Penalty 939.872112 = -1247885.047968 nChanged 1164 SP:Iteration 8Q (629.472089 sec): 3 clusters Score: Raw -1249389.294857 + Penalty 939.872112 = -1248449.422744 nChanged 808 SP:Iteration 9Q (629.547825 sec): 3 clusters Score: Raw -1249709.728513 + Penalty 939.872112 = -1248769.856400 nChanged 616 SP:Iteration 10Q (629.622887 sec): 3 clusters Score: Raw -1249907.500621 + Penalty 939.872112 = -1248967.628508 nChanged 486 SP:Iteration 11Q (629.698746 sec): 3 clusters Score: Raw -1250048.966218 + Penalty 939.872112 = -1249109.094106 nChanged 423 SP:Iteration 12Q (629.777573 sec): 3 clusters Score: Raw -1250166.813107 + Penalty 939.872112 = -1249226.940995 nChanged 416 SP:Iteration 13Q (629.844044 sec): 3 clusters Score: Raw -1250276.302223 + Penalty 939.872112 = -1249336.430111 nChanged 398 SP:Iteration 14Q (629.914716 sec): 3 clusters Score: Raw -1250385.772906 + Penalty 939.872112 = -1249445.900794 nChanged 391 SP:Iteration 15Q (629.992512 sec): 3 clusters Score: Raw -1250486.129840 + Penalty 939.872112 = -1249546.257728 nChanged 370 SP:Iteration 16Q (630.061498 sec): 3 clusters Score: Raw -1250574.322680 + Penalty 939.872112 = -1249634.450568 nChanged 353 SP:Iteration 17Q (630.139511 sec): 3 clusters Score: Raw -1250655.997890 + Penalty 939.872112 = -1249716.125778 nChanged 378 SP:Iteration 18Q (630.218035 sec): 3 clusters Score: Raw -1250751.958384 + Penalty 939.872112 = -1249812.086271 nChanged 383 SP:Iteration 19Q (630.297903 sec): 3 clusters Score: Raw -1250853.554172 + Penalty 939.872112 = -1249913.682060 nChanged 400 SP:Iteration 20F (630.374156 sec): 3 clusters Score: Raw -1250959.987093 + Penalty 939.872112 = -1250020.114981 nChanged 382 SP:Iteration 21Q (630.456617 sec): 3 clusters Score: Raw -1251061.966774 + Penalty 939.872112 = -1250122.094662 nChanged 395 SP:Iteration 22Q (630.531876 sec): 3 clusters Score: Raw -1251178.237959 + Penalty 939.872112 = -1250238.365846 nChanged 397 SP:Iteration 23Q (630.606791 sec): 3 clusters Score: Raw -1251301.846851 + Penalty 939.872112 = -1250361.974738 nChanged 409 SP:Iteration 24Q (630.681809 sec): 3 clusters Score: Raw -1251431.277111 + Penalty 939.872112 = -1250491.404999 nChanged 455 SP:Iteration 25Q (630.761128 sec): 3 clusters Score: Raw -1251591.262340 + Penalty 939.872112 = -1250651.390227 nChanged 470 SP:Iteration 26Q (630.827641 sec): 3 clusters Score: Raw -1251765.560320 + Penalty 939.872112 = -1250825.688208 nChanged 435 SP:Iteration 27Q (630.901977 sec): 3 clusters Score: Raw -1251926.305789 + Penalty 939.872112 = -1250986.433676 nChanged 431 SP:Iteration 28Q (630.986073 sec): 3 clusters Score: Raw -1252078.267083 + Penalty 939.872112 = -1251138.394970 nChanged 368 SP:Iteration 29Q (631.057456 sec): 3 clusters Score: Raw -1252212.228155 + Penalty 939.872112 = -1251272.356042 nChanged 360 SP:Iteration 30Q (631.125571 sec): 3 clusters Score: Raw -1252353.481931 + Penalty 939.872112 = -1251413.609818 nChanged 355 SP:Iteration 31Q (631.204077 sec): 3 clusters Score: Raw -1252500.938922 + Penalty 939.872112 = -1251561.066809 nChanged 347 SP:Iteration 32Q (631.279373 sec): 3 clusters Score: Raw -1252647.080851 + Penalty 939.872112 = -1251707.208738 nChanged 308 SP:Iteration 33Q (631.349979 sec): 3 clusters Score: Raw -1252785.422266 + Penalty 939.872112 = -1251845.550154 nChanged 277 SP:Iteration 34Q (631.422464 sec): 3 clusters Score: Raw -1252913.493049 + Penalty 939.872112 = -1251973.620937 nChanged 233 SP:Iteration 35Q (631.495408 sec): 3 clusters Score: Raw -1253016.950687 + Penalty 939.872112 = -1252077.078575 nChanged 189 SP:Iteration 36Q (631.568938 sec): 3 clusters Score: Raw -1253106.483067 + Penalty 939.872112 = -1252166.610954 nChanged 163 SP:Iteration 37Q (631.634927 sec): 3 clusters Score: Raw -1253181.693807 + Penalty 939.872112 = -1252241.821695 nChanged 122 SP:Iteration 38Q (631.702363 sec): 3 clusters Score: Raw -1253234.254626 + Penalty 939.872112 = -1252294.382513 nChanged 98 SP:Iteration 39Q (631.777516 sec): 3 clusters Score: Raw -1253275.360731 + Penalty 939.872112 = -1252335.488619 nChanged 77 SP:Iteration 40F (631.853587 sec): 3 clusters Score: Raw -1253309.502737 + Penalty 939.872112 = -1252369.630625 nChanged 60 SP:Iteration 41Q (631.918194 sec): 3 clusters Score: Raw -1253332.272412 + Penalty 939.872112 = -1252392.400300 nChanged 34 SP:Iteration 42Q (631.984341 sec): 3 clusters Score: Raw -1253344.475588 + Penalty 939.872112 = -1252404.603475 nChanged 30 SP:Iteration 43Q (632.061067 sec): 3 clusters Score: Raw -1253353.352546 + Penalty 939.872112 = -1252413.480433 nChanged 30 SP:Iteration 44Q (632.133406 sec): 3 clusters Score: Raw -1253362.983426 + Penalty 939.872112 = -1252423.111313 nChanged 25 SP:Iteration 45Q (632.201739 sec): 3 clusters Score: Raw -1253369.845629 + Penalty 939.872112 = -1252429.973517 nChanged 17 SP:Iteration 46Q (632.270282 sec): 3 clusters Score: Raw -1253376.342642 + Penalty 939.872112 = -1252436.470529 nChanged 22 SP:Iteration 47Q (632.334276 sec): 3 clusters Score: Raw -1253385.291016 + Penalty 939.872112 = -1252445.418904 nChanged 28 SP:Iteration 48Q (632.405753 sec): 3 clusters Score: Raw -1253394.829980 + Penalty 939.872112 = -1252454.957868 nChanged 22 SP:Iteration 49Q (632.472496 sec): 3 clusters Score: Raw -1253401.339332 + Penalty 939.872112 = -1252461.467219 nChanged 16 SP:Iteration 50Q (632.544228 sec): 3 clusters Score: Raw -1253407.954016 + Penalty 939.872112 = -1252468.081903 nChanged 18 SP:Iteration 51Q (632.615990 sec): 3 clusters Score: Raw -1253414.896530 + Penalty 939.872112 = -1252475.024418 nChanged 13 SP:Iteration 52Q (632.681475 sec): 3 clusters Score: Raw -1253419.706304 + Penalty 939.872112 = -1252479.834192 nChanged 11 SP:Iteration 53Q (632.751580 sec): 3 clusters Score: Raw -1253423.799194 + Penalty 939.872112 = -1252483.927082 nChanged 12 SP:Iteration 54Q (632.811904 sec): 3 clusters Score: Raw -1253426.981663 + Penalty 939.872112 = -1252487.109551 nChanged 8 SP:Iteration 55Q (632.876628 sec): 3 clusters Score: Raw -1253430.118224 + Penalty 939.872112 = -1252490.246111 nChanged 7 SP:Iteration 56Q (632.962831 sec): 3 clusters Score: Raw -1253432.636801 + Penalty 939.872112 = -1252492.764688 nChanged 4 SP:Iteration 57Q (633.037247 sec): 3 clusters Score: Raw -1253435.167135 + Penalty 939.872112 = -1252495.295023 nChanged 6 SP:Iteration 58Q (633.106919 sec): 3 clusters Score: Raw -1253437.770005 + Penalty 939.872112 = -1252497.897892 nChanged 8 SP:Iteration 59Q (633.176063 sec): 3 clusters Score: Raw -1253441.743981 + Penalty 939.872112 = -1252501.871869 nChanged 7 SP:Iteration 60F (633.240064 sec): 3 clusters Score: Raw -1253444.113938 + Penalty 939.872112 = -1252504.241826 nChanged 7 SP:Iteration 61Q (633.315626 sec): 3 clusters Score: Raw -1253446.413160 + Penalty 939.872112 = -1252506.541048 nChanged 9 SP:Iteration 62Q (633.392630 sec): 3 clusters Score: Raw -1253451.143659 + Penalty 939.872112 = -1252511.271547 nChanged 8 SP:Iteration 63Q (633.465294 sec): 3 clusters Score: Raw -1253454.419183 + Penalty 939.872112 = -1252514.547071 nChanged 4 SP:Iteration 64Q (633.535281 sec): 3 clusters Score: Raw -1253457.015799 + Penalty 939.872112 = -1252517.143687 nChanged 5 SP:Iteration 65Q (633.608090 sec): 3 clusters Score: Raw -1253459.889447 + Penalty 939.872112 = -1252520.017335 nChanged 5 SP:Iteration 66Q (633.679241 sec): 3 clusters Score: Raw -1253464.063327 + Penalty 939.872112 = -1252524.191215 nChanged 6 SP:Iteration 67Q (633.755734 sec): 3 clusters Score: Raw -1253466.881168 + Penalty 939.872112 = -1252527.009055 nChanged 5 SP:Iteration 68Q (633.826450 sec): 3 clusters Score: Raw -1253468.603013 + Penalty 939.872112 = -1252528.730901 nChanged 3 SP:Iteration 69Q (633.898191 sec): 3 clusters Score: Raw -1253469.758806 + Penalty 939.872112 = -1252529.886693 nChanged 4 SP:Iteration 70Q (633.970766 sec): 3 clusters Score: Raw -1253470.825461 + Penalty 939.872112 = -1252530.953348 nChanged 2 SP:Iteration 71Q (634.039483 sec): 3 clusters Score: Raw -1253471.557009 + Penalty 939.872112 = -1252531.684897 nChanged 2 SP:Iteration 72Q (634.104070 sec): 3 clusters Score: Raw -1253471.926444 + Penalty 939.872112 = -1252532.054332 nChanged 1 SP:Iteration 73Q (634.174326 sec): 3 clusters Score: Raw -1253472.217150 + Penalty 939.872112 = -1252532.345038 nChanged 2 SP:Iteration 74Q (634.250111 sec): 3 clusters Score: Raw -1253472.619063 + Penalty 939.872112 = -1252532.746951 nChanged 3 SP:Iteration 75Q (634.314424 sec): 3 clusters Score: Raw -1253473.009699 + Penalty 939.872112 = -1252533.137586 nChanged 1 SP:Iteration 76Q (634.392391 sec): 3 clusters Score: Raw -1253473.603862 + Penalty 939.872112 = -1252533.731749 nChanged 1 SP:Iteration 77Q (634.458908 sec): 3 clusters Score: Raw -1253473.921007 + Penalty 939.872112 = -1252534.048894 nChanged 0 SP:Iteration 78F (634.522270 sec): 3 clusters Score: Raw -1253473.921007 + Penalty 939.872112 = -1252534.048894 nChanged 0 Trying to split cluster 4 (1050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (634.555777 sec): 2 clusters Score: Raw -35752.699711 + Penalty 316.522818 = -35436.176893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (634.598338 sec): 3 clusters Score: Raw -35245.397414 + Penalty 633.045635 = -34612.351779 nChanged 404 SP:Iteration 1F (634.642115 sec): 3 clusters Score: Raw -35501.576038 + Penalty 633.045635 = -34868.530403 nChanged 99 SP:Iteration 2F (634.702207 sec): 3 clusters Score: Raw -35588.346278 + Penalty 633.045635 = -34955.300642 nChanged 74 SP:Iteration 3F (634.741766 sec): 3 clusters Score: Raw -35655.317058 + Penalty 633.045635 = -35022.271422 nChanged 63 SP:Iteration 4F (634.793165 sec): 3 clusters Score: Raw -35721.278638 + Penalty 633.045635 = -35088.233003 nChanged 53 SP:Iteration 5F (634.836321 sec): 3 clusters Score: Raw -35782.277463 + Penalty 633.045635 = -35149.231828 nChanged 40 SP:Iteration 6Q (634.887231 sec): 3 clusters Score: Raw -35838.189795 + Penalty 633.045635 = -35205.144160 nChanged 50 SP:Iteration 7Q (634.933107 sec): 3 clusters Score: Raw -35908.380498 + Penalty 633.045635 = -35275.334862 nChanged 51 SP:Iteration 8Q (634.971604 sec): 3 clusters Score: Raw -35963.664523 + Penalty 633.045635 = -35330.618887 nChanged 36 SP:Iteration 9Q (635.024535 sec): 3 clusters Score: Raw -35992.514083 + Penalty 633.045635 = -35359.468448 nChanged 22 SP:Iteration 10Q (635.060033 sec): 3 clusters Score: Raw -36005.442839 + Penalty 633.045635 = -35372.397204 nChanged 15 SP:Iteration 11Q (635.110110 sec): 3 clusters Score: Raw -36012.096416 + Penalty 633.045635 = -35379.050781 nChanged 9 SP:Iteration 12Q (635.153905 sec): 3 clusters Score: Raw -36016.260424 + Penalty 633.045635 = -35383.214788 nChanged 3 SP:Iteration 13Q (635.202800 sec): 3 clusters Score: Raw -36017.293881 + Penalty 633.045635 = -35384.248245 nChanged 4 SP:Iteration 14Q (635.248377 sec): 3 clusters Score: Raw -36019.237298 + Penalty 633.045635 = -35386.191663 nChanged 8 SP:Iteration 15Q (635.281226 sec): 3 clusters Score: Raw -36022.069251 + Penalty 633.045635 = -35389.023615 nChanged 4 SP:Iteration 16Q (635.328809 sec): 3 clusters Score: Raw -36023.675074 + Penalty 633.045635 = -35390.629439 nChanged 3 SP:Iteration 17Q (635.376610 sec): 3 clusters Score: Raw -36024.700196 + Penalty 633.045635 = -35391.654560 nChanged 3 SP:Iteration 18Q (635.419715 sec): 3 clusters Score: Raw -36025.889789 + Penalty 633.045635 = -35392.844154 nChanged 2 SP:Iteration 19Q (635.457593 sec): 3 clusters Score: Raw -36026.935721 + Penalty 633.045635 = -35393.890086 nChanged 4 SP:Iteration 20F (635.505066 sec): 3 clusters Score: Raw -36029.222574 + Penalty 633.045635 = -35396.176939 nChanged 4 SP:Iteration 21Q (635.550205 sec): 3 clusters Score: Raw -36030.303825 + Penalty 633.045635 = -35397.258190 nChanged 1 SP:Iteration 22Q (635.597148 sec): 3 clusters Score: Raw -36030.637482 + Penalty 633.045635 = -35397.591847 nChanged 1 SP:Iteration 23Q (635.635372 sec): 3 clusters Score: Raw -36030.941555 + Penalty 633.045635 = -35397.895920 nChanged 0 SP:Iteration 24F (635.679219 sec): 3 clusters Score: Raw -36030.941555 + Penalty 633.045635 = -35397.895920 nChanged 0 Trying to split cluster 5 (1686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (635.699280 sec): 2 clusters Score: Raw -64150.030623 + Penalty 338.070193 = -63811.960430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (635.750819 sec): 3 clusters Score: Raw -63286.225110 + Penalty 676.140387 = -62610.084724 nChanged 674 SP:Iteration 1F (635.790511 sec): 3 clusters Score: Raw -63672.388338 + Penalty 676.140387 = -62996.247952 nChanged 121 SP:Iteration 2F (635.838738 sec): 3 clusters Score: Raw -63754.646798 + Penalty 676.140387 = -63078.506411 nChanged 109 SP:Iteration 3F (635.876118 sec): 3 clusters Score: Raw -63821.177550 + Penalty 676.140387 = -63145.037163 nChanged 96 SP:Iteration 4F (635.920412 sec): 3 clusters Score: Raw -63877.195748 + Penalty 676.140387 = -63201.055362 nChanged 80 SP:Iteration 5Q (635.957494 sec): 3 clusters Score: Raw -63936.546011 + Penalty 676.140387 = -63260.405624 nChanged 72 SP:Iteration 6Q (636.008560 sec): 3 clusters Score: Raw -63992.315879 + Penalty 676.140387 = -63316.175493 nChanged 55 SP:Iteration 7Q (636.053171 sec): 3 clusters Score: Raw -64032.782977 + Penalty 676.140387 = -63356.642590 nChanged 46 SP:Iteration 8Q (636.091033 sec): 3 clusters Score: Raw -64068.593924 + Penalty 676.140387 = -63392.453538 nChanged 42 SP:Iteration 9Q (636.135365 sec): 3 clusters Score: Raw -64095.771357 + Penalty 676.140387 = -63419.630970 nChanged 34 SP:Iteration 10Q (636.179903 sec): 3 clusters Score: Raw -64114.868200 + Penalty 676.140387 = -63438.727814 nChanged 26 SP:Iteration 11Q (636.223554 sec): 3 clusters Score: Raw -64130.225835 + Penalty 676.140387 = -63454.085449 nChanged 23 SP:Iteration 12Q (636.275367 sec): 3 clusters Score: Raw -64141.013408 + Penalty 676.140387 = -63464.873022 nChanged 13 SP:Iteration 13Q (636.317622 sec): 3 clusters Score: Raw -64149.572338 + Penalty 676.140387 = -63473.431952 nChanged 14 SP:Iteration 14Q (636.369512 sec): 3 clusters Score: Raw -64157.113713 + Penalty 676.140387 = -63480.973327 nChanged 12 SP:Iteration 15Q (636.424836 sec): 3 clusters Score: Raw -64160.735439 + Penalty 676.140387 = -63484.595052 nChanged 8 SP:Iteration 16Q (636.460356 sec): 3 clusters Score: Raw -64163.461573 + Penalty 676.140387 = -63487.321186 nChanged 8 SP:Iteration 17Q (636.505275 sec): 3 clusters Score: Raw -64164.880290 + Penalty 676.140387 = -63488.739904 nChanged 3 SP:Iteration 18Q (636.554873 sec): 3 clusters Score: Raw -64165.171093 + Penalty 676.140387 = -63489.030706 nChanged 1 SP:Iteration 19Q (636.588785 sec): 3 clusters Score: Raw -64165.415059 + Penalty 676.140387 = -63489.274672 nChanged 0 SP:Iteration 20F (636.636916 sec): 3 clusters Score: Raw -64165.415059 + Penalty 676.140387 = -63489.274672 nChanged 0 Trying to split cluster 6 (1923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (636.670280 sec): 2 clusters Score: Raw -72503.952692 + Penalty 344.054699 = -72159.897993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (636.714959 sec): 3 clusters Score: Raw -71442.865730 + Penalty 688.109399 = -70754.756331 nChanged 824 SP:Iteration 1F (636.751837 sec): 3 clusters Score: Raw -71970.808135 + Penalty 688.109399 = -71282.698737 nChanged 180 SP:Iteration 2F (636.797422 sec): 3 clusters Score: Raw -72108.780489 + Penalty 688.109399 = -71420.671090 nChanged 146 SP:Iteration 3F (636.842693 sec): 3 clusters Score: Raw -72222.182060 + Penalty 688.109399 = -71534.072661 nChanged 126 SP:Iteration 4F (636.887539 sec): 3 clusters Score: Raw -72316.134305 + Penalty 688.109399 = -71628.024906 nChanged 87 SP:Iteration 5Q (636.941785 sec): 3 clusters Score: Raw -72374.465985 + Penalty 688.109399 = -71686.356586 nChanged 59 SP:Iteration 6Q (636.985129 sec): 3 clusters Score: Raw -72405.470717 + Penalty 688.109399 = -71717.361318 nChanged 42 SP:Iteration 7Q (637.027244 sec): 3 clusters Score: Raw -72427.403468 + Penalty 688.109399 = -71739.294069 nChanged 36 SP:Iteration 8Q (637.067358 sec): 3 clusters Score: Raw -72444.427684 + Penalty 688.109399 = -71756.318285 nChanged 22 SP:Iteration 9Q (637.121536 sec): 3 clusters Score: Raw -72452.674284 + Penalty 688.109399 = -71764.564885 nChanged 19 SP:Iteration 10Q (637.168649 sec): 3 clusters Score: Raw -72460.403606 + Penalty 688.109399 = -71772.294207 nChanged 14 SP:Iteration 11Q (637.205598 sec): 3 clusters Score: Raw -72465.309572 + Penalty 688.109399 = -71777.200173 nChanged 12 SP:Iteration 12Q (637.259684 sec): 3 clusters Score: Raw -72469.850506 + Penalty 688.109399 = -71781.741107 nChanged 11 SP:Iteration 13Q (637.303057 sec): 3 clusters Score: Raw -72474.419242 + Penalty 688.109399 = -71786.309844 nChanged 9 SP:Iteration 14Q (637.340276 sec): 3 clusters Score: Raw -72477.935254 + Penalty 688.109399 = -71789.825855 nChanged 8 SP:Iteration 15Q (637.398683 sec): 3 clusters Score: Raw -72479.882054 + Penalty 688.109399 = -71791.772655 nChanged 7 SP:Iteration 16Q (637.442305 sec): 3 clusters Score: Raw -72481.159590 + Penalty 688.109399 = -71793.050191 nChanged 6 SP:Iteration 17Q (637.490542 sec): 3 clusters Score: Raw -72481.886372 + Penalty 688.109399 = -71793.776973 nChanged 3 SP:Iteration 18Q (637.530263 sec): 3 clusters Score: Raw -72482.612656 + Penalty 688.109399 = -71794.503257 nChanged 2 SP:Iteration 19Q (637.581727 sec): 3 clusters Score: Raw -72483.028979 + Penalty 688.109399 = -71794.919580 nChanged 3 SP:Iteration 20F (637.638447 sec): 3 clusters Score: Raw -72483.657051 + Penalty 688.109399 = -71795.547652 nChanged 3 SP:Iteration 21Q (637.693444 sec): 3 clusters Score: Raw -72484.556125 + Penalty 688.109399 = -71796.446726 nChanged 2 SP:Iteration 22Q (637.729346 sec): 3 clusters Score: Raw -72484.695031 + Penalty 688.109399 = -71796.585633 nChanged 0 SP:Iteration 23F (637.781753 sec): 3 clusters Score: Raw -72484.695031 + Penalty 688.109399 = -71796.585633 nChanged 0 Trying to split cluster 7 (819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (637.811156 sec): 2 clusters Score: Raw -31066.876200 + Penalty 305.217826 = -30761.658375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (637.852324 sec): 3 clusters Score: Raw -30736.506333 + Penalty 610.435652 = -30126.070681 nChanged 299 SP:Iteration 1F (637.911668 sec): 3 clusters Score: Raw -30918.289004 + Penalty 610.435652 = -30307.853352 nChanged 54 SP:Iteration 2F (637.949777 sec): 3 clusters Score: Raw -30957.619059 + Penalty 610.435652 = -30347.183407 nChanged 32 SP:Iteration 3Q (638.006568 sec): 3 clusters Score: Raw -30979.916636 + Penalty 610.435652 = -30369.480984 nChanged 21 SP:Iteration 4Q (638.051024 sec): 3 clusters Score: Raw -30994.932100 + Penalty 610.435652 = -30384.496448 nChanged 18 SP:Iteration 5Q (638.103922 sec): 3 clusters Score: Raw -31006.515143 + Penalty 610.435652 = -30396.079491 nChanged 18 SP:Iteration 6Q (638.154451 sec): 3 clusters Score: Raw -31020.564300 + Penalty 610.435652 = -30410.128648 nChanged 17 SP:Iteration 7Q (638.204423 sec): 3 clusters Score: Raw -31033.243808 + Penalty 610.435652 = -30422.808156 nChanged 16 SP:Iteration 8Q (638.249731 sec): 3 clusters Score: Raw -31044.588957 + Penalty 610.435652 = -30434.153305 nChanged 20 SP:Iteration 9Q (638.293263 sec): 3 clusters Score: Raw -31054.872419 + Penalty 610.435652 = -30444.436768 nChanged 15 SP:Iteration 10Q (638.327899 sec): 3 clusters Score: Raw -31065.715214 + Penalty 610.435652 = -30455.279563 nChanged 17 SP:Iteration 11Q (638.371445 sec): 3 clusters Score: Raw -31086.627114 + Penalty 610.435652 = -30476.191463 nChanged 17 SP:Iteration 12Q (638.427642 sec): 3 clusters Score: Raw -31113.033653 + Penalty 610.435652 = -30502.598001 nChanged 18 SP:Iteration 13Q (638.471218 sec): 3 clusters Score: Raw -31136.648247 + Penalty 610.435652 = -30526.212595 nChanged 20 SP:Iteration 14Q (638.508821 sec): 3 clusters Score: Raw -31157.983478 + Penalty 610.435652 = -30547.547826 nChanged 20 SP:Iteration 15Q (638.555251 sec): 3 clusters Score: Raw -31167.658947 + Penalty 610.435652 = -30557.223295 nChanged 6 SP:Iteration 16Q (638.593514 sec): 3 clusters Score: Raw -31169.843642 + Penalty 610.435652 = -30559.407990 nChanged 2 SP:Iteration 17Q (638.648959 sec): 3 clusters Score: Raw -31170.544509 + Penalty 610.435652 = -30560.108857 nChanged 1 SP:Iteration 18Q (638.687770 sec): 3 clusters Score: Raw -31170.629511 + Penalty 610.435652 = -30560.193859 nChanged 0 SP:Iteration 19F (638.733667 sec): 3 clusters Score: Raw -31170.629511 + Penalty 610.435652 = -30560.193859 nChanged 0 Trying to split cluster 8 (3647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (638.764284 sec): 2 clusters Score: Raw -148081.002857 + Penalty 373.175539 = -147707.827318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (638.807104 sec): 3 clusters Score: Raw -145968.799090 + Penalty 746.351077 = -145222.448013 nChanged 1600 SP:Iteration 1F (638.858862 sec): 3 clusters Score: Raw -146986.398797 + Penalty 746.351077 = -146240.047719 nChanged 299 SP:Iteration 2F (638.905532 sec): 3 clusters Score: Raw -147188.845803 + Penalty 746.351077 = -146442.494726 nChanged 248 SP:Iteration 3F (638.953777 sec): 3 clusters Score: Raw -147364.478529 + Penalty 746.351077 = -146618.127452 nChanged 201 SP:Iteration 4F (639.003359 sec): 3 clusters Score: Raw -147506.634984 + Penalty 746.351077 = -146760.283907 nChanged 184 SP:Iteration 5F (639.051208 sec): 3 clusters Score: Raw -147642.322966 + Penalty 746.351077 = -146895.971888 nChanged 179 SP:Iteration 6Q (639.098457 sec): 3 clusters Score: Raw -147772.312440 + Penalty 746.351077 = -147025.961363 nChanged 152 SP:Iteration 7Q (639.137739 sec): 3 clusters Score: Raw -147882.254472 + Penalty 746.351077 = -147135.903394 nChanged 123 SP:Iteration 8Q (639.187554 sec): 3 clusters Score: Raw -147967.713161 + Penalty 746.351077 = -147221.362084 nChanged 103 SP:Iteration 9Q (639.240808 sec): 3 clusters Score: Raw -148037.586905 + Penalty 746.351077 = -147291.235827 nChanged 83 SP:Iteration 10Q (639.291562 sec): 3 clusters Score: Raw -148089.509766 + Penalty 746.351077 = -147343.158689 nChanged 58 SP:Iteration 11Q (639.339051 sec): 3 clusters Score: Raw -148123.203446 + Penalty 746.351077 = -147376.852369 nChanged 47 SP:Iteration 12Q (639.377593 sec): 3 clusters Score: Raw -148149.345172 + Penalty 746.351077 = -147402.994095 nChanged 41 SP:Iteration 13Q (639.435127 sec): 3 clusters Score: Raw -148169.782659 + Penalty 746.351077 = -147423.431581 nChanged 33 SP:Iteration 14Q (639.483307 sec): 3 clusters Score: Raw -148183.427172 + Penalty 746.351077 = -147437.076095 nChanged 37 SP:Iteration 15Q (639.532916 sec): 3 clusters Score: Raw -148196.486162 + Penalty 746.351077 = -147450.135085 nChanged 27 SP:Iteration 16Q (639.573905 sec): 3 clusters Score: Raw -148209.690996 + Penalty 746.351077 = -147463.339919 nChanged 32 SP:Iteration 17Q (639.628585 sec): 3 clusters Score: Raw -148225.082275 + Penalty 746.351077 = -147478.731198 nChanged 22 SP:Iteration 18Q (639.681850 sec): 3 clusters Score: Raw -148232.277116 + Penalty 746.351077 = -147485.926039 nChanged 18 SP:Iteration 19Q (639.726256 sec): 3 clusters Score: Raw -148239.335927 + Penalty 746.351077 = -147492.984850 nChanged 21 SP:Iteration 20F (639.776601 sec): 3 clusters Score: Raw -148253.685803 + Penalty 746.351077 = -147507.334726 nChanged 26 SP:Iteration 21Q (639.835866 sec): 3 clusters Score: Raw -148275.696492 + Penalty 746.351077 = -147529.345415 nChanged 25 SP:Iteration 22Q (639.884601 sec): 3 clusters Score: Raw -148292.020976 + Penalty 746.351077 = -147545.669899 nChanged 19 SP:Iteration 23Q (639.927409 sec): 3 clusters Score: Raw -148300.151147 + Penalty 746.351077 = -147553.800070 nChanged 12 SP:Iteration 24Q (639.972938 sec): 3 clusters Score: Raw -148305.448817 + Penalty 746.351077 = -147559.097739 nChanged 12 SP:Iteration 25Q (640.021474 sec): 3 clusters Score: Raw -148312.077119 + Penalty 746.351077 = -147565.726041 nChanged 11 SP:Iteration 26Q (640.072283 sec): 3 clusters Score: Raw -148318.004953 + Penalty 746.351077 = -147571.653876 nChanged 7 SP:Iteration 27Q (640.125044 sec): 3 clusters Score: Raw -148320.439450 + Penalty 746.351077 = -147574.088372 nChanged 6 SP:Iteration 28Q (640.175956 sec): 3 clusters Score: Raw -148322.033161 + Penalty 746.351077 = -147575.682084 nChanged 4 SP:Iteration 29Q (640.225073 sec): 3 clusters Score: Raw -148323.544489 + Penalty 746.351077 = -147577.193411 nChanged 4 SP:Iteration 30Q (640.281380 sec): 3 clusters Score: Raw -148324.807796 + Penalty 746.351077 = -147578.456719 nChanged 3 SP:Iteration 31Q (640.333567 sec): 3 clusters Score: Raw -148325.805039 + Penalty 746.351077 = -147579.453961 nChanged 2 SP:Iteration 32Q (640.382813 sec): 3 clusters Score: Raw -148326.392745 + Penalty 746.351077 = -147580.041668 nChanged 3 SP:Iteration 33Q (640.428824 sec): 3 clusters Score: Raw -148327.662143 + Penalty 746.351077 = -147581.311066 nChanged 0 SP:Iteration 34F (640.485215 sec): 3 clusters Score: Raw -148327.662143 + Penalty 746.351077 = -147581.311066 nChanged 0 Trying to split cluster 9 (10783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (640.515396 sec): 2 clusters Score: Raw -433003.361657 + Penalty 422.500537 = -432580.861120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (640.570334 sec): 3 clusters Score: Raw -426225.092106 + Penalty 845.001075 = -425380.091031 nChanged 4989 SP:Iteration 1F (640.628648 sec): 3 clusters Score: Raw -429389.422557 + Penalty 845.001075 = -428544.421482 nChanged 641 SP:Iteration 2F (640.681560 sec): 3 clusters Score: Raw -429698.730842 + Penalty 845.001075 = -428853.729767 nChanged 634 SP:Iteration 3F (640.737434 sec): 3 clusters Score: Raw -430058.279347 + Penalty 845.001075 = -429213.278272 nChanged 663 SP:Iteration 4F (640.782466 sec): 3 clusters Score: Raw -430468.719973 + Penalty 845.001075 = -429623.718898 nChanged 624 SP:Iteration 5F (640.838055 sec): 3 clusters Score: Raw -430868.464168 + Penalty 845.001075 = -430023.463093 nChanged 559 SP:Iteration 6F (640.898587 sec): 3 clusters Score: Raw -431198.316692 + Penalty 845.001075 = -430353.315617 nChanged 412 SP:Iteration 7Q (640.966167 sec): 3 clusters Score: Raw -431397.025028 + Penalty 845.001075 = -430552.023953 nChanged 296 SP:Iteration 8Q (641.021822 sec): 3 clusters Score: Raw -431492.487323 + Penalty 845.001075 = -430647.486248 nChanged 199 SP:Iteration 9Q (641.075825 sec): 3 clusters Score: Raw -431543.333015 + Penalty 845.001075 = -430698.331940 nChanged 171 SP:Iteration 10Q (641.135627 sec): 3 clusters Score: Raw -431591.913253 + Penalty 845.001075 = -430746.912178 nChanged 160 SP:Iteration 11Q (641.196233 sec): 3 clusters Score: Raw -431637.500956 + Penalty 845.001075 = -430792.499881 nChanged 145 SP:Iteration 12Q (641.249515 sec): 3 clusters Score: Raw -431677.248687 + Penalty 845.001075 = -430832.247612 nChanged 135 SP:Iteration 13Q (641.306765 sec): 3 clusters Score: Raw -431711.718241 + Penalty 845.001075 = -430866.717166 nChanged 122 SP:Iteration 14Q (641.364304 sec): 3 clusters Score: Raw -431739.792517 + Penalty 845.001075 = -430894.791442 nChanged 100 SP:Iteration 15Q (641.427419 sec): 3 clusters Score: Raw -431762.494618 + Penalty 845.001075 = -430917.493543 nChanged 99 SP:Iteration 16Q (641.482465 sec): 3 clusters Score: Raw -431783.771145 + Penalty 845.001075 = -430938.770070 nChanged 98 SP:Iteration 17Q (641.539849 sec): 3 clusters Score: Raw -431804.158820 + Penalty 845.001075 = -430959.157745 nChanged 89 SP:Iteration 18Q (641.590943 sec): 3 clusters Score: Raw -431821.139898 + Penalty 845.001075 = -430976.138823 nChanged 86 SP:Iteration 19Q (641.657775 sec): 3 clusters Score: Raw -431841.049027 + Penalty 845.001075 = -430996.047952 nChanged 94 SP:Iteration 20F (641.713979 sec): 3 clusters Score: Raw -431860.496107 + Penalty 845.001075 = -431015.495032 nChanged 92 SP:Iteration 21Q (641.760801 sec): 3 clusters Score: Raw -431876.929980 + Penalty 845.001075 = -431031.928905 nChanged 88 SP:Iteration 22Q (641.825608 sec): 3 clusters Score: Raw -431893.115439 + Penalty 845.001075 = -431048.114364 nChanged 78 SP:Iteration 23Q (641.883644 sec): 3 clusters Score: Raw -431907.953756 + Penalty 845.001075 = -431062.952681 nChanged 87 SP:Iteration 24Q (641.940595 sec): 3 clusters Score: Raw -431922.478155 + Penalty 845.001075 = -431077.477080 nChanged 68 SP:Iteration 25Q (641.995547 sec): 3 clusters Score: Raw -431931.055820 + Penalty 845.001075 = -431086.054745 nChanged 63 SP:Iteration 26Q (642.040179 sec): 3 clusters Score: Raw -431940.642079 + Penalty 845.001075 = -431095.641004 nChanged 66 SP:Iteration 27Q (642.107053 sec): 3 clusters Score: Raw -431950.683531 + Penalty 845.001075 = -431105.682456 nChanged 48 SP:Iteration 28Q (642.155616 sec): 3 clusters Score: Raw -431957.057026 + Penalty 845.001075 = -431112.055951 nChanged 54 SP:Iteration 29Q (642.226561 sec): 3 clusters Score: Raw -431963.223697 + Penalty 845.001075 = -431118.222622 nChanged 52 SP:Iteration 30Q (642.285488 sec): 3 clusters Score: Raw -431969.920479 + Penalty 845.001075 = -431124.919404 nChanged 56 SP:Iteration 31Q (642.333035 sec): 3 clusters Score: Raw -431977.247291 + Penalty 845.001075 = -431132.246216 nChanged 52 SP:Iteration 32Q (642.404337 sec): 3 clusters Score: Raw -431984.901819 + Penalty 845.001075 = -431139.900744 nChanged 59 SP:Iteration 33Q (642.457549 sec): 3 clusters Score: Raw -431992.382654 + Penalty 845.001075 = -431147.381579 nChanged 45 SP:Iteration 34Q (642.510082 sec): 3 clusters Score: Raw -431998.257494 + Penalty 845.001075 = -431153.256419 nChanged 51 SP:Iteration 35Q (642.562079 sec): 3 clusters Score: Raw -432003.098004 + Penalty 845.001075 = -431158.096929 nChanged 40 SP:Iteration 36Q (642.623654 sec): 3 clusters Score: Raw -432006.445941 + Penalty 845.001075 = -431161.444866 nChanged 35 SP:Iteration 37Q (642.671068 sec): 3 clusters Score: Raw -432009.082431 + Penalty 845.001075 = -431164.081356 nChanged 32 SP:Iteration 38Q (642.740568 sec): 3 clusters Score: Raw -432011.860248 + Penalty 845.001075 = -431166.859173 nChanged 30 SP:Iteration 39Q (642.795183 sec): 3 clusters Score: Raw -432014.392953 + Penalty 845.001075 = -431169.391878 nChanged 34 SP:Iteration 40F (642.856630 sec): 3 clusters Score: Raw -432017.909526 + Penalty 845.001075 = -431172.908451 nChanged 33 SP:Iteration 41Q (642.915555 sec): 3 clusters Score: Raw -432021.376949 + Penalty 845.001075 = -431176.375874 nChanged 35 SP:Iteration 42Q (642.965678 sec): 3 clusters Score: Raw -432024.481734 + Penalty 845.001075 = -431179.480659 nChanged 31 SP:Iteration 43Q (643.023815 sec): 3 clusters Score: Raw -432028.780967 + Penalty 845.001075 = -431183.779892 nChanged 43 SP:Iteration 44Q (643.096356 sec): 3 clusters Score: Raw -432033.334575 + Penalty 845.001075 = -431188.333500 nChanged 44 SP:Iteration 45Q (643.145273 sec): 3 clusters Score: Raw -432037.648883 + Penalty 845.001075 = -431192.647808 nChanged 40 SP:Iteration 46Q (643.206050 sec): 3 clusters Score: Raw -432041.898549 + Penalty 845.001075 = -431196.897474 nChanged 42 SP:Iteration 47Q (643.265421 sec): 3 clusters Score: Raw -432047.563874 + Penalty 845.001075 = -431202.562799 nChanged 55 SP:Iteration 48Q (643.316529 sec): 3 clusters Score: Raw -432053.081059 + Penalty 845.001075 = -431208.079984 nChanged 43 SP:Iteration 49Q (643.372404 sec): 3 clusters Score: Raw -432057.268174 + Penalty 845.001075 = -431212.267099 nChanged 43 SP:Iteration 50Q (643.438652 sec): 3 clusters Score: Raw -432062.590631 + Penalty 845.001075 = -431217.589556 nChanged 41 SP:Iteration 51Q (643.493567 sec): 3 clusters Score: Raw -432066.961949 + Penalty 845.001075 = -431221.960874 nChanged 44 SP:Iteration 52Q (643.555329 sec): 3 clusters Score: Raw -432070.708456 + Penalty 845.001075 = -431225.707381 nChanged 28 SP:Iteration 53Q (643.613181 sec): 3 clusters Score: Raw -432072.470000 + Penalty 845.001075 = -431227.468925 nChanged 25 SP:Iteration 54Q (643.656425 sec): 3 clusters Score: Raw -432074.198440 + Penalty 845.001075 = -431229.197365 nChanged 19 SP:Iteration 55Q (643.711349 sec): 3 clusters Score: Raw -432075.330581 + Penalty 845.001075 = -431230.329506 nChanged 19 SP:Iteration 56Q (643.767506 sec): 3 clusters Score: Raw -432076.382132 + Penalty 845.001075 = -431231.381058 nChanged 23 SP:Iteration 57Q (643.827221 sec): 3 clusters Score: Raw -432077.582748 + Penalty 845.001075 = -431232.581673 nChanged 12 SP:Iteration 58Q (643.873432 sec): 3 clusters Score: Raw -432078.068288 + Penalty 845.001075 = -431233.067213 nChanged 9 SP:Iteration 59Q (643.926860 sec): 3 clusters Score: Raw -432078.477088 + Penalty 845.001075 = -431233.476013 nChanged 10 SP:Iteration 60F (643.980754 sec): 3 clusters Score: Raw -432079.400578 + Penalty 845.001075 = -431234.399503 nChanged 17 SP:Iteration 61Q (644.043074 sec): 3 clusters Score: Raw -432080.722191 + Penalty 845.001075 = -431235.721116 nChanged 24 SP:Iteration 62Q (644.099146 sec): 3 clusters Score: Raw -432082.450356 + Penalty 845.001075 = -431237.449281 nChanged 21 SP:Iteration 63Q (644.148788 sec): 3 clusters Score: Raw -432083.766811 + Penalty 845.001075 = -431238.765736 nChanged 17 SP:Iteration 64Q (644.211628 sec): 3 clusters Score: Raw -432085.006534 + Penalty 845.001075 = -431240.005459 nChanged 21 SP:Iteration 65Q (644.256397 sec): 3 clusters Score: Raw -432086.845662 + Penalty 845.001075 = -431241.844587 nChanged 28 SP:Iteration 66Q (644.312063 sec): 3 clusters Score: Raw -432088.836520 + Penalty 845.001075 = -431243.835445 nChanged 20 SP:Iteration 67Q (644.376778 sec): 3 clusters Score: Raw -432090.673305 + Penalty 845.001075 = -431245.672230 nChanged 23 SP:Iteration 68Q (644.426183 sec): 3 clusters Score: Raw -432092.805590 + Penalty 845.001075 = -431247.804515 nChanged 23 SP:Iteration 69Q (644.481521 sec): 3 clusters Score: Raw -432094.426866 + Penalty 845.001075 = -431249.425791 nChanged 17 SP:Iteration 70Q (644.548012 sec): 3 clusters Score: Raw -432095.268203 + Penalty 845.001075 = -431250.267128 nChanged 11 SP:Iteration 71Q (644.614888 sec): 3 clusters Score: Raw -432095.652863 + Penalty 845.001075 = -431250.651788 nChanged 9 SP:Iteration 72Q (644.663518 sec): 3 clusters Score: Raw -432096.176207 + Penalty 845.001075 = -431251.175132 nChanged 11 SP:Iteration 73Q (644.733144 sec): 3 clusters Score: Raw -432097.206595 + Penalty 845.001075 = -431252.205520 nChanged 13 SP:Iteration 74Q (644.789457 sec): 3 clusters Score: Raw -432097.923485 + Penalty 845.001075 = -431252.922410 nChanged 9 SP:Iteration 75Q (644.841456 sec): 3 clusters Score: Raw -432098.326070 + Penalty 845.001075 = -431253.324995 nChanged 7 SP:Iteration 76Q (644.905783 sec): 3 clusters Score: Raw -432098.554360 + Penalty 845.001075 = -431253.553285 nChanged 5 SP:Iteration 77Q (644.961543 sec): 3 clusters Score: Raw -432098.687129 + Penalty 845.001075 = -431253.686054 nChanged 4 SP:Iteration 78Q (645.010658 sec): 3 clusters Score: Raw -432098.765032 + Penalty 845.001075 = -431253.763957 nChanged 9 SP:Iteration 79Q (645.069541 sec): 3 clusters Score: Raw -432099.148938 + Penalty 845.001075 = -431254.147863 nChanged 13 SP:Iteration 80F (645.127352 sec): 3 clusters Score: Raw -432099.878818 + Penalty 845.001075 = -431254.877743 nChanged 16 SP:Iteration 81Q (645.176006 sec): 3 clusters Score: Raw -432101.517117 + Penalty 845.001075 = -431256.516042 nChanged 25 SP:Iteration 82Q (645.237067 sec): 3 clusters Score: Raw -432105.438755 + Penalty 845.001075 = -431260.437680 nChanged 36 SP:Iteration 83Q (645.286232 sec): 3 clusters Score: Raw -432110.109133 + Penalty 845.001075 = -431265.108058 nChanged 42 SP:Iteration 84Q (645.355267 sec): 3 clusters Score: Raw -432116.508277 + Penalty 845.001075 = -431271.507202 nChanged 53 SP:Iteration 85Q (645.409103 sec): 3 clusters Score: Raw -432124.754994 + Penalty 845.001075 = -431279.753919 nChanged 46 SP:Iteration 86Q (645.456403 sec): 3 clusters Score: Raw -432131.374655 + Penalty 845.001075 = -431286.373580 nChanged 41 SP:Iteration 87Q (645.523862 sec): 3 clusters Score: Raw -432137.592700 + Penalty 845.001075 = -431292.591625 nChanged 48 SP:Iteration 88Q (645.567089 sec): 3 clusters Score: Raw -432144.351628 + Penalty 845.001075 = -431299.350553 nChanged 50 SP:Iteration 89Q (645.621804 sec): 3 clusters Score: Raw -432150.959571 + Penalty 845.001075 = -431305.958496 nChanged 51 SP:Iteration 90Q (645.681556 sec): 3 clusters Score: Raw -432158.096679 + Penalty 845.001075 = -431313.095604 nChanged 54 SP:Iteration 91Q (645.733659 sec): 3 clusters Score: Raw -432167.089472 + Penalty 845.001075 = -431322.088397 nChanged 62 SP:Iteration 92Q (645.798998 sec): 3 clusters Score: Raw -432177.111476 + Penalty 845.001075 = -431332.110401 nChanged 60 SP:Iteration 93Q (645.842228 sec): 3 clusters Score: Raw -432185.581469 + Penalty 845.001075 = -431340.580394 nChanged 65 SP:Iteration 94Q (645.886661 sec): 3 clusters Score: Raw -432194.702032 + Penalty 845.001075 = -431349.700957 nChanged 55 SP:Iteration 95Q (645.947667 sec): 3 clusters Score: Raw -432202.572118 + Penalty 845.001075 = -431357.571043 nChanged 72 SP:Iteration 96Q (646.003508 sec): 3 clusters Score: Raw -432217.340000 + Penalty 845.001075 = -431372.338925 nChanged 83 SP:Iteration 97Q (646.055613 sec): 3 clusters Score: Raw -432232.654016 + Penalty 845.001075 = -431387.652941 nChanged 83 SP:Iteration 98Q (646.107886 sec): 3 clusters Score: Raw -432250.896093 + Penalty 845.001075 = -431405.895018 nChanged 95 SP:Iteration 99Q (646.163212 sec): 3 clusters Score: Raw -432273.224185 + Penalty 845.001075 = -431428.223110 nChanged 99 SP:Iteration 100F (646.223789 sec): 3 clusters Score: Raw -432297.230084 + Penalty 845.001075 = -431452.229009 nChanged 94 SP:Iteration 101Q (646.277843 sec): 3 clusters Score: Raw -432320.095741 + Penalty 845.001075 = -431475.094666 nChanged 101 SP:Iteration 102Q (646.325320 sec): 3 clusters Score: Raw -432346.783235 + Penalty 845.001075 = -431501.782160 nChanged 114 SP:Iteration 103Q (646.382743 sec): 3 clusters Score: Raw -432377.997898 + Penalty 845.001075 = -431532.996823 nChanged 105 SP:Iteration 104Q (646.444100 sec): 3 clusters Score: Raw -432408.691910 + Penalty 845.001075 = -431563.690835 nChanged 105 SP:Iteration 105Q (646.493257 sec): 3 clusters Score: Raw -432441.782114 + Penalty 845.001075 = -431596.781039 nChanged 117 SP:Iteration 106Q (646.548284 sec): 3 clusters Score: Raw -432490.220533 + Penalty 845.001075 = -431645.219458 nChanged 121 SP:Iteration 107Q (646.587971 sec): 3 clusters Score: Raw -432536.658963 + Penalty 845.001075 = -431691.657888 nChanged 116 SP:Iteration 108Q (646.649118 sec): 3 clusters Score: Raw -432580.617962 + Penalty 845.001075 = -431735.616887 nChanged 104 SP:Iteration 109Q (646.707412 sec): 3 clusters Score: Raw -432611.185349 + Penalty 845.001075 = -431766.184274 nChanged 86 SP:Iteration 110Q (646.764945 sec): 3 clusters Score: Raw -432631.735737 + Penalty 845.001075 = -431786.734662 nChanged 73 SP:Iteration 111Q (646.819948 sec): 3 clusters Score: Raw -432647.417759 + Penalty 845.001075 = -431802.416684 nChanged 87 SP:Iteration 112Q (646.876399 sec): 3 clusters Score: Raw -432670.239472 + Penalty 845.001075 = -431825.238397 nChanged 78 SP:Iteration 113Q (646.931074 sec): 3 clusters Score: Raw -432691.632484 + Penalty 845.001075 = -431846.631409 nChanged 66 SP:Iteration 114Q (646.992946 sec): 3 clusters Score: Raw -432711.430184 + Penalty 845.001075 = -431866.429109 nChanged 70 SP:Iteration 115Q (647.040838 sec): 3 clusters Score: Raw -432733.225598 + Penalty 845.001075 = -431888.224523 nChanged 74 SP:Iteration 116Q (647.099699 sec): 3 clusters Score: Raw -432758.870864 + Penalty 845.001075 = -431913.869789 nChanged 83 SP:Iteration 117Q (647.161020 sec): 3 clusters Score: Raw -432791.881766 + Penalty 845.001075 = -431946.880691 nChanged 86 SP:Iteration 118Q (647.218522 sec): 3 clusters Score: Raw -432829.699477 + Penalty 845.001075 = -431984.698402 nChanged 76 SP:Iteration 119Q (647.287001 sec): 3 clusters Score: Raw -432860.859543 + Penalty 845.001075 = -432015.858468 nChanged 53 SP:Iteration 120F (647.346108 sec): 3 clusters Score: Raw -432876.859199 + Penalty 845.001075 = -432031.858124 nChanged 42 SP:Iteration 121Q (647.407351 sec): 3 clusters Score: Raw -432888.078356 + Penalty 845.001075 = -432043.077281 nChanged 51 SP:Iteration 122Q (647.452032 sec): 3 clusters Score: Raw -432901.812046 + Penalty 845.001075 = -432056.810971 nChanged 39 SP:Iteration 123Q (647.514199 sec): 3 clusters Score: Raw -432913.278456 + Penalty 845.001075 = -432068.277381 nChanged 38 SP:Iteration 124Q (647.575987 sec): 3 clusters Score: Raw -432924.321927 + Penalty 845.001075 = -432079.320852 nChanged 28 SP:Iteration 125Q (647.627867 sec): 3 clusters Score: Raw -432932.734627 + Penalty 845.001075 = -432087.733552 nChanged 29 SP:Iteration 126Q (647.684104 sec): 3 clusters Score: Raw -432943.970497 + Penalty 845.001075 = -432098.969422 nChanged 36 SP:Iteration 127Q (647.741425 sec): 3 clusters Score: Raw -432956.465891 + Penalty 845.001075 = -432111.464816 nChanged 34 SP:Iteration 128Q (647.795746 sec): 3 clusters Score: Raw -432967.660016 + Penalty 845.001075 = -432122.658941 nChanged 32 SP:Iteration 129Q (647.852985 sec): 3 clusters Score: Raw -432978.611544 + Penalty 845.001075 = -432133.610469 nChanged 32 SP:Iteration 130Q (647.900933 sec): 3 clusters Score: Raw -432990.417021 + Penalty 845.001075 = -432145.415946 nChanged 35 SP:Iteration 131Q (647.959804 sec): 3 clusters Score: Raw -433005.250076 + Penalty 845.001075 = -432160.249001 nChanged 25 SP:Iteration 132Q (648.017603 sec): 3 clusters Score: Raw -433014.885146 + Penalty 845.001075 = -432169.884071 nChanged 25 SP:Iteration 133Q (648.079308 sec): 3 clusters Score: Raw -433024.555576 + Penalty 845.001075 = -432179.554501 nChanged 24 SP:Iteration 134Q (648.129771 sec): 3 clusters Score: Raw -433045.133943 + Penalty 845.001075 = -432200.132868 nChanged 26 SP:Iteration 135Q (648.196222 sec): 3 clusters Score: Raw -433067.561002 + Penalty 845.001075 = -432222.559927 nChanged 22 SP:Iteration 136Q (648.240411 sec): 3 clusters Score: Raw -433087.996590 + Penalty 845.001075 = -432242.995515 nChanged 17 SP:Iteration 137Q (648.308935 sec): 3 clusters Score: Raw -433102.891062 + Penalty 845.001075 = -432257.889987 nChanged 21 SP:Iteration 138Q (648.350697 sec): 3 clusters Score: Raw -433121.875662 + Penalty 845.001075 = -432276.874587 nChanged 19 SP:Iteration 139Q (648.406691 sec): 3 clusters Score: Raw -433136.502270 + Penalty 845.001075 = -432291.501195 nChanged 11 SP:Iteration 140F (648.468716 sec): 3 clusters Score: Raw -433140.470536 + Penalty 845.001075 = -432295.469461 nChanged 11 SP:Iteration 141Q (648.530523 sec): 3 clusters Score: Raw -433146.150744 + Penalty 845.001075 = -432301.149669 nChanged 8 SP:Iteration 142Q (648.575459 sec): 3 clusters Score: Raw -433149.791336 + Penalty 845.001075 = -432304.790261 nChanged 2 SP:Iteration 143Q (648.641172 sec): 3 clusters Score: Raw -433150.094877 + Penalty 845.001075 = -432305.093802 nChanged 2 SP:Iteration 144Q (648.694604 sec): 3 clusters Score: Raw -433151.271449 + Penalty 845.001075 = -432306.270374 nChanged 3 SP:Iteration 145Q (648.752198 sec): 3 clusters Score: Raw -433153.065721 + Penalty 845.001075 = -432308.064646 nChanged 4 SP:Iteration 146Q (648.808321 sec): 3 clusters Score: Raw -433156.880213 + Penalty 845.001075 = -432311.879138 nChanged 6 SP:Iteration 147Q (648.857985 sec): 3 clusters Score: Raw -433160.958572 + Penalty 845.001075 = -432315.957497 nChanged 4 SP:Iteration 148Q (648.916471 sec): 3 clusters Score: Raw -433161.900486 + Penalty 845.001075 = -432316.899411 nChanged 5 SP:Iteration 149Q (648.963093 sec): 3 clusters Score: Raw -433163.470437 + Penalty 845.001075 = -432318.469362 nChanged 2 SP:Iteration 150Q (649.031996 sec): 3 clusters Score: Raw -433163.637166 + Penalty 845.001075 = -432318.636091 nChanged 1 SP:Iteration 151Q (649.090962 sec): 3 clusters Score: Raw -433163.851727 + Penalty 845.001075 = -432318.850652 nChanged 0 SP:Iteration 152F (649.136034 sec): 3 clusters Score: Raw -433163.851727 + Penalty 845.001075 = -432318.850652 nChanged 0 Trying to split cluster 10 (1673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (649.165415 sec): 2 clusters Score: Raw -64957.152849 + Penalty 337.718003 = -64619.434846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (649.213757 sec): 3 clusters Score: Raw -64067.077522 + Penalty 675.436007 = -63391.641516 nChanged 683 SP:Iteration 1F (649.264566 sec): 3 clusters Score: Raw -64549.228456 + Penalty 675.436007 = -63873.792449 nChanged 128 SP:Iteration 2F (649.309188 sec): 3 clusters Score: Raw -64642.620891 + Penalty 675.436007 = -63967.184885 nChanged 104 SP:Iteration 3F (649.354476 sec): 3 clusters Score: Raw -64722.077554 + Penalty 675.436007 = -64046.641547 nChanged 81 SP:Iteration 4Q (649.413546 sec): 3 clusters Score: Raw -64783.628411 + Penalty 675.436007 = -64108.192404 nChanged 85 SP:Iteration 5F (649.451458 sec): 3 clusters Score: Raw -64857.495978 + Penalty 675.436007 = -64182.059971 nChanged 72 SP:Iteration 6Q (649.502833 sec): 3 clusters Score: Raw -64917.894165 + Penalty 675.436007 = -64242.458158 nChanged 56 SP:Iteration 7Q (649.559360 sec): 3 clusters Score: Raw -64954.821205 + Penalty 675.436007 = -64279.385198 nChanged 38 SP:Iteration 8Q (649.597799 sec): 3 clusters Score: Raw -64971.136859 + Penalty 675.436007 = -64295.700852 nChanged 37 SP:Iteration 9Q (649.657587 sec): 3 clusters Score: Raw -64988.825512 + Penalty 675.436007 = -64313.389505 nChanged 32 SP:Iteration 10Q (649.704890 sec): 3 clusters Score: Raw -65009.623441 + Penalty 675.436007 = -64334.187434 nChanged 28 SP:Iteration 11Q (649.746060 sec): 3 clusters Score: Raw -65020.816453 + Penalty 675.436007 = -64345.380446 nChanged 19 SP:Iteration 12Q (649.791089 sec): 3 clusters Score: Raw -65027.856451 + Penalty 675.436007 = -64352.420445 nChanged 19 SP:Iteration 13Q (649.832702 sec): 3 clusters Score: Raw -65037.216579 + Penalty 675.436007 = -64361.780572 nChanged 23 SP:Iteration 14Q (649.883327 sec): 3 clusters Score: Raw -65044.779805 + Penalty 675.436007 = -64369.343798 nChanged 13 SP:Iteration 15Q (649.943867 sec): 3 clusters Score: Raw -65046.580140 + Penalty 675.436007 = -64371.144133 nChanged 6 SP:Iteration 16Q (649.982233 sec): 3 clusters Score: Raw -65047.177374 + Penalty 675.436007 = -64371.741367 nChanged 3 SP:Iteration 17Q (650.042753 sec): 3 clusters Score: Raw -65047.398821 + Penalty 675.436007 = -64371.962815 nChanged 0 SP:Iteration 18F (650.080432 sec): 3 clusters Score: Raw -65047.398821 + Penalty 675.436007 = -64371.962815 nChanged 0 Trying to split cluster 11 (13188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (650.126533 sec): 2 clusters Score: Raw -537682.460217 + Penalty 431.661348 = -537250.798869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (650.183296 sec): 3 clusters Score: Raw -529429.657829 + Penalty 863.322697 = -528566.335132 nChanged 6145 SP:Iteration 1F (650.230225 sec): 3 clusters Score: Raw -533725.167384 + Penalty 863.322697 = -532861.844687 nChanged 1087 SP:Iteration 2F (650.287169 sec): 3 clusters Score: Raw -534404.833944 + Penalty 863.322697 = -533541.511247 nChanged 962 SP:Iteration 3F (650.350988 sec): 3 clusters Score: Raw -535028.538331 + Penalty 863.322697 = -534165.215634 nChanged 799 SP:Iteration 4F (650.405563 sec): 3 clusters Score: Raw -535655.377309 + Penalty 863.322697 = -534792.054613 nChanged 660 SP:Iteration 5F (650.463151 sec): 3 clusters Score: Raw -536158.962415 + Penalty 863.322697 = -535295.639718 nChanged 507 SP:Iteration 6Q (650.512242 sec): 3 clusters Score: Raw -536509.121455 + Penalty 863.322697 = -535645.798758 nChanged 402 SP:Iteration 7Q (650.571101 sec): 3 clusters Score: Raw -536762.768647 + Penalty 863.322697 = -535899.445950 nChanged 274 SP:Iteration 8Q (650.623565 sec): 3 clusters Score: Raw -536880.926870 + Penalty 863.322697 = -536017.604173 nChanged 194 SP:Iteration 9Q (650.687410 sec): 3 clusters Score: Raw -536945.039720 + Penalty 863.322697 = -536081.717023 nChanged 161 SP:Iteration 10Q (650.743071 sec): 3 clusters Score: Raw -536992.781004 + Penalty 863.322697 = -536129.458307 nChanged 147 SP:Iteration 11Q (650.801263 sec): 3 clusters Score: Raw -537037.695712 + Penalty 863.322697 = -536174.373015 nChanged 152 SP:Iteration 12Q (650.846067 sec): 3 clusters Score: Raw -537085.184295 + Penalty 863.322697 = -536221.861598 nChanged 130 SP:Iteration 13Q (650.903433 sec): 3 clusters Score: Raw -537123.967815 + Penalty 863.322697 = -536260.645118 nChanged 109 SP:Iteration 14Q (650.960335 sec): 3 clusters Score: Raw -537155.279975 + Penalty 863.322697 = -536291.957278 nChanged 119 SP:Iteration 15Q (651.014216 sec): 3 clusters Score: Raw -537193.543578 + Penalty 863.322697 = -536330.220881 nChanged 131 SP:Iteration 16Q (651.080967 sec): 3 clusters Score: Raw -537240.872946 + Penalty 863.322697 = -536377.550249 nChanged 128 SP:Iteration 17Q (651.139861 sec): 3 clusters Score: Raw -537280.363114 + Penalty 863.322697 = -536417.040417 nChanged 111 SP:Iteration 18Q (651.194331 sec): 3 clusters Score: Raw -537317.606178 + Penalty 863.322697 = -536454.283481 nChanged 109 SP:Iteration 19Q (651.255199 sec): 3 clusters Score: Raw -537350.747172 + Penalty 863.322697 = -536487.424475 nChanged 108 SP:Iteration 20F (651.307041 sec): 3 clusters Score: Raw -537381.483197 + Penalty 863.322697 = -536518.160500 nChanged 107 SP:Iteration 21Q (651.366930 sec): 3 clusters Score: Raw -537411.012245 + Penalty 863.322697 = -536547.689548 nChanged 91 SP:Iteration 22Q (651.430759 sec): 3 clusters Score: Raw -537438.184565 + Penalty 863.322697 = -536574.861868 nChanged 85 SP:Iteration 23Q (651.482118 sec): 3 clusters Score: Raw -537460.100224 + Penalty 863.322697 = -536596.777527 nChanged 76 SP:Iteration 24Q (651.549891 sec): 3 clusters Score: Raw -537478.557253 + Penalty 863.322697 = -536615.234556 nChanged 80 SP:Iteration 25Q (651.604937 sec): 3 clusters Score: Raw -537503.163919 + Penalty 863.322697 = -536639.841222 nChanged 77 SP:Iteration 26Q (651.661805 sec): 3 clusters Score: Raw -537525.708774 + Penalty 863.322697 = -536662.386077 nChanged 70 SP:Iteration 27Q (651.714845 sec): 3 clusters Score: Raw -537545.837818 + Penalty 863.322697 = -536682.515121 nChanged 52 SP:Iteration 28Q (651.776116 sec): 3 clusters Score: Raw -537559.619904 + Penalty 863.322697 = -536696.297207 nChanged 51 SP:Iteration 29Q (651.830612 sec): 3 clusters Score: Raw -537571.603388 + Penalty 863.322697 = -536708.280691 nChanged 41 SP:Iteration 30Q (651.891049 sec): 3 clusters Score: Raw -537580.037243 + Penalty 863.322697 = -536716.714546 nChanged 40 SP:Iteration 31Q (651.937741 sec): 3 clusters Score: Raw -537590.390313 + Penalty 863.322697 = -536727.067616 nChanged 49 SP:Iteration 32Q (652.000182 sec): 3 clusters Score: Raw -537601.987559 + Penalty 863.322697 = -536738.664862 nChanged 48 SP:Iteration 33Q (652.055627 sec): 3 clusters Score: Raw -537613.729882 + Penalty 863.322697 = -536750.407185 nChanged 37 SP:Iteration 34Q (652.119817 sec): 3 clusters Score: Raw -537624.251609 + Penalty 863.322697 = -536760.928912 nChanged 27 SP:Iteration 35Q (652.178548 sec): 3 clusters Score: Raw -537630.039202 + Penalty 863.322697 = -536766.716505 nChanged 27 SP:Iteration 36Q (652.235752 sec): 3 clusters Score: Raw -537635.473021 + Penalty 863.322697 = -536772.150324 nChanged 20 SP:Iteration 37Q (652.293761 sec): 3 clusters Score: Raw -537640.752922 + Penalty 863.322697 = -536777.430225 nChanged 23 SP:Iteration 38Q (652.351175 sec): 3 clusters Score: Raw -537647.719721 + Penalty 863.322697 = -536784.397024 nChanged 22 SP:Iteration 39Q (652.409490 sec): 3 clusters Score: Raw -537653.685942 + Penalty 863.322697 = -536790.363245 nChanged 17 SP:Iteration 40F (652.465764 sec): 3 clusters Score: Raw -537657.290810 + Penalty 863.322697 = -536793.968113 nChanged 20 SP:Iteration 41Q (652.514194 sec): 3 clusters Score: Raw -537661.090255 + Penalty 863.322697 = -536797.767558 nChanged 17 SP:Iteration 42Q (652.576399 sec): 3 clusters Score: Raw -537663.579290 + Penalty 863.322697 = -536800.256593 nChanged 12 SP:Iteration 43Q (652.629423 sec): 3 clusters Score: Raw -537665.849260 + Penalty 863.322697 = -536802.526563 nChanged 18 SP:Iteration 44Q (652.686520 sec): 3 clusters Score: Raw -537668.809267 + Penalty 863.322697 = -536805.486570 nChanged 17 SP:Iteration 45Q (652.742321 sec): 3 clusters Score: Raw -537672.555252 + Penalty 863.322697 = -536809.232555 nChanged 16 SP:Iteration 46Q (652.793012 sec): 3 clusters Score: Raw -537675.381494 + Penalty 863.322697 = -536812.058797 nChanged 16 SP:Iteration 47Q (652.857281 sec): 3 clusters Score: Raw -537678.952129 + Penalty 863.322697 = -536815.629432 nChanged 10 SP:Iteration 48Q (652.907447 sec): 3 clusters Score: Raw -537681.963445 + Penalty 863.322697 = -536818.640748 nChanged 12 SP:Iteration 49Q (652.970350 sec): 3 clusters Score: Raw -537684.866835 + Penalty 863.322697 = -536821.544138 nChanged 8 SP:Iteration 50Q (653.025673 sec): 3 clusters Score: Raw -537686.667127 + Penalty 863.322697 = -536823.344430 nChanged 15 SP:Iteration 51Q (653.070335 sec): 3 clusters Score: Raw -537689.840280 + Penalty 863.322697 = -536826.517583 nChanged 12 SP:Iteration 52Q (653.134078 sec): 3 clusters Score: Raw -537691.900806 + Penalty 863.322697 = -536828.578109 nChanged 12 SP:Iteration 53Q (653.185020 sec): 3 clusters Score: Raw -537695.116367 + Penalty 863.322697 = -536831.793670 nChanged 11 SP:Iteration 54Q (653.246471 sec): 3 clusters Score: Raw -537697.462074 + Penalty 863.322697 = -536834.139377 nChanged 7 SP:Iteration 55Q (653.308884 sec): 3 clusters Score: Raw -537699.158023 + Penalty 863.322697 = -536835.835326 nChanged 6 SP:Iteration 56Q (653.352577 sec): 3 clusters Score: Raw -537700.752140 + Penalty 863.322697 = -536837.429443 nChanged 7 SP:Iteration 57Q (653.417755 sec): 3 clusters Score: Raw -537701.677802 + Penalty 863.322697 = -536838.355105 nChanged 6 SP:Iteration 58Q (653.466202 sec): 3 clusters Score: Raw -537702.616215 + Penalty 863.322697 = -536839.293518 nChanged 5 SP:Iteration 59Q (653.528339 sec): 3 clusters Score: Raw -537703.559382 + Penalty 863.322697 = -536840.236685 nChanged 8 SP:Iteration 60F (653.579422 sec): 3 clusters Score: Raw -537706.330826 + Penalty 863.322697 = -536843.008129 nChanged 10 SP:Iteration 61Q (653.637794 sec): 3 clusters Score: Raw -537709.341236 + Penalty 863.322697 = -536846.018539 nChanged 9 SP:Iteration 62Q (653.696285 sec): 3 clusters Score: Raw -537712.105930 + Penalty 863.322697 = -536848.783233 nChanged 8 SP:Iteration 63Q (653.759048 sec): 3 clusters Score: Raw -537714.043281 + Penalty 863.322697 = -536850.720584 nChanged 11 SP:Iteration 64Q (653.812821 sec): 3 clusters Score: Raw -537717.678916 + Penalty 863.322697 = -536854.356219 nChanged 14 SP:Iteration 65Q (653.868600 sec): 3 clusters Score: Raw -537724.191668 + Penalty 863.322697 = -536860.868971 nChanged 18 SP:Iteration 66Q (653.927705 sec): 3 clusters Score: Raw -537730.932998 + Penalty 863.322697 = -536867.610301 nChanged 16 SP:Iteration 67Q (653.978132 sec): 3 clusters Score: Raw -537735.329435 + Penalty 863.322697 = -536872.006738 nChanged 11 SP:Iteration 68Q (654.036526 sec): 3 clusters Score: Raw -537737.022256 + Penalty 863.322697 = -536873.699559 nChanged 9 SP:Iteration 69Q (654.084089 sec): 3 clusters Score: Raw -537738.862851 + Penalty 863.322697 = -536875.540154 nChanged 8 SP:Iteration 70Q (654.145573 sec): 3 clusters Score: Raw -537740.959161 + Penalty 863.322697 = -536877.636464 nChanged 7 SP:Iteration 71Q (654.198476 sec): 3 clusters Score: Raw -537744.055313 + Penalty 863.322697 = -536880.732616 nChanged 12 SP:Iteration 72Q (654.249788 sec): 3 clusters Score: Raw -537748.338659 + Penalty 863.322697 = -536885.015962 nChanged 9 SP:Iteration 73Q (654.306056 sec): 3 clusters Score: Raw -537751.035359 + Penalty 863.322697 = -536887.712662 nChanged 8 SP:Iteration 74Q (654.365431 sec): 3 clusters Score: Raw -537753.466482 + Penalty 863.322697 = -536890.143785 nChanged 6 SP:Iteration 75Q (654.406594 sec): 3 clusters Score: Raw -537755.096264 + Penalty 863.322697 = -536891.773567 nChanged 6 SP:Iteration 76Q (654.470524 sec): 3 clusters Score: Raw -537756.412526 + Penalty 863.322697 = -536893.089829 nChanged 7 SP:Iteration 77Q (654.519598 sec): 3 clusters Score: Raw -537759.168743 + Penalty 863.322697 = -536895.846046 nChanged 8 SP:Iteration 78Q (654.576391 sec): 3 clusters Score: Raw -537762.921246 + Penalty 863.322697 = -536899.598549 nChanged 15 SP:Iteration 79Q (654.638402 sec): 3 clusters Score: Raw -537767.887083 + Penalty 863.322697 = -536904.564386 nChanged 13 SP:Iteration 80F (654.686325 sec): 3 clusters Score: Raw -537771.310457 + Penalty 863.322697 = -536907.987760 nChanged 8 SP:Iteration 81Q (654.738169 sec): 3 clusters Score: Raw -537773.669136 + Penalty 863.322697 = -536910.346439 nChanged 9 SP:Iteration 82Q (654.801150 sec): 3 clusters Score: Raw -537776.133962 + Penalty 863.322697 = -536912.811265 nChanged 10 SP:Iteration 83Q (654.849639 sec): 3 clusters Score: Raw -537780.516432 + Penalty 863.322697 = -536917.193736 nChanged 13 SP:Iteration 84Q (654.912221 sec): 3 clusters Score: Raw -537785.144479 + Penalty 863.322697 = -536921.821782 nChanged 17 SP:Iteration 85Q (654.966231 sec): 3 clusters Score: Raw -537790.264464 + Penalty 863.322697 = -536926.941767 nChanged 17 SP:Iteration 86Q (655.024617 sec): 3 clusters Score: Raw -537795.497891 + Penalty 863.322697 = -536932.175194 nChanged 15 SP:Iteration 87Q (655.084458 sec): 3 clusters Score: Raw -537800.268199 + Penalty 863.322697 = -536936.945502 nChanged 14 SP:Iteration 88Q (655.141365 sec): 3 clusters Score: Raw -537805.380422 + Penalty 863.322697 = -536942.057725 nChanged 11 SP:Iteration 89Q (655.187542 sec): 3 clusters Score: Raw -537808.048041 + Penalty 863.322697 = -536944.725344 nChanged 8 SP:Iteration 90Q (655.242576 sec): 3 clusters Score: Raw -537810.658329 + Penalty 863.322697 = -536947.335632 nChanged 11 SP:Iteration 91Q (655.298951 sec): 3 clusters Score: Raw -537814.367296 + Penalty 863.322697 = -536951.044599 nChanged 7 SP:Iteration 92Q (655.362752 sec): 3 clusters Score: Raw -537816.361602 + Penalty 863.322697 = -536953.038905 nChanged 9 SP:Iteration 93Q (655.407769 sec): 3 clusters Score: Raw -537818.419063 + Penalty 863.322697 = -536955.096366 nChanged 6 SP:Iteration 94Q (655.470895 sec): 3 clusters Score: Raw -537821.988585 + Penalty 863.322697 = -536958.665888 nChanged 7 SP:Iteration 95Q (655.527997 sec): 3 clusters Score: Raw -537826.177246 + Penalty 863.322697 = -536962.854549 nChanged 13 SP:Iteration 96Q (655.586905 sec): 3 clusters Score: Raw -537831.931634 + Penalty 863.322697 = -536968.608937 nChanged 10 SP:Iteration 97Q (655.643246 sec): 3 clusters Score: Raw -537836.599089 + Penalty 863.322697 = -536973.276392 nChanged 11 SP:Iteration 98Q (655.701011 sec): 3 clusters Score: Raw -537839.795693 + Penalty 863.322697 = -536976.472996 nChanged 9 SP:Iteration 99Q (655.761221 sec): 3 clusters Score: Raw -537842.412762 + Penalty 863.322697 = -536979.090065 nChanged 4 SP:Iteration 100F (655.818699 sec): 3 clusters Score: Raw -537843.707974 + Penalty 863.322697 = -536980.385277 nChanged 4 SP:Iteration 101Q (655.867149 sec): 3 clusters Score: Raw -537845.464463 + Penalty 863.322697 = -536982.141766 nChanged 7 SP:Iteration 102Q (655.931047 sec): 3 clusters Score: Raw -537847.784053 + Penalty 863.322697 = -536984.461356 nChanged 6 SP:Iteration 103Q (655.993691 sec): 3 clusters Score: Raw -537850.703986 + Penalty 863.322697 = -536987.381289 nChanged 7 SP:Iteration 104Q (656.050134 sec): 3 clusters Score: Raw -537853.755107 + Penalty 863.322697 = -536990.432410 nChanged 6 SP:Iteration 105Q (656.105997 sec): 3 clusters Score: Raw -537855.995900 + Penalty 863.322697 = -536992.673203 nChanged 6 SP:Iteration 106Q (656.159577 sec): 3 clusters Score: Raw -537857.617560 + Penalty 863.322697 = -536994.294863 nChanged 5 SP:Iteration 107Q (656.211781 sec): 3 clusters Score: Raw -537858.840258 + Penalty 863.322697 = -536995.517561 nChanged 4 SP:Iteration 108Q (656.272303 sec): 3 clusters Score: Raw -537859.680999 + Penalty 863.322697 = -536996.358302 nChanged 2 SP:Iteration 109Q (656.316722 sec): 3 clusters Score: Raw -537861.897261 + Penalty 863.322697 = -536998.574564 nChanged 5 SP:Iteration 110Q (656.379253 sec): 3 clusters Score: Raw -537864.048942 + Penalty 863.322697 = -537000.726245 nChanged 3 SP:Iteration 111Q (656.427028 sec): 3 clusters Score: Raw -537865.184966 + Penalty 863.322697 = -537001.862269 nChanged 6 SP:Iteration 112Q (656.492989 sec): 3 clusters Score: Raw -537867.143102 + Penalty 863.322697 = -537003.820405 nChanged 6 SP:Iteration 113Q (656.549261 sec): 3 clusters Score: Raw -537869.402265 + Penalty 863.322697 = -537006.079568 nChanged 8 SP:Iteration 114Q (656.603199 sec): 3 clusters Score: Raw -537874.059079 + Penalty 863.322697 = -537010.736382 nChanged 7 SP:Iteration 115Q (656.660708 sec): 3 clusters Score: Raw -537876.680050 + Penalty 863.322697 = -537013.357353 nChanged 5 SP:Iteration 116Q (656.715889 sec): 3 clusters Score: Raw -537877.443701 + Penalty 863.322697 = -537014.121004 nChanged 3 SP:Iteration 117Q (656.759675 sec): 3 clusters Score: Raw -537877.740419 + Penalty 863.322697 = -537014.417722 nChanged 3 SP:Iteration 118Q (656.821754 sec): 3 clusters Score: Raw -537878.783108 + Penalty 863.322697 = -537015.460411 nChanged 6 SP:Iteration 119Q (656.881856 sec): 3 clusters Score: Raw -537880.476461 + Penalty 863.322697 = -537017.153764 nChanged 3 SP:Iteration 120F (656.937948 sec): 3 clusters Score: Raw -537880.708916 + Penalty 863.322697 = -537017.386219 nChanged 0 Trying to split cluster 12 (742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (656.959924 sec): 2 clusters Score: Raw -23763.336154 + Penalty 300.725391 = -23462.610764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (657.015810 sec): 3 clusters Score: Raw -23418.663096 + Penalty 601.450781 = -22817.212314 nChanged 283 SP:Iteration 1F (657.051760 sec): 3 clusters Score: Raw -23627.954901 + Penalty 601.450781 = -23026.504120 nChanged 59 SP:Iteration 2F (657.095617 sec): 3 clusters Score: Raw -23663.095327 + Penalty 601.450781 = -23061.644546 nChanged 36 SP:Iteration 3Q (657.152771 sec): 3 clusters Score: Raw -23687.769785 + Penalty 601.450781 = -23086.319003 nChanged 22 SP:Iteration 4Q (657.189204 sec): 3 clusters Score: Raw -23709.528316 + Penalty 601.450781 = -23108.077535 nChanged 26 SP:Iteration 5Q (657.234352 sec): 3 clusters Score: Raw -23724.454201 + Penalty 601.450781 = -23123.003420 nChanged 14 SP:Iteration 6Q (657.285489 sec): 3 clusters Score: Raw -23730.914055 + Penalty 601.450781 = -23129.463273 nChanged 10 SP:Iteration 7Q (657.322281 sec): 3 clusters Score: Raw -23735.796247 + Penalty 601.450781 = -23134.345466 nChanged 9 SP:Iteration 8Q (657.370958 sec): 3 clusters Score: Raw -23740.448663 + Penalty 601.450781 = -23138.997882 nChanged 11 SP:Iteration 9Q (657.413732 sec): 3 clusters Score: Raw -23750.334764 + Penalty 601.450781 = -23148.883983 nChanged 18 SP:Iteration 10Q (657.468654 sec): 3 clusters Score: Raw -23765.242709 + Penalty 601.450781 = -23163.791927 nChanged 15 SP:Iteration 11Q (657.503289 sec): 3 clusters Score: Raw -23773.882780 + Penalty 601.450781 = -23172.431999 nChanged 11 SP:Iteration 12Q (657.555840 sec): 3 clusters Score: Raw -23782.787855 + Penalty 601.450781 = -23181.337074 nChanged 9 SP:Iteration 13Q (657.605853 sec): 3 clusters Score: Raw -23788.287695 + Penalty 601.450781 = -23186.836914 nChanged 5 SP:Iteration 14Q (657.647855 sec): 3 clusters Score: Raw -23790.668308 + Penalty 601.450781 = -23189.217527 nChanged 3 SP:Iteration 15Q (657.697495 sec): 3 clusters Score: Raw -23791.573690 + Penalty 601.450781 = -23190.122908 nChanged 2 SP:Iteration 16Q (657.733181 sec): 3 clusters Score: Raw -23793.044170 + Penalty 601.450781 = -23191.593389 nChanged 4 SP:Iteration 17Q (657.784896 sec): 3 clusters Score: Raw -23795.083262 + Penalty 601.450781 = -23193.632481 nChanged 3 SP:Iteration 18Q (657.835991 sec): 3 clusters Score: Raw -23797.098975 + Penalty 601.450781 = -23195.648194 nChanged 5 SP:Iteration 19Q (657.882606 sec): 3 clusters Score: Raw -23801.166502 + Penalty 601.450781 = -23199.715721 nChanged 3 SP:Iteration 20F (657.928783 sec): 3 clusters Score: Raw -23802.924240 + Penalty 601.450781 = -23201.473459 nChanged 3 SP:Iteration 21Q (657.976378 sec): 3 clusters Score: Raw -23805.868464 + Penalty 601.450781 = -23204.417683 nChanged 5 SP:Iteration 22Q (658.025228 sec): 3 clusters Score: Raw -23810.449635 + Penalty 601.450781 = -23208.998854 nChanged 3 SP:Iteration 23Q (658.073042 sec): 3 clusters Score: Raw -23812.140616 + Penalty 601.450781 = -23210.689835 nChanged 3 SP:Iteration 24Q (658.116457 sec): 3 clusters Score: Raw -23814.936346 + Penalty 601.450781 = -23213.485565 nChanged 5 SP:Iteration 25Q (658.161233 sec): 3 clusters Score: Raw -23817.753312 + Penalty 601.450781 = -23216.302530 nChanged 3 SP:Iteration 26Q (658.198574 sec): 3 clusters Score: Raw -23818.868984 + Penalty 601.450781 = -23217.418203 nChanged 2 SP:Iteration 27Q (658.248609 sec): 3 clusters Score: Raw -23819.371066 + Penalty 601.450781 = -23217.920285 nChanged 0 SP:Iteration 28F (658.297131 sec): 3 clusters Score: Raw -23819.371066 + Penalty 601.450781 = -23217.920285 nChanged 0 Trying to split cluster 13 (2093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (658.322419 sec): 2 clusters Score: Raw -69273.218351 + Penalty 347.909094 = -68925.309257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (658.370729 sec): 3 clusters Score: Raw -68106.122795 + Penalty 695.818189 = -67410.304606 nChanged 908 SP:Iteration 1F (658.412604 sec): 3 clusters Score: Raw -68677.473889 + Penalty 695.818189 = -67981.655701 nChanged 182 SP:Iteration 2F (658.463945 sec): 3 clusters Score: Raw -68808.459011 + Penalty 695.818189 = -68112.640823 nChanged 149 SP:Iteration 3F (658.507004 sec): 3 clusters Score: Raw -68907.080057 + Penalty 695.818189 = -68211.261869 nChanged 120 SP:Iteration 4F (658.552876 sec): 3 clusters Score: Raw -68976.005527 + Penalty 695.818189 = -68280.187339 nChanged 80 SP:Iteration 5Q (658.599653 sec): 3 clusters Score: Raw -69022.015874 + Penalty 695.818189 = -68326.197686 nChanged 70 SP:Iteration 6Q (658.645780 sec): 3 clusters Score: Raw -69058.597736 + Penalty 695.818189 = -68362.779547 nChanged 66 SP:Iteration 7Q (658.700433 sec): 3 clusters Score: Raw -69104.268436 + Penalty 695.818189 = -68408.450247 nChanged 80 SP:Iteration 8Q (658.745250 sec): 3 clusters Score: Raw -69165.291866 + Penalty 695.818189 = -68469.473677 nChanged 75 SP:Iteration 9Q (658.792015 sec): 3 clusters Score: Raw -69225.125337 + Penalty 695.818189 = -68529.307148 nChanged 71 SP:Iteration 10Q (658.837884 sec): 3 clusters Score: Raw -69280.113502 + Penalty 695.818189 = -68584.295313 nChanged 62 SP:Iteration 11Q (658.882476 sec): 3 clusters Score: Raw -69333.383792 + Penalty 695.818189 = -68637.565603 nChanged 45 SP:Iteration 12Q (658.932659 sec): 3 clusters Score: Raw -69378.455518 + Penalty 695.818189 = -68682.637329 nChanged 32 SP:Iteration 13Q (658.980516 sec): 3 clusters Score: Raw -69406.485770 + Penalty 695.818189 = -68710.667581 nChanged 20 SP:Iteration 14Q (659.025659 sec): 3 clusters Score: Raw -69425.775536 + Penalty 695.818189 = -68729.957347 nChanged 15 SP:Iteration 15Q (659.075107 sec): 3 clusters Score: Raw -69441.109604 + Penalty 695.818189 = -68745.291416 nChanged 14 SP:Iteration 16Q (659.124069 sec): 3 clusters Score: Raw -69450.278197 + Penalty 695.818189 = -68754.460009 nChanged 11 SP:Iteration 17Q (659.159782 sec): 3 clusters Score: Raw -69457.021247 + Penalty 695.818189 = -68761.203058 nChanged 8 SP:Iteration 18Q (659.215081 sec): 3 clusters Score: Raw -69461.571238 + Penalty 695.818189 = -68765.753049 nChanged 8 SP:Iteration 19Q (659.251300 sec): 3 clusters Score: Raw -69465.095580 + Penalty 695.818189 = -68769.277392 nChanged 6 SP:Iteration 20F (659.301275 sec): 3 clusters Score: Raw -69467.856195 + Penalty 695.818189 = -68772.038006 nChanged 4 SP:Iteration 21Q (659.359078 sec): 3 clusters Score: Raw -69469.573345 + Penalty 695.818189 = -68773.755156 nChanged 5 SP:Iteration 22Q (659.406568 sec): 3 clusters Score: Raw -69472.186253 + Penalty 695.818189 = -68776.368064 nChanged 3 SP:Iteration 23Q (659.451954 sec): 3 clusters Score: Raw -69473.405101 + Penalty 695.818189 = -68777.586913 nChanged 2 SP:Iteration 24Q (659.499524 sec): 3 clusters Score: Raw -69474.271095 + Penalty 695.818189 = -68778.452907 nChanged 2 SP:Iteration 25Q (659.542641 sec): 3 clusters Score: Raw -69474.938959 + Penalty 695.818189 = -68779.120770 nChanged 1 SP:Iteration 26Q (659.586781 sec): 3 clusters Score: Raw -69475.728931 + Penalty 695.818189 = -68779.910743 nChanged 0 SP:Iteration 27F (659.635280 sec): 3 clusters Score: Raw -69475.728931 + Penalty 695.818189 = -68779.910743 nChanged 0 Trying to split cluster 14 (9335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (659.655052 sec): 2 clusters Score: Raw -360803.601691 + Penalty 415.939436 = -360387.662255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (659.714053 sec): 3 clusters Score: Raw -355039.642466 + Penalty 831.878871 = -354207.763595 nChanged 4327 SP:Iteration 1F (659.771452 sec): 3 clusters Score: Raw -357810.242160 + Penalty 831.878871 = -356978.363289 nChanged 758 SP:Iteration 2F (659.816398 sec): 3 clusters Score: Raw -358409.803056 + Penalty 831.878871 = -357577.924184 nChanged 763 SP:Iteration 3F (659.872749 sec): 3 clusters Score: Raw -359110.080852 + Penalty 831.878871 = -358278.201981 nChanged 643 SP:Iteration 4F (659.932545 sec): 3 clusters Score: Raw -359646.432424 + Penalty 831.878871 = -358814.553553 nChanged 429 SP:Iteration 5Q (659.990775 sec): 3 clusters Score: Raw -359954.910593 + Penalty 831.878871 = -359123.031721 nChanged 302 SP:Iteration 6Q (660.048455 sec): 3 clusters Score: Raw -360149.521445 + Penalty 831.878871 = -359317.642574 nChanged 206 SP:Iteration 7Q (660.090852 sec): 3 clusters Score: Raw -360258.510213 + Penalty 831.878871 = -359426.631342 nChanged 152 SP:Iteration 8Q (660.144834 sec): 3 clusters Score: Raw -360328.789475 + Penalty 831.878871 = -359496.910604 nChanged 144 SP:Iteration 9Q (660.204492 sec): 3 clusters Score: Raw -360406.157225 + Penalty 831.878871 = -359574.278354 nChanged 136 SP:Iteration 10Q (660.275520 sec): 3 clusters Score: Raw -360475.175585 + Penalty 831.878871 = -359643.296714 nChanged 116 SP:Iteration 11Q (660.331762 sec): 3 clusters Score: Raw -360532.302695 + Penalty 831.878871 = -359700.423823 nChanged 108 SP:Iteration 12Q (660.384268 sec): 3 clusters Score: Raw -360591.694227 + Penalty 831.878871 = -359759.815356 nChanged 100 SP:Iteration 13Q (660.442767 sec): 3 clusters Score: Raw -360641.783024 + Penalty 831.878871 = -359809.904153 nChanged 84 SP:Iteration 14Q (660.486306 sec): 3 clusters Score: Raw -360680.428806 + Penalty 831.878871 = -359848.549935 nChanged 93 SP:Iteration 15Q (660.540512 sec): 3 clusters Score: Raw -360712.035536 + Penalty 831.878871 = -359880.156665 nChanged 69 SP:Iteration 16Q (660.598836 sec): 3 clusters Score: Raw -360737.507498 + Penalty 831.878871 = -359905.628627 nChanged 57 SP:Iteration 17Q (660.648094 sec): 3 clusters Score: Raw -360754.227588 + Penalty 831.878871 = -359922.348717 nChanged 39 SP:Iteration 18Q (660.709034 sec): 3 clusters Score: Raw -360762.475318 + Penalty 831.878871 = -359930.596447 nChanged 34 SP:Iteration 19Q (660.763462 sec): 3 clusters Score: Raw -360770.113310 + Penalty 831.878871 = -359938.234439 nChanged 29 SP:Iteration 20F (660.811887 sec): 3 clusters Score: Raw -360777.271150 + Penalty 831.878871 = -359945.392279 nChanged 29 SP:Iteration 21Q (660.869257 sec): 3 clusters Score: Raw -360785.102063 + Penalty 831.878871 = -359953.223192 nChanged 33 SP:Iteration 22Q (660.909640 sec): 3 clusters Score: Raw -360793.064326 + Penalty 831.878871 = -359961.185454 nChanged 32 SP:Iteration 23Q (660.969819 sec): 3 clusters Score: Raw -360799.946982 + Penalty 831.878871 = -359968.068111 nChanged 32 SP:Iteration 24Q (661.016812 sec): 3 clusters Score: Raw -360804.238540 + Penalty 831.878871 = -359972.359669 nChanged 17 SP:Iteration 25Q (661.079964 sec): 3 clusters Score: Raw -360806.272120 + Penalty 831.878871 = -359974.393249 nChanged 14 SP:Iteration 26Q (661.120811 sec): 3 clusters Score: Raw -360808.423053 + Penalty 831.878871 = -359976.544182 nChanged 14 SP:Iteration 27Q (661.178142 sec): 3 clusters Score: Raw -360811.653404 + Penalty 831.878871 = -359979.774533 nChanged 23 SP:Iteration 28Q (661.221980 sec): 3 clusters Score: Raw -360816.395561 + Penalty 831.878871 = -359984.516690 nChanged 25 SP:Iteration 29Q (661.284456 sec): 3 clusters Score: Raw -360821.333220 + Penalty 831.878871 = -359989.454349 nChanged 22 SP:Iteration 30Q (661.334391 sec): 3 clusters Score: Raw -360825.859897 + Penalty 831.878871 = -359993.981026 nChanged 18 SP:Iteration 31Q (661.384064 sec): 3 clusters Score: Raw -360829.345935 + Penalty 831.878871 = -359997.467064 nChanged 20 SP:Iteration 32Q (661.439434 sec): 3 clusters Score: Raw -360833.294201 + Penalty 831.878871 = -360001.415330 nChanged 19 SP:Iteration 33Q (661.490420 sec): 3 clusters Score: Raw -360836.050421 + Penalty 831.878871 = -360004.171550 nChanged 13 SP:Iteration 34Q (661.560654 sec): 3 clusters Score: Raw -360837.930185 + Penalty 831.878871 = -360006.051314 nChanged 13 SP:Iteration 35Q (661.613120 sec): 3 clusters Score: Raw -360839.558226 + Penalty 831.878871 = -360007.679355 nChanged 6 SP:Iteration 36Q (661.669277 sec): 3 clusters Score: Raw -360840.206473 + Penalty 831.878871 = -360008.327602 nChanged 5 SP:Iteration 37Q (661.711728 sec): 3 clusters Score: Raw -360840.711814 + Penalty 831.878871 = -360008.832943 nChanged 6 SP:Iteration 38Q (661.760255 sec): 3 clusters Score: Raw -360841.365162 + Penalty 831.878871 = -360009.486291 nChanged 13 SP:Iteration 39Q (661.812355 sec): 3 clusters Score: Raw -360843.412351 + Penalty 831.878871 = -360011.533480 nChanged 13 SP:Iteration 40F (661.878800 sec): 3 clusters Score: Raw -360844.851712 + Penalty 831.878871 = -360012.972841 nChanged 5 SP:Iteration 41Q (661.938020 sec): 3 clusters Score: Raw -360845.393077 + Penalty 831.878871 = -360013.514206 nChanged 6 SP:Iteration 42Q (661.988102 sec): 3 clusters Score: Raw -360846.178010 + Penalty 831.878871 = -360014.299139 nChanged 7 SP:Iteration 43Q (662.037496 sec): 3 clusters Score: Raw -360846.743560 + Penalty 831.878871 = -360014.864689 nChanged 6 SP:Iteration 44Q (662.084322 sec): 3 clusters Score: Raw -360847.387428 + Penalty 831.878871 = -360015.508557 nChanged 5 SP:Iteration 45Q (662.147057 sec): 3 clusters Score: Raw -360847.787138 + Penalty 831.878871 = -360015.908267 nChanged 2 SP:Iteration 46Q (662.199149 sec): 3 clusters Score: Raw -360847.970781 + Penalty 831.878871 = -360016.091910 nChanged 4 SP:Iteration 47Q (662.252861 sec): 3 clusters Score: Raw -360848.634701 + Penalty 831.878871 = -360016.755830 nChanged 7 SP:Iteration 48Q (662.316191 sec): 3 clusters Score: Raw -360850.031091 + Penalty 831.878871 = -360018.152220 nChanged 10 SP:Iteration 49Q (662.366492 sec): 3 clusters Score: Raw -360851.872019 + Penalty 831.878871 = -360019.993148 nChanged 6 SP:Iteration 50Q (662.422451 sec): 3 clusters Score: Raw -360852.646237 + Penalty 831.878871 = -360020.767366 nChanged 7 SP:Iteration 51Q (662.479069 sec): 3 clusters Score: Raw -360853.360807 + Penalty 831.878871 = -360021.481936 nChanged 4 SP:Iteration 52Q (662.522822 sec): 3 clusters Score: Raw -360853.478320 + Penalty 831.878871 = -360021.599449 nChanged 1 SP:Iteration 53Q (662.588438 sec): 3 clusters Score: Raw -360853.494869 + Penalty 831.878871 = -360021.615998 nChanged 0 SP:Iteration 54F (662.638331 sec): 3 clusters Score: Raw -360853.494869 + Penalty 831.878871 = -360021.615998 nChanged 0 Trying to split cluster 15 (1428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (662.669925 sec): 2 clusters Score: Raw -40633.407933 + Penalty 330.513372 = -40302.894561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.704586 sec): 3 clusters Score: Raw -39900.378459 + Penalty 661.026743 = -39239.351716 nChanged 578 SP:Iteration 1F (662.754485 sec): 3 clusters Score: Raw -40377.883647 + Penalty 661.026743 = -39716.856904 nChanged 142 SP:Iteration 2F (662.803872 sec): 3 clusters Score: Raw -40507.248767 + Penalty 661.026743 = -39846.222024 nChanged 102 SP:Iteration 3F (662.852842 sec): 3 clusters Score: Raw -40562.303865 + Penalty 661.026743 = -39901.277122 nChanged 61 SP:Iteration 4Q (662.909126 sec): 3 clusters Score: Raw -40587.337024 + Penalty 661.026743 = -39926.310281 nChanged 45 SP:Iteration 5Q (662.958088 sec): 3 clusters Score: Raw -40608.007668 + Penalty 661.026743 = -39946.980925 nChanged 38 SP:Iteration 6Q (663.003893 sec): 3 clusters Score: Raw -40630.173071 + Penalty 661.026743 = -39969.146328 nChanged 37 SP:Iteration 7Q (663.044734 sec): 3 clusters Score: Raw -40660.523213 + Penalty 661.026743 = -39999.496470 nChanged 46 SP:Iteration 8Q (663.091728 sec): 3 clusters Score: Raw -40695.604236 + Penalty 661.026743 = -40034.577493 nChanged 49 SP:Iteration 9Q (663.148200 sec): 3 clusters Score: Raw -40738.678643 + Penalty 661.026743 = -40077.651900 nChanged 49 SP:Iteration 10Q (663.194185 sec): 3 clusters Score: Raw -40783.944224 + Penalty 661.026743 = -40122.917481 nChanged 45 SP:Iteration 11Q (663.229520 sec): 3 clusters Score: Raw -40837.620822 + Penalty 661.026743 = -40176.594079 nChanged 34 SP:Iteration 12Q (663.276310 sec): 3 clusters Score: Raw -40916.675440 + Penalty 661.026743 = -40255.648697 nChanged 54 SP:Iteration 13Q (663.328402 sec): 3 clusters Score: Raw -40965.702997 + Penalty 661.026743 = -40304.676254 nChanged 51 SP:Iteration 14Q (663.377668 sec): 3 clusters Score: Raw -41010.910823 + Penalty 661.026743 = -40349.884080 nChanged 51 SP:Iteration 15Q (663.424962 sec): 3 clusters Score: Raw -41050.921848 + Penalty 661.026743 = -40389.895105 nChanged 33 SP:Iteration 16Q (663.470734 sec): 3 clusters Score: Raw -41080.124094 + Penalty 661.026743 = -40419.097351 nChanged 26 SP:Iteration 17Q (663.522568 sec): 3 clusters Score: Raw -41093.478874 + Penalty 661.026743 = -40432.452131 nChanged 23 SP:Iteration 18Q (663.562206 sec): 3 clusters Score: Raw -41106.564008 + Penalty 661.026743 = -40445.537265 nChanged 25 SP:Iteration 19Q (663.618336 sec): 3 clusters Score: Raw -41120.298466 + Penalty 661.026743 = -40459.271723 nChanged 20 SP:Iteration 20F (663.663593 sec): 3 clusters Score: Raw -41139.665882 + Penalty 661.026743 = -40478.639139 nChanged 21 SP:Iteration 21Q (663.705666 sec): 3 clusters Score: Raw -41154.814878 + Penalty 661.026743 = -40493.788135 nChanged 22 SP:Iteration 22Q (663.743154 sec): 3 clusters Score: Raw -41166.815889 + Penalty 661.026743 = -40505.789146 nChanged 14 SP:Iteration 23Q (663.786888 sec): 3 clusters Score: Raw -41172.153351 + Penalty 661.026743 = -40511.126608 nChanged 10 SP:Iteration 24Q (663.821458 sec): 3 clusters Score: Raw -41175.644288 + Penalty 661.026743 = -40514.617545 nChanged 10 SP:Iteration 25Q (663.865138 sec): 3 clusters Score: Raw -41177.807423 + Penalty 661.026743 = -40516.780680 nChanged 2 SP:Iteration 26Q (663.914606 sec): 3 clusters Score: Raw -41178.237495 + Penalty 661.026743 = -40517.210752 nChanged 2 SP:Iteration 27Q (663.953401 sec): 3 clusters Score: Raw -41178.839858 + Penalty 661.026743 = -40517.813115 nChanged 1 SP:Iteration 28Q (663.994053 sec): 3 clusters Score: Raw -41178.931323 + Penalty 661.026743 = -40517.904580 nChanged 1 SP:Iteration 29Q (664.037493 sec): 3 clusters Score: Raw -41179.000941 + Penalty 661.026743 = -40517.974198 nChanged 0 SP:Iteration 30F (664.076481 sec): 3 clusters Score: Raw -41179.000941 + Penalty 661.026743 = -40517.974198 nChanged 0 Score: Raw -17391920.082253 + Penalty 25536.890571 = -17366383.191682 Splitting cluster 15 changes total score from -17366413.159787 to -17366383.191682 So it's not getting split. Trying to split cluster 16 (718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (671.098161 sec): 2 clusters Score: Raw -25911.952340 + Penalty 299.229365 = -25612.722974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (671.135999 sec): 3 clusters Score: Raw -25603.605640 + Penalty 598.458731 = -25005.146909 nChanged 282 SP:Iteration 1F (671.185362 sec): 3 clusters Score: Raw -25907.693447 + Penalty 598.458731 = -25309.234716 nChanged 102 SP:Iteration 2F (671.239593 sec): 3 clusters Score: Raw -26065.127620 + Penalty 598.458731 = -25466.668890 nChanged 65 SP:Iteration 3F (671.288522 sec): 3 clusters Score: Raw -26137.658475 + Penalty 598.458731 = -25539.199745 nChanged 38 SP:Iteration 4F (671.328655 sec): 3 clusters Score: Raw -26193.468494 + Penalty 598.458731 = -25595.009763 nChanged 25 SP:Iteration 5Q (671.378876 sec): 3 clusters Score: Raw -26233.635547 + Penalty 598.458731 = -25635.176816 nChanged 14 SP:Iteration 6Q (671.434265 sec): 3 clusters Score: Raw -26242.251050 + Penalty 598.458731 = -25643.792319 nChanged 5 SP:Iteration 7Q (671.480970 sec): 3 clusters Score: Raw -26243.450430 + Penalty 598.458731 = -25644.991699 nChanged 1 SP:Iteration 8Q (671.533978 sec): 3 clusters Score: Raw -26243.603975 + Penalty 598.458731 = -25645.145244 nChanged 0 SP:Iteration 9F (671.587246 sec): 3 clusters Score: Raw -26243.603975 + Penalty 598.458731 = -25645.145244 nChanged 0 Score: Raw -17391706.140880 + Penalty 25536.890571 = -17366169.250309 Splitting cluster 16 changes total score from -17366413.159787 to -17366169.250309 So it's not getting split. Trying to split cluster 17 (23416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (678.688143 sec): 2 clusters Score: Raw -979596.318295 + Penalty 457.783455 = -979138.534841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (678.755654 sec): 3 clusters Score: Raw -964461.292551 + Penalty 915.566909 = -963545.725641 nChanged 11312 SP:Iteration 1F (678.826509 sec): 3 clusters Score: Raw -971961.018060 + Penalty 915.566909 = -971045.451150 nChanged 1552 SP:Iteration 2F (678.894571 sec): 3 clusters Score: Raw -972886.070217 + Penalty 915.566909 = -971970.503307 nChanged 1553 SP:Iteration 3F (678.962869 sec): 3 clusters Score: Raw -973987.622572 + Penalty 915.566909 = -973072.055663 nChanged 1487 SP:Iteration 4F (679.031143 sec): 3 clusters Score: Raw -975131.992497 + Penalty 915.566909 = -974216.425588 nChanged 1327 SP:Iteration 5F (679.085678 sec): 3 clusters Score: Raw -976107.849938 + Penalty 915.566909 = -975192.283029 nChanged 1094 SP:Iteration 6Q (679.156604 sec): 3 clusters Score: Raw -976874.877110 + Penalty 915.566909 = -975959.310201 nChanged 940 SP:Iteration 7Q (679.228925 sec): 3 clusters Score: Raw -977477.079246 + Penalty 915.566909 = -976561.512336 nChanged 730 SP:Iteration 8Q (679.300268 sec): 3 clusters Score: Raw -977935.401152 + Penalty 915.566909 = -977019.834243 nChanged 607 SP:Iteration 9Q (679.365839 sec): 3 clusters Score: Raw -978336.640647 + Penalty 915.566909 = -977421.073738 nChanged 536 SP:Iteration 10Q (679.431567 sec): 3 clusters Score: Raw -978706.411626 + Penalty 915.566909 = -977790.844716 nChanged 403 SP:Iteration 11Q (679.486033 sec): 3 clusters Score: Raw -978969.402817 + Penalty 915.566909 = -978053.835907 nChanged 302 SP:Iteration 12Q (679.559741 sec): 3 clusters Score: Raw -979151.755609 + Penalty 915.566909 = -978236.188700 nChanged 250 SP:Iteration 13Q (679.633481 sec): 3 clusters Score: Raw -979309.134075 + Penalty 915.566909 = -978393.567166 nChanged 185 SP:Iteration 14Q (679.696382 sec): 3 clusters Score: Raw -979431.180729 + Penalty 915.566909 = -978515.613819 nChanged 144 SP:Iteration 15Q (679.753007 sec): 3 clusters Score: Raw -979525.288800 + Penalty 915.566909 = -978609.721891 nChanged 118 SP:Iteration 16Q (679.822446 sec): 3 clusters Score: Raw -979595.318598 + Penalty 915.566909 = -978679.751688 nChanged 90 SP:Iteration 17Q (679.895953 sec): 3 clusters Score: Raw -979644.159792 + Penalty 915.566909 = -978728.592883 nChanged 59 SP:Iteration 18Q (679.950056 sec): 3 clusters Score: Raw -979674.477647 + Penalty 915.566909 = -978758.910737 nChanged 59 SP:Iteration 19Q (680.026004 sec): 3 clusters Score: Raw -979692.717561 + Penalty 915.566909 = -978777.150652 nChanged 44 SP:Iteration 20F (680.094449 sec): 3 clusters Score: Raw -979702.598905 + Penalty 915.566909 = -978787.031996 nChanged 32 SP:Iteration 21Q (680.159704 sec): 3 clusters Score: Raw -979712.492951 + Penalty 915.566909 = -978796.926041 nChanged 30 SP:Iteration 22Q (680.225250 sec): 3 clusters Score: Raw -979720.655972 + Penalty 915.566909 = -978805.089063 nChanged 17 SP:Iteration 23Q (680.289137 sec): 3 clusters Score: Raw -979724.226398 + Penalty 915.566909 = -978808.659488 nChanged 15 SP:Iteration 24Q (680.339936 sec): 3 clusters Score: Raw -979728.978652 + Penalty 915.566909 = -978813.411742 nChanged 13 SP:Iteration 25Q (680.415830 sec): 3 clusters Score: Raw -979733.197670 + Penalty 915.566909 = -978817.630760 nChanged 18 SP:Iteration 26Q (680.478656 sec): 3 clusters Score: Raw -979736.462654 + Penalty 915.566909 = -978820.895745 nChanged 9 SP:Iteration 27Q (680.537108 sec): 3 clusters Score: Raw -979738.718954 + Penalty 915.566909 = -978823.152045 nChanged 11 SP:Iteration 28Q (680.590219 sec): 3 clusters Score: Raw -979741.776842 + Penalty 915.566909 = -978826.209933 nChanged 9 SP:Iteration 29Q (680.660514 sec): 3 clusters Score: Raw -979743.227419 + Penalty 915.566909 = -978827.660510 nChanged 11 SP:Iteration 30Q (680.728243 sec): 3 clusters Score: Raw -979744.423258 + Penalty 915.566909 = -978828.856349 nChanged 6 SP:Iteration 31Q (680.791094 sec): 3 clusters Score: Raw -979745.134973 + Penalty 915.566909 = -978829.568064 nChanged 4 SP:Iteration 32Q (680.854793 sec): 3 clusters Score: Raw -979745.865781 + Penalty 915.566909 = -978830.298872 nChanged 5 SP:Iteration 33Q (680.914124 sec): 3 clusters Score: Raw -979747.052915 + Penalty 915.566909 = -978831.486005 nChanged 4 SP:Iteration 34Q (680.982039 sec): 3 clusters Score: Raw -979747.946174 + Penalty 915.566909 = -978832.379264 nChanged 6 SP:Iteration 35Q (681.032660 sec): 3 clusters Score: Raw -979750.998758 + Penalty 915.566909 = -978835.431849 nChanged 6 SP:Iteration 36Q (681.100520 sec): 3 clusters Score: Raw -979752.537571 + Penalty 915.566909 = -978836.970662 nChanged 5 SP:Iteration 37Q (681.174887 sec): 3 clusters Score: Raw -979753.371261 + Penalty 915.566909 = -978837.804352 nChanged 3 SP:Iteration 38Q (681.235327 sec): 3 clusters Score: Raw -979753.745150 + Penalty 915.566909 = -978838.178240 nChanged 2 SP:Iteration 39Q (681.291968 sec): 3 clusters Score: Raw -979753.941163 + Penalty 915.566909 = -978838.374254 nChanged 1 SP:Iteration 40F (681.363263 sec): 3 clusters Score: Raw -979754.048211 + Penalty 915.566909 = -978838.481302 nChanged 0 Trying to split cluster 18 (46079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (681.429470 sec): 2 clusters Score: Raw -1835996.527831 + Penalty 488.584123 = -1835507.943708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (681.524218 sec): 3 clusters Score: Raw -1805500.402151 + Penalty 977.168246 = -1804523.233905 nChanged 22199 SP:Iteration 1F (681.614381 sec): 3 clusters Score: Raw -1819898.430943 + Penalty 977.168246 = -1818921.262696 nChanged 2797 SP:Iteration 2F (681.701817 sec): 3 clusters Score: Raw -1821547.599776 + Penalty 977.168246 = -1820570.431530 nChanged 3178 SP:Iteration 3F (681.794448 sec): 3 clusters Score: Raw -1823887.167933 + Penalty 977.168246 = -1822909.999687 nChanged 3306 SP:Iteration 4F (681.886329 sec): 3 clusters Score: Raw -1826632.096165 + Penalty 977.168246 = -1825654.927919 nChanged 3024 SP:Iteration 5F (681.962943 sec): 3 clusters Score: Raw -1829081.368354 + Penalty 977.168246 = -1828104.200108 nChanged 2351 SP:Iteration 6F (682.057342 sec): 3 clusters Score: Raw -1830619.957575 + Penalty 977.168246 = -1829642.789329 nChanged 1597 SP:Iteration 7Q (682.154503 sec): 3 clusters Score: Raw -1831376.595466 + Penalty 977.168246 = -1830399.427220 nChanged 1097 SP:Iteration 8Q (682.248005 sec): 3 clusters Score: Raw -1831860.292448 + Penalty 977.168246 = -1830883.124202 nChanged 914 SP:Iteration 9Q (682.337804 sec): 3 clusters Score: Raw -1832266.805070 + Penalty 977.168246 = -1831289.636824 nChanged 834 SP:Iteration 10Q (682.431417 sec): 3 clusters Score: Raw -1832623.531588 + Penalty 977.168246 = -1831646.363342 nChanged 772 SP:Iteration 11Q (682.520818 sec): 3 clusters Score: Raw -1832952.570323 + Penalty 977.168246 = -1831975.402077 nChanged 725 SP:Iteration 12Q (682.609191 sec): 3 clusters Score: Raw -1833253.861340 + Penalty 977.168246 = -1832276.693094 nChanged 695 SP:Iteration 13Q (682.694197 sec): 3 clusters Score: Raw -1833539.105089 + Penalty 977.168246 = -1832561.936843 nChanged 680 SP:Iteration 14Q (682.778095 sec): 3 clusters Score: Raw -1833823.265929 + Penalty 977.168246 = -1832846.097683 nChanged 654 SP:Iteration 15Q (682.863100 sec): 3 clusters Score: Raw -1834100.861234 + Penalty 977.168246 = -1833123.692988 nChanged 633 SP:Iteration 16Q (682.953467 sec): 3 clusters Score: Raw -1834371.759657 + Penalty 977.168246 = -1833394.591411 nChanged 588 SP:Iteration 17Q (683.041610 sec): 3 clusters Score: Raw -1834635.017243 + Penalty 977.168246 = -1833657.848997 nChanged 525 SP:Iteration 18Q (683.127434 sec): 3 clusters Score: Raw -1834876.713900 + Penalty 977.168246 = -1833899.545654 nChanged 459 SP:Iteration 19Q (683.219739 sec): 3 clusters Score: Raw -1835085.074000 + Penalty 977.168246 = -1834107.905754 nChanged 381 SP:Iteration 20F (683.308425 sec): 3 clusters Score: Raw -1835249.929785 + Penalty 977.168246 = -1834272.761539 nChanged 332 SP:Iteration 21Q (683.387769 sec): 3 clusters Score: Raw -1835375.992533 + Penalty 977.168246 = -1834398.824287 nChanged 277 SP:Iteration 22Q (683.467841 sec): 3 clusters Score: Raw -1835478.050569 + Penalty 977.168246 = -1834500.882323 nChanged 241 SP:Iteration 23Q (683.552836 sec): 3 clusters Score: Raw -1835566.672356 + Penalty 977.168246 = -1834589.504110 nChanged 229 SP:Iteration 24Q (683.625749 sec): 3 clusters Score: Raw -1835655.934174 + Penalty 977.168246 = -1834678.765928 nChanged 197 SP:Iteration 25Q (683.715732 sec): 3 clusters Score: Raw -1835729.185301 + Penalty 977.168246 = -1834752.017055 nChanged 171 SP:Iteration 26Q (683.800700 sec): 3 clusters Score: Raw -1835799.068028 + Penalty 977.168246 = -1834821.899782 nChanged 157 SP:Iteration 27Q (683.883861 sec): 3 clusters Score: Raw -1835869.552438 + Penalty 977.168246 = -1834892.384192 nChanged 119 SP:Iteration 28Q (683.962211 sec): 3 clusters Score: Raw -1835919.878535 + Penalty 977.168246 = -1834942.710289 nChanged 104 SP:Iteration 29Q (684.031905 sec): 3 clusters Score: Raw -1835967.751499 + Penalty 977.168246 = -1834990.583253 nChanged 91 SP:Iteration 30Q (684.118180 sec): 3 clusters Score: Raw -1836018.493635 + Penalty 977.168246 = -1835041.325389 nChanged 65 SP:Iteration 31Q (684.197803 sec): 3 clusters Score: Raw -1836055.457933 + Penalty 977.168246 = -1835078.289687 nChanged 60 SP:Iteration 32Q (684.274042 sec): 3 clusters Score: Raw -1836087.154731 + Penalty 977.168246 = -1835109.986485 nChanged 39 SP:Iteration 33Q (684.351873 sec): 3 clusters Score: Raw -1836106.082960 + Penalty 977.168246 = -1835128.914714 nChanged 26 SP:Iteration 34Q (684.430204 sec): 3 clusters Score: Raw -1836113.990575 + Penalty 977.168246 = -1835136.822329 nChanged 25 SP:Iteration 35Q (684.505169 sec): 3 clusters Score: Raw -1836118.904066 + Penalty 977.168246 = -1835141.735820 nChanged 13 SP:Iteration 36Q (684.591158 sec): 3 clusters Score: Raw -1836120.524318 + Penalty 977.168246 = -1835143.356072 nChanged 7 SP:Iteration 37Q (684.674167 sec): 3 clusters Score: Raw -1836122.343142 + Penalty 977.168246 = -1835145.174896 nChanged 8 SP:Iteration 38Q (684.755121 sec): 3 clusters Score: Raw -1836123.794185 + Penalty 977.168246 = -1835146.625939 nChanged 4 SP:Iteration 39Q (684.836992 sec): 3 clusters Score: Raw -1836124.438614 + Penalty 977.168246 = -1835147.270368 nChanged 5 SP:Iteration 40F (684.925428 sec): 3 clusters Score: Raw -1836125.714472 + Penalty 977.168246 = -1835148.546226 nChanged 5 SP:Iteration 41Q (685.007449 sec): 3 clusters Score: Raw -1836126.683412 + Penalty 977.168246 = -1835149.515166 nChanged 5 SP:Iteration 42Q (685.092375 sec): 3 clusters Score: Raw -1836127.403496 + Penalty 977.168246 = -1835150.235250 nChanged 0 SP:Iteration 43F (685.183741 sec): 3 clusters Score: Raw -1836127.403496 + Penalty 977.168246 = -1835150.235250 nChanged 0 Trying to split cluster 19 (753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (685.212743 sec): 2 clusters Score: Raw -27317.797709 + Penalty 301.394968 = -27016.402741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (685.264823 sec): 3 clusters Score: Raw -26984.112595 + Penalty 602.789936 = -26381.322659 nChanged 290 SP:Iteration 1F (685.312057 sec): 3 clusters Score: Raw -27215.316030 + Penalty 602.789936 = -26612.526094 nChanged 66 SP:Iteration 2F (685.358026 sec): 3 clusters Score: Raw -27266.075318 + Penalty 602.789936 = -26663.285382 nChanged 39 SP:Iteration 3F (685.400100 sec): 3 clusters Score: Raw -27294.873415 + Penalty 602.789936 = -26692.083479 nChanged 26 SP:Iteration 4Q (685.451289 sec): 3 clusters Score: Raw -27319.654036 + Penalty 602.789936 = -26716.864100 nChanged 25 SP:Iteration 5Q (685.503100 sec): 3 clusters Score: Raw -27339.422501 + Penalty 602.789936 = -26736.632565 nChanged 26 SP:Iteration 6Q (685.541286 sec): 3 clusters Score: Raw -27360.511088 + Penalty 602.789936 = -26757.721152 nChanged 33 SP:Iteration 7Q (685.591363 sec): 3 clusters Score: Raw -27387.387719 + Penalty 602.789936 = -26784.597783 nChanged 16 SP:Iteration 8Q (685.641615 sec): 3 clusters Score: Raw -27406.452701 + Penalty 602.789936 = -26803.662765 nChanged 19 SP:Iteration 9Q (685.686966 sec): 3 clusters Score: Raw -27433.429568 + Penalty 602.789936 = -26830.639633 nChanged 21 SP:Iteration 10Q (685.724299 sec): 3 clusters Score: Raw -27488.497586 + Penalty 602.789936 = -26885.707651 nChanged 28 SP:Iteration 11Q (685.781587 sec): 3 clusters Score: Raw -27550.968298 + Penalty 602.789936 = -26948.178362 nChanged 33 SP:Iteration 12Q (685.827096 sec): 3 clusters Score: Raw -27640.397924 + Penalty 602.789936 = -27037.607988 nChanged 23 SP:Iteration 13Q (685.881816 sec): 3 clusters Score: Raw -27676.318446 + Penalty 602.789936 = -27073.528510 nChanged 15 SP:Iteration 14Q (685.925644 sec): 3 clusters Score: Raw -27702.682550 + Penalty 602.789936 = -27099.892614 nChanged 10 SP:Iteration 15Q (685.973683 sec): 3 clusters Score: Raw -27736.882290 + Penalty 602.789936 = -27134.092354 nChanged 7 SP:Iteration 16Q (686.015378 sec): 3 clusters Score: Raw -27750.702669 + Penalty 602.789936 = -27147.912733 nChanged 2 SP:Iteration 17Q (686.069435 sec): 3 clusters Score: Raw -27751.755804 + Penalty 602.789936 = -27148.965868 nChanged 1 SP:Iteration 18Q (686.115985 sec): 3 clusters Score: Raw -27753.350061 + Penalty 602.789936 = -27150.560126 nChanged 0 SP:Iteration 19F (686.156935 sec): 3 clusters Score: Raw -27753.350061 + Penalty 602.789936 = -27150.560126 nChanged 0 Score: Raw -17391810.041597 + Penalty 25536.890571 = -17366273.151026 Splitting cluster 19 changes total score from -17366413.159787 to -17366273.151026 So it's not getting split. Trying to split cluster 20 (1872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (693.332253 sec): 2 clusters Score: Raw -81552.731812 + Penalty 342.831701 = -81209.900111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (693.376632 sec): 3 clusters Score: Raw -80506.974372 + Penalty 685.663402 = -79821.310970 nChanged 765 SP:Iteration 1F (693.409407 sec): 3 clusters Score: Raw -80932.471725 + Penalty 685.663402 = -80246.808324 nChanged 132 SP:Iteration 2F (693.452301 sec): 3 clusters Score: Raw -81000.389705 + Penalty 685.663402 = -80314.726303 nChanged 107 SP:Iteration 3F (693.496857 sec): 3 clusters Score: Raw -81050.971030 + Penalty 685.663402 = -80365.307628 nChanged 89 SP:Iteration 4Q (693.539266 sec): 3 clusters Score: Raw -81089.421634 + Penalty 685.663402 = -80403.758232 nChanged 86 SP:Iteration 5Q (693.592112 sec): 3 clusters Score: Raw -81137.935860 + Penalty 685.663402 = -80452.272458 nChanged 85 SP:Iteration 6Q (693.635905 sec): 3 clusters Score: Raw -81187.132107 + Penalty 685.663402 = -80501.468705 nChanged 87 SP:Iteration 7Q (693.676572 sec): 3 clusters Score: Raw -81252.153022 + Penalty 685.663402 = -80566.489620 nChanged 88 SP:Iteration 8Q (693.720052 sec): 3 clusters Score: Raw -81311.622052 + Penalty 685.663402 = -80625.958651 nChanged 92 SP:Iteration 9Q (693.757757 sec): 3 clusters Score: Raw -81377.598017 + Penalty 685.663402 = -80691.934615 nChanged 78 SP:Iteration 10Q (693.802994 sec): 3 clusters Score: Raw -81422.749354 + Penalty 685.663402 = -80737.085952 nChanged 60 SP:Iteration 11Q (693.851041 sec): 3 clusters Score: Raw -81458.904136 + Penalty 685.663402 = -80773.240735 nChanged 51 SP:Iteration 12Q (693.898892 sec): 3 clusters Score: Raw -81486.942105 + Penalty 685.663402 = -80801.278704 nChanged 38 SP:Iteration 13Q (693.932253 sec): 3 clusters Score: Raw -81512.223572 + Penalty 685.663402 = -80826.560170 nChanged 32 SP:Iteration 14Q (693.980080 sec): 3 clusters Score: Raw -81534.290703 + Penalty 685.663402 = -80848.627301 nChanged 34 SP:Iteration 15Q (694.027933 sec): 3 clusters Score: Raw -81556.438696 + Penalty 685.663402 = -80870.775295 nChanged 21 SP:Iteration 16Q (694.065422 sec): 3 clusters Score: Raw -81569.498586 + Penalty 685.663402 = -80883.835184 nChanged 15 SP:Iteration 17Q (694.109125 sec): 3 clusters Score: Raw -81581.676725 + Penalty 685.663402 = -80896.013323 nChanged 11 SP:Iteration 18Q (694.159775 sec): 3 clusters Score: Raw -81593.182635 + Penalty 685.663402 = -80907.519233 nChanged 6 SP:Iteration 19Q (694.206707 sec): 3 clusters Score: Raw -81598.887863 + Penalty 685.663402 = -80913.224461 nChanged 2 SP:Iteration 20F (694.240913 sec): 3 clusters Score: Raw -81600.838520 + Penalty 685.663402 = -80915.175118 nChanged 2 SP:Iteration 21Q (694.292094 sec): 3 clusters Score: Raw -81602.687642 + Penalty 685.663402 = -80917.024241 nChanged 2 SP:Iteration 22Q (694.325670 sec): 3 clusters Score: Raw -81603.436922 + Penalty 685.663402 = -80917.773521 nChanged 2 SP:Iteration 23Q (694.378916 sec): 3 clusters Score: Raw -81604.466398 + Penalty 685.663402 = -80918.802997 nChanged 0 SP:Iteration 24F (694.418811 sec): 3 clusters Score: Raw -81604.466398 + Penalty 685.663402 = -80918.802997 nChanged 0 Trying to split cluster 21 (1815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (694.449119 sec): 2 clusters Score: Raw -70199.902970 + Penalty 341.424754 = -69858.478216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (694.487057 sec): 3 clusters Score: Raw -69228.688164 + Penalty 682.849508 = -68545.838656 nChanged 731 SP:Iteration 1F (694.532252 sec): 3 clusters Score: Raw -69642.669347 + Penalty 682.849508 = -68959.819839 nChanged 136 SP:Iteration 2F (694.578041 sec): 3 clusters Score: Raw -69708.069765 + Penalty 682.849508 = -69025.220257 nChanged 97 SP:Iteration 3F (694.617103 sec): 3 clusters Score: Raw -69749.901367 + Penalty 682.849508 = -69067.051859 nChanged 79 SP:Iteration 4Q (694.676042 sec): 3 clusters Score: Raw -69788.532618 + Penalty 682.849508 = -69105.683110 nChanged 84 SP:Iteration 5Q (694.717715 sec): 3 clusters Score: Raw -69831.302538 + Penalty 682.849508 = -69148.453030 nChanged 78 SP:Iteration 6Q (694.766731 sec): 3 clusters Score: Raw -69877.368268 + Penalty 682.849508 = -69194.518760 nChanged 67 SP:Iteration 7Q (694.812701 sec): 3 clusters Score: Raw -69920.170766 + Penalty 682.849508 = -69237.321258 nChanged 71 SP:Iteration 8Q (694.850634 sec): 3 clusters Score: Raw -69959.935377 + Penalty 682.849508 = -69277.085869 nChanged 55 SP:Iteration 9Q (694.907369 sec): 3 clusters Score: Raw -70002.125459 + Penalty 682.849508 = -69319.275951 nChanged 62 SP:Iteration 10Q (694.954619 sec): 3 clusters Score: Raw -70055.644717 + Penalty 682.849508 = -69372.795209 nChanged 49 SP:Iteration 11Q (694.988533 sec): 3 clusters Score: Raw -70087.904455 + Penalty 682.849508 = -69405.054947 nChanged 43 SP:Iteration 12Q (695.043935 sec): 3 clusters Score: Raw -70119.127603 + Penalty 682.849508 = -69436.278095 nChanged 35 SP:Iteration 13Q (695.089014 sec): 3 clusters Score: Raw -70142.651598 + Penalty 682.849508 = -69459.802090 nChanged 24 SP:Iteration 14Q (695.129111 sec): 3 clusters Score: Raw -70160.260181 + Penalty 682.849508 = -69477.410673 nChanged 24 SP:Iteration 15Q (695.189757 sec): 3 clusters Score: Raw -70176.116220 + Penalty 682.849508 = -69493.266712 nChanged 19 SP:Iteration 16Q (695.234508 sec): 3 clusters Score: Raw -70192.080727 + Penalty 682.849508 = -69509.231219 nChanged 21 SP:Iteration 17Q (695.277323 sec): 3 clusters Score: Raw -70210.155425 + Penalty 682.849508 = -69527.305917 nChanged 17 SP:Iteration 18Q (695.322897 sec): 3 clusters Score: Raw -70226.304592 + Penalty 682.849508 = -69543.455084 nChanged 16 SP:Iteration 19Q (695.375089 sec): 3 clusters Score: Raw -70240.118409 + Penalty 682.849508 = -69557.268901 nChanged 10 SP:Iteration 20F (695.423630 sec): 3 clusters Score: Raw -70246.270942 + Penalty 682.849508 = -69563.421434 nChanged 7 SP:Iteration 21Q (695.466276 sec): 3 clusters Score: Raw -70251.792923 + Penalty 682.849508 = -69568.943415 nChanged 6 SP:Iteration 22Q (695.517351 sec): 3 clusters Score: Raw -70253.796602 + Penalty 682.849508 = -69570.947094 nChanged 6 SP:Iteration 23Q (695.553155 sec): 3 clusters Score: Raw -70256.755386 + Penalty 682.849508 = -69573.905878 nChanged 4 SP:Iteration 24Q (695.605278 sec): 3 clusters Score: Raw -70259.405029 + Penalty 682.849508 = -69576.555521 nChanged 7 SP:Iteration 25Q (695.656580 sec): 3 clusters Score: Raw -70264.932247 + Penalty 682.849508 = -69582.082739 nChanged 7 SP:Iteration 26Q (695.695186 sec): 3 clusters Score: Raw -70266.997367 + Penalty 682.849508 = -69584.147859 nChanged 3 SP:Iteration 27Q (695.740979 sec): 3 clusters Score: Raw -70267.716731 + Penalty 682.849508 = -69584.867223 nChanged 2 SP:Iteration 28Q (695.785552 sec): 3 clusters Score: Raw -70268.840301 + Penalty 682.849508 = -69585.990793 nChanged 4 SP:Iteration 29Q (695.834110 sec): 3 clusters Score: Raw -70270.638553 + Penalty 682.849508 = -69587.789045 nChanged 1 SP:Iteration 30Q (695.878581 sec): 3 clusters Score: Raw -70271.002659 + Penalty 682.849508 = -69588.153151 nChanged 2 SP:Iteration 31Q (695.928057 sec): 3 clusters Score: Raw -70271.646398 + Penalty 682.849508 = -69588.796890 nChanged 4 SP:Iteration 32Q (695.972187 sec): 3 clusters Score: Raw -70273.879351 + Penalty 682.849508 = -69591.029843 nChanged 3 SP:Iteration 33Q (696.017972 sec): 3 clusters Score: Raw -70275.743907 + Penalty 682.849508 = -69592.894399 nChanged 6 SP:Iteration 34Q (696.064589 sec): 3 clusters Score: Raw -70277.958680 + Penalty 682.849508 = -69595.109172 nChanged 4 SP:Iteration 35Q (696.098024 sec): 3 clusters Score: Raw -70279.842154 + Penalty 682.849508 = -69596.992646 nChanged 1 SP:Iteration 36Q (696.149124 sec): 3 clusters Score: Raw -70279.996526 + Penalty 682.849508 = -69597.147018 nChanged 1 SP:Iteration 37Q (696.188028 sec): 3 clusters Score: Raw -70280.064877 + Penalty 682.849508 = -69597.215369 nChanged 0 SP:Iteration 38F (696.232537 sec): 3 clusters Score: Raw -70280.064877 + Penalty 682.849508 = -69597.215369 nChanged 0 Trying to split cluster 22 (36603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (696.292240 sec): 2 clusters Score: Raw -1508627.711457 + Penalty 478.108789 = -1508149.602667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (696.370070 sec): 3 clusters Score: Raw -1484546.455666 + Penalty 956.217579 = -1483590.238087 nChanged 17608 SP:Iteration 1F (696.444547 sec): 3 clusters Score: Raw -1495217.010725 + Penalty 956.217579 = -1494260.793146 nChanged 2117 SP:Iteration 2F (696.528520 sec): 3 clusters Score: Raw -1496162.786441 + Penalty 956.217579 = -1495206.568862 nChanged 2503 SP:Iteration 3F (696.609661 sec): 3 clusters Score: Raw -1497655.437587 + Penalty 956.217579 = -1496699.220008 nChanged 2862 SP:Iteration 4F (696.687300 sec): 3 clusters Score: Raw -1499768.256277 + Penalty 956.217579 = -1498812.038698 nChanged 2858 SP:Iteration 5F (696.765395 sec): 3 clusters Score: Raw -1502291.518769 + Penalty 956.217579 = -1501335.301190 nChanged 2379 SP:Iteration 6F (696.848398 sec): 3 clusters Score: Raw -1504648.694194 + Penalty 956.217579 = -1503692.476615 nChanged 1650 SP:Iteration 7Q (696.934100 sec): 3 clusters Score: Raw -1506299.143456 + Penalty 956.217579 = -1505342.925877 nChanged 1038 SP:Iteration 8Q (697.002050 sec): 3 clusters Score: Raw -1507258.614214 + Penalty 956.217579 = -1506302.396635 nChanged 648 SP:Iteration 9Q (697.084311 sec): 3 clusters Score: Raw -1507759.333482 + Penalty 956.217579 = -1506803.115903 nChanged 430 SP:Iteration 10Q (697.163362 sec): 3 clusters Score: Raw -1508045.915428 + Penalty 956.217579 = -1507089.697849 nChanged 324 SP:Iteration 11Q (697.237774 sec): 3 clusters Score: Raw -1508235.626021 + Penalty 956.217579 = -1507279.408442 nChanged 232 SP:Iteration 12Q (697.319872 sec): 3 clusters Score: Raw -1508383.222749 + Penalty 956.217579 = -1507427.005170 nChanged 180 SP:Iteration 13Q (697.393250 sec): 3 clusters Score: Raw -1508512.224899 + Penalty 956.217579 = -1507556.007320 nChanged 126 SP:Iteration 14Q (697.469410 sec): 3 clusters Score: Raw -1508610.796050 + Penalty 956.217579 = -1507654.578471 nChanged 82 SP:Iteration 15Q (697.542445 sec): 3 clusters Score: Raw -1508658.961213 + Penalty 956.217579 = -1507702.743634 nChanged 53 SP:Iteration 16Q (697.615967 sec): 3 clusters Score: Raw -1508685.108318 + Penalty 956.217579 = -1507728.890739 nChanged 34 SP:Iteration 17Q (697.685609 sec): 3 clusters Score: Raw -1508699.129703 + Penalty 956.217579 = -1507742.912124 nChanged 31 SP:Iteration 18Q (697.759589 sec): 3 clusters Score: Raw -1508710.805014 + Penalty 956.217579 = -1507754.587435 nChanged 20 SP:Iteration 19Q (697.847282 sec): 3 clusters Score: Raw -1508719.106064 + Penalty 956.217579 = -1507762.888485 nChanged 18 SP:Iteration 20F (697.930086 sec): 3 clusters Score: Raw -1508727.086981 + Penalty 956.217579 = -1507770.869402 nChanged 19 SP:Iteration 21Q (698.007117 sec): 3 clusters Score: Raw -1508734.091077 + Penalty 956.217579 = -1507777.873498 nChanged 10 SP:Iteration 22Q (698.080771 sec): 3 clusters Score: Raw -1508736.462570 + Penalty 956.217579 = -1507780.244991 nChanged 5 SP:Iteration 23Q (698.148712 sec): 3 clusters Score: Raw -1508737.644258 + Penalty 956.217579 = -1507781.426679 nChanged 5 SP:Iteration 24Q (698.222176 sec): 3 clusters Score: Raw -1508739.242815 + Penalty 956.217579 = -1507783.025236 nChanged 1 SP:Iteration 25Q (698.293065 sec): 3 clusters Score: Raw -1508739.332567 + Penalty 956.217579 = -1507783.114988 nChanged 1 SP:Iteration 26Q (698.363864 sec): 3 clusters Score: Raw -1508739.710725 + Penalty 956.217579 = -1507783.493146 nChanged 1 SP:Iteration 27Q (698.435716 sec): 3 clusters Score: Raw -1508740.305761 + Penalty 956.217579 = -1507784.088183 nChanged 3 SP:Iteration 28Q (698.506269 sec): 3 clusters Score: Raw -1508740.782132 + Penalty 956.217579 = -1507784.564553 nChanged 1 SP:Iteration 29Q (698.580176 sec): 3 clusters Score: Raw -1508740.969050 + Penalty 956.217579 = -1507784.751471 nChanged 1 SP:Iteration 30Q (698.657540 sec): 3 clusters Score: Raw -1508741.276992 + Penalty 956.217579 = -1507785.059413 nChanged 0 SP:Iteration 31F (698.737407 sec): 3 clusters Score: Raw -1508741.276992 + Penalty 956.217579 = -1507785.059413 nChanged 0 Trying to split cluster 23 (107435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (698.843413 sec): 2 clusters Score: Raw -4350718.067664 + Penalty 527.101179 = -4350190.966485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (698.990102 sec): 3 clusters Score: Raw -4278700.891443 + Penalty 1054.202358 = -4277646.689086 nChanged 52404 SP:Iteration 1F (699.118841 sec): 3 clusters Score: Raw -4310346.194216 + Penalty 1054.202358 = -4309291.991858 nChanged 4485 SP:Iteration 2Q (699.288001 sec): 3 clusters Score: Raw -4311939.659276 + Penalty 1054.202358 = -4310885.456918 nChanged 5369 SP:Iteration 3Q (699.438800 sec): 3 clusters Score: Raw -4314272.950091 + Penalty 1054.202358 = -4313218.747734 nChanged 6216 SP:Iteration 4F (699.576684 sec): 3 clusters Score: Raw -4317659.164585 + Penalty 1054.202358 = -4316604.962228 nChanged 6871 SP:Iteration 5F (699.717117 sec): 3 clusters Score: Raw -4322265.412822 + Penalty 1054.202358 = -4321211.210465 nChanged 7107 SP:Iteration 6F (699.854079 sec): 3 clusters Score: Raw -4327396.717605 + Penalty 1054.202358 = -4326342.515248 nChanged 6395 SP:Iteration 7F (699.996912 sec): 3 clusters Score: Raw -4331436.786562 + Penalty 1054.202358 = -4330382.584205 nChanged 5144 SP:Iteration 8Q (700.143662 sec): 3 clusters Score: Raw -4333817.111934 + Penalty 1054.202358 = -4332762.909576 nChanged 3513 SP:Iteration 9Q (700.298140 sec): 3 clusters Score: Raw -4334932.513398 + Penalty 1054.202358 = -4333878.311041 nChanged 2281 SP:Iteration 10Q (700.457470 sec): 3 clusters Score: Raw -4335425.424245 + Penalty 1054.202358 = -4334371.221888 nChanged 1479 SP:Iteration 11Q (700.610079 sec): 3 clusters Score: Raw -4335697.087359 + Penalty 1054.202358 = -4334642.885001 nChanged 1199 SP:Iteration 12Q (700.768021 sec): 3 clusters Score: Raw -4335904.291707 + Penalty 1054.202358 = -4334850.089349 nChanged 1058 SP:Iteration 13Q (700.924478 sec): 3 clusters Score: Raw -4336097.472748 + Penalty 1054.202358 = -4335043.270391 nChanged 1069 SP:Iteration 14Q (701.084190 sec): 3 clusters Score: Raw -4336302.231534 + Penalty 1054.202358 = -4335248.029176 nChanged 1123 SP:Iteration 15Q (701.225802 sec): 3 clusters Score: Raw -4336518.451346 + Penalty 1054.202358 = -4335464.248988 nChanged 1235 SP:Iteration 16Q (701.382458 sec): 3 clusters Score: Raw -4336756.940812 + Penalty 1054.202358 = -4335702.738454 nChanged 1241 SP:Iteration 17Q (701.529951 sec): 3 clusters Score: Raw -4337001.346073 + Penalty 1054.202358 = -4335947.143716 nChanged 1277 SP:Iteration 18Q (701.689915 sec): 3 clusters Score: Raw -4337265.987607 + Penalty 1054.202358 = -4336211.785250 nChanged 1380 SP:Iteration 19Q (701.840821 sec): 3 clusters Score: Raw -4337571.226506 + Penalty 1054.202358 = -4336517.024148 nChanged 1452 SP:Iteration 20F (701.980385 sec): 3 clusters Score: Raw -4337899.721488 + Penalty 1054.202358 = -4336845.519130 nChanged 1480 SP:Iteration 21Q (702.132488 sec): 3 clusters Score: Raw -4338248.348835 + Penalty 1054.202358 = -4337194.146477 nChanged 1575 SP:Iteration 22Q (702.285382 sec): 3 clusters Score: Raw -4338621.141271 + Penalty 1054.202358 = -4337566.938913 nChanged 1617 SP:Iteration 23Q (702.428139 sec): 3 clusters Score: Raw -4339031.308782 + Penalty 1054.202358 = -4337977.106424 nChanged 1730 SP:Iteration 24Q (702.589457 sec): 3 clusters Score: Raw -4339502.858374 + Penalty 1054.202358 = -4338448.656016 nChanged 1820 SP:Iteration 25Q (702.738521 sec): 3 clusters Score: Raw -4340025.745234 + Penalty 1054.202358 = -4338971.542877 nChanged 1924 SP:Iteration 26Q (702.888836 sec): 3 clusters Score: Raw -4340609.730157 + Penalty 1054.202358 = -4339555.527799 nChanged 1979 SP:Iteration 27Q (703.019085 sec): 3 clusters Score: Raw -4341255.923801 + Penalty 1054.202358 = -4340201.721443 nChanged 2005 SP:Iteration 28Q (703.153470 sec): 3 clusters Score: Raw -4341954.501465 + Penalty 1054.202358 = -4340900.299108 nChanged 2025 SP:Iteration 29Q (703.297602 sec): 3 clusters Score: Raw -4342672.504760 + Penalty 1054.202358 = -4341618.302402 nChanged 1956 SP:Iteration 30Q (703.427410 sec): 3 clusters Score: Raw -4343419.067880 + Penalty 1054.202358 = -4342364.865523 nChanged 2015 SP:Iteration 31Q (703.576590 sec): 3 clusters Score: Raw -4344237.782843 + Penalty 1054.202358 = -4343183.580485 nChanged 1912 SP:Iteration 32Q (703.719342 sec): 3 clusters Score: Raw -4345045.436609 + Penalty 1054.202358 = -4343991.234251 nChanged 1778 SP:Iteration 33Q (703.848521 sec): 3 clusters Score: Raw -4345795.335659 + Penalty 1054.202358 = -4344741.133301 nChanged 1642 SP:Iteration 34Q (703.991860 sec): 3 clusters Score: Raw -4346505.957137 + Penalty 1054.202358 = -4345451.754780 nChanged 1571 SP:Iteration 35Q (704.116261 sec): 3 clusters Score: Raw -4347220.557591 + Penalty 1054.202358 = -4346166.355233 nChanged 1395 SP:Iteration 36Q (704.267141 sec): 3 clusters Score: Raw -4347860.718457 + Penalty 1054.202358 = -4346806.516099 nChanged 1274 SP:Iteration 37Q (704.397519 sec): 3 clusters Score: Raw -4348464.308263 + Penalty 1054.202358 = -4347410.105905 nChanged 1056 SP:Iteration 38Q (704.521085 sec): 3 clusters Score: Raw -4348954.019691 + Penalty 1054.202358 = -4347899.817333 nChanged 902 SP:Iteration 39Q (704.641819 sec): 3 clusters Score: Raw -4349360.956653 + Penalty 1054.202358 = -4348306.754295 nChanged 736 SP:Iteration 40F (704.777533 sec): 3 clusters Score: Raw -4349713.432097 + Penalty 1054.202358 = -4348659.229739 nChanged 689 SP:Iteration 41Q (704.913997 sec): 3 clusters Score: Raw -4350015.332060 + Penalty 1054.202358 = -4348961.129702 nChanged 548 SP:Iteration 42Q (705.042601 sec): 3 clusters Score: Raw -4350233.946443 + Penalty 1054.202358 = -4349179.744085 nChanged 460 SP:Iteration 43Q (705.170252 sec): 3 clusters Score: Raw -4350405.127882 + Penalty 1054.202358 = -4349350.925524 nChanged 361 SP:Iteration 44Q (705.299163 sec): 3 clusters Score: Raw -4350529.885540 + Penalty 1054.202358 = -4349475.683182 nChanged 328 SP:Iteration 45Q (705.429646 sec): 3 clusters Score: Raw -4350637.146311 + Penalty 1054.202358 = -4349582.943954 nChanged 254 SP:Iteration 46Q (705.553194 sec): 3 clusters Score: Raw -4350719.699407 + Penalty 1054.202358 = -4349665.497049 nChanged 220 SP:Iteration 47Q (705.690576 sec): 3 clusters Score: Raw -4350785.627035 + Penalty 1054.202358 = -4349731.424677 nChanged 211 SP:Iteration 48Q (705.832168 sec): 3 clusters Score: Raw -4350843.970557 + Penalty 1054.202358 = -4349789.768199 nChanged 161 SP:Iteration 49Q (705.967699 sec): 3 clusters Score: Raw -4350887.103258 + Penalty 1054.202358 = -4349832.900900 nChanged 154 SP:Iteration 50Q (706.100878 sec): 3 clusters Score: Raw -4350924.535620 + Penalty 1054.202358 = -4349870.333262 nChanged 109 SP:Iteration 51Q (706.229240 sec): 3 clusters Score: Raw -4350947.744894 + Penalty 1054.202358 = -4349893.542536 nChanged 102 SP:Iteration 52Q (706.352047 sec): 3 clusters Score: Raw -4350970.625598 + Penalty 1054.202358 = -4349916.423240 nChanged 77 SP:Iteration 53Q (706.479530 sec): 3 clusters Score: Raw -4350985.730094 + Penalty 1054.202358 = -4349931.527736 nChanged 65 SP:Iteration 54Q (706.612216 sec): 3 clusters Score: Raw -4350995.761228 + Penalty 1054.202358 = -4349941.558870 nChanged 53 SP:Iteration 55Q (706.740689 sec): 3 clusters Score: Raw -4351005.009918 + Penalty 1054.202358 = -4349950.807561 nChanged 50 SP:Iteration 56Q (706.873417 sec): 3 clusters Score: Raw -4351014.915641 + Penalty 1054.202358 = -4349960.713283 nChanged 37 SP:Iteration 57Q (706.994941 sec): 3 clusters Score: Raw -4351020.565492 + Penalty 1054.202358 = -4349966.363135 nChanged 41 SP:Iteration 58Q (707.115505 sec): 3 clusters Score: Raw -4351027.195153 + Penalty 1054.202358 = -4349972.992795 nChanged 28 SP:Iteration 59Q (707.238718 sec): 3 clusters Score: Raw -4351031.351930 + Penalty 1054.202358 = -4349977.149573 nChanged 29 SP:Iteration 60F (707.374764 sec): 3 clusters Score: Raw -4351035.816422 + Penalty 1054.202358 = -4349981.614064 nChanged 30 SP:Iteration 61Q (707.496926 sec): 3 clusters Score: Raw -4351041.672450 + Penalty 1054.202358 = -4349987.470092 nChanged 25 SP:Iteration 62Q (707.604280 sec): 3 clusters Score: Raw -4351048.339570 + Penalty 1054.202358 = -4349994.137213 nChanged 30 SP:Iteration 63Q (707.736357 sec): 3 clusters Score: Raw -4351055.072493 + Penalty 1054.202358 = -4350000.870135 nChanged 32 SP:Iteration 64Q (707.847032 sec): 3 clusters Score: Raw -4351062.905048 + Penalty 1054.202358 = -4350008.702691 nChanged 29 SP:Iteration 65Q (707.985198 sec): 3 clusters Score: Raw -4351067.882245 + Penalty 1054.202358 = -4350013.679887 nChanged 23 SP:Iteration 66Q (708.114550 sec): 3 clusters Score: Raw -4351071.225893 + Penalty 1054.202358 = -4350017.023536 nChanged 20 SP:Iteration 67Q (708.229161 sec): 3 clusters Score: Raw -4351074.691718 + Penalty 1054.202358 = -4350020.489360 nChanged 18 SP:Iteration 68Q (708.357813 sec): 3 clusters Score: Raw -4351078.634228 + Penalty 1054.202358 = -4350024.431870 nChanged 19 SP:Iteration 69Q (708.480099 sec): 3 clusters Score: Raw -4351082.315523 + Penalty 1054.202358 = -4350028.113165 nChanged 17 SP:Iteration 70Q (708.611210 sec): 3 clusters Score: Raw -4351085.385441 + Penalty 1054.202358 = -4350031.183084 nChanged 16 SP:Iteration 71Q (708.728567 sec): 3 clusters Score: Raw -4351087.521696 + Penalty 1054.202358 = -4350033.319339 nChanged 7 SP:Iteration 72Q (708.842258 sec): 3 clusters Score: Raw -4351088.542031 + Penalty 1054.202358 = -4350034.339673 nChanged 4 SP:Iteration 73Q (708.960358 sec): 3 clusters Score: Raw -4351088.943716 + Penalty 1054.202358 = -4350034.741358 nChanged 3 SP:Iteration 74Q (709.081968 sec): 3 clusters Score: Raw -4351089.260095 + Penalty 1054.202358 = -4350035.057737 nChanged 3 SP:Iteration 75Q (709.187217 sec): 3 clusters Score: Raw -4351089.627430 + Penalty 1054.202358 = -4350035.425072 nChanged 5 SP:Iteration 76Q (709.317345 sec): 3 clusters Score: Raw -4351090.042648 + Penalty 1054.202358 = -4350035.840291 nChanged 3 SP:Iteration 77Q (709.444604 sec): 3 clusters Score: Raw -4351090.244698 + Penalty 1054.202358 = -4350036.042340 nChanged 0 SP:Iteration 78F (709.580243 sec): 3 clusters Score: Raw -4351090.244698 + Penalty 1054.202358 = -4350036.042340 nChanged 0 Trying to split cluster 24 (5911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (709.621368 sec): 2 clusters Score: Raw -231238.962056 + Penalty 395.147949 = -230843.814107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (709.675635 sec): 3 clusters Score: Raw -227667.221387 + Penalty 790.295897 = -226876.925490 nChanged 2669 SP:Iteration 1F (709.715092 sec): 3 clusters Score: Raw -229347.608733 + Penalty 790.295897 = -228557.312836 nChanged 355 SP:Iteration 2F (709.771528 sec): 3 clusters Score: Raw -229534.475281 + Penalty 790.295897 = -228744.179384 nChanged 306 SP:Iteration 3F (709.827961 sec): 3 clusters Score: Raw -229692.179922 + Penalty 790.295897 = -228901.884025 nChanged 305 SP:Iteration 4F (709.871558 sec): 3 clusters Score: Raw -229843.297962 + Penalty 790.295897 = -229053.002065 nChanged 252 SP:Iteration 5Q (709.926276 sec): 3 clusters Score: Raw -229991.993650 + Penalty 790.295897 = -229201.697752 nChanged 251 SP:Iteration 6Q (709.974949 sec): 3 clusters Score: Raw -230151.585133 + Penalty 790.295897 = -229361.289235 nChanged 238 SP:Iteration 7Q (710.027294 sec): 3 clusters Score: Raw -230297.933109 + Penalty 790.295897 = -229507.637211 nChanged 200 SP:Iteration 8Q (710.085816 sec): 3 clusters Score: Raw -230411.520379 + Penalty 790.295897 = -229621.224481 nChanged 164 SP:Iteration 9Q (710.151009 sec): 3 clusters Score: Raw -230483.698981 + Penalty 790.295897 = -229693.403083 nChanged 119 SP:Iteration 10Q (710.194054 sec): 3 clusters Score: Raw -230533.854126 + Penalty 790.295897 = -229743.558229 nChanged 108 SP:Iteration 11Q (710.253847 sec): 3 clusters Score: Raw -230581.727215 + Penalty 790.295897 = -229791.431318 nChanged 113 SP:Iteration 12Q (710.306876 sec): 3 clusters Score: Raw -230628.521599 + Penalty 790.295897 = -229838.225701 nChanged 94 SP:Iteration 13Q (710.349544 sec): 3 clusters Score: Raw -230669.145560 + Penalty 790.295897 = -229878.849663 nChanged 98 SP:Iteration 14Q (710.402757 sec): 3 clusters Score: Raw -230712.825644 + Penalty 790.295897 = -229922.529747 nChanged 104 SP:Iteration 15Q (710.468448 sec): 3 clusters Score: Raw -230764.447979 + Penalty 790.295897 = -229974.152082 nChanged 113 SP:Iteration 16Q (710.512269 sec): 3 clusters Score: Raw -230821.895616 + Penalty 790.295897 = -230031.599719 nChanged 99 SP:Iteration 17Q (710.565722 sec): 3 clusters Score: Raw -230874.999208 + Penalty 790.295897 = -230084.703311 nChanged 113 SP:Iteration 18Q (710.625742 sec): 3 clusters Score: Raw -230940.383027 + Penalty 790.295897 = -230150.087130 nChanged 102 SP:Iteration 19Q (710.667369 sec): 3 clusters Score: Raw -230991.212286 + Penalty 790.295897 = -230200.916389 nChanged 82 SP:Iteration 20F (710.726349 sec): 3 clusters Score: Raw -231031.216740 + Penalty 790.295897 = -230240.920843 nChanged 71 SP:Iteration 21Q (710.780382 sec): 3 clusters Score: Raw -231065.005713 + Penalty 790.295897 = -230274.709816 nChanged 68 SP:Iteration 22Q (710.817751 sec): 3 clusters Score: Raw -231097.795054 + Penalty 790.295897 = -230307.499157 nChanged 59 SP:Iteration 23Q (710.874844 sec): 3 clusters Score: Raw -231123.811789 + Penalty 790.295897 = -230333.515891 nChanged 56 SP:Iteration 24Q (710.921725 sec): 3 clusters Score: Raw -231146.113435 + Penalty 790.295897 = -230355.817538 nChanged 48 SP:Iteration 25Q (710.978275 sec): 3 clusters Score: Raw -231165.911077 + Penalty 790.295897 = -230375.615180 nChanged 44 SP:Iteration 26Q (711.025851 sec): 3 clusters Score: Raw -231180.962033 + Penalty 790.295897 = -230390.666136 nChanged 27 SP:Iteration 27Q (711.066532 sec): 3 clusters Score: Raw -231191.360824 + Penalty 790.295897 = -230401.064926 nChanged 34 SP:Iteration 28Q (711.126024 sec): 3 clusters Score: Raw -231203.265668 + Penalty 790.295897 = -230412.969771 nChanged 24 SP:Iteration 29Q (711.175436 sec): 3 clusters Score: Raw -231213.179844 + Penalty 790.295897 = -230422.883947 nChanged 23 SP:Iteration 30Q (711.232684 sec): 3 clusters Score: Raw -231227.869842 + Penalty 790.295897 = -230437.573944 nChanged 24 SP:Iteration 31Q (711.281396 sec): 3 clusters Score: Raw -231238.174117 + Penalty 790.295897 = -230447.878220 nChanged 17 SP:Iteration 32Q (711.335569 sec): 3 clusters Score: Raw -231246.887725 + Penalty 790.295897 = -230456.591828 nChanged 13 SP:Iteration 33Q (711.385964 sec): 3 clusters Score: Raw -231252.838735 + Penalty 790.295897 = -230462.542838 nChanged 14 SP:Iteration 34Q (711.426427 sec): 3 clusters Score: Raw -231259.241722 + Penalty 790.295897 = -230468.945824 nChanged 9 SP:Iteration 35Q (711.475009 sec): 3 clusters Score: Raw -231262.804093 + Penalty 790.295897 = -230472.508195 nChanged 7 SP:Iteration 36Q (711.529825 sec): 3 clusters Score: Raw -231266.578514 + Penalty 790.295897 = -230476.282616 nChanged 5 SP:Iteration 37Q (711.581445 sec): 3 clusters Score: Raw -231271.666402 + Penalty 790.295897 = -230481.370505 nChanged 9 SP:Iteration 38Q (711.639342 sec): 3 clusters Score: Raw -231276.136621 + Penalty 790.295897 = -230485.840723 nChanged 7 SP:Iteration 39Q (711.694367 sec): 3 clusters Score: Raw -231278.968610 + Penalty 790.295897 = -230488.672712 nChanged 7 SP:Iteration 40F (711.736329 sec): 3 clusters Score: Raw -231284.407167 + Penalty 790.295897 = -230494.111270 nChanged 6 SP:Iteration 41Q (711.797956 sec): 3 clusters Score: Raw -231288.805508 + Penalty 790.295897 = -230498.509611 nChanged 6 SP:Iteration 42Q (711.846748 sec): 3 clusters Score: Raw -231291.243361 + Penalty 790.295897 = -230500.947464 nChanged 5 SP:Iteration 43Q (711.888568 sec): 3 clusters Score: Raw -231293.073071 + Penalty 790.295897 = -230502.777174 nChanged 2 SP:Iteration 44Q (711.949981 sec): 3 clusters Score: Raw -231294.212595 + Penalty 790.295897 = -230503.916698 nChanged 4 SP:Iteration 45Q (711.998824 sec): 3 clusters Score: Raw -231296.818522 + Penalty 790.295897 = -230506.522625 nChanged 5 SP:Iteration 46Q (712.048708 sec): 3 clusters Score: Raw -231300.375269 + Penalty 790.295897 = -230510.079371 nChanged 3 SP:Iteration 47Q (712.092663 sec): 3 clusters Score: Raw -231301.265463 + Penalty 790.295897 = -230510.969565 nChanged 6 SP:Iteration 48Q (712.146500 sec): 3 clusters Score: Raw -231306.254141 + Penalty 790.295897 = -230515.958244 nChanged 5 SP:Iteration 49Q (712.205064 sec): 3 clusters Score: Raw -231310.414864 + Penalty 790.295897 = -230520.118966 nChanged 4 SP:Iteration 50Q (712.258359 sec): 3 clusters Score: Raw -231312.892518 + Penalty 790.295897 = -230522.596621 nChanged 2 SP:Iteration 51Q (712.311861 sec): 3 clusters Score: Raw -231313.435074 + Penalty 790.295897 = -230523.139177 nChanged 1 SP:Iteration 52Q (712.359972 sec): 3 clusters Score: Raw -231313.490725 + Penalty 790.295897 = -230523.194828 nChanged 0 SP:Iteration 53F (712.403535 sec): 3 clusters Score: Raw -231313.490725 + Penalty 790.295897 = -230523.194828 nChanged 0 Trying to split cluster 25 (1964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (712.430263 sec): 2 clusters Score: Raw -85444.098522 + Penalty 345.014601 = -85099.083921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (712.486719 sec): 3 clusters Score: Raw -84376.171615 + Penalty 690.029202 = -83686.142413 nChanged 827 SP:Iteration 1F (712.531860 sec): 3 clusters Score: Raw -84885.390430 + Penalty 690.029202 = -84195.361227 nChanged 149 SP:Iteration 2F (712.576672 sec): 3 clusters Score: Raw -84968.447682 + Penalty 690.029202 = -84278.418480 nChanged 107 SP:Iteration 3F (712.619287 sec): 3 clusters Score: Raw -85022.245903 + Penalty 690.029202 = -84332.216700 nChanged 84 SP:Iteration 4Q (712.652166 sec): 3 clusters Score: Raw -85062.381785 + Penalty 690.029202 = -84372.352583 nChanged 68 SP:Iteration 5Q (712.703609 sec): 3 clusters Score: Raw -85090.718455 + Penalty 690.029202 = -84400.689253 nChanged 51 SP:Iteration 6Q (712.751452 sec): 3 clusters Score: Raw -85116.205128 + Penalty 690.029202 = -84426.175925 nChanged 43 SP:Iteration 7Q (712.792459 sec): 3 clusters Score: Raw -85142.796343 + Penalty 690.029202 = -84452.767141 nChanged 58 SP:Iteration 8Q (712.830426 sec): 3 clusters Score: Raw -85179.809829 + Penalty 690.029202 = -84489.780626 nChanged 60 SP:Iteration 9Q (712.874867 sec): 3 clusters Score: Raw -85216.685643 + Penalty 690.029202 = -84526.656441 nChanged 64 SP:Iteration 10Q (712.920551 sec): 3 clusters Score: Raw -85253.973363 + Penalty 690.029202 = -84563.944160 nChanged 55 SP:Iteration 11Q (712.958040 sec): 3 clusters Score: Raw -85281.562818 + Penalty 690.029202 = -84591.533615 nChanged 52 SP:Iteration 12Q (713.006310 sec): 3 clusters Score: Raw -85305.070785 + Penalty 690.029202 = -84615.041583 nChanged 45 SP:Iteration 13Q (713.061931 sec): 3 clusters Score: Raw -85324.048976 + Penalty 690.029202 = -84634.019773 nChanged 37 SP:Iteration 14Q (713.106354 sec): 3 clusters Score: Raw -85341.446099 + Penalty 690.029202 = -84651.416897 nChanged 37 SP:Iteration 15Q (713.153290 sec): 3 clusters Score: Raw -85355.752774 + Penalty 690.029202 = -84665.723572 nChanged 30 SP:Iteration 16Q (713.210584 sec): 3 clusters Score: Raw -85365.540931 + Penalty 690.029202 = -84675.511728 nChanged 25 SP:Iteration 17Q (713.257127 sec): 3 clusters Score: Raw -85374.294893 + Penalty 690.029202 = -84684.265691 nChanged 24 SP:Iteration 18Q (713.302966 sec): 3 clusters Score: Raw -85382.337120 + Penalty 690.029202 = -84692.307917 nChanged 23 SP:Iteration 19Q (713.353107 sec): 3 clusters Score: Raw -85390.486721 + Penalty 690.029202 = -84700.457519 nChanged 22 SP:Iteration 20F (713.402814 sec): 3 clusters Score: Raw -85396.194837 + Penalty 690.029202 = -84706.165634 nChanged 13 SP:Iteration 21Q (713.444635 sec): 3 clusters Score: Raw -85400.007931 + Penalty 690.029202 = -84709.978728 nChanged 12 SP:Iteration 22Q (713.494958 sec): 3 clusters Score: Raw -85402.564935 + Penalty 690.029202 = -84712.535732 nChanged 8 SP:Iteration 23Q (713.529450 sec): 3 clusters Score: Raw -85404.461839 + Penalty 690.029202 = -84714.432637 nChanged 4 SP:Iteration 24Q (713.579946 sec): 3 clusters Score: Raw -85405.180823 + Penalty 690.029202 = -84715.151621 nChanged 2 SP:Iteration 25Q (713.629103 sec): 3 clusters Score: Raw -85405.410212 + Penalty 690.029202 = -84715.381010 nChanged 2 SP:Iteration 26Q (713.669260 sec): 3 clusters Score: Raw -85405.753547 + Penalty 690.029202 = -84715.724345 nChanged 3 SP:Iteration 27Q (713.716126 sec): 3 clusters Score: Raw -85406.470298 + Penalty 690.029202 = -84716.441095 nChanged 4 SP:Iteration 28Q (713.766488 sec): 3 clusters Score: Raw -85407.128976 + Penalty 690.029202 = -84717.099774 nChanged 2 SP:Iteration 29Q (713.813057 sec): 3 clusters Score: Raw -85407.542741 + Penalty 690.029202 = -84717.513539 nChanged 2 SP:Iteration 30Q (713.874991 sec): 3 clusters Score: Raw -85407.835946 + Penalty 690.029202 = -84717.806743 nChanged 1 SP:Iteration 31Q (713.918532 sec): 3 clusters Score: Raw -85408.140189 + Penalty 690.029202 = -84718.110986 nChanged 1 SP:Iteration 32Q (713.975355 sec): 3 clusters Score: Raw -85408.379913 + Penalty 690.029202 = -84718.350710 nChanged 1 SP:Iteration 33Q (714.023750 sec): 3 clusters Score: Raw -85408.578029 + Penalty 690.029202 = -84718.548826 nChanged 2 SP:Iteration 34Q (714.073018 sec): 3 clusters Score: Raw -85408.822755 + Penalty 690.029202 = -84718.793553 nChanged 1 SP:Iteration 35Q (714.115125 sec): 3 clusters Score: Raw -85409.006978 + Penalty 690.029202 = -84718.977776 nChanged 0 SP:Iteration 36F (714.154411 sec): 3 clusters Score: Raw -85409.006978 + Penalty 690.029202 = -84718.977776 nChanged 0 Trying to split cluster 26 (13489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (714.185073 sec): 2 clusters Score: Raw -565528.747930 + Penalty 432.688157 = -565096.059773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (714.244909 sec): 3 clusters Score: Raw -556994.688884 + Penalty 865.376313 = -556129.312571 nChanged 6297 SP:Iteration 1F (714.314528 sec): 3 clusters Score: Raw -560628.736815 + Penalty 865.376313 = -559763.360502 nChanged 773 SP:Iteration 2F (714.373516 sec): 3 clusters Score: Raw -560977.791096 + Penalty 865.376313 = -560112.414783 nChanged 817 SP:Iteration 3F (714.428362 sec): 3 clusters Score: Raw -561455.875747 + Penalty 865.376313 = -560590.499434 nChanged 916 SP:Iteration 4F (714.477756 sec): 3 clusters Score: Raw -562100.426140 + Penalty 865.376313 = -561235.049827 nChanged 962 SP:Iteration 5F (714.531885 sec): 3 clusters Score: Raw -562860.883273 + Penalty 865.376313 = -561995.506959 nChanged 853 SP:Iteration 6F (714.592622 sec): 3 clusters Score: Raw -563568.686925 + Penalty 865.376313 = -562703.310612 nChanged 704 SP:Iteration 7F (714.643143 sec): 3 clusters Score: Raw -564028.683454 + Penalty 865.376313 = -563163.307141 nChanged 456 SP:Iteration 8Q (714.691010 sec): 3 clusters Score: Raw -564235.153321 + Penalty 865.376313 = -563369.777008 nChanged 276 SP:Iteration 9Q (714.749978 sec): 3 clusters Score: Raw -564332.550136 + Penalty 865.376313 = -563467.173823 nChanged 197 SP:Iteration 10Q (714.813847 sec): 3 clusters Score: Raw -564393.367687 + Penalty 865.376313 = -563527.991374 nChanged 181 SP:Iteration 11Q (714.866500 sec): 3 clusters Score: Raw -564445.760584 + Penalty 865.376313 = -563580.384270 nChanged 149 SP:Iteration 12Q (714.940887 sec): 3 clusters Score: Raw -564488.442451 + Penalty 865.376313 = -563623.066137 nChanged 163 SP:Iteration 13Q (715.000386 sec): 3 clusters Score: Raw -564541.981570 + Penalty 865.376313 = -563676.605257 nChanged 153 SP:Iteration 14Q (715.049248 sec): 3 clusters Score: Raw -564590.379174 + Penalty 865.376313 = -563725.002861 nChanged 150 SP:Iteration 15Q (715.121173 sec): 3 clusters Score: Raw -564634.688178 + Penalty 865.376313 = -563769.311864 nChanged 155 SP:Iteration 16Q (715.168868 sec): 3 clusters Score: Raw -564681.790475 + Penalty 865.376313 = -563816.414162 nChanged 147 SP:Iteration 17Q (715.234845 sec): 3 clusters Score: Raw -564726.965561 + Penalty 865.376313 = -563861.589248 nChanged 148 SP:Iteration 18Q (715.288343 sec): 3 clusters Score: Raw -564770.224777 + Penalty 865.376313 = -563904.848464 nChanged 134 SP:Iteration 19Q (715.359262 sec): 3 clusters Score: Raw -564806.729092 + Penalty 865.376313 = -563941.352779 nChanged 125 SP:Iteration 20F (715.408330 sec): 3 clusters Score: Raw -564840.941581 + Penalty 865.376313 = -563975.565267 nChanged 118 SP:Iteration 21Q (715.465551 sec): 3 clusters Score: Raw -564872.363287 + Penalty 865.376313 = -564006.986974 nChanged 118 SP:Iteration 22Q (715.523651 sec): 3 clusters Score: Raw -564911.999941 + Penalty 865.376313 = -564046.623627 nChanged 151 SP:Iteration 23Q (715.582997 sec): 3 clusters Score: Raw -564962.587253 + Penalty 865.376313 = -564097.210940 nChanged 128 SP:Iteration 24Q (715.650069 sec): 3 clusters Score: Raw -565003.070575 + Penalty 865.376313 = -564137.694261 nChanged 116 SP:Iteration 25Q (715.713587 sec): 3 clusters Score: Raw -565039.202529 + Penalty 865.376313 = -564173.826216 nChanged 114 SP:Iteration 26Q (715.771545 sec): 3 clusters Score: Raw -565074.853889 + Penalty 865.376313 = -564209.477575 nChanged 108 SP:Iteration 27Q (715.822874 sec): 3 clusters Score: Raw -565107.343257 + Penalty 865.376313 = -564241.966943 nChanged 98 SP:Iteration 28Q (715.874274 sec): 3 clusters Score: Raw -565142.089334 + Penalty 865.376313 = -564276.713021 nChanged 112 SP:Iteration 29Q (715.944850 sec): 3 clusters Score: Raw -565179.813210 + Penalty 865.376313 = -564314.436897 nChanged 95 SP:Iteration 30Q (716.001532 sec): 3 clusters Score: Raw -565217.579170 + Penalty 865.376313 = -564352.202857 nChanged 98 SP:Iteration 31Q (716.057658 sec): 3 clusters Score: Raw -565255.268536 + Penalty 865.376313 = -564389.892223 nChanged 92 SP:Iteration 32Q (716.117854 sec): 3 clusters Score: Raw -565289.577465 + Penalty 865.376313 = -564424.201151 nChanged 97 SP:Iteration 33Q (716.173587 sec): 3 clusters Score: Raw -565325.648769 + Penalty 865.376313 = -564460.272455 nChanged 85 SP:Iteration 34Q (716.225777 sec): 3 clusters Score: Raw -565361.329079 + Penalty 865.376313 = -564495.952766 nChanged 94 SP:Iteration 35Q (716.283896 sec): 3 clusters Score: Raw -565409.437038 + Penalty 865.376313 = -564544.060724 nChanged 75 SP:Iteration 36Q (716.346145 sec): 3 clusters Score: Raw -565446.543744 + Penalty 865.376313 = -564581.167431 nChanged 53 SP:Iteration 37Q (716.392446 sec): 3 clusters Score: Raw -565471.044702 + Penalty 865.376313 = -564605.668388 nChanged 43 SP:Iteration 38Q (716.458585 sec): 3 clusters Score: Raw -565491.648805 + Penalty 865.376313 = -564626.272491 nChanged 41 SP:Iteration 39Q (716.520125 sec): 3 clusters Score: Raw -565510.644419 + Penalty 865.376313 = -564645.268106 nChanged 36 SP:Iteration 40F (716.585111 sec): 3 clusters Score: Raw -565529.739374 + Penalty 865.376313 = -564664.363061 nChanged 32 SP:Iteration 41Q (716.643659 sec): 3 clusters Score: Raw -565547.712140 + Penalty 865.376313 = -564682.335827 nChanged 33 SP:Iteration 42Q (716.690891 sec): 3 clusters Score: Raw -565562.370284 + Penalty 865.376313 = -564696.993970 nChanged 27 SP:Iteration 43Q (716.756806 sec): 3 clusters Score: Raw -565569.222757 + Penalty 865.376313 = -564703.846444 nChanged 18 SP:Iteration 44Q (716.811278 sec): 3 clusters Score: Raw -565574.010155 + Penalty 865.376313 = -564708.633842 nChanged 11 SP:Iteration 45Q (716.859395 sec): 3 clusters Score: Raw -565576.759630 + Penalty 865.376313 = -564711.383317 nChanged 10 SP:Iteration 46Q (716.918017 sec): 3 clusters Score: Raw -565579.718326 + Penalty 865.376313 = -564714.342012 nChanged 15 SP:Iteration 47Q (716.979438 sec): 3 clusters Score: Raw -565584.519341 + Penalty 865.376313 = -564719.143028 nChanged 11 SP:Iteration 48Q (717.046522 sec): 3 clusters Score: Raw -565586.983206 + Penalty 865.376313 = -564721.606893 nChanged 6 SP:Iteration 49Q (717.103881 sec): 3 clusters Score: Raw -565588.341692 + Penalty 865.376313 = -564722.965379 nChanged 3 SP:Iteration 50Q (717.162156 sec): 3 clusters Score: Raw -565588.906392 + Penalty 865.376313 = -564723.530078 nChanged 3 SP:Iteration 51Q (717.223906 sec): 3 clusters Score: Raw -565589.308119 + Penalty 865.376313 = -564723.931806 nChanged 2 SP:Iteration 52Q (717.277267 sec): 3 clusters Score: Raw -565590.193786 + Penalty 865.376313 = -564724.817473 nChanged 2 SP:Iteration 53Q (717.326496 sec): 3 clusters Score: Raw -565590.797220 + Penalty 865.376313 = -564725.420907 nChanged 3 SP:Iteration 54Q (717.389783 sec): 3 clusters Score: Raw -565592.263301 + Penalty 865.376313 = -564726.886988 nChanged 5 SP:Iteration 55Q (717.449750 sec): 3 clusters Score: Raw -565594.217845 + Penalty 865.376313 = -564728.841532 nChanged 6 SP:Iteration 56Q (717.497625 sec): 3 clusters Score: Raw -565595.329671 + Penalty 865.376313 = -564729.953358 nChanged 3 SP:Iteration 57Q (717.568459 sec): 3 clusters Score: Raw -565596.049260 + Penalty 865.376313 = -564730.672946 nChanged 6 SP:Iteration 58Q (717.628076 sec): 3 clusters Score: Raw -565597.030209 + Penalty 865.376313 = -564731.653896 nChanged 4 SP:Iteration 59Q (717.676153 sec): 3 clusters Score: Raw -565597.686846 + Penalty 865.376313 = -564732.310533 nChanged 2 SP:Iteration 60F (717.746333 sec): 3 clusters Score: Raw -565598.466054 + Penalty 865.376313 = -564733.089740 nChanged 2 SP:Iteration 61Q (717.805467 sec): 3 clusters Score: Raw -565598.648462 + Penalty 865.376313 = -564733.272149 nChanged 1 SP:Iteration 62Q (717.856814 sec): 3 clusters Score: Raw -565598.755481 + Penalty 865.376313 = -564733.379168 nChanged 2 SP:Iteration 63Q (717.926115 sec): 3 clusters Score: Raw -565599.714699 + Penalty 865.376313 = -564734.338386 nChanged 4 SP:Iteration 64Q (717.980947 sec): 3 clusters Score: Raw -565601.411561 + Penalty 865.376313 = -564736.035247 nChanged 4 SP:Iteration 65Q (718.032055 sec): 3 clusters Score: Raw -565602.469882 + Penalty 865.376313 = -564737.093568 nChanged 5 SP:Iteration 66Q (718.095789 sec): 3 clusters Score: Raw -565603.475298 + Penalty 865.376313 = -564738.098985 nChanged 5 SP:Iteration 67Q (718.145601 sec): 3 clusters Score: Raw -565604.730090 + Penalty 865.376313 = -564739.353777 nChanged 2 SP:Iteration 68Q (718.212586 sec): 3 clusters Score: Raw -565605.692121 + Penalty 865.376313 = -564740.315808 nChanged 1 SP:Iteration 69Q (718.267074 sec): 3 clusters Score: Raw -565605.753282 + Penalty 865.376313 = -564740.376969 nChanged 0 SP:Iteration 70F (718.323292 sec): 3 clusters Score: Raw -565605.753282 + Penalty 865.376313 = -564740.376969 nChanged 0 Trying to split cluster 27 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (718.347428 sec): 2 clusters Score: Raw -25479.597607 + Penalty 299.292692 = -25180.304915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (718.396425 sec): 3 clusters Score: Raw -25139.783199 + Penalty 598.585384 = -24541.197815 nChanged 271 SP:Iteration 1F (718.442638 sec): 3 clusters Score: Raw -25340.282260 + Penalty 598.585384 = -24741.696877 nChanged 64 SP:Iteration 2F (718.475360 sec): 3 clusters Score: Raw -25389.544928 + Penalty 598.585384 = -24790.959545 nChanged 38 SP:Iteration 3F (718.530380 sec): 3 clusters Score: Raw -25417.894225 + Penalty 598.585384 = -24819.308842 nChanged 30 SP:Iteration 4Q (718.566397 sec): 3 clusters Score: Raw -25441.678264 + Penalty 598.585384 = -24843.092880 nChanged 24 SP:Iteration 5Q (718.626681 sec): 3 clusters Score: Raw -25458.310873 + Penalty 598.585384 = -24859.725490 nChanged 19 SP:Iteration 6Q (718.665910 sec): 3 clusters Score: Raw -25470.947567 + Penalty 598.585384 = -24872.362183 nChanged 12 SP:Iteration 7Q (718.715502 sec): 3 clusters Score: Raw -25478.196248 + Penalty 598.585384 = -24879.610865 nChanged 7 SP:Iteration 8Q (718.770446 sec): 3 clusters Score: Raw -25480.391413 + Penalty 598.585384 = -24881.806030 nChanged 6 SP:Iteration 9Q (718.816381 sec): 3 clusters Score: Raw -25482.091012 + Penalty 598.585384 = -24883.505629 nChanged 2 SP:Iteration 10Q (718.863934 sec): 3 clusters Score: Raw -25483.908367 + Penalty 598.585384 = -24885.322984 nChanged 5 SP:Iteration 11Q (718.906781 sec): 3 clusters Score: Raw -25487.069700 + Penalty 598.585384 = -24888.484317 nChanged 7 SP:Iteration 12Q (718.952733 sec): 3 clusters Score: Raw -25490.808704 + Penalty 598.585384 = -24892.223321 nChanged 3 SP:Iteration 13Q (719.004446 sec): 3 clusters Score: Raw -25492.725309 + Penalty 598.585384 = -24894.139925 nChanged 1 SP:Iteration 14Q (719.053521 sec): 3 clusters Score: Raw -25493.064969 + Penalty 598.585384 = -24894.479586 nChanged 1 SP:Iteration 15Q (719.106941 sec): 3 clusters Score: Raw -25493.170896 + Penalty 598.585384 = -24894.585513 nChanged 1 SP:Iteration 16Q (719.154779 sec): 3 clusters Score: Raw -25493.413117 + Penalty 598.585384 = -24894.827734 nChanged 1 SP:Iteration 17Q (719.204191 sec): 3 clusters Score: Raw -25493.984092 + Penalty 598.585384 = -24895.398709 nChanged 2 SP:Iteration 18Q (719.243969 sec): 3 clusters Score: Raw -25494.871697 + Penalty 598.585384 = -24896.286314 nChanged 2 SP:Iteration 19Q (719.304229 sec): 3 clusters Score: Raw -25495.828127 + Penalty 598.585384 = -24897.242743 nChanged 3 SP:Iteration 20F (719.345090 sec): 3 clusters Score: Raw -25496.857796 + Penalty 598.585384 = -24898.272412 nChanged 3 SP:Iteration 21Q (719.396714 sec): 3 clusters Score: Raw -25497.524851 + Penalty 598.585384 = -24898.939468 nChanged 5 SP:Iteration 22Q (719.444952 sec): 3 clusters Score: Raw -25499.281222 + Penalty 598.585384 = -24900.695838 nChanged 3 SP:Iteration 23Q (719.489445 sec): 3 clusters Score: Raw -25500.899410 + Penalty 598.585384 = -24902.314026 nChanged 5 SP:Iteration 24Q (719.542045 sec): 3 clusters Score: Raw -25507.004764 + Penalty 598.585384 = -24908.419381 nChanged 6 SP:Iteration 25Q (719.589644 sec): 3 clusters Score: Raw -25511.964692 + Penalty 598.585384 = -24913.379308 nChanged 3 SP:Iteration 26Q (719.625438 sec): 3 clusters Score: Raw -25515.072597 + Penalty 598.585384 = -24916.487213 nChanged 3 SP:Iteration 27Q (719.679663 sec): 3 clusters Score: Raw -25516.320495 + Penalty 598.585384 = -24917.735111 nChanged 4 SP:Iteration 28Q (719.720739 sec): 3 clusters Score: Raw -25517.402171 + Penalty 598.585384 = -24918.816788 nChanged 1 SP:Iteration 29Q (719.768321 sec): 3 clusters Score: Raw -25518.523348 + Penalty 598.585384 = -24919.937964 nChanged 3 SP:Iteration 30Q (719.818170 sec): 3 clusters Score: Raw -25521.834442 + Penalty 598.585384 = -24923.249059 nChanged 2 SP:Iteration 31Q (719.872045 sec): 3 clusters Score: Raw -25522.319159 + Penalty 598.585384 = -24923.733776 nChanged 0 SP:Iteration 32F (719.918279 sec): 3 clusters Score: Raw -25522.319159 + Penalty 598.585384 = -24923.733776 nChanged 0 Trying to split cluster 28 (5135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (719.951251 sec): 2 clusters Score: Raw -180469.050216 + Penalty 388.744498 = -180080.305718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (719.999340 sec): 3 clusters Score: Raw -177388.842779 + Penalty 777.488996 = -176611.353783 nChanged 2308 SP:Iteration 1F (720.049068 sec): 3 clusters Score: Raw -178833.522097 + Penalty 777.488996 = -178056.033101 nChanged 416 SP:Iteration 2F (720.100686 sec): 3 clusters Score: Raw -179145.244980 + Penalty 777.488996 = -178367.755984 nChanged 413 SP:Iteration 3F (720.148573 sec): 3 clusters Score: Raw -179518.973146 + Penalty 777.488996 = -178741.484150 nChanged 361 SP:Iteration 4F (720.197330 sec): 3 clusters Score: Raw -179874.351661 + Penalty 777.488996 = -179096.862665 nChanged 287 SP:Iteration 5F (720.249704 sec): 3 clusters Score: Raw -180109.991982 + Penalty 777.488996 = -179332.502986 nChanged 204 SP:Iteration 6Q (720.295780 sec): 3 clusters Score: Raw -180235.758810 + Penalty 777.488996 = -179458.269814 nChanged 114 SP:Iteration 7Q (720.338881 sec): 3 clusters Score: Raw -180296.089172 + Penalty 777.488996 = -179518.600176 nChanged 87 SP:Iteration 8Q (720.394899 sec): 3 clusters Score: Raw -180334.012784 + Penalty 777.488996 = -179556.523788 nChanged 72 SP:Iteration 9Q (720.452424 sec): 3 clusters Score: Raw -180360.876795 + Penalty 777.488996 = -179583.387799 nChanged 54 SP:Iteration 10Q (720.506079 sec): 3 clusters Score: Raw -180376.427764 + Penalty 777.488996 = -179598.938767 nChanged 43 SP:Iteration 11Q (720.553672 sec): 3 clusters Score: Raw -180386.731956 + Penalty 777.488996 = -179609.242960 nChanged 38 SP:Iteration 12Q (720.608186 sec): 3 clusters Score: Raw -180397.139826 + Penalty 777.488996 = -179619.650830 nChanged 38 SP:Iteration 13Q (720.653991 sec): 3 clusters Score: Raw -180408.451039 + Penalty 777.488996 = -179630.962043 nChanged 30 SP:Iteration 14Q (720.710139 sec): 3 clusters Score: Raw -180415.181006 + Penalty 777.488996 = -179637.692010 nChanged 23 SP:Iteration 15Q (720.762745 sec): 3 clusters Score: Raw -180421.423345 + Penalty 777.488996 = -179643.934349 nChanged 26 SP:Iteration 16Q (720.818758 sec): 3 clusters Score: Raw -180425.321776 + Penalty 777.488996 = -179647.832780 nChanged 15 SP:Iteration 17Q (720.871464 sec): 3 clusters Score: Raw -180427.283861 + Penalty 777.488996 = -179649.794865 nChanged 7 SP:Iteration 18Q (720.924438 sec): 3 clusters Score: Raw -180428.719289 + Penalty 777.488996 = -179651.230293 nChanged 15 SP:Iteration 19Q (720.977487 sec): 3 clusters Score: Raw -180430.928515 + Penalty 777.488996 = -179653.439519 nChanged 12 SP:Iteration 20F (721.018221 sec): 3 clusters Score: Raw -180433.883536 + Penalty 777.488996 = -179656.394540 nChanged 17 SP:Iteration 21Q (721.078544 sec): 3 clusters Score: Raw -180436.990271 + Penalty 777.488996 = -179659.501275 nChanged 9 SP:Iteration 22Q (721.125028 sec): 3 clusters Score: Raw -180438.525642 + Penalty 777.488996 = -179661.036645 nChanged 8 SP:Iteration 23Q (721.179129 sec): 3 clusters Score: Raw -180439.606332 + Penalty 777.488996 = -179662.117336 nChanged 11 SP:Iteration 24Q (721.234910 sec): 3 clusters Score: Raw -180440.958001 + Penalty 777.488996 = -179663.469005 nChanged 10 SP:Iteration 25Q (721.286798 sec): 3 clusters Score: Raw -180441.942653 + Penalty 777.488996 = -179664.453657 nChanged 6 SP:Iteration 26Q (721.336136 sec): 3 clusters Score: Raw -180442.815731 + Penalty 777.488996 = -179665.326735 nChanged 8 SP:Iteration 27Q (721.385318 sec): 3 clusters Score: Raw -180443.658021 + Penalty 777.488996 = -179666.169025 nChanged 10 SP:Iteration 28Q (721.435811 sec): 3 clusters Score: Raw -180445.199756 + Penalty 777.488996 = -179667.710760 nChanged 7 SP:Iteration 29Q (721.489969 sec): 3 clusters Score: Raw -180446.075304 + Penalty 777.488996 = -179668.586308 nChanged 6 SP:Iteration 30Q (721.544752 sec): 3 clusters Score: Raw -180447.521650 + Penalty 777.488996 = -179670.032654 nChanged 7 SP:Iteration 31Q (721.587514 sec): 3 clusters Score: Raw -180448.510056 + Penalty 777.488996 = -179671.021060 nChanged 9 SP:Iteration 32Q (721.648999 sec): 3 clusters Score: Raw -180449.955599 + Penalty 777.488996 = -179672.466603 nChanged 10 SP:Iteration 33Q (721.693408 sec): 3 clusters Score: Raw -180451.114124 + Penalty 777.488996 = -179673.625128 nChanged 9 SP:Iteration 34Q (721.745186 sec): 3 clusters Score: Raw -180452.217970 + Penalty 777.488996 = -179674.728973 nChanged 9 SP:Iteration 35Q (721.804733 sec): 3 clusters Score: Raw -180453.377301 + Penalty 777.488996 = -179675.888305 nChanged 9 SP:Iteration 36Q (721.853690 sec): 3 clusters Score: Raw -180454.404965 + Penalty 777.488996 = -179676.915969 nChanged 5 SP:Iteration 37Q (721.901817 sec): 3 clusters Score: Raw -180455.299376 + Penalty 777.488996 = -179677.810380 nChanged 10 SP:Iteration 38Q (721.945760 sec): 3 clusters Score: Raw -180457.302632 + Penalty 777.488996 = -179679.813636 nChanged 9 SP:Iteration 39Q (722.001199 sec): 3 clusters Score: Raw -180458.633609 + Penalty 777.488996 = -179681.144613 nChanged 13 SP:Iteration 40F (722.040369 sec): 3 clusters Score: Raw -180461.285610 + Penalty 777.488996 = -179683.796614 nChanged 11 SP:Iteration 41Q (722.094848 sec): 3 clusters Score: Raw -180463.061515 + Penalty 777.488996 = -179685.572519 nChanged 9 SP:Iteration 42Q (722.145386 sec): 3 clusters Score: Raw -180463.940549 + Penalty 777.488996 = -179686.451553 nChanged 7 SP:Iteration 43Q (722.190655 sec): 3 clusters Score: Raw -180464.365796 + Penalty 777.488996 = -179686.876800 nChanged 6 SP:Iteration 44Q (722.241495 sec): 3 clusters Score: Raw -180465.120648 + Penalty 777.488996 = -179687.631652 nChanged 2 SP:Iteration 45Q (722.290233 sec): 3 clusters Score: Raw -180465.595450 + Penalty 777.488996 = -179688.106454 nChanged 5 SP:Iteration 46Q (722.337691 sec): 3 clusters Score: Raw -180466.430954 + Penalty 777.488996 = -179688.941958 nChanged 10 SP:Iteration 47Q (722.388123 sec): 3 clusters Score: Raw -180468.588851 + Penalty 777.488996 = -179691.099855 nChanged 13 SP:Iteration 48Q (722.439514 sec): 3 clusters Score: Raw -180470.855941 + Penalty 777.488996 = -179693.366945 nChanged 12 SP:Iteration 49Q (722.499542 sec): 3 clusters Score: Raw -180473.009243 + Penalty 777.488996 = -179695.520247 nChanged 12 SP:Iteration 50Q (722.541713 sec): 3 clusters Score: Raw -180474.995535 + Penalty 777.488996 = -179697.506539 nChanged 11 SP:Iteration 51Q (722.604280 sec): 3 clusters Score: Raw -180476.462842 + Penalty 777.488996 = -179698.973845 nChanged 8 SP:Iteration 52Q (722.657502 sec): 3 clusters Score: Raw -180477.371615 + Penalty 777.488996 = -179699.882619 nChanged 5 SP:Iteration 53Q (722.702023 sec): 3 clusters Score: Raw -180477.834545 + Penalty 777.488996 = -179700.345549 nChanged 4 SP:Iteration 54Q (722.746449 sec): 3 clusters Score: Raw -180478.504462 + Penalty 777.488996 = -179701.015466 nChanged 6 SP:Iteration 55Q (722.806015 sec): 3 clusters Score: Raw -180479.732517 + Penalty 777.488996 = -179702.243520 nChanged 8 SP:Iteration 56Q (722.855840 sec): 3 clusters Score: Raw -180480.861856 + Penalty 777.488996 = -179703.372860 nChanged 4 SP:Iteration 57Q (722.900846 sec): 3 clusters Score: Raw -180481.351878 + Penalty 777.488996 = -179703.862882 nChanged 6 SP:Iteration 58Q (722.949246 sec): 3 clusters Score: Raw -180481.903156 + Penalty 777.488996 = -179704.414159 nChanged 7 SP:Iteration 59Q (722.996969 sec): 3 clusters Score: Raw -180483.658924 + Penalty 777.488996 = -179706.169928 nChanged 8 SP:Iteration 60F (723.040064 sec): 3 clusters Score: Raw -180485.300266 + Penalty 777.488996 = -179707.811270 nChanged 6 SP:Iteration 61Q (723.090062 sec): 3 clusters Score: Raw -180485.918506 + Penalty 777.488996 = -179708.429510 nChanged 8 SP:Iteration 62Q (723.130371 sec): 3 clusters Score: Raw -180486.856641 + Penalty 777.488996 = -179709.367645 nChanged 6 SP:Iteration 63Q (723.185723 sec): 3 clusters Score: Raw -180487.986290 + Penalty 777.488996 = -179710.497294 nChanged 10 SP:Iteration 64Q (723.227185 sec): 3 clusters Score: Raw -180490.744122 + Penalty 777.488996 = -179713.255126 nChanged 13 SP:Iteration 65Q (723.276808 sec): 3 clusters Score: Raw -180495.246436 + Penalty 777.488996 = -179717.757440 nChanged 21 SP:Iteration 66Q (723.325519 sec): 3 clusters Score: Raw -180502.686813 + Penalty 777.488996 = -179725.197816 nChanged 23 SP:Iteration 67Q (723.367287 sec): 3 clusters Score: Raw -180509.115296 + Penalty 777.488996 = -179731.626300 nChanged 22 SP:Iteration 68Q (723.427225 sec): 3 clusters Score: Raw -180517.048707 + Penalty 777.488996 = -179739.559711 nChanged 27 SP:Iteration 69Q (723.465940 sec): 3 clusters Score: Raw -180529.531946 + Penalty 777.488996 = -179752.042949 nChanged 24 SP:Iteration 70Q (723.518311 sec): 3 clusters Score: Raw -180538.748015 + Penalty 777.488996 = -179761.259019 nChanged 25 SP:Iteration 71Q (723.565417 sec): 3 clusters Score: Raw -180546.877788 + Penalty 777.488996 = -179769.388792 nChanged 20 SP:Iteration 72Q (723.617354 sec): 3 clusters Score: Raw -180554.154252 + Penalty 777.488996 = -179776.665256 nChanged 20 SP:Iteration 73Q (723.668769 sec): 3 clusters Score: Raw -180563.022513 + Penalty 777.488996 = -179785.533517 nChanged 22 SP:Iteration 74Q (723.716168 sec): 3 clusters Score: Raw -180571.264163 + Penalty 777.488996 = -179793.775167 nChanged 15 SP:Iteration 75Q (723.766722 sec): 3 clusters Score: Raw -180575.235554 + Penalty 777.488996 = -179797.746558 nChanged 20 SP:Iteration 76Q (723.818080 sec): 3 clusters Score: Raw -180580.629526 + Penalty 777.488996 = -179803.140530 nChanged 14 SP:Iteration 77Q (723.865530 sec): 3 clusters Score: Raw -180584.513011 + Penalty 777.488996 = -179807.024015 nChanged 14 SP:Iteration 78Q (723.918166 sec): 3 clusters Score: Raw -180587.833611 + Penalty 777.488996 = -179810.344614 nChanged 7 SP:Iteration 79Q (723.966137 sec): 3 clusters Score: Raw -180589.840075 + Penalty 777.488996 = -179812.351079 nChanged 4 SP:Iteration 80F (724.014677 sec): 3 clusters Score: Raw -180590.446456 + Penalty 777.488996 = -179812.957460 nChanged 4 SP:Iteration 81Q (724.062742 sec): 3 clusters Score: Raw -180591.415650 + Penalty 777.488996 = -179813.926654 nChanged 5 SP:Iteration 82Q (724.100205 sec): 3 clusters Score: Raw -180592.082652 + Penalty 777.488996 = -179814.593656 nChanged 4 SP:Iteration 83Q (724.146675 sec): 3 clusters Score: Raw -180592.668164 + Penalty 777.488996 = -179815.179168 nChanged 4 SP:Iteration 84Q (724.194181 sec): 3 clusters Score: Raw -180593.529937 + Penalty 777.488996 = -179816.040941 nChanged 7 SP:Iteration 85Q (724.238576 sec): 3 clusters Score: Raw -180595.854608 + Penalty 777.488996 = -179818.365612 nChanged 9 SP:Iteration 86Q (724.293026 sec): 3 clusters Score: Raw -180599.443326 + Penalty 777.488996 = -179821.954330 nChanged 13 SP:Iteration 87Q (724.345243 sec): 3 clusters Score: Raw -180602.777894 + Penalty 777.488996 = -179825.288898 nChanged 9 SP:Iteration 88Q (724.388174 sec): 3 clusters Score: Raw -180604.928556 + Penalty 777.488996 = -179827.439560 nChanged 6 SP:Iteration 89Q (724.439401 sec): 3 clusters Score: Raw -180606.339961 + Penalty 777.488996 = -179828.850965 nChanged 6 SP:Iteration 90Q (724.485571 sec): 3 clusters Score: Raw -180607.555930 + Penalty 777.488996 = -179830.066933 nChanged 3 SP:Iteration 91Q (724.544417 sec): 3 clusters Score: Raw -180607.932817 + Penalty 777.488996 = -179830.443821 nChanged 2 SP:Iteration 92Q (724.586545 sec): 3 clusters Score: Raw -180608.078379 + Penalty 777.488996 = -179830.589383 nChanged 1 SP:Iteration 93Q (724.644064 sec): 3 clusters Score: Raw -180608.160085 + Penalty 777.488996 = -179830.671088 nChanged 1 SP:Iteration 94Q (724.695107 sec): 3 clusters Score: Raw -180608.196628 + Penalty 777.488996 = -179830.707632 nChanged 0 SP:Iteration 95F (724.740385 sec): 3 clusters Score: Raw -180608.196628 + Penalty 777.488996 = -179830.707632 nChanged 0 Trying to split cluster 29 (17775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (724.777219 sec): 2 clusters Score: Raw -651131.265950 + Penalty 445.242446 = -650686.023505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (724.848942 sec): 3 clusters Score: Raw -639744.873636 + Penalty 890.484891 = -638854.388745 nChanged 8452 SP:Iteration 1F (724.916850 sec): 3 clusters Score: Raw -645310.870822 + Penalty 890.484891 = -644420.385931 nChanged 1508 SP:Iteration 2F (724.976484 sec): 3 clusters Score: Raw -646325.196056 + Penalty 890.484891 = -645434.711165 nChanged 1406 SP:Iteration 3F (725.033805 sec): 3 clusters Score: Raw -647368.521135 + Penalty 890.484891 = -646478.036244 nChanged 1268 SP:Iteration 4F (725.100300 sec): 3 clusters Score: Raw -648386.594518 + Penalty 890.484891 = -647496.109627 nChanged 996 SP:Iteration 5F (725.151738 sec): 3 clusters Score: Raw -649270.227477 + Penalty 890.484891 = -648379.742586 nChanged 847 SP:Iteration 6Q (725.210210 sec): 3 clusters Score: Raw -649924.086467 + Penalty 890.484891 = -649033.601576 nChanged 668 SP:Iteration 7Q (725.279871 sec): 3 clusters Score: Raw -650364.872278 + Penalty 890.484891 = -649474.387387 nChanged 529 SP:Iteration 8Q (725.344395 sec): 3 clusters Score: Raw -650674.378377 + Penalty 890.484891 = -649783.893485 nChanged 417 SP:Iteration 9Q (725.407602 sec): 3 clusters Score: Raw -650920.888464 + Penalty 890.484891 = -650030.403572 nChanged 379 SP:Iteration 10Q (725.460084 sec): 3 clusters Score: Raw -651158.033422 + Penalty 890.484891 = -650267.548531 nChanged 361 SP:Iteration 11Q (725.533136 sec): 3 clusters Score: Raw -651338.438101 + Penalty 890.484891 = -650447.953210 nChanged 298 SP:Iteration 12Q (725.585753 sec): 3 clusters Score: Raw -651467.984699 + Penalty 890.484891 = -650577.499808 nChanged 254 SP:Iteration 13Q (725.647684 sec): 3 clusters Score: Raw -651560.340134 + Penalty 890.484891 = -650669.855242 nChanged 210 SP:Iteration 14Q (725.714869 sec): 3 clusters Score: Raw -651623.161019 + Penalty 890.484891 = -650732.676128 nChanged 182 SP:Iteration 15Q (725.786531 sec): 3 clusters Score: Raw -651668.792823 + Penalty 890.484891 = -650778.307931 nChanged 143 SP:Iteration 16Q (725.839962 sec): 3 clusters Score: Raw -651695.332736 + Penalty 890.484891 = -650804.847844 nChanged 125 SP:Iteration 17Q (725.915841 sec): 3 clusters Score: Raw -651718.124869 + Penalty 890.484891 = -650827.639977 nChanged 96 SP:Iteration 18Q (725.971902 sec): 3 clusters Score: Raw -651735.891681 + Penalty 890.484891 = -650845.406789 nChanged 92 SP:Iteration 19Q (726.027686 sec): 3 clusters Score: Raw -651748.571427 + Penalty 890.484891 = -650858.086535 nChanged 91 SP:Iteration 20F (726.097601 sec): 3 clusters Score: Raw -651762.097772 + Penalty 890.484891 = -650871.612880 nChanged 82 SP:Iteration 21Q (726.158285 sec): 3 clusters Score: Raw -651773.387593 + Penalty 890.484891 = -650882.902702 nChanged 74 SP:Iteration 22Q (726.217550 sec): 3 clusters Score: Raw -651782.835549 + Penalty 890.484891 = -650892.350658 nChanged 68 SP:Iteration 23Q (726.272991 sec): 3 clusters Score: Raw -651791.065362 + Penalty 890.484891 = -650900.580471 nChanged 56 SP:Iteration 24Q (726.338088 sec): 3 clusters Score: Raw -651796.088962 + Penalty 890.484891 = -650905.604071 nChanged 48 SP:Iteration 25Q (726.392668 sec): 3 clusters Score: Raw -651799.905527 + Penalty 890.484891 = -650909.420636 nChanged 44 SP:Iteration 26Q (726.461498 sec): 3 clusters Score: Raw -651803.230574 + Penalty 890.484891 = -650912.745683 nChanged 34 SP:Iteration 27Q (726.521201 sec): 3 clusters Score: Raw -651805.739336 + Penalty 890.484891 = -650915.254445 nChanged 30 SP:Iteration 28Q (726.580177 sec): 3 clusters Score: Raw -651807.785851 + Penalty 890.484891 = -650917.300960 nChanged 33 SP:Iteration 29Q (726.646635 sec): 3 clusters Score: Raw -651809.491930 + Penalty 890.484891 = -650919.007039 nChanged 22 SP:Iteration 30Q (726.705895 sec): 3 clusters Score: Raw -651810.516936 + Penalty 890.484891 = -650920.032045 nChanged 22 SP:Iteration 31Q (726.763429 sec): 3 clusters Score: Raw -651812.031278 + Penalty 890.484891 = -650921.546387 nChanged 21 SP:Iteration 32Q (726.829360 sec): 3 clusters Score: Raw -651812.856214 + Penalty 890.484891 = -650922.371323 nChanged 14 SP:Iteration 33Q (726.905003 sec): 3 clusters Score: Raw -651813.320087 + Penalty 890.484891 = -650922.835196 nChanged 13 SP:Iteration 34Q (726.969044 sec): 3 clusters Score: Raw -651813.756266 + Penalty 890.484891 = -650923.271375 nChanged 12 SP:Iteration 35Q (727.024226 sec): 3 clusters Score: Raw -651814.200638 + Penalty 890.484891 = -650923.715746 nChanged 10 SP:Iteration 36Q (727.080646 sec): 3 clusters Score: Raw -651814.654599 + Penalty 890.484891 = -650924.169708 nChanged 15 SP:Iteration 37Q (727.151797 sec): 3 clusters Score: Raw -651815.177931 + Penalty 890.484891 = -650924.693039 nChanged 7 SP:Iteration 38Q (727.209097 sec): 3 clusters Score: Raw -651815.415816 + Penalty 890.484891 = -650924.930925 nChanged 7 SP:Iteration 39Q (727.273651 sec): 3 clusters Score: Raw -651815.555845 + Penalty 890.484891 = -650925.070953 nChanged 7 SP:Iteration 40F (727.328424 sec): 3 clusters Score: Raw -651815.738183 + Penalty 890.484891 = -650925.253292 nChanged 5 SP:Iteration 41Q (727.390719 sec): 3 clusters Score: Raw -651815.813524 + Penalty 890.484891 = -650925.328632 nChanged 3 SP:Iteration 42Q (727.465052 sec): 3 clusters Score: Raw -651815.880879 + Penalty 890.484891 = -650925.395988 nChanged 7 SP:Iteration 43Q (727.515881 sec): 3 clusters Score: Raw -651816.037104 + Penalty 890.484891 = -650925.552213 nChanged 7 SP:Iteration 44Q (727.581344 sec): 3 clusters Score: Raw -651816.139904 + Penalty 890.484891 = -650925.655013 nChanged 2 SP:Iteration 45Q (727.645235 sec): 3 clusters Score: Raw -651816.165706 + Penalty 890.484891 = -650925.680815 nChanged 2 SP:Iteration 46Q (727.710469 sec): 3 clusters Score: Raw -651816.189214 + Penalty 890.484891 = -650925.704323 nChanged 1 SP:Iteration 47Q (727.776126 sec): 3 clusters Score: Raw -651816.205024 + Penalty 890.484891 = -650925.720133 nChanged 0 SP:Iteration 48F (727.841923 sec): 3 clusters Score: Raw -651816.205024 + Penalty 890.484891 = -650925.720133 nChanged 0 Score: Raw -17392059.428319 + Penalty 25536.890571 = -17366522.537748 Splitting cluster 29 changes total score from -17366413.159787 to -17366522.537748 So it's getting split into cluster 43. Trying to split cluster 30 (2732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (735.002924 sec): 2 clusters Score: Raw -97778.851766 + Penalty 360.031910 = -97418.819856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (735.043020 sec): 3 clusters Score: Raw -96214.909833 + Penalty 720.063819 = -95494.846014 nChanged 1184 SP:Iteration 1F (735.098159 sec): 3 clusters Score: Raw -96949.253322 + Penalty 720.063819 = -96229.189503 nChanged 234 SP:Iteration 2F (735.151959 sec): 3 clusters Score: Raw -97110.381399 + Penalty 720.063819 = -96390.317579 nChanged 198 SP:Iteration 3F (735.205770 sec): 3 clusters Score: Raw -97255.856392 + Penalty 720.063819 = -96535.792573 nChanged 183 SP:Iteration 4F (735.255434 sec): 3 clusters Score: Raw -97372.958354 + Penalty 720.063819 = -96652.894535 nChanged 140 SP:Iteration 5F (735.303297 sec): 3 clusters Score: Raw -97450.517205 + Penalty 720.063819 = -96730.453386 nChanged 111 SP:Iteration 6Q (735.353165 sec): 3 clusters Score: Raw -97504.573653 + Penalty 720.063819 = -96784.509834 nChanged 93 SP:Iteration 7Q (735.396720 sec): 3 clusters Score: Raw -97559.981086 + Penalty 720.063819 = -96839.917267 nChanged 90 SP:Iteration 8Q (735.446045 sec): 3 clusters Score: Raw -97604.288449 + Penalty 720.063819 = -96884.224630 nChanged 66 SP:Iteration 9Q (735.488829 sec): 3 clusters Score: Raw -97637.259819 + Penalty 720.063819 = -96917.196000 nChanged 54 SP:Iteration 10Q (735.536176 sec): 3 clusters Score: Raw -97667.358891 + Penalty 720.063819 = -96947.295072 nChanged 43 SP:Iteration 11Q (735.588747 sec): 3 clusters Score: Raw -97694.123959 + Penalty 720.063819 = -96974.060140 nChanged 50 SP:Iteration 12Q (735.642104 sec): 3 clusters Score: Raw -97728.207526 + Penalty 720.063819 = -97008.143707 nChanged 63 SP:Iteration 13Q (735.685827 sec): 3 clusters Score: Raw -97768.922049 + Penalty 720.063819 = -97048.858230 nChanged 51 SP:Iteration 14Q (735.741066 sec): 3 clusters Score: Raw -97799.818154 + Penalty 720.063819 = -97079.754335 nChanged 36 SP:Iteration 15Q (735.785902 sec): 3 clusters Score: Raw -97817.535743 + Penalty 720.063819 = -97097.471924 nChanged 32 SP:Iteration 16Q (735.831018 sec): 3 clusters Score: Raw -97830.289212 + Penalty 720.063819 = -97110.225393 nChanged 31 SP:Iteration 17Q (735.884175 sec): 3 clusters Score: Raw -97842.412606 + Penalty 720.063819 = -97122.348787 nChanged 31 SP:Iteration 18Q (735.935594 sec): 3 clusters Score: Raw -97853.701824 + Penalty 720.063819 = -97133.638005 nChanged 20 SP:Iteration 19Q (735.990240 sec): 3 clusters Score: Raw -97861.011868 + Penalty 720.063819 = -97140.948048 nChanged 25 SP:Iteration 20F (736.037653 sec): 3 clusters Score: Raw -97869.992318 + Penalty 720.063819 = -97149.928499 nChanged 24 SP:Iteration 21Q (736.084785 sec): 3 clusters Score: Raw -97878.660762 + Penalty 720.063819 = -97158.596943 nChanged 14 SP:Iteration 22Q (736.124447 sec): 3 clusters Score: Raw -97882.945026 + Penalty 720.063819 = -97162.881207 nChanged 16 SP:Iteration 23Q (736.182348 sec): 3 clusters Score: Raw -97888.515624 + Penalty 720.063819 = -97168.451805 nChanged 23 SP:Iteration 24Q (736.229852 sec): 3 clusters Score: Raw -97896.969598 + Penalty 720.063819 = -97176.905779 nChanged 22 SP:Iteration 25Q (736.280682 sec): 3 clusters Score: Raw -97903.596029 + Penalty 720.063819 = -97183.532210 nChanged 9 SP:Iteration 26Q (736.332024 sec): 3 clusters Score: Raw -97905.207550 + Penalty 720.063819 = -97185.143731 nChanged 7 SP:Iteration 27Q (736.372290 sec): 3 clusters Score: Raw -97906.187556 + Penalty 720.063819 = -97186.123737 nChanged 4 SP:Iteration 28Q (736.427984 sec): 3 clusters Score: Raw -97906.669301 + Penalty 720.063819 = -97186.605482 nChanged 3 SP:Iteration 29Q (736.473337 sec): 3 clusters Score: Raw -97907.127193 + Penalty 720.063819 = -97187.063374 nChanged 3 SP:Iteration 30Q (736.532553 sec): 3 clusters Score: Raw -97907.819756 + Penalty 720.063819 = -97187.755937 nChanged 3 SP:Iteration 31Q (736.584740 sec): 3 clusters Score: Raw -97908.469804 + Penalty 720.063819 = -97188.405985 nChanged 4 SP:Iteration 32Q (736.635775 sec): 3 clusters Score: Raw -97909.993489 + Penalty 720.063819 = -97189.929670 nChanged 8 SP:Iteration 33Q (736.680474 sec): 3 clusters Score: Raw -97912.227985 + Penalty 720.063819 = -97192.164166 nChanged 5 SP:Iteration 34Q (736.732256 sec): 3 clusters Score: Raw -97913.621578 + Penalty 720.063819 = -97193.557759 nChanged 3 SP:Iteration 35Q (736.784832 sec): 3 clusters Score: Raw -97914.630253 + Penalty 720.063819 = -97194.566434 nChanged 3 SP:Iteration 36Q (736.837739 sec): 3 clusters Score: Raw -97915.097021 + Penalty 720.063819 = -97195.033202 nChanged 1 SP:Iteration 37Q (736.887713 sec): 3 clusters Score: Raw -97915.264430 + Penalty 720.063819 = -97195.200611 nChanged 3 SP:Iteration 38Q (736.934298 sec): 3 clusters Score: Raw -97916.048914 + Penalty 720.063819 = -97195.985095 nChanged 2 SP:Iteration 39Q (736.967620 sec): 3 clusters Score: Raw -97916.283218 + Penalty 720.063819 = -97196.219399 nChanged 1 SP:Iteration 40F (737.017544 sec): 3 clusters Score: Raw -97916.508389 + Penalty 720.063819 = -97196.444570 nChanged 2 SP:Iteration 41Q (737.065940 sec): 3 clusters Score: Raw -97917.384020 + Penalty 720.063819 = -97197.320201 nChanged 3 SP:Iteration 42Q (737.125580 sec): 3 clusters Score: Raw -97918.189031 + Penalty 720.063819 = -97198.125212 nChanged 4 SP:Iteration 43Q (737.166707 sec): 3 clusters Score: Raw -97919.243645 + Penalty 720.063819 = -97199.179826 nChanged 2 SP:Iteration 44Q (737.215567 sec): 3 clusters Score: Raw -97919.825112 + Penalty 720.063819 = -97199.761293 nChanged 4 SP:Iteration 45Q (737.265074 sec): 3 clusters Score: Raw -97920.487201 + Penalty 720.063819 = -97200.423382 nChanged 2 SP:Iteration 46Q (737.311412 sec): 3 clusters Score: Raw -97920.802977 + Penalty 720.063819 = -97200.739158 nChanged 1 SP:Iteration 47Q (737.368502 sec): 3 clusters Score: Raw -97920.988271 + Penalty 720.063819 = -97200.924452 nChanged 0 SP:Iteration 48F (737.420722 sec): 3 clusters Score: Raw -97920.988271 + Penalty 720.063819 = -97200.924452 nChanged 0 Trying to split cluster 31 (584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (737.444079 sec): 2 clusters Score: Raw -19752.646859 + Penalty 289.830495 = -19462.816365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (737.482709 sec): 3 clusters Score: Raw -19617.929937 + Penalty 579.660989 = -19038.268948 nChanged 221 SP:Iteration 1F (737.531769 sec): 3 clusters Score: Raw -19914.956179 + Penalty 579.660989 = -19335.295190 nChanged 68 SP:Iteration 2F (737.575394 sec): 3 clusters Score: Raw -20012.246630 + Penalty 579.660989 = -19432.585640 nChanged 36 SP:Iteration 3F (737.620764 sec): 3 clusters Score: Raw -20050.055279 + Penalty 579.660989 = -19470.394290 nChanged 16 SP:Iteration 4Q (737.670986 sec): 3 clusters Score: Raw -20067.747767 + Penalty 579.660989 = -19488.086778 nChanged 8 SP:Iteration 5Q (737.724020 sec): 3 clusters Score: Raw -20074.471285 + Penalty 579.660989 = -19494.810296 nChanged 5 SP:Iteration 6Q (737.776673 sec): 3 clusters Score: Raw -20079.082116 + Penalty 579.660989 = -19499.421127 nChanged 2 SP:Iteration 7Q (737.828434 sec): 3 clusters Score: Raw -20079.929389 + Penalty 579.660989 = -19500.268400 nChanged 0 SP:Iteration 8F (737.862760 sec): 3 clusters Score: Raw -20079.929389 + Penalty 579.660989 = -19500.268400 nChanged 0 Score: Raw -17392386.710849 + Penalty 26130.771747 = -17366255.939102 Splitting cluster 31 changes total score from -17366413.159787 to -17366255.939102 So it's not getting split. Trying to split cluster 32 (14346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (745.228187 sec): 2 clusters Score: Raw -574572.694964 + Penalty 435.490803 = -574137.204161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (745.277572 sec): 3 clusters Score: Raw -565375.624682 + Penalty 870.981606 = -564504.643076 nChanged 6841 SP:Iteration 1F (745.345722 sec): 3 clusters Score: Raw -569820.983960 + Penalty 870.981606 = -568950.002355 nChanged 1164 SP:Iteration 2F (745.403452 sec): 3 clusters Score: Raw -570642.058111 + Penalty 870.981606 = -569771.076505 nChanged 1102 SP:Iteration 3F (745.464824 sec): 3 clusters Score: Raw -571456.820448 + Penalty 870.981606 = -570585.838842 nChanged 1003 SP:Iteration 4F (745.512926 sec): 3 clusters Score: Raw -572157.774223 + Penalty 870.981606 = -571286.792617 nChanged 808 SP:Iteration 5F (745.586182 sec): 3 clusters Score: Raw -572657.311590 + Penalty 870.981606 = -571786.329984 nChanged 653 SP:Iteration 6Q (745.635131 sec): 3 clusters Score: Raw -572986.905695 + Penalty 870.981606 = -572115.924090 nChanged 489 SP:Iteration 7Q (745.695752 sec): 3 clusters Score: Raw -573201.563397 + Penalty 870.981606 = -572330.581791 nChanged 369 SP:Iteration 8Q (745.754278 sec): 3 clusters Score: Raw -573340.640017 + Penalty 870.981606 = -572469.658411 nChanged 294 SP:Iteration 9Q (745.816473 sec): 3 clusters Score: Raw -573439.034590 + Penalty 870.981606 = -572568.052984 nChanged 225 SP:Iteration 10Q (745.878783 sec): 3 clusters Score: Raw -573502.983301 + Penalty 870.981606 = -572632.001696 nChanged 215 SP:Iteration 11Q (745.941216 sec): 3 clusters Score: Raw -573562.643028 + Penalty 870.981606 = -572691.661422 nChanged 188 SP:Iteration 12Q (746.001904 sec): 3 clusters Score: Raw -573606.470447 + Penalty 870.981606 = -572735.488842 nChanged 165 SP:Iteration 13Q (746.069518 sec): 3 clusters Score: Raw -573647.176785 + Penalty 870.981606 = -572776.195179 nChanged 142 SP:Iteration 14Q (746.123234 sec): 3 clusters Score: Raw -573673.278030 + Penalty 870.981606 = -572802.296424 nChanged 119 SP:Iteration 15Q (746.190175 sec): 3 clusters Score: Raw -573694.875049 + Penalty 870.981606 = -572823.893443 nChanged 103 SP:Iteration 16Q (746.249292 sec): 3 clusters Score: Raw -573713.111980 + Penalty 870.981606 = -572842.130374 nChanged 101 SP:Iteration 17Q (746.303111 sec): 3 clusters Score: Raw -573729.738689 + Penalty 870.981606 = -572858.757084 nChanged 91 SP:Iteration 18Q (746.372988 sec): 3 clusters Score: Raw -573743.029520 + Penalty 870.981606 = -572872.047914 nChanged 86 SP:Iteration 19Q (746.439162 sec): 3 clusters Score: Raw -573753.733529 + Penalty 870.981606 = -572882.751923 nChanged 64 SP:Iteration 20F (746.492359 sec): 3 clusters Score: Raw -573762.379707 + Penalty 870.981606 = -572891.398101 nChanged 66 SP:Iteration 21Q (746.563511 sec): 3 clusters Score: Raw -573771.007242 + Penalty 870.981606 = -572900.025636 nChanged 57 SP:Iteration 22Q (746.628974 sec): 3 clusters Score: Raw -573779.383019 + Penalty 870.981606 = -572908.401413 nChanged 46 SP:Iteration 23Q (746.678929 sec): 3 clusters Score: Raw -573785.287326 + Penalty 870.981606 = -572914.305721 nChanged 58 SP:Iteration 24Q (746.742227 sec): 3 clusters Score: Raw -573792.868173 + Penalty 870.981606 = -572921.886568 nChanged 53 SP:Iteration 25Q (746.817650 sec): 3 clusters Score: Raw -573799.311236 + Penalty 870.981606 = -572928.329630 nChanged 53 SP:Iteration 26Q (746.879897 sec): 3 clusters Score: Raw -573804.716430 + Penalty 870.981606 = -572933.734825 nChanged 45 SP:Iteration 27Q (746.930959 sec): 3 clusters Score: Raw -573809.967538 + Penalty 870.981606 = -572938.985932 nChanged 51 SP:Iteration 28Q (746.994753 sec): 3 clusters Score: Raw -573817.250637 + Penalty 870.981606 = -572946.269031 nChanged 55 SP:Iteration 29Q (747.056283 sec): 3 clusters Score: Raw -573824.572177 + Penalty 870.981606 = -572953.590571 nChanged 59 SP:Iteration 30Q (747.129644 sec): 3 clusters Score: Raw -573833.788736 + Penalty 870.981606 = -572962.807130 nChanged 72 SP:Iteration 31Q (747.190718 sec): 3 clusters Score: Raw -573844.411223 + Penalty 870.981606 = -572973.429617 nChanged 71 SP:Iteration 32Q (747.254339 sec): 3 clusters Score: Raw -573854.219431 + Penalty 870.981606 = -572983.237825 nChanged 64 SP:Iteration 33Q (747.317388 sec): 3 clusters Score: Raw -573865.037658 + Penalty 870.981606 = -572994.056052 nChanged 76 SP:Iteration 34Q (747.381027 sec): 3 clusters Score: Raw -573878.113609 + Penalty 870.981606 = -573007.132003 nChanged 67 SP:Iteration 35Q (747.439489 sec): 3 clusters Score: Raw -573888.991003 + Penalty 870.981606 = -573018.009397 nChanged 80 SP:Iteration 36Q (747.506936 sec): 3 clusters Score: Raw -573902.206493 + Penalty 870.981606 = -573031.224888 nChanged 86 SP:Iteration 37Q (747.558148 sec): 3 clusters Score: Raw -573918.070900 + Penalty 870.981606 = -573047.089295 nChanged 89 SP:Iteration 38Q (747.629069 sec): 3 clusters Score: Raw -573938.960002 + Penalty 870.981606 = -573067.978396 nChanged 100 SP:Iteration 39Q (747.693676 sec): 3 clusters Score: Raw -573960.363951 + Penalty 870.981606 = -573089.382345 nChanged 116 SP:Iteration 40F (747.757243 sec): 3 clusters Score: Raw -573989.521530 + Penalty 870.981606 = -573118.539925 nChanged 106 SP:Iteration 41Q (747.816449 sec): 3 clusters Score: Raw -574013.283540 + Penalty 870.981606 = -573142.301934 nChanged 102 SP:Iteration 42Q (747.878485 sec): 3 clusters Score: Raw -574033.511662 + Penalty 870.981606 = -573162.530056 nChanged 101 SP:Iteration 43Q (747.937175 sec): 3 clusters Score: Raw -574053.104191 + Penalty 870.981606 = -573182.122585 nChanged 79 SP:Iteration 44Q (747.994010 sec): 3 clusters Score: Raw -574068.207026 + Penalty 870.981606 = -573197.225420 nChanged 76 SP:Iteration 45Q (748.055014 sec): 3 clusters Score: Raw -574083.146563 + Penalty 870.981606 = -573212.164958 nChanged 63 SP:Iteration 46Q (748.117507 sec): 3 clusters Score: Raw -574092.892144 + Penalty 870.981606 = -573221.910538 nChanged 60 SP:Iteration 47Q (748.186529 sec): 3 clusters Score: Raw -574102.981747 + Penalty 870.981606 = -573232.000142 nChanged 64 SP:Iteration 48Q (748.247753 sec): 3 clusters Score: Raw -574114.006571 + Penalty 870.981606 = -573243.024966 nChanged 59 SP:Iteration 49Q (748.297005 sec): 3 clusters Score: Raw -574123.285682 + Penalty 870.981606 = -573252.304076 nChanged 61 SP:Iteration 50Q (748.358154 sec): 3 clusters Score: Raw -574134.363465 + Penalty 870.981606 = -573263.381859 nChanged 63 SP:Iteration 51Q (748.417206 sec): 3 clusters Score: Raw -574153.586457 + Penalty 870.981606 = -573282.604851 nChanged 72 SP:Iteration 52Q (748.477797 sec): 3 clusters Score: Raw -574174.679785 + Penalty 870.981606 = -573303.698179 nChanged 83 SP:Iteration 53Q (748.546953 sec): 3 clusters Score: Raw -574193.499706 + Penalty 870.981606 = -573322.518100 nChanged 73 SP:Iteration 54Q (748.590944 sec): 3 clusters Score: Raw -574207.238963 + Penalty 870.981606 = -573336.257358 nChanged 73 SP:Iteration 55Q (748.648040 sec): 3 clusters Score: Raw -574220.135792 + Penalty 870.981606 = -573349.154186 nChanged 80 SP:Iteration 56Q (748.706334 sec): 3 clusters Score: Raw -574235.199971 + Penalty 870.981606 = -573364.218366 nChanged 73 SP:Iteration 57Q (748.753250 sec): 3 clusters Score: Raw -574250.508389 + Penalty 870.981606 = -573379.526783 nChanged 70 SP:Iteration 58Q (748.818325 sec): 3 clusters Score: Raw -574266.120611 + Penalty 870.981606 = -573395.139005 nChanged 74 SP:Iteration 59Q (748.872940 sec): 3 clusters Score: Raw -574283.327537 + Penalty 870.981606 = -573412.345931 nChanged 77 SP:Iteration 60F (748.917420 sec): 3 clusters Score: Raw -574297.801918 + Penalty 870.981606 = -573426.820313 nChanged 70 SP:Iteration 61Q (748.983360 sec): 3 clusters Score: Raw -574311.229139 + Penalty 870.981606 = -573440.247534 nChanged 62 SP:Iteration 62Q (749.027183 sec): 3 clusters Score: Raw -574322.741009 + Penalty 870.981606 = -573451.759404 nChanged 58 SP:Iteration 63Q (749.081769 sec): 3 clusters Score: Raw -574332.626518 + Penalty 870.981606 = -573461.644912 nChanged 59 SP:Iteration 64Q (749.147064 sec): 3 clusters Score: Raw -574346.074102 + Penalty 870.981606 = -573475.092496 nChanged 65 SP:Iteration 65Q (749.202519 sec): 3 clusters Score: Raw -574359.859454 + Penalty 870.981606 = -573488.877848 nChanged 56 SP:Iteration 66Q (749.247202 sec): 3 clusters Score: Raw -574371.423678 + Penalty 870.981606 = -573500.442072 nChanged 50 SP:Iteration 67Q (749.317293 sec): 3 clusters Score: Raw -574380.622360 + Penalty 870.981606 = -573509.640755 nChanged 52 SP:Iteration 68Q (749.368473 sec): 3 clusters Score: Raw -574391.739773 + Penalty 870.981606 = -573520.758167 nChanged 50 SP:Iteration 69Q (749.425323 sec): 3 clusters Score: Raw -574403.846453 + Penalty 870.981606 = -573532.864847 nChanged 42 SP:Iteration 70Q (749.492446 sec): 3 clusters Score: Raw -574411.591491 + Penalty 870.981606 = -573540.609886 nChanged 50 SP:Iteration 71Q (749.542331 sec): 3 clusters Score: Raw -574420.473044 + Penalty 870.981606 = -573549.491438 nChanged 50 SP:Iteration 72Q (749.611722 sec): 3 clusters Score: Raw -574429.456165 + Penalty 870.981606 = -573558.474559 nChanged 46 SP:Iteration 73Q (749.665350 sec): 3 clusters Score: Raw -574437.319476 + Penalty 870.981606 = -573566.337870 nChanged 51 SP:Iteration 74Q (749.730788 sec): 3 clusters Score: Raw -574446.788056 + Penalty 870.981606 = -573575.806450 nChanged 52 SP:Iteration 75Q (749.791270 sec): 3 clusters Score: Raw -574455.975397 + Penalty 870.981606 = -573584.993792 nChanged 54 SP:Iteration 76Q (749.847670 sec): 3 clusters Score: Raw -574465.894766 + Penalty 870.981606 = -573594.913161 nChanged 53 SP:Iteration 77Q (749.905690 sec): 3 clusters Score: Raw -574474.616891 + Penalty 870.981606 = -573603.635285 nChanged 53 SP:Iteration 78Q (749.962373 sec): 3 clusters Score: Raw -574484.253153 + Penalty 870.981606 = -573613.271547 nChanged 56 SP:Iteration 79Q (750.023652 sec): 3 clusters Score: Raw -574494.512343 + Penalty 870.981606 = -573623.530737 nChanged 48 SP:Iteration 80F (750.069791 sec): 3 clusters Score: Raw -574503.818796 + Penalty 870.981606 = -573632.837191 nChanged 49 SP:Iteration 81Q (750.126256 sec): 3 clusters Score: Raw -574511.467395 + Penalty 870.981606 = -573640.485789 nChanged 46 SP:Iteration 82Q (750.182022 sec): 3 clusters Score: Raw -574519.423583 + Penalty 870.981606 = -573648.441977 nChanged 49 SP:Iteration 83Q (750.242500 sec): 3 clusters Score: Raw -574526.911592 + Penalty 870.981606 = -573655.929986 nChanged 47 SP:Iteration 84Q (750.304675 sec): 3 clusters Score: Raw -574536.749485 + Penalty 870.981606 = -573665.767879 nChanged 51 SP:Iteration 85Q (750.364639 sec): 3 clusters Score: Raw -574548.338567 + Penalty 870.981606 = -573677.356961 nChanged 44 SP:Iteration 86Q (750.421549 sec): 3 clusters Score: Raw -574557.303224 + Penalty 870.981606 = -573686.321618 nChanged 44 SP:Iteration 87Q (750.489185 sec): 3 clusters Score: Raw -574566.741548 + Penalty 870.981606 = -573695.759943 nChanged 31 SP:Iteration 88Q (750.539402 sec): 3 clusters Score: Raw -574571.231923 + Penalty 870.981606 = -573700.250317 nChanged 26 SP:Iteration 89Q (750.598971 sec): 3 clusters Score: Raw -574575.010799 + Penalty 870.981606 = -573704.029193 nChanged 20 SP:Iteration 90Q (750.655657 sec): 3 clusters Score: Raw -574577.517308 + Penalty 870.981606 = -573706.535702 nChanged 19 SP:Iteration 91Q (750.724457 sec): 3 clusters Score: Raw -574579.753755 + Penalty 870.981606 = -573708.772150 nChanged 19 SP:Iteration 92Q (750.778038 sec): 3 clusters Score: Raw -574582.427982 + Penalty 870.981606 = -573711.446376 nChanged 28 SP:Iteration 93Q (750.835160 sec): 3 clusters Score: Raw -574587.432497 + Penalty 870.981606 = -573716.450892 nChanged 24 SP:Iteration 94Q (750.892393 sec): 3 clusters Score: Raw -574590.020655 + Penalty 870.981606 = -573719.039049 nChanged 15 SP:Iteration 95Q (750.947840 sec): 3 clusters Score: Raw -574591.809897 + Penalty 870.981606 = -573720.828292 nChanged 16 SP:Iteration 96Q (751.006988 sec): 3 clusters Score: Raw -574593.956757 + Penalty 870.981606 = -573722.975151 nChanged 17 SP:Iteration 97Q (751.062791 sec): 3 clusters Score: Raw -574595.511035 + Penalty 870.981606 = -573724.529429 nChanged 15 SP:Iteration 98Q (751.124774 sec): 3 clusters Score: Raw -574596.931371 + Penalty 870.981606 = -573725.949765 nChanged 13 SP:Iteration 99Q (751.187829 sec): 3 clusters Score: Raw -574598.232676 + Penalty 870.981606 = -573727.251071 nChanged 14 SP:Iteration 100F (751.236379 sec): 3 clusters Score: Raw -574600.033167 + Penalty 870.981606 = -573729.051562 nChanged 15 SP:Iteration 101Q (751.302403 sec): 3 clusters Score: Raw -574602.258026 + Penalty 870.981606 = -573731.276421 nChanged 10 SP:Iteration 102Q (751.347116 sec): 3 clusters Score: Raw -574604.555393 + Penalty 870.981606 = -573733.573787 nChanged 15 SP:Iteration 103Q (751.398972 sec): 3 clusters Score: Raw -574607.180249 + Penalty 870.981606 = -573736.198643 nChanged 16 SP:Iteration 104Q (751.463411 sec): 3 clusters Score: Raw -574609.526901 + Penalty 870.981606 = -573738.545295 nChanged 14 SP:Iteration 105Q (751.517397 sec): 3 clusters Score: Raw -574611.559303 + Penalty 870.981606 = -573740.577698 nChanged 16 SP:Iteration 106Q (751.575197 sec): 3 clusters Score: Raw -574614.077249 + Penalty 870.981606 = -573743.095643 nChanged 18 SP:Iteration 107Q (751.623263 sec): 3 clusters Score: Raw -574617.071074 + Penalty 870.981606 = -573746.089468 nChanged 16 SP:Iteration 108Q (751.676352 sec): 3 clusters Score: Raw -574620.693579 + Penalty 870.981606 = -573749.711973 nChanged 25 SP:Iteration 109Q (751.740764 sec): 3 clusters Score: Raw -574623.802102 + Penalty 870.981606 = -573752.820496 nChanged 18 SP:Iteration 110Q (751.799119 sec): 3 clusters Score: Raw -574625.987572 + Penalty 870.981606 = -573755.005966 nChanged 20 SP:Iteration 111Q (751.846302 sec): 3 clusters Score: Raw -574629.151347 + Penalty 870.981606 = -573758.169741 nChanged 21 SP:Iteration 112Q (751.910486 sec): 3 clusters Score: Raw -574632.273476 + Penalty 870.981606 = -573761.291870 nChanged 14 SP:Iteration 113Q (751.962127 sec): 3 clusters Score: Raw -574633.867871 + Penalty 870.981606 = -573762.886266 nChanged 15 SP:Iteration 114Q (752.017901 sec): 3 clusters Score: Raw -574635.367077 + Penalty 870.981606 = -573764.385471 nChanged 13 SP:Iteration 115Q (752.083406 sec): 3 clusters Score: Raw -574636.729160 + Penalty 870.981606 = -573765.747554 nChanged 14 SP:Iteration 116Q (752.140827 sec): 3 clusters Score: Raw -574638.867709 + Penalty 870.981606 = -573767.886104 nChanged 12 SP:Iteration 117Q (752.200807 sec): 3 clusters Score: Raw -574640.369796 + Penalty 870.981606 = -573769.388190 nChanged 9 SP:Iteration 118Q (752.257150 sec): 3 clusters Score: Raw -574641.467917 + Penalty 870.981606 = -573770.486311 nChanged 14 SP:Iteration 119Q (752.305958 sec): 3 clusters Score: Raw -574643.705071 + Penalty 870.981606 = -573772.723465 nChanged 11 SP:Iteration 120F (752.362221 sec): 3 clusters Score: Raw -574645.671844 + Penalty 870.981606 = -573774.690238 nChanged 12 SP:Iteration 121Q (752.426727 sec): 3 clusters Score: Raw -574647.188544 + Penalty 870.981606 = -573776.206938 nChanged 10 SP:Iteration 122Q (752.476825 sec): 3 clusters Score: Raw -574648.434644 + Penalty 870.981606 = -573777.453038 nChanged 9 SP:Iteration 123Q (752.533524 sec): 3 clusters Score: Raw -574649.183230 + Penalty 870.981606 = -573778.201624 nChanged 7 SP:Iteration 124Q (752.586728 sec): 3 clusters Score: Raw -574649.803811 + Penalty 870.981606 = -573778.822206 nChanged 7 SP:Iteration 125Q (752.651352 sec): 3 clusters Score: Raw -574650.711059 + Penalty 870.981606 = -573779.729453 nChanged 9 SP:Iteration 126Q (752.714616 sec): 3 clusters Score: Raw -574651.522245 + Penalty 870.981606 = -573780.540639 nChanged 10 SP:Iteration 127Q (752.762122 sec): 3 clusters Score: Raw -574653.413075 + Penalty 870.981606 = -573782.431469 nChanged 11 SP:Iteration 128Q (752.827532 sec): 3 clusters Score: Raw -574655.416259 + Penalty 870.981606 = -573784.434653 nChanged 12 SP:Iteration 129Q (752.886013 sec): 3 clusters Score: Raw -574658.989557 + Penalty 870.981606 = -573788.007951 nChanged 13 SP:Iteration 130Q (752.931138 sec): 3 clusters Score: Raw -574660.528974 + Penalty 870.981606 = -573789.547368 nChanged 5 SP:Iteration 131Q (752.996179 sec): 3 clusters Score: Raw -574661.323055 + Penalty 870.981606 = -573790.341449 nChanged 3 SP:Iteration 132Q (753.039536 sec): 3 clusters Score: Raw -574661.606665 + Penalty 870.981606 = -573790.625059 nChanged 3 SP:Iteration 133Q (753.103008 sec): 3 clusters Score: Raw -574661.974191 + Penalty 870.981606 = -573790.992585 nChanged 5 SP:Iteration 134Q (753.156007 sec): 3 clusters Score: Raw -574662.586159 + Penalty 870.981606 = -573791.604553 nChanged 3 SP:Iteration 135Q (753.209161 sec): 3 clusters Score: Raw -574662.888932 + Penalty 870.981606 = -573791.907326 nChanged 2 SP:Iteration 136Q (753.252193 sec): 3 clusters Score: Raw -574663.020976 + Penalty 870.981606 = -573792.039370 nChanged 2 SP:Iteration 137Q (753.308936 sec): 3 clusters Score: Raw -574663.117237 + Penalty 870.981606 = -573792.135631 nChanged 2 SP:Iteration 138Q (753.361592 sec): 3 clusters Score: Raw -574663.354078 + Penalty 870.981606 = -573792.372472 nChanged 2 SP:Iteration 139Q (753.414172 sec): 3 clusters Score: Raw -574663.440358 + Penalty 870.981606 = -573792.458752 nChanged 0 SP:Iteration 140F (753.476365 sec): 3 clusters Score: Raw -574663.440358 + Penalty 870.981606 = -573792.458752 nChanged 0 Trying to split cluster 33 (6251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (753.498147 sec): 2 clusters Score: Raw -263165.318605 + Penalty 397.692601 = -262767.626004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (753.548134 sec): 3 clusters Score: Raw -259412.650792 + Penalty 795.385202 = -258617.265590 nChanged 2818 SP:Iteration 1F (753.605621 sec): 3 clusters Score: Raw -260994.163609 + Penalty 795.385202 = -260198.778407 nChanged 388 SP:Iteration 2F (753.652842 sec): 3 clusters Score: Raw -261227.700279 + Penalty 795.385202 = -260432.315077 nChanged 398 SP:Iteration 3F (753.701813 sec): 3 clusters Score: Raw -261500.208752 + Penalty 795.385202 = -260704.823549 nChanged 443 SP:Iteration 4F (753.750885 sec): 3 clusters Score: Raw -261816.890088 + Penalty 795.385202 = -261021.504886 nChanged 432 SP:Iteration 5F (753.799912 sec): 3 clusters Score: Raw -262154.642564 + Penalty 795.385202 = -261359.257362 nChanged 419 SP:Iteration 6F (753.838436 sec): 3 clusters Score: Raw -262502.086946 + Penalty 795.385202 = -261706.701743 nChanged 350 SP:Iteration 7F (753.898603 sec): 3 clusters Score: Raw -262792.746928 + Penalty 795.385202 = -261997.361726 nChanged 258 SP:Iteration 8Q (753.947849 sec): 3 clusters Score: Raw -262979.822451 + Penalty 795.385202 = -262184.437248 nChanged 167 SP:Iteration 9Q (753.998654 sec): 3 clusters Score: Raw -263092.641603 + Penalty 795.385202 = -262297.256400 nChanged 96 SP:Iteration 10Q (754.036846 sec): 3 clusters Score: Raw -263148.352826 + Penalty 795.385202 = -262352.967624 nChanged 70 SP:Iteration 11Q (754.098784 sec): 3 clusters Score: Raw -263187.711552 + Penalty 795.385202 = -262392.326349 nChanged 61 SP:Iteration 12Q (754.137611 sec): 3 clusters Score: Raw -263221.770567 + Penalty 795.385202 = -262426.385365 nChanged 50 SP:Iteration 13Q (754.184627 sec): 3 clusters Score: Raw -263245.803812 + Penalty 795.385202 = -262450.418609 nChanged 41 SP:Iteration 14Q (754.238554 sec): 3 clusters Score: Raw -263261.051232 + Penalty 795.385202 = -262465.666029 nChanged 30 SP:Iteration 15Q (754.285224 sec): 3 clusters Score: Raw -263271.895541 + Penalty 795.385202 = -262476.510338 nChanged 19 SP:Iteration 16Q (754.329430 sec): 3 clusters Score: Raw -263278.546771 + Penalty 795.385202 = -262483.161568 nChanged 14 SP:Iteration 17Q (754.389457 sec): 3 clusters Score: Raw -263282.009279 + Penalty 795.385202 = -262486.624076 nChanged 14 SP:Iteration 18Q (754.429868 sec): 3 clusters Score: Raw -263286.312926 + Penalty 795.385202 = -262490.927724 nChanged 11 SP:Iteration 19Q (754.478998 sec): 3 clusters Score: Raw -263290.378073 + Penalty 795.385202 = -262494.992870 nChanged 15 SP:Iteration 20F (754.533862 sec): 3 clusters Score: Raw -263295.950150 + Penalty 795.385202 = -262500.564948 nChanged 15 SP:Iteration 21Q (754.575350 sec): 3 clusters Score: Raw -263302.436356 + Penalty 795.385202 = -262507.051154 nChanged 14 SP:Iteration 22Q (754.628098 sec): 3 clusters Score: Raw -263308.413771 + Penalty 795.385202 = -262513.028569 nChanged 11 SP:Iteration 23Q (754.677989 sec): 3 clusters Score: Raw -263313.648688 + Penalty 795.385202 = -262518.263486 nChanged 8 SP:Iteration 24Q (754.728091 sec): 3 clusters Score: Raw -263316.574366 + Penalty 795.385202 = -262521.189164 nChanged 8 SP:Iteration 25Q (754.770059 sec): 3 clusters Score: Raw -263319.703533 + Penalty 795.385202 = -262524.318331 nChanged 6 SP:Iteration 26Q (754.818707 sec): 3 clusters Score: Raw -263323.111187 + Penalty 795.385202 = -262527.725984 nChanged 4 SP:Iteration 27Q (754.876838 sec): 3 clusters Score: Raw -263325.400964 + Penalty 795.385202 = -262530.015762 nChanged 6 SP:Iteration 28Q (754.925547 sec): 3 clusters Score: Raw -263327.170408 + Penalty 795.385202 = -262531.785205 nChanged 3 SP:Iteration 29Q (754.965218 sec): 3 clusters Score: Raw -263328.070191 + Penalty 795.385202 = -262532.684989 nChanged 4 SP:Iteration 30Q (755.023683 sec): 3 clusters Score: Raw -263328.961697 + Penalty 795.385202 = -262533.576495 nChanged 1 SP:Iteration 31Q (755.077853 sec): 3 clusters Score: Raw -263329.253838 + Penalty 795.385202 = -262533.868635 nChanged 0 SP:Iteration 32F (755.121744 sec): 3 clusters Score: Raw -263329.253838 + Penalty 795.385202 = -262533.868635 nChanged 0 Trying to split cluster 34 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (755.157088 sec): 2 clusters Score: Raw -35689.493156 + Penalty 308.227187 = -35381.265969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (755.200827 sec): 3 clusters Score: Raw -35285.637759 + Penalty 616.454374 = -34669.183385 nChanged 320 SP:Iteration 1F (755.246449 sec): 3 clusters Score: Raw -35456.482739 + Penalty 616.454374 = -34840.028365 nChanged 55 SP:Iteration 2F (755.301103 sec): 3 clusters Score: Raw -35488.411525 + Penalty 616.454374 = -34871.957151 nChanged 46 SP:Iteration 3F (755.348809 sec): 3 clusters Score: Raw -35510.864654 + Penalty 616.454374 = -34894.410280 nChanged 39 SP:Iteration 4Q (755.402121 sec): 3 clusters Score: Raw -35533.135986 + Penalty 616.454374 = -34916.681612 nChanged 38 SP:Iteration 5Q (755.457104 sec): 3 clusters Score: Raw -35558.426449 + Penalty 616.454374 = -34941.972075 nChanged 41 SP:Iteration 6Q (755.504270 sec): 3 clusters Score: Raw -35590.665552 + Penalty 616.454374 = -34974.211179 nChanged 22 SP:Iteration 7Q (755.555602 sec): 3 clusters Score: Raw -35605.979350 + Penalty 616.454374 = -34989.524977 nChanged 26 SP:Iteration 8Q (755.609063 sec): 3 clusters Score: Raw -35622.928155 + Penalty 616.454374 = -35006.473782 nChanged 18 SP:Iteration 9Q (755.655968 sec): 3 clusters Score: Raw -35631.572312 + Penalty 616.454374 = -35015.117939 nChanged 13 SP:Iteration 10Q (755.693449 sec): 3 clusters Score: Raw -35639.342038 + Penalty 616.454374 = -35022.887665 nChanged 16 SP:Iteration 11Q (755.750036 sec): 3 clusters Score: Raw -35645.669539 + Penalty 616.454374 = -35029.215165 nChanged 9 SP:Iteration 12Q (755.788482 sec): 3 clusters Score: Raw -35651.345657 + Penalty 616.454374 = -35034.891283 nChanged 8 SP:Iteration 13Q (755.833997 sec): 3 clusters Score: Raw -35654.996356 + Penalty 616.454374 = -35038.541982 nChanged 14 SP:Iteration 14Q (755.876102 sec): 3 clusters Score: Raw -35664.379093 + Penalty 616.454374 = -35047.924720 nChanged 20 SP:Iteration 15Q (755.923407 sec): 3 clusters Score: Raw -35678.392016 + Penalty 616.454374 = -35061.937643 nChanged 18 SP:Iteration 16Q (755.976060 sec): 3 clusters Score: Raw -35689.737024 + Penalty 616.454374 = -35073.282650 nChanged 15 SP:Iteration 17Q (756.017630 sec): 3 clusters Score: Raw -35697.272954 + Penalty 616.454374 = -35080.818580 nChanged 13 SP:Iteration 18Q (756.070974 sec): 3 clusters Score: Raw -35704.663007 + Penalty 616.454374 = -35088.208634 nChanged 7 SP:Iteration 19Q (756.115138 sec): 3 clusters Score: Raw -35707.148240 + Penalty 616.454374 = -35090.693866 nChanged 5 SP:Iteration 20F (756.146395 sec): 3 clusters Score: Raw -35711.187212 + Penalty 616.454374 = -35094.732838 nChanged 6 SP:Iteration 21Q (756.192783 sec): 3 clusters Score: Raw -35714.653275 + Penalty 616.454374 = -35098.198902 nChanged 4 SP:Iteration 22Q (756.239194 sec): 3 clusters Score: Raw -35717.059506 + Penalty 616.454374 = -35100.605132 nChanged 4 SP:Iteration 23Q (756.284510 sec): 3 clusters Score: Raw -35718.291670 + Penalty 616.454374 = -35101.837296 nChanged 5 SP:Iteration 24Q (756.324346 sec): 3 clusters Score: Raw -35720.339337 + Penalty 616.454374 = -35103.884963 nChanged 3 SP:Iteration 25Q (756.370356 sec): 3 clusters Score: Raw -35722.177963 + Penalty 616.454374 = -35105.723589 nChanged 2 SP:Iteration 26Q (756.409522 sec): 3 clusters Score: Raw -35722.348363 + Penalty 616.454374 = -35105.893989 nChanged 0 SP:Iteration 27F (756.455563 sec): 3 clusters Score: Raw -35722.348363 + Penalty 616.454374 = -35105.893989 nChanged 0 Trying to split cluster 35 (9114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (756.482385 sec): 2 clusters Score: Raw -385081.634466 + Penalty 414.849297 = -384666.785169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (756.549268 sec): 3 clusters Score: Raw -379308.986343 + Penalty 829.698594 = -378479.287748 nChanged 4305 SP:Iteration 1F (756.607810 sec): 3 clusters Score: Raw -381613.623072 + Penalty 829.698594 = -380783.924478 nChanged 448 SP:Iteration 2Q (756.660582 sec): 3 clusters Score: Raw -381797.940128 + Penalty 829.698594 = -380968.241534 nChanged 500 SP:Iteration 3F (756.707680 sec): 3 clusters Score: Raw -382036.092531 + Penalty 829.698594 = -381206.393936 nChanged 505 SP:Iteration 4F (756.770236 sec): 3 clusters Score: Raw -382280.596256 + Penalty 829.698594 = -381450.897661 nChanged 512 SP:Iteration 5F (756.826798 sec): 3 clusters Score: Raw -382499.066340 + Penalty 829.698594 = -381669.367746 nChanged 448 SP:Iteration 6Q (756.871618 sec): 3 clusters Score: Raw -382692.564615 + Penalty 829.698594 = -381862.866020 nChanged 431 SP:Iteration 7Q (756.934823 sec): 3 clusters Score: Raw -382917.999604 + Penalty 829.698594 = -382088.301010 nChanged 396 SP:Iteration 8Q (756.988037 sec): 3 clusters Score: Raw -383160.240175 + Penalty 829.698594 = -382330.541581 nChanged 377 SP:Iteration 9Q (757.050873 sec): 3 clusters Score: Raw -383445.404395 + Penalty 829.698594 = -382615.705801 nChanged 354 SP:Iteration 10Q (757.094799 sec): 3 clusters Score: Raw -383736.841791 + Penalty 829.698594 = -382907.143197 nChanged 314 SP:Iteration 11Q (757.155444 sec): 3 clusters Score: Raw -383949.800093 + Penalty 829.698594 = -383120.101498 nChanged 232 SP:Iteration 12Q (757.210838 sec): 3 clusters Score: Raw -384069.833226 + Penalty 829.698594 = -383240.134632 nChanged 199 SP:Iteration 13Q (757.254982 sec): 3 clusters Score: Raw -384169.105304 + Penalty 829.698594 = -383339.406709 nChanged 161 SP:Iteration 14Q (757.311058 sec): 3 clusters Score: Raw -384244.536326 + Penalty 829.698594 = -383414.837732 nChanged 139 SP:Iteration 15Q (757.368642 sec): 3 clusters Score: Raw -384302.288681 + Penalty 829.698594 = -383472.590086 nChanged 137 SP:Iteration 16Q (757.422416 sec): 3 clusters Score: Raw -384358.639470 + Penalty 829.698594 = -383528.940876 nChanged 125 SP:Iteration 17Q (757.474122 sec): 3 clusters Score: Raw -384411.325157 + Penalty 829.698594 = -383581.626563 nChanged 116 SP:Iteration 18Q (757.524019 sec): 3 clusters Score: Raw -384462.571527 + Penalty 829.698594 = -383632.872932 nChanged 130 SP:Iteration 19Q (757.580176 sec): 3 clusters Score: Raw -384518.954099 + Penalty 829.698594 = -383689.255504 nChanged 115 SP:Iteration 20F (757.640994 sec): 3 clusters Score: Raw -384568.520169 + Penalty 829.698594 = -383738.821574 nChanged 114 SP:Iteration 21Q (757.691669 sec): 3 clusters Score: Raw -384618.930350 + Penalty 829.698594 = -383789.231755 nChanged 92 SP:Iteration 22Q (757.735586 sec): 3 clusters Score: Raw -384664.747005 + Penalty 829.698594 = -383835.048410 nChanged 113 SP:Iteration 23Q (757.799264 sec): 3 clusters Score: Raw -384723.866922 + Penalty 829.698594 = -383894.168327 nChanged 112 SP:Iteration 24Q (757.849530 sec): 3 clusters Score: Raw -384781.889279 + Penalty 829.698594 = -383952.190685 nChanged 106 SP:Iteration 25Q (757.899677 sec): 3 clusters Score: Raw -384838.238532 + Penalty 829.698594 = -384008.539937 nChanged 107 SP:Iteration 26Q (757.951774 sec): 3 clusters Score: Raw -384908.742793 + Penalty 829.698594 = -384079.044199 nChanged 86 SP:Iteration 27Q (758.013925 sec): 3 clusters Score: Raw -384967.483460 + Penalty 829.698594 = -384137.784866 nChanged 69 SP:Iteration 28Q (758.067736 sec): 3 clusters Score: Raw -385012.078782 + Penalty 829.698594 = -384182.380188 nChanged 54 SP:Iteration 29Q (758.114200 sec): 3 clusters Score: Raw -385051.582999 + Penalty 829.698594 = -384221.884404 nChanged 49 SP:Iteration 30Q (758.160513 sec): 3 clusters Score: Raw -385092.880299 + Penalty 829.698594 = -384263.181705 nChanged 25 SP:Iteration 31Q (758.221582 sec): 3 clusters Score: Raw -385111.350113 + Penalty 829.698594 = -384281.651519 nChanged 16 SP:Iteration 32Q (758.271557 sec): 3 clusters Score: Raw -385123.646966 + Penalty 829.698594 = -384293.948372 nChanged 12 SP:Iteration 33Q (758.332354 sec): 3 clusters Score: Raw -385133.330223 + Penalty 829.698594 = -384303.631629 nChanged 8 SP:Iteration 34Q (758.379278 sec): 3 clusters Score: Raw -385139.848832 + Penalty 829.698594 = -384310.150238 nChanged 9 SP:Iteration 35Q (758.437176 sec): 3 clusters Score: Raw -385147.541406 + Penalty 829.698594 = -384317.842811 nChanged 5 SP:Iteration 36Q (758.490494 sec): 3 clusters Score: Raw -385153.281131 + Penalty 829.698594 = -384323.582536 nChanged 5 SP:Iteration 37Q (758.538351 sec): 3 clusters Score: Raw -385157.092566 + Penalty 829.698594 = -384327.393972 nChanged 1 SP:Iteration 38Q (758.590993 sec): 3 clusters Score: Raw -385157.733118 + Penalty 829.698594 = -384328.034523 nChanged 0 SP:Iteration 39F (758.653468 sec): 3 clusters Score: Raw -385157.733118 + Penalty 829.698594 = -384328.034523 nChanged 0 Trying to split cluster 36 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (758.677803 sec): 2 clusters Score: Raw -35229.425413 + Penalty 307.546115 = -34921.879298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (758.710532 sec): 3 clusters Score: Raw -34816.055773 + Penalty 615.092230 = -34200.963544 nChanged 321 SP:Iteration 1F (758.760782 sec): 3 clusters Score: Raw -35024.141976 + Penalty 615.092230 = -34409.049746 nChanged 86 SP:Iteration 2F (758.800737 sec): 3 clusters Score: Raw -35097.623803 + Penalty 615.092230 = -34482.531574 nChanged 62 SP:Iteration 3F (758.853092 sec): 3 clusters Score: Raw -35177.790865 + Penalty 615.092230 = -34562.698635 nChanged 55 SP:Iteration 4F (758.894506 sec): 3 clusters Score: Raw -35241.029828 + Penalty 615.092230 = -34625.937598 nChanged 37 SP:Iteration 5Q (758.944044 sec): 3 clusters Score: Raw -35274.008947 + Penalty 615.092230 = -34658.916717 nChanged 34 SP:Iteration 6Q (758.986361 sec): 3 clusters Score: Raw -35315.902448 + Penalty 615.092230 = -34700.810218 nChanged 33 SP:Iteration 7Q (759.024986 sec): 3 clusters Score: Raw -35341.882255 + Penalty 615.092230 = -34726.790025 nChanged 19 SP:Iteration 8Q (759.074076 sec): 3 clusters Score: Raw -35353.783168 + Penalty 615.092230 = -34738.690938 nChanged 5 SP:Iteration 9Q (759.135150 sec): 3 clusters Score: Raw -35357.878422 + Penalty 615.092230 = -34742.786193 nChanged 6 SP:Iteration 10Q (759.172752 sec): 3 clusters Score: Raw -35360.296760 + Penalty 615.092230 = -34745.204530 nChanged 3 SP:Iteration 11Q (759.223901 sec): 3 clusters Score: Raw -35361.260075 + Penalty 615.092230 = -34746.167846 nChanged 2 SP:Iteration 12Q (759.278735 sec): 3 clusters Score: Raw -35361.783767 + Penalty 615.092230 = -34746.691537 nChanged 1 SP:Iteration 13Q (759.315202 sec): 3 clusters Score: Raw -35362.760052 + Penalty 615.092230 = -34747.667822 nChanged 3 SP:Iteration 14Q (759.368952 sec): 3 clusters Score: Raw -35364.598561 + Penalty 615.092230 = -34749.506332 nChanged 3 SP:Iteration 15Q (759.408447 sec): 3 clusters Score: Raw -35365.168225 + Penalty 615.092230 = -34750.075995 nChanged 2 SP:Iteration 16Q (759.467796 sec): 3 clusters Score: Raw -35365.374443 + Penalty 615.092230 = -34750.282213 nChanged 0 SP:Iteration 17F (759.520344 sec): 3 clusters Score: Raw -35365.374443 + Penalty 615.092230 = -34750.282213 nChanged 0 Trying to split cluster 37 (4167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (759.538946 sec): 2 clusters Score: Raw -172239.935196 + Penalty 379.240299 = -171860.694897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (759.592398 sec): 3 clusters Score: Raw -169816.588651 + Penalty 758.480598 = -169058.108053 nChanged 1817 SP:Iteration 1F (759.656759 sec): 3 clusters Score: Raw -170866.452013 + Penalty 758.480598 = -170107.971414 nChanged 284 SP:Iteration 2F (759.708457 sec): 3 clusters Score: Raw -171027.942958 + Penalty 758.480598 = -170269.462360 nChanged 280 SP:Iteration 3F (759.761384 sec): 3 clusters Score: Raw -171208.644130 + Penalty 758.480598 = -170450.163532 nChanged 243 SP:Iteration 4F (759.804582 sec): 3 clusters Score: Raw -171357.206029 + Penalty 758.480598 = -170598.725430 nChanged 213 SP:Iteration 5F (759.862144 sec): 3 clusters Score: Raw -171475.642866 + Penalty 758.480598 = -170717.162268 nChanged 203 SP:Iteration 6Q (759.917252 sec): 3 clusters Score: Raw -171588.616231 + Penalty 758.480598 = -170830.135632 nChanged 178 SP:Iteration 7Q (759.972860 sec): 3 clusters Score: Raw -171698.938347 + Penalty 758.480598 = -170940.457748 nChanged 166 SP:Iteration 8Q (760.025252 sec): 3 clusters Score: Raw -171814.206208 + Penalty 758.480598 = -171055.725609 nChanged 141 SP:Iteration 9Q (760.080596 sec): 3 clusters Score: Raw -171894.379331 + Penalty 758.480598 = -171135.898733 nChanged 114 SP:Iteration 10Q (760.125530 sec): 3 clusters Score: Raw -171956.130638 + Penalty 758.480598 = -171197.650040 nChanged 94 SP:Iteration 11Q (760.187390 sec): 3 clusters Score: Raw -172007.435964 + Penalty 758.480598 = -171248.955366 nChanged 80 SP:Iteration 12Q (760.240359 sec): 3 clusters Score: Raw -172047.519428 + Penalty 758.480598 = -171289.038830 nChanged 57 SP:Iteration 13Q (760.293916 sec): 3 clusters Score: Raw -172070.526201 + Penalty 758.480598 = -171312.045603 nChanged 54 SP:Iteration 14Q (760.345367 sec): 3 clusters Score: Raw -172087.328318 + Penalty 758.480598 = -171328.847719 nChanged 43 SP:Iteration 15Q (760.390392 sec): 3 clusters Score: Raw -172100.426266 + Penalty 758.480598 = -171341.945667 nChanged 41 SP:Iteration 16Q (760.442096 sec): 3 clusters Score: Raw -172111.456484 + Penalty 758.480598 = -171352.975885 nChanged 37 SP:Iteration 17Q (760.488556 sec): 3 clusters Score: Raw -172123.244653 + Penalty 758.480598 = -171364.764054 nChanged 37 SP:Iteration 18Q (760.532817 sec): 3 clusters Score: Raw -172134.533847 + Penalty 758.480598 = -171376.053248 nChanged 33 SP:Iteration 19Q (760.588537 sec): 3 clusters Score: Raw -172147.494367 + Penalty 758.480598 = -171389.013768 nChanged 41 SP:Iteration 20F (760.634642 sec): 3 clusters Score: Raw -172165.230147 + Penalty 758.480598 = -171406.749549 nChanged 44 SP:Iteration 21Q (760.684337 sec): 3 clusters Score: Raw -172179.553460 + Penalty 758.480598 = -171421.072862 nChanged 40 SP:Iteration 22Q (760.730868 sec): 3 clusters Score: Raw -172193.813402 + Penalty 758.480598 = -171435.332803 nChanged 38 SP:Iteration 23Q (760.766373 sec): 3 clusters Score: Raw -172209.996951 + Penalty 758.480598 = -171451.516352 nChanged 36 SP:Iteration 24Q (760.819460 sec): 3 clusters Score: Raw -172221.281487 + Penalty 758.480598 = -171462.800888 nChanged 23 SP:Iteration 25Q (760.883797 sec): 3 clusters Score: Raw -172229.077692 + Penalty 758.480598 = -171470.597094 nChanged 22 SP:Iteration 26Q (760.941929 sec): 3 clusters Score: Raw -172235.307592 + Penalty 758.480598 = -171476.826994 nChanged 22 SP:Iteration 27Q (760.993577 sec): 3 clusters Score: Raw -172241.676147 + Penalty 758.480598 = -171483.195549 nChanged 13 SP:Iteration 28Q (761.045148 sec): 3 clusters Score: Raw -172246.734902 + Penalty 758.480598 = -171488.254304 nChanged 13 SP:Iteration 29Q (761.097464 sec): 3 clusters Score: Raw -172251.795250 + Penalty 758.480598 = -171493.314652 nChanged 12 SP:Iteration 30Q (761.146250 sec): 3 clusters Score: Raw -172255.722922 + Penalty 758.480598 = -171497.242324 nChanged 14 SP:Iteration 31Q (761.192928 sec): 3 clusters Score: Raw -172261.382799 + Penalty 758.480598 = -171502.902200 nChanged 20 SP:Iteration 32Q (761.243875 sec): 3 clusters Score: Raw -172269.610586 + Penalty 758.480598 = -171511.129987 nChanged 22 SP:Iteration 33Q (761.297350 sec): 3 clusters Score: Raw -172280.007237 + Penalty 758.480598 = -171521.526638 nChanged 13 SP:Iteration 34Q (761.345074 sec): 3 clusters Score: Raw -172285.499186 + Penalty 758.480598 = -171527.018587 nChanged 16 SP:Iteration 35Q (761.392923 sec): 3 clusters Score: Raw -172292.733463 + Penalty 758.480598 = -171534.252865 nChanged 20 SP:Iteration 36Q (761.442866 sec): 3 clusters Score: Raw -172300.792361 + Penalty 758.480598 = -171542.311763 nChanged 18 SP:Iteration 37Q (761.492581 sec): 3 clusters Score: Raw -172310.331620 + Penalty 758.480598 = -171551.851021 nChanged 13 SP:Iteration 38Q (761.548317 sec): 3 clusters Score: Raw -172319.456364 + Penalty 758.480598 = -171560.975765 nChanged 14 SP:Iteration 39Q (761.594591 sec): 3 clusters Score: Raw -172329.788912 + Penalty 758.480598 = -171571.308313 nChanged 17 SP:Iteration 40F (761.644801 sec): 3 clusters Score: Raw -172337.211034 + Penalty 758.480598 = -171578.730436 nChanged 19 SP:Iteration 41Q (761.688711 sec): 3 clusters Score: Raw -172344.693181 + Penalty 758.480598 = -171586.212582 nChanged 9 SP:Iteration 42Q (761.744222 sec): 3 clusters Score: Raw -172347.063930 + Penalty 758.480598 = -171588.583332 nChanged 4 SP:Iteration 43Q (761.795594 sec): 3 clusters Score: Raw -172347.551449 + Penalty 758.480598 = -171589.070850 nChanged 0 SP:Iteration 44F (761.849079 sec): 3 clusters Score: Raw -172347.551449 + Penalty 758.480598 = -171589.070850 nChanged 0 Trying to split cluster 38 (927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (761.874907 sec): 2 clusters Score: Raw -35117.786729 + Penalty 310.853887 = -34806.932841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (761.920522 sec): 3 clusters Score: Raw -34666.027698 + Penalty 621.707774 = -34044.319923 nChanged 362 SP:Iteration 1F (761.971182 sec): 3 clusters Score: Raw -34890.461511 + Penalty 621.707774 = -34268.753737 nChanged 79 SP:Iteration 2F (762.013035 sec): 3 clusters Score: Raw -34937.943885 + Penalty 621.707774 = -34316.236111 nChanged 39 SP:Iteration 3Q (762.054794 sec): 3 clusters Score: Raw -34959.344499 + Penalty 621.707774 = -34337.636725 nChanged 29 SP:Iteration 4Q (762.107379 sec): 3 clusters Score: Raw -34983.395590 + Penalty 621.707774 = -34361.687816 nChanged 29 SP:Iteration 5Q (762.157456 sec): 3 clusters Score: Raw -35011.740674 + Penalty 621.707774 = -34390.032900 nChanged 32 SP:Iteration 6Q (762.203413 sec): 3 clusters Score: Raw -35038.609349 + Penalty 621.707774 = -34416.901575 nChanged 32 SP:Iteration 7Q (762.247165 sec): 3 clusters Score: Raw -35066.912739 + Penalty 621.707774 = -34445.204965 nChanged 26 SP:Iteration 8Q (762.290097 sec): 3 clusters Score: Raw -35090.590468 + Penalty 621.707774 = -34468.882693 nChanged 21 SP:Iteration 9Q (762.330796 sec): 3 clusters Score: Raw -35107.164581 + Penalty 621.707774 = -34485.456807 nChanged 19 SP:Iteration 10Q (762.373864 sec): 3 clusters Score: Raw -35122.680818 + Penalty 621.707774 = -34500.973043 nChanged 15 SP:Iteration 11Q (762.417534 sec): 3 clusters Score: Raw -35127.856507 + Penalty 621.707774 = -34506.148733 nChanged 10 SP:Iteration 12Q (762.461184 sec): 3 clusters Score: Raw -35132.818719 + Penalty 621.707774 = -34511.110945 nChanged 10 SP:Iteration 13Q (762.504025 sec): 3 clusters Score: Raw -35136.395963 + Penalty 621.707774 = -34514.688189 nChanged 6 SP:Iteration 14Q (762.556000 sec): 3 clusters Score: Raw -35138.299269 + Penalty 621.707774 = -34516.591494 nChanged 6 SP:Iteration 15Q (762.600764 sec): 3 clusters Score: Raw -35140.886811 + Penalty 621.707774 = -34519.179036 nChanged 1 SP:Iteration 16Q (762.646717 sec): 3 clusters Score: Raw -35141.043830 + Penalty 621.707774 = -34519.336055 nChanged 1 SP:Iteration 17Q (762.687622 sec): 3 clusters Score: Raw -35141.466960 + Penalty 621.707774 = -34519.759186 nChanged 0 SP:Iteration 18F (762.733222 sec): 3 clusters Score: Raw -35141.466960 + Penalty 621.707774 = -34519.759186 nChanged 0 Trying to split cluster 39 (41658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (762.803176 sec): 2 clusters Score: Raw -1701770.809346 + Penalty 483.994816 = -1701286.814530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (762.890677 sec): 3 clusters Score: Raw -1674421.447557 + Penalty 967.989632 = -1673453.457925 nChanged 20161 SP:Iteration 1F (762.967356 sec): 3 clusters Score: Raw -1688245.002117 + Penalty 967.989632 = -1687277.012485 nChanged 2804 SP:Iteration 2F (763.057194 sec): 3 clusters Score: Raw -1689789.471881 + Penalty 967.989632 = -1688821.482249 nChanged 2691 SP:Iteration 3F (763.142775 sec): 3 clusters Score: Raw -1691303.381249 + Penalty 967.989632 = -1690335.391616 nChanged 2400 SP:Iteration 4F (763.225365 sec): 3 clusters Score: Raw -1692772.626273 + Penalty 967.989632 = -1691804.636641 nChanged 2138 SP:Iteration 5F (763.308311 sec): 3 clusters Score: Raw -1694292.619504 + Penalty 967.989632 = -1693324.629871 nChanged 1841 SP:Iteration 6Q (763.390327 sec): 3 clusters Score: Raw -1695745.021409 + Penalty 967.989632 = -1694777.031776 nChanged 1630 SP:Iteration 7Q (763.469725 sec): 3 clusters Score: Raw -1697005.224940 + Penalty 967.989632 = -1696037.235308 nChanged 1295 SP:Iteration 8Q (763.555108 sec): 3 clusters Score: Raw -1697844.873953 + Penalty 967.989632 = -1696876.884321 nChanged 1136 SP:Iteration 9Q (763.637460 sec): 3 clusters Score: Raw -1698478.130174 + Penalty 967.989632 = -1697510.140542 nChanged 977 SP:Iteration 10Q (763.718796 sec): 3 clusters Score: Raw -1699030.279663 + Penalty 967.989632 = -1698062.290031 nChanged 898 SP:Iteration 11Q (763.797717 sec): 3 clusters Score: Raw -1699556.946022 + Penalty 967.989632 = -1698588.956389 nChanged 839 SP:Iteration 12Q (763.879354 sec): 3 clusters Score: Raw -1700053.688662 + Penalty 967.989632 = -1699085.699030 nChanged 699 SP:Iteration 13Q (763.958272 sec): 3 clusters Score: Raw -1700441.526378 + Penalty 967.989632 = -1699473.536746 nChanged 554 SP:Iteration 14Q (764.035561 sec): 3 clusters Score: Raw -1700738.221224 + Penalty 967.989632 = -1699770.231592 nChanged 458 SP:Iteration 15Q (764.122329 sec): 3 clusters Score: Raw -1700980.063114 + Penalty 967.989632 = -1700012.073482 nChanged 380 SP:Iteration 16Q (764.203497 sec): 3 clusters Score: Raw -1701172.739714 + Penalty 967.989632 = -1700204.750082 nChanged 306 SP:Iteration 17Q (764.285846 sec): 3 clusters Score: Raw -1701324.634716 + Penalty 967.989632 = -1700356.645084 nChanged 267 SP:Iteration 18Q (764.367120 sec): 3 clusters Score: Raw -1701454.976960 + Penalty 967.989632 = -1700486.987327 nChanged 210 SP:Iteration 19Q (764.443643 sec): 3 clusters Score: Raw -1701555.290159 + Penalty 967.989632 = -1700587.300527 nChanged 182 SP:Iteration 20F (764.529519 sec): 3 clusters Score: Raw -1701644.602757 + Penalty 967.989632 = -1700676.613124 nChanged 153 SP:Iteration 21Q (764.605931 sec): 3 clusters Score: Raw -1701721.258078 + Penalty 967.989632 = -1700753.268446 nChanged 126 SP:Iteration 22Q (764.682416 sec): 3 clusters Score: Raw -1701777.142741 + Penalty 967.989632 = -1700809.153109 nChanged 88 SP:Iteration 23Q (764.749351 sec): 3 clusters Score: Raw -1701816.631164 + Penalty 967.989632 = -1700848.641532 nChanged 67 SP:Iteration 24Q (764.822903 sec): 3 clusters Score: Raw -1701849.058064 + Penalty 967.989632 = -1700881.068432 nChanged 60 SP:Iteration 25Q (764.908612 sec): 3 clusters Score: Raw -1701875.702229 + Penalty 967.989632 = -1700907.712596 nChanged 44 SP:Iteration 26Q (764.974871 sec): 3 clusters Score: Raw -1701892.477119 + Penalty 967.989632 = -1700924.487487 nChanged 41 SP:Iteration 27Q (765.053980 sec): 3 clusters Score: Raw -1701908.827231 + Penalty 967.989632 = -1700940.837599 nChanged 35 SP:Iteration 28Q (765.136991 sec): 3 clusters Score: Raw -1701921.969013 + Penalty 967.989632 = -1700953.979381 nChanged 43 SP:Iteration 29Q (765.210124 sec): 3 clusters Score: Raw -1701939.676324 + Penalty 967.989632 = -1700971.686692 nChanged 36 SP:Iteration 30Q (765.294934 sec): 3 clusters Score: Raw -1701951.879068 + Penalty 967.989632 = -1700983.889436 nChanged 24 SP:Iteration 31Q (765.365854 sec): 3 clusters Score: Raw -1701961.479673 + Penalty 967.989632 = -1700993.490041 nChanged 20 SP:Iteration 32Q (765.452171 sec): 3 clusters Score: Raw -1701969.743707 + Penalty 967.989632 = -1701001.754075 nChanged 11 SP:Iteration 33Q (765.522581 sec): 3 clusters Score: Raw -1701972.199323 + Penalty 967.989632 = -1701004.209691 nChanged 6 SP:Iteration 34Q (765.606047 sec): 3 clusters Score: Raw -1701974.742163 + Penalty 967.989632 = -1701006.752530 nChanged 8 SP:Iteration 35Q (765.670938 sec): 3 clusters Score: Raw -1701976.680760 + Penalty 967.989632 = -1701008.691128 nChanged 5 SP:Iteration 36Q (765.734767 sec): 3 clusters Score: Raw -1701977.687985 + Penalty 967.989632 = -1701009.698353 nChanged 2 SP:Iteration 37Q (765.819148 sec): 3 clusters Score: Raw -1701977.885767 + Penalty 967.989632 = -1701009.896135 nChanged 1 SP:Iteration 38Q (765.880853 sec): 3 clusters Score: Raw -1701977.970451 + Penalty 967.989632 = -1701009.980819 nChanged 1 SP:Iteration 39Q (765.959628 sec): 3 clusters Score: Raw -1701978.161640 + Penalty 967.989632 = -1701010.172008 nChanged 2 SP:Iteration 40F (766.035902 sec): 3 clusters Score: Raw -1701978.477359 + Penalty 967.989632 = -1701010.487727 nChanged 2 SP:Iteration 41Q (766.122314 sec): 3 clusters Score: Raw -1701978.666780 + Penalty 967.989632 = -1701010.677147 nChanged 0 SP:Iteration 42F (766.206102 sec): 3 clusters Score: Raw -1701978.666780 + Penalty 967.989632 = -1701010.677147 nChanged 0 Trying to split cluster 40 (5173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (766.228364 sec): 2 clusters Score: Raw -189737.371707 + Penalty 389.079967 = -189348.291740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (766.275508 sec): 3 clusters Score: Raw -186615.158302 + Penalty 778.159934 = -185836.998368 nChanged 2356 SP:Iteration 1F (766.329107 sec): 3 clusters Score: Raw -187998.707102 + Penalty 778.159934 = -187220.547168 nChanged 403 SP:Iteration 2F (766.386460 sec): 3 clusters Score: Raw -188226.298890 + Penalty 778.159934 = -187448.138956 nChanged 383 SP:Iteration 3F (766.432460 sec): 3 clusters Score: Raw -188465.117148 + Penalty 778.159934 = -187686.957214 nChanged 327 SP:Iteration 4F (766.488363 sec): 3 clusters Score: Raw -188717.295594 + Penalty 778.159934 = -187939.135659 nChanged 297 SP:Iteration 5F (766.544019 sec): 3 clusters Score: Raw -189010.256776 + Penalty 778.159934 = -188232.096842 nChanged 272 SP:Iteration 6F (766.587971 sec): 3 clusters Score: Raw -189262.252465 + Penalty 778.159934 = -188484.092530 nChanged 228 SP:Iteration 7Q (766.635599 sec): 3 clusters Score: Raw -189433.246849 + Penalty 778.159934 = -188655.086914 nChanged 183 SP:Iteration 8Q (766.683286 sec): 3 clusters Score: Raw -189537.093579 + Penalty 778.159934 = -188758.933644 nChanged 118 SP:Iteration 9Q (766.723679 sec): 3 clusters Score: Raw -189584.864992 + Penalty 778.159934 = -188806.705058 nChanged 79 SP:Iteration 10Q (766.780821 sec): 3 clusters Score: Raw -189615.737570 + Penalty 778.159934 = -188837.577636 nChanged 65 SP:Iteration 11Q (766.828947 sec): 3 clusters Score: Raw -189647.278759 + Penalty 778.159934 = -188869.118825 nChanged 62 SP:Iteration 12Q (766.871371 sec): 3 clusters Score: Raw -189669.835804 + Penalty 778.159934 = -188891.675870 nChanged 50 SP:Iteration 13Q (766.918071 sec): 3 clusters Score: Raw -189684.304250 + Penalty 778.159934 = -188906.144316 nChanged 42 SP:Iteration 14Q (766.960917 sec): 3 clusters Score: Raw -189694.143044 + Penalty 778.159934 = -188915.983110 nChanged 33 SP:Iteration 15Q (767.009453 sec): 3 clusters Score: Raw -189700.199938 + Penalty 778.159934 = -188922.040004 nChanged 26 SP:Iteration 16Q (767.070578 sec): 3 clusters Score: Raw -189704.913469 + Penalty 778.159934 = -188926.753535 nChanged 25 SP:Iteration 17Q (767.118159 sec): 3 clusters Score: Raw -189710.631495 + Penalty 778.159934 = -188932.471560 nChanged 24 SP:Iteration 18Q (767.165873 sec): 3 clusters Score: Raw -189714.172118 + Penalty 778.159934 = -188936.012184 nChanged 17 SP:Iteration 19Q (767.213437 sec): 3 clusters Score: Raw -189717.542843 + Penalty 778.159934 = -188939.382908 nChanged 28 SP:Iteration 20F (767.261070 sec): 3 clusters Score: Raw -189722.916533 + Penalty 778.159934 = -188944.756598 nChanged 30 SP:Iteration 21Q (767.314116 sec): 3 clusters Score: Raw -189726.702338 + Penalty 778.159934 = -188948.542403 nChanged 23 SP:Iteration 22Q (767.354092 sec): 3 clusters Score: Raw -189730.436538 + Penalty 778.159934 = -188952.276603 nChanged 27 SP:Iteration 23Q (767.416812 sec): 3 clusters Score: Raw -189735.723766 + Penalty 778.159934 = -188957.563832 nChanged 31 SP:Iteration 24Q (767.468501 sec): 3 clusters Score: Raw -189741.637107 + Penalty 778.159934 = -188963.477172 nChanged 33 SP:Iteration 25Q (767.521399 sec): 3 clusters Score: Raw -189748.319369 + Penalty 778.159934 = -188970.159435 nChanged 29 SP:Iteration 26Q (767.572809 sec): 3 clusters Score: Raw -189755.479220 + Penalty 778.159934 = -188977.319286 nChanged 34 SP:Iteration 27Q (767.625740 sec): 3 clusters Score: Raw -189761.790004 + Penalty 778.159934 = -188983.630069 nChanged 26 SP:Iteration 28Q (767.675711 sec): 3 clusters Score: Raw -189765.242486 + Penalty 778.159934 = -188987.082552 nChanged 16 SP:Iteration 29Q (767.728952 sec): 3 clusters Score: Raw -189767.668210 + Penalty 778.159934 = -188989.508276 nChanged 21 SP:Iteration 30Q (767.769035 sec): 3 clusters Score: Raw -189772.644192 + Penalty 778.159934 = -188994.484257 nChanged 31 SP:Iteration 31Q (767.823724 sec): 3 clusters Score: Raw -189779.941626 + Penalty 778.159934 = -189001.781691 nChanged 41 SP:Iteration 32Q (767.877244 sec): 3 clusters Score: Raw -189789.317143 + Penalty 778.159934 = -189011.157208 nChanged 44 SP:Iteration 33Q (767.936722 sec): 3 clusters Score: Raw -189802.130378 + Penalty 778.159934 = -189023.970443 nChanged 54 SP:Iteration 34Q (767.991504 sec): 3 clusters Score: Raw -189819.721574 + Penalty 778.159934 = -189041.561640 nChanged 64 SP:Iteration 35Q (768.040240 sec): 3 clusters Score: Raw -189839.611072 + Penalty 778.159934 = -189061.451137 nChanged 56 SP:Iteration 36Q (768.086758 sec): 3 clusters Score: Raw -189854.009107 + Penalty 778.159934 = -189075.849173 nChanged 51 SP:Iteration 37Q (768.136469 sec): 3 clusters Score: Raw -189871.174829 + Penalty 778.159934 = -189093.014895 nChanged 62 SP:Iteration 38Q (768.197213 sec): 3 clusters Score: Raw -189896.406420 + Penalty 778.159934 = -189118.246485 nChanged 69 SP:Iteration 39Q (768.248010 sec): 3 clusters Score: Raw -189920.139857 + Penalty 778.159934 = -189141.979923 nChanged 63 SP:Iteration 40F (768.291162 sec): 3 clusters Score: Raw -189943.347615 + Penalty 778.159934 = -189165.187681 nChanged 63 SP:Iteration 41Q (768.344155 sec): 3 clusters Score: Raw -189967.378622 + Penalty 778.159934 = -189189.218688 nChanged 65 SP:Iteration 42Q (768.396087 sec): 3 clusters Score: Raw -190000.897839 + Penalty 778.159934 = -189222.737904 nChanged 67 SP:Iteration 43Q (768.456020 sec): 3 clusters Score: Raw -190028.360807 + Penalty 778.159934 = -189250.200872 nChanged 65 SP:Iteration 44Q (768.500145 sec): 3 clusters Score: Raw -190055.288298 + Penalty 778.159934 = -189277.128364 nChanged 65 SP:Iteration 45Q (768.556510 sec): 3 clusters Score: Raw -190087.984009 + Penalty 778.159934 = -189309.824075 nChanged 72 SP:Iteration 46Q (768.596581 sec): 3 clusters Score: Raw -190122.199629 + Penalty 778.159934 = -189344.039694 nChanged 78 SP:Iteration 47Q (768.654325 sec): 3 clusters Score: Raw -190158.972167 + Penalty 778.159934 = -189380.812233 nChanged 58 SP:Iteration 48Q (768.700550 sec): 3 clusters Score: Raw -190181.658374 + Penalty 778.159934 = -189403.498440 nChanged 53 SP:Iteration 49Q (768.740898 sec): 3 clusters Score: Raw -190202.141711 + Penalty 778.159934 = -189423.981777 nChanged 44 SP:Iteration 50Q (768.789734 sec): 3 clusters Score: Raw -190216.170628 + Penalty 778.159934 = -189438.010694 nChanged 42 SP:Iteration 51Q (768.845710 sec): 3 clusters Score: Raw -190231.275155 + Penalty 778.159934 = -189453.115221 nChanged 47 SP:Iteration 52Q (768.901017 sec): 3 clusters Score: Raw -190244.181769 + Penalty 778.159934 = -189466.021834 nChanged 28 SP:Iteration 53Q (768.961109 sec): 3 clusters Score: Raw -190248.690389 + Penalty 778.159934 = -189470.530454 nChanged 9 SP:Iteration 54Q (769.002126 sec): 3 clusters Score: Raw -190249.434053 + Penalty 778.159934 = -189471.274119 nChanged 4 SP:Iteration 55Q (769.058185 sec): 3 clusters Score: Raw -190249.746089 + Penalty 778.159934 = -189471.586155 nChanged 4 SP:Iteration 56Q (769.112866 sec): 3 clusters Score: Raw -190249.954095 + Penalty 778.159934 = -189471.794161 nChanged 3 SP:Iteration 57Q (769.170616 sec): 3 clusters Score: Raw -190250.052358 + Penalty 778.159934 = -189471.892423 nChanged 3 SP:Iteration 58Q (769.222332 sec): 3 clusters Score: Raw -190250.183519 + Penalty 778.159934 = -189472.023584 nChanged 2 SP:Iteration 59Q (769.267088 sec): 3 clusters Score: Raw -190250.267698 + Penalty 778.159934 = -189472.107764 nChanged 0 SP:Iteration 60F (769.323571 sec): 3 clusters Score: Raw -190250.546283 + Penalty 778.159934 = -189472.386349 nChanged 1 SP:Iteration 61Q (769.379278 sec): 3 clusters Score: Raw -190250.657533 + Penalty 778.159934 = -189472.497599 nChanged 2 SP:Iteration 62Q (769.421079 sec): 3 clusters Score: Raw -190250.741520 + Penalty 778.159934 = -189472.581586 nChanged 3 SP:Iteration 63Q (769.480076 sec): 3 clusters Score: Raw -190250.857430 + Penalty 778.159934 = -189472.697495 nChanged 2 SP:Iteration 64Q (769.537382 sec): 3 clusters Score: Raw -190250.935540 + Penalty 778.159934 = -189472.775605 nChanged 0 SP:Iteration 65F (769.592222 sec): 3 clusters Score: Raw -190250.935540 + Penalty 778.159934 = -189472.775605 nChanged 0 Score: Raw -17392572.992152 + Penalty 26130.771747 = -17366442.220405 Splitting cluster 40 changes total score from -17366413.159787 to -17366442.220405 So it's getting split into cluster 44. Trying to split cluster 41 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (776.927444 sec): 2 clusters Score: Raw -15092.417967 + Penalty 276.740960 = -14815.677006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (776.969893 sec): 3 clusters Score: Raw -14908.825698 + Penalty 553.481921 = -14355.343777 nChanged 164 SP:Iteration 1F (777.006065 sec): 3 clusters Score: Raw -15055.472252 + Penalty 553.481921 = -14501.990331 nChanged 42 SP:Iteration 2F (777.052368 sec): 3 clusters Score: Raw -15111.861067 + Penalty 553.481921 = -14558.379146 nChanged 24 SP:Iteration 3F (777.101316 sec): 3 clusters Score: Raw -15145.849621 + Penalty 553.481921 = -14592.367700 nChanged 11 SP:Iteration 4Q (777.152743 sec): 3 clusters Score: Raw -15163.769703 + Penalty 553.481921 = -14610.287782 nChanged 14 SP:Iteration 5Q (777.193205 sec): 3 clusters Score: Raw -15186.480389 + Penalty 553.481921 = -14632.998468 nChanged 11 SP:Iteration 6Q (777.246328 sec): 3 clusters Score: Raw -15195.686396 + Penalty 553.481921 = -14642.204475 nChanged 7 SP:Iteration 7Q (777.290373 sec): 3 clusters Score: Raw -15201.421036 + Penalty 553.481921 = -14647.939115 nChanged 2 SP:Iteration 8Q (777.338730 sec): 3 clusters Score: Raw -15203.782337 + Penalty 553.481921 = -14650.300416 nChanged 1 SP:Iteration 9Q (777.384314 sec): 3 clusters Score: Raw -15205.144728 + Penalty 553.481921 = -14651.662808 nChanged 2 SP:Iteration 10Q (777.430797 sec): 3 clusters Score: Raw -15206.719112 + Penalty 553.481921 = -14653.237191 nChanged 2 SP:Iteration 11Q (777.486932 sec): 3 clusters Score: Raw -15207.636419 + Penalty 553.481921 = -14654.154498 nChanged 1 SP:Iteration 12Q (777.531874 sec): 3 clusters Score: Raw -15207.948940 + Penalty 553.481921 = -14654.467019 nChanged 1 SP:Iteration 13Q (777.574263 sec): 3 clusters Score: Raw -15208.503802 + Penalty 553.481921 = -14655.021882 nChanged 1 SP:Iteration 14Q (777.631183 sec): 3 clusters Score: Raw -15211.702246 + Penalty 553.481921 = -14658.220325 nChanged 2 SP:Iteration 15Q (777.677602 sec): 3 clusters Score: Raw -15212.423451 + Penalty 553.481921 = -14658.941531 nChanged 0 SP:Iteration 16F (777.716848 sec): 3 clusters Score: Raw -15212.423451 + Penalty 553.481921 = -14658.941531 nChanged 0 Trying to split cluster 42 (29798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (777.774704 sec): 2 clusters Score: Raw -1185828.636241 + Penalty 468.749943 = -1185359.886298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (777.848601 sec): 3 clusters Score: Raw -1166405.434014 + Penalty 937.499887 = -1165467.934127 nChanged 14339 SP:Iteration 1F (777.920575 sec): 3 clusters Score: Raw -1175627.569167 + Penalty 937.499887 = -1174690.069280 nChanged 2086 SP:Iteration 2F (777.991216 sec): 3 clusters Score: Raw -1176915.520619 + Penalty 937.499887 = -1175978.020732 nChanged 2320 SP:Iteration 3F (778.066409 sec): 3 clusters Score: Raw -1178642.278304 + Penalty 937.499887 = -1177704.778417 nChanged 2219 SP:Iteration 4F (778.140040 sec): 3 clusters Score: Raw -1180542.890006 + Penalty 937.499887 = -1179605.390119 nChanged 1895 SP:Iteration 5F (778.212743 sec): 3 clusters Score: Raw -1182262.959519 + Penalty 937.499887 = -1181325.459632 nChanged 1326 SP:Iteration 6Q (778.285251 sec): 3 clusters Score: Raw -1183461.209952 + Penalty 937.499887 = -1182523.710066 nChanged 873 SP:Iteration 7Q (778.344957 sec): 3 clusters Score: Raw -1184192.777235 + Penalty 937.499887 = -1183255.277349 nChanged 610 SP:Iteration 8Q (778.420226 sec): 3 clusters Score: Raw -1184658.500960 + Penalty 937.499887 = -1183721.001073 nChanged 442 SP:Iteration 9Q (778.493883 sec): 3 clusters Score: Raw -1184957.011696 + Penalty 937.499887 = -1184019.511809 nChanged 328 SP:Iteration 10Q (778.573551 sec): 3 clusters Score: Raw -1185147.057890 + Penalty 937.499887 = -1184209.558004 nChanged 254 SP:Iteration 11Q (778.639547 sec): 3 clusters Score: Raw -1185278.419344 + Penalty 937.499887 = -1184340.919457 nChanged 228 SP:Iteration 12Q (778.706876 sec): 3 clusters Score: Raw -1185405.488402 + Penalty 937.499887 = -1184467.988516 nChanged 208 SP:Iteration 13Q (778.762814 sec): 3 clusters Score: Raw -1185527.931431 + Penalty 937.499887 = -1184590.431545 nChanged 169 SP:Iteration 14Q (778.830897 sec): 3 clusters Score: Raw -1185621.756632 + Penalty 937.499887 = -1184684.256745 nChanged 153 SP:Iteration 15Q (778.902074 sec): 3 clusters Score: Raw -1185714.856102 + Penalty 937.499887 = -1184777.356216 nChanged 115 SP:Iteration 16Q (778.971457 sec): 3 clusters Score: Raw -1185776.298453 + Penalty 937.499887 = -1184838.798566 nChanged 91 SP:Iteration 17Q (779.026964 sec): 3 clusters Score: Raw -1185819.907715 + Penalty 937.499887 = -1184882.407829 nChanged 60 SP:Iteration 18Q (779.103926 sec): 3 clusters Score: Raw -1185845.468235 + Penalty 937.499887 = -1184907.968349 nChanged 50 SP:Iteration 19Q (779.158663 sec): 3 clusters Score: Raw -1185864.791730 + Penalty 937.499887 = -1184927.291843 nChanged 29 SP:Iteration 20F (779.232980 sec): 3 clusters Score: Raw -1185874.827270 + Penalty 937.499887 = -1184937.327383 nChanged 28 SP:Iteration 21Q (779.301450 sec): 3 clusters Score: Raw -1185885.324097 + Penalty 937.499887 = -1184947.824210 nChanged 23 SP:Iteration 22Q (779.373999 sec): 3 clusters Score: Raw -1185895.222036 + Penalty 937.499887 = -1184957.722149 nChanged 19 SP:Iteration 23Q (779.441654 sec): 3 clusters Score: Raw -1185902.144595 + Penalty 937.499887 = -1184964.644709 nChanged 13 SP:Iteration 24Q (779.509905 sec): 3 clusters Score: Raw -1185907.086599 + Penalty 937.499887 = -1184969.586712 nChanged 13 SP:Iteration 25Q (779.578427 sec): 3 clusters Score: Raw -1185912.102295 + Penalty 937.499887 = -1184974.602408 nChanged 17 SP:Iteration 26Q (779.643781 sec): 3 clusters Score: Raw -1185920.896482 + Penalty 937.499887 = -1184983.396596 nChanged 13 SP:Iteration 27Q (779.717583 sec): 3 clusters Score: Raw -1185928.084458 + Penalty 937.499887 = -1184990.584571 nChanged 12 SP:Iteration 28Q (779.782339 sec): 3 clusters Score: Raw -1185937.709751 + Penalty 937.499887 = -1185000.209865 nChanged 18 SP:Iteration 29Q (779.851620 sec): 3 clusters Score: Raw -1185947.903256 + Penalty 937.499887 = -1185010.403369 nChanged 15 SP:Iteration 30Q (779.920082 sec): 3 clusters Score: Raw -1185953.230195 + Penalty 937.499887 = -1185015.730308 nChanged 4 SP:Iteration 31Q (779.986421 sec): 3 clusters Score: Raw -1185954.859434 + Penalty 937.499887 = -1185017.359547 nChanged 4 SP:Iteration 32Q (780.054096 sec): 3 clusters Score: Raw -1185955.944112 + Penalty 937.499887 = -1185018.444225 nChanged 4 SP:Iteration 33Q (780.122751 sec): 3 clusters Score: Raw -1185956.617032 + Penalty 937.499887 = -1185019.117145 nChanged 1 SP:Iteration 34Q (780.191933 sec): 3 clusters Score: Raw -1185956.722605 + Penalty 937.499887 = -1185019.222718 nChanged 1 SP:Iteration 35Q (780.260678 sec): 3 clusters Score: Raw -1185957.213931 + Penalty 937.499887 = -1185019.714044 nChanged 2 SP:Iteration 36Q (780.318982 sec): 3 clusters Score: Raw -1185957.480216 + Penalty 937.499887 = -1185019.980329 nChanged 1 SP:Iteration 37Q (780.398627 sec): 3 clusters Score: Raw -1185958.013241 + Penalty 937.499887 = -1185020.513355 nChanged 2 SP:Iteration 38Q (780.467467 sec): 3 clusters Score: Raw -1185960.446497 + Penalty 937.499887 = -1185022.946610 nChanged 2 SP:Iteration 39Q (780.533946 sec): 3 clusters Score: Raw -1185962.012702 + Penalty 937.499887 = -1185024.512815 nChanged 4 SP:Iteration 40F (780.591057 sec): 3 clusters Score: Raw -1185965.649773 + Penalty 937.499887 = -1185028.149887 nChanged 6 SP:Iteration 41Q (780.664961 sec): 3 clusters Score: Raw -1185968.277856 + Penalty 937.499887 = -1185030.777969 nChanged 6 SP:Iteration 42Q (780.737755 sec): 3 clusters Score: Raw -1185970.350983 + Penalty 937.499887 = -1185032.851096 nChanged 6 SP:Iteration 43Q (780.807090 sec): 3 clusters Score: Raw -1185971.362924 + Penalty 937.499887 = -1185033.863038 nChanged 2 SP:Iteration 44Q (780.872271 sec): 3 clusters Score: Raw -1185971.925508 + Penalty 937.499887 = -1185034.425621 nChanged 1 SP:Iteration 45Q (780.943510 sec): 3 clusters Score: Raw -1185972.029694 + Penalty 937.499887 = -1185034.529808 nChanged 1 SP:Iteration 46Q (781.014952 sec): 3 clusters Score: Raw -1185972.285185 + Penalty 937.499887 = -1185034.785298 nChanged 0 SP:Iteration 47F (781.079175 sec): 3 clusters Score: Raw -1185972.285185 + Penalty 937.499887 = -1185034.785298 nChanged 0 Iteration 99Q (785.545058 sec): 45 clusters Score: Raw -17393803.077512 + Penalty 26130.771747 = -17367672.305765 nChanged 2731 Iteration 100F (792.756908 sec): 45 clusters Score: Raw -17394648.385100 + Penalty 26130.771747 = -17368517.613353 nChanged 2184 Iteration 101Q (796.640505 sec): 45 clusters Score: Raw -17394971.396088 + Penalty 26130.771747 = -17368840.624341 nChanged 1396 Iteration 102Q (800.580797 sec): 45 clusters Score: Raw -17395123.770639 + Penalty 26130.771747 = -17368992.998892 nChanged 1112 Iteration 103Q (804.227505 sec): 45 clusters Score: Raw -17395214.097899 + Penalty 26130.771747 = -17369083.326152 nChanged 876 Iteration 104Q (807.621340 sec): 45 clusters Score: Raw -17395271.904643 + Penalty 26130.771747 = -17369141.132896 nChanged 737 Iteration 105Q (811.370788 sec): 45 clusters Score: Raw -17395314.515106 + Penalty 26130.771747 = -17369183.743359 nChanged 663 Iteration 106Q (815.015994 sec): 45 clusters Score: Raw -17395354.082759 + Penalty 26130.771747 = -17369223.311012 nChanged 632 Iteration 107Q (818.633219 sec): 45 clusters Score: Raw -17395390.284826 + Penalty 26130.771747 = -17369259.513079 nChanged 583 Iteration 108Q (822.357436 sec): 45 clusters Score: Raw -17395418.821820 + Penalty 26130.771747 = -17369288.050073 nChanged 503 Iteration 109Q (826.033935 sec): 45 clusters Score: Raw -17395439.886122 + Penalty 26130.771747 = -17369309.114375 nChanged 438 Iteration 110Q (829.735407 sec): 45 clusters Score: Raw -17395458.697281 + Penalty 26130.771747 = -17369327.925535 nChanged 393 Iteration 111Q (833.366123 sec): 45 clusters Score: Raw -17395474.697866 + Penalty 26130.771747 = -17369343.926119 nChanged 364 Iteration 112Q (837.369090 sec): 45 clusters Score: Raw -17395490.054452 + Penalty 26130.771747 = -17369359.282705 nChanged 360 Iteration 113Q (841.265314 sec): 45 clusters Score: Raw -17395502.150913 + Penalty 26130.771747 = -17369371.379167 nChanged 331 Iteration 114Q (845.329967 sec): 45 clusters Score: Raw -17395514.457168 + Penalty 26130.771747 = -17369383.685422 nChanged 332 Iteration 115Q (849.363301 sec): 45 clusters Score: Raw -17395526.729816 + Penalty 26130.771747 = -17369395.958069 nChanged 321 Iteration 116Q (853.202756 sec): 45 clusters Score: Raw -17395537.381453 + Penalty 26130.771747 = -17369406.609706 nChanged 275 Iteration 117Q (857.033959 sec): 45 clusters Score: Raw -17395547.342577 + Penalty 26130.771747 = -17369416.570830 nChanged 278 Iteration 118Q (860.865212 sec): 45 clusters Score: Raw -17395558.843740 + Penalty 26130.771747 = -17369428.071993 nChanged 281 Iteration 119Q (864.691889 sec): 45 clusters Score: Raw -17395570.585854 + Penalty 26130.771747 = -17369439.814107 nChanged 276 Iteration 120F (871.997905 sec): 45 clusters Score: Raw -17395582.529692 + Penalty 26130.771747 = -17369451.757946 nChanged 290 Iteration 121Q (876.147009 sec): 45 clusters Score: Raw -17395594.343300 + Penalty 26130.771747 = -17369463.571553 nChanged 279 Iteration 122Q (879.971277 sec): 45 clusters Score: Raw -17395603.845617 + Penalty 26130.771747 = -17369473.073870 nChanged 270 Iteration 123Q (883.883603 sec): 45 clusters Score: Raw -17395612.412123 + Penalty 26130.771747 = -17369481.640376 nChanged 238 Iteration 124Q (887.554378 sec): 45 clusters Score: Raw -17395620.287420 + Penalty 26130.771747 = -17369489.515674 nChanged 230 Iteration 125Q (891.516623 sec): 45 clusters Score: Raw -17395627.944901 + Penalty 26130.771747 = -17369497.173155 nChanged 230 Iteration 126Q (895.837721 sec): 45 clusters Score: Raw -17395635.006000 + Penalty 26130.771747 = -17369504.234253 nChanged 232 Iteration 127Q (900.078353 sec): 45 clusters Score: Raw -17395641.688343 + Penalty 26130.771747 = -17369510.916596 nChanged 197 Iteration 128Q (904.204006 sec): 45 clusters Score: Raw -17395647.275551 + Penalty 26130.771747 = -17369516.503804 nChanged 194 Iteration 129Q (908.475615 sec): 45 clusters Score: Raw -17395652.176914 + Penalty 26130.771747 = -17369521.405167 nChanged 163 Iteration 130Q (912.571770 sec): 45 clusters Score: Raw -17395655.870907 + Penalty 26130.771747 = -17369525.099160 nChanged 153 Iteration 131Q (916.577419 sec): 45 clusters Score: Raw -17395659.009505 + Penalty 26130.771747 = -17369528.237758 nChanged 142 Iteration 132Q (920.835606 sec): 45 clusters Score: Raw -17395661.833631 + Penalty 26130.771747 = -17369531.061884 nChanged 112 Iteration 133Q (925.026334 sec): 45 clusters Score: Raw -17395664.565245 + Penalty 26130.771747 = -17369533.793499 nChanged 117 Iteration 134Q (928.829227 sec): 45 clusters Score: Raw -17395667.654748 + Penalty 26130.771747 = -17369536.883001 nChanged 116 Iteration 135Q (933.266529 sec): 45 clusters Score: Raw -17395670.513587 + Penalty 26130.771747 = -17369539.741840 nChanged 88 Iteration 136Q (937.874184 sec): 45 clusters Score: Raw -17395672.609876 + Penalty 26130.771747 = -17369541.838129 nChanged 88 Iteration 137Q (942.255205 sec): 45 clusters Score: Raw -17395674.473720 + Penalty 26130.771747 = -17369543.701973 nChanged 87 Iteration 138Q (946.741691 sec): 45 clusters Score: Raw -17395675.948653 + Penalty 26130.771747 = -17369545.176906 nChanged 85 Writing temp clu file Because OldScore, -17369543.701973, is greater than current (better) Score,-17369545.176906 Compute initial score before splitting: Score: Raw -17395675.948653 + Penalty 26130.771747 = -17369545.176906 Trying to split cluster 1 (1934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (946.928642 sec): 2 clusters Score: Raw -70239.548366 + Penalty 344.314228 = -69895.234138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (946.979791 sec): 3 clusters Score: Raw -69189.153828 + Penalty 688.628457 = -68500.525371 nChanged 826 SP:Iteration 1F (947.016916 sec): 3 clusters Score: Raw -69702.852929 + Penalty 688.628457 = -69014.224472 nChanged 151 SP:Iteration 2F (947.074123 sec): 3 clusters Score: Raw -69804.115474 + Penalty 688.628457 = -69115.487017 nChanged 122 SP:Iteration 3F (947.128890 sec): 3 clusters Score: Raw -69879.551091 + Penalty 688.628457 = -69190.922634 nChanged 109 SP:Iteration 4F (947.178524 sec): 3 clusters Score: Raw -69949.646218 + Penalty 688.628457 = -69261.017762 nChanged 100 SP:Iteration 5F (947.228225 sec): 3 clusters Score: Raw -70015.668681 + Penalty 688.628457 = -69327.040224 nChanged 78 SP:Iteration 6Q (947.269407 sec): 3 clusters Score: Raw -70074.743302 + Penalty 688.628457 = -69386.114845 nChanged 81 SP:Iteration 7Q (947.319303 sec): 3 clusters Score: Raw -70141.853436 + Penalty 688.628457 = -69453.224979 nChanged 62 SP:Iteration 8Q (947.367468 sec): 3 clusters Score: Raw -70189.419579 + Penalty 688.628457 = -69500.791123 nChanged 49 SP:Iteration 9Q (947.415005 sec): 3 clusters Score: Raw -70219.986774 + Penalty 688.628457 = -69531.358318 nChanged 37 SP:Iteration 10Q (947.463996 sec): 3 clusters Score: Raw -70246.327650 + Penalty 688.628457 = -69557.699194 nChanged 38 SP:Iteration 11Q (947.517855 sec): 3 clusters Score: Raw -70269.455928 + Penalty 688.628457 = -69580.827471 nChanged 28 SP:Iteration 12Q (947.562321 sec): 3 clusters Score: Raw -70286.093852 + Penalty 688.628457 = -69597.465395 nChanged 15 SP:Iteration 13Q (947.619639 sec): 3 clusters Score: Raw -70292.944755 + Penalty 688.628457 = -69604.316298 nChanged 10 SP:Iteration 14Q (947.674287 sec): 3 clusters Score: Raw -70298.432347 + Penalty 688.628457 = -69609.803890 nChanged 9 SP:Iteration 15Q (947.717284 sec): 3 clusters Score: Raw -70302.150292 + Penalty 688.628457 = -69613.521836 nChanged 6 SP:Iteration 16Q (947.762853 sec): 3 clusters Score: Raw -70304.148537 + Penalty 688.628457 = -69615.520080 nChanged 8 SP:Iteration 17Q (947.812724 sec): 3 clusters Score: Raw -70308.295962 + Penalty 688.628457 = -69619.667505 nChanged 8 SP:Iteration 18Q (947.870368 sec): 3 clusters Score: Raw -70312.388482 + Penalty 688.628457 = -69623.760025 nChanged 8 SP:Iteration 19Q (947.918723 sec): 3 clusters Score: Raw -70316.363619 + Penalty 688.628457 = -69627.735163 nChanged 5 SP:Iteration 20F (947.964472 sec): 3 clusters Score: Raw -70318.049172 + Penalty 688.628457 = -69629.420716 nChanged 1 SP:Iteration 21Q (948.016181 sec): 3 clusters Score: Raw -70318.346994 + Penalty 688.628457 = -69629.718538 nChanged 0 SP:Iteration 22F (948.069460 sec): 3 clusters Score: Raw -70318.346994 + Penalty 688.628457 = -69629.718538 nChanged 0 Trying to split cluster 2 (4712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (948.091997 sec): 2 clusters Score: Raw -183575.696698 + Penalty 384.832982 = -183190.863717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (948.155412 sec): 3 clusters Score: Raw -180753.993056 + Penalty 769.665963 = -179984.327093 nChanged 2149 SP:Iteration 1F (948.204918 sec): 3 clusters Score: Raw -182147.713698 + Penalty 769.665963 = -181378.047735 nChanged 393 SP:Iteration 2F (948.257722 sec): 3 clusters Score: Raw -182477.685356 + Penalty 769.665963 = -181708.019393 nChanged 379 SP:Iteration 3F (948.310454 sec): 3 clusters Score: Raw -182773.321312 + Penalty 769.665963 = -182003.655349 nChanged 280 SP:Iteration 4F (948.366343 sec): 3 clusters Score: Raw -182970.514623 + Penalty 769.665963 = -182200.848660 nChanged 222 SP:Iteration 5Q (948.417312 sec): 3 clusters Score: Raw -183113.936932 + Penalty 769.665963 = -182344.270969 nChanged 165 SP:Iteration 6Q (948.464651 sec): 3 clusters Score: Raw -183214.541937 + Penalty 769.665963 = -182444.875974 nChanged 135 SP:Iteration 7Q (948.523330 sec): 3 clusters Score: Raw -183295.605529 + Penalty 769.665963 = -182525.939566 nChanged 100 SP:Iteration 8Q (948.576682 sec): 3 clusters Score: Raw -183340.263665 + Penalty 769.665963 = -182570.597702 nChanged 70 SP:Iteration 9Q (948.626823 sec): 3 clusters Score: Raw -183376.072197 + Penalty 769.665963 = -182606.406234 nChanged 59 SP:Iteration 10Q (948.683465 sec): 3 clusters Score: Raw -183403.999852 + Penalty 769.665963 = -182634.333889 nChanged 47 SP:Iteration 11Q (948.734770 sec): 3 clusters Score: Raw -183428.024474 + Penalty 769.665963 = -182658.358511 nChanged 49 SP:Iteration 12Q (948.773568 sec): 3 clusters Score: Raw -183450.015501 + Penalty 769.665963 = -182680.349538 nChanged 54 SP:Iteration 13Q (948.826197 sec): 3 clusters Score: Raw -183473.123647 + Penalty 769.665963 = -182703.457684 nChanged 38 SP:Iteration 14Q (948.880422 sec): 3 clusters Score: Raw -183486.749118 + Penalty 769.665963 = -182717.083155 nChanged 32 SP:Iteration 15Q (948.928953 sec): 3 clusters Score: Raw -183496.044965 + Penalty 769.665963 = -182726.379002 nChanged 32 SP:Iteration 16Q (948.976805 sec): 3 clusters Score: Raw -183506.037005 + Penalty 769.665963 = -182736.371042 nChanged 35 SP:Iteration 17Q (949.020407 sec): 3 clusters Score: Raw -183515.677511 + Penalty 769.665963 = -182746.011548 nChanged 29 SP:Iteration 18Q (949.078487 sec): 3 clusters Score: Raw -183525.035588 + Penalty 769.665963 = -182755.369625 nChanged 30 SP:Iteration 19Q (949.119617 sec): 3 clusters Score: Raw -183535.593390 + Penalty 769.665963 = -182765.927427 nChanged 36 SP:Iteration 20F (949.179757 sec): 3 clusters Score: Raw -183551.658749 + Penalty 769.665963 = -182781.992786 nChanged 30 SP:Iteration 21Q (949.222637 sec): 3 clusters Score: Raw -183564.159648 + Penalty 769.665963 = -182794.493685 nChanged 28 SP:Iteration 22Q (949.281006 sec): 3 clusters Score: Raw -183575.677032 + Penalty 769.665963 = -182806.011069 nChanged 29 SP:Iteration 23Q (949.324931 sec): 3 clusters Score: Raw -183588.229709 + Penalty 769.665963 = -182818.563746 nChanged 31 SP:Iteration 24Q (949.384507 sec): 3 clusters Score: Raw -183609.397585 + Penalty 769.665963 = -182839.731622 nChanged 37 SP:Iteration 25Q (949.429452 sec): 3 clusters Score: Raw -183628.676867 + Penalty 769.665963 = -182859.010904 nChanged 30 SP:Iteration 26Q (949.483058 sec): 3 clusters Score: Raw -183650.986804 + Penalty 769.665963 = -182881.320841 nChanged 35 SP:Iteration 27Q (949.528959 sec): 3 clusters Score: Raw -183673.882454 + Penalty 769.665963 = -182904.216491 nChanged 20 SP:Iteration 28Q (949.584597 sec): 3 clusters Score: Raw -183683.591887 + Penalty 769.665963 = -182913.925924 nChanged 12 SP:Iteration 29Q (949.642452 sec): 3 clusters Score: Raw -183689.160163 + Penalty 769.665963 = -182919.494200 nChanged 10 SP:Iteration 30Q (949.695332 sec): 3 clusters Score: Raw -183696.898426 + Penalty 769.665963 = -182927.232463 nChanged 13 SP:Iteration 31Q (949.744306 sec): 3 clusters Score: Raw -183708.907482 + Penalty 769.665963 = -182939.241519 nChanged 9 SP:Iteration 32Q (949.780645 sec): 3 clusters Score: Raw -183713.999618 + Penalty 769.665963 = -182944.333655 nChanged 9 SP:Iteration 33Q (949.826718 sec): 3 clusters Score: Raw -183717.303635 + Penalty 769.665963 = -182947.637672 nChanged 10 SP:Iteration 34Q (949.879531 sec): 3 clusters Score: Raw -183723.092764 + Penalty 769.665963 = -182953.426801 nChanged 12 SP:Iteration 35Q (949.918681 sec): 3 clusters Score: Raw -183729.347656 + Penalty 769.665963 = -182959.681693 nChanged 16 SP:Iteration 36Q (949.969423 sec): 3 clusters Score: Raw -183734.889469 + Penalty 769.665963 = -182965.223506 nChanged 8 SP:Iteration 37Q (950.021541 sec): 3 clusters Score: Raw -183738.100473 + Penalty 769.665963 = -182968.434510 nChanged 11 SP:Iteration 38Q (950.071194 sec): 3 clusters Score: Raw -183743.536317 + Penalty 769.665963 = -182973.870354 nChanged 10 SP:Iteration 39Q (950.122148 sec): 3 clusters Score: Raw -183748.044912 + Penalty 769.665963 = -182978.378949 nChanged 7 SP:Iteration 40F (950.162198 sec): 3 clusters Score: Raw -183752.243655 + Penalty 769.665963 = -182982.577692 nChanged 7 SP:Iteration 41Q (950.216106 sec): 3 clusters Score: Raw -183755.060375 + Penalty 769.665963 = -182985.394412 nChanged 6 SP:Iteration 42Q (950.270024 sec): 3 clusters Score: Raw -183757.782855 + Penalty 769.665963 = -182988.116892 nChanged 5 SP:Iteration 43Q (950.324055 sec): 3 clusters Score: Raw -183759.643599 + Penalty 769.665963 = -182989.977636 nChanged 5 SP:Iteration 44Q (950.374892 sec): 3 clusters Score: Raw -183763.139942 + Penalty 769.665963 = -182993.473979 nChanged 3 SP:Iteration 45Q (950.427993 sec): 3 clusters Score: Raw -183765.540675 + Penalty 769.665963 = -182995.874712 nChanged 1 SP:Iteration 46Q (950.472078 sec): 3 clusters Score: Raw -183765.729925 + Penalty 769.665963 = -182996.063962 nChanged 1 SP:Iteration 47Q (950.523156 sec): 3 clusters Score: Raw -183766.226502 + Penalty 769.665963 = -182996.560539 nChanged 1 SP:Iteration 48Q (950.578740 sec): 3 clusters Score: Raw -183766.423519 + Penalty 769.665963 = -182996.757556 nChanged 0 SP:Iteration 49F (950.617263 sec): 3 clusters Score: Raw -183766.423519 + Penalty 769.665963 = -182996.757556 nChanged 0 Trying to split cluster 3 (28972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (950.682159 sec): 2 clusters Score: Raw -1188466.883231 + Penalty 467.470873 = -1187999.412358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (950.756480 sec): 3 clusters Score: Raw -1169639.039925 + Penalty 934.941746 = -1168704.098179 nChanged 13961 SP:Iteration 1F (950.838407 sec): 3 clusters Score: Raw -1177815.649089 + Penalty 934.941746 = -1176880.707342 nChanged 1446 SP:Iteration 2Q (950.925611 sec): 3 clusters Score: Raw -1178423.430243 + Penalty 934.941746 = -1177488.488497 nChanged 1791 SP:Iteration 3F (951.005169 sec): 3 clusters Score: Raw -1179452.097248 + Penalty 934.941746 = -1178517.155501 nChanged 2138 SP:Iteration 4F (951.084658 sec): 3 clusters Score: Raw -1181012.945338 + Penalty 934.941746 = -1180078.003592 nChanged 2265 SP:Iteration 5F (951.156112 sec): 3 clusters Score: Raw -1183032.967856 + Penalty 934.941746 = -1182098.026110 nChanged 1874 SP:Iteration 6F (951.219965 sec): 3 clusters Score: Raw -1184840.996019 + Penalty 934.941746 = -1183906.054273 nChanged 1289 SP:Iteration 7Q (951.302165 sec): 3 clusters Score: Raw -1185922.117727 + Penalty 934.941746 = -1184987.175981 nChanged 810 SP:Iteration 8Q (951.381793 sec): 3 clusters Score: Raw -1186376.745033 + Penalty 934.941746 = -1185441.803287 nChanged 506 SP:Iteration 9Q (951.452657 sec): 3 clusters Score: Raw -1186626.729824 + Penalty 934.941746 = -1185691.788077 nChanged 435 SP:Iteration 10Q (951.524188 sec): 3 clusters Score: Raw -1186820.410977 + Penalty 934.941746 = -1185885.469230 nChanged 398 SP:Iteration 11Q (951.587376 sec): 3 clusters Score: Raw -1186996.042620 + Penalty 934.941746 = -1186061.100874 nChanged 368 SP:Iteration 12Q (951.674428 sec): 3 clusters Score: Raw -1187152.972474 + Penalty 934.941746 = -1186218.030728 nChanged 346 SP:Iteration 13Q (951.747986 sec): 3 clusters Score: Raw -1187302.309554 + Penalty 934.941746 = -1186367.367807 nChanged 337 SP:Iteration 14Q (951.818081 sec): 3 clusters Score: Raw -1187459.998727 + Penalty 934.941746 = -1186525.056980 nChanged 314 SP:Iteration 15Q (951.893192 sec): 3 clusters Score: Raw -1187592.761570 + Penalty 934.941746 = -1186657.819824 nChanged 297 SP:Iteration 16Q (951.962542 sec): 3 clusters Score: Raw -1187712.177613 + Penalty 934.941746 = -1186777.235867 nChanged 267 SP:Iteration 17Q (952.032159 sec): 3 clusters Score: Raw -1187816.703337 + Penalty 934.941746 = -1186881.761590 nChanged 240 SP:Iteration 18Q (952.109082 sec): 3 clusters Score: Raw -1187904.398680 + Penalty 934.941746 = -1186969.456934 nChanged 206 SP:Iteration 19Q (952.176290 sec): 3 clusters Score: Raw -1187976.022645 + Penalty 934.941746 = -1187041.080898 nChanged 203 SP:Iteration 20F (952.241189 sec): 3 clusters Score: Raw -1188042.354328 + Penalty 934.941746 = -1187107.412582 nChanged 173 SP:Iteration 21Q (952.311593 sec): 3 clusters Score: Raw -1188092.568953 + Penalty 934.941746 = -1187157.627206 nChanged 146 SP:Iteration 22Q (952.392540 sec): 3 clusters Score: Raw -1188134.071773 + Penalty 934.941746 = -1187199.130026 nChanged 150 SP:Iteration 23Q (952.464298 sec): 3 clusters Score: Raw -1188177.263380 + Penalty 934.941746 = -1187242.321634 nChanged 147 SP:Iteration 24Q (952.536501 sec): 3 clusters Score: Raw -1188221.716147 + Penalty 934.941746 = -1187286.774400 nChanged 128 SP:Iteration 25Q (952.610389 sec): 3 clusters Score: Raw -1188261.286111 + Penalty 934.941746 = -1187326.344364 nChanged 116 SP:Iteration 26Q (952.673758 sec): 3 clusters Score: Raw -1188293.743810 + Penalty 934.941746 = -1187358.802064 nChanged 92 SP:Iteration 27Q (952.748707 sec): 3 clusters Score: Raw -1188318.850554 + Penalty 934.941746 = -1187383.908808 nChanged 85 SP:Iteration 28Q (952.817164 sec): 3 clusters Score: Raw -1188340.766737 + Penalty 934.941746 = -1187405.824990 nChanged 64 SP:Iteration 29Q (952.898584 sec): 3 clusters Score: Raw -1188356.125257 + Penalty 934.941746 = -1187421.183510 nChanged 55 SP:Iteration 30Q (952.964541 sec): 3 clusters Score: Raw -1188368.425940 + Penalty 934.941746 = -1187433.484194 nChanged 63 SP:Iteration 31Q (953.026607 sec): 3 clusters Score: Raw -1188381.537888 + Penalty 934.941746 = -1187446.596141 nChanged 61 SP:Iteration 32Q (953.101808 sec): 3 clusters Score: Raw -1188394.494714 + Penalty 934.941746 = -1187459.552968 nChanged 52 SP:Iteration 33Q (953.171448 sec): 3 clusters Score: Raw -1188406.446602 + Penalty 934.941746 = -1187471.504856 nChanged 53 SP:Iteration 34Q (953.247144 sec): 3 clusters Score: Raw -1188418.157418 + Penalty 934.941746 = -1187483.215672 nChanged 50 SP:Iteration 35Q (953.319187 sec): 3 clusters Score: Raw -1188429.307799 + Penalty 934.941746 = -1187494.366052 nChanged 45 SP:Iteration 36Q (953.388793 sec): 3 clusters Score: Raw -1188440.523491 + Penalty 934.941746 = -1187505.581745 nChanged 48 SP:Iteration 37Q (953.458244 sec): 3 clusters Score: Raw -1188456.676333 + Penalty 934.941746 = -1187521.734586 nChanged 58 SP:Iteration 38Q (953.526420 sec): 3 clusters Score: Raw -1188474.581813 + Penalty 934.941746 = -1187539.640066 nChanged 42 SP:Iteration 39Q (953.591407 sec): 3 clusters Score: Raw -1188484.141275 + Penalty 934.941746 = -1187549.199529 nChanged 31 SP:Iteration 40F (953.666007 sec): 3 clusters Score: Raw -1188492.023487 + Penalty 934.941746 = -1187557.081740 nChanged 29 SP:Iteration 41Q (953.731049 sec): 3 clusters Score: Raw -1188498.071770 + Penalty 934.941746 = -1187563.130024 nChanged 25 SP:Iteration 42Q (953.803642 sec): 3 clusters Score: Raw -1188502.676182 + Penalty 934.941746 = -1187567.734436 nChanged 22 SP:Iteration 43Q (953.876318 sec): 3 clusters Score: Raw -1188507.984171 + Penalty 934.941746 = -1187573.042425 nChanged 20 SP:Iteration 44Q (953.944055 sec): 3 clusters Score: Raw -1188512.606701 + Penalty 934.941746 = -1187577.664954 nChanged 17 SP:Iteration 45Q (954.012696 sec): 3 clusters Score: Raw -1188516.626017 + Penalty 934.941746 = -1187581.684270 nChanged 12 SP:Iteration 46Q (954.078734 sec): 3 clusters Score: Raw -1188519.900982 + Penalty 934.941746 = -1187584.959236 nChanged 13 SP:Iteration 47Q (954.152214 sec): 3 clusters Score: Raw -1188522.718893 + Penalty 934.941746 = -1187587.777146 nChanged 14 SP:Iteration 48Q (954.221903 sec): 3 clusters Score: Raw -1188526.325723 + Penalty 934.941746 = -1187591.383977 nChanged 16 SP:Iteration 49Q (954.289774 sec): 3 clusters Score: Raw -1188530.935896 + Penalty 934.941746 = -1187595.994149 nChanged 9 SP:Iteration 50Q (954.364091 sec): 3 clusters Score: Raw -1188532.465967 + Penalty 934.941746 = -1187597.524220 nChanged 12 SP:Iteration 51Q (954.437409 sec): 3 clusters Score: Raw -1188535.171533 + Penalty 934.941746 = -1187600.229787 nChanged 16 SP:Iteration 52Q (954.506395 sec): 3 clusters Score: Raw -1188538.989385 + Penalty 934.941746 = -1187604.047639 nChanged 11 SP:Iteration 53Q (954.579750 sec): 3 clusters Score: Raw -1188541.890632 + Penalty 934.941746 = -1187606.948886 nChanged 10 SP:Iteration 54Q (954.651124 sec): 3 clusters Score: Raw -1188544.205003 + Penalty 934.941746 = -1187609.263257 nChanged 8 SP:Iteration 55Q (954.719333 sec): 3 clusters Score: Raw -1188546.876565 + Penalty 934.941746 = -1187611.934819 nChanged 9 SP:Iteration 56Q (954.785766 sec): 3 clusters Score: Raw -1188549.588961 + Penalty 934.941746 = -1187614.647215 nChanged 6 SP:Iteration 57Q (954.849273 sec): 3 clusters Score: Raw -1188551.260826 + Penalty 934.941746 = -1187616.319079 nChanged 8 SP:Iteration 58Q (954.925587 sec): 3 clusters Score: Raw -1188553.161961 + Penalty 934.941746 = -1187618.220215 nChanged 12 SP:Iteration 59Q (954.991902 sec): 3 clusters Score: Raw -1188556.413167 + Penalty 934.941746 = -1187621.471421 nChanged 12 SP:Iteration 60F (955.063601 sec): 3 clusters Score: Raw -1188560.277337 + Penalty 934.941746 = -1187625.335590 nChanged 10 SP:Iteration 61Q (955.136042 sec): 3 clusters Score: Raw -1188564.125409 + Penalty 934.941746 = -1187629.183663 nChanged 15 SP:Iteration 62Q (955.205867 sec): 3 clusters Score: Raw -1188569.374653 + Penalty 934.941746 = -1187634.432907 nChanged 7 SP:Iteration 63Q (955.278060 sec): 3 clusters Score: Raw -1188571.630960 + Penalty 934.941746 = -1187636.689213 nChanged 6 SP:Iteration 64Q (955.349660 sec): 3 clusters Score: Raw -1188574.243966 + Penalty 934.941746 = -1187639.302220 nChanged 7 SP:Iteration 65Q (955.424215 sec): 3 clusters Score: Raw -1188576.208791 + Penalty 934.941746 = -1187641.267044 nChanged 6 SP:Iteration 66Q (955.492109 sec): 3 clusters Score: Raw -1188577.228193 + Penalty 934.941746 = -1187642.286447 nChanged 1 SP:Iteration 67Q (955.558284 sec): 3 clusters Score: Raw -1188577.422729 + Penalty 934.941746 = -1187642.480982 nChanged 1 SP:Iteration 68Q (955.630428 sec): 3 clusters Score: Raw -1188577.517769 + Penalty 934.941746 = -1187642.576023 nChanged 1 SP:Iteration 69Q (955.698134 sec): 3 clusters Score: Raw -1188577.678355 + Penalty 934.941746 = -1187642.736608 nChanged 1 SP:Iteration 70Q (955.770218 sec): 3 clusters Score: Raw -1188577.833043 + Penalty 934.941746 = -1187642.891297 nChanged 0 SP:Iteration 71F (955.840939 sec): 3 clusters Score: Raw -1188577.833043 + Penalty 934.941746 = -1187642.891297 nChanged 0 Trying to split cluster 4 (1032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (955.869607 sec): 2 clusters Score: Raw -35125.183814 + Penalty 315.736055 = -34809.447759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (955.906776 sec): 3 clusters Score: Raw -34654.936441 + Penalty 631.472109 = -34023.464332 nChanged 394 SP:Iteration 1F (955.962592 sec): 3 clusters Score: Raw -34921.116230 + Penalty 631.472109 = -34289.644121 nChanged 95 SP:Iteration 2F (956.002407 sec): 3 clusters Score: Raw -34986.788546 + Penalty 631.472109 = -34355.316436 nChanged 69 SP:Iteration 3F (956.048263 sec): 3 clusters Score: Raw -35023.763987 + Penalty 631.472109 = -34392.291878 nChanged 38 SP:Iteration 4Q (956.092812 sec): 3 clusters Score: Raw -35052.445961 + Penalty 631.472109 = -34420.973852 nChanged 46 SP:Iteration 5Q (956.142893 sec): 3 clusters Score: Raw -35088.057190 + Penalty 631.472109 = -34456.585081 nChanged 35 SP:Iteration 6Q (956.190925 sec): 3 clusters Score: Raw -35113.924261 + Penalty 631.472109 = -34482.452152 nChanged 32 SP:Iteration 7Q (956.241066 sec): 3 clusters Score: Raw -35132.618342 + Penalty 631.472109 = -34501.146233 nChanged 24 SP:Iteration 8Q (956.293424 sec): 3 clusters Score: Raw -35142.542358 + Penalty 631.472109 = -34511.070249 nChanged 14 SP:Iteration 9Q (956.334689 sec): 3 clusters Score: Raw -35148.679342 + Penalty 631.472109 = -34517.207232 nChanged 17 SP:Iteration 10Q (956.385236 sec): 3 clusters Score: Raw -35157.444586 + Penalty 631.472109 = -34525.972477 nChanged 16 SP:Iteration 11Q (956.437243 sec): 3 clusters Score: Raw -35165.593733 + Penalty 631.472109 = -34534.121624 nChanged 9 SP:Iteration 12Q (956.484398 sec): 3 clusters Score: Raw -35170.627063 + Penalty 631.472109 = -34539.154954 nChanged 9 SP:Iteration 13Q (956.527976 sec): 3 clusters Score: Raw -35175.299303 + Penalty 631.472109 = -34543.827194 nChanged 8 SP:Iteration 14Q (956.570685 sec): 3 clusters Score: Raw -35178.972288 + Penalty 631.472109 = -34547.500179 nChanged 12 SP:Iteration 15Q (956.604134 sec): 3 clusters Score: Raw -35184.270764 + Penalty 631.472109 = -34552.798654 nChanged 7 SP:Iteration 16Q (956.650070 sec): 3 clusters Score: Raw -35187.587251 + Penalty 631.472109 = -34556.115142 nChanged 8 SP:Iteration 17Q (956.697041 sec): 3 clusters Score: Raw -35189.490854 + Penalty 631.472109 = -34558.018745 nChanged 3 SP:Iteration 18Q (956.733846 sec): 3 clusters Score: Raw -35190.811748 + Penalty 631.472109 = -34559.339639 nChanged 7 SP:Iteration 19Q (956.784499 sec): 3 clusters Score: Raw -35193.605693 + Penalty 631.472109 = -34562.133583 nChanged 8 SP:Iteration 20F (956.821556 sec): 3 clusters Score: Raw -35196.088035 + Penalty 631.472109 = -34564.615926 nChanged 10 SP:Iteration 21Q (956.869336 sec): 3 clusters Score: Raw -35202.366159 + Penalty 631.472109 = -34570.894050 nChanged 11 SP:Iteration 22Q (956.914585 sec): 3 clusters Score: Raw -35208.445720 + Penalty 631.472109 = -34576.973611 nChanged 12 SP:Iteration 23Q (956.962141 sec): 3 clusters Score: Raw -35216.495096 + Penalty 631.472109 = -34585.022987 nChanged 11 SP:Iteration 24Q (956.998019 sec): 3 clusters Score: Raw -35228.612064 + Penalty 631.472109 = -34597.139955 nChanged 16 SP:Iteration 25Q (957.044642 sec): 3 clusters Score: Raw -35243.448534 + Penalty 631.472109 = -34611.976425 nChanged 17 SP:Iteration 26Q (957.084668 sec): 3 clusters Score: Raw -35253.179047 + Penalty 631.472109 = -34621.706938 nChanged 18 SP:Iteration 27Q (957.139896 sec): 3 clusters Score: Raw -35266.243564 + Penalty 631.472109 = -34634.771455 nChanged 21 SP:Iteration 28Q (957.191829 sec): 3 clusters Score: Raw -35283.090171 + Penalty 631.472109 = -34651.618062 nChanged 10 SP:Iteration 29Q (957.240010 sec): 3 clusters Score: Raw -35288.374436 + Penalty 631.472109 = -34656.902327 nChanged 8 SP:Iteration 30Q (957.275504 sec): 3 clusters Score: Raw -35292.038647 + Penalty 631.472109 = -34660.566538 nChanged 3 SP:Iteration 31Q (957.327506 sec): 3 clusters Score: Raw -35293.255377 + Penalty 631.472109 = -34661.783268 nChanged 4 SP:Iteration 32Q (957.374912 sec): 3 clusters Score: Raw -35295.409730 + Penalty 631.472109 = -34663.937621 nChanged 6 SP:Iteration 33Q (957.429834 sec): 3 clusters Score: Raw -35297.036729 + Penalty 631.472109 = -34665.564619 nChanged 5 SP:Iteration 34Q (957.475082 sec): 3 clusters Score: Raw -35299.868060 + Penalty 631.472109 = -34668.395951 nChanged 5 SP:Iteration 35Q (957.524233 sec): 3 clusters Score: Raw -35303.577747 + Penalty 631.472109 = -34672.105638 nChanged 3 SP:Iteration 36Q (957.569076 sec): 3 clusters Score: Raw -35306.266889 + Penalty 631.472109 = -34674.794780 nChanged 1 SP:Iteration 37Q (957.624795 sec): 3 clusters Score: Raw -35306.698125 + Penalty 631.472109 = -34675.226015 nChanged 2 SP:Iteration 38Q (957.672491 sec): 3 clusters Score: Raw -35306.958460 + Penalty 631.472109 = -34675.486351 nChanged 0 SP:Iteration 39F (957.721142 sec): 3 clusters Score: Raw -35306.958460 + Penalty 631.472109 = -34675.486351 nChanged 0 Trying to split cluster 5 (1830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (957.745086 sec): 2 clusters Score: Raw -69623.086628 + Penalty 341.799242 = -69281.287386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (957.793618 sec): 3 clusters Score: Raw -68662.809020 + Penalty 683.598483 = -67979.210537 nChanged 765 SP:Iteration 1F (957.833686 sec): 3 clusters Score: Raw -69110.903820 + Penalty 683.598483 = -68427.305337 nChanged 124 SP:Iteration 2F (957.888877 sec): 3 clusters Score: Raw -69191.534907 + Penalty 683.598483 = -68507.936424 nChanged 104 SP:Iteration 3F (957.928721 sec): 3 clusters Score: Raw -69253.453605 + Penalty 683.598483 = -68569.855121 nChanged 90 SP:Iteration 4Q (957.969064 sec): 3 clusters Score: Raw -69313.950175 + Penalty 683.598483 = -68630.351692 nChanged 93 SP:Iteration 5F (958.013101 sec): 3 clusters Score: Raw -69377.879334 + Penalty 683.598483 = -68694.280851 nChanged 74 SP:Iteration 6Q (958.069923 sec): 3 clusters Score: Raw -69421.468901 + Penalty 683.598483 = -68737.870417 nChanged 55 SP:Iteration 7Q (958.112608 sec): 3 clusters Score: Raw -69469.586938 + Penalty 683.598483 = -68785.988455 nChanged 52 SP:Iteration 8Q (958.172154 sec): 3 clusters Score: Raw -69511.510424 + Penalty 683.598483 = -68827.911941 nChanged 41 SP:Iteration 9Q (958.215512 sec): 3 clusters Score: Raw -69536.607427 + Penalty 683.598483 = -68853.008944 nChanged 28 SP:Iteration 10Q (958.254130 sec): 3 clusters Score: Raw -69551.168236 + Penalty 683.598483 = -68867.569752 nChanged 27 SP:Iteration 11Q (958.303871 sec): 3 clusters Score: Raw -69565.472298 + Penalty 683.598483 = -68881.873814 nChanged 24 SP:Iteration 12Q (958.354324 sec): 3 clusters Score: Raw -69576.858060 + Penalty 683.598483 = -68893.259577 nChanged 22 SP:Iteration 13Q (958.399963 sec): 3 clusters Score: Raw -69591.479690 + Penalty 683.598483 = -68907.881207 nChanged 21 SP:Iteration 14Q (958.440697 sec): 3 clusters Score: Raw -69602.088276 + Penalty 683.598483 = -68918.489793 nChanged 11 SP:Iteration 15Q (958.496629 sec): 3 clusters Score: Raw -69607.394302 + Penalty 683.598483 = -68923.795819 nChanged 12 SP:Iteration 16Q (958.545386 sec): 3 clusters Score: Raw -69610.737956 + Penalty 683.598483 = -68927.139473 nChanged 3 SP:Iteration 17Q (958.593512 sec): 3 clusters Score: Raw -69611.520978 + Penalty 683.598483 = -68927.922495 nChanged 2 SP:Iteration 18Q (958.628917 sec): 3 clusters Score: Raw -69611.949996 + Penalty 683.598483 = -68928.351513 nChanged 1 SP:Iteration 19Q (958.685579 sec): 3 clusters Score: Raw -69612.550882 + Penalty 683.598483 = -68928.952399 nChanged 6 SP:Iteration 20F (958.730889 sec): 3 clusters Score: Raw -69615.603239 + Penalty 683.598483 = -68932.004755 nChanged 7 SP:Iteration 21Q (958.770734 sec): 3 clusters Score: Raw -69618.399120 + Penalty 683.598483 = -68934.800636 nChanged 4 SP:Iteration 22Q (958.818534 sec): 3 clusters Score: Raw -69621.009797 + Penalty 683.598483 = -68937.411314 nChanged 3 SP:Iteration 23Q (958.871056 sec): 3 clusters Score: Raw -69622.267305 + Penalty 683.598483 = -68938.668821 nChanged 3 SP:Iteration 24Q (958.915543 sec): 3 clusters Score: Raw -69623.657490 + Penalty 683.598483 = -68940.059007 nChanged 5 SP:Iteration 25Q (958.970674 sec): 3 clusters Score: Raw -69625.281291 + Penalty 683.598483 = -68941.682807 nChanged 1 SP:Iteration 26Q (959.010163 sec): 3 clusters Score: Raw -69626.372897 + Penalty 683.598483 = -68942.774414 nChanged 0 SP:Iteration 27F (959.071764 sec): 3 clusters Score: Raw -69626.372897 + Penalty 683.598483 = -68942.774414 nChanged 0 Trying to split cluster 6 (1843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (959.097070 sec): 2 clusters Score: Raw -69625.309473 + Penalty 342.121323 = -69283.188150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (959.144061 sec): 3 clusters Score: Raw -68579.322612 + Penalty 684.242646 = -67895.079965 nChanged 812 SP:Iteration 1F (959.194029 sec): 3 clusters Score: Raw -69055.870220 + Penalty 684.242646 = -68371.627574 nChanged 154 SP:Iteration 2F (959.241455 sec): 3 clusters Score: Raw -69169.624910 + Penalty 684.242646 = -68485.382264 nChanged 135 SP:Iteration 3F (959.288079 sec): 3 clusters Score: Raw -69269.879403 + Penalty 684.242646 = -68585.636757 nChanged 134 SP:Iteration 4F (959.332792 sec): 3 clusters Score: Raw -69374.185363 + Penalty 684.242646 = -68689.942717 nChanged 87 SP:Iteration 5Q (959.382711 sec): 3 clusters Score: Raw -69435.344438 + Penalty 684.242646 = -68751.101792 nChanged 68 SP:Iteration 6Q (959.438790 sec): 3 clusters Score: Raw -69484.798317 + Penalty 684.242646 = -68800.555671 nChanged 55 SP:Iteration 7Q (959.482276 sec): 3 clusters Score: Raw -69528.010953 + Penalty 684.242646 = -68843.768307 nChanged 45 SP:Iteration 8Q (959.536899 sec): 3 clusters Score: Raw -69569.366130 + Penalty 684.242646 = -68885.123484 nChanged 35 SP:Iteration 9Q (959.585017 sec): 3 clusters Score: Raw -69599.008512 + Penalty 684.242646 = -68914.765866 nChanged 27 SP:Iteration 10Q (959.637758 sec): 3 clusters Score: Raw -69625.440390 + Penalty 684.242646 = -68941.197744 nChanged 22 SP:Iteration 11Q (959.685108 sec): 3 clusters Score: Raw -69643.062213 + Penalty 684.242646 = -68958.819567 nChanged 18 SP:Iteration 12Q (959.740712 sec): 3 clusters Score: Raw -69656.590375 + Penalty 684.242646 = -68972.347729 nChanged 10 SP:Iteration 13Q (959.783381 sec): 3 clusters Score: Raw -69660.244474 + Penalty 684.242646 = -68976.001828 nChanged 5 SP:Iteration 14Q (959.841296 sec): 3 clusters Score: Raw -69663.567778 + Penalty 684.242646 = -68979.325132 nChanged 10 SP:Iteration 15Q (959.890912 sec): 3 clusters Score: Raw -69670.171732 + Penalty 684.242646 = -68985.929086 nChanged 5 SP:Iteration 16Q (959.939401 sec): 3 clusters Score: Raw -69675.702639 + Penalty 684.242646 = -68991.459993 nChanged 8 SP:Iteration 17Q (959.985319 sec): 3 clusters Score: Raw -69684.810651 + Penalty 684.242646 = -69000.568004 nChanged 8 SP:Iteration 18Q (960.025975 sec): 3 clusters Score: Raw -69691.920998 + Penalty 684.242646 = -69007.678352 nChanged 5 SP:Iteration 19Q (960.074422 sec): 3 clusters Score: Raw -69694.668066 + Penalty 684.242646 = -69010.425420 nChanged 6 SP:Iteration 20F (960.126132 sec): 3 clusters Score: Raw -69698.485101 + Penalty 684.242646 = -69014.242455 nChanged 4 SP:Iteration 21Q (960.172445 sec): 3 clusters Score: Raw -69700.202040 + Penalty 684.242646 = -69015.959394 nChanged 1 SP:Iteration 22Q (960.217238 sec): 3 clusters Score: Raw -69700.429821 + Penalty 684.242646 = -69016.187175 nChanged 0 SP:Iteration 23F (960.273059 sec): 3 clusters Score: Raw -69700.429821 + Penalty 684.242646 = -69016.187175 nChanged 0 Trying to split cluster 7 (819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (960.288451 sec): 2 clusters Score: Raw -31053.353417 + Penalty 305.217826 = -30748.135591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (960.333992 sec): 3 clusters Score: Raw -30672.278614 + Penalty 610.435652 = -30061.842962 nChanged 331 SP:Iteration 1F (960.384607 sec): 3 clusters Score: Raw -30957.070051 + Penalty 610.435652 = -30346.634399 nChanged 86 SP:Iteration 2F (960.437845 sec): 3 clusters Score: Raw -31048.318568 + Penalty 610.435652 = -30437.882916 nChanged 50 SP:Iteration 3F (960.496803 sec): 3 clusters Score: Raw -31088.896513 + Penalty 610.435652 = -30478.460861 nChanged 43 SP:Iteration 4F (960.542453 sec): 3 clusters Score: Raw -31125.402607 + Penalty 610.435652 = -30514.966955 nChanged 29 SP:Iteration 5Q (960.583441 sec): 3 clusters Score: Raw -31145.311722 + Penalty 610.435652 = -30534.876070 nChanged 25 SP:Iteration 6Q (960.636208 sec): 3 clusters Score: Raw -31164.846810 + Penalty 610.435652 = -30554.411159 nChanged 16 SP:Iteration 7Q (960.686162 sec): 3 clusters Score: Raw -31177.190056 + Penalty 610.435652 = -30566.754405 nChanged 14 SP:Iteration 8Q (960.735679 sec): 3 clusters Score: Raw -31189.268378 + Penalty 610.435652 = -30578.832726 nChanged 10 SP:Iteration 9Q (960.775842 sec): 3 clusters Score: Raw -31197.517729 + Penalty 610.435652 = -30587.082077 nChanged 10 SP:Iteration 10Q (960.829295 sec): 3 clusters Score: Raw -31202.374431 + Penalty 610.435652 = -30591.938779 nChanged 7 SP:Iteration 11Q (960.867065 sec): 3 clusters Score: Raw -31206.926774 + Penalty 610.435652 = -30596.491123 nChanged 4 SP:Iteration 12Q (960.916654 sec): 3 clusters Score: Raw -31209.747507 + Penalty 610.435652 = -30599.311855 nChanged 6 SP:Iteration 13Q (960.953762 sec): 3 clusters Score: Raw -31216.454515 + Penalty 610.435652 = -30606.018863 nChanged 7 SP:Iteration 14Q (960.997211 sec): 3 clusters Score: Raw -31221.445500 + Penalty 610.435652 = -30611.009849 nChanged 2 SP:Iteration 15Q (961.048939 sec): 3 clusters Score: Raw -31223.125724 + Penalty 610.435652 = -30612.690072 nChanged 2 SP:Iteration 16Q (961.092436 sec): 3 clusters Score: Raw -31223.692483 + Penalty 610.435652 = -30613.256832 nChanged 2 SP:Iteration 17Q (961.130522 sec): 3 clusters Score: Raw -31224.925691 + Penalty 610.435652 = -30614.490039 nChanged 4 SP:Iteration 18Q (961.183460 sec): 3 clusters Score: Raw -31226.877379 + Penalty 610.435652 = -30616.441728 nChanged 2 SP:Iteration 19Q (961.222796 sec): 3 clusters Score: Raw -31227.079654 + Penalty 610.435652 = -30616.644003 nChanged 0 SP:Iteration 20F (961.272583 sec): 3 clusters Score: Raw -31227.079654 + Penalty 610.435652 = -30616.644003 nChanged 0 Trying to split cluster 8 (3574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (961.296832 sec): 2 clusters Score: Raw -145478.601425 + Penalty 372.255552 = -145106.345874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (961.350085 sec): 3 clusters Score: Raw -143405.050245 + Penalty 744.511103 = -142660.539142 nChanged 1575 SP:Iteration 1F (961.404961 sec): 3 clusters Score: Raw -144558.342432 + Penalty 744.511103 = -143813.831329 nChanged 390 SP:Iteration 2F (961.456861 sec): 3 clusters Score: Raw -144922.861127 + Penalty 744.511103 = -144178.350024 nChanged 283 SP:Iteration 3F (961.501374 sec): 3 clusters Score: Raw -145152.688285 + Penalty 744.511103 = -144408.177181 nChanged 215 SP:Iteration 4F (961.548169 sec): 3 clusters Score: Raw -145292.545517 + Penalty 744.511103 = -144548.034413 nChanged 132 SP:Iteration 5Q (961.597246 sec): 3 clusters Score: Raw -145364.497866 + Penalty 744.511103 = -144619.986762 nChanged 87 SP:Iteration 6Q (961.659221 sec): 3 clusters Score: Raw -145414.862277 + Penalty 744.511103 = -144670.351173 nChanged 63 SP:Iteration 7Q (961.696646 sec): 3 clusters Score: Raw -145441.116279 + Penalty 744.511103 = -144696.605175 nChanged 40 SP:Iteration 8Q (961.740533 sec): 3 clusters Score: Raw -145455.206683 + Penalty 744.511103 = -144710.695580 nChanged 36 SP:Iteration 9Q (961.802414 sec): 3 clusters Score: Raw -145467.283997 + Penalty 744.511103 = -144722.772894 nChanged 27 SP:Iteration 10Q (961.838980 sec): 3 clusters Score: Raw -145474.840595 + Penalty 744.511103 = -144730.329492 nChanged 17 SP:Iteration 11Q (961.895512 sec): 3 clusters Score: Raw -145478.132726 + Penalty 744.511103 = -144733.621622 nChanged 14 SP:Iteration 12Q (961.942602 sec): 3 clusters Score: Raw -145482.678429 + Penalty 744.511103 = -144738.167326 nChanged 13 SP:Iteration 13Q (961.988838 sec): 3 clusters Score: Raw -145488.519948 + Penalty 744.511103 = -144744.008844 nChanged 20 SP:Iteration 14Q (962.036724 sec): 3 clusters Score: Raw -145499.707329 + Penalty 744.511103 = -144755.196226 nChanged 29 SP:Iteration 15Q (962.074522 sec): 3 clusters Score: Raw -145516.816800 + Penalty 744.511103 = -144772.305697 nChanged 30 SP:Iteration 16Q (962.133530 sec): 3 clusters Score: Raw -145530.027419 + Penalty 744.511103 = -144785.516316 nChanged 37 SP:Iteration 17Q (962.180070 sec): 3 clusters Score: Raw -145545.404281 + Penalty 744.511103 = -144800.893178 nChanged 29 SP:Iteration 18Q (962.227912 sec): 3 clusters Score: Raw -145557.348838 + Penalty 744.511103 = -144812.837735 nChanged 24 SP:Iteration 19Q (962.276754 sec): 3 clusters Score: Raw -145565.172304 + Penalty 744.511103 = -144820.661201 nChanged 20 SP:Iteration 20F (962.336209 sec): 3 clusters Score: Raw -145571.646240 + Penalty 744.511103 = -144827.135137 nChanged 21 SP:Iteration 21Q (962.382656 sec): 3 clusters Score: Raw -145583.374323 + Penalty 744.511103 = -144838.863219 nChanged 25 SP:Iteration 22Q (962.439091 sec): 3 clusters Score: Raw -145600.933313 + Penalty 744.511103 = -144856.422210 nChanged 34 SP:Iteration 23Q (962.483421 sec): 3 clusters Score: Raw -145618.961001 + Penalty 744.511103 = -144874.449898 nChanged 23 SP:Iteration 24Q (962.534647 sec): 3 clusters Score: Raw -145629.955457 + Penalty 744.511103 = -144885.444353 nChanged 19 SP:Iteration 25Q (962.591333 sec): 3 clusters Score: Raw -145640.954389 + Penalty 744.511103 = -144896.443286 nChanged 24 SP:Iteration 26Q (962.625992 sec): 3 clusters Score: Raw -145658.420656 + Penalty 744.511103 = -144913.909552 nChanged 19 SP:Iteration 27Q (962.679349 sec): 3 clusters Score: Raw -145674.126561 + Penalty 744.511103 = -144929.615457 nChanged 20 SP:Iteration 28Q (962.723234 sec): 3 clusters Score: Raw -145684.930196 + Penalty 744.511103 = -144940.419093 nChanged 11 SP:Iteration 29Q (962.775829 sec): 3 clusters Score: Raw -145687.845638 + Penalty 744.511103 = -144943.334534 nChanged 3 SP:Iteration 30Q (962.826967 sec): 3 clusters Score: Raw -145688.536969 + Penalty 744.511103 = -144944.025866 nChanged 1 SP:Iteration 31Q (962.879490 sec): 3 clusters Score: Raw -145688.803022 + Penalty 744.511103 = -144944.291919 nChanged 3 SP:Iteration 32Q (962.929778 sec): 3 clusters Score: Raw -145689.325089 + Penalty 744.511103 = -144944.813985 nChanged 5 SP:Iteration 33Q (962.970959 sec): 3 clusters Score: Raw -145690.409829 + Penalty 744.511103 = -144945.898725 nChanged 6 SP:Iteration 34Q (963.024408 sec): 3 clusters Score: Raw -145691.714952 + Penalty 744.511103 = -144947.203849 nChanged 3 SP:Iteration 35Q (963.074011 sec): 3 clusters Score: Raw -145692.196987 + Penalty 744.511103 = -144947.685883 nChanged 4 SP:Iteration 36Q (963.124175 sec): 3 clusters Score: Raw -145692.868921 + Penalty 744.511103 = -144948.357818 nChanged 2 SP:Iteration 37Q (963.170581 sec): 3 clusters Score: Raw -145693.121878 + Penalty 744.511103 = -144948.610775 nChanged 0 SP:Iteration 38F (963.218139 sec): 3 clusters Score: Raw -145693.121878 + Penalty 744.511103 = -144948.610775 nChanged 0 Trying to split cluster 9 (8980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (963.257219 sec): 2 clusters Score: Raw -359695.817454 + Penalty 414.175360 = -359281.642094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (963.311337 sec): 3 clusters Score: Raw -354271.498864 + Penalty 828.350720 = -353443.148144 nChanged 4042 SP:Iteration 1F (963.363381 sec): 3 clusters Score: Raw -356825.904886 + Penalty 828.350720 = -355997.554166 nChanged 629 SP:Iteration 2F (963.420352 sec): 3 clusters Score: Raw -357159.448583 + Penalty 828.350720 = -356331.097864 nChanged 541 SP:Iteration 3F (963.471090 sec): 3 clusters Score: Raw -357465.195799 + Penalty 828.350720 = -356636.845079 nChanged 482 SP:Iteration 4F (963.532839 sec): 3 clusters Score: Raw -357788.531476 + Penalty 828.350720 = -356960.180756 nChanged 474 SP:Iteration 5F (963.580221 sec): 3 clusters Score: Raw -358158.628637 + Penalty 828.350720 = -357330.277918 nChanged 482 SP:Iteration 6F (963.635295 sec): 3 clusters Score: Raw -358547.126562 + Penalty 828.350720 = -357718.775843 nChanged 380 SP:Iteration 7Q (963.688045 sec): 3 clusters Score: Raw -358794.796481 + Penalty 828.350720 = -357966.445762 nChanged 260 SP:Iteration 8Q (963.747215 sec): 3 clusters Score: Raw -358910.420813 + Penalty 828.350720 = -358082.070093 nChanged 161 SP:Iteration 9Q (963.807463 sec): 3 clusters Score: Raw -358975.312598 + Penalty 828.350720 = -358146.961878 nChanged 144 SP:Iteration 10Q (963.863764 sec): 3 clusters Score: Raw -359028.625776 + Penalty 828.350720 = -358200.275056 nChanged 123 SP:Iteration 11Q (963.910795 sec): 3 clusters Score: Raw -359074.940744 + Penalty 828.350720 = -358246.590024 nChanged 132 SP:Iteration 12Q (963.964846 sec): 3 clusters Score: Raw -359128.581848 + Penalty 828.350720 = -358300.231129 nChanged 143 SP:Iteration 13Q (964.024651 sec): 3 clusters Score: Raw -359187.063382 + Penalty 828.350720 = -358358.712663 nChanged 118 SP:Iteration 14Q (964.079407 sec): 3 clusters Score: Raw -359229.008263 + Penalty 828.350720 = -358400.657543 nChanged 98 SP:Iteration 15Q (964.127711 sec): 3 clusters Score: Raw -359264.729923 + Penalty 828.350720 = -358436.379203 nChanged 100 SP:Iteration 16Q (964.182318 sec): 3 clusters Score: Raw -359301.757438 + Penalty 828.350720 = -358473.406718 nChanged 99 SP:Iteration 17Q (964.238922 sec): 3 clusters Score: Raw -359336.472964 + Penalty 828.350720 = -358508.122245 nChanged 98 SP:Iteration 18Q (964.296951 sec): 3 clusters Score: Raw -359368.598002 + Penalty 828.350720 = -358540.247282 nChanged 84 SP:Iteration 19Q (964.351834 sec): 3 clusters Score: Raw -359396.330710 + Penalty 828.350720 = -358567.979991 nChanged 81 SP:Iteration 20F (964.408892 sec): 3 clusters Score: Raw -359429.728437 + Penalty 828.350720 = -358601.377718 nChanged 72 SP:Iteration 21Q (964.456978 sec): 3 clusters Score: Raw -359463.716020 + Penalty 828.350720 = -358635.365301 nChanged 67 SP:Iteration 22Q (964.507091 sec): 3 clusters Score: Raw -359489.792018 + Penalty 828.350720 = -358661.441298 nChanged 51 SP:Iteration 23Q (964.570431 sec): 3 clusters Score: Raw -359514.515426 + Penalty 828.350720 = -358686.164706 nChanged 58 SP:Iteration 24Q (964.624819 sec): 3 clusters Score: Raw -359536.662794 + Penalty 828.350720 = -358708.312074 nChanged 60 SP:Iteration 25Q (964.679019 sec): 3 clusters Score: Raw -359557.083584 + Penalty 828.350720 = -358728.732864 nChanged 56 SP:Iteration 26Q (964.726481 sec): 3 clusters Score: Raw -359578.485569 + Penalty 828.350720 = -358750.134850 nChanged 49 SP:Iteration 27Q (964.794889 sec): 3 clusters Score: Raw -359599.552973 + Penalty 828.350720 = -358771.202254 nChanged 43 SP:Iteration 28Q (964.849280 sec): 3 clusters Score: Raw -359613.917108 + Penalty 828.350720 = -358785.566389 nChanged 42 SP:Iteration 29Q (964.901610 sec): 3 clusters Score: Raw -359628.699690 + Penalty 828.350720 = -358800.348971 nChanged 35 SP:Iteration 30Q (964.947902 sec): 3 clusters Score: Raw -359643.510452 + Penalty 828.350720 = -358815.159733 nChanged 38 SP:Iteration 31Q (965.015346 sec): 3 clusters Score: Raw -359660.908007 + Penalty 828.350720 = -358832.557288 nChanged 27 SP:Iteration 32Q (965.067127 sec): 3 clusters Score: Raw -359669.217461 + Penalty 828.350720 = -358840.866741 nChanged 25 SP:Iteration 33Q (965.121054 sec): 3 clusters Score: Raw -359675.089257 + Penalty 828.350720 = -358846.738537 nChanged 19 SP:Iteration 34Q (965.170189 sec): 3 clusters Score: Raw -359680.113469 + Penalty 828.350720 = -358851.762749 nChanged 16 SP:Iteration 35Q (965.226949 sec): 3 clusters Score: Raw -359684.540529 + Penalty 828.350720 = -358856.189809 nChanged 13 SP:Iteration 36Q (965.282295 sec): 3 clusters Score: Raw -359689.843147 + Penalty 828.350720 = -358861.492428 nChanged 15 SP:Iteration 37Q (965.337886 sec): 3 clusters Score: Raw -359694.126367 + Penalty 828.350720 = -358865.775647 nChanged 19 SP:Iteration 38Q (965.380942 sec): 3 clusters Score: Raw -359699.761663 + Penalty 828.350720 = -358871.410944 nChanged 16 SP:Iteration 39Q (965.437249 sec): 3 clusters Score: Raw -359703.680457 + Penalty 828.350720 = -358875.329737 nChanged 12 SP:Iteration 40F (965.489036 sec): 3 clusters Score: Raw -359706.552235 + Penalty 828.350720 = -358878.201516 nChanged 8 SP:Iteration 41Q (965.545515 sec): 3 clusters Score: Raw -359707.872911 + Penalty 828.350720 = -358879.522191 nChanged 11 SP:Iteration 42Q (965.599277 sec): 3 clusters Score: Raw -359709.721536 + Penalty 828.350720 = -358881.370816 nChanged 8 SP:Iteration 43Q (965.649497 sec): 3 clusters Score: Raw -359711.885623 + Penalty 828.350720 = -358883.534904 nChanged 8 SP:Iteration 44Q (965.699732 sec): 3 clusters Score: Raw -359714.352850 + Penalty 828.350720 = -358886.002131 nChanged 8 SP:Iteration 45Q (965.744807 sec): 3 clusters Score: Raw -359716.091213 + Penalty 828.350720 = -358887.740494 nChanged 10 SP:Iteration 46Q (965.809264 sec): 3 clusters Score: Raw -359720.349152 + Penalty 828.350720 = -358891.998433 nChanged 9 SP:Iteration 47Q (965.857265 sec): 3 clusters Score: Raw -359724.732233 + Penalty 828.350720 = -358896.381513 nChanged 10 SP:Iteration 48Q (965.915974 sec): 3 clusters Score: Raw -359728.414947 + Penalty 828.350720 = -358900.064227 nChanged 5 SP:Iteration 49Q (965.958593 sec): 3 clusters Score: Raw -359728.923802 + Penalty 828.350720 = -358900.573082 nChanged 6 SP:Iteration 50Q (966.013117 sec): 3 clusters Score: Raw -359729.734143 + Penalty 828.350720 = -358901.383423 nChanged 7 SP:Iteration 51Q (966.077447 sec): 3 clusters Score: Raw -359730.450334 + Penalty 828.350720 = -358902.099615 nChanged 4 SP:Iteration 52Q (966.131569 sec): 3 clusters Score: Raw -359731.196331 + Penalty 828.350720 = -358902.845611 nChanged 5 SP:Iteration 53Q (966.185116 sec): 3 clusters Score: Raw -359732.706790 + Penalty 828.350720 = -358904.356070 nChanged 6 SP:Iteration 54Q (966.235107 sec): 3 clusters Score: Raw -359734.958807 + Penalty 828.350720 = -358906.608088 nChanged 5 SP:Iteration 55Q (966.289328 sec): 3 clusters Score: Raw -359736.144920 + Penalty 828.350720 = -358907.794201 nChanged 3 SP:Iteration 56Q (966.341091 sec): 3 clusters Score: Raw -359736.727771 + Penalty 828.350720 = -358908.377051 nChanged 3 SP:Iteration 57Q (966.380586 sec): 3 clusters Score: Raw -359737.600283 + Penalty 828.350720 = -358909.249563 nChanged 5 SP:Iteration 58Q (966.444741 sec): 3 clusters Score: Raw -359738.273107 + Penalty 828.350720 = -358909.922388 nChanged 1 SP:Iteration 59Q (966.494251 sec): 3 clusters Score: Raw -359738.414599 + Penalty 828.350720 = -358910.063880 nChanged 1 SP:Iteration 60F (966.545733 sec): 3 clusters Score: Raw -359738.813553 + Penalty 828.350720 = -358910.462834 nChanged 2 SP:Iteration 61Q (966.600050 sec): 3 clusters Score: Raw -359739.500200 + Penalty 828.350720 = -358911.149481 nChanged 4 SP:Iteration 62Q (966.658412 sec): 3 clusters Score: Raw -359740.678170 + Penalty 828.350720 = -358912.327450 nChanged 4 SP:Iteration 63Q (966.717870 sec): 3 clusters Score: Raw -359741.643894 + Penalty 828.350720 = -358913.293175 nChanged 2 SP:Iteration 64Q (966.764275 sec): 3 clusters Score: Raw -359741.963866 + Penalty 828.350720 = -358913.613146 nChanged 1 SP:Iteration 65Q (966.816924 sec): 3 clusters Score: Raw -359742.084942 + Penalty 828.350720 = -358913.734222 nChanged 1 SP:Iteration 66Q (966.869360 sec): 3 clusters Score: Raw -359742.920416 + Penalty 828.350720 = -358914.569696 nChanged 4 SP:Iteration 67Q (966.916187 sec): 3 clusters Score: Raw -359745.480870 + Penalty 828.350720 = -358917.130150 nChanged 9 SP:Iteration 68Q (966.966051 sec): 3 clusters Score: Raw -359747.117113 + Penalty 828.350720 = -358918.766393 nChanged 2 SP:Iteration 69Q (967.017548 sec): 3 clusters Score: Raw -359747.974929 + Penalty 828.350720 = -358919.624209 nChanged 2 SP:Iteration 70Q (967.067172 sec): 3 clusters Score: Raw -359748.194682 + Penalty 828.350720 = -358919.843963 nChanged 1 SP:Iteration 71Q (967.123609 sec): 3 clusters Score: Raw -359748.302840 + Penalty 828.350720 = -358919.952120 nChanged 0 SP:Iteration 72F (967.187303 sec): 3 clusters Score: Raw -359748.302840 + Penalty 828.350720 = -358919.952120 nChanged 0 Trying to split cluster 10 (1662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (967.214896 sec): 2 clusters Score: Raw -64573.604870 + Penalty 337.417852 = -64236.187017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (967.260040 sec): 3 clusters Score: Raw -63728.709629 + Penalty 674.835705 = -63053.873924 nChanged 682 SP:Iteration 1F (967.300744 sec): 3 clusters Score: Raw -64212.548772 + Penalty 674.835705 = -63537.713067 nChanged 157 SP:Iteration 2F (967.349172 sec): 3 clusters Score: Raw -64333.467792 + Penalty 674.835705 = -63658.632087 nChanged 123 SP:Iteration 3F (967.398689 sec): 3 clusters Score: Raw -64428.908624 + Penalty 674.835705 = -63754.072919 nChanged 103 SP:Iteration 4F (967.443261 sec): 3 clusters Score: Raw -64520.601352 + Penalty 674.835705 = -63845.765647 nChanged 64 SP:Iteration 5Q (967.491920 sec): 3 clusters Score: Raw -64571.640807 + Penalty 674.835705 = -63896.805102 nChanged 47 SP:Iteration 6Q (967.539614 sec): 3 clusters Score: Raw -64607.796953 + Penalty 674.835705 = -63932.961248 nChanged 31 SP:Iteration 7Q (967.588828 sec): 3 clusters Score: Raw -64626.349292 + Penalty 674.835705 = -63951.513587 nChanged 22 SP:Iteration 8Q (967.633104 sec): 3 clusters Score: Raw -64642.445695 + Penalty 674.835705 = -63967.609990 nChanged 17 SP:Iteration 9Q (967.685508 sec): 3 clusters Score: Raw -64658.879069 + Penalty 674.835705 = -63984.043364 nChanged 13 SP:Iteration 10Q (967.734816 sec): 3 clusters Score: Raw -64671.370771 + Penalty 674.835705 = -63996.535066 nChanged 11 SP:Iteration 11Q (967.780687 sec): 3 clusters Score: Raw -64679.795690 + Penalty 674.835705 = -64004.959985 nChanged 11 SP:Iteration 12Q (967.833380 sec): 3 clusters Score: Raw -64688.312899 + Penalty 674.835705 = -64013.477194 nChanged 7 SP:Iteration 13Q (967.869145 sec): 3 clusters Score: Raw -64693.232758 + Penalty 674.835705 = -64018.397053 nChanged 6 SP:Iteration 14Q (967.924241 sec): 3 clusters Score: Raw -64697.890137 + Penalty 674.835705 = -64023.054432 nChanged 6 SP:Iteration 15Q (967.972686 sec): 3 clusters Score: Raw -64700.609254 + Penalty 674.835705 = -64025.773549 nChanged 3 SP:Iteration 16Q (968.028123 sec): 3 clusters Score: Raw -64701.700713 + Penalty 674.835705 = -64026.865008 nChanged 3 SP:Iteration 17Q (968.065734 sec): 3 clusters Score: Raw -64704.306885 + Penalty 674.835705 = -64029.471180 nChanged 3 SP:Iteration 18Q (968.117626 sec): 3 clusters Score: Raw -64708.094056 + Penalty 674.835705 = -64033.258351 nChanged 4 SP:Iteration 19Q (968.171194 sec): 3 clusters Score: Raw -64713.324631 + Penalty 674.835705 = -64038.488926 nChanged 4 SP:Iteration 20F (968.222703 sec): 3 clusters Score: Raw -64719.082385 + Penalty 674.835705 = -64044.246680 nChanged 3 SP:Iteration 21Q (968.265106 sec): 3 clusters Score: Raw -64721.652002 + Penalty 674.835705 = -64046.816298 nChanged 1 SP:Iteration 22Q (968.322877 sec): 3 clusters Score: Raw -64722.202940 + Penalty 674.835705 = -64047.367235 nChanged 1 SP:Iteration 23Q (968.369145 sec): 3 clusters Score: Raw -64723.013805 + Penalty 674.835705 = -64048.178100 nChanged 2 SP:Iteration 24Q (968.419338 sec): 3 clusters Score: Raw -64724.326289 + Penalty 674.835705 = -64049.490584 nChanged 1 SP:Iteration 25Q (968.455945 sec): 3 clusters Score: Raw -64724.599631 + Penalty 674.835705 = -64049.763927 nChanged 0 SP:Iteration 26F (968.502052 sec): 3 clusters Score: Raw -64724.599631 + Penalty 674.835705 = -64049.763927 nChanged 0 Trying to split cluster 11 (13135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (968.538897 sec): 2 clusters Score: Raw -537514.764808 + Penalty 431.478124 = -537083.286684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (968.600557 sec): 3 clusters Score: Raw -529140.807703 + Penalty 862.956249 = -528277.851454 nChanged 6192 SP:Iteration 1F (968.653988 sec): 3 clusters Score: Raw -532991.702274 + Penalty 862.956249 = -532128.746025 nChanged 687 SP:Iteration 2F (968.716216 sec): 3 clusters Score: Raw -533299.278908 + Penalty 862.956249 = -532436.322659 nChanged 725 SP:Iteration 3F (968.779859 sec): 3 clusters Score: Raw -533692.714413 + Penalty 862.956249 = -532829.758164 nChanged 795 SP:Iteration 4F (968.832484 sec): 3 clusters Score: Raw -534226.013001 + Penalty 862.956249 = -533363.056752 nChanged 851 SP:Iteration 5F (968.885878 sec): 3 clusters Score: Raw -534855.790448 + Penalty 862.956249 = -533992.834199 nChanged 787 SP:Iteration 6F (968.936541 sec): 3 clusters Score: Raw -535365.441275 + Penalty 862.956249 = -534502.485026 nChanged 615 SP:Iteration 7Q (968.993489 sec): 3 clusters Score: Raw -535696.430668 + Penalty 862.956249 = -534833.474419 nChanged 412 SP:Iteration 8Q (969.050897 sec): 3 clusters Score: Raw -535862.356897 + Penalty 862.956249 = -534999.400648 nChanged 273 SP:Iteration 9Q (969.120698 sec): 3 clusters Score: Raw -535940.299017 + Penalty 862.956249 = -535077.342768 nChanged 214 SP:Iteration 10Q (969.167203 sec): 3 clusters Score: Raw -535999.875701 + Penalty 862.956249 = -535136.919452 nChanged 189 SP:Iteration 11Q (969.234932 sec): 3 clusters Score: Raw -536048.866626 + Penalty 862.956249 = -535185.910377 nChanged 160 SP:Iteration 12Q (969.296885 sec): 3 clusters Score: Raw -536083.071402 + Penalty 862.956249 = -535220.115153 nChanged 153 SP:Iteration 13Q (969.356919 sec): 3 clusters Score: Raw -536117.427890 + Penalty 862.956249 = -535254.471642 nChanged 140 SP:Iteration 14Q (969.415675 sec): 3 clusters Score: Raw -536148.175203 + Penalty 862.956249 = -535285.218954 nChanged 128 SP:Iteration 15Q (969.474936 sec): 3 clusters Score: Raw -536174.883568 + Penalty 862.956249 = -535311.927319 nChanged 121 SP:Iteration 16Q (969.540810 sec): 3 clusters Score: Raw -536198.219069 + Penalty 862.956249 = -535335.262820 nChanged 106 SP:Iteration 17Q (969.604661 sec): 3 clusters Score: Raw -536216.195751 + Penalty 862.956249 = -535353.239502 nChanged 92 SP:Iteration 18Q (969.653412 sec): 3 clusters Score: Raw -536233.890046 + Penalty 862.956249 = -535370.933797 nChanged 97 SP:Iteration 19Q (969.711589 sec): 3 clusters Score: Raw -536250.386756 + Penalty 862.956249 = -535387.430507 nChanged 101 SP:Iteration 20F (969.767719 sec): 3 clusters Score: Raw -536269.962986 + Penalty 862.956249 = -535407.006737 nChanged 107 SP:Iteration 21Q (969.825451 sec): 3 clusters Score: Raw -536288.849630 + Penalty 862.956249 = -535425.893381 nChanged 109 SP:Iteration 22Q (969.883298 sec): 3 clusters Score: Raw -536311.238412 + Penalty 862.956249 = -535448.282163 nChanged 135 SP:Iteration 23Q (969.941703 sec): 3 clusters Score: Raw -536342.806614 + Penalty 862.956249 = -535479.850365 nChanged 145 SP:Iteration 24Q (970.000639 sec): 3 clusters Score: Raw -536382.486307 + Penalty 862.956249 = -535519.530058 nChanged 158 SP:Iteration 25Q (970.052146 sec): 3 clusters Score: Raw -536429.513202 + Penalty 862.956249 = -535566.556953 nChanged 164 SP:Iteration 26Q (970.116788 sec): 3 clusters Score: Raw -536477.768826 + Penalty 862.956249 = -535614.812577 nChanged 168 SP:Iteration 27Q (970.163300 sec): 3 clusters Score: Raw -536529.395116 + Penalty 862.956249 = -535666.438867 nChanged 141 SP:Iteration 28Q (970.223073 sec): 3 clusters Score: Raw -536564.003115 + Penalty 862.956249 = -535701.046866 nChanged 127 SP:Iteration 29Q (970.286887 sec): 3 clusters Score: Raw -536601.075029 + Penalty 862.956249 = -535738.118780 nChanged 138 SP:Iteration 30Q (970.346174 sec): 3 clusters Score: Raw -536643.211522 + Penalty 862.956249 = -535780.255273 nChanged 142 SP:Iteration 31Q (970.396192 sec): 3 clusters Score: Raw -536685.811409 + Penalty 862.956249 = -535822.855160 nChanged 143 SP:Iteration 32Q (970.460188 sec): 3 clusters Score: Raw -536728.424765 + Penalty 862.956249 = -535865.468516 nChanged 133 SP:Iteration 33Q (970.508546 sec): 3 clusters Score: Raw -536763.307773 + Penalty 862.956249 = -535900.351524 nChanged 121 SP:Iteration 34Q (970.571779 sec): 3 clusters Score: Raw -536794.179009 + Penalty 862.956249 = -535931.222760 nChanged 112 SP:Iteration 35Q (970.635119 sec): 3 clusters Score: Raw -536822.274802 + Penalty 862.956249 = -535959.318553 nChanged 112 SP:Iteration 36Q (970.698376 sec): 3 clusters Score: Raw -536852.419565 + Penalty 862.956249 = -535989.463316 nChanged 109 SP:Iteration 37Q (970.758335 sec): 3 clusters Score: Raw -536880.529119 + Penalty 862.956249 = -536017.572871 nChanged 111 SP:Iteration 38Q (970.810902 sec): 3 clusters Score: Raw -536905.649450 + Penalty 862.956249 = -536042.693201 nChanged 101 SP:Iteration 39Q (970.863137 sec): 3 clusters Score: Raw -536927.002903 + Penalty 862.956249 = -536064.046654 nChanged 100 SP:Iteration 40F (970.933264 sec): 3 clusters Score: Raw -536952.034246 + Penalty 862.956249 = -536089.077997 nChanged 120 SP:Iteration 41Q (970.990397 sec): 3 clusters Score: Raw -536980.474248 + Penalty 862.956249 = -536117.517999 nChanged 113 SP:Iteration 42Q (971.037413 sec): 3 clusters Score: Raw -537004.310945 + Penalty 862.956249 = -536141.354696 nChanged 101 SP:Iteration 43Q (971.096901 sec): 3 clusters Score: Raw -537024.844572 + Penalty 862.956249 = -536161.888323 nChanged 108 SP:Iteration 44Q (971.157959 sec): 3 clusters Score: Raw -537054.699804 + Penalty 862.956249 = -536191.743555 nChanged 128 SP:Iteration 45Q (971.221347 sec): 3 clusters Score: Raw -537095.072850 + Penalty 862.956249 = -536232.116601 nChanged 146 SP:Iteration 46Q (971.268530 sec): 3 clusters Score: Raw -537147.001654 + Penalty 862.956249 = -536284.045405 nChanged 133 SP:Iteration 47Q (971.323885 sec): 3 clusters Score: Raw -537198.229484 + Penalty 862.956249 = -536335.273235 nChanged 142 SP:Iteration 48Q (971.384474 sec): 3 clusters Score: Raw -537252.208071 + Penalty 862.956249 = -536389.251822 nChanged 145 SP:Iteration 49Q (971.433584 sec): 3 clusters Score: Raw -537313.649979 + Penalty 862.956249 = -536450.693730 nChanged 131 SP:Iteration 50Q (971.497446 sec): 3 clusters Score: Raw -537360.271770 + Penalty 862.956249 = -536497.315521 nChanged 112 SP:Iteration 51Q (971.565011 sec): 3 clusters Score: Raw -537398.680524 + Penalty 862.956249 = -536535.724275 nChanged 101 SP:Iteration 52Q (971.618542 sec): 3 clusters Score: Raw -537442.013233 + Penalty 862.956249 = -536579.056984 nChanged 109 SP:Iteration 53Q (971.680225 sec): 3 clusters Score: Raw -537483.187382 + Penalty 862.956249 = -536620.231133 nChanged 92 SP:Iteration 54Q (971.735729 sec): 3 clusters Score: Raw -537516.123297 + Penalty 862.956249 = -536653.167048 nChanged 89 SP:Iteration 55Q (971.777711 sec): 3 clusters Score: Raw -537546.533531 + Penalty 862.956249 = -536683.577282 nChanged 81 SP:Iteration 56Q (971.830285 sec): 3 clusters Score: Raw -537577.803246 + Penalty 862.956249 = -536714.846997 nChanged 70 SP:Iteration 57Q (971.882631 sec): 3 clusters Score: Raw -537600.113962 + Penalty 862.956249 = -536737.157714 nChanged 63 SP:Iteration 58Q (971.939819 sec): 3 clusters Score: Raw -537621.373139 + Penalty 862.956249 = -536758.416890 nChanged 48 SP:Iteration 59Q (971.996903 sec): 3 clusters Score: Raw -537636.775860 + Penalty 862.956249 = -536773.819611 nChanged 50 SP:Iteration 60F (972.064249 sec): 3 clusters Score: Raw -537652.484229 + Penalty 862.956249 = -536789.527980 nChanged 50 SP:Iteration 61Q (972.131204 sec): 3 clusters Score: Raw -537669.954707 + Penalty 862.956249 = -536806.998458 nChanged 51 SP:Iteration 62Q (972.190961 sec): 3 clusters Score: Raw -537685.727638 + Penalty 862.956249 = -536822.771390 nChanged 47 SP:Iteration 63Q (972.238804 sec): 3 clusters Score: Raw -537701.058182 + Penalty 862.956249 = -536838.101933 nChanged 31 SP:Iteration 64Q (972.306227 sec): 3 clusters Score: Raw -537707.759143 + Penalty 862.956249 = -536844.802894 nChanged 19 SP:Iteration 65Q (972.364073 sec): 3 clusters Score: Raw -537710.575933 + Penalty 862.956249 = -536847.619684 nChanged 14 SP:Iteration 66Q (972.419779 sec): 3 clusters Score: Raw -537713.574261 + Penalty 862.956249 = -536850.618012 nChanged 21 SP:Iteration 67Q (972.474026 sec): 3 clusters Score: Raw -537718.343513 + Penalty 862.956249 = -536855.387265 nChanged 14 SP:Iteration 68Q (972.518947 sec): 3 clusters Score: Raw -537721.424567 + Penalty 862.956249 = -536858.468318 nChanged 15 SP:Iteration 69Q (972.579330 sec): 3 clusters Score: Raw -537723.424727 + Penalty 862.956249 = -536860.468478 nChanged 6 SP:Iteration 70Q (972.641443 sec): 3 clusters Score: Raw -537724.086513 + Penalty 862.956249 = -536861.130264 nChanged 7 SP:Iteration 71Q (972.701052 sec): 3 clusters Score: Raw -537725.275586 + Penalty 862.956249 = -536862.319337 nChanged 8 SP:Iteration 72Q (972.755485 sec): 3 clusters Score: Raw -537726.464327 + Penalty 862.956249 = -536863.508078 nChanged 3 SP:Iteration 73Q (972.805960 sec): 3 clusters Score: Raw -537726.859745 + Penalty 862.956249 = -536863.903496 nChanged 3 SP:Iteration 74Q (972.868637 sec): 3 clusters Score: Raw -537727.212357 + Penalty 862.956249 = -536864.256108 nChanged 3 SP:Iteration 75Q (972.919227 sec): 3 clusters Score: Raw -537727.572555 + Penalty 862.956249 = -536864.616306 nChanged 1 SP:Iteration 76Q (972.980590 sec): 3 clusters Score: Raw -537727.653470 + Penalty 862.956249 = -536864.697221 nChanged 0 SP:Iteration 77F (973.036573 sec): 3 clusters Score: Raw -537727.653470 + Penalty 862.956249 = -536864.697221 nChanged 0 Trying to split cluster 12 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (973.056644 sec): 2 clusters Score: Raw -22186.069820 + Penalty 297.813410 = -21888.256411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (973.103359 sec): 3 clusters Score: Raw -21869.795872 + Penalty 595.626819 = -21274.169053 nChanged 275 SP:Iteration 1F (973.152427 sec): 3 clusters Score: Raw -22045.694018 + Penalty 595.626819 = -21450.067199 nChanged 55 SP:Iteration 2F (973.204407 sec): 3 clusters Score: Raw -22085.487772 + Penalty 595.626819 = -21489.860953 nChanged 44 SP:Iteration 3F (973.260288 sec): 3 clusters Score: Raw -22122.584047 + Penalty 595.626819 = -21526.957228 nChanged 35 SP:Iteration 4F (973.306887 sec): 3 clusters Score: Raw -22173.575859 + Penalty 595.626819 = -21577.949039 nChanged 43 SP:Iteration 5F (973.352501 sec): 3 clusters Score: Raw -22224.233975 + Penalty 595.626819 = -21628.607155 nChanged 22 SP:Iteration 6Q (973.396572 sec): 3 clusters Score: Raw -22246.764676 + Penalty 595.626819 = -21651.137857 nChanged 17 SP:Iteration 7Q (973.438148 sec): 3 clusters Score: Raw -22264.658159 + Penalty 595.626819 = -21669.031339 nChanged 14 SP:Iteration 8Q (973.486342 sec): 3 clusters Score: Raw -22281.089531 + Penalty 595.626819 = -21685.462712 nChanged 15 SP:Iteration 9Q (973.543439 sec): 3 clusters Score: Raw -22296.051996 + Penalty 595.626819 = -21700.425177 nChanged 16 SP:Iteration 10Q (973.587559 sec): 3 clusters Score: Raw -22311.146623 + Penalty 595.626819 = -21715.519804 nChanged 14 SP:Iteration 11Q (973.632462 sec): 3 clusters Score: Raw -22325.202352 + Penalty 595.626819 = -21729.575533 nChanged 15 SP:Iteration 12Q (973.676373 sec): 3 clusters Score: Raw -22342.127051 + Penalty 595.626819 = -21746.500232 nChanged 20 SP:Iteration 13Q (973.733320 sec): 3 clusters Score: Raw -22370.975992 + Penalty 595.626819 = -21775.349173 nChanged 16 SP:Iteration 14Q (973.773078 sec): 3 clusters Score: Raw -22392.725455 + Penalty 595.626819 = -21797.098636 nChanged 13 SP:Iteration 15Q (973.821153 sec): 3 clusters Score: Raw -22409.415780 + Penalty 595.626819 = -21813.788961 nChanged 10 SP:Iteration 16Q (973.866270 sec): 3 clusters Score: Raw -22422.331105 + Penalty 595.626819 = -21826.704286 nChanged 13 SP:Iteration 17Q (973.901210 sec): 3 clusters Score: Raw -22438.241409 + Penalty 595.626819 = -21842.614590 nChanged 11 SP:Iteration 18Q (973.960672 sec): 3 clusters Score: Raw -22456.220494 + Penalty 595.626819 = -21860.593675 nChanged 9 SP:Iteration 19Q (974.008852 sec): 3 clusters Score: Raw -22465.440939 + Penalty 595.626819 = -21869.814120 nChanged 8 SP:Iteration 20F (974.047562 sec): 3 clusters Score: Raw -22472.829528 + Penalty 595.626819 = -21877.202709 nChanged 7 SP:Iteration 21Q (974.107474 sec): 3 clusters Score: Raw -22481.279169 + Penalty 595.626819 = -21885.652350 nChanged 6 SP:Iteration 22Q (974.155441 sec): 3 clusters Score: Raw -22491.396506 + Penalty 595.626819 = -21895.769687 nChanged 9 SP:Iteration 23Q (974.206827 sec): 3 clusters Score: Raw -22508.631380 + Penalty 595.626819 = -21913.004561 nChanged 8 SP:Iteration 24Q (974.243847 sec): 3 clusters Score: Raw -22522.329415 + Penalty 595.626819 = -21926.702596 nChanged 5 SP:Iteration 25Q (974.301487 sec): 3 clusters Score: Raw -22527.012980 + Penalty 595.626819 = -21931.386161 nChanged 1 SP:Iteration 26Q (974.342197 sec): 3 clusters Score: Raw -22527.660116 + Penalty 595.626819 = -21932.033296 nChanged 1 SP:Iteration 27Q (974.397229 sec): 3 clusters Score: Raw -22529.271887 + Penalty 595.626819 = -21933.645067 nChanged 1 SP:Iteration 28Q (974.442814 sec): 3 clusters Score: Raw -22529.607114 + Penalty 595.626819 = -21933.980295 nChanged 0 SP:Iteration 29F (974.490711 sec): 3 clusters Score: Raw -22529.607114 + Penalty 595.626819 = -21933.980295 nChanged 0 Score: Raw -17396020.672671 + Penalty 26724.652923 = -17369296.019748 Splitting cluster 12 changes total score from -17369545.176906 to -17369296.019748 So it's not getting split. Trying to split cluster 13 (2359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (982.119664 sec): 2 clusters Score: Raw -78194.974784 + Penalty 353.352685 = -77841.622099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (982.162653 sec): 3 clusters Score: Raw -76891.003883 + Penalty 706.705370 = -76184.298513 nChanged 1026 SP:Iteration 1F (982.204707 sec): 3 clusters Score: Raw -77525.654447 + Penalty 706.705370 = -76818.949077 nChanged 212 SP:Iteration 2F (982.257468 sec): 3 clusters Score: Raw -77684.140223 + Penalty 706.705370 = -76977.434853 nChanged 185 SP:Iteration 3F (982.303023 sec): 3 clusters Score: Raw -77834.152197 + Penalty 706.705370 = -77127.446827 nChanged 151 SP:Iteration 4F (982.354961 sec): 3 clusters Score: Raw -77948.788817 + Penalty 706.705370 = -77242.083447 nChanged 119 SP:Iteration 5F (982.394371 sec): 3 clusters Score: Raw -78046.481284 + Penalty 706.705370 = -77339.775914 nChanged 98 SP:Iteration 6Q (982.455045 sec): 3 clusters Score: Raw -78108.089203 + Penalty 706.705370 = -77401.383833 nChanged 81 SP:Iteration 7Q (982.506010 sec): 3 clusters Score: Raw -78157.233012 + Penalty 706.705370 = -77450.527642 nChanged 63 SP:Iteration 8Q (982.551613 sec): 3 clusters Score: Raw -78192.534677 + Penalty 706.705370 = -77485.829307 nChanged 56 SP:Iteration 9Q (982.590426 sec): 3 clusters Score: Raw -78222.413195 + Penalty 706.705370 = -77515.707825 nChanged 47 SP:Iteration 10Q (982.639907 sec): 3 clusters Score: Raw -78241.520867 + Penalty 706.705370 = -77534.815497 nChanged 33 SP:Iteration 11Q (982.689437 sec): 3 clusters Score: Raw -78254.477974 + Penalty 706.705370 = -77547.772604 nChanged 26 SP:Iteration 12Q (982.740016 sec): 3 clusters Score: Raw -78264.467107 + Penalty 706.705370 = -77557.761737 nChanged 18 SP:Iteration 13Q (982.793952 sec): 3 clusters Score: Raw -78269.187804 + Penalty 706.705370 = -77562.482434 nChanged 14 SP:Iteration 14Q (982.845063 sec): 3 clusters Score: Raw -78273.473417 + Penalty 706.705370 = -77566.768047 nChanged 20 SP:Iteration 15Q (982.900430 sec): 3 clusters Score: Raw -78279.103894 + Penalty 706.705370 = -77572.398524 nChanged 17 SP:Iteration 16Q (982.947729 sec): 3 clusters Score: Raw -78286.001402 + Penalty 706.705370 = -77579.296032 nChanged 24 SP:Iteration 17Q (983.000879 sec): 3 clusters Score: Raw -78293.847211 + Penalty 706.705370 = -77587.141841 nChanged 19 SP:Iteration 18Q (983.055016 sec): 3 clusters Score: Raw -78303.743193 + Penalty 706.705370 = -77597.037823 nChanged 25 SP:Iteration 19Q (983.103100 sec): 3 clusters Score: Raw -78315.460624 + Penalty 706.705370 = -77608.755253 nChanged 18 SP:Iteration 20F (983.140425 sec): 3 clusters Score: Raw -78320.920794 + Penalty 706.705370 = -77614.215424 nChanged 14 SP:Iteration 21Q (983.193844 sec): 3 clusters Score: Raw -78325.892279 + Penalty 706.705370 = -77619.186909 nChanged 18 SP:Iteration 22Q (983.239567 sec): 3 clusters Score: Raw -78333.603919 + Penalty 706.705370 = -77626.898548 nChanged 11 SP:Iteration 23Q (983.286325 sec): 3 clusters Score: Raw -78335.435127 + Penalty 706.705370 = -77628.729757 nChanged 6 SP:Iteration 24Q (983.339835 sec): 3 clusters Score: Raw -78336.356952 + Penalty 706.705370 = -77629.651582 nChanged 6 SP:Iteration 25Q (983.387877 sec): 3 clusters Score: Raw -78337.217297 + Penalty 706.705370 = -77630.511927 nChanged 6 SP:Iteration 26Q (983.435100 sec): 3 clusters Score: Raw -78339.004001 + Penalty 706.705370 = -77632.298631 nChanged 6 SP:Iteration 27Q (983.480206 sec): 3 clusters Score: Raw -78339.872544 + Penalty 706.705370 = -77633.167174 nChanged 0 SP:Iteration 28F (983.531116 sec): 3 clusters Score: Raw -78339.872544 + Penalty 706.705370 = -77633.167174 nChanged 0 Trying to split cluster 14 (9891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (983.560799 sec): 2 clusters Score: Raw -381682.066881 + Penalty 418.571814 = -381263.495066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (983.605830 sec): 3 clusters Score: Raw -375520.801009 + Penalty 837.143628 = -374683.657380 nChanged 4594 SP:Iteration 1F (983.658530 sec): 3 clusters Score: Raw -378421.618660 + Penalty 837.143628 = -377584.475031 nChanged 674 SP:Iteration 2F (983.718368 sec): 3 clusters Score: Raw -378887.242506 + Penalty 837.143628 = -378050.098878 nChanged 710 SP:Iteration 3F (983.764992 sec): 3 clusters Score: Raw -379483.251948 + Penalty 837.143628 = -378646.108319 nChanged 655 SP:Iteration 4F (983.819707 sec): 3 clusters Score: Raw -380000.760566 + Penalty 837.143628 = -379163.616937 nChanged 552 SP:Iteration 5F (983.885576 sec): 3 clusters Score: Raw -380328.988604 + Penalty 837.143628 = -379491.844976 nChanged 419 SP:Iteration 6Q (983.941449 sec): 3 clusters Score: Raw -380504.340082 + Penalty 837.143628 = -379667.196453 nChanged 271 SP:Iteration 7Q (983.986141 sec): 3 clusters Score: Raw -380591.798423 + Penalty 837.143628 = -379754.654795 nChanged 199 SP:Iteration 8Q (984.047066 sec): 3 clusters Score: Raw -380647.772742 + Penalty 837.143628 = -379810.629113 nChanged 148 SP:Iteration 9Q (984.105459 sec): 3 clusters Score: Raw -380685.214483 + Penalty 837.143628 = -379848.070855 nChanged 135 SP:Iteration 10Q (984.163590 sec): 3 clusters Score: Raw -380720.295482 + Penalty 837.143628 = -379883.151854 nChanged 141 SP:Iteration 11Q (984.226174 sec): 3 clusters Score: Raw -380759.596275 + Penalty 837.143628 = -379922.452647 nChanged 132 SP:Iteration 12Q (984.286517 sec): 3 clusters Score: Raw -380792.930886 + Penalty 837.143628 = -379955.787258 nChanged 99 SP:Iteration 13Q (984.338713 sec): 3 clusters Score: Raw -380815.597616 + Penalty 837.143628 = -379978.453988 nChanged 93 SP:Iteration 14Q (984.387271 sec): 3 clusters Score: Raw -380836.866134 + Penalty 837.143628 = -379999.722506 nChanged 97 SP:Iteration 15Q (984.447396 sec): 3 clusters Score: Raw -380860.044276 + Penalty 837.143628 = -380022.900648 nChanged 109 SP:Iteration 16Q (984.503961 sec): 3 clusters Score: Raw -380889.093451 + Penalty 837.143628 = -380051.949823 nChanged 116 SP:Iteration 17Q (984.554315 sec): 3 clusters Score: Raw -380917.443007 + Penalty 837.143628 = -380080.299379 nChanged 120 SP:Iteration 18Q (984.610047 sec): 3 clusters Score: Raw -380949.802187 + Penalty 837.143628 = -380112.658558 nChanged 118 SP:Iteration 19Q (984.659892 sec): 3 clusters Score: Raw -380982.520947 + Penalty 837.143628 = -380145.377318 nChanged 114 SP:Iteration 20F (984.722051 sec): 3 clusters Score: Raw -381010.880216 + Penalty 837.143628 = -380173.736588 nChanged 104 SP:Iteration 21Q (984.774907 sec): 3 clusters Score: Raw -381035.587327 + Penalty 837.143628 = -380198.443699 nChanged 102 SP:Iteration 22Q (984.825929 sec): 3 clusters Score: Raw -381060.633972 + Penalty 837.143628 = -380223.490343 nChanged 101 SP:Iteration 23Q (984.875620 sec): 3 clusters Score: Raw -381090.856161 + Penalty 837.143628 = -380253.712533 nChanged 114 SP:Iteration 24Q (984.942148 sec): 3 clusters Score: Raw -381124.468018 + Penalty 837.143628 = -380287.324390 nChanged 105 SP:Iteration 25Q (984.996833 sec): 3 clusters Score: Raw -381157.804868 + Penalty 837.143628 = -380320.661240 nChanged 106 SP:Iteration 26Q (985.054050 sec): 3 clusters Score: Raw -381197.156205 + Penalty 837.143628 = -380360.012576 nChanged 132 SP:Iteration 27Q (985.109832 sec): 3 clusters Score: Raw -381251.924379 + Penalty 837.143628 = -380414.780751 nChanged 125 SP:Iteration 28Q (985.162775 sec): 3 clusters Score: Raw -381304.516947 + Penalty 837.143628 = -380467.373319 nChanged 120 SP:Iteration 29Q (985.217560 sec): 3 clusters Score: Raw -381358.167664 + Penalty 837.143628 = -380521.024036 nChanged 125 SP:Iteration 30Q (985.265998 sec): 3 clusters Score: Raw -381413.364575 + Penalty 837.143628 = -380576.220946 nChanged 99 SP:Iteration 31Q (985.322283 sec): 3 clusters Score: Raw -381457.249894 + Penalty 837.143628 = -380620.106265 nChanged 101 SP:Iteration 32Q (985.373034 sec): 3 clusters Score: Raw -381500.507619 + Penalty 837.143628 = -380663.363991 nChanged 92 SP:Iteration 33Q (985.422358 sec): 3 clusters Score: Raw -381542.001977 + Penalty 837.143628 = -380704.858348 nChanged 69 SP:Iteration 34Q (985.472826 sec): 3 clusters Score: Raw -381571.308254 + Penalty 837.143628 = -380734.164626 nChanged 60 SP:Iteration 35Q (985.539117 sec): 3 clusters Score: Raw -381596.449134 + Penalty 837.143628 = -380759.305505 nChanged 58 SP:Iteration 36Q (985.597894 sec): 3 clusters Score: Raw -381621.265477 + Penalty 837.143628 = -380784.121849 nChanged 55 SP:Iteration 37Q (985.654572 sec): 3 clusters Score: Raw -381641.991127 + Penalty 837.143628 = -380804.847499 nChanged 41 SP:Iteration 38Q (985.701321 sec): 3 clusters Score: Raw -381663.590287 + Penalty 837.143628 = -380826.446658 nChanged 37 SP:Iteration 39Q (985.752554 sec): 3 clusters Score: Raw -381684.074840 + Penalty 837.143628 = -380846.931211 nChanged 26 SP:Iteration 40F (985.807954 sec): 3 clusters Score: Raw -381693.460085 + Penalty 837.143628 = -380856.316457 nChanged 23 SP:Iteration 41Q (985.869014 sec): 3 clusters Score: Raw -381701.934154 + Penalty 837.143628 = -380864.790526 nChanged 27 SP:Iteration 42Q (985.920757 sec): 3 clusters Score: Raw -381715.930283 + Penalty 837.143628 = -380878.786654 nChanged 21 SP:Iteration 43Q (985.977014 sec): 3 clusters Score: Raw -381725.629748 + Penalty 837.143628 = -380888.486120 nChanged 26 SP:Iteration 44Q (986.028708 sec): 3 clusters Score: Raw -381739.053983 + Penalty 837.143628 = -380901.910355 nChanged 16 SP:Iteration 45Q (986.086333 sec): 3 clusters Score: Raw -381746.980741 + Penalty 837.143628 = -380909.837113 nChanged 12 SP:Iteration 46Q (986.138933 sec): 3 clusters Score: Raw -381752.153315 + Penalty 837.143628 = -380915.009687 nChanged 6 SP:Iteration 47Q (986.189851 sec): 3 clusters Score: Raw -381754.030237 + Penalty 837.143628 = -380916.886609 nChanged 5 SP:Iteration 48Q (986.231431 sec): 3 clusters Score: Raw -381755.952629 + Penalty 837.143628 = -380918.809001 nChanged 3 SP:Iteration 49Q (986.288168 sec): 3 clusters Score: Raw -381756.752346 + Penalty 837.143628 = -380919.608718 nChanged 0 SP:Iteration 50F (986.347532 sec): 3 clusters Score: Raw -381756.752346 + Penalty 837.143628 = -380919.608718 nChanged 0 Trying to split cluster 15 (1415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (986.366196 sec): 2 clusters Score: Raw -40316.913215 + Penalty 330.097259 = -39986.815956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (986.429612 sec): 3 clusters Score: Raw -39671.238912 + Penalty 660.194518 = -39011.044394 nChanged 607 SP:Iteration 1F (986.472277 sec): 3 clusters Score: Raw -40261.630786 + Penalty 660.194518 = -39601.436269 nChanged 145 SP:Iteration 2F (986.516381 sec): 3 clusters Score: Raw -40387.395920 + Penalty 660.194518 = -39727.201403 nChanged 85 SP:Iteration 3F (986.564298 sec): 3 clusters Score: Raw -40435.301705 + Penalty 660.194518 = -39775.107187 nChanged 43 SP:Iteration 4Q (986.608808 sec): 3 clusters Score: Raw -40463.504031 + Penalty 660.194518 = -39803.309513 nChanged 35 SP:Iteration 5Q (986.646441 sec): 3 clusters Score: Raw -40480.610249 + Penalty 660.194518 = -39820.415731 nChanged 24 SP:Iteration 6Q (986.701840 sec): 3 clusters Score: Raw -40490.527109 + Penalty 660.194518 = -39830.332591 nChanged 16 SP:Iteration 7Q (986.751407 sec): 3 clusters Score: Raw -40496.712511 + Penalty 660.194518 = -39836.517993 nChanged 13 SP:Iteration 8Q (986.798515 sec): 3 clusters Score: Raw -40502.542976 + Penalty 660.194518 = -39842.348459 nChanged 17 SP:Iteration 9Q (986.848020 sec): 3 clusters Score: Raw -40510.894254 + Penalty 660.194518 = -39850.699736 nChanged 8 SP:Iteration 10Q (986.904152 sec): 3 clusters Score: Raw -40513.517821 + Penalty 660.194518 = -39853.323303 nChanged 9 SP:Iteration 11Q (986.941492 sec): 3 clusters Score: Raw -40516.311473 + Penalty 660.194518 = -39856.116956 nChanged 11 SP:Iteration 12Q (986.997332 sec): 3 clusters Score: Raw -40520.442468 + Penalty 660.194518 = -39860.247950 nChanged 10 SP:Iteration 13Q (987.041240 sec): 3 clusters Score: Raw -40523.829377 + Penalty 660.194518 = -39863.634859 nChanged 9 SP:Iteration 14Q (987.084936 sec): 3 clusters Score: Raw -40526.204425 + Penalty 660.194518 = -39866.009907 nChanged 9 SP:Iteration 15Q (987.134083 sec): 3 clusters Score: Raw -40530.221378 + Penalty 660.194518 = -39870.026860 nChanged 10 SP:Iteration 16Q (987.180859 sec): 3 clusters Score: Raw -40535.530506 + Penalty 660.194518 = -39875.335988 nChanged 21 SP:Iteration 17Q (987.231687 sec): 3 clusters Score: Raw -40554.959319 + Penalty 660.194518 = -39894.764801 nChanged 26 SP:Iteration 18Q (987.279915 sec): 3 clusters Score: Raw -40580.900905 + Penalty 660.194518 = -39920.706388 nChanged 23 SP:Iteration 19Q (987.317170 sec): 3 clusters Score: Raw -40602.421177 + Penalty 660.194518 = -39942.226659 nChanged 19 SP:Iteration 20F (987.361359 sec): 3 clusters Score: Raw -40620.839676 + Penalty 660.194518 = -39960.645158 nChanged 14 SP:Iteration 21Q (987.410612 sec): 3 clusters Score: Raw -40645.396117 + Penalty 660.194518 = -39985.201599 nChanged 17 SP:Iteration 22Q (987.455813 sec): 3 clusters Score: Raw -40657.703582 + Penalty 660.194518 = -39997.509065 nChanged 14 SP:Iteration 23Q (987.499997 sec): 3 clusters Score: Raw -40665.009010 + Penalty 660.194518 = -40004.814493 nChanged 9 SP:Iteration 24Q (987.553074 sec): 3 clusters Score: Raw -40667.358939 + Penalty 660.194518 = -40007.164421 nChanged 9 SP:Iteration 25Q (987.604292 sec): 3 clusters Score: Raw -40670.113157 + Penalty 660.194518 = -40009.918639 nChanged 5 SP:Iteration 26Q (987.655612 sec): 3 clusters Score: Raw -40671.928255 + Penalty 660.194518 = -40011.733737 nChanged 7 SP:Iteration 27Q (987.708171 sec): 3 clusters Score: Raw -40676.623284 + Penalty 660.194518 = -40016.428766 nChanged 8 SP:Iteration 28Q (987.748228 sec): 3 clusters Score: Raw -40682.360952 + Penalty 660.194518 = -40022.166434 nChanged 7 SP:Iteration 29Q (987.799607 sec): 3 clusters Score: Raw -40687.415814 + Penalty 660.194518 = -40027.221296 nChanged 7 SP:Iteration 30Q (987.841967 sec): 3 clusters Score: Raw -40692.769727 + Penalty 660.194518 = -40032.575210 nChanged 12 SP:Iteration 31Q (987.878551 sec): 3 clusters Score: Raw -40703.337778 + Penalty 660.194518 = -40043.143260 nChanged 13 SP:Iteration 32Q (987.927784 sec): 3 clusters Score: Raw -40711.082669 + Penalty 660.194518 = -40050.888152 nChanged 12 SP:Iteration 33Q (987.968051 sec): 3 clusters Score: Raw -40718.547817 + Penalty 660.194518 = -40058.353299 nChanged 9 SP:Iteration 34Q (988.014693 sec): 3 clusters Score: Raw -40722.503384 + Penalty 660.194518 = -40062.308867 nChanged 6 SP:Iteration 35Q (988.062726 sec): 3 clusters Score: Raw -40726.348627 + Penalty 660.194518 = -40066.154109 nChanged 4 SP:Iteration 36Q (988.111649 sec): 3 clusters Score: Raw -40730.403039 + Penalty 660.194518 = -40070.208521 nChanged 2 SP:Iteration 37Q (988.148537 sec): 3 clusters Score: Raw -40730.956136 + Penalty 660.194518 = -40070.761619 nChanged 0 SP:Iteration 38F (988.199047 sec): 3 clusters Score: Raw -40730.956136 + Penalty 660.194518 = -40070.761619 nChanged 0 Score: Raw -17396091.178299 + Penalty 26724.652923 = -17369366.525376 Splitting cluster 15 changes total score from -17369545.176906 to -17369366.525376 So it's not getting split. Trying to split cluster 16 (721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (995.644879 sec): 2 clusters Score: Raw -26008.323270 + Penalty 299.419081 = -25708.904189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (995.685559 sec): 3 clusters Score: Raw -25713.670933 + Penalty 598.838161 = -25114.832771 nChanged 274 SP:Iteration 1F (995.728873 sec): 3 clusters Score: Raw -25898.307388 + Penalty 598.838161 = -25299.469226 nChanged 72 SP:Iteration 2F (995.783272 sec): 3 clusters Score: Raw -25966.719124 + Penalty 598.838161 = -25367.880963 nChanged 54 SP:Iteration 3F (995.832218 sec): 3 clusters Score: Raw -26038.792760 + Penalty 598.838161 = -25439.954599 nChanged 39 SP:Iteration 4F (995.861306 sec): 3 clusters Score: Raw -26071.358866 + Penalty 598.838161 = -25472.520705 nChanged 25 SP:Iteration 5Q (995.908638 sec): 3 clusters Score: Raw -26116.316292 + Penalty 598.838161 = -25517.478131 nChanged 24 SP:Iteration 6Q (995.955027 sec): 3 clusters Score: Raw -26165.503036 + Penalty 598.838161 = -25566.664875 nChanged 30 SP:Iteration 7Q (995.983100 sec): 3 clusters Score: Raw -26222.715450 + Penalty 598.838161 = -25623.877289 nChanged 33 SP:Iteration 8Q (996.024986 sec): 3 clusters Score: Raw -26265.492183 + Penalty 598.838161 = -25666.654022 nChanged 26 SP:Iteration 9Q (996.057721 sec): 3 clusters Score: Raw -26297.135984 + Penalty 598.838161 = -25698.297822 nChanged 14 SP:Iteration 10Q (996.102721 sec): 3 clusters Score: Raw -26311.317860 + Penalty 598.838161 = -25712.479699 nChanged 7 SP:Iteration 11Q (996.136255 sec): 3 clusters Score: Raw -26316.461155 + Penalty 598.838161 = -25717.622993 nChanged 6 SP:Iteration 12Q (996.172926 sec): 3 clusters Score: Raw -26320.514240 + Penalty 598.838161 = -25721.676078 nChanged 3 SP:Iteration 13Q (996.216768 sec): 3 clusters Score: Raw -26322.413713 + Penalty 598.838161 = -25723.575552 nChanged 6 SP:Iteration 14Q (996.261825 sec): 3 clusters Score: Raw -26326.213996 + Penalty 598.838161 = -25727.375835 nChanged 5 SP:Iteration 15Q (996.295139 sec): 3 clusters Score: Raw -26329.755703 + Penalty 598.838161 = -25730.917542 nChanged 4 SP:Iteration 16Q (996.337004 sec): 3 clusters Score: Raw -26332.233396 + Penalty 598.838161 = -25733.395235 nChanged 4 SP:Iteration 17Q (996.383196 sec): 3 clusters Score: Raw -26334.308912 + Penalty 598.838161 = -25735.470751 nChanged 5 SP:Iteration 18Q (996.418135 sec): 3 clusters Score: Raw -26336.414687 + Penalty 598.838161 = -25737.576525 nChanged 3 SP:Iteration 19Q (996.457569 sec): 3 clusters Score: Raw -26337.764477 + Penalty 598.838161 = -25738.926316 nChanged 4 SP:Iteration 20F (996.492283 sec): 3 clusters Score: Raw -26341.629102 + Penalty 598.838161 = -25742.790940 nChanged 5 SP:Iteration 21Q (996.535722 sec): 3 clusters Score: Raw -26346.983051 + Penalty 598.838161 = -25748.144889 nChanged 7 SP:Iteration 22Q (996.565863 sec): 3 clusters Score: Raw -26349.564751 + Penalty 598.838161 = -25750.726590 nChanged 1 SP:Iteration 23Q (996.611102 sec): 3 clusters Score: Raw -26350.804778 + Penalty 598.838161 = -25751.966616 nChanged 4 SP:Iteration 24Q (996.642303 sec): 3 clusters Score: Raw -26353.345976 + Penalty 598.838161 = -25754.507815 nChanged 2 SP:Iteration 25Q (996.692926 sec): 3 clusters Score: Raw -26355.058891 + Penalty 598.838161 = -25756.220729 nChanged 0 SP:Iteration 26F (996.723055 sec): 3 clusters Score: Raw -26355.058891 + Penalty 598.838161 = -25756.220729 nChanged 0 Score: Raw -17396023.870998 + Penalty 26724.652923 = -17369299.218075 Splitting cluster 16 changes total score from -17369545.176906 to -17369299.218075 So it's not getting split. Trying to split cluster 17 (23148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1004.433336 sec): 2 clusters Score: Raw -969378.780758 + Penalty 457.259697 = -968921.521061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1004.502676 sec): 3 clusters Score: Raw -954541.385614 + Penalty 914.519393 = -953626.866220 nChanged 10951 SP:Iteration 1F (1004.569462 sec): 3 clusters Score: Raw -961456.658084 + Penalty 914.519393 = -960542.138690 nChanged 1209 SP:Iteration 2F (1004.637546 sec): 3 clusters Score: Raw -961981.556565 + Penalty 914.519393 = -961067.037171 nChanged 1260 SP:Iteration 3F (1004.702287 sec): 3 clusters Score: Raw -962650.302755 + Penalty 914.519393 = -961735.783361 nChanged 1399 SP:Iteration 4F (1004.768677 sec): 3 clusters Score: Raw -963534.861193 + Penalty 914.519393 = -962620.341800 nChanged 1477 SP:Iteration 5F (1004.831102 sec): 3 clusters Score: Raw -964638.645032 + Penalty 914.519393 = -963724.125638 nChanged 1517 SP:Iteration 6F (1004.896032 sec): 3 clusters Score: Raw -965945.292616 + Penalty 914.519393 = -965030.773223 nChanged 1532 SP:Iteration 7F (1004.964339 sec): 3 clusters Score: Raw -967438.464134 + Penalty 914.519393 = -966523.944740 nChanged 1339 SP:Iteration 8F (1005.038116 sec): 3 clusters Score: Raw -968693.739618 + Penalty 914.519393 = -967779.220225 nChanged 1063 SP:Iteration 9Q (1005.108014 sec): 3 clusters Score: Raw -969603.526132 + Penalty 914.519393 = -968689.006738 nChanged 779 SP:Iteration 10Q (1005.176441 sec): 3 clusters Score: Raw -970136.323644 + Penalty 914.519393 = -969221.804250 nChanged 597 SP:Iteration 11Q (1005.237187 sec): 3 clusters Score: Raw -970436.950356 + Penalty 914.519393 = -969522.430963 nChanged 409 SP:Iteration 12Q (1005.317731 sec): 3 clusters Score: Raw -970575.733108 + Penalty 914.519393 = -969661.213714 nChanged 263 SP:Iteration 13Q (1005.383385 sec): 3 clusters Score: Raw -970631.775601 + Penalty 914.519393 = -969717.256207 nChanged 171 SP:Iteration 14Q (1005.455921 sec): 3 clusters Score: Raw -970657.330762 + Penalty 914.519393 = -969742.811369 nChanged 112 SP:Iteration 15Q (1005.516931 sec): 3 clusters Score: Raw -970670.359882 + Penalty 914.519393 = -969755.840489 nChanged 80 SP:Iteration 16Q (1005.583792 sec): 3 clusters Score: Raw -970676.837561 + Penalty 914.519393 = -969762.318168 nChanged 74 SP:Iteration 17Q (1005.649936 sec): 3 clusters Score: Raw -970683.326561 + Penalty 914.519393 = -969768.807168 nChanged 66 SP:Iteration 18Q (1005.722794 sec): 3 clusters Score: Raw -970689.072370 + Penalty 914.519393 = -969774.552977 nChanged 54 SP:Iteration 19Q (1005.790834 sec): 3 clusters Score: Raw -970692.303089 + Penalty 914.519393 = -969777.783695 nChanged 35 SP:Iteration 20F (1005.864145 sec): 3 clusters Score: Raw -970694.175346 + Penalty 914.519393 = -969779.655952 nChanged 26 SP:Iteration 21Q (1005.933723 sec): 3 clusters Score: Raw -970695.248276 + Penalty 914.519393 = -969780.728883 nChanged 18 SP:Iteration 22Q (1006.000178 sec): 3 clusters Score: Raw -970696.014401 + Penalty 914.519393 = -969781.495008 nChanged 18 SP:Iteration 23Q (1006.072269 sec): 3 clusters Score: Raw -970696.583366 + Penalty 914.519393 = -969782.063973 nChanged 14 SP:Iteration 24Q (1006.135604 sec): 3 clusters Score: Raw -970696.853650 + Penalty 914.519393 = -969782.334257 nChanged 9 SP:Iteration 25Q (1006.211515 sec): 3 clusters Score: Raw -970697.223475 + Penalty 914.519393 = -969782.704082 nChanged 16 SP:Iteration 26Q (1006.277466 sec): 3 clusters Score: Raw -970698.101644 + Penalty 914.519393 = -969783.582251 nChanged 20 SP:Iteration 27Q (1006.345373 sec): 3 clusters Score: Raw -970699.139148 + Penalty 914.519393 = -969784.619755 nChanged 21 SP:Iteration 28Q (1006.411574 sec): 3 clusters Score: Raw -970699.805884 + Penalty 914.519393 = -969785.286490 nChanged 9 SP:Iteration 29Q (1006.490375 sec): 3 clusters Score: Raw -970700.018779 + Penalty 914.519393 = -969785.499385 nChanged 5 SP:Iteration 30Q (1006.555681 sec): 3 clusters Score: Raw -970700.164090 + Penalty 914.519393 = -969785.644697 nChanged 7 SP:Iteration 31Q (1006.627009 sec): 3 clusters Score: Raw -970700.300785 + Penalty 914.519393 = -969785.781392 nChanged 5 SP:Iteration 32Q (1006.684269 sec): 3 clusters Score: Raw -970700.484440 + Penalty 914.519393 = -969785.965047 nChanged 5 SP:Iteration 33Q (1006.754216 sec): 3 clusters Score: Raw -970700.609797 + Penalty 914.519393 = -969786.090403 nChanged 5 SP:Iteration 34Q (1006.833680 sec): 3 clusters Score: Raw -970700.708180 + Penalty 914.519393 = -969786.188786 nChanged 2 SP:Iteration 35Q (1006.894898 sec): 3 clusters Score: Raw -970700.734720 + Penalty 914.519393 = -969786.215327 nChanged 3 SP:Iteration 36Q (1006.952619 sec): 3 clusters Score: Raw -970700.784382 + Penalty 914.519393 = -969786.264989 nChanged 4 SP:Iteration 37Q (1007.030195 sec): 3 clusters Score: Raw -970700.834370 + Penalty 914.519393 = -969786.314977 nChanged 1 SP:Iteration 38Q (1007.087215 sec): 3 clusters Score: Raw -970700.839780 + Penalty 914.519393 = -969786.320386 nChanged 0 SP:Iteration 39F (1007.167280 sec): 3 clusters Score: Raw -970700.839780 + Penalty 914.519393 = -969786.320386 nChanged 0 Score: Raw -17396999.194399 + Penalty 26724.652923 = -17370274.541476 Splitting cluster 17 changes total score from -17369545.176906 to -17370274.541476 So it's getting split into cluster 45. Trying to split cluster 18 (48695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1014.798007 sec): 2 clusters Score: Raw -1938572.019423 + Penalty 491.096589 = -1938080.922834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1014.888826 sec): 3 clusters Score: Raw -1906350.746512 + Penalty 982.193179 = -1905368.553333 nChanged 23548 SP:Iteration 1F (1014.974819 sec): 3 clusters Score: Raw -1920344.197636 + Penalty 982.193179 = -1919362.004458 nChanged 2433 SP:Iteration 2Q (1015.066866 sec): 3 clusters Score: Raw -1921301.708329 + Penalty 982.193179 = -1920319.515150 nChanged 2571 SP:Iteration 3F (1015.151614 sec): 3 clusters Score: Raw -1922465.270010 + Penalty 982.193179 = -1921483.076831 nChanged 2689 SP:Iteration 4F (1015.239475 sec): 3 clusters Score: Raw -1923799.539463 + Penalty 982.193179 = -1922817.346284 nChanged 2727 SP:Iteration 5F (1015.340635 sec): 3 clusters Score: Raw -1925349.628298 + Penalty 982.193179 = -1924367.435120 nChanged 2772 SP:Iteration 6F (1015.428636 sec): 3 clusters Score: Raw -1927270.349918 + Penalty 982.193179 = -1926288.156739 nChanged 2775 SP:Iteration 7F (1015.525172 sec): 3 clusters Score: Raw -1929384.787230 + Penalty 982.193179 = -1928402.594051 nChanged 2670 SP:Iteration 8F (1015.622231 sec): 3 clusters Score: Raw -1931161.588473 + Penalty 982.193179 = -1930179.395294 nChanged 2030 SP:Iteration 9Q (1015.716553 sec): 3 clusters Score: Raw -1932145.753706 + Penalty 982.193179 = -1931163.560528 nChanged 1340 SP:Iteration 10Q (1015.809867 sec): 3 clusters Score: Raw -1932539.401197 + Penalty 982.193179 = -1931557.208018 nChanged 822 SP:Iteration 11Q (1015.916531 sec): 3 clusters Score: Raw -1932705.898122 + Penalty 982.193179 = -1931723.704944 nChanged 536 SP:Iteration 12Q (1016.010096 sec): 3 clusters Score: Raw -1932799.614353 + Penalty 982.193179 = -1931817.421175 nChanged 426 SP:Iteration 13Q (1016.105127 sec): 3 clusters Score: Raw -1932864.069091 + Penalty 982.193179 = -1931881.875912 nChanged 401 SP:Iteration 14Q (1016.193953 sec): 3 clusters Score: Raw -1932921.216558 + Penalty 982.193179 = -1931939.023379 nChanged 409 SP:Iteration 15Q (1016.278877 sec): 3 clusters Score: Raw -1932982.382772 + Penalty 982.193179 = -1932000.189593 nChanged 378 SP:Iteration 16Q (1016.381782 sec): 3 clusters Score: Raw -1933042.270756 + Penalty 982.193179 = -1932060.077577 nChanged 386 SP:Iteration 17Q (1016.477239 sec): 3 clusters Score: Raw -1933113.560078 + Penalty 982.193179 = -1932131.366899 nChanged 428 SP:Iteration 18Q (1016.562762 sec): 3 clusters Score: Raw -1933187.777982 + Penalty 982.193179 = -1932205.584803 nChanged 424 SP:Iteration 19Q (1016.664933 sec): 3 clusters Score: Raw -1933261.535967 + Penalty 982.193179 = -1932279.342788 nChanged 407 SP:Iteration 20F (1016.749825 sec): 3 clusters Score: Raw -1933329.759000 + Penalty 982.193179 = -1932347.565821 nChanged 419 SP:Iteration 21Q (1016.848446 sec): 3 clusters Score: Raw -1933405.318032 + Penalty 982.193179 = -1932423.124854 nChanged 452 SP:Iteration 22Q (1016.932888 sec): 3 clusters Score: Raw -1933491.702805 + Penalty 982.193179 = -1932509.509626 nChanged 472 SP:Iteration 23Q (1017.029114 sec): 3 clusters Score: Raw -1933586.981048 + Penalty 982.193179 = -1932604.787869 nChanged 475 SP:Iteration 24Q (1017.126824 sec): 3 clusters Score: Raw -1933682.759214 + Penalty 982.193179 = -1932700.566035 nChanged 463 SP:Iteration 25Q (1017.218858 sec): 3 clusters Score: Raw -1933772.293768 + Penalty 982.193179 = -1932790.100589 nChanged 484 SP:Iteration 26Q (1017.302231 sec): 3 clusters Score: Raw -1933868.918725 + Penalty 982.193179 = -1932886.725546 nChanged 483 SP:Iteration 27Q (1017.397993 sec): 3 clusters Score: Raw -1933967.620578 + Penalty 982.193179 = -1932985.427399 nChanged 516 SP:Iteration 28Q (1017.499873 sec): 3 clusters Score: Raw -1934078.770021 + Penalty 982.193179 = -1933096.576843 nChanged 517 SP:Iteration 29Q (1017.598428 sec): 3 clusters Score: Raw -1934195.557049 + Penalty 982.193179 = -1933213.363870 nChanged 501 SP:Iteration 30Q (1017.688628 sec): 3 clusters Score: Raw -1934311.286278 + Penalty 982.193179 = -1933329.093100 nChanged 524 SP:Iteration 31Q (1017.772033 sec): 3 clusters Score: Raw -1934430.090074 + Penalty 982.193179 = -1933447.896895 nChanged 506 SP:Iteration 32Q (1017.872722 sec): 3 clusters Score: Raw -1934542.547891 + Penalty 982.193179 = -1933560.354713 nChanged 510 SP:Iteration 33Q (1017.971019 sec): 3 clusters Score: Raw -1934671.441418 + Penalty 982.193179 = -1933689.248239 nChanged 578 SP:Iteration 34Q (1018.064453 sec): 3 clusters Score: Raw -1934827.948888 + Penalty 982.193179 = -1933845.755710 nChanged 580 SP:Iteration 35Q (1018.159052 sec): 3 clusters Score: Raw -1934987.850613 + Penalty 982.193179 = -1934005.657435 nChanged 589 SP:Iteration 36Q (1018.246926 sec): 3 clusters Score: Raw -1935165.281979 + Penalty 982.193179 = -1934183.088800 nChanged 584 SP:Iteration 37Q (1018.341156 sec): 3 clusters Score: Raw -1935347.298622 + Penalty 982.193179 = -1934365.105443 nChanged 557 SP:Iteration 38Q (1018.434230 sec): 3 clusters Score: Raw -1935536.826649 + Penalty 982.193179 = -1934554.633470 nChanged 580 SP:Iteration 39Q (1018.523029 sec): 3 clusters Score: Raw -1935740.027515 + Penalty 982.193179 = -1934757.834337 nChanged 574 SP:Iteration 40F (1018.619004 sec): 3 clusters Score: Raw -1935942.660051 + Penalty 982.193179 = -1934960.466873 nChanged 540 SP:Iteration 41Q (1018.709659 sec): 3 clusters Score: Raw -1936141.877828 + Penalty 982.193179 = -1935159.684649 nChanged 536 SP:Iteration 42Q (1018.801653 sec): 3 clusters Score: Raw -1936335.899788 + Penalty 982.193179 = -1935353.706610 nChanged 527 SP:Iteration 43Q (1018.892233 sec): 3 clusters Score: Raw -1936520.809515 + Penalty 982.193179 = -1935538.616336 nChanged 471 SP:Iteration 44Q (1018.983186 sec): 3 clusters Score: Raw -1936671.256572 + Penalty 982.193179 = -1935689.063394 nChanged 429 SP:Iteration 45Q (1019.072993 sec): 3 clusters Score: Raw -1936809.705069 + Penalty 982.193179 = -1935827.511890 nChanged 419 SP:Iteration 46Q (1019.160746 sec): 3 clusters Score: Raw -1936948.373403 + Penalty 982.193179 = -1935966.180224 nChanged 385 SP:Iteration 47Q (1019.246828 sec): 3 clusters Score: Raw -1937078.777584 + Penalty 982.193179 = -1936096.584405 nChanged 381 SP:Iteration 48Q (1019.333786 sec): 3 clusters Score: Raw -1937222.973339 + Penalty 982.193179 = -1936240.780160 nChanged 390 SP:Iteration 49Q (1019.420771 sec): 3 clusters Score: Raw -1937369.956110 + Penalty 982.193179 = -1936387.762931 nChanged 348 SP:Iteration 50Q (1019.506705 sec): 3 clusters Score: Raw -1937491.354249 + Penalty 982.193179 = -1936509.161071 nChanged 328 SP:Iteration 51Q (1019.584217 sec): 3 clusters Score: Raw -1937597.300439 + Penalty 982.193179 = -1936615.107261 nChanged 295 SP:Iteration 52Q (1019.680360 sec): 3 clusters Score: Raw -1937689.616409 + Penalty 982.193179 = -1936707.423231 nChanged 285 SP:Iteration 53Q (1019.771866 sec): 3 clusters Score: Raw -1937774.380772 + Penalty 982.193179 = -1936792.187593 nChanged 249 SP:Iteration 54Q (1019.863007 sec): 3 clusters Score: Raw -1937844.518673 + Penalty 982.193179 = -1936862.325494 nChanged 225 SP:Iteration 55Q (1019.943770 sec): 3 clusters Score: Raw -1937907.809509 + Penalty 982.193179 = -1936925.616330 nChanged 218 SP:Iteration 56Q (1020.034720 sec): 3 clusters Score: Raw -1937967.976675 + Penalty 982.193179 = -1936985.783497 nChanged 217 SP:Iteration 57Q (1020.130393 sec): 3 clusters Score: Raw -1938033.531407 + Penalty 982.193179 = -1937051.338228 nChanged 225 SP:Iteration 58Q (1020.213499 sec): 3 clusters Score: Raw -1938099.325858 + Penalty 982.193179 = -1937117.132680 nChanged 197 SP:Iteration 59Q (1020.283970 sec): 3 clusters Score: Raw -1938154.623595 + Penalty 982.193179 = -1937172.430416 nChanged 170 SP:Iteration 60F (1020.378621 sec): 3 clusters Score: Raw -1938201.492043 + Penalty 982.193179 = -1937219.298865 nChanged 181 SP:Iteration 61Q (1020.470541 sec): 3 clusters Score: Raw -1938254.322414 + Penalty 982.193179 = -1937272.129236 nChanged 183 SP:Iteration 62Q (1020.563147 sec): 3 clusters Score: Raw -1938302.923841 + Penalty 982.193179 = -1937320.730662 nChanged 154 SP:Iteration 63Q (1020.648494 sec): 3 clusters Score: Raw -1938340.064479 + Penalty 982.193179 = -1937357.871300 nChanged 147 SP:Iteration 64Q (1020.728886 sec): 3 clusters Score: Raw -1938377.653061 + Penalty 982.193179 = -1937395.459882 nChanged 143 SP:Iteration 65Q (1020.807848 sec): 3 clusters Score: Raw -1938414.466639 + Penalty 982.193179 = -1937432.273460 nChanged 120 SP:Iteration 66Q (1020.898978 sec): 3 clusters Score: Raw -1938445.878940 + Penalty 982.193179 = -1937463.685762 nChanged 119 SP:Iteration 67Q (1020.992097 sec): 3 clusters Score: Raw -1938477.472565 + Penalty 982.193179 = -1937495.279387 nChanged 108 SP:Iteration 68Q (1021.086409 sec): 3 clusters Score: Raw -1938506.924410 + Penalty 982.193179 = -1937524.731232 nChanged 116 SP:Iteration 69Q (1021.170094 sec): 3 clusters Score: Raw -1938541.456168 + Penalty 982.193179 = -1937559.262990 nChanged 116 SP:Iteration 70Q (1021.246786 sec): 3 clusters Score: Raw -1938580.232433 + Penalty 982.193179 = -1937598.039254 nChanged 116 SP:Iteration 71Q (1021.336928 sec): 3 clusters Score: Raw -1938615.131756 + Penalty 982.193179 = -1937632.938578 nChanged 97 SP:Iteration 72Q (1021.421343 sec): 3 clusters Score: Raw -1938640.459081 + Penalty 982.193179 = -1937658.265902 nChanged 87 SP:Iteration 73Q (1021.506920 sec): 3 clusters Score: Raw -1938664.162318 + Penalty 982.193179 = -1937681.969140 nChanged 85 SP:Iteration 74Q (1021.593745 sec): 3 clusters Score: Raw -1938684.222752 + Penalty 982.193179 = -1937702.029573 nChanged 68 SP:Iteration 75Q (1021.673545 sec): 3 clusters Score: Raw -1938697.992191 + Penalty 982.193179 = -1937715.799013 nChanged 50 SP:Iteration 76Q (1021.755487 sec): 3 clusters Score: Raw -1938706.942528 + Penalty 982.193179 = -1937724.749349 nChanged 50 SP:Iteration 77Q (1021.830542 sec): 3 clusters Score: Raw -1938715.575590 + Penalty 982.193179 = -1937733.382412 nChanged 36 SP:Iteration 78Q (1021.926647 sec): 3 clusters Score: Raw -1938721.793767 + Penalty 982.193179 = -1937739.600588 nChanged 31 SP:Iteration 79Q (1022.014734 sec): 3 clusters Score: Raw -1938726.683054 + Penalty 982.193179 = -1937744.489875 nChanged 26 SP:Iteration 80F (1022.104691 sec): 3 clusters Score: Raw -1938731.446311 + Penalty 982.193179 = -1937749.253132 nChanged 26 SP:Iteration 81Q (1022.182286 sec): 3 clusters Score: Raw -1938736.673389 + Penalty 982.193179 = -1937754.480210 nChanged 27 SP:Iteration 82Q (1022.260963 sec): 3 clusters Score: Raw -1938742.388615 + Penalty 982.193179 = -1937760.195436 nChanged 22 SP:Iteration 83Q (1022.346645 sec): 3 clusters Score: Raw -1938746.302220 + Penalty 982.193179 = -1937764.109041 nChanged 19 SP:Iteration 84Q (1022.436011 sec): 3 clusters Score: Raw -1938748.782539 + Penalty 982.193179 = -1937766.589360 nChanged 14 SP:Iteration 85Q (1022.523429 sec): 3 clusters Score: Raw -1938750.357607 + Penalty 982.193179 = -1937768.164429 nChanged 13 SP:Iteration 86Q (1022.607800 sec): 3 clusters Score: Raw -1938752.230698 + Penalty 982.193179 = -1937770.037519 nChanged 14 SP:Iteration 87Q (1022.693929 sec): 3 clusters Score: Raw -1938754.209029 + Penalty 982.193179 = -1937772.015850 nChanged 14 SP:Iteration 88Q (1022.777272 sec): 3 clusters Score: Raw -1938756.164396 + Penalty 982.193179 = -1937773.971217 nChanged 17 SP:Iteration 89Q (1022.849553 sec): 3 clusters Score: Raw -1938757.985149 + Penalty 982.193179 = -1937775.791970 nChanged 12 SP:Iteration 90Q (1022.931425 sec): 3 clusters Score: Raw -1938759.294544 + Penalty 982.193179 = -1937777.101365 nChanged 9 SP:Iteration 91Q (1023.018143 sec): 3 clusters Score: Raw -1938760.547391 + Penalty 982.193179 = -1937778.354212 nChanged 13 SP:Iteration 92Q (1023.103121 sec): 3 clusters Score: Raw -1938762.488572 + Penalty 982.193179 = -1937780.295393 nChanged 13 SP:Iteration 93Q (1023.188812 sec): 3 clusters Score: Raw -1938763.925052 + Penalty 982.193179 = -1937781.731873 nChanged 11 SP:Iteration 94Q (1023.275286 sec): 3 clusters Score: Raw -1938765.771607 + Penalty 982.193179 = -1937783.578428 nChanged 14 SP:Iteration 95Q (1023.362131 sec): 3 clusters Score: Raw -1938768.543197 + Penalty 982.193179 = -1937786.350018 nChanged 17 SP:Iteration 96Q (1023.456446 sec): 3 clusters Score: Raw -1938770.760066 + Penalty 982.193179 = -1937788.566887 nChanged 12 SP:Iteration 97Q (1023.545077 sec): 3 clusters Score: Raw -1938772.703120 + Penalty 982.193179 = -1937790.509941 nChanged 13 SP:Iteration 98Q (1023.629844 sec): 3 clusters Score: Raw -1938774.274742 + Penalty 982.193179 = -1937792.081563 nChanged 13 SP:Iteration 99Q (1023.714206 sec): 3 clusters Score: Raw -1938775.886026 + Penalty 982.193179 = -1937793.692847 nChanged 10 SP:Iteration 100F (1023.804937 sec): 3 clusters Score: Raw -1938777.598508 + Penalty 982.193179 = -1937795.405330 nChanged 13 SP:Iteration 101Q (1023.887321 sec): 3 clusters Score: Raw -1938779.764937 + Penalty 982.193179 = -1937797.571759 nChanged 12 SP:Iteration 102Q (1023.969859 sec): 3 clusters Score: Raw -1938781.215477 + Penalty 982.193179 = -1937799.022298 nChanged 8 SP:Iteration 103Q (1024.048806 sec): 3 clusters Score: Raw -1938782.110275 + Penalty 982.193179 = -1937799.917097 nChanged 3 SP:Iteration 104Q (1024.126734 sec): 3 clusters Score: Raw -1938782.373370 + Penalty 982.193179 = -1937800.180191 nChanged 2 SP:Iteration 105Q (1024.212737 sec): 3 clusters Score: Raw -1938782.656001 + Penalty 982.193179 = -1937800.462822 nChanged 2 SP:Iteration 106Q (1024.297365 sec): 3 clusters Score: Raw -1938782.885919 + Penalty 982.193179 = -1937800.692740 nChanged 1 SP:Iteration 107Q (1024.376777 sec): 3 clusters Score: Raw -1938783.190222 + Penalty 982.193179 = -1937800.997043 nChanged 0 SP:Iteration 108F (1024.463014 sec): 3 clusters Score: Raw -1938783.190222 + Penalty 982.193179 = -1937800.997043 nChanged 0 Trying to split cluster 19 (751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1024.481482 sec): 2 clusters Score: Raw -27267.103208 + Penalty 301.273957 = -26965.829251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1024.531380 sec): 3 clusters Score: Raw -26909.138105 + Penalty 602.547914 = -26306.590190 nChanged 284 SP:Iteration 1F (1024.586719 sec): 3 clusters Score: Raw -27163.159897 + Penalty 602.547914 = -26560.611983 nChanged 74 SP:Iteration 2F (1024.634392 sec): 3 clusters Score: Raw -27235.970157 + Penalty 602.547914 = -26633.422242 nChanged 55 SP:Iteration 3F (1024.682238 sec): 3 clusters Score: Raw -27285.506877 + Penalty 602.547914 = -26682.958963 nChanged 35 SP:Iteration 4Q (1024.722901 sec): 3 clusters Score: Raw -27315.552000 + Penalty 602.547914 = -26713.004086 nChanged 23 SP:Iteration 5Q (1024.771185 sec): 3 clusters Score: Raw -27341.252178 + Penalty 602.547914 = -26738.704264 nChanged 19 SP:Iteration 6Q (1024.812203 sec): 3 clusters Score: Raw -27353.811582 + Penalty 602.547914 = -26751.263667 nChanged 11 SP:Iteration 7Q (1024.856798 sec): 3 clusters Score: Raw -27363.068507 + Penalty 602.547914 = -26760.520593 nChanged 12 SP:Iteration 8Q (1024.908661 sec): 3 clusters Score: Raw -27373.982109 + Penalty 602.547914 = -26771.434195 nChanged 9 SP:Iteration 9Q (1024.943633 sec): 3 clusters Score: Raw -27382.820851 + Penalty 602.547914 = -26780.272936 nChanged 6 SP:Iteration 10Q (1024.987205 sec): 3 clusters Score: Raw -27386.471993 + Penalty 602.547914 = -26783.924079 nChanged 5 SP:Iteration 11Q (1025.037820 sec): 3 clusters Score: Raw -27389.256484 + Penalty 602.547914 = -26786.708570 nChanged 3 SP:Iteration 12Q (1025.083138 sec): 3 clusters Score: Raw -27392.344494 + Penalty 602.547914 = -26789.796580 nChanged 1 SP:Iteration 13Q (1025.123013 sec): 3 clusters Score: Raw -27393.054693 + Penalty 602.547914 = -26790.506779 nChanged 2 SP:Iteration 14Q (1025.163372 sec): 3 clusters Score: Raw -27393.674521 + Penalty 602.547914 = -26791.126607 nChanged 0 SP:Iteration 15F (1025.209810 sec): 3 clusters Score: Raw -27393.674521 + Penalty 602.547914 = -26791.126607 nChanged 0 Trying to split cluster 20 (1901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1025.246563 sec): 2 clusters Score: Raw -82787.273000 + Penalty 343.531158 = -82443.741841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1025.280757 sec): 3 clusters Score: Raw -81751.498251 + Penalty 687.062316 = -81064.435934 nChanged 818 SP:Iteration 1F (1025.328875 sec): 3 clusters Score: Raw -82180.700736 + Penalty 687.062316 = -81493.638420 nChanged 137 SP:Iteration 2F (1025.381459 sec): 3 clusters Score: Raw -82269.081865 + Penalty 687.062316 = -81582.019549 nChanged 118 SP:Iteration 3F (1025.426178 sec): 3 clusters Score: Raw -82340.498596 + Penalty 687.062316 = -81653.436280 nChanged 120 SP:Iteration 4F (1025.471812 sec): 3 clusters Score: Raw -82419.662469 + Penalty 687.062316 = -81732.600153 nChanged 119 SP:Iteration 5F (1025.520199 sec): 3 clusters Score: Raw -82503.621802 + Penalty 687.062316 = -81816.559486 nChanged 102 SP:Iteration 6F (1025.554091 sec): 3 clusters Score: Raw -82575.270066 + Penalty 687.062316 = -81888.207750 nChanged 78 SP:Iteration 7Q (1025.599258 sec): 3 clusters Score: Raw -82627.681426 + Penalty 687.062316 = -81940.619110 nChanged 73 SP:Iteration 8Q (1025.643923 sec): 3 clusters Score: Raw -82671.548500 + Penalty 687.062316 = -81984.486183 nChanged 50 SP:Iteration 9Q (1025.695450 sec): 3 clusters Score: Raw -82700.526604 + Penalty 687.062316 = -82013.464287 nChanged 40 SP:Iteration 10Q (1025.744316 sec): 3 clusters Score: Raw -82718.233523 + Penalty 687.062316 = -82031.171207 nChanged 27 SP:Iteration 11Q (1025.788469 sec): 3 clusters Score: Raw -82730.531723 + Penalty 687.062316 = -82043.469407 nChanged 19 SP:Iteration 12Q (1025.836832 sec): 3 clusters Score: Raw -82738.668189 + Penalty 687.062316 = -82051.605873 nChanged 17 SP:Iteration 13Q (1025.881235 sec): 3 clusters Score: Raw -82749.751010 + Penalty 687.062316 = -82062.688694 nChanged 16 SP:Iteration 14Q (1025.925166 sec): 3 clusters Score: Raw -82758.583055 + Penalty 687.062316 = -82071.520739 nChanged 11 SP:Iteration 15Q (1025.967911 sec): 3 clusters Score: Raw -82764.596738 + Penalty 687.062316 = -82077.534422 nChanged 8 SP:Iteration 16Q (1026.011674 sec): 3 clusters Score: Raw -82769.471522 + Penalty 687.062316 = -82082.409206 nChanged 5 SP:Iteration 17Q (1026.056219 sec): 3 clusters Score: Raw -82774.515498 + Penalty 687.062316 = -82087.453182 nChanged 3 SP:Iteration 18Q (1026.107091 sec): 3 clusters Score: Raw -82776.595995 + Penalty 687.062316 = -82089.533678 nChanged 2 SP:Iteration 19Q (1026.155104 sec): 3 clusters Score: Raw -82777.934826 + Penalty 687.062316 = -82090.872510 nChanged 2 SP:Iteration 20F (1026.209128 sec): 3 clusters Score: Raw -82779.336065 + Penalty 687.062316 = -82092.273748 nChanged 5 SP:Iteration 21Q (1026.254164 sec): 3 clusters Score: Raw -82782.021419 + Penalty 687.062316 = -82094.959103 nChanged 9 SP:Iteration 22Q (1026.301901 sec): 3 clusters Score: Raw -82791.674413 + Penalty 687.062316 = -82104.612097 nChanged 7 SP:Iteration 23Q (1026.347005 sec): 3 clusters Score: Raw -82799.250378 + Penalty 687.062316 = -82112.188061 nChanged 5 SP:Iteration 24Q (1026.402511 sec): 3 clusters Score: Raw -82802.481998 + Penalty 687.062316 = -82115.419682 nChanged 6 SP:Iteration 25Q (1026.450607 sec): 3 clusters Score: Raw -82807.456374 + Penalty 687.062316 = -82120.394058 nChanged 6 SP:Iteration 26Q (1026.503355 sec): 3 clusters Score: Raw -82811.965064 + Penalty 687.062316 = -82124.902748 nChanged 4 SP:Iteration 27Q (1026.540232 sec): 3 clusters Score: Raw -82815.191264 + Penalty 687.062316 = -82128.128948 nChanged 1 SP:Iteration 28Q (1026.595933 sec): 3 clusters Score: Raw -82817.413672 + Penalty 687.062316 = -82130.351355 nChanged 3 SP:Iteration 29Q (1026.637334 sec): 3 clusters Score: Raw -82819.845187 + Penalty 687.062316 = -82132.782871 nChanged 1 SP:Iteration 30Q (1026.679196 sec): 3 clusters Score: Raw -82820.220246 + Penalty 687.062316 = -82133.157930 nChanged 1 SP:Iteration 31Q (1026.729924 sec): 3 clusters Score: Raw -82821.827278 + Penalty 687.062316 = -82134.764962 nChanged 1 SP:Iteration 32Q (1026.763785 sec): 3 clusters Score: Raw -82822.339396 + Penalty 687.062316 = -82135.277080 nChanged 0 SP:Iteration 33F (1026.816616 sec): 3 clusters Score: Raw -82822.339396 + Penalty 687.062316 = -82135.277080 nChanged 0 Trying to split cluster 21 (1813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1026.840280 sec): 2 clusters Score: Raw -70127.513494 + Penalty 341.374589 = -69786.138905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1026.891337 sec): 3 clusters Score: Raw -69117.114340 + Penalty 682.749177 = -68434.365163 nChanged 787 SP:Iteration 1F (1026.930274 sec): 3 clusters Score: Raw -69575.274408 + Penalty 682.749177 = -68892.525231 nChanged 118 SP:Iteration 2F (1026.990844 sec): 3 clusters Score: Raw -69635.367661 + Penalty 682.749177 = -68952.618483 nChanged 102 SP:Iteration 3F (1027.041071 sec): 3 clusters Score: Raw -69698.960758 + Penalty 682.749177 = -69016.211580 nChanged 92 SP:Iteration 4F (1027.087306 sec): 3 clusters Score: Raw -69757.748239 + Penalty 682.749177 = -69074.999062 nChanged 100 SP:Iteration 5F (1027.135239 sec): 3 clusters Score: Raw -69830.344649 + Penalty 682.749177 = -69147.595472 nChanged 91 SP:Iteration 6F (1027.178489 sec): 3 clusters Score: Raw -69901.770538 + Penalty 682.749177 = -69219.021361 nChanged 85 SP:Iteration 7Q (1027.213203 sec): 3 clusters Score: Raw -69980.472993 + Penalty 682.749177 = -69297.723815 nChanged 68 SP:Iteration 8Q (1027.268721 sec): 3 clusters Score: Raw -70032.337563 + Penalty 682.749177 = -69349.588385 nChanged 64 SP:Iteration 9Q (1027.324548 sec): 3 clusters Score: Raw -70075.182837 + Penalty 682.749177 = -69392.433660 nChanged 41 SP:Iteration 10Q (1027.373490 sec): 3 clusters Score: Raw -70102.886149 + Penalty 682.749177 = -69420.136972 nChanged 31 SP:Iteration 11Q (1027.417733 sec): 3 clusters Score: Raw -70133.447829 + Penalty 682.749177 = -69450.698651 nChanged 26 SP:Iteration 12Q (1027.471456 sec): 3 clusters Score: Raw -70149.024778 + Penalty 682.749177 = -69466.275601 nChanged 15 SP:Iteration 13Q (1027.510845 sec): 3 clusters Score: Raw -70156.669007 + Penalty 682.749177 = -69473.919830 nChanged 14 SP:Iteration 14Q (1027.570509 sec): 3 clusters Score: Raw -70166.173901 + Penalty 682.749177 = -69483.424723 nChanged 16 SP:Iteration 15Q (1027.611053 sec): 3 clusters Score: Raw -70177.929788 + Penalty 682.749177 = -69495.180611 nChanged 15 SP:Iteration 16Q (1027.655722 sec): 3 clusters Score: Raw -70187.959944 + Penalty 682.749177 = -69505.210767 nChanged 12 SP:Iteration 17Q (1027.703855 sec): 3 clusters Score: Raw -70193.907647 + Penalty 682.749177 = -69511.158470 nChanged 8 SP:Iteration 18Q (1027.759540 sec): 3 clusters Score: Raw -70197.108340 + Penalty 682.749177 = -69514.359163 nChanged 5 SP:Iteration 19Q (1027.800421 sec): 3 clusters Score: Raw -70198.298714 + Penalty 682.749177 = -69515.549537 nChanged 4 SP:Iteration 20F (1027.851245 sec): 3 clusters Score: Raw -70200.540515 + Penalty 682.749177 = -69517.791337 nChanged 10 SP:Iteration 21Q (1027.893657 sec): 3 clusters Score: Raw -70205.957768 + Penalty 682.749177 = -69523.208591 nChanged 9 SP:Iteration 22Q (1027.948954 sec): 3 clusters Score: Raw -70213.080180 + Penalty 682.749177 = -69530.331003 nChanged 14 SP:Iteration 23Q (1027.996960 sec): 3 clusters Score: Raw -70224.190162 + Penalty 682.749177 = -69541.440985 nChanged 9 SP:Iteration 24Q (1028.041226 sec): 3 clusters Score: Raw -70232.229094 + Penalty 682.749177 = -69549.479917 nChanged 2 SP:Iteration 25Q (1028.091444 sec): 3 clusters Score: Raw -70232.981449 + Penalty 682.749177 = -69550.232272 nChanged 0 SP:Iteration 26F (1028.136716 sec): 3 clusters Score: Raw -70232.981449 + Penalty 682.749177 = -69550.232272 nChanged 0 Trying to split cluster 22 (38086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1028.202366 sec): 2 clusters Score: Raw -1568591.278183 + Penalty 479.915893 = -1568111.362290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1028.280664 sec): 3 clusters Score: Raw -1543729.915277 + Penalty 959.831786 = -1542770.083491 nChanged 18262 SP:Iteration 1F (1028.365422 sec): 3 clusters Score: Raw -1555182.119817 + Penalty 959.831786 = -1554222.288032 nChanged 2766 SP:Iteration 2F (1028.447669 sec): 3 clusters Score: Raw -1556824.436762 + Penalty 959.831786 = -1555864.604976 nChanged 3106 SP:Iteration 3F (1028.527866 sec): 3 clusters Score: Raw -1559089.927574 + Penalty 959.831786 = -1558130.095789 nChanged 3162 SP:Iteration 4F (1028.606112 sec): 3 clusters Score: Raw -1561772.653252 + Penalty 959.831786 = -1560812.821466 nChanged 2713 SP:Iteration 5F (1028.687253 sec): 3 clusters Score: Raw -1564230.782795 + Penalty 959.831786 = -1563270.951010 nChanged 2040 SP:Iteration 6F (1028.761840 sec): 3 clusters Score: Raw -1566087.374500 + Penalty 959.831786 = -1565127.542714 nChanged 1307 SP:Iteration 7Q (1028.844681 sec): 3 clusters Score: Raw -1567190.782505 + Penalty 959.831786 = -1566230.950719 nChanged 818 SP:Iteration 8Q (1028.915678 sec): 3 clusters Score: Raw -1567852.432143 + Penalty 959.831786 = -1566892.600357 nChanged 486 SP:Iteration 9Q (1029.002848 sec): 3 clusters Score: Raw -1568229.007054 + Penalty 959.831786 = -1567269.175268 nChanged 292 SP:Iteration 10Q (1029.082688 sec): 3 clusters Score: Raw -1568439.723944 + Penalty 959.831786 = -1567479.892158 nChanged 159 SP:Iteration 11Q (1029.161531 sec): 3 clusters Score: Raw -1568550.393082 + Penalty 959.831786 = -1567590.561297 nChanged 88 SP:Iteration 12Q (1029.236867 sec): 3 clusters Score: Raw -1568606.874075 + Penalty 959.831786 = -1567647.042290 nChanged 53 SP:Iteration 13Q (1029.309363 sec): 3 clusters Score: Raw -1568641.934105 + Penalty 959.831786 = -1567682.102319 nChanged 40 SP:Iteration 14Q (1029.385981 sec): 3 clusters Score: Raw -1568668.749058 + Penalty 959.831786 = -1567708.917273 nChanged 26 SP:Iteration 15Q (1029.466084 sec): 3 clusters Score: Raw -1568690.870616 + Penalty 959.831786 = -1567731.038830 nChanged 22 SP:Iteration 16Q (1029.538370 sec): 3 clusters Score: Raw -1568710.885879 + Penalty 959.831786 = -1567751.054093 nChanged 14 SP:Iteration 17Q (1029.616732 sec): 3 clusters Score: Raw -1568717.391405 + Penalty 959.831786 = -1567757.559620 nChanged 14 SP:Iteration 18Q (1029.692419 sec): 3 clusters Score: Raw -1568722.885010 + Penalty 959.831786 = -1567763.053224 nChanged 9 SP:Iteration 19Q (1029.767155 sec): 3 clusters Score: Raw -1568728.071059 + Penalty 959.831786 = -1567768.239273 nChanged 4 SP:Iteration 20F (1029.844842 sec): 3 clusters Score: Raw -1568729.834273 + Penalty 959.831786 = -1567770.002487 nChanged 3 SP:Iteration 21Q (1029.918817 sec): 3 clusters Score: Raw -1568730.480419 + Penalty 959.831786 = -1567770.648633 nChanged 0 SP:Iteration 22F (1029.998229 sec): 3 clusters Score: Raw -1568730.480419 + Penalty 959.831786 = -1567770.648633 nChanged 0 Trying to split cluster 23 (107429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1030.113565 sec): 2 clusters Score: Raw -4350495.601664 + Penalty 527.098638 = -4349968.503026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1030.260988 sec): 3 clusters Score: Raw -4278510.502249 + Penalty 1054.197275 = -4277456.304973 nChanged 52524 SP:Iteration 1F (1030.405646 sec): 3 clusters Score: Raw -4313691.592605 + Penalty 1054.197275 = -4312637.395330 nChanged 7097 SP:Iteration 2F (1030.553563 sec): 3 clusters Score: Raw -4318161.905555 + Penalty 1054.197275 = -4317107.708280 nChanged 7589 SP:Iteration 3F (1030.701822 sec): 3 clusters Score: Raw -4324035.143801 + Penalty 1054.197275 = -4322980.946526 nChanged 7092 SP:Iteration 4F (1030.845493 sec): 3 clusters Score: Raw -4330437.948580 + Penalty 1054.197275 = -4329383.751305 nChanged 5925 SP:Iteration 5F (1030.987896 sec): 3 clusters Score: Raw -4335320.396988 + Penalty 1054.197275 = -4334266.199712 nChanged 4180 SP:Iteration 6Q (1031.130208 sec): 3 clusters Score: Raw -4337742.943721 + Penalty 1054.197275 = -4336688.746445 nChanged 2890 SP:Iteration 7Q (1031.279538 sec): 3 clusters Score: Raw -4339089.236333 + Penalty 1054.197275 = -4338035.039057 nChanged 2394 SP:Iteration 8Q (1031.430608 sec): 3 clusters Score: Raw -4340207.499426 + Penalty 1054.197275 = -4339153.302151 nChanged 2315 SP:Iteration 9Q (1031.573217 sec): 3 clusters Score: Raw -4341345.862916 + Penalty 1054.197275 = -4340291.665640 nChanged 2279 SP:Iteration 10Q (1031.717600 sec): 3 clusters Score: Raw -4342527.489169 + Penalty 1054.197275 = -4341473.291893 nChanged 2149 SP:Iteration 11Q (1031.864770 sec): 3 clusters Score: Raw -4343653.111123 + Penalty 1054.197275 = -4342598.913847 nChanged 2055 SP:Iteration 12Q (1032.018739 sec): 3 clusters Score: Raw -4344766.759262 + Penalty 1054.197275 = -4343712.561987 nChanged 1860 SP:Iteration 13Q (1032.168223 sec): 3 clusters Score: Raw -4345765.266180 + Penalty 1054.197275 = -4344711.068905 nChanged 1639 SP:Iteration 14Q (1032.300488 sec): 3 clusters Score: Raw -4346673.248298 + Penalty 1054.197275 = -4345619.051023 nChanged 1470 SP:Iteration 15Q (1032.432290 sec): 3 clusters Score: Raw -4347457.008079 + Penalty 1054.197275 = -4346402.810804 nChanged 1288 SP:Iteration 16Q (1032.579993 sec): 3 clusters Score: Raw -4348124.689912 + Penalty 1054.197275 = -4347070.492637 nChanged 1083 SP:Iteration 17Q (1032.711699 sec): 3 clusters Score: Raw -4348680.895630 + Penalty 1054.197275 = -4347626.698355 nChanged 899 SP:Iteration 18Q (1032.850371 sec): 3 clusters Score: Raw -4349120.664218 + Penalty 1054.197275 = -4348066.466943 nChanged 758 SP:Iteration 19Q (1032.991101 sec): 3 clusters Score: Raw -4349476.401992 + Penalty 1054.197275 = -4348422.204716 nChanged 610 SP:Iteration 20F (1033.136778 sec): 3 clusters Score: Raw -4349735.843432 + Penalty 1054.197275 = -4348681.646157 nChanged 522 SP:Iteration 21Q (1033.265863 sec): 3 clusters Score: Raw -4349950.541819 + Penalty 1054.197275 = -4348896.344543 nChanged 448 SP:Iteration 22Q (1033.401418 sec): 3 clusters Score: Raw -4350124.750480 + Penalty 1054.197275 = -4349070.553205 nChanged 361 SP:Iteration 23Q (1033.536486 sec): 3 clusters Score: Raw -4350255.638423 + Penalty 1054.197275 = -4349201.441148 nChanged 301 SP:Iteration 24Q (1033.664410 sec): 3 clusters Score: Raw -4350354.378849 + Penalty 1054.197275 = -4349300.181574 nChanged 253 SP:Iteration 25Q (1033.792848 sec): 3 clusters Score: Raw -4350429.862824 + Penalty 1054.197275 = -4349375.665549 nChanged 226 SP:Iteration 26Q (1033.925777 sec): 3 clusters Score: Raw -4350495.069917 + Penalty 1054.197275 = -4349440.872641 nChanged 185 SP:Iteration 27Q (1034.053658 sec): 3 clusters Score: Raw -4350548.292096 + Penalty 1054.197275 = -4349494.094820 nChanged 157 SP:Iteration 28Q (1034.187505 sec): 3 clusters Score: Raw -4350592.403475 + Penalty 1054.197275 = -4349538.206200 nChanged 135 SP:Iteration 29Q (1034.311304 sec): 3 clusters Score: Raw -4350626.804072 + Penalty 1054.197275 = -4349572.606796 nChanged 101 SP:Iteration 30Q (1034.434581 sec): 3 clusters Score: Raw -4350649.286675 + Penalty 1054.197275 = -4349595.089399 nChanged 84 SP:Iteration 31Q (1034.553930 sec): 3 clusters Score: Raw -4350667.101043 + Penalty 1054.197275 = -4349612.903768 nChanged 74 SP:Iteration 32Q (1034.661858 sec): 3 clusters Score: Raw -4350681.629969 + Penalty 1054.197275 = -4349627.432693 nChanged 72 SP:Iteration 33Q (1034.786206 sec): 3 clusters Score: Raw -4350697.600611 + Penalty 1054.197275 = -4349643.403336 nChanged 62 SP:Iteration 34Q (1034.903582 sec): 3 clusters Score: Raw -4350709.794137 + Penalty 1054.197275 = -4349655.596862 nChanged 48 SP:Iteration 35Q (1035.014517 sec): 3 clusters Score: Raw -4350717.334258 + Penalty 1054.197275 = -4349663.136983 nChanged 39 SP:Iteration 36Q (1035.152920 sec): 3 clusters Score: Raw -4350726.005668 + Penalty 1054.197275 = -4349671.808393 nChanged 51 SP:Iteration 37Q (1035.273808 sec): 3 clusters Score: Raw -4350736.147407 + Penalty 1054.197275 = -4349681.950131 nChanged 51 SP:Iteration 38Q (1035.398000 sec): 3 clusters Score: Raw -4350744.939809 + Penalty 1054.197275 = -4349690.742534 nChanged 53 SP:Iteration 39Q (1035.531880 sec): 3 clusters Score: Raw -4350756.880735 + Penalty 1054.197275 = -4349702.683460 nChanged 54 SP:Iteration 40F (1035.675289 sec): 3 clusters Score: Raw -4350768.525765 + Penalty 1054.197275 = -4349714.328490 nChanged 39 SP:Iteration 41Q (1035.804551 sec): 3 clusters Score: Raw -4350775.936668 + Penalty 1054.197275 = -4349721.739392 nChanged 38 SP:Iteration 42Q (1035.938935 sec): 3 clusters Score: Raw -4350783.572648 + Penalty 1054.197275 = -4349729.375372 nChanged 35 SP:Iteration 43Q (1036.069138 sec): 3 clusters Score: Raw -4350790.816051 + Penalty 1054.197275 = -4349736.618776 nChanged 27 SP:Iteration 44Q (1036.194204 sec): 3 clusters Score: Raw -4350795.215531 + Penalty 1054.197275 = -4349741.018256 nChanged 24 SP:Iteration 45Q (1036.323222 sec): 3 clusters Score: Raw -4350799.398014 + Penalty 1054.197275 = -4349745.200739 nChanged 27 SP:Iteration 46Q (1036.451981 sec): 3 clusters Score: Raw -4350806.450916 + Penalty 1054.197275 = -4349752.253640 nChanged 40 SP:Iteration 47Q (1036.574400 sec): 3 clusters Score: Raw -4350813.478801 + Penalty 1054.197275 = -4349759.281526 nChanged 29 SP:Iteration 48Q (1036.697672 sec): 3 clusters Score: Raw -4350819.998806 + Penalty 1054.197275 = -4349765.801530 nChanged 23 SP:Iteration 49Q (1036.822767 sec): 3 clusters Score: Raw -4350824.147317 + Penalty 1054.197275 = -4349769.950041 nChanged 24 SP:Iteration 50Q (1036.938682 sec): 3 clusters Score: Raw -4350827.457222 + Penalty 1054.197275 = -4349773.259947 nChanged 19 SP:Iteration 51Q (1037.065563 sec): 3 clusters Score: Raw -4350830.136088 + Penalty 1054.197275 = -4349775.938813 nChanged 20 SP:Iteration 52Q (1037.190746 sec): 3 clusters Score: Raw -4350833.452205 + Penalty 1054.197275 = -4349779.254930 nChanged 16 SP:Iteration 53Q (1037.316844 sec): 3 clusters Score: Raw -4350836.016111 + Penalty 1054.197275 = -4349781.818836 nChanged 17 SP:Iteration 54Q (1037.451691 sec): 3 clusters Score: Raw -4350838.408490 + Penalty 1054.197275 = -4349784.211214 nChanged 12 SP:Iteration 55Q (1037.578176 sec): 3 clusters Score: Raw -4350840.739476 + Penalty 1054.197275 = -4349786.542201 nChanged 16 SP:Iteration 56Q (1037.708078 sec): 3 clusters Score: Raw -4350843.163988 + Penalty 1054.197275 = -4349788.966713 nChanged 13 SP:Iteration 57Q (1037.840849 sec): 3 clusters Score: Raw -4350845.278566 + Penalty 1054.197275 = -4349791.081291 nChanged 16 SP:Iteration 58Q (1037.968269 sec): 3 clusters Score: Raw -4350848.700786 + Penalty 1054.197275 = -4349794.503511 nChanged 20 SP:Iteration 59Q (1038.090904 sec): 3 clusters Score: Raw -4350852.903572 + Penalty 1054.197275 = -4349798.706296 nChanged 15 SP:Iteration 60F (1038.236851 sec): 3 clusters Score: Raw -4350855.419744 + Penalty 1054.197275 = -4349801.222469 nChanged 12 SP:Iteration 61Q (1038.369186 sec): 3 clusters Score: Raw -4350857.132360 + Penalty 1054.197275 = -4349802.935085 nChanged 9 SP:Iteration 62Q (1038.504766 sec): 3 clusters Score: Raw -4350858.803371 + Penalty 1054.197275 = -4349804.606096 nChanged 13 SP:Iteration 63Q (1038.629373 sec): 3 clusters Score: Raw -4350860.695048 + Penalty 1054.197275 = -4349806.497772 nChanged 7 SP:Iteration 64Q (1038.752012 sec): 3 clusters Score: Raw -4350861.802877 + Penalty 1054.197275 = -4349807.605601 nChanged 7 SP:Iteration 65Q (1038.881712 sec): 3 clusters Score: Raw -4350862.477158 + Penalty 1054.197275 = -4349808.279883 nChanged 5 SP:Iteration 66Q (1039.008894 sec): 3 clusters Score: Raw -4350863.427018 + Penalty 1054.197275 = -4349809.229743 nChanged 8 SP:Iteration 67Q (1039.131934 sec): 3 clusters Score: Raw -4350864.457081 + Penalty 1054.197275 = -4349810.259806 nChanged 7 SP:Iteration 68Q (1039.273745 sec): 3 clusters Score: Raw -4350865.598544 + Penalty 1054.197275 = -4349811.401268 nChanged 6 SP:Iteration 69Q (1039.397016 sec): 3 clusters Score: Raw -4350866.395994 + Penalty 1054.197275 = -4349812.198719 nChanged 4 SP:Iteration 70Q (1039.511232 sec): 3 clusters Score: Raw -4350866.788949 + Penalty 1054.197275 = -4349812.591673 nChanged 4 SP:Iteration 71Q (1039.640537 sec): 3 clusters Score: Raw -4350867.238873 + Penalty 1054.197275 = -4349813.041597 nChanged 4 SP:Iteration 72Q (1039.767277 sec): 3 clusters Score: Raw -4350867.756846 + Penalty 1054.197275 = -4349813.559570 nChanged 5 SP:Iteration 73Q (1039.896185 sec): 3 clusters Score: Raw -4350868.130291 + Penalty 1054.197275 = -4349813.933016 nChanged 1 SP:Iteration 74Q (1040.022363 sec): 3 clusters Score: Raw -4350868.306483 + Penalty 1054.197275 = -4349814.109208 nChanged 2 SP:Iteration 75Q (1040.144463 sec): 3 clusters Score: Raw -4350868.668971 + Penalty 1054.197275 = -4349814.471696 nChanged 5 SP:Iteration 76Q (1040.267240 sec): 3 clusters Score: Raw -4350869.214872 + Penalty 1054.197275 = -4349815.017597 nChanged 3 SP:Iteration 77Q (1040.399480 sec): 3 clusters Score: Raw -4350869.663503 + Penalty 1054.197275 = -4349815.466228 nChanged 3 SP:Iteration 78Q (1040.516640 sec): 3 clusters Score: Raw -4350869.884536 + Penalty 1054.197275 = -4349815.687261 nChanged 2 SP:Iteration 79Q (1040.653219 sec): 3 clusters Score: Raw -4350870.077320 + Penalty 1054.197275 = -4349815.880045 nChanged 2 SP:Iteration 80F (1040.800610 sec): 3 clusters Score: Raw -4350870.296504 + Penalty 1054.197275 = -4349816.099228 nChanged 0 Trying to split cluster 24 (5921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1040.831062 sec): 2 clusters Score: Raw -231547.943966 + Penalty 395.224859 = -231152.719107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1040.885598 sec): 3 clusters Score: Raw -227999.719525 + Penalty 790.449718 = -227209.269807 nChanged 2666 SP:Iteration 1F (1040.931182 sec): 3 clusters Score: Raw -229473.843843 + Penalty 790.449718 = -228683.394126 nChanged 331 SP:Iteration 2F (1040.982680 sec): 3 clusters Score: Raw -229644.142193 + Penalty 790.449718 = -228853.692476 nChanged 366 SP:Iteration 3F (1041.033421 sec): 3 clusters Score: Raw -229855.254461 + Penalty 790.449718 = -229064.804744 nChanged 395 SP:Iteration 4F (1041.090494 sec): 3 clusters Score: Raw -230126.342813 + Penalty 790.449718 = -229335.893095 nChanged 387 SP:Iteration 5F (1041.135911 sec): 3 clusters Score: Raw -230402.126257 + Penalty 790.449718 = -229611.676540 nChanged 333 SP:Iteration 6F (1041.187681 sec): 3 clusters Score: Raw -230654.332270 + Penalty 790.449718 = -229863.882552 nChanged 257 SP:Iteration 7Q (1041.231756 sec): 3 clusters Score: Raw -230845.931313 + Penalty 790.449718 = -230055.481596 nChanged 204 SP:Iteration 8Q (1041.282047 sec): 3 clusters Score: Raw -230994.147870 + Penalty 790.449718 = -230203.698152 nChanged 169 SP:Iteration 9Q (1041.333988 sec): 3 clusters Score: Raw -231096.651592 + Penalty 790.449718 = -230306.201874 nChanged 128 SP:Iteration 10Q (1041.386522 sec): 3 clusters Score: Raw -231169.883407 + Penalty 790.449718 = -230379.433690 nChanged 108 SP:Iteration 11Q (1041.428089 sec): 3 clusters Score: Raw -231228.653297 + Penalty 790.449718 = -230438.203580 nChanged 104 SP:Iteration 12Q (1041.479616 sec): 3 clusters Score: Raw -231290.991960 + Penalty 790.449718 = -230500.542243 nChanged 94 SP:Iteration 13Q (1041.529709 sec): 3 clusters Score: Raw -231339.481092 + Penalty 790.449718 = -230549.031374 nChanged 74 SP:Iteration 14Q (1041.583794 sec): 3 clusters Score: Raw -231377.686086 + Penalty 790.449718 = -230587.236369 nChanged 61 SP:Iteration 15Q (1041.641977 sec): 3 clusters Score: Raw -231408.998593 + Penalty 790.449718 = -230618.548875 nChanged 50 SP:Iteration 16Q (1041.691713 sec): 3 clusters Score: Raw -231430.987955 + Penalty 790.449718 = -230640.538237 nChanged 36 SP:Iteration 17Q (1041.743783 sec): 3 clusters Score: Raw -231444.592489 + Penalty 790.449718 = -230654.142772 nChanged 33 SP:Iteration 18Q (1041.796196 sec): 3 clusters Score: Raw -231457.329574 + Penalty 790.449718 = -230666.879857 nChanged 39 SP:Iteration 19Q (1041.849109 sec): 3 clusters Score: Raw -231470.114190 + Penalty 790.449718 = -230679.664472 nChanged 30 SP:Iteration 20F (1041.903322 sec): 3 clusters Score: Raw -231480.379854 + Penalty 790.449718 = -230689.930136 nChanged 26 SP:Iteration 21Q (1041.951157 sec): 3 clusters Score: Raw -231486.948068 + Penalty 790.449718 = -230696.498351 nChanged 15 SP:Iteration 22Q (1042.006094 sec): 3 clusters Score: Raw -231491.192960 + Penalty 790.449718 = -230700.743242 nChanged 14 SP:Iteration 23Q (1042.058324 sec): 3 clusters Score: Raw -231494.634658 + Penalty 790.449718 = -230704.184940 nChanged 19 SP:Iteration 24Q (1042.117987 sec): 3 clusters Score: Raw -231500.605115 + Penalty 790.449718 = -230710.155398 nChanged 22 SP:Iteration 25Q (1042.163749 sec): 3 clusters Score: Raw -231510.429514 + Penalty 790.449718 = -230719.979797 nChanged 30 SP:Iteration 26Q (1042.214673 sec): 3 clusters Score: Raw -231525.023962 + Penalty 790.449718 = -230734.574244 nChanged 26 SP:Iteration 27Q (1042.260574 sec): 3 clusters Score: Raw -231538.557477 + Penalty 790.449718 = -230748.107759 nChanged 30 SP:Iteration 28Q (1042.316490 sec): 3 clusters Score: Raw -231557.769427 + Penalty 790.449718 = -230767.319710 nChanged 27 SP:Iteration 29Q (1042.372066 sec): 3 clusters Score: Raw -231568.688257 + Penalty 790.449718 = -230778.238539 nChanged 18 SP:Iteration 30Q (1042.413734 sec): 3 clusters Score: Raw -231575.185540 + Penalty 790.449718 = -230784.735822 nChanged 16 SP:Iteration 31Q (1042.464521 sec): 3 clusters Score: Raw -231580.509241 + Penalty 790.449718 = -230790.059523 nChanged 7 SP:Iteration 32Q (1042.512389 sec): 3 clusters Score: Raw -231582.859481 + Penalty 790.449718 = -230792.409764 nChanged 5 SP:Iteration 33Q (1042.570200 sec): 3 clusters Score: Raw -231586.296260 + Penalty 790.449718 = -230795.846543 nChanged 8 SP:Iteration 34Q (1042.618906 sec): 3 clusters Score: Raw -231591.240764 + Penalty 790.449718 = -230800.791047 nChanged 8 SP:Iteration 35Q (1042.669785 sec): 3 clusters Score: Raw -231594.252183 + Penalty 790.449718 = -230803.802465 nChanged 9 SP:Iteration 36Q (1042.723436 sec): 3 clusters Score: Raw -231599.897892 + Penalty 790.449718 = -230809.448174 nChanged 4 SP:Iteration 37Q (1042.771454 sec): 3 clusters Score: Raw -231601.092942 + Penalty 790.449718 = -230810.643225 nChanged 3 SP:Iteration 38Q (1042.817578 sec): 3 clusters Score: Raw -231601.634066 + Penalty 790.449718 = -230811.184349 nChanged 0 SP:Iteration 39F (1042.863551 sec): 3 clusters Score: Raw -231601.634066 + Penalty 790.449718 = -230811.184349 nChanged 0 Trying to split cluster 25 (2266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1042.888862 sec): 2 clusters Score: Raw -98693.743387 + Penalty 351.522601 = -98342.220787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1042.933219 sec): 3 clusters Score: Raw -97402.457949 + Penalty 703.045201 = -96699.412748 nChanged 944 SP:Iteration 1F (1042.978977 sec): 3 clusters Score: Raw -97873.802860 + Penalty 703.045201 = -97170.757658 nChanged 140 SP:Iteration 2F (1043.026005 sec): 3 clusters Score: Raw -97946.321576 + Penalty 703.045201 = -97243.276375 nChanged 124 SP:Iteration 3F (1043.079990 sec): 3 clusters Score: Raw -98004.769198 + Penalty 703.045201 = -97301.723997 nChanged 108 SP:Iteration 4Q (1043.129065 sec): 3 clusters Score: Raw -98051.270001 + Penalty 703.045201 = -97348.224800 nChanged 92 SP:Iteration 5Q (1043.177092 sec): 3 clusters Score: Raw -98103.830210 + Penalty 703.045201 = -97400.785009 nChanged 99 SP:Iteration 6Q (1043.215727 sec): 3 clusters Score: Raw -98168.647696 + Penalty 703.045201 = -97465.602495 nChanged 87 SP:Iteration 7Q (1043.267758 sec): 3 clusters Score: Raw -98241.459554 + Penalty 703.045201 = -97538.414353 nChanged 84 SP:Iteration 8Q (1043.312269 sec): 3 clusters Score: Raw -98311.088790 + Penalty 703.045201 = -97608.043589 nChanged 85 SP:Iteration 9Q (1043.362946 sec): 3 clusters Score: Raw -98363.386167 + Penalty 703.045201 = -97660.340966 nChanged 60 SP:Iteration 10Q (1043.404517 sec): 3 clusters Score: Raw -98400.549262 + Penalty 703.045201 = -97697.504061 nChanged 53 SP:Iteration 11Q (1043.455796 sec): 3 clusters Score: Raw -98435.846015 + Penalty 703.045201 = -97732.800814 nChanged 47 SP:Iteration 12Q (1043.503481 sec): 3 clusters Score: Raw -98462.735923 + Penalty 703.045201 = -97759.690722 nChanged 44 SP:Iteration 13Q (1043.552392 sec): 3 clusters Score: Raw -98494.668728 + Penalty 703.045201 = -97791.623527 nChanged 40 SP:Iteration 14Q (1043.606657 sec): 3 clusters Score: Raw -98518.040265 + Penalty 703.045201 = -97814.995064 nChanged 34 SP:Iteration 15Q (1043.641458 sec): 3 clusters Score: Raw -98539.969134 + Penalty 703.045201 = -97836.923933 nChanged 29 SP:Iteration 16Q (1043.688032 sec): 3 clusters Score: Raw -98556.802741 + Penalty 703.045201 = -97853.757539 nChanged 23 SP:Iteration 17Q (1043.735085 sec): 3 clusters Score: Raw -98571.322942 + Penalty 703.045201 = -97868.277741 nChanged 24 SP:Iteration 18Q (1043.786675 sec): 3 clusters Score: Raw -98584.797878 + Penalty 703.045201 = -97881.752677 nChanged 24 SP:Iteration 19Q (1043.836989 sec): 3 clusters Score: Raw -98598.679762 + Penalty 703.045201 = -97895.634560 nChanged 18 SP:Iteration 20F (1043.879460 sec): 3 clusters Score: Raw -98609.868509 + Penalty 703.045201 = -97906.823308 nChanged 18 SP:Iteration 21Q (1043.921521 sec): 3 clusters Score: Raw -98621.419818 + Penalty 703.045201 = -97918.374616 nChanged 20 SP:Iteration 22Q (1043.969685 sec): 3 clusters Score: Raw -98633.516549 + Penalty 703.045201 = -97930.471347 nChanged 17 SP:Iteration 23Q (1044.016323 sec): 3 clusters Score: Raw -98644.728786 + Penalty 703.045201 = -97941.683585 nChanged 8 SP:Iteration 24Q (1044.073610 sec): 3 clusters Score: Raw -98649.589143 + Penalty 703.045201 = -97946.543942 nChanged 6 SP:Iteration 25Q (1044.112007 sec): 3 clusters Score: Raw -98653.558695 + Penalty 703.045201 = -97950.513493 nChanged 9 SP:Iteration 26Q (1044.157888 sec): 3 clusters Score: Raw -98658.562843 + Penalty 703.045201 = -97955.517642 nChanged 8 SP:Iteration 27Q (1044.213153 sec): 3 clusters Score: Raw -98662.295894 + Penalty 703.045201 = -97959.250693 nChanged 7 SP:Iteration 28Q (1044.255167 sec): 3 clusters Score: Raw -98667.637144 + Penalty 703.045201 = -97964.591943 nChanged 12 SP:Iteration 29Q (1044.298877 sec): 3 clusters Score: Raw -98675.072324 + Penalty 703.045201 = -97972.027122 nChanged 5 SP:Iteration 30Q (1044.344884 sec): 3 clusters Score: Raw -98678.510981 + Penalty 703.045201 = -97975.465780 nChanged 7 SP:Iteration 31Q (1044.391216 sec): 3 clusters Score: Raw -98681.552946 + Penalty 703.045201 = -97978.507745 nChanged 2 SP:Iteration 32Q (1044.440202 sec): 3 clusters Score: Raw -98682.270818 + Penalty 703.045201 = -97979.225617 nChanged 1 SP:Iteration 33Q (1044.486072 sec): 3 clusters Score: Raw -98682.518118 + Penalty 703.045201 = -97979.472917 nChanged 1 SP:Iteration 34Q (1044.534344 sec): 3 clusters Score: Raw -98682.688176 + Penalty 703.045201 = -97979.642975 nChanged 0 SP:Iteration 35F (1044.579487 sec): 3 clusters Score: Raw -98682.688176 + Penalty 703.045201 = -97979.642975 nChanged 0 Trying to split cluster 26 (12991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1044.619508 sec): 2 clusters Score: Raw -545417.216113 + Penalty 430.976550 = -544986.239563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1044.672514 sec): 3 clusters Score: Raw -537252.653893 + Penalty 861.953100 = -536390.700793 nChanged 6081 SP:Iteration 1F (1044.723069 sec): 3 clusters Score: Raw -541096.554214 + Penalty 861.953100 = -540234.601114 nChanged 969 SP:Iteration 2F (1044.777317 sec): 3 clusters Score: Raw -541758.389638 + Penalty 861.953100 = -540896.436538 nChanged 1059 SP:Iteration 3F (1044.833571 sec): 3 clusters Score: Raw -542530.926012 + Penalty 861.953100 = -541668.972912 nChanged 908 SP:Iteration 4F (1044.889365 sec): 3 clusters Score: Raw -543167.070846 + Penalty 861.953100 = -542305.117746 nChanged 737 SP:Iteration 5F (1044.955189 sec): 3 clusters Score: Raw -543634.815055 + Penalty 861.953100 = -542772.861955 nChanged 523 SP:Iteration 6Q (1045.013645 sec): 3 clusters Score: Raw -543944.109396 + Penalty 861.953100 = -543082.156296 nChanged 390 SP:Iteration 7Q (1045.066599 sec): 3 clusters Score: Raw -544130.423284 + Penalty 861.953100 = -543268.470184 nChanged 284 SP:Iteration 8Q (1045.121279 sec): 3 clusters Score: Raw -544228.410291 + Penalty 861.953100 = -543366.457191 nChanged 202 SP:Iteration 9Q (1045.180665 sec): 3 clusters Score: Raw -544288.995830 + Penalty 861.953100 = -543427.042730 nChanged 176 SP:Iteration 10Q (1045.244153 sec): 3 clusters Score: Raw -544343.253670 + Penalty 861.953100 = -543481.300569 nChanged 178 SP:Iteration 11Q (1045.290041 sec): 3 clusters Score: Raw -544407.526054 + Penalty 861.953100 = -543545.572954 nChanged 178 SP:Iteration 12Q (1045.351086 sec): 3 clusters Score: Raw -544474.625657 + Penalty 861.953100 = -543612.672557 nChanged 195 SP:Iteration 13Q (1045.421951 sec): 3 clusters Score: Raw -544552.549698 + Penalty 861.953100 = -543690.596598 nChanged 203 SP:Iteration 14Q (1045.483311 sec): 3 clusters Score: Raw -544629.675988 + Penalty 861.953100 = -543767.722888 nChanged 168 SP:Iteration 15Q (1045.531410 sec): 3 clusters Score: Raw -544690.324141 + Penalty 861.953100 = -543828.371041 nChanged 168 SP:Iteration 16Q (1045.593530 sec): 3 clusters Score: Raw -544755.430664 + Penalty 861.953100 = -543893.477564 nChanged 160 SP:Iteration 17Q (1045.644690 sec): 3 clusters Score: Raw -544808.609084 + Penalty 861.953100 = -543946.655984 nChanged 127 SP:Iteration 18Q (1045.709022 sec): 3 clusters Score: Raw -544845.339356 + Penalty 861.953100 = -543983.386256 nChanged 117 SP:Iteration 19Q (1045.766924 sec): 3 clusters Score: Raw -544882.583331 + Penalty 861.953100 = -544020.630231 nChanged 121 SP:Iteration 20F (1045.823096 sec): 3 clusters Score: Raw -544923.312550 + Penalty 861.953100 = -544061.359449 nChanged 115 SP:Iteration 21Q (1045.868400 sec): 3 clusters Score: Raw -544961.346759 + Penalty 861.953100 = -544099.393659 nChanged 115 SP:Iteration 22Q (1045.928817 sec): 3 clusters Score: Raw -545000.306704 + Penalty 861.953100 = -544138.353604 nChanged 119 SP:Iteration 23Q (1045.986739 sec): 3 clusters Score: Raw -545044.469307 + Penalty 861.953100 = -544182.516207 nChanged 108 SP:Iteration 24Q (1046.049046 sec): 3 clusters Score: Raw -545086.175173 + Penalty 861.953100 = -544224.222073 nChanged 107 SP:Iteration 25Q (1046.105143 sec): 3 clusters Score: Raw -545134.754929 + Penalty 861.953100 = -544272.801829 nChanged 105 SP:Iteration 26Q (1046.173981 sec): 3 clusters Score: Raw -545183.661963 + Penalty 861.953100 = -544321.708863 nChanged 111 SP:Iteration 27Q (1046.228590 sec): 3 clusters Score: Raw -545237.505178 + Penalty 861.953100 = -544375.552078 nChanged 87 SP:Iteration 28Q (1046.288693 sec): 3 clusters Score: Raw -545283.939420 + Penalty 861.953100 = -544421.986320 nChanged 85 SP:Iteration 29Q (1046.348132 sec): 3 clusters Score: Raw -545325.498833 + Penalty 861.953100 = -544463.545733 nChanged 59 SP:Iteration 30Q (1046.405319 sec): 3 clusters Score: Raw -545357.584772 + Penalty 861.953100 = -544495.631672 nChanged 45 SP:Iteration 31Q (1046.463177 sec): 3 clusters Score: Raw -545376.125741 + Penalty 861.953100 = -544514.172641 nChanged 36 SP:Iteration 32Q (1046.508049 sec): 3 clusters Score: Raw -545391.233566 + Penalty 861.953100 = -544529.280466 nChanged 36 SP:Iteration 33Q (1046.576127 sec): 3 clusters Score: Raw -545408.186000 + Penalty 861.953100 = -544546.232900 nChanged 30 SP:Iteration 34Q (1046.636677 sec): 3 clusters Score: Raw -545422.990813 + Penalty 861.953100 = -544561.037713 nChanged 20 SP:Iteration 35Q (1046.693602 sec): 3 clusters Score: Raw -545432.383067 + Penalty 861.953100 = -544570.429967 nChanged 16 SP:Iteration 36Q (1046.744952 sec): 3 clusters Score: Raw -545438.680334 + Penalty 861.953100 = -544576.727234 nChanged 10 SP:Iteration 37Q (1046.802096 sec): 3 clusters Score: Raw -545443.057933 + Penalty 861.953100 = -544581.104833 nChanged 12 SP:Iteration 38Q (1046.853144 sec): 3 clusters Score: Raw -545447.615488 + Penalty 861.953100 = -544585.662388 nChanged 10 SP:Iteration 39Q (1046.897621 sec): 3 clusters Score: Raw -545451.238214 + Penalty 861.953100 = -544589.285114 nChanged 9 SP:Iteration 40F (1046.950811 sec): 3 clusters Score: Raw -545455.641495 + Penalty 861.953100 = -544593.688394 nChanged 10 SP:Iteration 41Q (1047.010413 sec): 3 clusters Score: Raw -545458.396167 + Penalty 861.953100 = -544596.443067 nChanged 7 SP:Iteration 42Q (1047.060323 sec): 3 clusters Score: Raw -545459.926852 + Penalty 861.953100 = -544597.973752 nChanged 4 SP:Iteration 43Q (1047.115468 sec): 3 clusters Score: Raw -545460.881971 + Penalty 861.953100 = -544598.928871 nChanged 4 SP:Iteration 44Q (1047.178086 sec): 3 clusters Score: Raw -545462.501381 + Penalty 861.953100 = -544600.548281 nChanged 3 SP:Iteration 45Q (1047.221298 sec): 3 clusters Score: Raw -545464.971025 + Penalty 861.953100 = -544603.017925 nChanged 4 SP:Iteration 46Q (1047.285878 sec): 3 clusters Score: Raw -545466.702744 + Penalty 861.953100 = -544604.749644 nChanged 5 SP:Iteration 47Q (1047.341689 sec): 3 clusters Score: Raw -545468.564267 + Penalty 861.953100 = -544606.611167 nChanged 3 SP:Iteration 48Q (1047.395924 sec): 3 clusters Score: Raw -545469.484738 + Penalty 861.953100 = -544607.531638 nChanged 4 SP:Iteration 49Q (1047.440588 sec): 3 clusters Score: Raw -545471.127876 + Penalty 861.953100 = -544609.174775 nChanged 2 SP:Iteration 50Q (1047.504708 sec): 3 clusters Score: Raw -545472.589227 + Penalty 861.953100 = -544610.636127 nChanged 3 SP:Iteration 51Q (1047.567076 sec): 3 clusters Score: Raw -545473.193204 + Penalty 861.953100 = -544611.240104 nChanged 1 SP:Iteration 52Q (1047.619965 sec): 3 clusters Score: Raw -545473.541135 + Penalty 861.953100 = -544611.588035 nChanged 1 SP:Iteration 53Q (1047.679020 sec): 3 clusters Score: Raw -545474.112180 + Penalty 861.953100 = -544612.159079 nChanged 2 SP:Iteration 54Q (1047.725842 sec): 3 clusters Score: Raw -545475.049116 + Penalty 861.953100 = -544613.096016 nChanged 2 SP:Iteration 55Q (1047.790267 sec): 3 clusters Score: Raw -545476.391145 + Penalty 861.953100 = -544614.438045 nChanged 3 SP:Iteration 56Q (1047.836678 sec): 3 clusters Score: Raw -545477.251247 + Penalty 861.953100 = -544615.298146 nChanged 0 SP:Iteration 57F (1047.893522 sec): 3 clusters Score: Raw -545477.251247 + Penalty 861.953100 = -544615.298146 nChanged 0 Trying to split cluster 27 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1047.918971 sec): 2 clusters Score: Raw -23842.970262 + Penalty 296.216754 = -23546.753508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1047.969132 sec): 3 clusters Score: Raw -23525.983431 + Penalty 592.433509 = -22933.549922 nChanged 255 SP:Iteration 1F (1048.021799 sec): 3 clusters Score: Raw -23703.374860 + Penalty 592.433509 = -23110.941351 nChanged 64 SP:Iteration 2F (1048.066645 sec): 3 clusters Score: Raw -23757.038136 + Penalty 592.433509 = -23164.604627 nChanged 23 SP:Iteration 3Q (1048.108985 sec): 3 clusters Score: Raw -23773.384838 + Penalty 592.433509 = -23180.951329 nChanged 26 SP:Iteration 4Q (1048.151630 sec): 3 clusters Score: Raw -23791.109747 + Penalty 592.433509 = -23198.676238 nChanged 23 SP:Iteration 5Q (1048.200503 sec): 3 clusters Score: Raw -23807.558732 + Penalty 592.433509 = -23215.125223 nChanged 19 SP:Iteration 6Q (1048.246332 sec): 3 clusters Score: Raw -23825.616350 + Penalty 592.433509 = -23233.182841 nChanged 21 SP:Iteration 7Q (1048.303944 sec): 3 clusters Score: Raw -23837.421023 + Penalty 592.433509 = -23244.987514 nChanged 14 SP:Iteration 8Q (1048.350646 sec): 3 clusters Score: Raw -23846.232626 + Penalty 592.433509 = -23253.799117 nChanged 12 SP:Iteration 9Q (1048.399551 sec): 3 clusters Score: Raw -23853.562154 + Penalty 592.433509 = -23261.128645 nChanged 10 SP:Iteration 10Q (1048.432360 sec): 3 clusters Score: Raw -23860.573547 + Penalty 592.433509 = -23268.140038 nChanged 9 SP:Iteration 11Q (1048.484400 sec): 3 clusters Score: Raw -23865.744787 + Penalty 592.433509 = -23273.311278 nChanged 7 SP:Iteration 12Q (1048.539676 sec): 3 clusters Score: Raw -23872.136700 + Penalty 592.433509 = -23279.703191 nChanged 10 SP:Iteration 13Q (1048.571946 sec): 3 clusters Score: Raw -23878.134251 + Penalty 592.433509 = -23285.700742 nChanged 9 SP:Iteration 14Q (1048.620669 sec): 3 clusters Score: Raw -23887.544509 + Penalty 592.433509 = -23295.111000 nChanged 9 SP:Iteration 15Q (1048.669891 sec): 3 clusters Score: Raw -23894.594006 + Penalty 592.433509 = -23302.160497 nChanged 5 SP:Iteration 16Q (1048.718401 sec): 3 clusters Score: Raw -23897.634873 + Penalty 592.433509 = -23305.201364 nChanged 6 SP:Iteration 17Q (1048.751276 sec): 3 clusters Score: Raw -23902.103130 + Penalty 592.433509 = -23309.669621 nChanged 5 SP:Iteration 18Q (1048.804196 sec): 3 clusters Score: Raw -23905.188866 + Penalty 592.433509 = -23312.755357 nChanged 4 SP:Iteration 19Q (1048.843502 sec): 3 clusters Score: Raw -23909.580339 + Penalty 592.433509 = -23317.146830 nChanged 8 SP:Iteration 20F (1048.882455 sec): 3 clusters Score: Raw -23919.579139 + Penalty 592.433509 = -23327.145630 nChanged 11 SP:Iteration 21Q (1048.927503 sec): 3 clusters Score: Raw -23928.170516 + Penalty 592.433509 = -23335.737007 nChanged 7 SP:Iteration 22Q (1048.968865 sec): 3 clusters Score: Raw -23944.268126 + Penalty 592.433509 = -23351.834617 nChanged 9 SP:Iteration 23Q (1049.007199 sec): 3 clusters Score: Raw -23950.808222 + Penalty 592.433509 = -23358.374713 nChanged 4 SP:Iteration 24Q (1049.057874 sec): 3 clusters Score: Raw -23952.589358 + Penalty 592.433509 = -23360.155849 nChanged 0 SP:Iteration 25F (1049.097619 sec): 3 clusters Score: Raw -23952.589358 + Penalty 592.433509 = -23360.155849 nChanged 0 Trying to split cluster 28 (5244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1049.131154 sec): 2 clusters Score: Raw -184335.770908 + Penalty 389.700213 = -183946.070695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1049.180005 sec): 3 clusters Score: Raw -181123.546534 + Penalty 779.400426 = -180344.146108 nChanged 2397 SP:Iteration 1F (1049.226832 sec): 3 clusters Score: Raw -182634.438723 + Penalty 779.400426 = -181855.038297 nChanged 293 SP:Iteration 2F (1049.277786 sec): 3 clusters Score: Raw -182789.353450 + Penalty 779.400426 = -182009.953024 nChanged 302 SP:Iteration 3F (1049.315953 sec): 3 clusters Score: Raw -182959.499685 + Penalty 779.400426 = -182180.099259 nChanged 288 SP:Iteration 4F (1049.369280 sec): 3 clusters Score: Raw -183109.948273 + Penalty 779.400426 = -182330.547847 nChanged 245 SP:Iteration 5Q (1049.411648 sec): 3 clusters Score: Raw -183260.058757 + Penalty 779.400426 = -182480.658331 nChanged 233 SP:Iteration 6Q (1049.468391 sec): 3 clusters Score: Raw -183404.409126 + Penalty 779.400426 = -182625.008700 nChanged 204 SP:Iteration 7Q (1049.506698 sec): 3 clusters Score: Raw -183512.164897 + Penalty 779.400426 = -182732.764471 nChanged 159 SP:Iteration 8Q (1049.559050 sec): 3 clusters Score: Raw -183574.987408 + Penalty 779.400426 = -182795.586982 nChanged 106 SP:Iteration 9Q (1049.614650 sec): 3 clusters Score: Raw -183602.515934 + Penalty 779.400426 = -182823.115508 nChanged 60 SP:Iteration 10Q (1049.657616 sec): 3 clusters Score: Raw -183613.438814 + Penalty 779.400426 = -182834.038388 nChanged 37 SP:Iteration 11Q (1049.705457 sec): 3 clusters Score: Raw -183618.472621 + Penalty 779.400426 = -182839.072195 nChanged 23 SP:Iteration 12Q (1049.755754 sec): 3 clusters Score: Raw -183621.016997 + Penalty 779.400426 = -182841.616571 nChanged 23 SP:Iteration 13Q (1049.805535 sec): 3 clusters Score: Raw -183624.831275 + Penalty 779.400426 = -182845.430849 nChanged 24 SP:Iteration 14Q (1049.855509 sec): 3 clusters Score: Raw -183630.607261 + Penalty 779.400426 = -182851.206835 nChanged 32 SP:Iteration 15Q (1049.911922 sec): 3 clusters Score: Raw -183636.839979 + Penalty 779.400426 = -182857.439553 nChanged 41 SP:Iteration 16Q (1049.964647 sec): 3 clusters Score: Raw -183646.330559 + Penalty 779.400426 = -182866.930133 nChanged 46 SP:Iteration 17Q (1050.008759 sec): 3 clusters Score: Raw -183659.050053 + Penalty 779.400426 = -182879.649627 nChanged 56 SP:Iteration 18Q (1050.062383 sec): 3 clusters Score: Raw -183676.031452 + Penalty 779.400426 = -182896.631026 nChanged 64 SP:Iteration 19Q (1050.120062 sec): 3 clusters Score: Raw -183696.412060 + Penalty 779.400426 = -182917.011635 nChanged 75 SP:Iteration 20F (1050.170510 sec): 3 clusters Score: Raw -183718.844153 + Penalty 779.400426 = -182939.443727 nChanged 67 SP:Iteration 21Q (1050.212215 sec): 3 clusters Score: Raw -183737.794707 + Penalty 779.400426 = -182958.394281 nChanged 56 SP:Iteration 22Q (1050.259799 sec): 3 clusters Score: Raw -183753.440239 + Penalty 779.400426 = -182974.039813 nChanged 59 SP:Iteration 23Q (1050.307731 sec): 3 clusters Score: Raw -183767.457197 + Penalty 779.400426 = -182988.056771 nChanged 46 SP:Iteration 24Q (1050.368467 sec): 3 clusters Score: Raw -183776.087523 + Penalty 779.400426 = -182996.687097 nChanged 45 SP:Iteration 25Q (1050.417266 sec): 3 clusters Score: Raw -183784.706663 + Penalty 779.400426 = -183005.306238 nChanged 41 SP:Iteration 26Q (1050.467170 sec): 3 clusters Score: Raw -183791.592211 + Penalty 779.400426 = -183012.191785 nChanged 35 SP:Iteration 27Q (1050.515707 sec): 3 clusters Score: Raw -183796.364883 + Penalty 779.400426 = -183016.964458 nChanged 20 SP:Iteration 28Q (1050.555527 sec): 3 clusters Score: Raw -183799.288998 + Penalty 779.400426 = -183019.888572 nChanged 24 SP:Iteration 29Q (1050.607997 sec): 3 clusters Score: Raw -183803.250885 + Penalty 779.400426 = -183023.850459 nChanged 24 SP:Iteration 30Q (1050.658499 sec): 3 clusters Score: Raw -183806.332761 + Penalty 779.400426 = -183026.932336 nChanged 23 SP:Iteration 31Q (1050.723071 sec): 3 clusters Score: Raw -183809.262939 + Penalty 779.400426 = -183029.862513 nChanged 20 SP:Iteration 32Q (1050.770929 sec): 3 clusters Score: Raw -183812.470925 + Penalty 779.400426 = -183033.070499 nChanged 21 SP:Iteration 33Q (1050.821604 sec): 3 clusters Score: Raw -183816.134464 + Penalty 779.400426 = -183036.734039 nChanged 26 SP:Iteration 34Q (1050.868209 sec): 3 clusters Score: Raw -183820.237267 + Penalty 779.400426 = -183040.836841 nChanged 23 SP:Iteration 35Q (1050.923381 sec): 3 clusters Score: Raw -183824.706857 + Penalty 779.400426 = -183045.306431 nChanged 29 SP:Iteration 36Q (1050.974280 sec): 3 clusters Score: Raw -183829.476175 + Penalty 779.400426 = -183050.075749 nChanged 27 SP:Iteration 37Q (1051.016901 sec): 3 clusters Score: Raw -183833.730281 + Penalty 779.400426 = -183054.329855 nChanged 16 SP:Iteration 38Q (1051.061309 sec): 3 clusters Score: Raw -183836.352502 + Penalty 779.400426 = -183056.952076 nChanged 18 SP:Iteration 39Q (1051.113880 sec): 3 clusters Score: Raw -183838.546250 + Penalty 779.400426 = -183059.145824 nChanged 14 SP:Iteration 40F (1051.157321 sec): 3 clusters Score: Raw -183840.083018 + Penalty 779.400426 = -183060.682592 nChanged 10 SP:Iteration 41Q (1051.207861 sec): 3 clusters Score: Raw -183841.185259 + Penalty 779.400426 = -183061.784833 nChanged 10 SP:Iteration 42Q (1051.258788 sec): 3 clusters Score: Raw -183842.065571 + Penalty 779.400426 = -183062.665145 nChanged 7 SP:Iteration 43Q (1051.311794 sec): 3 clusters Score: Raw -183842.472790 + Penalty 779.400426 = -183063.072364 nChanged 9 SP:Iteration 44Q (1051.359663 sec): 3 clusters Score: Raw -183843.653823 + Penalty 779.400426 = -183064.253397 nChanged 7 SP:Iteration 45Q (1051.410390 sec): 3 clusters Score: Raw -183844.453178 + Penalty 779.400426 = -183065.052752 nChanged 9 SP:Iteration 46Q (1051.462926 sec): 3 clusters Score: Raw -183846.094915 + Penalty 779.400426 = -183066.694490 nChanged 10 SP:Iteration 47Q (1051.503349 sec): 3 clusters Score: Raw -183846.925323 + Penalty 779.400426 = -183067.524897 nChanged 9 SP:Iteration 48Q (1051.551438 sec): 3 clusters Score: Raw -183847.824643 + Penalty 779.400426 = -183068.424218 nChanged 9 SP:Iteration 49Q (1051.605142 sec): 3 clusters Score: Raw -183849.086370 + Penalty 779.400426 = -183069.685944 nChanged 16 SP:Iteration 50Q (1051.656544 sec): 3 clusters Score: Raw -183850.891576 + Penalty 779.400426 = -183071.491150 nChanged 14 SP:Iteration 51Q (1051.703029 sec): 3 clusters Score: Raw -183853.708705 + Penalty 779.400426 = -183074.308279 nChanged 23 SP:Iteration 52Q (1051.759093 sec): 3 clusters Score: Raw -183857.935679 + Penalty 779.400426 = -183078.535253 nChanged 30 SP:Iteration 53Q (1051.809493 sec): 3 clusters Score: Raw -183862.710119 + Penalty 779.400426 = -183083.309693 nChanged 34 SP:Iteration 54Q (1051.856432 sec): 3 clusters Score: Raw -183868.717374 + Penalty 779.400426 = -183089.316948 nChanged 32 SP:Iteration 55Q (1051.909038 sec): 3 clusters Score: Raw -183874.468261 + Penalty 779.400426 = -183095.067835 nChanged 38 SP:Iteration 56Q (1051.957594 sec): 3 clusters Score: Raw -183880.978192 + Penalty 779.400426 = -183101.577766 nChanged 30 SP:Iteration 57Q (1052.010515 sec): 3 clusters Score: Raw -183886.282233 + Penalty 779.400426 = -183106.881807 nChanged 42 SP:Iteration 58Q (1052.054104 sec): 3 clusters Score: Raw -183897.020407 + Penalty 779.400426 = -183117.619982 nChanged 52 SP:Iteration 59Q (1052.102958 sec): 3 clusters Score: Raw -183909.370072 + Penalty 779.400426 = -183129.969646 nChanged 46 SP:Iteration 60F (1052.157136 sec): 3 clusters Score: Raw -183920.186099 + Penalty 779.400426 = -183140.785673 nChanged 50 SP:Iteration 61Q (1052.210081 sec): 3 clusters Score: Raw -183938.037146 + Penalty 779.400426 = -183158.636720 nChanged 59 SP:Iteration 62Q (1052.260355 sec): 3 clusters Score: Raw -183961.335235 + Penalty 779.400426 = -183181.934809 nChanged 50 SP:Iteration 63Q (1052.303463 sec): 3 clusters Score: Raw -183977.719645 + Penalty 779.400426 = -183198.319219 nChanged 49 SP:Iteration 64Q (1052.362858 sec): 3 clusters Score: Raw -183991.816340 + Penalty 779.400426 = -183212.415914 nChanged 46 SP:Iteration 65Q (1052.413290 sec): 3 clusters Score: Raw -184007.404283 + Penalty 779.400426 = -183228.003857 nChanged 55 SP:Iteration 66Q (1052.469413 sec): 3 clusters Score: Raw -184024.567741 + Penalty 779.400426 = -183245.167316 nChanged 42 SP:Iteration 67Q (1052.509593 sec): 3 clusters Score: Raw -184036.457966 + Penalty 779.400426 = -183257.057540 nChanged 39 SP:Iteration 68Q (1052.558905 sec): 3 clusters Score: Raw -184046.442924 + Penalty 779.400426 = -183267.042498 nChanged 37 SP:Iteration 69Q (1052.619078 sec): 3 clusters Score: Raw -184057.387333 + Penalty 779.400426 = -183277.986908 nChanged 39 SP:Iteration 70Q (1052.669926 sec): 3 clusters Score: Raw -184068.572827 + Penalty 779.400426 = -183289.172401 nChanged 35 SP:Iteration 71Q (1052.707799 sec): 3 clusters Score: Raw -184080.561685 + Penalty 779.400426 = -183301.161259 nChanged 40 SP:Iteration 72Q (1052.760480 sec): 3 clusters Score: Raw -184091.342140 + Penalty 779.400426 = -183311.941714 nChanged 37 SP:Iteration 73Q (1052.816371 sec): 3 clusters Score: Raw -184098.835072 + Penalty 779.400426 = -183319.434646 nChanged 35 SP:Iteration 74Q (1052.869680 sec): 3 clusters Score: Raw -184105.768876 + Penalty 779.400426 = -183326.368450 nChanged 37 SP:Iteration 75Q (1052.916126 sec): 3 clusters Score: Raw -184112.647169 + Penalty 779.400426 = -183333.246743 nChanged 29 SP:Iteration 76Q (1052.971998 sec): 3 clusters Score: Raw -184118.962978 + Penalty 779.400426 = -183339.562552 nChanged 39 SP:Iteration 77Q (1053.016271 sec): 3 clusters Score: Raw -184130.528479 + Penalty 779.400426 = -183351.128053 nChanged 43 SP:Iteration 78Q (1053.064809 sec): 3 clusters Score: Raw -184143.044324 + Penalty 779.400426 = -183363.643898 nChanged 48 SP:Iteration 79Q (1053.118694 sec): 3 clusters Score: Raw -184160.798761 + Penalty 779.400426 = -183381.398335 nChanged 59 SP:Iteration 80F (1053.172444 sec): 3 clusters Score: Raw -184182.345777 + Penalty 779.400426 = -183402.945351 nChanged 53 SP:Iteration 81Q (1053.223064 sec): 3 clusters Score: Raw -184203.740372 + Penalty 779.400426 = -183424.339947 nChanged 50 SP:Iteration 82Q (1053.275712 sec): 3 clusters Score: Raw -184226.839892 + Penalty 779.400426 = -183447.439466 nChanged 49 SP:Iteration 83Q (1053.334687 sec): 3 clusters Score: Raw -184244.299225 + Penalty 779.400426 = -183464.898800 nChanged 44 SP:Iteration 84Q (1053.389153 sec): 3 clusters Score: Raw -184254.750628 + Penalty 779.400426 = -183475.350202 nChanged 41 SP:Iteration 85Q (1053.429700 sec): 3 clusters Score: Raw -184266.715773 + Penalty 779.400426 = -183487.315347 nChanged 43 SP:Iteration 86Q (1053.483286 sec): 3 clusters Score: Raw -184278.107466 + Penalty 779.400426 = -183498.707040 nChanged 42 SP:Iteration 87Q (1053.547822 sec): 3 clusters Score: Raw -184288.348508 + Penalty 779.400426 = -183508.948082 nChanged 41 SP:Iteration 88Q (1053.596723 sec): 3 clusters Score: Raw -184299.075590 + Penalty 779.400426 = -183519.675164 nChanged 38 SP:Iteration 89Q (1053.647310 sec): 3 clusters Score: Raw -184307.550430 + Penalty 779.400426 = -183528.150004 nChanged 30 SP:Iteration 90Q (1053.688474 sec): 3 clusters Score: Raw -184315.010844 + Penalty 779.400426 = -183535.610418 nChanged 29 SP:Iteration 91Q (1053.745203 sec): 3 clusters Score: Raw -184321.310950 + Penalty 779.400426 = -183541.910524 nChanged 19 SP:Iteration 92Q (1053.799932 sec): 3 clusters Score: Raw -184325.352225 + Penalty 779.400426 = -183545.951799 nChanged 20 SP:Iteration 93Q (1053.839611 sec): 3 clusters Score: Raw -184329.090674 + Penalty 779.400426 = -183549.690248 nChanged 19 SP:Iteration 94Q (1053.897534 sec): 3 clusters Score: Raw -184334.932634 + Penalty 779.400426 = -183555.532208 nChanged 22 SP:Iteration 95Q (1053.942823 sec): 3 clusters Score: Raw -184342.943651 + Penalty 779.400426 = -183563.543226 nChanged 26 SP:Iteration 96Q (1054.000572 sec): 3 clusters Score: Raw -184352.614741 + Penalty 779.400426 = -183573.214315 nChanged 25 SP:Iteration 97Q (1054.041817 sec): 3 clusters Score: Raw -184359.856910 + Penalty 779.400426 = -183580.456484 nChanged 26 SP:Iteration 98Q (1054.088358 sec): 3 clusters Score: Raw -184366.600400 + Penalty 779.400426 = -183587.199975 nChanged 19 SP:Iteration 99Q (1054.135563 sec): 3 clusters Score: Raw -184372.428934 + Penalty 779.400426 = -183593.028508 nChanged 22 SP:Iteration 100F (1054.182315 sec): 3 clusters Score: Raw -184377.963161 + Penalty 779.400426 = -183598.562735 nChanged 19 SP:Iteration 101Q (1054.239211 sec): 3 clusters Score: Raw -184382.687671 + Penalty 779.400426 = -183603.287245 nChanged 15 SP:Iteration 102Q (1054.280833 sec): 3 clusters Score: Raw -184385.947549 + Penalty 779.400426 = -183606.547123 nChanged 19 SP:Iteration 103Q (1054.334076 sec): 3 clusters Score: Raw -184390.840224 + Penalty 779.400426 = -183611.439798 nChanged 21 SP:Iteration 104Q (1054.381860 sec): 3 clusters Score: Raw -184397.880166 + Penalty 779.400426 = -183618.479740 nChanged 23 SP:Iteration 105Q (1054.434418 sec): 3 clusters Score: Raw -184406.037916 + Penalty 779.400426 = -183626.637490 nChanged 22 SP:Iteration 106Q (1054.482534 sec): 3 clusters Score: Raw -184412.886367 + Penalty 779.400426 = -183633.485941 nChanged 14 SP:Iteration 107Q (1054.519112 sec): 3 clusters Score: Raw -184415.398580 + Penalty 779.400426 = -183635.998154 nChanged 8 SP:Iteration 108Q (1054.568000 sec): 3 clusters Score: Raw -184416.727058 + Penalty 779.400426 = -183637.326632 nChanged 7 SP:Iteration 109Q (1054.630959 sec): 3 clusters Score: Raw -184417.974472 + Penalty 779.400426 = -183638.574046 nChanged 6 SP:Iteration 110Q (1054.676278 sec): 3 clusters Score: Raw -184419.180032 + Penalty 779.400426 = -183639.779606 nChanged 4 SP:Iteration 111Q (1054.720908 sec): 3 clusters Score: Raw -184420.161393 + Penalty 779.400426 = -183640.760967 nChanged 7 SP:Iteration 112Q (1054.775572 sec): 3 clusters Score: Raw -184421.911151 + Penalty 779.400426 = -183642.510725 nChanged 7 SP:Iteration 113Q (1054.820989 sec): 3 clusters Score: Raw -184423.841834 + Penalty 779.400426 = -183644.441408 nChanged 11 SP:Iteration 114Q (1054.872450 sec): 3 clusters Score: Raw -184426.240692 + Penalty 779.400426 = -183646.840266 nChanged 6 SP:Iteration 115Q (1054.921150 sec): 3 clusters Score: Raw -184427.465164 + Penalty 779.400426 = -183648.064738 nChanged 4 SP:Iteration 116Q (1054.983394 sec): 3 clusters Score: Raw -184427.799084 + Penalty 779.400426 = -183648.398658 nChanged 1 SP:Iteration 117Q (1055.030695 sec): 3 clusters Score: Raw -184427.976945 + Penalty 779.400426 = -183648.576519 nChanged 2 SP:Iteration 118Q (1055.069890 sec): 3 clusters Score: Raw -184428.417972 + Penalty 779.400426 = -183649.017546 nChanged 0 SP:Iteration 119F (1055.122142 sec): 3 clusters Score: Raw -184428.417972 + Penalty 779.400426 = -183649.017546 nChanged 0 Trying to split cluster 29 (6958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1055.161214 sec): 2 clusters Score: Raw -260151.738641 + Penalty 402.567955 = -259749.170686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1055.214640 sec): 3 clusters Score: Raw -255906.443353 + Penalty 805.135909 = -255101.307443 nChanged 3216 SP:Iteration 1F (1055.261874 sec): 3 clusters Score: Raw -257728.157386 + Penalty 805.135909 = -256923.021476 nChanged 441 SP:Iteration 2F (1055.319228 sec): 3 clusters Score: Raw -257969.490764 + Penalty 805.135909 = -257164.354855 nChanged 439 SP:Iteration 3F (1055.372222 sec): 3 clusters Score: Raw -258217.241212 + Penalty 805.135909 = -257412.105303 nChanged 431 SP:Iteration 4F (1055.412853 sec): 3 clusters Score: Raw -258463.716093 + Penalty 805.135909 = -257658.580184 nChanged 396 SP:Iteration 5F (1055.471038 sec): 3 clusters Score: Raw -258738.671357 + Penalty 805.135909 = -257933.535447 nChanged 389 SP:Iteration 6F (1055.525691 sec): 3 clusters Score: Raw -258995.533381 + Penalty 805.135909 = -258190.397472 nChanged 359 SP:Iteration 7F (1055.580240 sec): 3 clusters Score: Raw -259191.250042 + Penalty 805.135909 = -258386.114133 nChanged 274 SP:Iteration 8Q (1055.617826 sec): 3 clusters Score: Raw -259332.599567 + Penalty 805.135909 = -258527.463658 nChanged 213 SP:Iteration 9Q (1055.670133 sec): 3 clusters Score: Raw -259447.165720 + Penalty 805.135909 = -258642.029810 nChanged 180 SP:Iteration 10Q (1055.733380 sec): 3 clusters Score: Raw -259555.703946 + Penalty 805.135909 = -258750.568037 nChanged 149 SP:Iteration 11Q (1055.774374 sec): 3 clusters Score: Raw -259655.227796 + Penalty 805.135909 = -258850.091886 nChanged 155 SP:Iteration 12Q (1055.827094 sec): 3 clusters Score: Raw -259749.196896 + Penalty 805.135909 = -258944.060987 nChanged 134 SP:Iteration 13Q (1055.881438 sec): 3 clusters Score: Raw -259835.346602 + Penalty 805.135909 = -259030.210693 nChanged 123 SP:Iteration 14Q (1055.942400 sec): 3 clusters Score: Raw -259920.775543 + Penalty 805.135909 = -259115.639633 nChanged 121 SP:Iteration 15Q (1056.000197 sec): 3 clusters Score: Raw -259990.214064 + Penalty 805.135909 = -259185.078155 nChanged 91 SP:Iteration 16Q (1056.051791 sec): 3 clusters Score: Raw -260034.235860 + Penalty 805.135909 = -259229.099950 nChanged 75 SP:Iteration 17Q (1056.103550 sec): 3 clusters Score: Raw -260068.031868 + Penalty 805.135909 = -259262.895958 nChanged 82 SP:Iteration 18Q (1056.148885 sec): 3 clusters Score: Raw -260103.295509 + Penalty 805.135909 = -259298.159600 nChanged 71 SP:Iteration 19Q (1056.208615 sec): 3 clusters Score: Raw -260134.371517 + Penalty 805.135909 = -259329.235608 nChanged 64 SP:Iteration 20F (1056.257405 sec): 3 clusters Score: Raw -260160.109067 + Penalty 805.135909 = -259354.973158 nChanged 51 SP:Iteration 21Q (1056.311201 sec): 3 clusters Score: Raw -260180.007681 + Penalty 805.135909 = -259374.871772 nChanged 43 SP:Iteration 22Q (1056.369997 sec): 3 clusters Score: Raw -260193.627116 + Penalty 805.135909 = -259388.491206 nChanged 41 SP:Iteration 23Q (1056.423275 sec): 3 clusters Score: Raw -260204.575720 + Penalty 805.135909 = -259399.439811 nChanged 28 SP:Iteration 24Q (1056.468146 sec): 3 clusters Score: Raw -260211.872806 + Penalty 805.135909 = -259406.736897 nChanged 22 SP:Iteration 25Q (1056.531116 sec): 3 clusters Score: Raw -260216.203642 + Penalty 805.135909 = -259411.067733 nChanged 18 SP:Iteration 26Q (1056.573189 sec): 3 clusters Score: Raw -260218.805076 + Penalty 805.135909 = -259413.669166 nChanged 11 SP:Iteration 27Q (1056.629750 sec): 3 clusters Score: Raw -260221.446007 + Penalty 805.135909 = -259416.310097 nChanged 15 SP:Iteration 28Q (1056.685074 sec): 3 clusters Score: Raw -260224.438192 + Penalty 805.135909 = -259419.302282 nChanged 12 SP:Iteration 29Q (1056.741629 sec): 3 clusters Score: Raw -260226.451782 + Penalty 805.135909 = -259421.315873 nChanged 10 SP:Iteration 30Q (1056.796060 sec): 3 clusters Score: Raw -260228.276140 + Penalty 805.135909 = -259423.140230 nChanged 8 SP:Iteration 31Q (1056.838525 sec): 3 clusters Score: Raw -260230.366796 + Penalty 805.135909 = -259425.230886 nChanged 7 SP:Iteration 32Q (1056.888892 sec): 3 clusters Score: Raw -260231.297566 + Penalty 805.135909 = -259426.161657 nChanged 9 SP:Iteration 33Q (1056.939756 sec): 3 clusters Score: Raw -260232.242794 + Penalty 805.135909 = -259427.106884 nChanged 6 SP:Iteration 34Q (1056.997505 sec): 3 clusters Score: Raw -260233.141167 + Penalty 805.135909 = -259428.005258 nChanged 5 SP:Iteration 35Q (1057.042292 sec): 3 clusters Score: Raw -260233.705111 + Penalty 805.135909 = -259428.569201 nChanged 4 SP:Iteration 36Q (1057.101081 sec): 3 clusters Score: Raw -260234.083601 + Penalty 805.135909 = -259428.947692 nChanged 3 SP:Iteration 37Q (1057.158481 sec): 3 clusters Score: Raw -260234.288338 + Penalty 805.135909 = -259429.152429 nChanged 2 SP:Iteration 38Q (1057.207368 sec): 3 clusters Score: Raw -260234.352124 + Penalty 805.135909 = -259429.216215 nChanged 1 SP:Iteration 39Q (1057.250314 sec): 3 clusters Score: Raw -260234.431108 + Penalty 805.135909 = -259429.295199 nChanged 2 SP:Iteration 40F (1057.298475 sec): 3 clusters Score: Raw -260234.724060 + Penalty 805.135909 = -259429.588150 nChanged 4 SP:Iteration 41Q (1057.348945 sec): 3 clusters Score: Raw -260235.130809 + Penalty 805.135909 = -259429.994900 nChanged 3 SP:Iteration 42Q (1057.409684 sec): 3 clusters Score: Raw -260235.319487 + Penalty 805.135909 = -259430.183577 nChanged 3 SP:Iteration 43Q (1057.455747 sec): 3 clusters Score: Raw -260235.499678 + Penalty 805.135909 = -259430.363768 nChanged 3 SP:Iteration 44Q (1057.517029 sec): 3 clusters Score: Raw -260235.811331 + Penalty 805.135909 = -259430.675422 nChanged 3 SP:Iteration 45Q (1057.567439 sec): 3 clusters Score: Raw -260236.037507 + Penalty 805.135909 = -259430.901597 nChanged 3 SP:Iteration 46Q (1057.609316 sec): 3 clusters Score: Raw -260236.498743 + Penalty 805.135909 = -259431.362834 nChanged 2 SP:Iteration 47Q (1057.669426 sec): 3 clusters Score: Raw -260236.722183 + Penalty 805.135909 = -259431.586273 nChanged 1 SP:Iteration 48Q (1057.724660 sec): 3 clusters Score: Raw -260236.869543 + Penalty 805.135909 = -259431.733634 nChanged 1 SP:Iteration 49Q (1057.779854 sec): 3 clusters Score: Raw -260236.942678 + Penalty 805.135909 = -259431.806768 nChanged 0 SP:Iteration 50F (1057.824632 sec): 3 clusters Score: Raw -260236.942678 + Penalty 805.135909 = -259431.806768 nChanged 0 Trying to split cluster 30 (2718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1057.848657 sec): 2 clusters Score: Raw -97334.352891 + Penalty 359.798148 = -96974.554743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1057.905733 sec): 3 clusters Score: Raw -95814.497560 + Penalty 719.596295 = -95094.901264 nChanged 1191 SP:Iteration 1F (1057.958622 sec): 3 clusters Score: Raw -96504.257937 + Penalty 719.596295 = -95784.661642 nChanged 208 SP:Iteration 2F (1058.001125 sec): 3 clusters Score: Raw -96657.883918 + Penalty 719.596295 = -95938.287623 nChanged 199 SP:Iteration 3F (1058.046763 sec): 3 clusters Score: Raw -96803.345316 + Penalty 719.596295 = -96083.749021 nChanged 174 SP:Iteration 4F (1058.085714 sec): 3 clusters Score: Raw -96922.803403 + Penalty 719.596295 = -96203.207108 nChanged 142 SP:Iteration 5F (1058.138430 sec): 3 clusters Score: Raw -96986.151867 + Penalty 719.596295 = -96266.555572 nChanged 77 SP:Iteration 6Q (1058.182051 sec): 3 clusters Score: Raw -97009.069080 + Penalty 719.596295 = -96289.472785 nChanged 45 SP:Iteration 7Q (1058.233288 sec): 3 clusters Score: Raw -97020.377292 + Penalty 719.596295 = -96300.780997 nChanged 32 SP:Iteration 8Q (1058.278350 sec): 3 clusters Score: Raw -97026.288238 + Penalty 719.596295 = -96306.691943 nChanged 20 SP:Iteration 9Q (1058.327988 sec): 3 clusters Score: Raw -97030.509140 + Penalty 719.596295 = -96310.912845 nChanged 20 SP:Iteration 10Q (1058.384079 sec): 3 clusters Score: Raw -97032.775037 + Penalty 719.596295 = -96313.178742 nChanged 17 SP:Iteration 11Q (1058.434541 sec): 3 clusters Score: Raw -97035.621698 + Penalty 719.596295 = -96316.025403 nChanged 21 SP:Iteration 12Q (1058.481496 sec): 3 clusters Score: Raw -97039.171022 + Penalty 719.596295 = -96319.574727 nChanged 13 SP:Iteration 13Q (1058.530984 sec): 3 clusters Score: Raw -97041.894376 + Penalty 719.596295 = -96322.298081 nChanged 18 SP:Iteration 14Q (1058.583069 sec): 3 clusters Score: Raw -97045.222233 + Penalty 719.596295 = -96325.625938 nChanged 13 SP:Iteration 15Q (1058.630384 sec): 3 clusters Score: Raw -97047.515854 + Penalty 719.596295 = -96327.919559 nChanged 18 SP:Iteration 16Q (1058.686405 sec): 3 clusters Score: Raw -97050.802725 + Penalty 719.596295 = -96331.206430 nChanged 20 SP:Iteration 17Q (1058.737918 sec): 3 clusters Score: Raw -97054.722731 + Penalty 719.596295 = -96335.126436 nChanged 22 SP:Iteration 18Q (1058.789450 sec): 3 clusters Score: Raw -97059.297927 + Penalty 719.596295 = -96339.701631 nChanged 21 SP:Iteration 19Q (1058.828933 sec): 3 clusters Score: Raw -97064.953081 + Penalty 719.596295 = -96345.356785 nChanged 27 SP:Iteration 20F (1058.878005 sec): 3 clusters Score: Raw -97075.786291 + Penalty 719.596295 = -96356.189995 nChanged 37 SP:Iteration 21Q (1058.925331 sec): 3 clusters Score: Raw -97087.791746 + Penalty 719.596295 = -96368.195451 nChanged 31 SP:Iteration 22Q (1058.983426 sec): 3 clusters Score: Raw -97096.338096 + Penalty 719.596295 = -96376.741801 nChanged 34 SP:Iteration 23Q (1059.035441 sec): 3 clusters Score: Raw -97105.634028 + Penalty 719.596295 = -96386.037732 nChanged 26 SP:Iteration 24Q (1059.074875 sec): 3 clusters Score: Raw -97112.894473 + Penalty 719.596295 = -96393.298178 nChanged 28 SP:Iteration 25Q (1059.134005 sec): 3 clusters Score: Raw -97119.891127 + Penalty 719.596295 = -96400.294832 nChanged 31 SP:Iteration 26Q (1059.180221 sec): 3 clusters Score: Raw -97128.417516 + Penalty 719.596295 = -96408.821221 nChanged 34 SP:Iteration 27Q (1059.229737 sec): 3 clusters Score: Raw -97137.709785 + Penalty 719.596295 = -96418.113490 nChanged 35 SP:Iteration 28Q (1059.276302 sec): 3 clusters Score: Raw -97152.108928 + Penalty 719.596295 = -96432.512633 nChanged 34 SP:Iteration 29Q (1059.321077 sec): 3 clusters Score: Raw -97169.670098 + Penalty 719.596295 = -96450.073803 nChanged 30 SP:Iteration 30Q (1059.376254 sec): 3 clusters Score: Raw -97187.604561 + Penalty 719.596295 = -96468.008266 nChanged 37 SP:Iteration 31Q (1059.420556 sec): 3 clusters Score: Raw -97210.456566 + Penalty 719.596295 = -96490.860271 nChanged 43 SP:Iteration 32Q (1059.469138 sec): 3 clusters Score: Raw -97239.991741 + Penalty 719.596295 = -96520.395446 nChanged 42 SP:Iteration 33Q (1059.523062 sec): 3 clusters Score: Raw -97261.978093 + Penalty 719.596295 = -96542.381798 nChanged 40 SP:Iteration 34Q (1059.560433 sec): 3 clusters Score: Raw -97279.013501 + Penalty 719.596295 = -96559.417206 nChanged 29 SP:Iteration 35Q (1059.614947 sec): 3 clusters Score: Raw -97289.411377 + Penalty 719.596295 = -96569.815081 nChanged 28 SP:Iteration 36Q (1059.657399 sec): 3 clusters Score: Raw -97301.589921 + Penalty 719.596295 = -96581.993626 nChanged 30 SP:Iteration 37Q (1059.704613 sec): 3 clusters Score: Raw -97312.981982 + Penalty 719.596295 = -96593.385687 nChanged 28 SP:Iteration 38Q (1059.751490 sec): 3 clusters Score: Raw -97326.320972 + Penalty 719.596295 = -96606.724676 nChanged 28 SP:Iteration 39Q (1059.796807 sec): 3 clusters Score: Raw -97338.415264 + Penalty 719.596295 = -96618.818969 nChanged 25 SP:Iteration 40F (1059.838601 sec): 3 clusters Score: Raw -97354.939179 + Penalty 719.596295 = -96635.342883 nChanged 27 SP:Iteration 41Q (1059.877791 sec): 3 clusters Score: Raw -97371.662648 + Penalty 719.596295 = -96652.066353 nChanged 20 SP:Iteration 42Q (1059.927112 sec): 3 clusters Score: Raw -97381.770913 + Penalty 719.596295 = -96662.174618 nChanged 21 SP:Iteration 43Q (1059.973701 sec): 3 clusters Score: Raw -97396.022257 + Penalty 719.596295 = -96676.425962 nChanged 24 SP:Iteration 44Q (1060.017475 sec): 3 clusters Score: Raw -97417.879482 + Penalty 719.596295 = -96698.283187 nChanged 28 SP:Iteration 45Q (1060.070218 sec): 3 clusters Score: Raw -97442.751047 + Penalty 719.596295 = -96723.154752 nChanged 36 SP:Iteration 46Q (1060.119789 sec): 3 clusters Score: Raw -97477.377931 + Penalty 719.596295 = -96757.781636 nChanged 37 SP:Iteration 47Q (1060.157021 sec): 3 clusters Score: Raw -97506.886705 + Penalty 719.596295 = -96787.290410 nChanged 27 SP:Iteration 48Q (1060.203798 sec): 3 clusters Score: Raw -97521.653042 + Penalty 719.596295 = -96802.056747 nChanged 17 SP:Iteration 49Q (1060.249285 sec): 3 clusters Score: Raw -97529.083327 + Penalty 719.596295 = -96809.487032 nChanged 14 SP:Iteration 50Q (1060.306437 sec): 3 clusters Score: Raw -97535.952834 + Penalty 719.596295 = -96816.356538 nChanged 12 SP:Iteration 51Q (1060.350925 sec): 3 clusters Score: Raw -97540.502131 + Penalty 719.596295 = -96820.905836 nChanged 7 SP:Iteration 52Q (1060.387522 sec): 3 clusters Score: Raw -97542.616418 + Penalty 719.596295 = -96823.020123 nChanged 6 SP:Iteration 53Q (1060.438857 sec): 3 clusters Score: Raw -97545.027682 + Penalty 719.596295 = -96825.431387 nChanged 4 SP:Iteration 54Q (1060.489519 sec): 3 clusters Score: Raw -97546.587773 + Penalty 719.596295 = -96826.991478 nChanged 5 SP:Iteration 55Q (1060.541103 sec): 3 clusters Score: Raw -97547.275990 + Penalty 719.596295 = -96827.679695 nChanged 3 SP:Iteration 56Q (1060.583823 sec): 3 clusters Score: Raw -97547.944196 + Penalty 719.596295 = -96828.347901 nChanged 1 SP:Iteration 57Q (1060.631188 sec): 3 clusters Score: Raw -97548.137414 + Penalty 719.596295 = -96828.541119 nChanged 1 SP:Iteration 58Q (1060.680454 sec): 3 clusters Score: Raw -97548.307798 + Penalty 719.596295 = -96828.711503 nChanged 2 SP:Iteration 59Q (1060.719170 sec): 3 clusters Score: Raw -97549.008924 + Penalty 719.596295 = -96829.412629 nChanged 1 SP:Iteration 60F (1060.769043 sec): 3 clusters Score: Raw -97549.262006 + Penalty 719.596295 = -96829.665710 nChanged 1 SP:Iteration 61Q (1060.822294 sec): 3 clusters Score: Raw -97549.525407 + Penalty 719.596295 = -96829.929111 nChanged 1 SP:Iteration 62Q (1060.869861 sec): 3 clusters Score: Raw -97549.757167 + Penalty 719.596295 = -96830.160872 nChanged 1 SP:Iteration 63Q (1060.915241 sec): 3 clusters Score: Raw -97550.075907 + Penalty 719.596295 = -96830.479612 nChanged 4 SP:Iteration 64Q (1060.955789 sec): 3 clusters Score: Raw -97551.780774 + Penalty 719.596295 = -96832.184479 nChanged 5 SP:Iteration 65Q (1061.009090 sec): 3 clusters Score: Raw -97553.699356 + Penalty 719.596295 = -96834.103061 nChanged 1 SP:Iteration 66Q (1061.053275 sec): 3 clusters Score: Raw -97553.880878 + Penalty 719.596295 = -96834.284583 nChanged 0 SP:Iteration 67F (1061.105762 sec): 3 clusters Score: Raw -97553.880878 + Penalty 719.596295 = -96834.284583 nChanged 0 Trying to split cluster 31 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1061.119907 sec): 2 clusters Score: Raw -19409.522811 + Penalty 289.123837 = -19120.398974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1061.169953 sec): 3 clusters Score: Raw -19187.684316 + Penalty 578.247674 = -18609.436642 nChanged 212 SP:Iteration 1F (1061.222103 sec): 3 clusters Score: Raw -19424.925733 + Penalty 578.247674 = -18846.678059 nChanged 66 SP:Iteration 2F (1061.257746 sec): 3 clusters Score: Raw -19531.964202 + Penalty 578.247674 = -18953.716528 nChanged 52 SP:Iteration 3F (1061.315627 sec): 3 clusters Score: Raw -19595.174900 + Penalty 578.247674 = -19016.927226 nChanged 33 SP:Iteration 4F (1061.355664 sec): 3 clusters Score: Raw -19639.991676 + Penalty 578.247674 = -19061.744002 nChanged 19 SP:Iteration 5Q (1061.408451 sec): 3 clusters Score: Raw -19658.253798 + Penalty 578.247674 = -19080.006124 nChanged 15 SP:Iteration 6Q (1061.444571 sec): 3 clusters Score: Raw -19667.707943 + Penalty 578.247674 = -19089.460270 nChanged 13 SP:Iteration 7Q (1061.501933 sec): 3 clusters Score: Raw -19676.192050 + Penalty 578.247674 = -19097.944376 nChanged 6 SP:Iteration 8Q (1061.544895 sec): 3 clusters Score: Raw -19680.496427 + Penalty 578.247674 = -19102.248753 nChanged 11 SP:Iteration 9Q (1061.579778 sec): 3 clusters Score: Raw -19684.416505 + Penalty 578.247674 = -19106.168832 nChanged 7 SP:Iteration 10Q (1061.630991 sec): 3 clusters Score: Raw -19687.076220 + Penalty 578.247674 = -19108.828546 nChanged 3 SP:Iteration 11Q (1061.680977 sec): 3 clusters Score: Raw -19688.612493 + Penalty 578.247674 = -19110.364820 nChanged 4 SP:Iteration 12Q (1061.721751 sec): 3 clusters Score: Raw -19689.808632 + Penalty 578.247674 = -19111.560958 nChanged 1 SP:Iteration 13Q (1061.768293 sec): 3 clusters Score: Raw -19689.890919 + Penalty 578.247674 = -19111.643246 nChanged 0 SP:Iteration 14F (1061.798347 sec): 3 clusters Score: Raw -19689.890919 + Penalty 578.247674 = -19111.643246 nChanged 0 Trying to split cluster 32 (14095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1061.837068 sec): 2 clusters Score: Raw -564917.757298 + Penalty 434.687681 = -564483.069617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1061.902750 sec): 3 clusters Score: Raw -556029.563552 + Penalty 869.375362 = -555160.188190 nChanged 6709 SP:Iteration 1F (1061.967313 sec): 3 clusters Score: Raw -560211.259101 + Penalty 869.375362 = -559341.883739 nChanged 922 SP:Iteration 2F (1062.026779 sec): 3 clusters Score: Raw -560771.708430 + Penalty 869.375362 = -559902.333068 nChanged 954 SP:Iteration 3F (1062.083541 sec): 3 clusters Score: Raw -561486.706011 + Penalty 869.375362 = -560617.330649 nChanged 918 SP:Iteration 4F (1062.145827 sec): 3 clusters Score: Raw -562175.016751 + Penalty 869.375362 = -561305.641389 nChanged 817 SP:Iteration 5F (1062.202955 sec): 3 clusters Score: Raw -562712.402862 + Penalty 869.375362 = -561843.027500 nChanged 665 SP:Iteration 6Q (1062.263962 sec): 3 clusters Score: Raw -563055.754548 + Penalty 869.375362 = -562186.379187 nChanged 491 SP:Iteration 7Q (1062.319030 sec): 3 clusters Score: Raw -563233.063662 + Penalty 869.375362 = -562363.688301 nChanged 310 SP:Iteration 8Q (1062.374950 sec): 3 clusters Score: Raw -563311.250119 + Penalty 869.375362 = -562441.874757 nChanged 223 SP:Iteration 9Q (1062.440916 sec): 3 clusters Score: Raw -563361.003180 + Penalty 869.375362 = -562491.627818 nChanged 171 SP:Iteration 10Q (1062.503380 sec): 3 clusters Score: Raw -563395.162390 + Penalty 869.375362 = -562525.787028 nChanged 154 SP:Iteration 11Q (1062.566484 sec): 3 clusters Score: Raw -563424.202847 + Penalty 869.375362 = -562554.827485 nChanged 145 SP:Iteration 12Q (1062.620279 sec): 3 clusters Score: Raw -563452.280954 + Penalty 869.375362 = -562582.905593 nChanged 148 SP:Iteration 13Q (1062.682704 sec): 3 clusters Score: Raw -563481.431594 + Penalty 869.375362 = -562612.056232 nChanged 164 SP:Iteration 14Q (1062.742384 sec): 3 clusters Score: Raw -563512.851364 + Penalty 869.375362 = -562643.476002 nChanged 127 SP:Iteration 15Q (1062.805610 sec): 3 clusters Score: Raw -563530.921664 + Penalty 869.375362 = -562661.546303 nChanged 114 SP:Iteration 16Q (1062.856121 sec): 3 clusters Score: Raw -563548.605286 + Penalty 869.375362 = -562679.229925 nChanged 109 SP:Iteration 17Q (1062.925683 sec): 3 clusters Score: Raw -563568.520139 + Penalty 869.375362 = -562699.144778 nChanged 101 SP:Iteration 18Q (1062.991648 sec): 3 clusters Score: Raw -563585.958134 + Penalty 869.375362 = -562716.582773 nChanged 111 SP:Iteration 19Q (1063.049392 sec): 3 clusters Score: Raw -563603.442396 + Penalty 869.375362 = -562734.067034 nChanged 95 SP:Iteration 20F (1063.105042 sec): 3 clusters Score: Raw -563621.344058 + Penalty 869.375362 = -562751.968696 nChanged 109 SP:Iteration 21Q (1063.167371 sec): 3 clusters Score: Raw -563638.604900 + Penalty 869.375362 = -562769.229538 nChanged 96 SP:Iteration 22Q (1063.232720 sec): 3 clusters Score: Raw -563655.394324 + Penalty 869.375362 = -562786.018962 nChanged 83 SP:Iteration 23Q (1063.283513 sec): 3 clusters Score: Raw -563671.344273 + Penalty 869.375362 = -562801.968911 nChanged 105 SP:Iteration 24Q (1063.343538 sec): 3 clusters Score: Raw -563689.211916 + Penalty 869.375362 = -562819.836554 nChanged 102 SP:Iteration 25Q (1063.401424 sec): 3 clusters Score: Raw -563702.596427 + Penalty 869.375362 = -562833.221065 nChanged 76 SP:Iteration 26Q (1063.471368 sec): 3 clusters Score: Raw -563708.954014 + Penalty 869.375362 = -562839.578653 nChanged 50 SP:Iteration 27Q (1063.527771 sec): 3 clusters Score: Raw -563714.144283 + Penalty 869.375362 = -562844.768921 nChanged 54 SP:Iteration 28Q (1063.590046 sec): 3 clusters Score: Raw -563718.913616 + Penalty 869.375362 = -562849.538254 nChanged 53 SP:Iteration 29Q (1063.645500 sec): 3 clusters Score: Raw -563723.974082 + Penalty 869.375362 = -562854.598720 nChanged 55 SP:Iteration 30Q (1063.701852 sec): 3 clusters Score: Raw -563729.168716 + Penalty 869.375362 = -562859.793354 nChanged 57 SP:Iteration 31Q (1063.761503 sec): 3 clusters Score: Raw -563735.195746 + Penalty 869.375362 = -562865.820384 nChanged 61 SP:Iteration 32Q (1063.824440 sec): 3 clusters Score: Raw -563741.568339 + Penalty 869.375362 = -562872.192977 nChanged 70 SP:Iteration 33Q (1063.881802 sec): 3 clusters Score: Raw -563749.837045 + Penalty 869.375362 = -562880.461683 nChanged 69 SP:Iteration 34Q (1063.953397 sec): 3 clusters Score: Raw -563757.483861 + Penalty 869.375362 = -562888.108499 nChanged 59 SP:Iteration 35Q (1064.018913 sec): 3 clusters Score: Raw -563764.371997 + Penalty 869.375362 = -562894.996635 nChanged 56 SP:Iteration 36Q (1064.079079 sec): 3 clusters Score: Raw -563769.106000 + Penalty 869.375362 = -562899.730638 nChanged 54 SP:Iteration 37Q (1064.131786 sec): 3 clusters Score: Raw -563774.268252 + Penalty 869.375362 = -562904.892890 nChanged 51 SP:Iteration 38Q (1064.190357 sec): 3 clusters Score: Raw -563778.282277 + Penalty 869.375362 = -562908.906916 nChanged 35 SP:Iteration 39Q (1064.254876 sec): 3 clusters Score: Raw -563780.745400 + Penalty 869.375362 = -562911.370038 nChanged 37 SP:Iteration 40F (1064.317083 sec): 3 clusters Score: Raw -563783.569476 + Penalty 869.375362 = -562914.194114 nChanged 42 SP:Iteration 41Q (1064.370577 sec): 3 clusters Score: Raw -563787.087014 + Penalty 869.375362 = -562917.711653 nChanged 49 SP:Iteration 42Q (1064.430354 sec): 3 clusters Score: Raw -563791.257902 + Penalty 869.375362 = -562921.882540 nChanged 46 SP:Iteration 43Q (1064.495023 sec): 3 clusters Score: Raw -563795.323610 + Penalty 869.375362 = -562925.948248 nChanged 50 SP:Iteration 44Q (1064.566989 sec): 3 clusters Score: Raw -563798.880854 + Penalty 869.375362 = -562929.505492 nChanged 38 SP:Iteration 45Q (1064.627768 sec): 3 clusters Score: Raw -563801.281757 + Penalty 869.375362 = -562931.906395 nChanged 33 SP:Iteration 46Q (1064.682996 sec): 3 clusters Score: Raw -563803.728274 + Penalty 869.375362 = -562934.352912 nChanged 40 SP:Iteration 47Q (1064.751773 sec): 3 clusters Score: Raw -563807.196689 + Penalty 869.375362 = -562937.821327 nChanged 37 SP:Iteration 48Q (1064.813886 sec): 3 clusters Score: Raw -563810.576737 + Penalty 869.375362 = -562941.201376 nChanged 33 SP:Iteration 49Q (1064.866073 sec): 3 clusters Score: Raw -563813.810113 + Penalty 869.375362 = -562944.434752 nChanged 49 SP:Iteration 50Q (1064.924809 sec): 3 clusters Score: Raw -563818.573065 + Penalty 869.375362 = -562949.197703 nChanged 44 SP:Iteration 51Q (1064.980754 sec): 3 clusters Score: Raw -563823.193373 + Penalty 869.375362 = -562953.818011 nChanged 56 SP:Iteration 52Q (1065.042039 sec): 3 clusters Score: Raw -563829.265034 + Penalty 869.375362 = -562959.889672 nChanged 52 SP:Iteration 53Q (1065.105743 sec): 3 clusters Score: Raw -563833.265396 + Penalty 869.375362 = -562963.890035 nChanged 54 SP:Iteration 54Q (1065.172554 sec): 3 clusters Score: Raw -563837.404509 + Penalty 869.375362 = -562968.029147 nChanged 48 SP:Iteration 55Q (1065.226137 sec): 3 clusters Score: Raw -563841.427367 + Penalty 869.375362 = -562972.052006 nChanged 46 SP:Iteration 56Q (1065.288985 sec): 3 clusters Score: Raw -563845.070679 + Penalty 869.375362 = -562975.695317 nChanged 40 SP:Iteration 57Q (1065.350035 sec): 3 clusters Score: Raw -563847.519356 + Penalty 869.375362 = -562978.143994 nChanged 30 SP:Iteration 58Q (1065.408575 sec): 3 clusters Score: Raw -563849.237909 + Penalty 869.375362 = -562979.862548 nChanged 29 SP:Iteration 59Q (1065.468481 sec): 3 clusters Score: Raw -563851.014792 + Penalty 869.375362 = -562981.639431 nChanged 34 SP:Iteration 60F (1065.528768 sec): 3 clusters Score: Raw -563852.888818 + Penalty 869.375362 = -562983.513456 nChanged 27 SP:Iteration 61Q (1065.591671 sec): 3 clusters Score: Raw -563854.386194 + Penalty 869.375362 = -562985.010832 nChanged 28 SP:Iteration 62Q (1065.658950 sec): 3 clusters Score: Raw -563855.783345 + Penalty 869.375362 = -562986.407983 nChanged 26 SP:Iteration 63Q (1065.721840 sec): 3 clusters Score: Raw -563857.432406 + Penalty 869.375362 = -562988.057044 nChanged 31 SP:Iteration 64Q (1065.770312 sec): 3 clusters Score: Raw -563859.855493 + Penalty 869.375362 = -562990.480131 nChanged 33 SP:Iteration 65Q (1065.842420 sec): 3 clusters Score: Raw -563862.395366 + Penalty 869.375362 = -562993.020004 nChanged 41 SP:Iteration 66Q (1065.902273 sec): 3 clusters Score: Raw -563865.699825 + Penalty 869.375362 = -562996.324463 nChanged 37 SP:Iteration 67Q (1065.947504 sec): 3 clusters Score: Raw -563868.606371 + Penalty 869.375362 = -562999.231010 nChanged 38 SP:Iteration 68Q (1066.003671 sec): 3 clusters Score: Raw -563871.871914 + Penalty 869.375362 = -563002.496552 nChanged 44 SP:Iteration 69Q (1066.065759 sec): 3 clusters Score: Raw -563875.106349 + Penalty 869.375362 = -563005.730987 nChanged 50 SP:Iteration 70Q (1066.122943 sec): 3 clusters Score: Raw -563879.550354 + Penalty 869.375362 = -563010.174992 nChanged 50 SP:Iteration 71Q (1066.187836 sec): 3 clusters Score: Raw -563884.771514 + Penalty 869.375362 = -563015.396152 nChanged 55 SP:Iteration 72Q (1066.252288 sec): 3 clusters Score: Raw -563891.577637 + Penalty 869.375362 = -563022.202275 nChanged 69 SP:Iteration 73Q (1066.313736 sec): 3 clusters Score: Raw -563900.236416 + Penalty 869.375362 = -563030.861055 nChanged 63 SP:Iteration 74Q (1066.379913 sec): 3 clusters Score: Raw -563906.922516 + Penalty 869.375362 = -563037.547154 nChanged 60 SP:Iteration 75Q (1066.439542 sec): 3 clusters Score: Raw -563912.620179 + Penalty 869.375362 = -563043.244817 nChanged 57 SP:Iteration 76Q (1066.490257 sec): 3 clusters Score: Raw -563918.510245 + Penalty 869.375362 = -563049.134883 nChanged 51 SP:Iteration 77Q (1066.561908 sec): 3 clusters Score: Raw -563925.151334 + Penalty 869.375362 = -563055.775972 nChanged 53 SP:Iteration 78Q (1066.620441 sec): 3 clusters Score: Raw -563930.696352 + Penalty 869.375362 = -563061.320990 nChanged 48 SP:Iteration 79Q (1066.673798 sec): 3 clusters Score: Raw -563935.042820 + Penalty 869.375362 = -563065.667458 nChanged 35 SP:Iteration 80F (1066.737290 sec): 3 clusters Score: Raw -563937.648541 + Penalty 869.375362 = -563068.273179 nChanged 45 SP:Iteration 81Q (1066.805645 sec): 3 clusters Score: Raw -563941.408331 + Penalty 869.375362 = -563072.032969 nChanged 37 SP:Iteration 82Q (1066.855696 sec): 3 clusters Score: Raw -563944.654489 + Penalty 869.375362 = -563075.279127 nChanged 31 SP:Iteration 83Q (1066.931330 sec): 3 clusters Score: Raw -563946.660964 + Penalty 869.375362 = -563077.285603 nChanged 29 SP:Iteration 84Q (1066.981784 sec): 3 clusters Score: Raw -563948.104795 + Penalty 869.375362 = -563078.729433 nChanged 24 SP:Iteration 85Q (1067.042987 sec): 3 clusters Score: Raw -563949.649518 + Penalty 869.375362 = -563080.274156 nChanged 23 SP:Iteration 86Q (1067.103273 sec): 3 clusters Score: Raw -563951.211566 + Penalty 869.375362 = -563081.836204 nChanged 22 SP:Iteration 87Q (1067.159071 sec): 3 clusters Score: Raw -563952.923962 + Penalty 869.375362 = -563083.548600 nChanged 23 SP:Iteration 88Q (1067.225587 sec): 3 clusters Score: Raw -563954.170606 + Penalty 869.375362 = -563084.795245 nChanged 22 SP:Iteration 89Q (1067.287463 sec): 3 clusters Score: Raw -563955.688133 + Penalty 869.375362 = -563086.312771 nChanged 23 SP:Iteration 90Q (1067.349765 sec): 3 clusters Score: Raw -563957.199148 + Penalty 869.375362 = -563087.823787 nChanged 17 SP:Iteration 91Q (1067.399482 sec): 3 clusters Score: Raw -563958.456547 + Penalty 869.375362 = -563089.081186 nChanged 15 SP:Iteration 92Q (1067.469333 sec): 3 clusters Score: Raw -563959.492779 + Penalty 869.375362 = -563090.117418 nChanged 10 SP:Iteration 93Q (1067.523052 sec): 3 clusters Score: Raw -563960.054934 + Penalty 869.375362 = -563090.679572 nChanged 12 SP:Iteration 94Q (1067.593769 sec): 3 clusters Score: Raw -563960.411868 + Penalty 869.375362 = -563091.036506 nChanged 7 SP:Iteration 95Q (1067.643183 sec): 3 clusters Score: Raw -563960.687600 + Penalty 869.375362 = -563091.312238 nChanged 9 SP:Iteration 96Q (1067.718438 sec): 3 clusters Score: Raw -563961.057776 + Penalty 869.375362 = -563091.682415 nChanged 7 SP:Iteration 97Q (1067.780837 sec): 3 clusters Score: Raw -563961.228797 + Penalty 869.375362 = -563091.853436 nChanged 6 SP:Iteration 98Q (1067.843412 sec): 3 clusters Score: Raw -563961.371333 + Penalty 869.375362 = -563091.995971 nChanged 5 SP:Iteration 99Q (1067.896041 sec): 3 clusters Score: Raw -563961.497379 + Penalty 869.375362 = -563092.122018 nChanged 5 SP:Iteration 100F (1067.954516 sec): 3 clusters Score: Raw -563961.686714 + Penalty 869.375362 = -563092.311352 nChanged 7 SP:Iteration 101Q (1068.014495 sec): 3 clusters Score: Raw -563961.945509 + Penalty 869.375362 = -563092.570147 nChanged 7 SP:Iteration 102Q (1068.080224 sec): 3 clusters Score: Raw -563962.141014 + Penalty 869.375362 = -563092.765652 nChanged 7 SP:Iteration 103Q (1068.140530 sec): 3 clusters Score: Raw -563962.362945 + Penalty 869.375362 = -563092.987584 nChanged 11 SP:Iteration 104Q (1068.190841 sec): 3 clusters Score: Raw -563962.927679 + Penalty 869.375362 = -563093.552317 nChanged 12 SP:Iteration 105Q (1068.257991 sec): 3 clusters Score: Raw -563963.507303 + Penalty 869.375362 = -563094.131941 nChanged 11 SP:Iteration 106Q (1068.312991 sec): 3 clusters Score: Raw -563964.473570 + Penalty 869.375362 = -563095.098208 nChanged 15 SP:Iteration 107Q (1068.373028 sec): 3 clusters Score: Raw -563965.944372 + Penalty 869.375362 = -563096.569011 nChanged 21 SP:Iteration 108Q (1068.421415 sec): 3 clusters Score: Raw -563968.682788 + Penalty 869.375362 = -563099.307426 nChanged 41 SP:Iteration 109Q (1068.482908 sec): 3 clusters Score: Raw -563974.239073 + Penalty 869.375362 = -563104.863711 nChanged 44 SP:Iteration 110Q (1068.548199 sec): 3 clusters Score: Raw -563979.310828 + Penalty 869.375362 = -563109.935466 nChanged 41 SP:Iteration 111Q (1068.602377 sec): 3 clusters Score: Raw -563983.178360 + Penalty 869.375362 = -563113.802999 nChanged 49 SP:Iteration 112Q (1068.667451 sec): 3 clusters Score: Raw -563989.052861 + Penalty 869.375362 = -563119.677499 nChanged 46 SP:Iteration 113Q (1068.731499 sec): 3 clusters Score: Raw -563994.267995 + Penalty 869.375362 = -563124.892633 nChanged 46 SP:Iteration 114Q (1068.789882 sec): 3 clusters Score: Raw -563999.553501 + Penalty 869.375362 = -563130.178140 nChanged 46 SP:Iteration 115Q (1068.840279 sec): 3 clusters Score: Raw -564005.022518 + Penalty 869.375362 = -563135.647156 nChanged 54 SP:Iteration 116Q (1068.913318 sec): 3 clusters Score: Raw -564009.862774 + Penalty 869.375362 = -563140.487412 nChanged 31 SP:Iteration 117Q (1068.975138 sec): 3 clusters Score: Raw -564013.009719 + Penalty 869.375362 = -563143.634358 nChanged 40 SP:Iteration 118Q (1069.023797 sec): 3 clusters Score: Raw -564016.669063 + Penalty 869.375362 = -563147.293701 nChanged 36 SP:Iteration 119Q (1069.095304 sec): 3 clusters Score: Raw -564019.880059 + Penalty 869.375362 = -563150.504697 nChanged 41 SP:Iteration 120F (1069.161827 sec): 3 clusters Score: Raw -564024.472876 + Penalty 869.375362 = -563155.097514 nChanged 38 SP:Iteration 121Q (1069.226498 sec): 3 clusters Score: Raw -564028.149013 + Penalty 869.375362 = -563158.773651 nChanged 33 SP:Iteration 122Q (1069.291174 sec): 3 clusters Score: Raw -564031.064158 + Penalty 869.375362 = -563161.688796 nChanged 36 SP:Iteration 123Q (1069.353127 sec): 3 clusters Score: Raw -564033.705203 + Penalty 869.375362 = -563164.329842 nChanged 26 SP:Iteration 124Q (1069.410620 sec): 3 clusters Score: Raw -564036.809312 + Penalty 869.375362 = -563167.433950 nChanged 40 SP:Iteration 125Q (1069.472294 sec): 3 clusters Score: Raw -564040.917114 + Penalty 869.375362 = -563171.541752 nChanged 55 SP:Iteration 126Q (1069.541054 sec): 3 clusters Score: Raw -564048.225251 + Penalty 869.375362 = -563178.849889 nChanged 57 SP:Iteration 127Q (1069.596056 sec): 3 clusters Score: Raw -564057.807219 + Penalty 869.375362 = -563188.431857 nChanged 71 SP:Iteration 128Q (1069.663602 sec): 3 clusters Score: Raw -564069.851182 + Penalty 869.375362 = -563200.475820 nChanged 76 SP:Iteration 129Q (1069.720375 sec): 3 clusters Score: Raw -564084.361295 + Penalty 869.375362 = -563214.985933 nChanged 93 SP:Iteration 130Q (1069.772651 sec): 3 clusters Score: Raw -564103.117788 + Penalty 869.375362 = -563233.742426 nChanged 93 SP:Iteration 131Q (1069.830365 sec): 3 clusters Score: Raw -564118.565638 + Penalty 869.375362 = -563249.190276 nChanged 94 SP:Iteration 132Q (1069.900897 sec): 3 clusters Score: Raw -564135.885676 + Penalty 869.375362 = -563266.510314 nChanged 100 SP:Iteration 133Q (1069.957605 sec): 3 clusters Score: Raw -564155.635885 + Penalty 869.375362 = -563286.260523 nChanged 98 SP:Iteration 134Q (1070.019916 sec): 3 clusters Score: Raw -564174.322507 + Penalty 869.375362 = -563304.947146 nChanged 103 SP:Iteration 135Q (1070.071583 sec): 3 clusters Score: Raw -564194.198489 + Penalty 869.375362 = -563324.823127 nChanged 92 SP:Iteration 136Q (1070.136380 sec): 3 clusters Score: Raw -564215.325713 + Penalty 869.375362 = -563345.950351 nChanged 107 SP:Iteration 137Q (1070.190530 sec): 3 clusters Score: Raw -564239.663394 + Penalty 869.375362 = -563370.288032 nChanged 91 SP:Iteration 138Q (1070.264351 sec): 3 clusters Score: Raw -564259.041762 + Penalty 869.375362 = -563389.666400 nChanged 114 SP:Iteration 139Q (1070.324967 sec): 3 clusters Score: Raw -564283.229954 + Penalty 869.375362 = -563413.854592 nChanged 103 SP:Iteration 140F (1070.383494 sec): 3 clusters Score: Raw -564301.843970 + Penalty 869.375362 = -563432.468609 nChanged 100 SP:Iteration 141Q (1070.445670 sec): 3 clusters Score: Raw -564320.810781 + Penalty 869.375362 = -563451.435419 nChanged 102 SP:Iteration 142Q (1070.492281 sec): 3 clusters Score: Raw -564342.280047 + Penalty 869.375362 = -563472.904685 nChanged 119 SP:Iteration 143Q (1070.558278 sec): 3 clusters Score: Raw -564372.726205 + Penalty 869.375362 = -563503.350843 nChanged 131 SP:Iteration 144Q (1070.605606 sec): 3 clusters Score: Raw -564403.494509 + Penalty 869.375362 = -563534.119148 nChanged 121 SP:Iteration 145Q (1070.673741 sec): 3 clusters Score: Raw -564434.899649 + Penalty 869.375362 = -563565.524287 nChanged 119 SP:Iteration 146Q (1070.734824 sec): 3 clusters Score: Raw -564466.508875 + Penalty 869.375362 = -563597.133513 nChanged 105 SP:Iteration 147Q (1070.790486 sec): 3 clusters Score: Raw -564491.829983 + Penalty 869.375362 = -563622.454621 nChanged 102 SP:Iteration 148Q (1070.850572 sec): 3 clusters Score: Raw -564514.065679 + Penalty 869.375362 = -563644.690317 nChanged 96 SP:Iteration 149Q (1070.907294 sec): 3 clusters Score: Raw -564534.859042 + Penalty 869.375362 = -563665.483681 nChanged 112 SP:Iteration 150Q (1070.970890 sec): 3 clusters Score: Raw -564562.371342 + Penalty 869.375362 = -563692.995981 nChanged 108 SP:Iteration 151Q (1071.031898 sec): 3 clusters Score: Raw -564588.742356 + Penalty 869.375362 = -563719.366995 nChanged 102 SP:Iteration 152Q (1071.082682 sec): 3 clusters Score: Raw -564614.916839 + Penalty 869.375362 = -563745.541478 nChanged 95 SP:Iteration 153Q (1071.141028 sec): 3 clusters Score: Raw -564636.671766 + Penalty 869.375362 = -563767.296404 nChanged 97 SP:Iteration 154Q (1071.212121 sec): 3 clusters Score: Raw -564662.090233 + Penalty 869.375362 = -563792.714871 nChanged 101 SP:Iteration 155Q (1071.264019 sec): 3 clusters Score: Raw -564693.504422 + Penalty 869.375362 = -563824.129060 nChanged 95 SP:Iteration 156Q (1071.325715 sec): 3 clusters Score: Raw -564722.307483 + Penalty 869.375362 = -563852.932121 nChanged 82 SP:Iteration 157Q (1071.379686 sec): 3 clusters Score: Raw -564749.908310 + Penalty 869.375362 = -563880.532949 nChanged 77 SP:Iteration 158Q (1071.435026 sec): 3 clusters Score: Raw -564771.577906 + Penalty 869.375362 = -563902.202545 nChanged 63 SP:Iteration 159Q (1071.496723 sec): 3 clusters Score: Raw -564785.183947 + Penalty 869.375362 = -563915.808586 nChanged 51 SP:Iteration 160F (1071.544932 sec): 3 clusters Score: Raw -564796.040387 + Penalty 869.375362 = -563926.665025 nChanged 43 SP:Iteration 161Q (1071.611271 sec): 3 clusters Score: Raw -564805.208516 + Penalty 869.375362 = -563935.833154 nChanged 43 SP:Iteration 162Q (1071.663940 sec): 3 clusters Score: Raw -564812.913714 + Penalty 869.375362 = -563943.538352 nChanged 35 SP:Iteration 163Q (1071.718814 sec): 3 clusters Score: Raw -564819.290836 + Penalty 869.375362 = -563949.915474 nChanged 29 SP:Iteration 164Q (1071.777350 sec): 3 clusters Score: Raw -564825.164589 + Penalty 869.375362 = -563955.789227 nChanged 27 SP:Iteration 165Q (1071.825677 sec): 3 clusters Score: Raw -564830.717191 + Penalty 869.375362 = -563961.341830 nChanged 36 SP:Iteration 166Q (1071.888905 sec): 3 clusters Score: Raw -564840.609053 + Penalty 869.375362 = -563971.233691 nChanged 31 SP:Iteration 167Q (1071.934425 sec): 3 clusters Score: Raw -564853.704880 + Penalty 869.375362 = -563984.329519 nChanged 36 SP:Iteration 168Q (1071.990152 sec): 3 clusters Score: Raw -564868.399867 + Penalty 869.375362 = -563999.024505 nChanged 45 SP:Iteration 169Q (1072.047698 sec): 3 clusters Score: Raw -564885.758126 + Penalty 869.375362 = -564016.382764 nChanged 47 SP:Iteration 170Q (1072.107740 sec): 3 clusters Score: Raw -564901.136649 + Penalty 869.375362 = -564031.761288 nChanged 41 SP:Iteration 171Q (1072.153824 sec): 3 clusters Score: Raw -564914.696649 + Penalty 869.375362 = -564045.321287 nChanged 41 SP:Iteration 172Q (1072.208173 sec): 3 clusters Score: Raw -564927.450480 + Penalty 869.375362 = -564058.075118 nChanged 35 SP:Iteration 173Q (1072.268911 sec): 3 clusters Score: Raw -564936.211856 + Penalty 869.375362 = -564066.836494 nChanged 28 SP:Iteration 174Q (1072.324542 sec): 3 clusters Score: Raw -564941.989769 + Penalty 869.375362 = -564072.614407 nChanged 26 SP:Iteration 175Q (1072.378874 sec): 3 clusters Score: Raw -564946.343316 + Penalty 869.375362 = -564076.967955 nChanged 23 SP:Iteration 176Q (1072.423438 sec): 3 clusters Score: Raw -564950.460166 + Penalty 869.375362 = -564081.084804 nChanged 22 SP:Iteration 177Q (1072.489706 sec): 3 clusters Score: Raw -564954.232145 + Penalty 869.375362 = -564084.856783 nChanged 15 SP:Iteration 178Q (1072.549193 sec): 3 clusters Score: Raw -564956.969196 + Penalty 869.375362 = -564087.593834 nChanged 19 SP:Iteration 179Q (1072.594807 sec): 3 clusters Score: Raw -564960.862626 + Penalty 869.375362 = -564091.487264 nChanged 20 SP:Iteration 180F (1072.652622 sec): 3 clusters Score: Raw -564965.122208 + Penalty 869.375362 = -564095.746847 nChanged 15 SP:Iteration 181Q (1072.714499 sec): 3 clusters Score: Raw -564967.634926 + Penalty 869.375362 = -564098.259565 nChanged 12 SP:Iteration 182Q (1072.768723 sec): 3 clusters Score: Raw -564969.866977 + Penalty 869.375362 = -564100.491615 nChanged 17 SP:Iteration 183Q (1072.820587 sec): 3 clusters Score: Raw -564975.387077 + Penalty 869.375362 = -564106.011715 nChanged 23 SP:Iteration 184Q (1072.880315 sec): 3 clusters Score: Raw -564984.023689 + Penalty 869.375362 = -564114.648327 nChanged 19 SP:Iteration 185Q (1072.940098 sec): 3 clusters Score: Raw -564990.957303 + Penalty 869.375362 = -564121.581941 nChanged 20 SP:Iteration 186Q (1072.986373 sec): 3 clusters Score: Raw -564996.270807 + Penalty 869.375362 = -564126.895445 nChanged 17 SP:Iteration 187Q (1073.053066 sec): 3 clusters Score: Raw -565002.737987 + Penalty 869.375362 = -564133.362625 nChanged 16 SP:Iteration 188Q (1073.111242 sec): 3 clusters Score: Raw -565008.289039 + Penalty 869.375362 = -564138.913678 nChanged 11 SP:Iteration 189Q (1073.158971 sec): 3 clusters Score: Raw -565011.979668 + Penalty 869.375362 = -564142.604306 nChanged 6 SP:Iteration 190Q (1073.228417 sec): 3 clusters Score: Raw -565013.557659 + Penalty 869.375362 = -564144.182297 nChanged 6 SP:Iteration 191Q (1073.282753 sec): 3 clusters Score: Raw -565014.420355 + Penalty 869.375362 = -564145.044994 nChanged 2 SP:Iteration 192Q (1073.339675 sec): 3 clusters Score: Raw -565014.915847 + Penalty 869.375362 = -564145.540485 nChanged 2 SP:Iteration 193Q (1073.385786 sec): 3 clusters Score: Raw -565015.298704 + Penalty 869.375362 = -564145.923343 nChanged 3 SP:Iteration 194Q (1073.440748 sec): 3 clusters Score: Raw -565016.124453 + Penalty 869.375362 = -564146.749091 nChanged 3 SP:Iteration 195Q (1073.498346 sec): 3 clusters Score: Raw -565016.635541 + Penalty 869.375362 = -564147.260179 nChanged 4 SP:Iteration 196Q (1073.557274 sec): 3 clusters Score: Raw -565017.551947 + Penalty 869.375362 = -564148.176585 nChanged 2 SP:Iteration 197Q (1073.619750 sec): 3 clusters Score: Raw -565017.839231 + Penalty 869.375362 = -564148.463869 nChanged 2 SP:Iteration 198Q (1073.678845 sec): 3 clusters Score: Raw -565018.038865 + Penalty 869.375362 = -564148.663503 nChanged 2 SP:Iteration 199Q (1073.736095 sec): 3 clusters Score: Raw -565018.337234 + Penalty 869.375362 = -564148.961872 nChanged 1 SP:Iteration 200F (1073.800016 sec): 3 clusters Score: Raw -565018.497930 + Penalty 869.375362 = -564149.122569 nChanged 1 SP:Iteration 201Q (1073.855599 sec): 3 clusters Score: Raw -565018.626035 + Penalty 869.375362 = -564149.250673 nChanged 1 SP:Iteration 202Q (1073.916396 sec): 3 clusters Score: Raw -565018.683165 + Penalty 869.375362 = -564149.307803 nChanged 0 SP:Iteration 203F (1073.964127 sec): 3 clusters Score: Raw -565018.683165 + Penalty 869.375362 = -564149.307803 nChanged 0 Trying to split cluster 33 (6045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1074.002246 sec): 2 clusters Score: Raw -254485.841655 + Penalty 396.167898 = -254089.673758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1074.056087 sec): 3 clusters Score: Raw -250793.868601 + Penalty 792.335795 = -250001.532806 nChanged 2754 SP:Iteration 1F (1074.104085 sec): 3 clusters Score: Raw -252575.396987 + Penalty 792.335795 = -251783.061191 nChanged 495 SP:Iteration 2F (1074.162948 sec): 3 clusters Score: Raw -252907.874064 + Penalty 792.335795 = -252115.538268 nChanged 452 SP:Iteration 3F (1074.219167 sec): 3 clusters Score: Raw -253209.659212 + Penalty 792.335795 = -252417.323417 nChanged 406 SP:Iteration 4F (1074.279360 sec): 3 clusters Score: Raw -253436.622185 + Penalty 792.335795 = -252644.286389 nChanged 305 SP:Iteration 5F (1074.333499 sec): 3 clusters Score: Raw -253575.469423 + Penalty 792.335795 = -252783.133627 nChanged 217 SP:Iteration 6Q (1074.384456 sec): 3 clusters Score: Raw -253651.960269 + Penalty 792.335795 = -252859.624474 nChanged 139 SP:Iteration 7Q (1074.440215 sec): 3 clusters Score: Raw -253688.465745 + Penalty 792.335795 = -252896.129950 nChanged 112 SP:Iteration 8Q (1074.491891 sec): 3 clusters Score: Raw -253719.181705 + Penalty 792.335795 = -252926.845909 nChanged 94 SP:Iteration 9Q (1074.537706 sec): 3 clusters Score: Raw -253749.598099 + Penalty 792.335795 = -252957.262304 nChanged 107 SP:Iteration 10Q (1074.591393 sec): 3 clusters Score: Raw -253784.695020 + Penalty 792.335795 = -252992.359224 nChanged 93 SP:Iteration 11Q (1074.649780 sec): 3 clusters Score: Raw -253810.161160 + Penalty 792.335795 = -253017.825365 nChanged 86 SP:Iteration 12Q (1074.702705 sec): 3 clusters Score: Raw -253829.790203 + Penalty 792.335795 = -253037.454408 nChanged 58 SP:Iteration 13Q (1074.751969 sec): 3 clusters Score: Raw -253843.560354 + Penalty 792.335795 = -253051.224558 nChanged 52 SP:Iteration 14Q (1074.799441 sec): 3 clusters Score: Raw -253859.629333 + Penalty 792.335795 = -253067.293537 nChanged 66 SP:Iteration 15Q (1074.849559 sec): 3 clusters Score: Raw -253880.300795 + Penalty 792.335795 = -253087.964999 nChanged 73 SP:Iteration 16Q (1074.905979 sec): 3 clusters Score: Raw -253905.214054 + Penalty 792.335795 = -253112.878259 nChanged 78 SP:Iteration 17Q (1074.969656 sec): 3 clusters Score: Raw -253930.201698 + Penalty 792.335795 = -253137.865903 nChanged 77 SP:Iteration 18Q (1075.022046 sec): 3 clusters Score: Raw -253953.696502 + Penalty 792.335795 = -253161.360706 nChanged 76 SP:Iteration 19Q (1075.067147 sec): 3 clusters Score: Raw -253975.448820 + Penalty 792.335795 = -253183.113025 nChanged 67 SP:Iteration 20F (1075.119134 sec): 3 clusters Score: Raw -253994.128392 + Penalty 792.335795 = -253201.792596 nChanged 66 SP:Iteration 21Q (1075.171460 sec): 3 clusters Score: Raw -254012.282415 + Penalty 792.335795 = -253219.946619 nChanged 59 SP:Iteration 22Q (1075.226574 sec): 3 clusters Score: Raw -254027.008731 + Penalty 792.335795 = -253234.672936 nChanged 66 SP:Iteration 23Q (1075.283921 sec): 3 clusters Score: Raw -254044.916963 + Penalty 792.335795 = -253252.581167 nChanged 78 SP:Iteration 24Q (1075.330879 sec): 3 clusters Score: Raw -254068.303692 + Penalty 792.335795 = -253275.967897 nChanged 82 SP:Iteration 25Q (1075.381586 sec): 3 clusters Score: Raw -254095.137401 + Penalty 792.335795 = -253302.801605 nChanged 82 SP:Iteration 26Q (1075.445093 sec): 3 clusters Score: Raw -254121.823097 + Penalty 792.335795 = -253329.487301 nChanged 85 SP:Iteration 27Q (1075.492718 sec): 3 clusters Score: Raw -254150.585261 + Penalty 792.335795 = -253358.249466 nChanged 80 SP:Iteration 28Q (1075.545909 sec): 3 clusters Score: Raw -254179.196633 + Penalty 792.335795 = -253386.860837 nChanged 87 SP:Iteration 29Q (1075.598911 sec): 3 clusters Score: Raw -254213.883808 + Penalty 792.335795 = -253421.548012 nChanged 90 SP:Iteration 30Q (1075.652320 sec): 3 clusters Score: Raw -254249.731758 + Penalty 792.335795 = -253457.395963 nChanged 86 SP:Iteration 31Q (1075.707459 sec): 3 clusters Score: Raw -254282.205937 + Penalty 792.335795 = -253489.870142 nChanged 80 SP:Iteration 32Q (1075.757252 sec): 3 clusters Score: Raw -254313.014248 + Penalty 792.335795 = -253520.678452 nChanged 74 SP:Iteration 33Q (1075.816604 sec): 3 clusters Score: Raw -254338.405956 + Penalty 792.335795 = -253546.070160 nChanged 58 SP:Iteration 34Q (1075.862735 sec): 3 clusters Score: Raw -254356.765718 + Penalty 792.335795 = -253564.429923 nChanged 59 SP:Iteration 35Q (1075.914669 sec): 3 clusters Score: Raw -254380.859153 + Penalty 792.335795 = -253588.523358 nChanged 78 SP:Iteration 36Q (1075.976019 sec): 3 clusters Score: Raw -254420.144325 + Penalty 792.335795 = -253627.808529 nChanged 75 SP:Iteration 37Q (1076.027364 sec): 3 clusters Score: Raw -254455.955842 + Penalty 792.335795 = -253663.620047 nChanged 56 SP:Iteration 38Q (1076.081936 sec): 3 clusters Score: Raw -254477.888653 + Penalty 792.335795 = -253685.552857 nChanged 44 SP:Iteration 39Q (1076.124348 sec): 3 clusters Score: Raw -254495.943045 + Penalty 792.335795 = -253703.607249 nChanged 31 SP:Iteration 40F (1076.176839 sec): 3 clusters Score: Raw -254505.838327 + Penalty 792.335795 = -253713.502532 nChanged 25 SP:Iteration 41Q (1076.230435 sec): 3 clusters Score: Raw -254513.417781 + Penalty 792.335795 = -253721.081986 nChanged 26 SP:Iteration 42Q (1076.289547 sec): 3 clusters Score: Raw -254522.040869 + Penalty 792.335795 = -253729.705074 nChanged 20 SP:Iteration 43Q (1076.337674 sec): 3 clusters Score: Raw -254527.897030 + Penalty 792.335795 = -253735.561235 nChanged 23 SP:Iteration 44Q (1076.380444 sec): 3 clusters Score: Raw -254535.140337 + Penalty 792.335795 = -253742.804542 nChanged 20 SP:Iteration 45Q (1076.430969 sec): 3 clusters Score: Raw -254541.441654 + Penalty 792.335795 = -253749.105859 nChanged 20 SP:Iteration 46Q (1076.492806 sec): 3 clusters Score: Raw -254546.816362 + Penalty 792.335795 = -253754.480567 nChanged 16 SP:Iteration 47Q (1076.549635 sec): 3 clusters Score: Raw -254552.191272 + Penalty 792.335795 = -253759.855477 nChanged 17 SP:Iteration 48Q (1076.590362 sec): 3 clusters Score: Raw -254559.562668 + Penalty 792.335795 = -253767.226872 nChanged 13 SP:Iteration 49Q (1076.645657 sec): 3 clusters Score: Raw -254564.053722 + Penalty 792.335795 = -253771.717927 nChanged 12 SP:Iteration 50Q (1076.692560 sec): 3 clusters Score: Raw -254567.567011 + Penalty 792.335795 = -253775.231216 nChanged 10 SP:Iteration 51Q (1076.740524 sec): 3 clusters Score: Raw -254570.444431 + Penalty 792.335795 = -253778.108636 nChanged 12 SP:Iteration 52Q (1076.800461 sec): 3 clusters Score: Raw -254576.614679 + Penalty 792.335795 = -253784.278884 nChanged 19 SP:Iteration 53Q (1076.840146 sec): 3 clusters Score: Raw -254584.907199 + Penalty 792.335795 = -253792.571403 nChanged 17 SP:Iteration 54Q (1076.896937 sec): 3 clusters Score: Raw -254590.348236 + Penalty 792.335795 = -253798.012441 nChanged 15 SP:Iteration 55Q (1076.953925 sec): 3 clusters Score: Raw -254593.795611 + Penalty 792.335795 = -253801.459816 nChanged 13 SP:Iteration 56Q (1076.995753 sec): 3 clusters Score: Raw -254596.480767 + Penalty 792.335795 = -253804.144972 nChanged 7 SP:Iteration 57Q (1077.045781 sec): 3 clusters Score: Raw -254597.544306 + Penalty 792.335795 = -253805.208511 nChanged 4 SP:Iteration 58Q (1077.097258 sec): 3 clusters Score: Raw -254598.389004 + Penalty 792.335795 = -253806.053209 nChanged 6 SP:Iteration 59Q (1077.145695 sec): 3 clusters Score: Raw -254599.311195 + Penalty 792.335795 = -253806.975399 nChanged 3 SP:Iteration 60F (1077.202842 sec): 3 clusters Score: Raw -254599.746903 + Penalty 792.335795 = -253807.411107 nChanged 3 SP:Iteration 61Q (1077.238575 sec): 3 clusters Score: Raw -254600.200628 + Penalty 792.335795 = -253807.864832 nChanged 4 SP:Iteration 62Q (1077.288744 sec): 3 clusters Score: Raw -254600.949312 + Penalty 792.335795 = -253808.613517 nChanged 5 SP:Iteration 63Q (1077.339072 sec): 3 clusters Score: Raw -254602.412325 + Penalty 792.335795 = -253810.076530 nChanged 6 SP:Iteration 64Q (1077.388428 sec): 3 clusters Score: Raw -254604.018976 + Penalty 792.335795 = -253811.683180 nChanged 5 SP:Iteration 65Q (1077.444436 sec): 3 clusters Score: Raw -254605.103164 + Penalty 792.335795 = -253812.767368 nChanged 2 SP:Iteration 66Q (1077.498306 sec): 3 clusters Score: Raw -254605.366724 + Penalty 792.335795 = -253813.030929 nChanged 1 SP:Iteration 67Q (1077.538000 sec): 3 clusters Score: Raw -254605.460809 + Penalty 792.335795 = -253813.125014 nChanged 0 SP:Iteration 68F (1077.591514 sec): 3 clusters Score: Raw -254605.460809 + Penalty 792.335795 = -253813.125014 nChanged 0 Trying to split cluster 34 (882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1077.618323 sec): 2 clusters Score: Raw -35973.766245 + Penalty 308.589739 = -35665.176506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1077.675759 sec): 3 clusters Score: Raw -35527.177225 + Penalty 617.179477 = -34909.997748 nChanged 364 SP:Iteration 1F (1077.721110 sec): 3 clusters Score: Raw -35752.304792 + Penalty 617.179477 = -35135.125315 nChanged 65 SP:Iteration 2F (1077.760827 sec): 3 clusters Score: Raw -35792.862706 + Penalty 617.179477 = -35175.683229 nChanged 44 SP:Iteration 3Q (1077.809702 sec): 3 clusters Score: Raw -35815.311515 + Penalty 617.179477 = -35198.132038 nChanged 26 SP:Iteration 4Q (1077.860123 sec): 3 clusters Score: Raw -35825.613107 + Penalty 617.179477 = -35208.433630 nChanged 20 SP:Iteration 5Q (1077.896412 sec): 3 clusters Score: Raw -35834.750688 + Penalty 617.179477 = -35217.571211 nChanged 21 SP:Iteration 6Q (1077.937923 sec): 3 clusters Score: Raw -35845.600880 + Penalty 617.179477 = -35228.421403 nChanged 18 SP:Iteration 7Q (1077.988328 sec): 3 clusters Score: Raw -35855.865679 + Penalty 617.179477 = -35238.686202 nChanged 26 SP:Iteration 8Q (1078.035841 sec): 3 clusters Score: Raw -35874.732555 + Penalty 617.179477 = -35257.553078 nChanged 28 SP:Iteration 9Q (1078.079110 sec): 3 clusters Score: Raw -35898.816890 + Penalty 617.179477 = -35281.637413 nChanged 32 SP:Iteration 10Q (1078.120995 sec): 3 clusters Score: Raw -35921.201003 + Penalty 617.179477 = -35304.021526 nChanged 25 SP:Iteration 11Q (1078.169924 sec): 3 clusters Score: Raw -35946.844664 + Penalty 617.179477 = -35329.665187 nChanged 29 SP:Iteration 12Q (1078.203024 sec): 3 clusters Score: Raw -35983.728969 + Penalty 617.179477 = -35366.549492 nChanged 32 SP:Iteration 13Q (1078.252473 sec): 3 clusters Score: Raw -36014.405690 + Penalty 617.179477 = -35397.226213 nChanged 35 SP:Iteration 14Q (1078.299130 sec): 3 clusters Score: Raw -36050.685604 + Penalty 617.179477 = -35433.506127 nChanged 30 SP:Iteration 15Q (1078.347082 sec): 3 clusters Score: Raw -36075.641996 + Penalty 617.179477 = -35458.462519 nChanged 22 SP:Iteration 16Q (1078.387108 sec): 3 clusters Score: Raw -36093.428587 + Penalty 617.179477 = -35476.249110 nChanged 19 SP:Iteration 17Q (1078.439596 sec): 3 clusters Score: Raw -36108.727908 + Penalty 617.179477 = -35491.548431 nChanged 13 SP:Iteration 18Q (1078.479910 sec): 3 clusters Score: Raw -36116.917056 + Penalty 617.179477 = -35499.737579 nChanged 9 SP:Iteration 19Q (1078.521513 sec): 3 clusters Score: Raw -36125.053109 + Penalty 617.179477 = -35507.873632 nChanged 8 SP:Iteration 20F (1078.577729 sec): 3 clusters Score: Raw -36134.944295 + Penalty 617.179477 = -35517.764818 nChanged 8 SP:Iteration 21Q (1078.622202 sec): 3 clusters Score: Raw -36142.267570 + Penalty 617.179477 = -35525.088093 nChanged 8 SP:Iteration 22Q (1078.662883 sec): 3 clusters Score: Raw -36151.719737 + Penalty 617.179477 = -35534.540260 nChanged 11 SP:Iteration 23Q (1078.720570 sec): 3 clusters Score: Raw -36161.222194 + Penalty 617.179477 = -35544.042717 nChanged 7 SP:Iteration 24Q (1078.764741 sec): 3 clusters Score: Raw -36165.387031 + Penalty 617.179477 = -35548.207554 nChanged 3 SP:Iteration 25Q (1078.804505 sec): 3 clusters Score: Raw -36166.397008 + Penalty 617.179477 = -35549.217531 nChanged 2 SP:Iteration 26Q (1078.859940 sec): 3 clusters Score: Raw -36169.493356 + Penalty 617.179477 = -35552.313879 nChanged 7 SP:Iteration 27Q (1078.895300 sec): 3 clusters Score: Raw -36173.218081 + Penalty 617.179477 = -35556.038604 nChanged 1 SP:Iteration 28Q (1078.942095 sec): 3 clusters Score: Raw -36173.535565 + Penalty 617.179477 = -35556.356088 nChanged 1 SP:Iteration 29Q (1078.985396 sec): 3 clusters Score: Raw -36173.974396 + Penalty 617.179477 = -35556.794919 nChanged 1 SP:Iteration 30Q (1079.038321 sec): 3 clusters Score: Raw -36174.289106 + Penalty 617.179477 = -35557.109629 nChanged 2 SP:Iteration 31Q (1079.085611 sec): 3 clusters Score: Raw -36174.591442 + Penalty 617.179477 = -35557.411965 nChanged 2 SP:Iteration 32Q (1079.127330 sec): 3 clusters Score: Raw -36175.032826 + Penalty 617.179477 = -35557.853349 nChanged 0 SP:Iteration 33F (1079.174859 sec): 3 clusters Score: Raw -36175.032826 + Penalty 617.179477 = -35557.853349 nChanged 0 Trying to split cluster 35 (9294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1079.210950 sec): 2 clusters Score: Raw -392220.392093 + Penalty 415.739156 = -391804.652937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1079.270959 sec): 3 clusters Score: Raw -386462.563700 + Penalty 831.478312 = -385631.085388 nChanged 4283 SP:Iteration 1F (1079.328561 sec): 3 clusters Score: Raw -388901.058469 + Penalty 831.478312 = -388069.580157 nChanged 578 SP:Iteration 2F (1079.388596 sec): 3 clusters Score: Raw -389197.869048 + Penalty 831.478312 = -388366.390736 nChanged 628 SP:Iteration 3F (1079.447002 sec): 3 clusters Score: Raw -389562.639781 + Penalty 831.478312 = -388731.161469 nChanged 609 SP:Iteration 4F (1079.497897 sec): 3 clusters Score: Raw -389975.215196 + Penalty 831.478312 = -389143.736884 nChanged 562 SP:Iteration 5F (1079.552702 sec): 3 clusters Score: Raw -390394.081713 + Penalty 831.478312 = -389562.603401 nChanged 495 SP:Iteration 6F (1079.603970 sec): 3 clusters Score: Raw -390775.018575 + Penalty 831.478312 = -389943.540263 nChanged 388 SP:Iteration 7Q (1079.655263 sec): 3 clusters Score: Raw -391066.368565 + Penalty 831.478312 = -390234.890253 nChanged 324 SP:Iteration 8Q (1079.711286 sec): 3 clusters Score: Raw -391289.107506 + Penalty 831.478312 = -390457.629194 nChanged 272 SP:Iteration 9Q (1079.777771 sec): 3 clusters Score: Raw -391465.203437 + Penalty 831.478312 = -390633.725125 nChanged 222 SP:Iteration 10Q (1079.822272 sec): 3 clusters Score: Raw -391601.370158 + Penalty 831.478312 = -390769.891846 nChanged 176 SP:Iteration 11Q (1079.879618 sec): 3 clusters Score: Raw -391707.660269 + Penalty 831.478312 = -390876.181957 nChanged 160 SP:Iteration 12Q (1079.946618 sec): 3 clusters Score: Raw -391806.900524 + Penalty 831.478312 = -390975.422212 nChanged 150 SP:Iteration 13Q (1079.999643 sec): 3 clusters Score: Raw -391906.361472 + Penalty 831.478312 = -391074.883160 nChanged 122 SP:Iteration 14Q (1080.048515 sec): 3 clusters Score: Raw -391993.268041 + Penalty 831.478312 = -391161.789729 nChanged 110 SP:Iteration 15Q (1080.100369 sec): 3 clusters Score: Raw -392077.354478 + Penalty 831.478312 = -391245.876166 nChanged 72 SP:Iteration 16Q (1080.155873 sec): 3 clusters Score: Raw -392136.925732 + Penalty 831.478312 = -391305.447420 nChanged 50 SP:Iteration 17Q (1080.212169 sec): 3 clusters Score: Raw -392175.593167 + Penalty 831.478312 = -391344.114854 nChanged 38 SP:Iteration 18Q (1080.263081 sec): 3 clusters Score: Raw -392203.099516 + Penalty 831.478312 = -391371.621204 nChanged 23 SP:Iteration 19Q (1080.320902 sec): 3 clusters Score: Raw -392221.086533 + Penalty 831.478312 = -391389.608221 nChanged 18 SP:Iteration 20F (1080.377045 sec): 3 clusters Score: Raw -392241.297516 + Penalty 831.478312 = -391409.819204 nChanged 16 SP:Iteration 21Q (1080.429690 sec): 3 clusters Score: Raw -392253.528027 + Penalty 831.478312 = -391422.049715 nChanged 10 SP:Iteration 22Q (1080.481545 sec): 3 clusters Score: Raw -392261.073431 + Penalty 831.478312 = -391429.595119 nChanged 3 SP:Iteration 23Q (1080.528093 sec): 3 clusters Score: Raw -392263.716698 + Penalty 831.478312 = -391432.238386 nChanged 5 SP:Iteration 24Q (1080.588999 sec): 3 clusters Score: Raw -392267.233974 + Penalty 831.478312 = -391435.755661 nChanged 4 SP:Iteration 25Q (1080.630199 sec): 3 clusters Score: Raw -392270.256799 + Penalty 831.478312 = -391438.778487 nChanged 5 SP:Iteration 26Q (1080.683948 sec): 3 clusters Score: Raw -392274.672345 + Penalty 831.478312 = -391443.194033 nChanged 1 SP:Iteration 27Q (1080.736482 sec): 3 clusters Score: Raw -392275.053346 + Penalty 831.478312 = -391443.575033 nChanged 0 SP:Iteration 28F (1080.788753 sec): 3 clusters Score: Raw -392275.053346 + Penalty 831.478312 = -391443.575033 nChanged 0 Trying to split cluster 36 (863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1080.824937 sec): 2 clusters Score: Raw -35264.963574 + Penalty 307.598868 = -34957.364706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1080.861543 sec): 3 clusters Score: Raw -34862.615132 + Penalty 615.197737 = -34247.417395 nChanged 329 SP:Iteration 1F (1080.907158 sec): 3 clusters Score: Raw -35043.785327 + Penalty 615.197737 = -34428.587590 nChanged 53 SP:Iteration 2F (1080.960941 sec): 3 clusters Score: Raw -35082.967591 + Penalty 615.197737 = -34467.769854 nChanged 54 SP:Iteration 3F (1081.000709 sec): 3 clusters Score: Raw -35114.478949 + Penalty 615.197737 = -34499.281212 nChanged 34 SP:Iteration 4Q (1081.062248 sec): 3 clusters Score: Raw -35133.523447 + Penalty 615.197737 = -34518.325710 nChanged 31 SP:Iteration 5Q (1081.109277 sec): 3 clusters Score: Raw -35146.030579 + Penalty 615.197737 = -34530.832842 nChanged 18 SP:Iteration 6Q (1081.154775 sec): 3 clusters Score: Raw -35153.500160 + Penalty 615.197737 = -34538.302423 nChanged 15 SP:Iteration 7Q (1081.196834 sec): 3 clusters Score: Raw -35159.363142 + Penalty 615.197737 = -34544.165405 nChanged 16 SP:Iteration 8Q (1081.245947 sec): 3 clusters Score: Raw -35171.852814 + Penalty 615.197737 = -34556.655077 nChanged 14 SP:Iteration 9Q (1081.283660 sec): 3 clusters Score: Raw -35189.471323 + Penalty 615.197737 = -34574.273586 nChanged 19 SP:Iteration 10Q (1081.337076 sec): 3 clusters Score: Raw -35204.394151 + Penalty 615.197737 = -34589.196414 nChanged 24 SP:Iteration 11Q (1081.378947 sec): 3 clusters Score: Raw -35220.265070 + Penalty 615.197737 = -34605.067333 nChanged 27 SP:Iteration 12Q (1081.414949 sec): 3 clusters Score: Raw -35241.936103 + Penalty 615.197737 = -34626.738366 nChanged 23 SP:Iteration 13Q (1081.462169 sec): 3 clusters Score: Raw -35261.474411 + Penalty 615.197737 = -34646.276674 nChanged 24 SP:Iteration 14Q (1081.503236 sec): 3 clusters Score: Raw -35277.027908 + Penalty 615.197737 = -34661.830171 nChanged 23 SP:Iteration 15Q (1081.550153 sec): 3 clusters Score: Raw -35296.329729 + Penalty 615.197737 = -34681.131992 nChanged 18 SP:Iteration 16Q (1081.600422 sec): 3 clusters Score: Raw -35308.996305 + Penalty 615.197737 = -34693.798568 nChanged 13 SP:Iteration 17Q (1081.642217 sec): 3 clusters Score: Raw -35317.035618 + Penalty 615.197737 = -34701.837881 nChanged 12 SP:Iteration 18Q (1081.682231 sec): 3 clusters Score: Raw -35324.546616 + Penalty 615.197737 = -34709.348879 nChanged 14 SP:Iteration 19Q (1081.729937 sec): 3 clusters Score: Raw -35331.777555 + Penalty 615.197737 = -34716.579818 nChanged 11 SP:Iteration 20F (1081.785221 sec): 3 clusters Score: Raw -35338.642747 + Penalty 615.197737 = -34723.445010 nChanged 9 SP:Iteration 21Q (1081.830062 sec): 3 clusters Score: Raw -35343.580931 + Penalty 615.197737 = -34728.383195 nChanged 9 SP:Iteration 22Q (1081.869571 sec): 3 clusters Score: Raw -35348.989831 + Penalty 615.197737 = -34733.792094 nChanged 12 SP:Iteration 23Q (1081.919203 sec): 3 clusters Score: Raw -35352.675217 + Penalty 615.197737 = -34737.477481 nChanged 5 SP:Iteration 24Q (1081.967437 sec): 3 clusters Score: Raw -35355.293418 + Penalty 615.197737 = -34740.095681 nChanged 8 SP:Iteration 25Q (1082.004036 sec): 3 clusters Score: Raw -35360.350753 + Penalty 615.197737 = -34745.153016 nChanged 11 SP:Iteration 26Q (1082.051823 sec): 3 clusters Score: Raw -35365.720996 + Penalty 615.197737 = -34750.523259 nChanged 8 SP:Iteration 27Q (1082.105762 sec): 3 clusters Score: Raw -35368.383186 + Penalty 615.197737 = -34753.185449 nChanged 4 SP:Iteration 28Q (1082.154695 sec): 3 clusters Score: Raw -35370.222662 + Penalty 615.197737 = -34755.024925 nChanged 6 SP:Iteration 29Q (1082.196621 sec): 3 clusters Score: Raw -35373.754666 + Penalty 615.197737 = -34758.556929 nChanged 3 SP:Iteration 30Q (1082.236126 sec): 3 clusters Score: Raw -35374.703259 + Penalty 615.197737 = -34759.505522 nChanged 2 SP:Iteration 31Q (1082.286086 sec): 3 clusters Score: Raw -35375.561631 + Penalty 615.197737 = -34760.363894 nChanged 1 SP:Iteration 32Q (1082.331936 sec): 3 clusters Score: Raw -35376.665780 + Penalty 615.197737 = -34761.468043 nChanged 2 SP:Iteration 33Q (1082.381100 sec): 3 clusters Score: Raw -35377.204706 + Penalty 615.197737 = -34762.006969 nChanged 2 SP:Iteration 34Q (1082.417843 sec): 3 clusters Score: Raw -35378.329871 + Penalty 615.197737 = -34763.132134 nChanged 0 SP:Iteration 35F (1082.472643 sec): 3 clusters Score: Raw -35378.329871 + Penalty 615.197737 = -34763.132134 nChanged 0 Trying to split cluster 37 (4460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1082.499165 sec): 2 clusters Score: Raw -183719.655481 + Penalty 382.332134 = -183337.323347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1082.545873 sec): 3 clusters Score: Raw -181077.796972 + Penalty 764.664268 = -180313.132704 nChanged 1961 SP:Iteration 1F (1082.592921 sec): 3 clusters Score: Raw -182374.178219 + Penalty 764.664268 = -181609.513951 nChanged 421 SP:Iteration 2F (1082.640220 sec): 3 clusters Score: Raw -182680.835387 + Penalty 764.664268 = -181916.171119 nChanged 349 SP:Iteration 3F (1082.682075 sec): 3 clusters Score: Raw -182937.940654 + Penalty 764.664268 = -182173.276386 nChanged 263 SP:Iteration 4F (1082.736910 sec): 3 clusters Score: Raw -183110.225129 + Penalty 764.664268 = -182345.560861 nChanged 216 SP:Iteration 5Q (1082.788727 sec): 3 clusters Score: Raw -183246.607509 + Penalty 764.664268 = -182481.943241 nChanged 178 SP:Iteration 6Q (1082.837136 sec): 3 clusters Score: Raw -183370.026509 + Penalty 764.664268 = -182605.362241 nChanged 152 SP:Iteration 7Q (1082.888860 sec): 3 clusters Score: Raw -183468.380364 + Penalty 764.664268 = -182703.716096 nChanged 114 SP:Iteration 8Q (1082.927405 sec): 3 clusters Score: Raw -183534.081885 + Penalty 764.664268 = -182769.417617 nChanged 78 SP:Iteration 9Q (1082.988692 sec): 3 clusters Score: Raw -183564.447892 + Penalty 764.664268 = -182799.783624 nChanged 52 SP:Iteration 10Q (1083.040571 sec): 3 clusters Score: Raw -183584.076569 + Penalty 764.664268 = -182819.412301 nChanged 44 SP:Iteration 11Q (1083.079416 sec): 3 clusters Score: Raw -183598.168632 + Penalty 764.664268 = -182833.504363 nChanged 39 SP:Iteration 12Q (1083.129295 sec): 3 clusters Score: Raw -183611.309750 + Penalty 764.664268 = -182846.645482 nChanged 37 SP:Iteration 13Q (1083.184087 sec): 3 clusters Score: Raw -183621.942473 + Penalty 764.664268 = -182857.278205 nChanged 32 SP:Iteration 14Q (1083.234917 sec): 3 clusters Score: Raw -183629.639573 + Penalty 764.664268 = -182864.975305 nChanged 26 SP:Iteration 15Q (1083.285225 sec): 3 clusters Score: Raw -183635.806778 + Penalty 764.664268 = -182871.142510 nChanged 30 SP:Iteration 16Q (1083.330862 sec): 3 clusters Score: Raw -183643.379184 + Penalty 764.664268 = -182878.714916 nChanged 28 SP:Iteration 17Q (1083.381832 sec): 3 clusters Score: Raw -183650.293127 + Penalty 764.664268 = -182885.628859 nChanged 29 SP:Iteration 18Q (1083.423776 sec): 3 clusters Score: Raw -183656.324055 + Penalty 764.664268 = -182891.659787 nChanged 20 SP:Iteration 19Q (1083.466454 sec): 3 clusters Score: Raw -183660.158865 + Penalty 764.664268 = -182895.494597 nChanged 19 SP:Iteration 20F (1083.522402 sec): 3 clusters Score: Raw -183665.015000 + Penalty 764.664268 = -182900.350732 nChanged 15 SP:Iteration 21Q (1083.583592 sec): 3 clusters Score: Raw -183669.199617 + Penalty 764.664268 = -182904.535349 nChanged 14 SP:Iteration 22Q (1083.631005 sec): 3 clusters Score: Raw -183672.287902 + Penalty 764.664268 = -182907.623634 nChanged 19 SP:Iteration 23Q (1083.683938 sec): 3 clusters Score: Raw -183676.080153 + Penalty 764.664268 = -182911.415885 nChanged 10 SP:Iteration 24Q (1083.722335 sec): 3 clusters Score: Raw -183678.012473 + Penalty 764.664268 = -182913.348205 nChanged 19 SP:Iteration 25Q (1083.772393 sec): 3 clusters Score: Raw -183682.123834 + Penalty 764.664268 = -182917.459566 nChanged 20 SP:Iteration 26Q (1083.823646 sec): 3 clusters Score: Raw -183687.518573 + Penalty 764.664268 = -182922.854304 nChanged 22 SP:Iteration 27Q (1083.876520 sec): 3 clusters Score: Raw -183692.552285 + Penalty 764.664268 = -182927.888017 nChanged 20 SP:Iteration 28Q (1083.930885 sec): 3 clusters Score: Raw -183697.068362 + Penalty 764.664268 = -182932.404094 nChanged 16 SP:Iteration 29Q (1083.974003 sec): 3 clusters Score: Raw -183700.313353 + Penalty 764.664268 = -182935.649085 nChanged 16 SP:Iteration 30Q (1084.023215 sec): 3 clusters Score: Raw -183704.878521 + Penalty 764.664268 = -182940.214253 nChanged 15 SP:Iteration 31Q (1084.080871 sec): 3 clusters Score: Raw -183707.689642 + Penalty 764.664268 = -182943.025374 nChanged 9 SP:Iteration 32Q (1084.121776 sec): 3 clusters Score: Raw -183709.034178 + Penalty 764.664268 = -182944.369910 nChanged 8 SP:Iteration 33Q (1084.181617 sec): 3 clusters Score: Raw -183709.812793 + Penalty 764.664268 = -182945.148525 nChanged 9 SP:Iteration 34Q (1084.225737 sec): 3 clusters Score: Raw -183711.673542 + Penalty 764.664268 = -182947.009274 nChanged 9 SP:Iteration 35Q (1084.273696 sec): 3 clusters Score: Raw -183714.335364 + Penalty 764.664268 = -182949.671096 nChanged 10 SP:Iteration 36Q (1084.323046 sec): 3 clusters Score: Raw -183718.314358 + Penalty 764.664268 = -182953.650090 nChanged 13 SP:Iteration 37Q (1084.371507 sec): 3 clusters Score: Raw -183722.141917 + Penalty 764.664268 = -182957.477649 nChanged 10 SP:Iteration 38Q (1084.417538 sec): 3 clusters Score: Raw -183724.134870 + Penalty 764.664268 = -182959.470602 nChanged 9 SP:Iteration 39Q (1084.462734 sec): 3 clusters Score: Raw -183725.699287 + Penalty 764.664268 = -182961.035019 nChanged 9 SP:Iteration 40F (1084.512303 sec): 3 clusters Score: Raw -183727.921728 + Penalty 764.664268 = -182963.257460 nChanged 13 SP:Iteration 41Q (1084.555899 sec): 3 clusters Score: Raw -183730.520239 + Penalty 764.664268 = -182965.855970 nChanged 7 SP:Iteration 42Q (1084.605980 sec): 3 clusters Score: Raw -183731.452478 + Penalty 764.664268 = -182966.788210 nChanged 7 SP:Iteration 43Q (1084.651734 sec): 3 clusters Score: Raw -183732.400518 + Penalty 764.664268 = -182967.736250 nChanged 8 SP:Iteration 44Q (1084.705296 sec): 3 clusters Score: Raw -183734.067521 + Penalty 764.664268 = -182969.403253 nChanged 7 SP:Iteration 45Q (1084.745586 sec): 3 clusters Score: Raw -183735.877810 + Penalty 764.664268 = -182971.213542 nChanged 6 SP:Iteration 46Q (1084.794506 sec): 3 clusters Score: Raw -183737.242365 + Penalty 764.664268 = -182972.578097 nChanged 9 SP:Iteration 47Q (1084.845564 sec): 3 clusters Score: Raw -183738.915657 + Penalty 764.664268 = -182974.251389 nChanged 6 SP:Iteration 48Q (1084.890978 sec): 3 clusters Score: Raw -183739.776760 + Penalty 764.664268 = -182975.112492 nChanged 6 SP:Iteration 49Q (1084.939448 sec): 3 clusters Score: Raw -183740.936437 + Penalty 764.664268 = -182976.272169 nChanged 4 SP:Iteration 50Q (1084.989188 sec): 3 clusters Score: Raw -183741.500662 + Penalty 764.664268 = -182976.836394 nChanged 6 SP:Iteration 51Q (1085.047104 sec): 3 clusters Score: Raw -183743.094716 + Penalty 764.664268 = -182978.430448 nChanged 9 SP:Iteration 52Q (1085.091301 sec): 3 clusters Score: Raw -183745.831042 + Penalty 764.664268 = -182981.166774 nChanged 5 SP:Iteration 53Q (1085.145447 sec): 3 clusters Score: Raw -183747.185092 + Penalty 764.664268 = -182982.520824 nChanged 3 SP:Iteration 54Q (1085.198988 sec): 3 clusters Score: Raw -183747.704479 + Penalty 764.664268 = -182983.040211 nChanged 5 SP:Iteration 55Q (1085.241520 sec): 3 clusters Score: Raw -183748.883879 + Penalty 764.664268 = -182984.219611 nChanged 3 SP:Iteration 56Q (1085.297053 sec): 3 clusters Score: Raw -183749.537707 + Penalty 764.664268 = -182984.873439 nChanged 1 SP:Iteration 57Q (1085.346847 sec): 3 clusters Score: Raw -183749.610544 + Penalty 764.664268 = -182984.946275 nChanged 0 SP:Iteration 58F (1085.396025 sec): 3 clusters Score: Raw -183749.610544 + Penalty 764.664268 = -182984.946275 nChanged 0 Trying to split cluster 38 (927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1085.417907 sec): 2 clusters Score: Raw -35117.786729 + Penalty 310.853887 = -34806.932841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1085.453811 sec): 3 clusters Score: Raw -34673.651460 + Penalty 621.707774 = -34051.943685 nChanged 345 SP:Iteration 1F (1085.506550 sec): 3 clusters Score: Raw -34882.646625 + Penalty 621.707774 = -34260.938850 nChanged 62 SP:Iteration 2F (1085.544070 sec): 3 clusters Score: Raw -34920.980936 + Penalty 621.707774 = -34299.273162 nChanged 46 SP:Iteration 3Q (1085.600637 sec): 3 clusters Score: Raw -34957.226948 + Penalty 621.707774 = -34335.519173 nChanged 40 SP:Iteration 4Q (1085.636362 sec): 3 clusters Score: Raw -35001.042688 + Penalty 621.707774 = -34379.334914 nChanged 38 SP:Iteration 5Q (1085.687051 sec): 3 clusters Score: Raw -35037.053955 + Penalty 621.707774 = -34415.346181 nChanged 31 SP:Iteration 6Q (1085.737304 sec): 3 clusters Score: Raw -35061.648265 + Penalty 621.707774 = -34439.940490 nChanged 25 SP:Iteration 7Q (1085.784090 sec): 3 clusters Score: Raw -35075.657701 + Penalty 621.707774 = -34453.949927 nChanged 22 SP:Iteration 8Q (1085.828229 sec): 3 clusters Score: Raw -35089.031276 + Penalty 621.707774 = -34467.323502 nChanged 18 SP:Iteration 9Q (1085.870539 sec): 3 clusters Score: Raw -35098.542634 + Penalty 621.707774 = -34476.834860 nChanged 13 SP:Iteration 10Q (1085.908262 sec): 3 clusters Score: Raw -35102.455148 + Penalty 621.707774 = -34480.747373 nChanged 9 SP:Iteration 11Q (1085.961368 sec): 3 clusters Score: Raw -35106.330054 + Penalty 621.707774 = -34484.622280 nChanged 8 SP:Iteration 12Q (1086.014373 sec): 3 clusters Score: Raw -35110.616324 + Penalty 621.707774 = -34488.908549 nChanged 6 SP:Iteration 13Q (1086.059606 sec): 3 clusters Score: Raw -35112.669782 + Penalty 621.707774 = -34490.962007 nChanged 6 SP:Iteration 14Q (1086.111769 sec): 3 clusters Score: Raw -35114.102875 + Penalty 621.707774 = -34492.395100 nChanged 5 SP:Iteration 15Q (1086.153185 sec): 3 clusters Score: Raw -35114.877487 + Penalty 621.707774 = -34493.169712 nChanged 1 SP:Iteration 16Q (1086.201041 sec): 3 clusters Score: Raw -35115.190197 + Penalty 621.707774 = -34493.482423 nChanged 1 SP:Iteration 17Q (1086.249784 sec): 3 clusters Score: Raw -35115.698405 + Penalty 621.707774 = -34493.990630 nChanged 1 SP:Iteration 18Q (1086.292765 sec): 3 clusters Score: Raw -35116.113165 + Penalty 621.707774 = -34494.405390 nChanged 1 SP:Iteration 19Q (1086.339966 sec): 3 clusters Score: Raw -35116.473751 + Penalty 621.707774 = -34494.765977 nChanged 3 SP:Iteration 20F (1086.384065 sec): 3 clusters Score: Raw -35117.572050 + Penalty 621.707774 = -34495.864275 nChanged 2 SP:Iteration 21Q (1086.433196 sec): 3 clusters Score: Raw -35118.170511 + Penalty 621.707774 = -34496.462736 nChanged 2 SP:Iteration 22Q (1086.473266 sec): 3 clusters Score: Raw -35118.719285 + Penalty 621.707774 = -34497.011511 nChanged 4 SP:Iteration 23Q (1086.517603 sec): 3 clusters Score: Raw -35120.491965 + Penalty 621.707774 = -34498.784191 nChanged 2 SP:Iteration 24Q (1086.565612 sec): 3 clusters Score: Raw -35120.847665 + Penalty 621.707774 = -34499.139890 nChanged 1 SP:Iteration 25Q (1086.612364 sec): 3 clusters Score: Raw -35121.129628 + Penalty 621.707774 = -34499.421854 nChanged 1 SP:Iteration 26Q (1086.659605 sec): 3 clusters Score: Raw -35121.687701 + Penalty 621.707774 = -34499.979926 nChanged 4 SP:Iteration 27Q (1086.707149 sec): 3 clusters Score: Raw -35122.922560 + Penalty 621.707774 = -34501.214785 nChanged 3 SP:Iteration 28Q (1086.753271 sec): 3 clusters Score: Raw -35123.767528 + Penalty 621.707774 = -34502.059753 nChanged 3 SP:Iteration 29Q (1086.799962 sec): 3 clusters Score: Raw -35124.766530 + Penalty 621.707774 = -34503.058756 nChanged 6 SP:Iteration 30Q (1086.850293 sec): 3 clusters Score: Raw -35127.381366 + Penalty 621.707774 = -34505.673592 nChanged 5 SP:Iteration 31Q (1086.884907 sec): 3 clusters Score: Raw -35132.072165 + Penalty 621.707774 = -34510.364391 nChanged 6 SP:Iteration 32Q (1086.932393 sec): 3 clusters Score: Raw -35134.216884 + Penalty 621.707774 = -34512.509110 nChanged 4 SP:Iteration 33Q (1086.980560 sec): 3 clusters Score: Raw -35135.559077 + Penalty 621.707774 = -34513.851303 nChanged 3 SP:Iteration 34Q (1087.026893 sec): 3 clusters Score: Raw -35135.961725 + Penalty 621.707774 = -34514.253950 nChanged 2 SP:Iteration 35Q (1087.071081 sec): 3 clusters Score: Raw -35136.166617 + Penalty 621.707774 = -34514.458843 nChanged 1 SP:Iteration 36Q (1087.111925 sec): 3 clusters Score: Raw -35136.332512 + Penalty 621.707774 = -34514.624738 nChanged 1 SP:Iteration 37Q (1087.166327 sec): 3 clusters Score: Raw -35136.466928 + Penalty 621.707774 = -34514.759154 nChanged 2 SP:Iteration 38Q (1087.206689 sec): 3 clusters Score: Raw -35137.318229 + Penalty 621.707774 = -34515.610455 nChanged 2 SP:Iteration 39Q (1087.255647 sec): 3 clusters Score: Raw -35138.111941 + Penalty 621.707774 = -34516.404166 nChanged 4 SP:Iteration 40F (1087.310187 sec): 3 clusters Score: Raw -35141.257925 + Penalty 621.707774 = -34519.550151 nChanged 7 SP:Iteration 41Q (1087.360683 sec): 3 clusters Score: Raw -35146.251732 + Penalty 621.707774 = -34524.543958 nChanged 8 SP:Iteration 42Q (1087.409243 sec): 3 clusters Score: Raw -35148.799647 + Penalty 621.707774 = -34527.091873 nChanged 9 SP:Iteration 43Q (1087.442190 sec): 3 clusters Score: Raw -35152.592810 + Penalty 621.707774 = -34530.885035 nChanged 3 SP:Iteration 44Q (1087.496289 sec): 3 clusters Score: Raw -35153.581595 + Penalty 621.707774 = -34531.873820 nChanged 2 SP:Iteration 45Q (1087.539221 sec): 3 clusters Score: Raw -35155.594788 + Penalty 621.707774 = -34533.887014 nChanged 4 SP:Iteration 46Q (1087.576279 sec): 3 clusters Score: Raw -35157.986655 + Penalty 621.707774 = -34536.278881 nChanged 2 SP:Iteration 47Q (1087.617293 sec): 3 clusters Score: Raw -35158.622792 + Penalty 621.707774 = -34536.915018 nChanged 2 SP:Iteration 48Q (1087.664442 sec): 3 clusters Score: Raw -35159.906748 + Penalty 621.707774 = -34538.198974 nChanged 2 SP:Iteration 49Q (1087.708234 sec): 3 clusters Score: Raw -35160.637713 + Penalty 621.707774 = -34538.929938 nChanged 1 SP:Iteration 50Q (1087.753914 sec): 3 clusters Score: Raw -35160.790499 + Penalty 621.707774 = -34539.082725 nChanged 0 SP:Iteration 51F (1087.788719 sec): 3 clusters Score: Raw -35160.790499 + Penalty 621.707774 = -34539.082725 nChanged 0 Trying to split cluster 39 (40768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1087.855231 sec): 2 clusters Score: Raw -1668233.527084 + Penalty 483.012200 = -1667750.514884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1087.941677 sec): 3 clusters Score: Raw -1641237.061488 + Penalty 966.024399 = -1640271.037089 nChanged 19775 SP:Iteration 1F (1088.023698 sec): 3 clusters Score: Raw -1654096.672911 + Penalty 966.024399 = -1653130.648512 nChanged 2618 SP:Iteration 2F (1088.107247 sec): 3 clusters Score: Raw -1655606.092958 + Penalty 966.024399 = -1654640.068559 nChanged 2794 SP:Iteration 3F (1088.187750 sec): 3 clusters Score: Raw -1657621.474446 + Penalty 966.024399 = -1656655.450047 nChanged 2739 SP:Iteration 4F (1088.267898 sec): 3 clusters Score: Raw -1659823.894848 + Penalty 966.024399 = -1658857.870448 nChanged 2414 SP:Iteration 5F (1088.358531 sec): 3 clusters Score: Raw -1661894.160634 + Penalty 966.024399 = -1660928.136235 nChanged 1965 SP:Iteration 6Q (1088.431682 sec): 3 clusters Score: Raw -1663408.591116 + Penalty 966.024399 = -1662442.566717 nChanged 1426 SP:Iteration 7Q (1088.521446 sec): 3 clusters Score: Raw -1664252.682048 + Penalty 966.024399 = -1663286.657649 nChanged 979 SP:Iteration 8Q (1088.601553 sec): 3 clusters Score: Raw -1664727.090172 + Penalty 966.024399 = -1663761.065773 nChanged 731 SP:Iteration 9Q (1088.696163 sec): 3 clusters Score: Raw -1665067.620793 + Penalty 966.024399 = -1664101.596394 nChanged 600 SP:Iteration 10Q (1088.784071 sec): 3 clusters Score: Raw -1665366.148444 + Penalty 966.024399 = -1664400.124045 nChanged 591 SP:Iteration 11Q (1088.863336 sec): 3 clusters Score: Raw -1665669.880946 + Penalty 966.024399 = -1664703.856546 nChanged 553 SP:Iteration 12Q (1088.950374 sec): 3 clusters Score: Raw -1665964.701424 + Penalty 966.024399 = -1664998.677024 nChanged 514 SP:Iteration 13Q (1089.031199 sec): 3 clusters Score: Raw -1666236.840020 + Penalty 966.024399 = -1665270.815621 nChanged 500 SP:Iteration 14Q (1089.113115 sec): 3 clusters Score: Raw -1666499.558091 + Penalty 966.024399 = -1665533.533691 nChanged 432 SP:Iteration 15Q (1089.195545 sec): 3 clusters Score: Raw -1666714.689962 + Penalty 966.024399 = -1665748.665563 nChanged 354 SP:Iteration 16Q (1089.273575 sec): 3 clusters Score: Raw -1666882.941938 + Penalty 966.024399 = -1665916.917539 nChanged 336 SP:Iteration 17Q (1089.355456 sec): 3 clusters Score: Raw -1667032.632960 + Penalty 966.024399 = -1666066.608560 nChanged 285 SP:Iteration 18Q (1089.437523 sec): 3 clusters Score: Raw -1667149.283363 + Penalty 966.024399 = -1666183.258964 nChanged 270 SP:Iteration 19Q (1089.512488 sec): 3 clusters Score: Raw -1667259.472678 + Penalty 966.024399 = -1666293.448279 nChanged 245 SP:Iteration 20F (1089.588277 sec): 3 clusters Score: Raw -1667369.638497 + Penalty 966.024399 = -1666403.614098 nChanged 238 SP:Iteration 21Q (1089.672462 sec): 3 clusters Score: Raw -1667466.817569 + Penalty 966.024399 = -1666500.793169 nChanged 199 SP:Iteration 22Q (1089.751108 sec): 3 clusters Score: Raw -1667531.467664 + Penalty 966.024399 = -1666565.443265 nChanged 171 SP:Iteration 23Q (1089.836284 sec): 3 clusters Score: Raw -1667580.290494 + Penalty 966.024399 = -1666614.266095 nChanged 153 SP:Iteration 24Q (1089.910774 sec): 3 clusters Score: Raw -1667625.235443 + Penalty 966.024399 = -1666659.211043 nChanged 160 SP:Iteration 25Q (1089.993225 sec): 3 clusters Score: Raw -1667672.871712 + Penalty 966.024399 = -1666706.847312 nChanged 149 SP:Iteration 26Q (1090.074372 sec): 3 clusters Score: Raw -1667714.051537 + Penalty 966.024399 = -1666748.027138 nChanged 129 SP:Iteration 27Q (1090.147658 sec): 3 clusters Score: Raw -1667747.504046 + Penalty 966.024399 = -1666781.479647 nChanged 124 SP:Iteration 28Q (1090.222286 sec): 3 clusters Score: Raw -1667781.022899 + Penalty 966.024399 = -1666814.998499 nChanged 127 SP:Iteration 29Q (1090.307774 sec): 3 clusters Score: Raw -1667816.204137 + Penalty 966.024399 = -1666850.179737 nChanged 123 SP:Iteration 30Q (1090.383830 sec): 3 clusters Score: Raw -1667852.177285 + Penalty 966.024399 = -1666886.152886 nChanged 120 SP:Iteration 31Q (1090.456419 sec): 3 clusters Score: Raw -1667886.975975 + Penalty 966.024399 = -1666920.951575 nChanged 110 SP:Iteration 32Q (1090.527458 sec): 3 clusters Score: Raw -1667917.553344 + Penalty 966.024399 = -1666951.528945 nChanged 95 SP:Iteration 33Q (1090.618915 sec): 3 clusters Score: Raw -1667943.145883 + Penalty 966.024399 = -1666977.121484 nChanged 97 SP:Iteration 34Q (1090.703828 sec): 3 clusters Score: Raw -1667969.715344 + Penalty 966.024399 = -1667003.690945 nChanged 91 SP:Iteration 35Q (1090.783239 sec): 3 clusters Score: Raw -1667997.575161 + Penalty 966.024399 = -1667031.550762 nChanged 92 SP:Iteration 36Q (1090.848504 sec): 3 clusters Score: Raw -1668023.181554 + Penalty 966.024399 = -1667057.157155 nChanged 99 SP:Iteration 37Q (1090.932056 sec): 3 clusters Score: Raw -1668052.664492 + Penalty 966.024399 = -1667086.640093 nChanged 101 SP:Iteration 38Q (1091.013324 sec): 3 clusters Score: Raw -1668086.740711 + Penalty 966.024399 = -1667120.716311 nChanged 108 SP:Iteration 39Q (1091.088154 sec): 3 clusters Score: Raw -1668130.344251 + Penalty 966.024399 = -1667164.319852 nChanged 95 SP:Iteration 40F (1091.174030 sec): 3 clusters Score: Raw -1668164.066739 + Penalty 966.024399 = -1667198.042340 nChanged 78 SP:Iteration 41Q (1091.251780 sec): 3 clusters Score: Raw -1668191.879358 + Penalty 966.024399 = -1667225.854958 nChanged 79 SP:Iteration 42Q (1091.319302 sec): 3 clusters Score: Raw -1668220.313931 + Penalty 966.024399 = -1667254.289532 nChanged 77 SP:Iteration 43Q (1091.396583 sec): 3 clusters Score: Raw -1668250.455285 + Penalty 966.024399 = -1667284.430886 nChanged 64 SP:Iteration 44Q (1091.482191 sec): 3 clusters Score: Raw -1668276.607603 + Penalty 966.024399 = -1667310.583204 nChanged 66 SP:Iteration 45Q (1091.559954 sec): 3 clusters Score: Raw -1668300.916313 + Penalty 966.024399 = -1667334.891914 nChanged 68 SP:Iteration 46Q (1091.635297 sec): 3 clusters Score: Raw -1668325.112381 + Penalty 966.024399 = -1667359.087982 nChanged 58 SP:Iteration 47Q (1091.708775 sec): 3 clusters Score: Raw -1668344.616580 + Penalty 966.024399 = -1667378.592181 nChanged 45 SP:Iteration 48Q (1091.783026 sec): 3 clusters Score: Raw -1668357.468849 + Penalty 966.024399 = -1667391.444450 nChanged 30 SP:Iteration 49Q (1091.864043 sec): 3 clusters Score: Raw -1668364.409401 + Penalty 966.024399 = -1667398.385002 nChanged 28 SP:Iteration 50Q (1091.946569 sec): 3 clusters Score: Raw -1668372.514766 + Penalty 966.024399 = -1667406.490366 nChanged 29 SP:Iteration 51Q (1092.022369 sec): 3 clusters Score: Raw -1668381.485433 + Penalty 966.024399 = -1667415.461034 nChanged 17 SP:Iteration 52Q (1092.101881 sec): 3 clusters Score: Raw -1668385.468969 + Penalty 966.024399 = -1667419.444570 nChanged 13 SP:Iteration 53Q (1092.178166 sec): 3 clusters Score: Raw -1668387.134379 + Penalty 966.024399 = -1667421.109980 nChanged 9 SP:Iteration 54Q (1092.263152 sec): 3 clusters Score: Raw -1668388.580956 + Penalty 966.024399 = -1667422.556557 nChanged 9 SP:Iteration 55Q (1092.339749 sec): 3 clusters Score: Raw -1668390.110971 + Penalty 966.024399 = -1667424.086571 nChanged 12 SP:Iteration 56Q (1092.417625 sec): 3 clusters Score: Raw -1668393.913103 + Penalty 966.024399 = -1667427.888703 nChanged 14 SP:Iteration 57Q (1092.489034 sec): 3 clusters Score: Raw -1668397.400771 + Penalty 966.024399 = -1667431.376372 nChanged 9 SP:Iteration 58Q (1092.562339 sec): 3 clusters Score: Raw -1668400.080341 + Penalty 966.024399 = -1667434.055942 nChanged 15 SP:Iteration 59Q (1092.653638 sec): 3 clusters Score: Raw -1668405.262201 + Penalty 966.024399 = -1667439.237802 nChanged 12 SP:Iteration 60F (1092.728415 sec): 3 clusters Score: Raw -1668408.677509 + Penalty 966.024399 = -1667442.653110 nChanged 11 SP:Iteration 61Q (1092.808039 sec): 3 clusters Score: Raw -1668411.055939 + Penalty 966.024399 = -1667445.031540 nChanged 12 SP:Iteration 62Q (1092.890159 sec): 3 clusters Score: Raw -1668413.292423 + Penalty 966.024399 = -1667447.268024 nChanged 7 SP:Iteration 63Q (1092.973787 sec): 3 clusters Score: Raw -1668414.575578 + Penalty 966.024399 = -1667448.551179 nChanged 5 SP:Iteration 64Q (1093.059089 sec): 3 clusters Score: Raw -1668415.346555 + Penalty 966.024399 = -1667449.322156 nChanged 6 SP:Iteration 65Q (1093.137080 sec): 3 clusters Score: Raw -1668416.179654 + Penalty 966.024399 = -1667450.155255 nChanged 3 SP:Iteration 66Q (1093.210927 sec): 3 clusters Score: Raw -1668417.312271 + Penalty 966.024399 = -1667451.287871 nChanged 8 SP:Iteration 67Q (1093.299414 sec): 3 clusters Score: Raw -1668419.118292 + Penalty 966.024399 = -1667453.093892 nChanged 5 SP:Iteration 68Q (1093.374163 sec): 3 clusters Score: Raw -1668419.914077 + Penalty 966.024399 = -1667453.889678 nChanged 4 SP:Iteration 69Q (1093.460066 sec): 3 clusters Score: Raw -1668420.764188 + Penalty 966.024399 = -1667454.739788 nChanged 3 SP:Iteration 70Q (1093.536689 sec): 3 clusters Score: Raw -1668421.277444 + Penalty 966.024399 = -1667455.253045 nChanged 3 SP:Iteration 71Q (1093.609211 sec): 3 clusters Score: Raw -1668421.816599 + Penalty 966.024399 = -1667455.792200 nChanged 2 SP:Iteration 72Q (1093.694266 sec): 3 clusters Score: Raw -1668422.368722 + Penalty 966.024399 = -1667456.344323 nChanged 4 SP:Iteration 73Q (1093.773532 sec): 3 clusters Score: Raw -1668423.311970 + Penalty 966.024399 = -1667457.287571 nChanged 4 SP:Iteration 74Q (1093.850893 sec): 3 clusters Score: Raw -1668423.767706 + Penalty 966.024399 = -1667457.743307 nChanged 2 SP:Iteration 75Q (1093.932813 sec): 3 clusters Score: Raw -1668423.983882 + Penalty 966.024399 = -1667457.959482 nChanged 4 SP:Iteration 76Q (1094.004550 sec): 3 clusters Score: Raw -1668425.078467 + Penalty 966.024399 = -1667459.054067 nChanged 3 SP:Iteration 77Q (1094.077179 sec): 3 clusters Score: Raw -1668425.752325 + Penalty 966.024399 = -1667459.727926 nChanged 3 SP:Iteration 78Q (1094.167067 sec): 3 clusters Score: Raw -1668427.103749 + Penalty 966.024399 = -1667461.079350 nChanged 6 SP:Iteration 79Q (1094.246926 sec): 3 clusters Score: Raw -1668428.973166 + Penalty 966.024399 = -1667462.948766 nChanged 11 SP:Iteration 80F (1094.330363 sec): 3 clusters Score: Raw -1668431.922760 + Penalty 966.024399 = -1667465.898361 nChanged 8 SP:Iteration 81Q (1094.416436 sec): 3 clusters Score: Raw -1668434.203645 + Penalty 966.024399 = -1667468.179246 nChanged 8 SP:Iteration 82Q (1094.493617 sec): 3 clusters Score: Raw -1668435.616866 + Penalty 966.024399 = -1667469.592466 nChanged 8 SP:Iteration 83Q (1094.569341 sec): 3 clusters Score: Raw -1668437.375715 + Penalty 966.024399 = -1667471.351315 nChanged 4 SP:Iteration 84Q (1094.645834 sec): 3 clusters Score: Raw -1668438.518096 + Penalty 966.024399 = -1667472.493697 nChanged 4 SP:Iteration 85Q (1094.721661 sec): 3 clusters Score: Raw -1668439.792325 + Penalty 966.024399 = -1667473.767926 nChanged 6 SP:Iteration 86Q (1094.800036 sec): 3 clusters Score: Raw -1668440.656149 + Penalty 966.024399 = -1667474.631749 nChanged 3 SP:Iteration 87Q (1094.874249 sec): 3 clusters Score: Raw -1668441.190702 + Penalty 966.024399 = -1667475.166303 nChanged 2 SP:Iteration 88Q (1094.951037 sec): 3 clusters Score: Raw -1668441.544910 + Penalty 966.024399 = -1667475.520511 nChanged 1 SP:Iteration 89Q (1095.029932 sec): 3 clusters Score: Raw -1668441.759872 + Penalty 966.024399 = -1667475.735473 nChanged 2 SP:Iteration 90Q (1095.106667 sec): 3 clusters Score: Raw -1668442.010686 + Penalty 966.024399 = -1667475.986287 nChanged 2 SP:Iteration 91Q (1095.172076 sec): 3 clusters Score: Raw -1668442.203694 + Penalty 966.024399 = -1667476.179295 nChanged 1 SP:Iteration 92Q (1095.253650 sec): 3 clusters Score: Raw -1668442.471808 + Penalty 966.024399 = -1667476.447409 nChanged 2 SP:Iteration 93Q (1095.341535 sec): 3 clusters Score: Raw -1668442.780198 + Penalty 966.024399 = -1667476.755799 nChanged 2 SP:Iteration 94Q (1095.413616 sec): 3 clusters Score: Raw -1668443.232010 + Penalty 966.024399 = -1667477.207610 nChanged 2 SP:Iteration 95Q (1095.482428 sec): 3 clusters Score: Raw -1668443.536552 + Penalty 966.024399 = -1667477.512153 nChanged 1 SP:Iteration 96Q (1095.561076 sec): 3 clusters Score: Raw -1668443.806213 + Penalty 966.024399 = -1667477.781814 nChanged 1 SP:Iteration 97Q (1095.635662 sec): 3 clusters Score: Raw -1668444.019090 + Penalty 966.024399 = -1667477.994690 nChanged 2 SP:Iteration 98Q (1095.721209 sec): 3 clusters Score: Raw -1668444.392560 + Penalty 966.024399 = -1667478.368161 nChanged 3 SP:Iteration 99Q (1095.794935 sec): 3 clusters Score: Raw -1668444.694931 + Penalty 966.024399 = -1667478.670532 nChanged 1 SP:Iteration 100F (1095.876484 sec): 3 clusters Score: Raw -1668444.804384 + Penalty 966.024399 = -1667478.779985 nChanged 1 SP:Iteration 101Q (1095.951615 sec): 3 clusters Score: Raw -1668444.883477 + Penalty 966.024399 = -1667478.859078 nChanged 1 SP:Iteration 102Q (1096.027142 sec): 3 clusters Score: Raw -1668444.968081 + Penalty 966.024399 = -1667478.943682 nChanged 0 SP:Iteration 103F (1096.109608 sec): 3 clusters Score: Raw -1668444.968081 + Penalty 966.024399 = -1667478.943682 nChanged 0 Trying to split cluster 40 (2169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1096.142698 sec): 2 clusters Score: Raw -81111.759009 + Penalty 349.531979 = -80762.227030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1096.187897 sec): 3 clusters Score: Raw -79921.714233 + Penalty 699.063957 = -79222.650276 nChanged 909 SP:Iteration 1F (1096.237257 sec): 3 clusters Score: Raw -80544.127947 + Penalty 699.063957 = -79845.063990 nChanged 230 SP:Iteration 2F (1096.282651 sec): 3 clusters Score: Raw -80758.428223 + Penalty 699.063957 = -80059.364265 nChanged 187 SP:Iteration 3F (1096.318868 sec): 3 clusters Score: Raw -80940.149714 + Penalty 699.063957 = -80241.085757 nChanged 140 SP:Iteration 4F (1096.370886 sec): 3 clusters Score: Raw -81102.265546 + Penalty 699.063957 = -80403.201588 nChanged 89 SP:Iteration 5Q (1096.413317 sec): 3 clusters Score: Raw -81185.350750 + Penalty 699.063957 = -80486.286793 nChanged 45 SP:Iteration 6Q (1096.465304 sec): 3 clusters Score: Raw -81213.831599 + Penalty 699.063957 = -80514.767642 nChanged 20 SP:Iteration 7Q (1096.508090 sec): 3 clusters Score: Raw -81223.569845 + Penalty 699.063957 = -80524.505887 nChanged 8 SP:Iteration 8Q (1096.555475 sec): 3 clusters Score: Raw -81225.029141 + Penalty 699.063957 = -80525.965183 nChanged 1 SP:Iteration 9Q (1096.594956 sec): 3 clusters Score: Raw -81225.108866 + Penalty 699.063957 = -80526.044908 nChanged 1 SP:Iteration 10Q (1096.643381 sec): 3 clusters Score: Raw -81225.188588 + Penalty 699.063957 = -80526.124630 nChanged 0 SP:Iteration 11F (1096.683943 sec): 3 clusters Score: Raw -81225.188588 + Penalty 699.063957 = -80526.124630 nChanged 0 Trying to split cluster 41 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1096.708966 sec): 2 clusters Score: Raw -15178.447186 + Penalty 277.051542 = -14901.395644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1096.755619 sec): 3 clusters Score: Raw -14998.339567 + Penalty 554.103084 = -14444.236484 nChanged 161 SP:Iteration 1F (1096.802533 sec): 3 clusters Score: Raw -15157.920300 + Penalty 554.103084 = -14603.817216 nChanged 52 SP:Iteration 2F (1096.847884 sec): 3 clusters Score: Raw -15239.087616 + Penalty 554.103084 = -14684.984533 nChanged 35 SP:Iteration 3F (1096.894733 sec): 3 clusters Score: Raw -15320.557268 + Penalty 554.103084 = -14766.454184 nChanged 28 SP:Iteration 4F (1096.934079 sec): 3 clusters Score: Raw -15394.024224 + Penalty 554.103084 = -14839.921141 nChanged 21 SP:Iteration 5Q (1096.987282 sec): 3 clusters Score: Raw -15430.252560 + Penalty 554.103084 = -14876.149477 nChanged 8 SP:Iteration 6Q (1097.017704 sec): 3 clusters Score: Raw -15437.616121 + Penalty 554.103084 = -14883.513038 nChanged 3 SP:Iteration 7Q (1097.060491 sec): 3 clusters Score: Raw -15441.121871 + Penalty 554.103084 = -14887.018788 nChanged 2 SP:Iteration 8Q (1097.107648 sec): 3 clusters Score: Raw -15445.292988 + Penalty 554.103084 = -14891.189904 nChanged 2 SP:Iteration 9Q (1097.146500 sec): 3 clusters Score: Raw -15450.067048 + Penalty 554.103084 = -14895.963964 nChanged 5 SP:Iteration 10Q (1097.192824 sec): 3 clusters Score: Raw -15454.216379 + Penalty 554.103084 = -14900.113296 nChanged 2 SP:Iteration 11Q (1097.236404 sec): 3 clusters Score: Raw -15458.299302 + Penalty 554.103084 = -14904.196218 nChanged 2 SP:Iteration 12Q (1097.272512 sec): 3 clusters Score: Raw -15464.155817 + Penalty 554.103084 = -14910.052734 nChanged 3 SP:Iteration 13Q (1097.319511 sec): 3 clusters Score: Raw -15468.851833 + Penalty 554.103084 = -14914.748749 nChanged 2 SP:Iteration 14Q (1097.359211 sec): 3 clusters Score: Raw -15470.587985 + Penalty 554.103084 = -14916.484902 nChanged 1 SP:Iteration 15Q (1097.400354 sec): 3 clusters Score: Raw -15470.890651 + Penalty 554.103084 = -14916.787567 nChanged 0 SP:Iteration 16F (1097.445163 sec): 3 clusters Score: Raw -15470.890651 + Penalty 554.103084 = -14916.787567 nChanged 0 Score: Raw -17397291.637863 + Penalty 27318.534099 = -17369973.103765 Splitting cluster 41 changes total score from -17369545.176906 to -17369973.103765 So it's getting split into cluster 46. Trying to split cluster 42 (29042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1105.245701 sec): 2 clusters Score: Raw -1157597.165783 + Penalty 467.580674 = -1157129.585109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1105.319075 sec): 3 clusters Score: Raw -1138606.191465 + Penalty 935.161349 = -1137671.030117 nChanged 13940 SP:Iteration 1F (1105.388720 sec): 3 clusters Score: Raw -1146924.271895 + Penalty 935.161349 = -1145989.110547 nChanged 1355 SP:Iteration 2Q (1105.467071 sec): 3 clusters Score: Raw -1147515.258106 + Penalty 935.161349 = -1146580.096757 nChanged 1520 SP:Iteration 3F (1105.536274 sec): 3 clusters Score: Raw -1148343.574434 + Penalty 935.161349 = -1147408.413085 nChanged 1662 SP:Iteration 4F (1105.600406 sec): 3 clusters Score: Raw -1149392.250561 + Penalty 935.161349 = -1148457.089213 nChanged 1724 SP:Iteration 5F (1105.679037 sec): 3 clusters Score: Raw -1150619.476355 + Penalty 935.161349 = -1149684.315006 nChanged 1839 SP:Iteration 6F (1105.750813 sec): 3 clusters Score: Raw -1151958.271374 + Penalty 935.161349 = -1151023.110025 nChanged 1893 SP:Iteration 7F (1105.823542 sec): 3 clusters Score: Raw -1153347.615387 + Penalty 935.161349 = -1152412.454039 nChanged 1691 SP:Iteration 8F (1105.889187 sec): 3 clusters Score: Raw -1154592.904599 + Penalty 935.161349 = -1153657.743250 nChanged 1358 SP:Iteration 9Q (1105.969042 sec): 3 clusters Score: Raw -1155652.216308 + Penalty 935.161349 = -1154717.054959 nChanged 1001 SP:Iteration 10Q (1106.035042 sec): 3 clusters Score: Raw -1156374.652090 + Penalty 935.161349 = -1155439.490741 nChanged 659 SP:Iteration 11Q (1106.110502 sec): 3 clusters Score: Raw -1156792.336464 + Penalty 935.161349 = -1155857.175115 nChanged 480 SP:Iteration 12Q (1106.189099 sec): 3 clusters Score: Raw -1157082.206047 + Penalty 935.161349 = -1156147.044698 nChanged 352 SP:Iteration 13Q (1106.254197 sec): 3 clusters Score: Raw -1157274.673859 + Penalty 935.161349 = -1156339.512510 nChanged 257 SP:Iteration 14Q (1106.333799 sec): 3 clusters Score: Raw -1157398.839442 + Penalty 935.161349 = -1156463.678093 nChanged 210 SP:Iteration 15Q (1106.402635 sec): 3 clusters Score: Raw -1157502.841327 + Penalty 935.161349 = -1156567.679979 nChanged 186 SP:Iteration 16Q (1106.471305 sec): 3 clusters Score: Raw -1157594.272592 + Penalty 935.161349 = -1156659.111243 nChanged 143 SP:Iteration 17Q (1106.546755 sec): 3 clusters Score: Raw -1157650.787552 + Penalty 935.161349 = -1156715.626203 nChanged 127 SP:Iteration 18Q (1106.617126 sec): 3 clusters Score: Raw -1157709.566688 + Penalty 935.161349 = -1156774.405340 nChanged 124 SP:Iteration 19Q (1106.676249 sec): 3 clusters Score: Raw -1157768.840398 + Penalty 935.161349 = -1156833.679049 nChanged 115 SP:Iteration 20F (1106.746881 sec): 3 clusters Score: Raw -1157829.164905 + Penalty 935.161349 = -1156894.003556 nChanged 109 SP:Iteration 21Q (1106.823551 sec): 3 clusters Score: Raw -1157880.260607 + Penalty 935.161349 = -1156945.099258 nChanged 103 SP:Iteration 22Q (1106.892711 sec): 3 clusters Score: Raw -1157923.254591 + Penalty 935.161349 = -1156988.093242 nChanged 96 SP:Iteration 23Q (1106.967756 sec): 3 clusters Score: Raw -1157960.099397 + Penalty 935.161349 = -1157024.938049 nChanged 80 SP:Iteration 24Q (1107.035711 sec): 3 clusters Score: Raw -1157989.906465 + Penalty 935.161349 = -1157054.745116 nChanged 80 SP:Iteration 25Q (1107.103714 sec): 3 clusters Score: Raw -1158018.493033 + Penalty 935.161349 = -1157083.331684 nChanged 62 SP:Iteration 26Q (1107.160770 sec): 3 clusters Score: Raw -1158036.745343 + Penalty 935.161349 = -1157101.583995 nChanged 52 SP:Iteration 27Q (1107.238760 sec): 3 clusters Score: Raw -1158050.662095 + Penalty 935.161349 = -1157115.500746 nChanged 60 SP:Iteration 28Q (1107.308565 sec): 3 clusters Score: Raw -1158064.800316 + Penalty 935.161349 = -1157129.638967 nChanged 42 SP:Iteration 29Q (1107.383398 sec): 3 clusters Score: Raw -1158074.897024 + Penalty 935.161349 = -1157139.735676 nChanged 30 SP:Iteration 30Q (1107.456624 sec): 3 clusters Score: Raw -1158085.741063 + Penalty 935.161349 = -1157150.579715 nChanged 31 SP:Iteration 31Q (1107.524874 sec): 3 clusters Score: Raw -1158096.844243 + Penalty 935.161349 = -1157161.682895 nChanged 38 SP:Iteration 32Q (1107.592850 sec): 3 clusters Score: Raw -1158103.904380 + Penalty 935.161349 = -1157168.743032 nChanged 29 SP:Iteration 33Q (1107.668446 sec): 3 clusters Score: Raw -1158108.509231 + Penalty 935.161349 = -1157173.347883 nChanged 28 SP:Iteration 34Q (1107.742305 sec): 3 clusters Score: Raw -1158112.649189 + Penalty 935.161349 = -1157177.487840 nChanged 24 SP:Iteration 35Q (1107.815231 sec): 3 clusters Score: Raw -1158116.263045 + Penalty 935.161349 = -1157181.101696 nChanged 19 SP:Iteration 36Q (1107.881241 sec): 3 clusters Score: Raw -1158119.148838 + Penalty 935.161349 = -1157183.987489 nChanged 24 SP:Iteration 37Q (1107.948308 sec): 3 clusters Score: Raw -1158122.656633 + Penalty 935.161349 = -1157187.495284 nChanged 22 SP:Iteration 38Q (1108.013103 sec): 3 clusters Score: Raw -1158126.422415 + Penalty 935.161349 = -1157191.261066 nChanged 22 SP:Iteration 39Q (1108.083528 sec): 3 clusters Score: Raw -1158130.465633 + Penalty 935.161349 = -1157195.304284 nChanged 32 SP:Iteration 40F (1108.158292 sec): 3 clusters Score: Raw -1158135.523589 + Penalty 935.161349 = -1157200.362240 nChanged 20 SP:Iteration 41Q (1108.220443 sec): 3 clusters Score: Raw -1158138.677790 + Penalty 935.161349 = -1157203.516441 nChanged 20 SP:Iteration 42Q (1108.294931 sec): 3 clusters Score: Raw -1158141.848746 + Penalty 935.161349 = -1157206.687397 nChanged 19 SP:Iteration 43Q (1108.367706 sec): 3 clusters Score: Raw -1158148.367409 + Penalty 935.161349 = -1157213.206060 nChanged 33 SP:Iteration 44Q (1108.444704 sec): 3 clusters Score: Raw -1158156.526572 + Penalty 935.161349 = -1157221.365223 nChanged 31 SP:Iteration 45Q (1108.513849 sec): 3 clusters Score: Raw -1158165.435975 + Penalty 935.161349 = -1157230.274626 nChanged 43 SP:Iteration 46Q (1108.568593 sec): 3 clusters Score: Raw -1158179.470205 + Penalty 935.161349 = -1157244.308856 nChanged 49 SP:Iteration 47Q (1108.637125 sec): 3 clusters Score: Raw -1158190.253619 + Penalty 935.161349 = -1157255.092270 nChanged 34 SP:Iteration 48Q (1108.709367 sec): 3 clusters Score: Raw -1158198.286666 + Penalty 935.161349 = -1157263.125317 nChanged 31 SP:Iteration 49Q (1108.780364 sec): 3 clusters Score: Raw -1158203.794506 + Penalty 935.161349 = -1157268.633158 nChanged 26 SP:Iteration 50Q (1108.846752 sec): 3 clusters Score: Raw -1158208.025930 + Penalty 935.161349 = -1157272.864581 nChanged 26 SP:Iteration 51Q (1108.902477 sec): 3 clusters Score: Raw -1158213.521467 + Penalty 935.161349 = -1157278.360118 nChanged 32 SP:Iteration 52Q (1108.971748 sec): 3 clusters Score: Raw -1158219.477650 + Penalty 935.161349 = -1157284.316301 nChanged 30 SP:Iteration 53Q (1109.048703 sec): 3 clusters Score: Raw -1158224.061578 + Penalty 935.161349 = -1157288.900229 nChanged 24 SP:Iteration 54Q (1109.119057 sec): 3 clusters Score: Raw -1158227.281691 + Penalty 935.161349 = -1157292.120342 nChanged 29 SP:Iteration 55Q (1109.186563 sec): 3 clusters Score: Raw -1158231.770214 + Penalty 935.161349 = -1157296.608865 nChanged 35 SP:Iteration 56Q (1109.259203 sec): 3 clusters Score: Raw -1158236.316246 + Penalty 935.161349 = -1157301.154897 nChanged 24 SP:Iteration 57Q (1109.320357 sec): 3 clusters Score: Raw -1158239.243146 + Penalty 935.161349 = -1157304.081798 nChanged 30 SP:Iteration 58Q (1109.400100 sec): 3 clusters Score: Raw -1158242.775045 + Penalty 935.161349 = -1157307.613696 nChanged 22 SP:Iteration 59Q (1109.468508 sec): 3 clusters Score: Raw -1158245.036373 + Penalty 935.161349 = -1157309.875025 nChanged 18 SP:Iteration 60F (1109.544158 sec): 3 clusters Score: Raw -1158254.146129 + Penalty 935.161349 = -1157318.984780 nChanged 17 SP:Iteration 61Q (1109.613193 sec): 3 clusters Score: Raw -1158258.252590 + Penalty 935.161349 = -1157323.091241 nChanged 27 SP:Iteration 62Q (1109.684370 sec): 3 clusters Score: Raw -1158261.262534 + Penalty 935.161349 = -1157326.101186 nChanged 20 SP:Iteration 63Q (1109.742644 sec): 3 clusters Score: Raw -1158263.313365 + Penalty 935.161349 = -1157328.152017 nChanged 18 SP:Iteration 64Q (1109.809626 sec): 3 clusters Score: Raw -1158265.008833 + Penalty 935.161349 = -1157329.847485 nChanged 16 SP:Iteration 65Q (1109.885375 sec): 3 clusters Score: Raw -1158266.637320 + Penalty 935.161349 = -1157331.475971 nChanged 14 SP:Iteration 66Q (1109.941672 sec): 3 clusters Score: Raw -1158268.497002 + Penalty 935.161349 = -1157333.335653 nChanged 19 SP:Iteration 67Q (1110.022725 sec): 3 clusters Score: Raw -1158270.729221 + Penalty 935.161349 = -1157335.567873 nChanged 18 SP:Iteration 68Q (1110.084073 sec): 3 clusters Score: Raw -1158272.967783 + Penalty 935.161349 = -1157337.806435 nChanged 22 SP:Iteration 69Q (1110.163680 sec): 3 clusters Score: Raw -1158275.532249 + Penalty 935.161349 = -1157340.370900 nChanged 22 SP:Iteration 70Q (1110.226008 sec): 3 clusters Score: Raw -1158277.838419 + Penalty 935.161349 = -1157342.677070 nChanged 21 SP:Iteration 71Q (1110.303863 sec): 3 clusters Score: Raw -1158279.708983 + Penalty 935.161349 = -1157344.547635 nChanged 19 SP:Iteration 72Q (1110.370574 sec): 3 clusters Score: Raw -1158281.629016 + Penalty 935.161349 = -1157346.467667 nChanged 18 SP:Iteration 73Q (1110.449639 sec): 3 clusters Score: Raw -1158283.030566 + Penalty 935.161349 = -1157347.869217 nChanged 17 SP:Iteration 74Q (1110.509402 sec): 3 clusters Score: Raw -1158285.029537 + Penalty 935.161349 = -1157349.868188 nChanged 18 SP:Iteration 75Q (1110.587408 sec): 3 clusters Score: Raw -1158287.886681 + Penalty 935.161349 = -1157352.725332 nChanged 21 SP:Iteration 76Q (1110.651796 sec): 3 clusters Score: Raw -1158289.474802 + Penalty 935.161349 = -1157354.313454 nChanged 16 SP:Iteration 77Q (1110.724457 sec): 3 clusters Score: Raw -1158290.950996 + Penalty 935.161349 = -1157355.789648 nChanged 15 SP:Iteration 78Q (1110.796197 sec): 3 clusters Score: Raw -1158292.214361 + Penalty 935.161349 = -1157357.053012 nChanged 18 SP:Iteration 79Q (1110.867285 sec): 3 clusters Score: Raw -1158293.346360 + Penalty 935.161349 = -1157358.185011 nChanged 11 SP:Iteration 80F (1110.940030 sec): 3 clusters Score: Raw -1158293.821941 + Penalty 935.161349 = -1157358.660592 nChanged 6 SP:Iteration 81Q (1111.006747 sec): 3 clusters Score: Raw -1158294.162786 + Penalty 935.161349 = -1157359.001438 nChanged 7 SP:Iteration 82Q (1111.063761 sec): 3 clusters Score: Raw -1158294.969895 + Penalty 935.161349 = -1157359.808546 nChanged 11 SP:Iteration 83Q (1111.135108 sec): 3 clusters Score: Raw -1158295.587039 + Penalty 935.161349 = -1157360.425690 nChanged 6 SP:Iteration 84Q (1111.214525 sec): 3 clusters Score: Raw -1158295.840678 + Penalty 935.161349 = -1157360.679329 nChanged 11 SP:Iteration 85Q (1111.285723 sec): 3 clusters Score: Raw -1158297.086655 + Penalty 935.161349 = -1157361.925307 nChanged 15 SP:Iteration 86Q (1111.353010 sec): 3 clusters Score: Raw -1158298.260997 + Penalty 935.161349 = -1157363.099648 nChanged 8 SP:Iteration 87Q (1111.418631 sec): 3 clusters Score: Raw -1158298.817956 + Penalty 935.161349 = -1157363.656607 nChanged 6 SP:Iteration 88Q (1111.482776 sec): 3 clusters Score: Raw -1158299.420611 + Penalty 935.161349 = -1157364.259262 nChanged 10 SP:Iteration 89Q (1111.563426 sec): 3 clusters Score: Raw -1158300.294190 + Penalty 935.161349 = -1157365.132842 nChanged 10 SP:Iteration 90Q (1111.623019 sec): 3 clusters Score: Raw -1158301.131911 + Penalty 935.161349 = -1157365.970563 nChanged 10 SP:Iteration 91Q (1111.704205 sec): 3 clusters Score: Raw -1158301.659611 + Penalty 935.161349 = -1157366.498263 nChanged 4 SP:Iteration 92Q (1111.770915 sec): 3 clusters Score: Raw -1158302.025998 + Penalty 935.161349 = -1157366.864650 nChanged 5 SP:Iteration 93Q (1111.846577 sec): 3 clusters Score: Raw -1158302.307978 + Penalty 935.161349 = -1157367.146629 nChanged 3 SP:Iteration 94Q (1111.919494 sec): 3 clusters Score: Raw -1158302.381564 + Penalty 935.161349 = -1157367.220215 nChanged 1 SP:Iteration 95Q (1111.986890 sec): 3 clusters Score: Raw -1158302.392350 + Penalty 935.161349 = -1157367.231001 nChanged 1 SP:Iteration 96Q (1112.053150 sec): 3 clusters Score: Raw -1158302.430305 + Penalty 935.161349 = -1157367.268957 nChanged 1 SP:Iteration 97Q (1112.108641 sec): 3 clusters Score: Raw -1158302.460581 + Penalty 935.161349 = -1157367.299232 nChanged 1 SP:Iteration 98Q (1112.176516 sec): 3 clusters Score: Raw -1158302.480516 + Penalty 935.161349 = -1157367.319168 nChanged 1 SP:Iteration 99Q (1112.259284 sec): 3 clusters Score: Raw -1158302.506025 + Penalty 935.161349 = -1157367.344676 nChanged 2 SP:Iteration 100F (1112.321493 sec): 3 clusters Score: Raw -1158302.723648 + Penalty 935.161349 = -1157367.562299 nChanged 2 SP:Iteration 101Q (1112.403215 sec): 3 clusters Score: Raw -1158302.874643 + Penalty 935.161349 = -1157367.713294 nChanged 4 SP:Iteration 102Q (1112.471389 sec): 3 clusters Score: Raw -1158303.125565 + Penalty 935.161349 = -1157367.964216 nChanged 3 SP:Iteration 103Q (1112.544878 sec): 3 clusters Score: Raw -1158303.284899 + Penalty 935.161349 = -1157368.123550 nChanged 2 SP:Iteration 104Q (1112.618108 sec): 3 clusters Score: Raw -1158303.333967 + Penalty 935.161349 = -1157368.172619 nChanged 3 SP:Iteration 105Q (1112.688525 sec): 3 clusters Score: Raw -1158303.535122 + Penalty 935.161349 = -1157368.373774 nChanged 2 SP:Iteration 106Q (1112.761959 sec): 3 clusters Score: Raw -1158303.807400 + Penalty 935.161349 = -1157368.646052 nChanged 2 SP:Iteration 107Q (1112.827840 sec): 3 clusters Score: Raw -1158303.923489 + Penalty 935.161349 = -1157368.762141 nChanged 4 SP:Iteration 108Q (1112.896440 sec): 3 clusters Score: Raw -1158304.176837 + Penalty 935.161349 = -1157369.015488 nChanged 4 SP:Iteration 109Q (1112.958121 sec): 3 clusters Score: Raw -1158304.565879 + Penalty 935.161349 = -1157369.404530 nChanged 8 SP:Iteration 110Q (1113.027271 sec): 3 clusters Score: Raw -1158305.146819 + Penalty 935.161349 = -1157369.985470 nChanged 8 SP:Iteration 111Q (1113.101917 sec): 3 clusters Score: Raw -1158305.622855 + Penalty 935.161349 = -1157370.461506 nChanged 5 SP:Iteration 112Q (1113.169560 sec): 3 clusters Score: Raw -1158305.774659 + Penalty 935.161349 = -1157370.613311 nChanged 1 SP:Iteration 113Q (1113.237619 sec): 3 clusters Score: Raw -1158305.812317 + Penalty 935.161349 = -1157370.650969 nChanged 1 SP:Iteration 114Q (1113.309976 sec): 3 clusters Score: Raw -1158305.847329 + Penalty 935.161349 = -1157370.685980 nChanged 0 SP:Iteration 115F (1113.378472 sec): 3 clusters Score: Raw -1158305.847329 + Penalty 935.161349 = -1157370.685980 nChanged 0 Score: Raw -17398000.319409 + Penalty 27912.415275 = -17370087.904134 Splitting cluster 42 changes total score from -17369545.176906 to -17370087.904134 So it's getting split into cluster 47. Trying to split cluster 43 (10753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1121.294362 sec): 2 clusters Score: Raw -403036.081728 + Penalty 422.373773 = -402613.707955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1121.352473 sec): 3 clusters Score: Raw -396204.578851 + Penalty 844.747546 = -395359.831305 nChanged 5137 SP:Iteration 1F (1121.396577 sec): 3 clusters Score: Raw -399450.551868 + Penalty 844.747546 = -398605.804322 nChanged 684 SP:Iteration 2F (1121.452993 sec): 3 clusters Score: Raw -399847.973475 + Penalty 844.747546 = -399003.225930 nChanged 737 SP:Iteration 3F (1121.509444 sec): 3 clusters Score: Raw -400359.703746 + Penalty 844.747546 = -399514.956200 nChanged 717 SP:Iteration 4F (1121.574885 sec): 3 clusters Score: Raw -400874.820345 + Penalty 844.747546 = -400030.072800 nChanged 644 SP:Iteration 5F (1121.632639 sec): 3 clusters Score: Raw -401358.335784 + Penalty 844.747546 = -400513.588238 nChanged 536 SP:Iteration 6Q (1121.689367 sec): 3 clusters Score: Raw -401692.462784 + Penalty 844.747546 = -400847.715238 nChanged 375 SP:Iteration 7Q (1121.736067 sec): 3 clusters Score: Raw -401850.186742 + Penalty 844.747546 = -401005.439196 nChanged 249 SP:Iteration 8Q (1121.792321 sec): 3 clusters Score: Raw -401917.311149 + Penalty 844.747546 = -401072.563603 nChanged 148 SP:Iteration 9Q (1121.857119 sec): 3 clusters Score: Raw -401947.647451 + Penalty 844.747546 = -401102.899905 nChanged 108 SP:Iteration 10Q (1121.906290 sec): 3 clusters Score: Raw -401966.976742 + Penalty 844.747546 = -401122.229196 nChanged 89 SP:Iteration 11Q (1121.969708 sec): 3 clusters Score: Raw -401985.902278 + Penalty 844.747546 = -401141.154732 nChanged 76 SP:Iteration 12Q (1122.014143 sec): 3 clusters Score: Raw -401998.487524 + Penalty 844.747546 = -401153.739979 nChanged 70 SP:Iteration 13Q (1122.073038 sec): 3 clusters Score: Raw -402008.576132 + Penalty 844.747546 = -401163.828586 nChanged 78 SP:Iteration 14Q (1122.135971 sec): 3 clusters Score: Raw -402019.825611 + Penalty 844.747546 = -401175.078065 nChanged 68 SP:Iteration 15Q (1122.191591 sec): 3 clusters Score: Raw -402030.768045 + Penalty 844.747546 = -401186.020499 nChanged 75 SP:Iteration 16Q (1122.240503 sec): 3 clusters Score: Raw -402043.388168 + Penalty 844.747546 = -401198.640623 nChanged 74 SP:Iteration 17Q (1122.307213 sec): 3 clusters Score: Raw -402055.954304 + Penalty 844.747546 = -401211.206758 nChanged 66 SP:Iteration 18Q (1122.366007 sec): 3 clusters Score: Raw -402064.221399 + Penalty 844.747546 = -401219.473853 nChanged 69 SP:Iteration 19Q (1122.421461 sec): 3 clusters Score: Raw -402072.276497 + Penalty 844.747546 = -401227.528951 nChanged 55 SP:Iteration 20F (1122.465243 sec): 3 clusters Score: Raw -402079.806429 + Penalty 844.747546 = -401235.058884 nChanged 53 SP:Iteration 21Q (1122.529867 sec): 3 clusters Score: Raw -402086.827619 + Penalty 844.747546 = -401242.080073 nChanged 50 SP:Iteration 22Q (1122.577300 sec): 3 clusters Score: Raw -402092.550386 + Penalty 844.747546 = -401247.802840 nChanged 42 SP:Iteration 23Q (1122.641923 sec): 3 clusters Score: Raw -402097.028957 + Penalty 844.747546 = -401252.281411 nChanged 41 SP:Iteration 24Q (1122.694890 sec): 3 clusters Score: Raw -402100.864368 + Penalty 844.747546 = -401256.116823 nChanged 27 SP:Iteration 25Q (1122.752122 sec): 3 clusters Score: Raw -402102.724280 + Penalty 844.747546 = -401257.976734 nChanged 22 SP:Iteration 26Q (1122.810564 sec): 3 clusters Score: Raw -402104.345617 + Penalty 844.747546 = -401259.598071 nChanged 21 SP:Iteration 27Q (1122.865652 sec): 3 clusters Score: Raw -402106.089363 + Penalty 844.747546 = -401261.341817 nChanged 26 SP:Iteration 28Q (1122.922016 sec): 3 clusters Score: Raw -402107.776317 + Penalty 844.747546 = -401263.028771 nChanged 15 SP:Iteration 29Q (1122.965859 sec): 3 clusters Score: Raw -402109.063300 + Penalty 844.747546 = -401264.315754 nChanged 15 SP:Iteration 30Q (1123.031260 sec): 3 clusters Score: Raw -402109.950404 + Penalty 844.747546 = -401265.202858 nChanged 10 SP:Iteration 31Q (1123.075883 sec): 3 clusters Score: Raw -402110.460974 + Penalty 844.747546 = -401265.713428 nChanged 13 SP:Iteration 32Q (1123.133433 sec): 3 clusters Score: Raw -402110.954363 + Penalty 844.747546 = -401266.206817 nChanged 12 SP:Iteration 33Q (1123.198684 sec): 3 clusters Score: Raw -402111.341461 + Penalty 844.747546 = -401266.593915 nChanged 10 SP:Iteration 34Q (1123.246260 sec): 3 clusters Score: Raw -402111.681406 + Penalty 844.747546 = -401266.933860 nChanged 6 SP:Iteration 35Q (1123.299855 sec): 3 clusters Score: Raw -402111.865372 + Penalty 844.747546 = -401267.117826 nChanged 8 SP:Iteration 36Q (1123.355530 sec): 3 clusters Score: Raw -402112.106260 + Penalty 844.747546 = -401267.358714 nChanged 6 SP:Iteration 37Q (1123.415369 sec): 3 clusters Score: Raw -402112.281228 + Penalty 844.747546 = -401267.533682 nChanged 5 SP:Iteration 38Q (1123.468924 sec): 3 clusters Score: Raw -402112.467249 + Penalty 844.747546 = -401267.719703 nChanged 5 SP:Iteration 39Q (1123.535167 sec): 3 clusters Score: Raw -402112.770337 + Penalty 844.747546 = -401268.022791 nChanged 8 SP:Iteration 40F (1123.589604 sec): 3 clusters Score: Raw -402113.657327 + Penalty 844.747546 = -401268.909781 nChanged 10 SP:Iteration 41Q (1123.648002 sec): 3 clusters Score: Raw -402114.494909 + Penalty 844.747546 = -401269.747363 nChanged 15 SP:Iteration 42Q (1123.706170 sec): 3 clusters Score: Raw -402115.316139 + Penalty 844.747546 = -401270.568593 nChanged 11 SP:Iteration 43Q (1123.754357 sec): 3 clusters Score: Raw -402115.974569 + Penalty 844.747546 = -401271.227023 nChanged 8 SP:Iteration 44Q (1123.814412 sec): 3 clusters Score: Raw -402116.323568 + Penalty 844.747546 = -401271.576022 nChanged 6 SP:Iteration 45Q (1123.866067 sec): 3 clusters Score: Raw -402116.708701 + Penalty 844.747546 = -401271.961156 nChanged 10 SP:Iteration 46Q (1123.925051 sec): 3 clusters Score: Raw -402117.144101 + Penalty 844.747546 = -401272.396555 nChanged 10 SP:Iteration 47Q (1123.977109 sec): 3 clusters Score: Raw -402117.443881 + Penalty 844.747546 = -401272.696336 nChanged 5 SP:Iteration 48Q (1124.041646 sec): 3 clusters Score: Raw -402117.665861 + Penalty 844.747546 = -401272.918315 nChanged 3 SP:Iteration 49Q (1124.085260 sec): 3 clusters Score: Raw -402117.830836 + Penalty 844.747546 = -401273.083290 nChanged 3 SP:Iteration 50Q (1124.150131 sec): 3 clusters Score: Raw -402117.906757 + Penalty 844.747546 = -401273.159211 nChanged 3 SP:Iteration 51Q (1124.206987 sec): 3 clusters Score: Raw -402118.020897 + Penalty 844.747546 = -401273.273351 nChanged 4 SP:Iteration 52Q (1124.253928 sec): 3 clusters Score: Raw -402118.147229 + Penalty 844.747546 = -401273.399683 nChanged 4 SP:Iteration 53Q (1124.313207 sec): 3 clusters Score: Raw -402118.283512 + Penalty 844.747546 = -401273.535966 nChanged 4 SP:Iteration 54Q (1124.374602 sec): 3 clusters Score: Raw -402118.415288 + Penalty 844.747546 = -401273.667742 nChanged 7 SP:Iteration 55Q (1124.431713 sec): 3 clusters Score: Raw -402118.597084 + Penalty 844.747546 = -401273.849538 nChanged 2 SP:Iteration 56Q (1124.488927 sec): 3 clusters Score: Raw -402118.627350 + Penalty 844.747546 = -401273.879805 nChanged 1 SP:Iteration 57Q (1124.541946 sec): 3 clusters Score: Raw -402118.655518 + Penalty 844.747546 = -401273.907973 nChanged 1 SP:Iteration 58Q (1124.605189 sec): 3 clusters Score: Raw -402118.675331 + Penalty 844.747546 = -401273.927785 nChanged 2 SP:Iteration 59Q (1124.659112 sec): 3 clusters Score: Raw -402118.711058 + Penalty 844.747546 = -401273.963513 nChanged 1 SP:Iteration 60F (1124.723855 sec): 3 clusters Score: Raw -402118.723511 + Penalty 844.747546 = -401273.975965 nChanged 2 SP:Iteration 61Q (1124.782696 sec): 3 clusters Score: Raw -402118.752897 + Penalty 844.747546 = -401274.005351 nChanged 2 SP:Iteration 62Q (1124.830777 sec): 3 clusters Score: Raw -402118.809115 + Penalty 844.747546 = -401274.061569 nChanged 0 SP:Iteration 63F (1124.889914 sec): 3 clusters Score: Raw -402118.809115 + Penalty 844.747546 = -401274.061569 nChanged 0 Trying to split cluster 44 (3690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1124.909282 sec): 2 clusters Score: Raw -139154.971602 + Penalty 373.708869 = -138781.262733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1124.967279 sec): 3 clusters Score: Raw -137031.141410 + Penalty 747.417738 = -136283.723672 nChanged 1624 SP:Iteration 1F (1125.018884 sec): 3 clusters Score: Raw -138089.658256 + Penalty 747.417738 = -137342.240518 nChanged 322 SP:Iteration 2F (1125.073853 sec): 3 clusters Score: Raw -138348.573836 + Penalty 747.417738 = -137601.156098 nChanged 323 SP:Iteration 3F (1125.119701 sec): 3 clusters Score: Raw -138637.586415 + Penalty 747.417738 = -137890.168677 nChanged 251 SP:Iteration 4F (1125.172977 sec): 3 clusters Score: Raw -138840.867730 + Penalty 747.417738 = -138093.449991 nChanged 167 SP:Iteration 5Q (1125.220628 sec): 3 clusters Score: Raw -138970.869936 + Penalty 747.417738 = -138223.452198 nChanged 119 SP:Iteration 6Q (1125.259098 sec): 3 clusters Score: Raw -139037.580988 + Penalty 747.417738 = -138290.163249 nChanged 73 SP:Iteration 7Q (1125.315841 sec): 3 clusters Score: Raw -139074.061899 + Penalty 747.417738 = -138326.644161 nChanged 52 SP:Iteration 8Q (1125.350341 sec): 3 clusters Score: Raw -139098.309256 + Penalty 747.417738 = -138350.891517 nChanged 53 SP:Iteration 9Q (1125.400189 sec): 3 clusters Score: Raw -139114.725196 + Penalty 747.417738 = -138367.307458 nChanged 34 SP:Iteration 10Q (1125.450505 sec): 3 clusters Score: Raw -139122.920341 + Penalty 747.417738 = -138375.502603 nChanged 22 SP:Iteration 11Q (1125.497747 sec): 3 clusters Score: Raw -139129.448634 + Penalty 747.417738 = -138382.030896 nChanged 19 SP:Iteration 12Q (1125.536037 sec): 3 clusters Score: Raw -139135.272247 + Penalty 747.417738 = -138387.854509 nChanged 17 SP:Iteration 13Q (1125.591906 sec): 3 clusters Score: Raw -139139.801049 + Penalty 747.417738 = -138392.383311 nChanged 15 SP:Iteration 14Q (1125.641627 sec): 3 clusters Score: Raw -139145.046530 + Penalty 747.417738 = -138397.628792 nChanged 22 SP:Iteration 15Q (1125.691267 sec): 3 clusters Score: Raw -139155.902676 + Penalty 747.417738 = -138408.484938 nChanged 18 SP:Iteration 16Q (1125.727862 sec): 3 clusters Score: Raw -139163.484218 + Penalty 747.417738 = -138416.066480 nChanged 24 SP:Iteration 17Q (1125.773263 sec): 3 clusters Score: Raw -139172.551447 + Penalty 747.417738 = -138425.133709 nChanged 23 SP:Iteration 18Q (1125.832389 sec): 3 clusters Score: Raw -139182.468105 + Penalty 747.417738 = -138435.050367 nChanged 17 SP:Iteration 19Q (1125.880720 sec): 3 clusters Score: Raw -139188.630137 + Penalty 747.417738 = -138441.212399 nChanged 17 SP:Iteration 20F (1125.921737 sec): 3 clusters Score: Raw -139194.316512 + Penalty 747.417738 = -138446.898774 nChanged 18 SP:Iteration 21Q (1125.969112 sec): 3 clusters Score: Raw -139202.298281 + Penalty 747.417738 = -138454.880543 nChanged 14 SP:Iteration 22Q (1126.016672 sec): 3 clusters Score: Raw -139207.554839 + Penalty 747.417738 = -138460.137101 nChanged 15 SP:Iteration 23Q (1126.066090 sec): 3 clusters Score: Raw -139212.427783 + Penalty 747.417738 = -138465.010044 nChanged 16 SP:Iteration 24Q (1126.119706 sec): 3 clusters Score: Raw -139218.178221 + Penalty 747.417738 = -138470.760483 nChanged 16 SP:Iteration 25Q (1126.167402 sec): 3 clusters Score: Raw -139223.936491 + Penalty 747.417738 = -138476.518753 nChanged 9 SP:Iteration 26Q (1126.209799 sec): 3 clusters Score: Raw -139227.225521 + Penalty 747.417738 = -138479.807783 nChanged 15 SP:Iteration 27Q (1126.254618 sec): 3 clusters Score: Raw -139232.543498 + Penalty 747.417738 = -138485.125760 nChanged 15 SP:Iteration 28Q (1126.311444 sec): 3 clusters Score: Raw -139237.110970 + Penalty 747.417738 = -138489.693232 nChanged 8 SP:Iteration 29Q (1126.359539 sec): 3 clusters Score: Raw -139240.020458 + Penalty 747.417738 = -138492.602719 nChanged 9 SP:Iteration 30Q (1126.401238 sec): 3 clusters Score: Raw -139242.105688 + Penalty 747.417738 = -138494.687950 nChanged 6 SP:Iteration 31Q (1126.454025 sec): 3 clusters Score: Raw -139243.543542 + Penalty 747.417738 = -138496.125804 nChanged 5 SP:Iteration 32Q (1126.507937 sec): 3 clusters Score: Raw -139246.833280 + Penalty 747.417738 = -138499.415542 nChanged 9 SP:Iteration 33Q (1126.546310 sec): 3 clusters Score: Raw -139249.184612 + Penalty 747.417738 = -138501.766874 nChanged 5 SP:Iteration 34Q (1126.600020 sec): 3 clusters Score: Raw -139250.355951 + Penalty 747.417738 = -138502.938213 nChanged 7 SP:Iteration 35Q (1126.651340 sec): 3 clusters Score: Raw -139251.987590 + Penalty 747.417738 = -138504.569852 nChanged 6 SP:Iteration 36Q (1126.702870 sec): 3 clusters Score: Raw -139254.582706 + Penalty 747.417738 = -138507.164968 nChanged 7 SP:Iteration 37Q (1126.758688 sec): 3 clusters Score: Raw -139257.387869 + Penalty 747.417738 = -138509.970131 nChanged 8 SP:Iteration 38Q (1126.800263 sec): 3 clusters Score: Raw -139262.516795 + Penalty 747.417738 = -138515.099057 nChanged 13 SP:Iteration 39Q (1126.856418 sec): 3 clusters Score: Raw -139275.012274 + Penalty 747.417738 = -138527.594536 nChanged 12 SP:Iteration 40F (1126.896060 sec): 3 clusters Score: Raw -139292.134210 + Penalty 747.417738 = -138544.716472 nChanged 18 SP:Iteration 41Q (1126.946633 sec): 3 clusters Score: Raw -139315.264912 + Penalty 747.417738 = -138567.847174 nChanged 16 SP:Iteration 42Q (1126.997209 sec): 3 clusters Score: Raw -139325.585271 + Penalty 747.417738 = -138578.167533 nChanged 15 SP:Iteration 43Q (1127.039240 sec): 3 clusters Score: Raw -139333.553709 + Penalty 747.417738 = -138586.135971 nChanged 12 SP:Iteration 44Q (1127.097449 sec): 3 clusters Score: Raw -139338.893385 + Penalty 747.417738 = -138591.475647 nChanged 7 SP:Iteration 45Q (1127.148008 sec): 3 clusters Score: Raw -139343.517164 + Penalty 747.417738 = -138596.099426 nChanged 6 SP:Iteration 46Q (1127.204199 sec): 3 clusters Score: Raw -139348.926277 + Penalty 747.417738 = -138601.508538 nChanged 6 SP:Iteration 47Q (1127.249198 sec): 3 clusters Score: Raw -139355.211102 + Penalty 747.417738 = -138607.793364 nChanged 7 SP:Iteration 48Q (1127.294750 sec): 3 clusters Score: Raw -139358.977788 + Penalty 747.417738 = -138611.560050 nChanged 9 SP:Iteration 49Q (1127.351438 sec): 3 clusters Score: Raw -139362.757327 + Penalty 747.417738 = -138615.339589 nChanged 5 SP:Iteration 50Q (1127.408015 sec): 3 clusters Score: Raw -139364.521780 + Penalty 747.417738 = -138617.104042 nChanged 4 SP:Iteration 51Q (1127.460563 sec): 3 clusters Score: Raw -139365.704344 + Penalty 747.417738 = -138618.286606 nChanged 3 SP:Iteration 52Q (1127.503595 sec): 3 clusters Score: Raw -139366.542821 + Penalty 747.417738 = -138619.125083 nChanged 2 SP:Iteration 53Q (1127.550793 sec): 3 clusters Score: Raw -139368.149150 + Penalty 747.417738 = -138620.731412 nChanged 1 SP:Iteration 54Q (1127.602691 sec): 3 clusters Score: Raw -139368.498131 + Penalty 747.417738 = -138621.080393 nChanged 1 SP:Iteration 55Q (1127.659949 sec): 3 clusters Score: Raw -139368.573521 + Penalty 747.417738 = -138621.155783 nChanged 1 SP:Iteration 56Q (1127.703135 sec): 3 clusters Score: Raw -139368.853836 + Penalty 747.417738 = -138621.436098 nChanged 1 SP:Iteration 57Q (1127.761295 sec): 3 clusters Score: Raw -139368.977943 + Penalty 747.417738 = -138621.560205 nChanged 0 SP:Iteration 58F (1127.810490 sec): 3 clusters Score: Raw -139368.977943 + Penalty 747.417738 = -138621.560205 nChanged 0 Deleting Class 46 (176 points): Lose 547.015777 but Gain 593.881176 Iteration 139Q (1132.423129 sec): 47 clusters Score: Raw -17398304.273041 + Penalty 27318.534099 = -17370985.738942 nChanged 1976 Iteration 140F (1140.145055 sec): 47 clusters Score: Raw -17399140.574246 + Penalty 27318.534099 = -17371822.040148 nChanged 1569 Iteration 141Q (1144.775367 sec): 47 clusters Score: Raw -17399336.205018 + Penalty 27318.534099 = -17372017.670919 nChanged 961 Iteration 142Q (1149.024183 sec): 47 clusters Score: Raw -17399429.769709 + Penalty 27318.534099 = -17372111.235610 nChanged 751 Iteration 143Q (1153.662450 sec): 47 clusters Score: Raw -17399485.095814 + Penalty 27318.534099 = -17372166.561715 nChanged 575 Iteration 144Q (1158.054455 sec): 47 clusters Score: Raw -17399520.446201 + Penalty 27318.534099 = -17372201.912102 nChanged 472 Iteration 145Q (1162.374283 sec): 47 clusters Score: Raw -17399549.354643 + Penalty 27318.534099 = -17372230.820544 nChanged 449 Iteration 146Q (1166.783160 sec): 47 clusters Score: Raw -17399578.804436 + Penalty 27318.534099 = -17372260.270337 nChanged 401 Iteration 147Q (1171.000420 sec): 47 clusters Score: Raw -17399603.347507 + Penalty 27318.534099 = -17372284.813408 nChanged 431 Iteration 148Q (1175.328068 sec): 47 clusters Score: Raw -17399629.651850 + Penalty 27318.534099 = -17372311.117751 nChanged 384 Iteration 149Q (1179.788480 sec): 47 clusters Score: Raw -17399652.437658 + Penalty 27318.534099 = -17372333.903559 nChanged 329 Iteration 150Q (1184.210851 sec): 47 clusters Score: Raw -17399669.507882 + Penalty 27318.534099 = -17372350.973783 nChanged 290 Iteration 151Q (1188.745497 sec): 47 clusters Score: Raw -17399684.273064 + Penalty 27318.534099 = -17372365.738965 nChanged 276 Iteration 152Q (1192.919653 sec): 47 clusters Score: Raw -17399698.684380 + Penalty 27318.534099 = -17372380.150281 nChanged 282 Iteration 153Q (1197.187974 sec): 47 clusters Score: Raw -17399713.662047 + Penalty 27318.534099 = -17372395.127948 nChanged 248 Iteration 154Q (1201.642911 sec): 47 clusters Score: Raw -17399727.776780 + Penalty 27318.534099 = -17372409.242681 nChanged 213 Iteration 155Q (1205.920438 sec): 47 clusters Score: Raw -17399739.755911 + Penalty 27318.534099 = -17372421.221812 nChanged 203 Iteration 156Q (1210.009437 sec): 47 clusters Score: Raw -17399751.646275 + Penalty 27318.534099 = -17372433.112177 nChanged 215 Iteration 157Q (1214.019760 sec): 47 clusters Score: Raw -17399764.497997 + Penalty 27318.534099 = -17372445.963898 nChanged 228 Iteration 158Q (1218.020017 sec): 47 clusters Score: Raw -17399777.100620 + Penalty 27318.534099 = -17372458.566521 nChanged 247 Iteration 159Q (1222.243653 sec): 47 clusters Score: Raw -17399792.157909 + Penalty 27318.534099 = -17372473.623810 nChanged 229 Iteration 160F (1229.895590 sec): 47 clusters Score: Raw -17399805.327871 + Penalty 27318.534099 = -17372486.793772 nChanged 247 Iteration 161Q (1233.945908 sec): 47 clusters Score: Raw -17399819.623831 + Penalty 27318.534099 = -17372501.089732 nChanged 236 Iteration 162Q (1238.238420 sec): 47 clusters Score: Raw -17399835.584389 + Penalty 27318.534099 = -17372517.050290 nChanged 288 Iteration 163Q (1242.324170 sec): 47 clusters Score: Raw -17399857.121128 + Penalty 27318.534099 = -17372538.587029 nChanged 294 Iteration 164Q (1246.222135 sec): 47 clusters Score: Raw -17399878.968807 + Penalty 27318.534099 = -17372560.434708 nChanged 307 Iteration 165Q (1250.035945 sec): 47 clusters Score: Raw -17399901.928392 + Penalty 27318.534099 = -17372583.394293 nChanged 287 Iteration 166Q (1254.147500 sec): 47 clusters Score: Raw -17399918.986201 + Penalty 27318.534099 = -17372600.452102 nChanged 254 Iteration 167Q (1258.041715 sec): 47 clusters Score: Raw -17399933.156799 + Penalty 27318.534099 = -17372614.622700 nChanged 258 Iteration 168Q (1262.019555 sec): 47 clusters Score: Raw -17399948.727317 + Penalty 27318.534099 = -17372630.193218 nChanged 245 Iteration 169Q (1266.129305 sec): 47 clusters Score: Raw -17399967.648122 + Penalty 27318.534099 = -17372649.114023 nChanged 242 Iteration 170Q (1270.631835 sec): 47 clusters Score: Raw -17399987.048100 + Penalty 27318.534099 = -17372668.514001 nChanged 246 Iteration 171Q (1275.027308 sec): 47 clusters Score: Raw -17400005.095940 + Penalty 27318.534099 = -17372686.561841 nChanged 233 Iteration 172Q (1279.424060 sec): 47 clusters Score: Raw -17400021.628322 + Penalty 27318.534099 = -17372703.094223 nChanged 220 Iteration 173Q (1283.718837 sec): 47 clusters Score: Raw -17400036.175508 + Penalty 27318.534099 = -17372717.641409 nChanged 192 Iteration 174Q (1287.877049 sec): 47 clusters Score: Raw -17400048.785194 + Penalty 27318.534099 = -17372730.251095 nChanged 216 Iteration 175Q (1292.223304 sec): 47 clusters Score: Raw -17400063.550844 + Penalty 27318.534099 = -17372745.016745 nChanged 214 Iteration 176Q (1296.484388 sec): 47 clusters Score: Raw -17400076.870008 + Penalty 27318.534099 = -17372758.335909 nChanged 213 Iteration 177Q (1300.991402 sec): 47 clusters Score: Raw -17400090.225141 + Penalty 27318.534099 = -17372771.691042 nChanged 211 Iteration 178Q (1305.228091 sec): 47 clusters Score: Raw -17400105.359908 + Penalty 27318.534099 = -17372786.825809 nChanged 228 Writing temp clu file Because OldScore, -17372771.691042, is greater than current (better) Score,-17372786.825809 Compute initial score before splitting: Score: Raw -17400105.359908 + Penalty 27318.534099 = -17372786.825809 Trying to split cluster 1 (1935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1305.405443 sec): 2 clusters Score: Raw -70260.150924 + Penalty 344.337749 = -69915.813176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1305.441998 sec): 3 clusters Score: Raw -69202.498739 + Penalty 688.675497 = -68513.823242 nChanged 798 SP:Iteration 1F (1305.494836 sec): 3 clusters Score: Raw -69711.956872 + Penalty 688.675497 = -69023.281375 nChanged 188 SP:Iteration 2F (1305.542246 sec): 3 clusters Score: Raw -69868.358218 + Penalty 688.675497 = -69179.682721 nChanged 144 SP:Iteration 3F (1305.589115 sec): 3 clusters Score: Raw -69993.530228 + Penalty 688.675497 = -69304.854731 nChanged 110 SP:Iteration 4F (1305.624891 sec): 3 clusters Score: Raw -70083.962017 + Penalty 688.675497 = -69395.286520 nChanged 88 SP:Iteration 5Q (1305.668962 sec): 3 clusters Score: Raw -70161.325292 + Penalty 688.675497 = -69472.649795 nChanged 69 SP:Iteration 6Q (1305.719898 sec): 3 clusters Score: Raw -70224.270736 + Penalty 688.675497 = -69535.595239 nChanged 53 SP:Iteration 7Q (1305.769768 sec): 3 clusters Score: Raw -70264.600457 + Penalty 688.675497 = -69575.924960 nChanged 34 SP:Iteration 8Q (1305.813500 sec): 3 clusters Score: Raw -70290.858538 + Penalty 688.675497 = -69602.183041 nChanged 20 SP:Iteration 9Q (1305.854933 sec): 3 clusters Score: Raw -70305.929093 + Penalty 688.675497 = -69617.253596 nChanged 17 SP:Iteration 10Q (1305.899436 sec): 3 clusters Score: Raw -70318.568301 + Penalty 688.675497 = -69629.892804 nChanged 8 SP:Iteration 11Q (1305.947210 sec): 3 clusters Score: Raw -70324.067044 + Penalty 688.675497 = -69635.391547 nChanged 3 SP:Iteration 12Q (1305.984335 sec): 3 clusters Score: Raw -70325.950190 + Penalty 688.675497 = -69637.274693 nChanged 2 SP:Iteration 13Q (1306.037756 sec): 3 clusters Score: Raw -70326.983414 + Penalty 688.675497 = -69638.307917 nChanged 1 SP:Iteration 14Q (1306.069908 sec): 3 clusters Score: Raw -70327.340876 + Penalty 688.675497 = -69638.665379 nChanged 1 SP:Iteration 15Q (1306.118625 sec): 3 clusters Score: Raw -70327.518170 + Penalty 688.675497 = -69638.842673 nChanged 2 SP:Iteration 16Q (1306.159228 sec): 3 clusters Score: Raw -70328.588846 + Penalty 688.675497 = -69639.913349 nChanged 4 SP:Iteration 17Q (1306.209216 sec): 3 clusters Score: Raw -70330.789365 + Penalty 688.675497 = -69642.113868 nChanged 2 SP:Iteration 18Q (1306.271528 sec): 3 clusters Score: Raw -70331.468127 + Penalty 688.675497 = -69642.792630 nChanged 1 SP:Iteration 19Q (1306.310137 sec): 3 clusters Score: Raw -70331.690938 + Penalty 688.675497 = -69643.015441 nChanged 1 SP:Iteration 20F (1306.360880 sec): 3 clusters Score: Raw -70332.051213 + Penalty 688.675497 = -69643.375716 nChanged 0 Trying to split cluster 2 (4743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1306.397257 sec): 2 clusters Score: Raw -184724.582599 + Penalty 385.131343 = -184339.451255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1306.447180 sec): 3 clusters Score: Raw -181934.065350 + Penalty 770.262686 = -181163.802663 nChanged 2098 SP:Iteration 1F (1306.493542 sec): 3 clusters Score: Raw -183167.792988 + Penalty 770.262686 = -182397.530302 nChanged 369 SP:Iteration 2F (1306.544895 sec): 3 clusters Score: Raw -183428.264750 + Penalty 770.262686 = -182658.002064 nChanged 383 SP:Iteration 3F (1306.595609 sec): 3 clusters Score: Raw -183699.051782 + Penalty 770.262686 = -182928.789095 nChanged 300 SP:Iteration 4F (1306.646387 sec): 3 clusters Score: Raw -183906.001214 + Penalty 770.262686 = -183135.738528 nChanged 250 SP:Iteration 5F (1306.684318 sec): 3 clusters Score: Raw -184091.500726 + Penalty 770.262686 = -183321.238040 nChanged 215 SP:Iteration 6Q (1306.737202 sec): 3 clusters Score: Raw -184255.455741 + Penalty 770.262686 = -183485.193054 nChanged 182 SP:Iteration 7Q (1306.795909 sec): 3 clusters Score: Raw -184418.464387 + Penalty 770.262686 = -183648.201700 nChanged 153 SP:Iteration 8Q (1306.839766 sec): 3 clusters Score: Raw -184562.723312 + Penalty 770.262686 = -183792.460626 nChanged 106 SP:Iteration 9Q (1306.889477 sec): 3 clusters Score: Raw -184662.143874 + Penalty 770.262686 = -183891.881187 nChanged 72 SP:Iteration 10Q (1306.936081 sec): 3 clusters Score: Raw -184731.853367 + Penalty 770.262686 = -183961.590680 nChanged 47 SP:Iteration 11Q (1306.988606 sec): 3 clusters Score: Raw -184771.882761 + Penalty 770.262686 = -184001.620074 nChanged 31 SP:Iteration 12Q (1307.034456 sec): 3 clusters Score: Raw -184794.870538 + Penalty 770.262686 = -184024.607851 nChanged 22 SP:Iteration 13Q (1307.084651 sec): 3 clusters Score: Raw -184812.490930 + Penalty 770.262686 = -184042.228243 nChanged 12 SP:Iteration 14Q (1307.131654 sec): 3 clusters Score: Raw -184819.715416 + Penalty 770.262686 = -184049.452730 nChanged 10 SP:Iteration 15Q (1307.186963 sec): 3 clusters Score: Raw -184829.559667 + Penalty 770.262686 = -184059.296980 nChanged 13 SP:Iteration 16Q (1307.232110 sec): 3 clusters Score: Raw -184837.652649 + Penalty 770.262686 = -184067.389963 nChanged 11 SP:Iteration 17Q (1307.278922 sec): 3 clusters Score: Raw -184845.037061 + Penalty 770.262686 = -184074.774375 nChanged 12 SP:Iteration 18Q (1307.323797 sec): 3 clusters Score: Raw -184856.873533 + Penalty 770.262686 = -184086.610846 nChanged 10 SP:Iteration 19Q (1307.361571 sec): 3 clusters Score: Raw -184865.039184 + Penalty 770.262686 = -184094.776498 nChanged 10 SP:Iteration 20F (1307.417546 sec): 3 clusters Score: Raw -184874.061259 + Penalty 770.262686 = -184103.798572 nChanged 8 SP:Iteration 21Q (1307.461094 sec): 3 clusters Score: Raw -184884.529307 + Penalty 770.262686 = -184114.266621 nChanged 8 SP:Iteration 22Q (1307.501204 sec): 3 clusters Score: Raw -184889.061216 + Penalty 770.262686 = -184118.798529 nChanged 6 SP:Iteration 23Q (1307.553921 sec): 3 clusters Score: Raw -184891.652222 + Penalty 770.262686 = -184121.389536 nChanged 6 SP:Iteration 24Q (1307.599540 sec): 3 clusters Score: Raw -184893.871135 + Penalty 770.262686 = -184123.608449 nChanged 10 SP:Iteration 25Q (1307.639207 sec): 3 clusters Score: Raw -184898.650953 + Penalty 770.262686 = -184128.388266 nChanged 8 SP:Iteration 26Q (1307.689854 sec): 3 clusters Score: Raw -184904.762112 + Penalty 770.262686 = -184134.499425 nChanged 6 SP:Iteration 27Q (1307.744728 sec): 3 clusters Score: Raw -184908.436973 + Penalty 770.262686 = -184138.174287 nChanged 4 SP:Iteration 28Q (1307.792380 sec): 3 clusters Score: Raw -184911.484785 + Penalty 770.262686 = -184141.222099 nChanged 3 SP:Iteration 29Q (1307.837362 sec): 3 clusters Score: Raw -184913.026683 + Penalty 770.262686 = -184142.763997 nChanged 1 SP:Iteration 30Q (1307.899133 sec): 3 clusters Score: Raw -184913.104322 + Penalty 770.262686 = -184142.841635 nChanged 0 SP:Iteration 31F (1307.951269 sec): 3 clusters Score: Raw -184913.104322 + Penalty 770.262686 = -184142.841635 nChanged 0 Trying to split cluster 3 (28720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1308.005629 sec): 2 clusters Score: Raw -1178209.368188 + Penalty 467.073381 = -1177742.294808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1308.068027 sec): 3 clusters Score: Raw -1159447.162713 + Penalty 934.146761 = -1158513.015952 nChanged 13738 SP:Iteration 1F (1308.139430 sec): 3 clusters Score: Raw -1168385.052110 + Penalty 934.146761 = -1167450.905349 nChanged 1692 SP:Iteration 2F (1308.218237 sec): 3 clusters Score: Raw -1169151.989077 + Penalty 934.146761 = -1168217.842316 nChanged 1735 SP:Iteration 3F (1308.286018 sec): 3 clusters Score: Raw -1170008.762369 + Penalty 934.146761 = -1169074.615608 nChanged 1708 SP:Iteration 4F (1308.355776 sec): 3 clusters Score: Raw -1170978.652264 + Penalty 934.146761 = -1170044.505503 nChanged 1678 SP:Iteration 5F (1308.428012 sec): 3 clusters Score: Raw -1172066.453525 + Penalty 934.146761 = -1171132.306764 nChanged 1593 SP:Iteration 6F (1308.490642 sec): 3 clusters Score: Raw -1173154.587883 + Penalty 934.146761 = -1172220.441122 nChanged 1393 SP:Iteration 7Q (1308.570619 sec): 3 clusters Score: Raw -1174077.368988 + Penalty 934.146761 = -1173143.222227 nChanged 1122 SP:Iteration 8Q (1308.645683 sec): 3 clusters Score: Raw -1174735.064478 + Penalty 934.146761 = -1173800.917716 nChanged 800 SP:Iteration 9Q (1308.709717 sec): 3 clusters Score: Raw -1175129.535281 + Penalty 934.146761 = -1174195.388519 nChanged 614 SP:Iteration 10Q (1308.782444 sec): 3 clusters Score: Raw -1175374.262433 + Penalty 934.146761 = -1174440.115672 nChanged 528 SP:Iteration 11Q (1308.868321 sec): 3 clusters Score: Raw -1175597.267810 + Penalty 934.146761 = -1174663.121049 nChanged 472 SP:Iteration 12Q (1308.949119 sec): 3 clusters Score: Raw -1175819.295613 + Penalty 934.146761 = -1174885.148852 nChanged 481 SP:Iteration 13Q (1309.021225 sec): 3 clusters Score: Raw -1176043.737615 + Penalty 934.146761 = -1175109.590854 nChanged 460 SP:Iteration 14Q (1309.093625 sec): 3 clusters Score: Raw -1176257.559798 + Penalty 934.146761 = -1175323.413037 nChanged 431 SP:Iteration 15Q (1309.164963 sec): 3 clusters Score: Raw -1176468.112261 + Penalty 934.146761 = -1175533.965500 nChanged 419 SP:Iteration 16Q (1309.239803 sec): 3 clusters Score: Raw -1176648.986899 + Penalty 934.146761 = -1175714.840138 nChanged 370 SP:Iteration 17Q (1309.301838 sec): 3 clusters Score: Raw -1176790.180833 + Penalty 934.146761 = -1175856.034072 nChanged 319 SP:Iteration 18Q (1309.380851 sec): 3 clusters Score: Raw -1176897.984439 + Penalty 934.146761 = -1175963.837678 nChanged 282 SP:Iteration 19Q (1309.456525 sec): 3 clusters Score: Raw -1176993.107818 + Penalty 934.146761 = -1176058.961056 nChanged 243 SP:Iteration 20F (1309.529842 sec): 3 clusters Score: Raw -1177070.993677 + Penalty 934.146761 = -1176136.846916 nChanged 204 SP:Iteration 21Q (1309.598167 sec): 3 clusters Score: Raw -1177123.655848 + Penalty 934.146761 = -1176189.509086 nChanged 204 SP:Iteration 22Q (1309.659734 sec): 3 clusters Score: Raw -1177168.394685 + Penalty 934.146761 = -1176234.247924 nChanged 180 SP:Iteration 23Q (1309.737047 sec): 3 clusters Score: Raw -1177204.613615 + Penalty 934.146761 = -1176270.466854 nChanged 162 SP:Iteration 24Q (1309.811426 sec): 3 clusters Score: Raw -1177238.368609 + Penalty 934.146761 = -1176304.221848 nChanged 165 SP:Iteration 25Q (1309.882292 sec): 3 clusters Score: Raw -1177275.573190 + Penalty 934.146761 = -1176341.426429 nChanged 158 SP:Iteration 26Q (1309.951049 sec): 3 clusters Score: Raw -1177306.750181 + Penalty 934.146761 = -1176372.603419 nChanged 156 SP:Iteration 27Q (1310.020523 sec): 3 clusters Score: Raw -1177333.962899 + Penalty 934.146761 = -1176399.816138 nChanged 132 SP:Iteration 28Q (1310.090476 sec): 3 clusters Score: Raw -1177356.889456 + Penalty 934.146761 = -1176422.742695 nChanged 141 SP:Iteration 29Q (1310.160736 sec): 3 clusters Score: Raw -1177383.084198 + Penalty 934.146761 = -1176448.937436 nChanged 155 SP:Iteration 30Q (1310.237694 sec): 3 clusters Score: Raw -1177412.189622 + Penalty 934.146761 = -1176478.042861 nChanged 144 SP:Iteration 31Q (1310.301610 sec): 3 clusters Score: Raw -1177439.808167 + Penalty 934.146761 = -1176505.661406 nChanged 128 SP:Iteration 32Q (1310.379170 sec): 3 clusters Score: Raw -1177462.981260 + Penalty 934.146761 = -1176528.834499 nChanged 120 SP:Iteration 33Q (1310.454811 sec): 3 clusters Score: Raw -1177482.993442 + Penalty 934.146761 = -1176548.846681 nChanged 113 SP:Iteration 34Q (1310.527001 sec): 3 clusters Score: Raw -1177501.139773 + Penalty 934.146761 = -1176566.993012 nChanged 113 SP:Iteration 35Q (1310.597926 sec): 3 clusters Score: Raw -1177517.766516 + Penalty 934.146761 = -1176583.619754 nChanged 106 SP:Iteration 36Q (1310.670015 sec): 3 clusters Score: Raw -1177532.067203 + Penalty 934.146761 = -1176597.920441 nChanged 102 SP:Iteration 37Q (1310.739672 sec): 3 clusters Score: Raw -1177546.092011 + Penalty 934.146761 = -1176611.945250 nChanged 111 SP:Iteration 38Q (1310.807042 sec): 3 clusters Score: Raw -1177561.930661 + Penalty 934.146761 = -1176627.783900 nChanged 110 SP:Iteration 39Q (1310.876718 sec): 3 clusters Score: Raw -1177578.868717 + Penalty 934.146761 = -1176644.721956 nChanged 107 SP:Iteration 40F (1310.951929 sec): 3 clusters Score: Raw -1177594.889764 + Penalty 934.146761 = -1176660.743003 nChanged 114 SP:Iteration 41Q (1311.029281 sec): 3 clusters Score: Raw -1177615.477774 + Penalty 934.146761 = -1176681.331013 nChanged 119 SP:Iteration 42Q (1311.101188 sec): 3 clusters Score: Raw -1177639.888636 + Penalty 934.146761 = -1176705.741875 nChanged 113 SP:Iteration 43Q (1311.178670 sec): 3 clusters Score: Raw -1177662.656663 + Penalty 934.146761 = -1176728.509902 nChanged 124 SP:Iteration 44Q (1311.237406 sec): 3 clusters Score: Raw -1177687.673005 + Penalty 934.146761 = -1176753.526244 nChanged 120 SP:Iteration 45Q (1311.310565 sec): 3 clusters Score: Raw -1177712.315594 + Penalty 934.146761 = -1176778.168833 nChanged 114 SP:Iteration 46Q (1311.385391 sec): 3 clusters Score: Raw -1177734.612976 + Penalty 934.146761 = -1176800.466215 nChanged 122 SP:Iteration 47Q (1311.452002 sec): 3 clusters Score: Raw -1177761.069633 + Penalty 934.146761 = -1176826.922872 nChanged 118 SP:Iteration 48Q (1311.520640 sec): 3 clusters Score: Raw -1177790.057823 + Penalty 934.146761 = -1176855.911062 nChanged 113 SP:Iteration 49Q (1311.596320 sec): 3 clusters Score: Raw -1177815.152717 + Penalty 934.146761 = -1176881.005956 nChanged 104 SP:Iteration 50Q (1311.666421 sec): 3 clusters Score: Raw -1177835.512082 + Penalty 934.146761 = -1176901.365321 nChanged 99 SP:Iteration 51Q (1311.735049 sec): 3 clusters Score: Raw -1177854.857067 + Penalty 934.146761 = -1176920.710306 nChanged 93 SP:Iteration 52Q (1311.798784 sec): 3 clusters Score: Raw -1177872.896524 + Penalty 934.146761 = -1176938.749763 nChanged 90 SP:Iteration 53Q (1311.869088 sec): 3 clusters Score: Raw -1177890.854596 + Penalty 934.146761 = -1176956.707835 nChanged 86 SP:Iteration 54Q (1311.947553 sec): 3 clusters Score: Raw -1177906.290531 + Penalty 934.146761 = -1176972.143770 nChanged 84 SP:Iteration 55Q (1312.025055 sec): 3 clusters Score: Raw -1177922.139938 + Penalty 934.146761 = -1176987.993177 nChanged 88 SP:Iteration 56Q (1312.094335 sec): 3 clusters Score: Raw -1177941.162543 + Penalty 934.146761 = -1177007.015782 nChanged 92 SP:Iteration 57Q (1312.159881 sec): 3 clusters Score: Raw -1177961.658731 + Penalty 934.146761 = -1177027.511970 nChanged 86 SP:Iteration 58Q (1312.228079 sec): 3 clusters Score: Raw -1177981.452820 + Penalty 934.146761 = -1177047.306059 nChanged 90 SP:Iteration 59Q (1312.294950 sec): 3 clusters Score: Raw -1178005.474207 + Penalty 934.146761 = -1177071.327446 nChanged 114 SP:Iteration 60F (1312.364573 sec): 3 clusters Score: Raw -1178039.198051 + Penalty 934.146761 = -1177105.051290 nChanged 109 SP:Iteration 61Q (1312.434466 sec): 3 clusters Score: Raw -1178072.546592 + Penalty 934.146761 = -1177138.399831 nChanged 94 SP:Iteration 62Q (1312.500146 sec): 3 clusters Score: Raw -1178098.907051 + Penalty 934.146761 = -1177164.760290 nChanged 75 SP:Iteration 63Q (1312.569511 sec): 3 clusters Score: Raw -1178117.699785 + Penalty 934.146761 = -1177183.553024 nChanged 67 SP:Iteration 64Q (1312.628888 sec): 3 clusters Score: Raw -1178134.436691 + Penalty 934.146761 = -1177200.289930 nChanged 60 SP:Iteration 65Q (1312.703522 sec): 3 clusters Score: Raw -1178149.127613 + Penalty 934.146761 = -1177214.980851 nChanged 60 SP:Iteration 66Q (1312.767184 sec): 3 clusters Score: Raw -1178163.657466 + Penalty 934.146761 = -1177229.510705 nChanged 51 SP:Iteration 67Q (1312.825161 sec): 3 clusters Score: Raw -1178177.117545 + Penalty 934.146761 = -1177242.970784 nChanged 56 SP:Iteration 68Q (1312.895614 sec): 3 clusters Score: Raw -1178190.733027 + Penalty 934.146761 = -1177256.586266 nChanged 39 SP:Iteration 69Q (1312.961398 sec): 3 clusters Score: Raw -1178197.643119 + Penalty 934.146761 = -1177263.496357 nChanged 26 SP:Iteration 70Q (1313.038795 sec): 3 clusters Score: Raw -1178202.743038 + Penalty 934.146761 = -1177268.596277 nChanged 32 SP:Iteration 71Q (1313.106132 sec): 3 clusters Score: Raw -1178211.330880 + Penalty 934.146761 = -1177277.184119 nChanged 32 SP:Iteration 72Q (1313.174180 sec): 3 clusters Score: Raw -1178218.852074 + Penalty 934.146761 = -1177284.705313 nChanged 27 SP:Iteration 73Q (1313.245945 sec): 3 clusters Score: Raw -1178227.448660 + Penalty 934.146761 = -1177293.301899 nChanged 28 SP:Iteration 74Q (1313.313541 sec): 3 clusters Score: Raw -1178237.068259 + Penalty 934.146761 = -1177302.921498 nChanged 25 SP:Iteration 75Q (1313.383065 sec): 3 clusters Score: Raw -1178243.092309 + Penalty 934.146761 = -1177308.945548 nChanged 28 SP:Iteration 76Q (1313.451550 sec): 3 clusters Score: Raw -1178250.674097 + Penalty 934.146761 = -1177316.527336 nChanged 24 SP:Iteration 77Q (1313.520399 sec): 3 clusters Score: Raw -1178258.249054 + Penalty 934.146761 = -1177324.102293 nChanged 21 SP:Iteration 78Q (1313.588556 sec): 3 clusters Score: Raw -1178264.636683 + Penalty 934.146761 = -1177330.489922 nChanged 17 SP:Iteration 79Q (1313.653198 sec): 3 clusters Score: Raw -1178269.116747 + Penalty 934.146761 = -1177334.969986 nChanged 13 SP:Iteration 80F (1313.720260 sec): 3 clusters Score: Raw -1178271.893292 + Penalty 934.146761 = -1177337.746531 nChanged 16 SP:Iteration 81Q (1313.790992 sec): 3 clusters Score: Raw -1178274.770926 + Penalty 934.146761 = -1177340.624165 nChanged 16 SP:Iteration 82Q (1313.846815 sec): 3 clusters Score: Raw -1178277.719992 + Penalty 934.146761 = -1177343.573231 nChanged 11 SP:Iteration 83Q (1313.908548 sec): 3 clusters Score: Raw -1178282.607955 + Penalty 934.146761 = -1177348.461194 nChanged 14 SP:Iteration 84Q (1313.979472 sec): 3 clusters Score: Raw -1178286.469628 + Penalty 934.146761 = -1177352.322867 nChanged 12 SP:Iteration 85Q (1314.046059 sec): 3 clusters Score: Raw -1178288.800559 + Penalty 934.146761 = -1177354.653798 nChanged 9 SP:Iteration 86Q (1314.115318 sec): 3 clusters Score: Raw -1178290.364809 + Penalty 934.146761 = -1177356.218048 nChanged 7 SP:Iteration 87Q (1314.179456 sec): 3 clusters Score: Raw -1178291.412907 + Penalty 934.146761 = -1177357.266146 nChanged 5 SP:Iteration 88Q (1314.251152 sec): 3 clusters Score: Raw -1178292.277780 + Penalty 934.146761 = -1177358.131019 nChanged 3 SP:Iteration 89Q (1314.315786 sec): 3 clusters Score: Raw -1178292.748708 + Penalty 934.146761 = -1177358.601947 nChanged 1 SP:Iteration 90Q (1314.391001 sec): 3 clusters Score: Raw -1178293.235452 + Penalty 934.146761 = -1177359.088691 nChanged 3 SP:Iteration 91Q (1314.451048 sec): 3 clusters Score: Raw -1178293.848944 + Penalty 934.146761 = -1177359.702183 nChanged 3 SP:Iteration 92Q (1314.515836 sec): 3 clusters Score: Raw -1178294.584819 + Penalty 934.146761 = -1177360.438058 nChanged 3 SP:Iteration 93Q (1314.583941 sec): 3 clusters Score: Raw -1178295.397136 + Penalty 934.146761 = -1177361.250375 nChanged 4 SP:Iteration 94Q (1314.657026 sec): 3 clusters Score: Raw -1178296.061624 + Penalty 934.146761 = -1177361.914863 nChanged 2 SP:Iteration 95Q (1314.725026 sec): 3 clusters Score: Raw -1178296.351721 + Penalty 934.146761 = -1177362.204960 nChanged 2 SP:Iteration 96Q (1314.791473 sec): 3 clusters Score: Raw -1178296.613692 + Penalty 934.146761 = -1177362.466931 nChanged 3 SP:Iteration 97Q (1314.851121 sec): 3 clusters Score: Raw -1178296.820204 + Penalty 934.146761 = -1177362.673443 nChanged 0 SP:Iteration 98F (1314.928706 sec): 3 clusters Score: Raw -1178296.820204 + Penalty 934.146761 = -1177362.673443 nChanged 0 Trying to split cluster 4 (1037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1314.958778 sec): 2 clusters Score: Raw -35279.236575 + Penalty 315.955968 = -34963.280607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1315.001709 sec): 3 clusters Score: Raw -34782.679829 + Penalty 631.911936 = -34150.767893 nChanged 418 SP:Iteration 1F (1315.043993 sec): 3 clusters Score: Raw -35123.072823 + Penalty 631.911936 = -34491.160887 nChanged 84 SP:Iteration 2F (1315.087660 sec): 3 clusters Score: Raw -35209.606332 + Penalty 631.911936 = -34577.694396 nChanged 77 SP:Iteration 3F (1315.120775 sec): 3 clusters Score: Raw -35281.476195 + Penalty 631.911936 = -34649.564259 nChanged 75 SP:Iteration 4F (1315.164932 sec): 3 clusters Score: Raw -35353.540415 + Penalty 631.911936 = -34721.628479 nChanged 55 SP:Iteration 5F (1315.204793 sec): 3 clusters Score: Raw -35414.247815 + Penalty 631.911936 = -34782.335879 nChanged 42 SP:Iteration 6Q (1315.252194 sec): 3 clusters Score: Raw -35461.852711 + Penalty 631.911936 = -34829.940775 nChanged 24 SP:Iteration 7Q (1315.294663 sec): 3 clusters Score: Raw -35496.762041 + Penalty 631.911936 = -34864.850105 nChanged 17 SP:Iteration 8Q (1315.343419 sec): 3 clusters Score: Raw -35510.682627 + Penalty 631.911936 = -34878.770691 nChanged 22 SP:Iteration 9Q (1315.387408 sec): 3 clusters Score: Raw -35524.914875 + Penalty 631.911936 = -34893.002939 nChanged 20 SP:Iteration 10Q (1315.432837 sec): 3 clusters Score: Raw -35541.817128 + Penalty 631.911936 = -34909.905192 nChanged 15 SP:Iteration 11Q (1315.483277 sec): 3 clusters Score: Raw -35550.977754 + Penalty 631.911936 = -34919.065818 nChanged 10 SP:Iteration 12Q (1315.526973 sec): 3 clusters Score: Raw -35554.980652 + Penalty 631.911936 = -34923.068716 nChanged 7 SP:Iteration 13Q (1315.579981 sec): 3 clusters Score: Raw -35558.814757 + Penalty 631.911936 = -34926.902821 nChanged 6 SP:Iteration 14Q (1315.623559 sec): 3 clusters Score: Raw -35560.186303 + Penalty 631.911936 = -34928.274367 nChanged 3 SP:Iteration 15Q (1315.658277 sec): 3 clusters Score: Raw -35561.050150 + Penalty 631.911936 = -34929.138214 nChanged 3 SP:Iteration 16Q (1315.701285 sec): 3 clusters Score: Raw -35561.962269 + Penalty 631.911936 = -34930.050334 nChanged 3 SP:Iteration 17Q (1315.751696 sec): 3 clusters Score: Raw -35563.677684 + Penalty 631.911936 = -34931.765748 nChanged 4 SP:Iteration 18Q (1315.808738 sec): 3 clusters Score: Raw -35564.882913 + Penalty 631.911936 = -34932.970977 nChanged 5 SP:Iteration 19Q (1315.855968 sec): 3 clusters Score: Raw -35566.207642 + Penalty 631.911936 = -34934.295706 nChanged 3 SP:Iteration 20F (1315.895841 sec): 3 clusters Score: Raw -35566.988638 + Penalty 631.911936 = -34935.076702 nChanged 1 SP:Iteration 21Q (1315.946328 sec): 3 clusters Score: Raw -35567.092270 + Penalty 631.911936 = -34935.180334 nChanged 0 SP:Iteration 22F (1315.988079 sec): 3 clusters Score: Raw -35567.092270 + Penalty 631.911936 = -34935.180334 nChanged 0 Trying to split cluster 5 (1832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1316.014859 sec): 2 clusters Score: Raw -69742.323244 + Penalty 341.848941 = -69400.474303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1316.063849 sec): 3 clusters Score: Raw -68762.201544 + Penalty 683.697883 = -68078.503661 nChanged 809 SP:Iteration 1F (1316.108471 sec): 3 clusters Score: Raw -69183.314594 + Penalty 683.697883 = -68499.616711 nChanged 132 SP:Iteration 2F (1316.158539 sec): 3 clusters Score: Raw -69257.796367 + Penalty 683.697883 = -68574.098484 nChanged 114 SP:Iteration 3F (1316.217902 sec): 3 clusters Score: Raw -69327.071714 + Penalty 683.697883 = -68643.373831 nChanged 89 SP:Iteration 4Q (1316.266019 sec): 3 clusters Score: Raw -69386.153440 + Penalty 683.697883 = -68702.455557 nChanged 97 SP:Iteration 5F (1316.301382 sec): 3 clusters Score: Raw -69455.811617 + Penalty 683.697883 = -68772.113734 nChanged 96 SP:Iteration 6F (1316.361646 sec): 3 clusters Score: Raw -69537.548864 + Penalty 683.697883 = -68853.850981 nChanged 102 SP:Iteration 7F (1316.399921 sec): 3 clusters Score: Raw -69621.300751 + Penalty 683.697883 = -68937.602868 nChanged 76 SP:Iteration 8Q (1316.449635 sec): 3 clusters Score: Raw -69669.851411 + Penalty 683.697883 = -68986.153529 nChanged 51 SP:Iteration 9Q (1316.494397 sec): 3 clusters Score: Raw -69695.911138 + Penalty 683.697883 = -69012.213255 nChanged 37 SP:Iteration 10Q (1316.548173 sec): 3 clusters Score: Raw -69713.178840 + Penalty 683.697883 = -69029.480958 nChanged 29 SP:Iteration 11Q (1316.593697 sec): 3 clusters Score: Raw -69723.995395 + Penalty 683.697883 = -69040.297512 nChanged 28 SP:Iteration 12Q (1316.628161 sec): 3 clusters Score: Raw -69736.970305 + Penalty 683.697883 = -69053.272422 nChanged 29 SP:Iteration 13Q (1316.681143 sec): 3 clusters Score: Raw -69746.303330 + Penalty 683.697883 = -69062.605447 nChanged 12 SP:Iteration 14Q (1316.720600 sec): 3 clusters Score: Raw -69748.828933 + Penalty 683.697883 = -69065.131051 nChanged 8 SP:Iteration 15Q (1316.777522 sec): 3 clusters Score: Raw -69750.006213 + Penalty 683.697883 = -69066.308331 nChanged 4 SP:Iteration 16Q (1316.816118 sec): 3 clusters Score: Raw -69750.599197 + Penalty 683.697883 = -69066.901315 nChanged 3 SP:Iteration 17Q (1316.869192 sec): 3 clusters Score: Raw -69751.376447 + Penalty 683.697883 = -69067.678565 nChanged 2 SP:Iteration 18Q (1316.918351 sec): 3 clusters Score: Raw -69751.538604 + Penalty 683.697883 = -69067.840721 nChanged 1 SP:Iteration 19Q (1316.960102 sec): 3 clusters Score: Raw -69751.558437 + Penalty 683.697883 = -69067.860554 nChanged 0 SP:Iteration 20F (1317.015948 sec): 3 clusters Score: Raw -69751.558437 + Penalty 683.697883 = -69067.860554 nChanged 0 Trying to split cluster 6 (1830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1317.037621 sec): 2 clusters Score: Raw -69130.400017 + Penalty 341.799242 = -68788.600775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1317.087152 sec): 3 clusters Score: Raw -68136.789792 + Penalty 683.598483 = -67453.191308 nChanged 770 SP:Iteration 1F (1317.126257 sec): 3 clusters Score: Raw -68584.999540 + Penalty 683.598483 = -67901.401057 nChanged 160 SP:Iteration 2F (1317.176113 sec): 3 clusters Score: Raw -68702.837469 + Penalty 683.598483 = -68019.238986 nChanged 127 SP:Iteration 3F (1317.221088 sec): 3 clusters Score: Raw -68790.382139 + Penalty 683.598483 = -68106.783656 nChanged 98 SP:Iteration 4F (1317.258441 sec): 3 clusters Score: Raw -68859.283240 + Penalty 683.598483 = -68175.684757 nChanged 88 SP:Iteration 5Q (1317.307088 sec): 3 clusters Score: Raw -68914.626274 + Penalty 683.598483 = -68231.027790 nChanged 77 SP:Iteration 6Q (1317.360148 sec): 3 clusters Score: Raw -68961.108782 + Penalty 683.598483 = -68277.510299 nChanged 73 SP:Iteration 7Q (1317.405099 sec): 3 clusters Score: Raw -69009.395233 + Penalty 683.598483 = -68325.796750 nChanged 68 SP:Iteration 8Q (1317.447273 sec): 3 clusters Score: Raw -69047.550092 + Penalty 683.598483 = -68363.951609 nChanged 47 SP:Iteration 9Q (1317.489147 sec): 3 clusters Score: Raw -69071.544375 + Penalty 683.598483 = -68387.945892 nChanged 42 SP:Iteration 10Q (1317.539491 sec): 3 clusters Score: Raw -69086.917368 + Penalty 683.598483 = -68403.318884 nChanged 21 SP:Iteration 11Q (1317.590213 sec): 3 clusters Score: Raw -69097.227378 + Penalty 683.598483 = -68413.628895 nChanged 15 SP:Iteration 12Q (1317.639604 sec): 3 clusters Score: Raw -69102.623849 + Penalty 683.598483 = -68419.025365 nChanged 13 SP:Iteration 13Q (1317.682599 sec): 3 clusters Score: Raw -69107.771709 + Penalty 683.598483 = -68424.173225 nChanged 10 SP:Iteration 14Q (1317.729933 sec): 3 clusters Score: Raw -69110.759768 + Penalty 683.598483 = -68427.161284 nChanged 8 SP:Iteration 15Q (1317.767319 sec): 3 clusters Score: Raw -69112.515277 + Penalty 683.598483 = -68428.916793 nChanged 4 SP:Iteration 16Q (1317.822147 sec): 3 clusters Score: Raw -69113.859928 + Penalty 683.598483 = -68430.261445 nChanged 4 SP:Iteration 17Q (1317.859821 sec): 3 clusters Score: Raw -69114.780593 + Penalty 683.598483 = -68431.182109 nChanged 2 SP:Iteration 18Q (1317.904407 sec): 3 clusters Score: Raw -69115.008666 + Penalty 683.598483 = -68431.410182 nChanged 0 SP:Iteration 19F (1317.948604 sec): 3 clusters Score: Raw -69115.008666 + Penalty 683.598483 = -68431.410182 nChanged 0 Trying to split cluster 7 (838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1317.980068 sec): 2 clusters Score: Raw -31755.802995 + Penalty 306.261324 = -31449.541671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1318.015652 sec): 3 clusters Score: Raw -31355.115772 + Penalty 612.522647 = -30742.593124 nChanged 341 SP:Iteration 1F (1318.076339 sec): 3 clusters Score: Raw -31571.997846 + Penalty 612.522647 = -30959.475199 nChanged 69 SP:Iteration 2F (1318.115682 sec): 3 clusters Score: Raw -31615.651499 + Penalty 612.522647 = -31003.128852 nChanged 56 SP:Iteration 3F (1318.168732 sec): 3 clusters Score: Raw -31662.054214 + Penalty 612.522647 = -31049.531567 nChanged 45 SP:Iteration 4F (1318.209540 sec): 3 clusters Score: Raw -31694.454784 + Penalty 612.522647 = -31081.932137 nChanged 36 SP:Iteration 5Q (1318.255860 sec): 3 clusters Score: Raw -31717.936483 + Penalty 612.522647 = -31105.413836 nChanged 27 SP:Iteration 6Q (1318.300603 sec): 3 clusters Score: Raw -31737.354628 + Penalty 612.522647 = -31124.831981 nChanged 23 SP:Iteration 7Q (1318.351390 sec): 3 clusters Score: Raw -31756.849593 + Penalty 612.522647 = -31144.326946 nChanged 23 SP:Iteration 8Q (1318.400548 sec): 3 clusters Score: Raw -31774.276040 + Penalty 612.522647 = -31161.753393 nChanged 27 SP:Iteration 9Q (1318.440527 sec): 3 clusters Score: Raw -31789.095038 + Penalty 612.522647 = -31176.572391 nChanged 19 SP:Iteration 10Q (1318.489753 sec): 3 clusters Score: Raw -31797.591668 + Penalty 612.522647 = -31185.069021 nChanged 9 SP:Iteration 11Q (1318.533839 sec): 3 clusters Score: Raw -31800.879736 + Penalty 612.522647 = -31188.357089 nChanged 6 SP:Iteration 12Q (1318.582196 sec): 3 clusters Score: Raw -31804.973391 + Penalty 612.522647 = -31192.450744 nChanged 12 SP:Iteration 13Q (1318.634154 sec): 3 clusters Score: Raw -31809.524791 + Penalty 612.522647 = -31197.002144 nChanged 11 SP:Iteration 14Q (1318.685302 sec): 3 clusters Score: Raw -31814.030032 + Penalty 612.522647 = -31201.507385 nChanged 9 SP:Iteration 15Q (1318.719469 sec): 3 clusters Score: Raw -31817.794884 + Penalty 612.522647 = -31205.272237 nChanged 7 SP:Iteration 16Q (1318.769200 sec): 3 clusters Score: Raw -31819.836269 + Penalty 612.522647 = -31207.313622 nChanged 6 SP:Iteration 17Q (1318.819673 sec): 3 clusters Score: Raw -31825.177782 + Penalty 612.522647 = -31212.655135 nChanged 5 SP:Iteration 18Q (1318.871125 sec): 3 clusters Score: Raw -31827.789987 + Penalty 612.522647 = -31215.267340 nChanged 4 SP:Iteration 19Q (1318.923555 sec): 3 clusters Score: Raw -31830.142939 + Penalty 612.522647 = -31217.620292 nChanged 4 SP:Iteration 20F (1318.977204 sec): 3 clusters Score: Raw -31831.257315 + Penalty 612.522647 = -31218.734668 nChanged 2 SP:Iteration 21Q (1319.013365 sec): 3 clusters Score: Raw -31831.931258 + Penalty 612.522647 = -31219.408611 nChanged 1 SP:Iteration 22Q (1319.070348 sec): 3 clusters Score: Raw -31832.208054 + Penalty 612.522647 = -31219.685407 nChanged 0 SP:Iteration 23F (1319.109804 sec): 3 clusters Score: Raw -31832.208054 + Penalty 612.522647 = -31219.685407 nChanged 0 Trying to split cluster 8 (3536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1319.141406 sec): 2 clusters Score: Raw -143978.237066 + Penalty 371.769190 = -143606.467876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1319.186742 sec): 3 clusters Score: Raw -141915.084086 + Penalty 743.538380 = -141171.545707 nChanged 1574 SP:Iteration 1F (1319.235493 sec): 3 clusters Score: Raw -142873.525435 + Penalty 743.538380 = -142129.987055 nChanged 303 SP:Iteration 2F (1319.271707 sec): 3 clusters Score: Raw -143092.372340 + Penalty 743.538380 = -142348.833961 nChanged 277 SP:Iteration 3F (1319.323814 sec): 3 clusters Score: Raw -143324.276174 + Penalty 743.538380 = -142580.737795 nChanged 270 SP:Iteration 4F (1319.372288 sec): 3 clusters Score: Raw -143561.601593 + Penalty 743.538380 = -142818.063213 nChanged 214 SP:Iteration 5F (1319.418685 sec): 3 clusters Score: Raw -143731.842286 + Penalty 743.538380 = -142988.303906 nChanged 160 SP:Iteration 6Q (1319.469162 sec): 3 clusters Score: Raw -143852.422302 + Penalty 743.538380 = -143108.883923 nChanged 108 SP:Iteration 7Q (1319.517796 sec): 3 clusters Score: Raw -143938.134130 + Penalty 743.538380 = -143194.595751 nChanged 91 SP:Iteration 8Q (1319.570764 sec): 3 clusters Score: Raw -144013.493300 + Penalty 743.538380 = -143269.954921 nChanged 69 SP:Iteration 9Q (1319.627229 sec): 3 clusters Score: Raw -144080.959919 + Penalty 743.538380 = -143337.421539 nChanged 52 SP:Iteration 10Q (1319.680846 sec): 3 clusters Score: Raw -144124.600951 + Penalty 743.538380 = -143381.062571 nChanged 30 SP:Iteration 11Q (1319.731880 sec): 3 clusters Score: Raw -144137.409452 + Penalty 743.538380 = -143393.871072 nChanged 22 SP:Iteration 12Q (1319.785509 sec): 3 clusters Score: Raw -144147.532858 + Penalty 743.538380 = -143403.994478 nChanged 28 SP:Iteration 13Q (1319.830618 sec): 3 clusters Score: Raw -144160.676994 + Penalty 743.538380 = -143417.138614 nChanged 27 SP:Iteration 14Q (1319.880800 sec): 3 clusters Score: Raw -144170.258387 + Penalty 743.538380 = -143426.720007 nChanged 19 SP:Iteration 15Q (1319.931881 sec): 3 clusters Score: Raw -144176.319360 + Penalty 743.538380 = -143432.780981 nChanged 9 SP:Iteration 16Q (1319.976613 sec): 3 clusters Score: Raw -144177.977039 + Penalty 743.538380 = -143434.438659 nChanged 7 SP:Iteration 17Q (1320.033096 sec): 3 clusters Score: Raw -144179.881460 + Penalty 743.538380 = -143436.343080 nChanged 6 SP:Iteration 18Q (1320.075249 sec): 3 clusters Score: Raw -144180.771630 + Penalty 743.538380 = -143437.233250 nChanged 6 SP:Iteration 19Q (1320.131229 sec): 3 clusters Score: Raw -144182.354909 + Penalty 743.538380 = -143438.816529 nChanged 7 SP:Iteration 20F (1320.176708 sec): 3 clusters Score: Raw -144184.095738 + Penalty 743.538380 = -143440.557359 nChanged 5 SP:Iteration 21Q (1320.228400 sec): 3 clusters Score: Raw -144185.171031 + Penalty 743.538380 = -143441.632651 nChanged 1 SP:Iteration 22Q (1320.284009 sec): 3 clusters Score: Raw -144185.253434 + Penalty 743.538380 = -143441.715055 nChanged 1 SP:Iteration 23Q (1320.334552 sec): 3 clusters Score: Raw -144185.401226 + Penalty 743.538380 = -143441.862846 nChanged 0 SP:Iteration 24F (1320.376243 sec): 3 clusters Score: Raw -144185.401226 + Penalty 743.538380 = -143441.862846 nChanged 0 Trying to split cluster 9 (7798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1320.409521 sec): 2 clusters Score: Raw -313052.561974 + Penalty 407.753827 = -312644.808147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1320.466898 sec): 3 clusters Score: Raw -308318.588851 + Penalty 815.507654 = -307503.081197 nChanged 3554 SP:Iteration 1F (1320.515058 sec): 3 clusters Score: Raw -310457.118884 + Penalty 815.507654 = -309641.611230 nChanged 490 SP:Iteration 2F (1320.568676 sec): 3 clusters Score: Raw -310728.676687 + Penalty 815.507654 = -309913.169033 nChanged 455 SP:Iteration 3F (1320.620913 sec): 3 clusters Score: Raw -311017.370755 + Penalty 815.507654 = -310201.863101 nChanged 437 SP:Iteration 4F (1320.675899 sec): 3 clusters Score: Raw -311300.374765 + Penalty 815.507654 = -310484.867111 nChanged 403 SP:Iteration 5F (1320.724585 sec): 3 clusters Score: Raw -311605.282939 + Penalty 815.507654 = -310789.775285 nChanged 382 SP:Iteration 6Q (1320.777845 sec): 3 clusters Score: Raw -311885.460663 + Penalty 815.507654 = -311069.953009 nChanged 302 SP:Iteration 7Q (1320.840508 sec): 3 clusters Score: Raw -312049.547885 + Penalty 815.507654 = -311234.040231 nChanged 214 SP:Iteration 8Q (1320.894434 sec): 3 clusters Score: Raw -312152.535527 + Penalty 815.507654 = -311337.027873 nChanged 159 SP:Iteration 9Q (1320.948861 sec): 3 clusters Score: Raw -312219.297185 + Penalty 815.507654 = -311403.789532 nChanged 124 SP:Iteration 10Q (1321.002917 sec): 3 clusters Score: Raw -312275.595775 + Penalty 815.507654 = -311460.088122 nChanged 111 SP:Iteration 11Q (1321.051649 sec): 3 clusters Score: Raw -312316.231299 + Penalty 815.507654 = -311500.723645 nChanged 112 SP:Iteration 12Q (1321.098274 sec): 3 clusters Score: Raw -312356.790609 + Penalty 815.507654 = -311541.282956 nChanged 101 SP:Iteration 13Q (1321.151551 sec): 3 clusters Score: Raw -312394.414059 + Penalty 815.507654 = -311578.906405 nChanged 105 SP:Iteration 14Q (1321.207792 sec): 3 clusters Score: Raw -312428.855706 + Penalty 815.507654 = -311613.348053 nChanged 91 SP:Iteration 15Q (1321.266366 sec): 3 clusters Score: Raw -312457.712039 + Penalty 815.507654 = -311642.204385 nChanged 76 SP:Iteration 16Q (1321.313496 sec): 3 clusters Score: Raw -312484.470664 + Penalty 815.507654 = -311668.963011 nChanged 81 SP:Iteration 17Q (1321.371080 sec): 3 clusters Score: Raw -312515.196489 + Penalty 815.507654 = -311699.688835 nChanged 92 SP:Iteration 18Q (1321.424485 sec): 3 clusters Score: Raw -312556.858301 + Penalty 815.507654 = -311741.350647 nChanged 96 SP:Iteration 19Q (1321.469117 sec): 3 clusters Score: Raw -312597.240068 + Penalty 815.507654 = -311781.732414 nChanged 90 SP:Iteration 20F (1321.523529 sec): 3 clusters Score: Raw -312629.034932 + Penalty 815.507654 = -311813.527278 nChanged 89 SP:Iteration 21Q (1321.575520 sec): 3 clusters Score: Raw -312661.909361 + Penalty 815.507654 = -311846.401707 nChanged 86 SP:Iteration 22Q (1321.630368 sec): 3 clusters Score: Raw -312692.366100 + Penalty 815.507654 = -311876.858446 nChanged 80 SP:Iteration 23Q (1321.683599 sec): 3 clusters Score: Raw -312720.687581 + Penalty 815.507654 = -311905.179927 nChanged 79 SP:Iteration 24Q (1321.726647 sec): 3 clusters Score: Raw -312749.391626 + Penalty 815.507654 = -311933.883972 nChanged 80 SP:Iteration 25Q (1321.781797 sec): 3 clusters Score: Raw -312782.803737 + Penalty 815.507654 = -311967.296083 nChanged 83 SP:Iteration 26Q (1321.833607 sec): 3 clusters Score: Raw -312819.142527 + Penalty 815.507654 = -312003.634873 nChanged 84 SP:Iteration 27Q (1321.892594 sec): 3 clusters Score: Raw -312861.761599 + Penalty 815.507654 = -312046.253945 nChanged 78 SP:Iteration 28Q (1321.942890 sec): 3 clusters Score: Raw -312901.700349 + Penalty 815.507654 = -312086.192695 nChanged 75 SP:Iteration 29Q (1321.993092 sec): 3 clusters Score: Raw -312942.021387 + Penalty 815.507654 = -312126.513733 nChanged 59 SP:Iteration 30Q (1322.049979 sec): 3 clusters Score: Raw -312970.040315 + Penalty 815.507654 = -312154.532661 nChanged 48 SP:Iteration 31Q (1322.091791 sec): 3 clusters Score: Raw -312999.514521 + Penalty 815.507654 = -312184.006868 nChanged 59 SP:Iteration 32Q (1322.150663 sec): 3 clusters Score: Raw -313035.693178 + Penalty 815.507654 = -312220.185524 nChanged 35 SP:Iteration 33Q (1322.190859 sec): 3 clusters Score: Raw -313052.437120 + Penalty 815.507654 = -312236.929466 nChanged 28 SP:Iteration 34Q (1322.250118 sec): 3 clusters Score: Raw -313066.451637 + Penalty 815.507654 = -312250.943984 nChanged 25 SP:Iteration 35Q (1322.297298 sec): 3 clusters Score: Raw -313084.612068 + Penalty 815.507654 = -312269.104414 nChanged 22 SP:Iteration 36Q (1322.340745 sec): 3 clusters Score: Raw -313097.922821 + Penalty 815.507654 = -312282.415167 nChanged 15 SP:Iteration 37Q (1322.399346 sec): 3 clusters Score: Raw -313106.969024 + Penalty 815.507654 = -312291.461370 nChanged 15 SP:Iteration 38Q (1322.451425 sec): 3 clusters Score: Raw -313115.869215 + Penalty 815.507654 = -312300.361561 nChanged 9 SP:Iteration 39Q (1322.497917 sec): 3 clusters Score: Raw -313121.036638 + Penalty 815.507654 = -312305.528984 nChanged 4 SP:Iteration 40F (1322.561300 sec): 3 clusters Score: Raw -313123.806926 + Penalty 815.507654 = -312308.299273 nChanged 6 SP:Iteration 41Q (1322.610931 sec): 3 clusters Score: Raw -313125.972351 + Penalty 815.507654 = -312310.464697 nChanged 3 SP:Iteration 42Q (1322.659727 sec): 3 clusters Score: Raw -313126.761322 + Penalty 815.507654 = -312311.253668 nChanged 1 SP:Iteration 43Q (1322.721401 sec): 3 clusters Score: Raw -313127.260764 + Penalty 815.507654 = -312311.753110 nChanged 2 SP:Iteration 44Q (1322.777193 sec): 3 clusters Score: Raw -313128.088291 + Penalty 815.507654 = -312312.580637 nChanged 1 SP:Iteration 45Q (1322.820964 sec): 3 clusters Score: Raw -313128.259886 + Penalty 815.507654 = -312312.752232 nChanged 1 SP:Iteration 46Q (1322.868554 sec): 3 clusters Score: Raw -313128.407695 + Penalty 815.507654 = -312312.900041 nChanged 0 SP:Iteration 47F (1322.918680 sec): 3 clusters Score: Raw -313128.407695 + Penalty 815.507654 = -312312.900041 nChanged 0 Trying to split cluster 10 (1666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1322.944317 sec): 2 clusters Score: Raw -64751.552722 + Penalty 337.527227 = -64414.025494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1322.992962 sec): 3 clusters Score: Raw -63866.763107 + Penalty 675.054455 = -63191.708652 nChanged 677 SP:Iteration 1F (1323.043924 sec): 3 clusters Score: Raw -64255.703049 + Penalty 675.054455 = -63580.648594 nChanged 116 SP:Iteration 2F (1323.087467 sec): 3 clusters Score: Raw -64340.899453 + Penalty 675.054455 = -63665.844998 nChanged 107 SP:Iteration 3F (1323.138587 sec): 3 clusters Score: Raw -64438.341749 + Penalty 675.054455 = -63763.287294 nChanged 98 SP:Iteration 4F (1323.183229 sec): 3 clusters Score: Raw -64542.906435 + Penalty 675.054455 = -63867.851980 nChanged 84 SP:Iteration 5F (1323.237075 sec): 3 clusters Score: Raw -64619.351611 + Penalty 675.054455 = -63944.297156 nChanged 77 SP:Iteration 6Q (1323.281948 sec): 3 clusters Score: Raw -64686.472975 + Penalty 675.054455 = -64011.418520 nChanged 56 SP:Iteration 7Q (1323.316786 sec): 3 clusters Score: Raw -64734.738006 + Penalty 675.054455 = -64059.683552 nChanged 38 SP:Iteration 8Q (1323.367757 sec): 3 clusters Score: Raw -64769.391471 + Penalty 675.054455 = -64094.337017 nChanged 23 SP:Iteration 9Q (1323.415473 sec): 3 clusters Score: Raw -64784.328092 + Penalty 675.054455 = -64109.273637 nChanged 20 SP:Iteration 10Q (1323.457744 sec): 3 clusters Score: Raw -64797.335328 + Penalty 675.054455 = -64122.280873 nChanged 13 SP:Iteration 11Q (1323.502537 sec): 3 clusters Score: Raw -64804.000798 + Penalty 675.054455 = -64128.946343 nChanged 6 SP:Iteration 12Q (1323.550840 sec): 3 clusters Score: Raw -64807.854249 + Penalty 675.054455 = -64132.799794 nChanged 7 SP:Iteration 13Q (1323.590958 sec): 3 clusters Score: Raw -64811.044722 + Penalty 675.054455 = -64135.990267 nChanged 3 SP:Iteration 14Q (1323.636440 sec): 3 clusters Score: Raw -64812.694887 + Penalty 675.054455 = -64137.640432 nChanged 4 SP:Iteration 15Q (1323.687375 sec): 3 clusters Score: Raw -64814.156193 + Penalty 675.054455 = -64139.101738 nChanged 2 SP:Iteration 16Q (1323.725602 sec): 3 clusters Score: Raw -64814.971875 + Penalty 675.054455 = -64139.917420 nChanged 1 SP:Iteration 17Q (1323.770595 sec): 3 clusters Score: Raw -64815.924540 + Penalty 675.054455 = -64140.870085 nChanged 3 SP:Iteration 18Q (1323.816180 sec): 3 clusters Score: Raw -64817.102677 + Penalty 675.054455 = -64142.048222 nChanged 3 SP:Iteration 19Q (1323.864227 sec): 3 clusters Score: Raw -64817.956701 + Penalty 675.054455 = -64142.902247 nChanged 0 SP:Iteration 20F (1323.900827 sec): 3 clusters Score: Raw -64817.956701 + Penalty 675.054455 = -64142.902247 nChanged 0 Trying to split cluster 11 (12966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1323.935657 sec): 2 clusters Score: Raw -530678.924741 + Penalty 430.888905 = -530248.035835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1324.001421 sec): 3 clusters Score: Raw -522482.290475 + Penalty 861.777810 = -521620.512665 nChanged 6079 SP:Iteration 1F (1324.057023 sec): 3 clusters Score: Raw -526033.451879 + Penalty 861.777810 = -525171.674069 nChanged 628 SP:Iteration 2Q (1324.106563 sec): 3 clusters Score: Raw -526278.253918 + Penalty 861.777810 = -525416.476108 nChanged 630 SP:Iteration 3Q (1324.175831 sec): 3 clusters Score: Raw -526535.782241 + Penalty 861.777810 = -525674.004431 nChanged 639 SP:Iteration 4Q (1324.231462 sec): 3 clusters Score: Raw -526839.216734 + Penalty 861.777810 = -525977.438923 nChanged 669 SP:Iteration 5F (1324.279811 sec): 3 clusters Score: Raw -527212.470072 + Penalty 861.777810 = -526350.692262 nChanged 683 SP:Iteration 6F (1324.336802 sec): 3 clusters Score: Raw -527669.858806 + Penalty 861.777810 = -526808.080996 nChanged 711 SP:Iteration 7F (1324.394781 sec): 3 clusters Score: Raw -528152.495606 + Penalty 861.777810 = -527290.717796 nChanged 675 SP:Iteration 8F (1324.446770 sec): 3 clusters Score: Raw -528581.393285 + Penalty 861.777810 = -527719.615475 nChanged 574 SP:Iteration 9Q (1324.515312 sec): 3 clusters Score: Raw -528942.942010 + Penalty 861.777810 = -528081.164200 nChanged 493 SP:Iteration 10Q (1324.573329 sec): 3 clusters Score: Raw -529228.965285 + Penalty 861.777810 = -528367.187475 nChanged 401 SP:Iteration 11Q (1324.629829 sec): 3 clusters Score: Raw -529445.049559 + Penalty 861.777810 = -528583.271749 nChanged 347 SP:Iteration 12Q (1324.684160 sec): 3 clusters Score: Raw -529652.526463 + Penalty 861.777810 = -528790.748653 nChanged 318 SP:Iteration 13Q (1324.737617 sec): 3 clusters Score: Raw -529858.367183 + Penalty 861.777810 = -528996.589373 nChanged 267 SP:Iteration 14Q (1324.805993 sec): 3 clusters Score: Raw -530030.834850 + Penalty 861.777810 = -529169.057040 nChanged 227 SP:Iteration 15Q (1324.865766 sec): 3 clusters Score: Raw -530173.084891 + Penalty 861.777810 = -529311.307081 nChanged 204 SP:Iteration 16Q (1324.924368 sec): 3 clusters Score: Raw -530311.129008 + Penalty 861.777810 = -529449.351198 nChanged 159 SP:Iteration 17Q (1324.979567 sec): 3 clusters Score: Raw -530421.661408 + Penalty 861.777810 = -529559.883598 nChanged 136 SP:Iteration 18Q (1325.027873 sec): 3 clusters Score: Raw -530506.423429 + Penalty 861.777810 = -529644.645619 nChanged 92 SP:Iteration 19Q (1325.097704 sec): 3 clusters Score: Raw -530570.246159 + Penalty 861.777810 = -529708.468349 nChanged 79 SP:Iteration 20F (1325.156397 sec): 3 clusters Score: Raw -530626.945463 + Penalty 861.777810 = -529765.167653 nChanged 48 SP:Iteration 21Q (1325.211789 sec): 3 clusters Score: Raw -530655.332175 + Penalty 861.777810 = -529793.554365 nChanged 39 SP:Iteration 22Q (1325.257589 sec): 3 clusters Score: Raw -530679.123737 + Penalty 861.777810 = -529817.345927 nChanged 33 SP:Iteration 23Q (1325.318443 sec): 3 clusters Score: Raw -530699.825030 + Penalty 861.777810 = -529838.047220 nChanged 18 SP:Iteration 24Q (1325.381558 sec): 3 clusters Score: Raw -530710.456651 + Penalty 861.777810 = -529848.678841 nChanged 12 SP:Iteration 25Q (1325.433074 sec): 3 clusters Score: Raw -530717.655826 + Penalty 861.777810 = -529855.878016 nChanged 7 SP:Iteration 26Q (1325.477731 sec): 3 clusters Score: Raw -530720.954257 + Penalty 861.777810 = -529859.176447 nChanged 6 SP:Iteration 27Q (1325.537292 sec): 3 clusters Score: Raw -530723.756006 + Penalty 861.777810 = -529861.978196 nChanged 7 SP:Iteration 28Q (1325.585186 sec): 3 clusters Score: Raw -530728.933724 + Penalty 861.777810 = -529867.155913 nChanged 4 SP:Iteration 29Q (1325.652699 sec): 3 clusters Score: Raw -530730.664271 + Penalty 861.777810 = -529868.886461 nChanged 2 SP:Iteration 30Q (1325.708723 sec): 3 clusters Score: Raw -530732.745741 + Penalty 861.777810 = -529870.967931 nChanged 4 SP:Iteration 31Q (1325.766131 sec): 3 clusters Score: Raw -530734.777055 + Penalty 861.777810 = -529872.999245 nChanged 3 SP:Iteration 32Q (1325.813084 sec): 3 clusters Score: Raw -530738.769705 + Penalty 861.777810 = -529876.991895 nChanged 5 SP:Iteration 33Q (1325.870015 sec): 3 clusters Score: Raw -530740.814742 + Penalty 861.777810 = -529879.036932 nChanged 2 SP:Iteration 34Q (1325.933870 sec): 3 clusters Score: Raw -530742.006385 + Penalty 861.777810 = -529880.228575 nChanged 2 SP:Iteration 35Q (1325.976836 sec): 3 clusters Score: Raw -530742.901981 + Penalty 861.777810 = -529881.124170 nChanged 1 SP:Iteration 36Q (1326.033765 sec): 3 clusters Score: Raw -530743.214965 + Penalty 861.777810 = -529881.437155 nChanged 0 SP:Iteration 37F (1326.097822 sec): 3 clusters Score: Raw -530743.214965 + Penalty 861.777810 = -529881.437155 nChanged 0 Trying to split cluster 12 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1326.123464 sec): 2 clusters Score: Raw -22246.972437 + Penalty 297.943969 = -21949.028468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1326.162024 sec): 3 clusters Score: Raw -21940.571547 + Penalty 595.887938 = -21344.683609 nChanged 251 SP:Iteration 1F (1326.207296 sec): 3 clusters Score: Raw -22130.490109 + Penalty 595.887938 = -21534.602170 nChanged 53 SP:Iteration 2F (1326.252409 sec): 3 clusters Score: Raw -22177.359535 + Penalty 595.887938 = -21581.471597 nChanged 31 SP:Iteration 3Q (1326.306631 sec): 3 clusters Score: Raw -22197.586190 + Penalty 595.887938 = -21601.698252 nChanged 25 SP:Iteration 4Q (1326.351117 sec): 3 clusters Score: Raw -22210.725336 + Penalty 595.887938 = -21614.837397 nChanged 18 SP:Iteration 5Q (1326.396109 sec): 3 clusters Score: Raw -22220.162831 + Penalty 595.887938 = -21624.274893 nChanged 11 SP:Iteration 6Q (1326.435042 sec): 3 clusters Score: Raw -22226.006582 + Penalty 595.887938 = -21630.118644 nChanged 14 SP:Iteration 7Q (1326.485291 sec): 3 clusters Score: Raw -22234.092641 + Penalty 595.887938 = -21638.204702 nChanged 9 SP:Iteration 8Q (1326.531918 sec): 3 clusters Score: Raw -22238.211026 + Penalty 595.887938 = -21642.323088 nChanged 7 SP:Iteration 9Q (1326.579429 sec): 3 clusters Score: Raw -22242.199878 + Penalty 595.887938 = -21646.311939 nChanged 6 SP:Iteration 10Q (1326.619671 sec): 3 clusters Score: Raw -22244.532665 + Penalty 595.887938 = -21648.644727 nChanged 5 SP:Iteration 11Q (1326.669092 sec): 3 clusters Score: Raw -22246.962710 + Penalty 595.887938 = -21651.074771 nChanged 6 SP:Iteration 12Q (1326.711282 sec): 3 clusters Score: Raw -22248.969258 + Penalty 595.887938 = -21653.081320 nChanged 5 SP:Iteration 13Q (1326.753473 sec): 3 clusters Score: Raw -22251.174916 + Penalty 595.887938 = -21655.286978 nChanged 5 SP:Iteration 14Q (1326.799824 sec): 3 clusters Score: Raw -22260.845300 + Penalty 595.887938 = -21664.957362 nChanged 13 SP:Iteration 15Q (1326.852777 sec): 3 clusters Score: Raw -22267.358233 + Penalty 595.887938 = -21671.470294 nChanged 11 SP:Iteration 16Q (1326.892537 sec): 3 clusters Score: Raw -22274.181439 + Penalty 595.887938 = -21678.293501 nChanged 8 SP:Iteration 17Q (1326.942563 sec): 3 clusters Score: Raw -22279.585367 + Penalty 595.887938 = -21683.697429 nChanged 7 SP:Iteration 18Q (1326.990299 sec): 3 clusters Score: Raw -22283.388998 + Penalty 595.887938 = -21687.501060 nChanged 6 SP:Iteration 19Q (1327.029219 sec): 3 clusters Score: Raw -22287.156700 + Penalty 595.887938 = -21691.268762 nChanged 7 SP:Iteration 20F (1327.074015 sec): 3 clusters Score: Raw -22290.811904 + Penalty 595.887938 = -21694.923966 nChanged 4 SP:Iteration 21Q (1327.120217 sec): 3 clusters Score: Raw -22292.958416 + Penalty 595.887938 = -21697.070478 nChanged 3 SP:Iteration 22Q (1327.168068 sec): 3 clusters Score: Raw -22294.266144 + Penalty 595.887938 = -21698.378205 nChanged 1 SP:Iteration 23Q (1327.215627 sec): 3 clusters Score: Raw -22294.445734 + Penalty 595.887938 = -21698.557795 nChanged 0 SP:Iteration 24F (1327.259059 sec): 3 clusters Score: Raw -22294.445734 + Penalty 595.887938 = -21698.557795 nChanged 0 Trying to split cluster 13 (2373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1327.287657 sec): 2 clusters Score: Raw -78673.098376 + Penalty 353.621917 = -78319.476459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1327.339652 sec): 3 clusters Score: Raw -77348.129186 + Penalty 707.243833 = -76640.885353 nChanged 1010 SP:Iteration 1F (1327.377463 sec): 3 clusters Score: Raw -77964.400604 + Penalty 707.243833 = -77257.156771 nChanged 165 SP:Iteration 2F (1327.421336 sec): 3 clusters Score: Raw -78052.554003 + Penalty 707.243833 = -77345.310169 nChanged 136 SP:Iteration 3F (1327.464156 sec): 3 clusters Score: Raw -78129.996709 + Penalty 707.243833 = -77422.752876 nChanged 137 SP:Iteration 4F (1327.512000 sec): 3 clusters Score: Raw -78232.662494 + Penalty 707.243833 = -77525.418661 nChanged 136 SP:Iteration 5F (1327.563078 sec): 3 clusters Score: Raw -78350.262491 + Penalty 707.243833 = -77643.018658 nChanged 144 SP:Iteration 6F (1327.607724 sec): 3 clusters Score: Raw -78464.727054 + Penalty 707.243833 = -77757.483221 nChanged 136 SP:Iteration 7F (1327.664404 sec): 3 clusters Score: Raw -78594.174445 + Penalty 707.243833 = -77886.930611 nChanged 111 SP:Iteration 8Q (1327.703700 sec): 3 clusters Score: Raw -78696.980234 + Penalty 707.243833 = -77989.736400 nChanged 83 SP:Iteration 9Q (1327.751178 sec): 3 clusters Score: Raw -78772.029817 + Penalty 707.243833 = -78064.785984 nChanged 53 SP:Iteration 10Q (1327.805096 sec): 3 clusters Score: Raw -78817.475851 + Penalty 707.243833 = -78110.232017 nChanged 31 SP:Iteration 11Q (1327.855255 sec): 3 clusters Score: Raw -78841.284044 + Penalty 707.243833 = -78134.040211 nChanged 21 SP:Iteration 12Q (1327.890447 sec): 3 clusters Score: Raw -78853.669126 + Penalty 707.243833 = -78146.425293 nChanged 16 SP:Iteration 13Q (1327.944422 sec): 3 clusters Score: Raw -78865.300689 + Penalty 707.243833 = -78158.056856 nChanged 13 SP:Iteration 14Q (1327.987728 sec): 3 clusters Score: Raw -78878.663078 + Penalty 707.243833 = -78171.419245 nChanged 12 SP:Iteration 15Q (1328.035562 sec): 3 clusters Score: Raw -78887.158001 + Penalty 707.243833 = -78179.914168 nChanged 6 SP:Iteration 16Q (1328.087432 sec): 3 clusters Score: Raw -78890.291509 + Penalty 707.243833 = -78183.047676 nChanged 4 SP:Iteration 17Q (1328.129522 sec): 3 clusters Score: Raw -78891.722870 + Penalty 707.243833 = -78184.479036 nChanged 5 SP:Iteration 18Q (1328.180146 sec): 3 clusters Score: Raw -78896.051090 + Penalty 707.243833 = -78188.807256 nChanged 2 SP:Iteration 19Q (1328.234803 sec): 3 clusters Score: Raw -78899.940740 + Penalty 707.243833 = -78192.696907 nChanged 2 SP:Iteration 20F (1328.282204 sec): 3 clusters Score: Raw -78902.256259 + Penalty 707.243833 = -78195.012425 nChanged 2 SP:Iteration 21Q (1328.320869 sec): 3 clusters Score: Raw -78903.017389 + Penalty 707.243833 = -78195.773555 nChanged 2 SP:Iteration 22Q (1328.380840 sec): 3 clusters Score: Raw -78904.196238 + Penalty 707.243833 = -78196.952405 nChanged 3 SP:Iteration 23Q (1328.427872 sec): 3 clusters Score: Raw -78904.660765 + Penalty 707.243833 = -78197.416932 nChanged 2 SP:Iteration 24Q (1328.461689 sec): 3 clusters Score: Raw -78905.715872 + Penalty 707.243833 = -78198.472039 nChanged 0 SP:Iteration 25F (1328.505891 sec): 3 clusters Score: Raw -78905.715872 + Penalty 707.243833 = -78198.472039 nChanged 0 Trying to split cluster 14 (9845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1328.540993 sec): 2 clusters Score: Raw -379898.925238 + Penalty 418.359714 = -379480.565524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1328.587588 sec): 3 clusters Score: Raw -373758.309682 + Penalty 836.719428 = -372921.590254 nChanged 4565 SP:Iteration 1F (1328.643396 sec): 3 clusters Score: Raw -376534.766936 + Penalty 836.719428 = -375698.047508 nChanged 503 SP:Iteration 2F (1328.702316 sec): 3 clusters Score: Raw -376714.733279 + Penalty 836.719428 = -375878.013851 nChanged 444 SP:Iteration 3Q (1328.744944 sec): 3 clusters Score: Raw -376903.486843 + Penalty 836.719428 = -376066.767414 nChanged 501 SP:Iteration 4F (1328.796943 sec): 3 clusters Score: Raw -377192.149699 + Penalty 836.719428 = -376355.430271 nChanged 599 SP:Iteration 5F (1328.854065 sec): 3 clusters Score: Raw -377629.492421 + Penalty 836.719428 = -376792.772993 nChanged 602 SP:Iteration 6F (1328.916133 sec): 3 clusters Score: Raw -378124.011530 + Penalty 836.719428 = -377287.292101 nChanged 539 SP:Iteration 7F (1328.967188 sec): 3 clusters Score: Raw -378580.400896 + Penalty 836.719428 = -377743.681468 nChanged 435 SP:Iteration 8Q (1329.022939 sec): 3 clusters Score: Raw -378952.292293 + Penalty 836.719428 = -378115.572865 nChanged 320 SP:Iteration 9Q (1329.078113 sec): 3 clusters Score: Raw -379195.271986 + Penalty 836.719428 = -378358.552558 nChanged 241 SP:Iteration 10Q (1329.118875 sec): 3 clusters Score: Raw -379339.211128 + Penalty 836.719428 = -378502.491699 nChanged 181 SP:Iteration 11Q (1329.184680 sec): 3 clusters Score: Raw -379430.889205 + Penalty 836.719428 = -378594.169776 nChanged 143 SP:Iteration 12Q (1329.236509 sec): 3 clusters Score: Raw -379499.959397 + Penalty 836.719428 = -378663.239969 nChanged 126 SP:Iteration 13Q (1329.278868 sec): 3 clusters Score: Raw -379560.685869 + Penalty 836.719428 = -378723.966440 nChanged 119 SP:Iteration 14Q (1329.345947 sec): 3 clusters Score: Raw -379622.185910 + Penalty 836.719428 = -378785.466482 nChanged 115 SP:Iteration 15Q (1329.398598 sec): 3 clusters Score: Raw -379675.071330 + Penalty 836.719428 = -378838.351902 nChanged 82 SP:Iteration 16Q (1329.455107 sec): 3 clusters Score: Raw -379705.972933 + Penalty 836.719428 = -378869.253505 nChanged 65 SP:Iteration 17Q (1329.503663 sec): 3 clusters Score: Raw -379726.878493 + Penalty 836.719428 = -378890.159065 nChanged 62 SP:Iteration 18Q (1329.559579 sec): 3 clusters Score: Raw -379749.052062 + Penalty 836.719428 = -378912.332634 nChanged 54 SP:Iteration 19Q (1329.616343 sec): 3 clusters Score: Raw -379768.608069 + Penalty 836.719428 = -378931.888641 nChanged 40 SP:Iteration 20F (1329.661184 sec): 3 clusters Score: Raw -379786.718971 + Penalty 836.719428 = -378949.999543 nChanged 52 SP:Iteration 21Q (1329.708260 sec): 3 clusters Score: Raw -379806.437060 + Penalty 836.719428 = -378969.717632 nChanged 48 SP:Iteration 22Q (1329.762841 sec): 3 clusters Score: Raw -379822.938723 + Penalty 836.719428 = -378986.219295 nChanged 42 SP:Iteration 23Q (1329.821453 sec): 3 clusters Score: Raw -379840.667079 + Penalty 836.719428 = -379003.947650 nChanged 36 SP:Iteration 24Q (1329.870562 sec): 3 clusters Score: Raw -379857.053237 + Penalty 836.719428 = -379020.333809 nChanged 45 SP:Iteration 25Q (1329.922765 sec): 3 clusters Score: Raw -379874.754415 + Penalty 836.719428 = -379038.034987 nChanged 35 SP:Iteration 26Q (1329.979246 sec): 3 clusters Score: Raw -379886.403587 + Penalty 836.719428 = -379049.684159 nChanged 27 SP:Iteration 27Q (1330.029900 sec): 3 clusters Score: Raw -379895.202285 + Penalty 836.719428 = -379058.482856 nChanged 23 SP:Iteration 28Q (1330.088823 sec): 3 clusters Score: Raw -379903.410446 + Penalty 836.719428 = -379066.691018 nChanged 20 SP:Iteration 29Q (1330.132963 sec): 3 clusters Score: Raw -379910.912384 + Penalty 836.719428 = -379074.192956 nChanged 21 SP:Iteration 30Q (1330.195764 sec): 3 clusters Score: Raw -379920.088932 + Penalty 836.719428 = -379083.369504 nChanged 20 SP:Iteration 31Q (1330.252541 sec): 3 clusters Score: Raw -379926.908732 + Penalty 836.719428 = -379090.189303 nChanged 19 SP:Iteration 32Q (1330.303596 sec): 3 clusters Score: Raw -379934.448459 + Penalty 836.719428 = -379097.729031 nChanged 16 SP:Iteration 33Q (1330.346581 sec): 3 clusters Score: Raw -379939.298734 + Penalty 836.719428 = -379102.579306 nChanged 8 SP:Iteration 34Q (1330.407982 sec): 3 clusters Score: Raw -379943.487482 + Penalty 836.719428 = -379106.768054 nChanged 11 SP:Iteration 35Q (1330.455667 sec): 3 clusters Score: Raw -379949.968373 + Penalty 836.719428 = -379113.248945 nChanged 12 SP:Iteration 36Q (1330.509937 sec): 3 clusters Score: Raw -379955.674829 + Penalty 836.719428 = -379118.955400 nChanged 16 SP:Iteration 37Q (1330.559929 sec): 3 clusters Score: Raw -379962.172387 + Penalty 836.719428 = -379125.452959 nChanged 13 SP:Iteration 38Q (1330.612984 sec): 3 clusters Score: Raw -379967.270244 + Penalty 836.719428 = -379130.550815 nChanged 11 SP:Iteration 39Q (1330.659840 sec): 3 clusters Score: Raw -379972.628388 + Penalty 836.719428 = -379135.908960 nChanged 11 SP:Iteration 40F (1330.709422 sec): 3 clusters Score: Raw -379977.692006 + Penalty 836.719428 = -379140.972578 nChanged 12 SP:Iteration 41Q (1330.761685 sec): 3 clusters Score: Raw -379981.723169 + Penalty 836.719428 = -379145.003740 nChanged 8 SP:Iteration 42Q (1330.822726 sec): 3 clusters Score: Raw -379985.384639 + Penalty 836.719428 = -379148.665211 nChanged 9 SP:Iteration 43Q (1330.871157 sec): 3 clusters Score: Raw -379989.782593 + Penalty 836.719428 = -379153.063164 nChanged 7 SP:Iteration 44Q (1330.926429 sec): 3 clusters Score: Raw -379994.190277 + Penalty 836.719428 = -379157.470849 nChanged 10 SP:Iteration 45Q (1330.968834 sec): 3 clusters Score: Raw -379997.744656 + Penalty 836.719428 = -379161.025228 nChanged 6 SP:Iteration 46Q (1331.030359 sec): 3 clusters Score: Raw -379999.385467 + Penalty 836.719428 = -379162.666039 nChanged 1 SP:Iteration 47Q (1331.077071 sec): 3 clusters Score: Raw -379999.826621 + Penalty 836.719428 = -379163.107193 nChanged 1 SP:Iteration 48Q (1331.139580 sec): 3 clusters Score: Raw -379999.956683 + Penalty 836.719428 = -379163.237255 nChanged 0 SP:Iteration 49F (1331.186003 sec): 3 clusters Score: Raw -379999.956683 + Penalty 836.719428 = -379163.237255 nChanged 0 Trying to split cluster 15 (1575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1331.220873 sec): 2 clusters Score: Raw -44934.635703 + Penalty 334.971480 = -44599.664223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1331.272576 sec): 3 clusters Score: Raw -44145.885631 + Penalty 669.942960 = -43475.942671 nChanged 673 SP:Iteration 1F (1331.322278 sec): 3 clusters Score: Raw -44677.299815 + Penalty 669.942960 = -44007.356854 nChanged 177 SP:Iteration 2F (1331.358015 sec): 3 clusters Score: Raw -44886.924651 + Penalty 669.942960 = -44216.981691 nChanged 165 SP:Iteration 3F (1331.404754 sec): 3 clusters Score: Raw -45011.264241 + Penalty 669.942960 = -44341.321281 nChanged 87 SP:Iteration 4F (1331.461932 sec): 3 clusters Score: Raw -45072.126118 + Penalty 669.942960 = -44402.183158 nChanged 66 SP:Iteration 5Q (1331.507182 sec): 3 clusters Score: Raw -45127.449168 + Penalty 669.942960 = -44457.506207 nChanged 47 SP:Iteration 6Q (1331.542207 sec): 3 clusters Score: Raw -45167.859774 + Penalty 669.942960 = -44497.916814 nChanged 42 SP:Iteration 7Q (1331.582149 sec): 3 clusters Score: Raw -45190.725202 + Penalty 669.942960 = -44520.782241 nChanged 26 SP:Iteration 8Q (1331.626702 sec): 3 clusters Score: Raw -45203.649870 + Penalty 669.942960 = -44533.706910 nChanged 20 SP:Iteration 9Q (1331.676990 sec): 3 clusters Score: Raw -45209.629444 + Penalty 669.942960 = -44539.686484 nChanged 9 SP:Iteration 10Q (1331.719748 sec): 3 clusters Score: Raw -45211.876426 + Penalty 669.942960 = -44541.933465 nChanged 10 SP:Iteration 11Q (1331.774602 sec): 3 clusters Score: Raw -45214.404125 + Penalty 669.942960 = -44544.461165 nChanged 8 SP:Iteration 12Q (1331.818507 sec): 3 clusters Score: Raw -45216.323785 + Penalty 669.942960 = -44546.380825 nChanged 9 SP:Iteration 13Q (1331.860181 sec): 3 clusters Score: Raw -45218.593809 + Penalty 669.942960 = -44548.650849 nChanged 14 SP:Iteration 14Q (1331.904887 sec): 3 clusters Score: Raw -45224.117751 + Penalty 669.942960 = -44554.174791 nChanged 20 SP:Iteration 15Q (1331.955498 sec): 3 clusters Score: Raw -45230.197258 + Penalty 669.942960 = -44560.254298 nChanged 18 SP:Iteration 16Q (1332.013470 sec): 3 clusters Score: Raw -45236.053399 + Penalty 669.942960 = -44566.110439 nChanged 14 SP:Iteration 17Q (1332.053748 sec): 3 clusters Score: Raw -45241.437233 + Penalty 669.942960 = -44571.494273 nChanged 16 SP:Iteration 18Q (1332.108589 sec): 3 clusters Score: Raw -45247.320216 + Penalty 669.942960 = -44577.377256 nChanged 17 SP:Iteration 19Q (1332.154918 sec): 3 clusters Score: Raw -45254.364275 + Penalty 669.942960 = -44584.421315 nChanged 26 SP:Iteration 20F (1332.194335 sec): 3 clusters Score: Raw -45265.879311 + Penalty 669.942960 = -44595.936351 nChanged 29 SP:Iteration 21Q (1332.245845 sec): 3 clusters Score: Raw -45284.820246 + Penalty 669.942960 = -44614.877286 nChanged 26 SP:Iteration 22Q (1332.298821 sec): 3 clusters Score: Raw -45296.996195 + Penalty 669.942960 = -44627.053235 nChanged 20 SP:Iteration 23Q (1332.351102 sec): 3 clusters Score: Raw -45305.505962 + Penalty 669.942960 = -44635.563002 nChanged 15 SP:Iteration 24Q (1332.400569 sec): 3 clusters Score: Raw -45313.018922 + Penalty 669.942960 = -44643.075962 nChanged 13 SP:Iteration 25Q (1332.441088 sec): 3 clusters Score: Raw -45320.759010 + Penalty 669.942960 = -44650.816049 nChanged 11 SP:Iteration 26Q (1332.485082 sec): 3 clusters Score: Raw -45324.540048 + Penalty 669.942960 = -44654.597087 nChanged 10 SP:Iteration 27Q (1332.530599 sec): 3 clusters Score: Raw -45328.666389 + Penalty 669.942960 = -44658.723429 nChanged 9 SP:Iteration 28Q (1332.580509 sec): 3 clusters Score: Raw -45332.018626 + Penalty 669.942960 = -44662.075666 nChanged 3 SP:Iteration 29Q (1332.621523 sec): 3 clusters Score: Raw -45332.889269 + Penalty 669.942960 = -44662.946309 nChanged 3 SP:Iteration 30Q (1332.675996 sec): 3 clusters Score: Raw -45333.924439 + Penalty 669.942960 = -44663.981479 nChanged 3 SP:Iteration 31Q (1332.726017 sec): 3 clusters Score: Raw -45334.609201 + Penalty 669.942960 = -44664.666241 nChanged 1 SP:Iteration 32Q (1332.765695 sec): 3 clusters Score: Raw -45334.800280 + Penalty 669.942960 = -44664.857319 nChanged 1 SP:Iteration 33Q (1332.820128 sec): 3 clusters Score: Raw -45335.051712 + Penalty 669.942960 = -44665.108752 nChanged 1 SP:Iteration 34Q (1332.860747 sec): 3 clusters Score: Raw -45335.218165 + Penalty 669.942960 = -44665.275205 nChanged 1 SP:Iteration 35Q (1332.899936 sec): 3 clusters Score: Raw -45335.423585 + Penalty 669.942960 = -44665.480624 nChanged 2 SP:Iteration 36Q (1332.943720 sec): 3 clusters Score: Raw -45335.799733 + Penalty 669.942960 = -44665.856773 nChanged 0 SP:Iteration 37F (1332.995828 sec): 3 clusters Score: Raw -45337.865569 + Penalty 669.942960 = -44667.922609 nChanged 1 SP:Iteration 38Q (1333.038456 sec): 3 clusters Score: Raw -45342.862439 + Penalty 669.942960 = -44672.919479 nChanged 1 SP:Iteration 39Q (1333.083668 sec): 3 clusters Score: Raw -45342.998921 + Penalty 669.942960 = -44673.055961 nChanged 1 SP:Iteration 40F (1333.131748 sec): 3 clusters Score: Raw -45343.129296 + Penalty 669.942960 = -44673.186336 nChanged 2 SP:Iteration 41Q (1333.168825 sec): 3 clusters Score: Raw -45343.839049 + Penalty 669.942960 = -44673.896089 nChanged 1 SP:Iteration 42Q (1333.215477 sec): 3 clusters Score: Raw -45344.227752 + Penalty 669.942960 = -44674.284792 nChanged 2 SP:Iteration 43Q (1333.269543 sec): 3 clusters Score: Raw -45345.297373 + Penalty 669.942960 = -44675.354413 nChanged 2 SP:Iteration 44Q (1333.307765 sec): 3 clusters Score: Raw -45346.067326 + Penalty 669.942960 = -44676.124365 nChanged 1 SP:Iteration 45Q (1333.368872 sec): 3 clusters Score: Raw -45346.258881 + Penalty 669.942960 = -44676.315921 nChanged 1 SP:Iteration 46Q (1333.414978 sec): 3 clusters Score: Raw -45346.669591 + Penalty 669.942960 = -44676.726631 nChanged 1 SP:Iteration 47Q (1333.459553 sec): 3 clusters Score: Raw -45346.740614 + Penalty 669.942960 = -44676.797654 nChanged 0 SP:Iteration 48F (1333.500362 sec): 3 clusters Score: Raw -45346.740614 + Penalty 669.942960 = -44676.797654 nChanged 0 Score: Raw -17400527.196215 + Penalty 27912.415275 = -17372614.780940 Splitting cluster 15 changes total score from -17372786.825809 to -17372614.780940 So it's not getting split. Trying to split cluster 16 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1341.185791 sec): 2 clusters Score: Raw -25981.064177 + Penalty 299.355930 = -25681.708247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1341.226290 sec): 3 clusters Score: Raw -25666.942197 + Penalty 598.711860 = -25068.230337 nChanged 276 SP:Iteration 1F (1341.266155 sec): 3 clusters Score: Raw -25845.356823 + Penalty 598.711860 = -25246.644963 nChanged 62 SP:Iteration 2F (1341.319107 sec): 3 clusters Score: Raw -25885.265844 + Penalty 598.711860 = -25286.553984 nChanged 34 SP:Iteration 3Q (1341.368285 sec): 3 clusters Score: Raw -25927.680505 + Penalty 598.711860 = -25328.968645 nChanged 36 SP:Iteration 4Q (1341.413052 sec): 3 clusters Score: Raw -26009.397130 + Penalty 598.711860 = -25410.685270 nChanged 51 SP:Iteration 5F (1341.448368 sec): 3 clusters Score: Raw -26105.066516 + Penalty 598.711860 = -25506.354656 nChanged 46 SP:Iteration 6F (1341.498645 sec): 3 clusters Score: Raw -26171.770995 + Penalty 598.711860 = -25573.059134 nChanged 26 SP:Iteration 7Q (1341.549802 sec): 3 clusters Score: Raw -26192.135747 + Penalty 598.711860 = -25593.423887 nChanged 17 SP:Iteration 8Q (1341.585846 sec): 3 clusters Score: Raw -26207.969518 + Penalty 598.711860 = -25609.257658 nChanged 17 SP:Iteration 9Q (1341.632882 sec): 3 clusters Score: Raw -26221.402521 + Penalty 598.711860 = -25622.690661 nChanged 20 SP:Iteration 10Q (1341.667920 sec): 3 clusters Score: Raw -26238.906481 + Penalty 598.711860 = -25640.194620 nChanged 16 SP:Iteration 11Q (1341.708826 sec): 3 clusters Score: Raw -26254.816376 + Penalty 598.711860 = -25656.104516 nChanged 10 SP:Iteration 12Q (1341.759969 sec): 3 clusters Score: Raw -26261.190282 + Penalty 598.711860 = -25662.478422 nChanged 8 SP:Iteration 13Q (1341.799985 sec): 3 clusters Score: Raw -26266.964114 + Penalty 598.711860 = -25668.252254 nChanged 3 SP:Iteration 14Q (1341.850052 sec): 3 clusters Score: Raw -26268.219228 + Penalty 598.711860 = -25669.507368 nChanged 2 SP:Iteration 15Q (1341.896397 sec): 3 clusters Score: Raw -26270.010558 + Penalty 598.711860 = -25671.298698 nChanged 4 SP:Iteration 16Q (1341.944479 sec): 3 clusters Score: Raw -26274.115986 + Penalty 598.711860 = -25675.404126 nChanged 4 SP:Iteration 17Q (1341.994729 sec): 3 clusters Score: Raw -26278.133991 + Penalty 598.711860 = -25679.422131 nChanged 2 SP:Iteration 18Q (1342.028116 sec): 3 clusters Score: Raw -26280.473872 + Penalty 598.711860 = -25681.762011 nChanged 2 SP:Iteration 19Q (1342.079126 sec): 3 clusters Score: Raw -26282.122744 + Penalty 598.711860 = -25683.410884 nChanged 0 SP:Iteration 20F (1342.124032 sec): 3 clusters Score: Raw -26282.708864 + Penalty 598.711860 = -25683.997003 nChanged 1 SP:Iteration 21Q (1342.164004 sec): 3 clusters Score: Raw -26283.434120 + Penalty 598.711860 = -25684.722259 nChanged 1 SP:Iteration 22Q (1342.206062 sec): 3 clusters Score: Raw -26284.294549 + Penalty 598.711860 = -25685.582689 nChanged 2 SP:Iteration 23Q (1342.248551 sec): 3 clusters Score: Raw -26285.210401 + Penalty 598.711860 = -25686.498541 nChanged 4 SP:Iteration 24Q (1342.297116 sec): 3 clusters Score: Raw -26288.007029 + Penalty 598.711860 = -25689.295169 nChanged 3 SP:Iteration 25Q (1342.350652 sec): 3 clusters Score: Raw -26290.138718 + Penalty 598.711860 = -25691.426857 nChanged 2 SP:Iteration 26Q (1342.383433 sec): 3 clusters Score: Raw -26292.721450 + Penalty 598.711860 = -25694.009589 nChanged 2 SP:Iteration 27Q (1342.431030 sec): 3 clusters Score: Raw -26294.705217 + Penalty 598.711860 = -25695.993356 nChanged 4 SP:Iteration 28Q (1342.477051 sec): 3 clusters Score: Raw -26297.259329 + Penalty 598.711860 = -25698.547468 nChanged 2 SP:Iteration 29Q (1342.513754 sec): 3 clusters Score: Raw -26298.441597 + Penalty 598.711860 = -25699.729736 nChanged 0 SP:Iteration 30F (1342.562893 sec): 3 clusters Score: Raw -26298.441597 + Penalty 598.711860 = -25699.729736 nChanged 0 Score: Raw -17400432.468723 + Penalty 27912.415275 = -17372520.053448 Splitting cluster 16 changes total score from -17372786.825809 to -17372520.053448 So it's not getting split. Trying to split cluster 17 (11515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1350.408681 sec): 2 clusters Score: Raw -495980.662351 + Penalty 425.488964 = -495555.173387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1350.463093 sec): 3 clusters Score: Raw -488689.380039 + Penalty 850.977929 = -487838.402110 nChanged 5371 SP:Iteration 1F (1350.518278 sec): 3 clusters Score: Raw -491793.290034 + Penalty 850.977929 = -490942.312105 nChanged 582 SP:Iteration 2F (1350.565132 sec): 3 clusters Score: Raw -492017.007441 + Penalty 850.977929 = -491166.029512 nChanged 557 SP:Iteration 3Q (1350.629366 sec): 3 clusters Score: Raw -492262.774822 + Penalty 850.977929 = -491411.796893 nChanged 567 SP:Iteration 4Q (1350.683381 sec): 3 clusters Score: Raw -492537.861292 + Penalty 850.977929 = -491686.883363 nChanged 564 SP:Iteration 5Q (1350.741909 sec): 3 clusters Score: Raw -492895.439275 + Penalty 850.977929 = -492044.461346 nChanged 659 SP:Iteration 6F (1350.784855 sec): 3 clusters Score: Raw -493364.675510 + Penalty 850.977929 = -492513.697581 nChanged 633 SP:Iteration 7F (1350.837113 sec): 3 clusters Score: Raw -493833.187267 + Penalty 850.977929 = -492982.209338 nChanged 567 SP:Iteration 8Q (1350.899500 sec): 3 clusters Score: Raw -494138.175695 + Penalty 850.977929 = -493287.197766 nChanged 384 SP:Iteration 9Q (1350.949442 sec): 3 clusters Score: Raw -494266.142229 + Penalty 850.977929 = -493415.164300 nChanged 235 SP:Iteration 10Q (1351.012188 sec): 3 clusters Score: Raw -494325.749903 + Penalty 850.977929 = -493474.771974 nChanged 153 SP:Iteration 11Q (1351.065053 sec): 3 clusters Score: Raw -494362.146947 + Penalty 850.977929 = -493511.169018 nChanged 149 SP:Iteration 12Q (1351.124834 sec): 3 clusters Score: Raw -494394.456951 + Penalty 850.977929 = -493543.479023 nChanged 138 SP:Iteration 13Q (1351.177714 sec): 3 clusters Score: Raw -494422.794380 + Penalty 850.977929 = -493571.816451 nChanged 125 SP:Iteration 14Q (1351.235906 sec): 3 clusters Score: Raw -494448.603143 + Penalty 850.977929 = -493597.625214 nChanged 111 SP:Iteration 15Q (1351.293855 sec): 3 clusters Score: Raw -494470.147767 + Penalty 850.977929 = -493619.169838 nChanged 98 SP:Iteration 16Q (1351.352134 sec): 3 clusters Score: Raw -494488.504702 + Penalty 850.977929 = -493637.526774 nChanged 91 SP:Iteration 17Q (1351.409243 sec): 3 clusters Score: Raw -494504.735658 + Penalty 850.977929 = -493653.757730 nChanged 101 SP:Iteration 18Q (1351.458602 sec): 3 clusters Score: Raw -494525.098608 + Penalty 850.977929 = -493674.120679 nChanged 103 SP:Iteration 19Q (1351.523395 sec): 3 clusters Score: Raw -494547.760065 + Penalty 850.977929 = -493696.782136 nChanged 104 SP:Iteration 20F (1351.571307 sec): 3 clusters Score: Raw -494566.516040 + Penalty 850.977929 = -493715.538111 nChanged 90 SP:Iteration 21Q (1351.638056 sec): 3 clusters Score: Raw -494582.301073 + Penalty 850.977929 = -493731.323144 nChanged 85 SP:Iteration 22Q (1351.684464 sec): 3 clusters Score: Raw -494595.134695 + Penalty 850.977929 = -493744.156766 nChanged 67 SP:Iteration 23Q (1351.748870 sec): 3 clusters Score: Raw -494604.756198 + Penalty 850.977929 = -493753.778269 nChanged 71 SP:Iteration 24Q (1351.804094 sec): 3 clusters Score: Raw -494617.312748 + Penalty 850.977929 = -493766.334819 nChanged 88 SP:Iteration 25Q (1351.865995 sec): 3 clusters Score: Raw -494632.560099 + Penalty 850.977929 = -493781.582170 nChanged 69 SP:Iteration 26Q (1351.916341 sec): 3 clusters Score: Raw -494642.316805 + Penalty 850.977929 = -493791.338876 nChanged 65 SP:Iteration 27Q (1351.979467 sec): 3 clusters Score: Raw -494650.738021 + Penalty 850.977929 = -493799.760092 nChanged 55 SP:Iteration 28Q (1352.041179 sec): 3 clusters Score: Raw -494657.419211 + Penalty 850.977929 = -493806.441282 nChanged 51 SP:Iteration 29Q (1352.099827 sec): 3 clusters Score: Raw -494663.660666 + Penalty 850.977929 = -493812.682737 nChanged 47 SP:Iteration 30Q (1352.141092 sec): 3 clusters Score: Raw -494670.118927 + Penalty 850.977929 = -493819.140998 nChanged 52 SP:Iteration 31Q (1352.203299 sec): 3 clusters Score: Raw -494676.076930 + Penalty 850.977929 = -493825.099001 nChanged 46 SP:Iteration 32Q (1352.269058 sec): 3 clusters Score: Raw -494681.227595 + Penalty 850.977929 = -493830.249666 nChanged 36 SP:Iteration 33Q (1352.323972 sec): 3 clusters Score: Raw -494685.857452 + Penalty 850.977929 = -493834.879523 nChanged 47 SP:Iteration 34Q (1352.374364 sec): 3 clusters Score: Raw -494693.146168 + Penalty 850.977929 = -493842.168239 nChanged 58 SP:Iteration 35Q (1352.434421 sec): 3 clusters Score: Raw -494702.398974 + Penalty 850.977929 = -493851.421045 nChanged 63 SP:Iteration 36Q (1352.487233 sec): 3 clusters Score: Raw -494711.280219 + Penalty 850.977929 = -493860.302290 nChanged 57 SP:Iteration 37Q (1352.542990 sec): 3 clusters Score: Raw -494718.973821 + Penalty 850.977929 = -493867.995893 nChanged 70 SP:Iteration 38Q (1352.599779 sec): 3 clusters Score: Raw -494729.301059 + Penalty 850.977929 = -493878.323130 nChanged 56 SP:Iteration 39Q (1352.656353 sec): 3 clusters Score: Raw -494736.830343 + Penalty 850.977929 = -493885.852414 nChanged 49 SP:Iteration 40F (1352.720702 sec): 3 clusters Score: Raw -494742.978324 + Penalty 850.977929 = -493892.000395 nChanged 62 SP:Iteration 41Q (1352.768263 sec): 3 clusters Score: Raw -494750.317613 + Penalty 850.977929 = -493899.339684 nChanged 59 SP:Iteration 42Q (1352.834823 sec): 3 clusters Score: Raw -494756.991755 + Penalty 850.977929 = -493906.013826 nChanged 60 SP:Iteration 43Q (1352.884727 sec): 3 clusters Score: Raw -494763.331879 + Penalty 850.977929 = -493912.353950 nChanged 56 SP:Iteration 44Q (1352.944173 sec): 3 clusters Score: Raw -494769.335879 + Penalty 850.977929 = -493918.357950 nChanged 45 SP:Iteration 45Q (1352.994337 sec): 3 clusters Score: Raw -494774.277074 + Penalty 850.977929 = -493923.299145 nChanged 57 SP:Iteration 46Q (1353.061865 sec): 3 clusters Score: Raw -494779.777124 + Penalty 850.977929 = -493928.799195 nChanged 44 SP:Iteration 47Q (1353.115818 sec): 3 clusters Score: Raw -494784.516818 + Penalty 850.977929 = -493933.538889 nChanged 41 SP:Iteration 48Q (1353.168636 sec): 3 clusters Score: Raw -494788.383292 + Penalty 850.977929 = -493937.405363 nChanged 42 SP:Iteration 49Q (1353.225286 sec): 3 clusters Score: Raw -494792.537096 + Penalty 850.977929 = -493941.559167 nChanged 48 SP:Iteration 50Q (1353.273350 sec): 3 clusters Score: Raw -494797.848239 + Penalty 850.977929 = -493946.870310 nChanged 49 SP:Iteration 51Q (1353.327068 sec): 3 clusters Score: Raw -494802.863793 + Penalty 850.977929 = -493951.885864 nChanged 50 SP:Iteration 52Q (1353.390169 sec): 3 clusters Score: Raw -494808.114756 + Penalty 850.977929 = -493957.136827 nChanged 48 SP:Iteration 53Q (1353.447394 sec): 3 clusters Score: Raw -494813.435411 + Penalty 850.977929 = -493962.457482 nChanged 47 SP:Iteration 54Q (1353.503198 sec): 3 clusters Score: Raw -494818.711581 + Penalty 850.977929 = -493967.733652 nChanged 57 SP:Iteration 55Q (1353.558130 sec): 3 clusters Score: Raw -494825.036833 + Penalty 850.977929 = -493974.058904 nChanged 54 SP:Iteration 56Q (1353.615396 sec): 3 clusters Score: Raw -494830.875851 + Penalty 850.977929 = -493979.897922 nChanged 38 SP:Iteration 57Q (1353.671331 sec): 3 clusters Score: Raw -494834.640840 + Penalty 850.977929 = -493983.662911 nChanged 38 SP:Iteration 58Q (1353.719890 sec): 3 clusters Score: Raw -494838.893574 + Penalty 850.977929 = -493987.915645 nChanged 52 SP:Iteration 59Q (1353.775321 sec): 3 clusters Score: Raw -494845.587694 + Penalty 850.977929 = -493994.609765 nChanged 60 SP:Iteration 60F (1353.831290 sec): 3 clusters Score: Raw -494855.619213 + Penalty 850.977929 = -494004.641284 nChanged 79 SP:Iteration 61Q (1353.889218 sec): 3 clusters Score: Raw -494872.386382 + Penalty 850.977929 = -494021.408453 nChanged 76 SP:Iteration 62Q (1353.940465 sec): 3 clusters Score: Raw -494889.816471 + Penalty 850.977929 = -494038.838542 nChanged 84 SP:Iteration 63Q (1353.991580 sec): 3 clusters Score: Raw -494906.484775 + Penalty 850.977929 = -494055.506846 nChanged 85 SP:Iteration 64Q (1354.056384 sec): 3 clusters Score: Raw -494923.207110 + Penalty 850.977929 = -494072.229181 nChanged 87 SP:Iteration 65Q (1354.100183 sec): 3 clusters Score: Raw -494940.441247 + Penalty 850.977929 = -494089.463318 nChanged 85 SP:Iteration 66Q (1354.161178 sec): 3 clusters Score: Raw -494955.753898 + Penalty 850.977929 = -494104.775969 nChanged 94 SP:Iteration 67Q (1354.219646 sec): 3 clusters Score: Raw -494973.966686 + Penalty 850.977929 = -494122.988757 nChanged 101 SP:Iteration 68Q (1354.279428 sec): 3 clusters Score: Raw -494999.852560 + Penalty 850.977929 = -494148.874631 nChanged 110 SP:Iteration 69Q (1354.336782 sec): 3 clusters Score: Raw -495025.713093 + Penalty 850.977929 = -494174.735164 nChanged 106 SP:Iteration 70Q (1354.389062 sec): 3 clusters Score: Raw -495050.715743 + Penalty 850.977929 = -494199.737815 nChanged 102 SP:Iteration 71Q (1354.449900 sec): 3 clusters Score: Raw -495074.595983 + Penalty 850.977929 = -494223.618054 nChanged 111 SP:Iteration 72Q (1354.499232 sec): 3 clusters Score: Raw -495105.988095 + Penalty 850.977929 = -494255.010166 nChanged 133 SP:Iteration 73Q (1354.558662 sec): 3 clusters Score: Raw -495147.243911 + Penalty 850.977929 = -494296.265982 nChanged 120 SP:Iteration 74Q (1354.606082 sec): 3 clusters Score: Raw -495185.871707 + Penalty 850.977929 = -494334.893778 nChanged 137 SP:Iteration 75Q (1354.658451 sec): 3 clusters Score: Raw -495239.256336 + Penalty 850.977929 = -494388.278407 nChanged 157 SP:Iteration 76Q (1354.714404 sec): 3 clusters Score: Raw -495306.360490 + Penalty 850.977929 = -494455.382561 nChanged 164 SP:Iteration 77Q (1354.765967 sec): 3 clusters Score: Raw -495379.260498 + Penalty 850.977929 = -494528.282569 nChanged 156 SP:Iteration 78Q (1354.820864 sec): 3 clusters Score: Raw -495449.748092 + Penalty 850.977929 = -494598.770164 nChanged 131 SP:Iteration 79Q (1354.875185 sec): 3 clusters Score: Raw -495513.065366 + Penalty 850.977929 = -494662.087437 nChanged 132 SP:Iteration 80F (1354.924209 sec): 3 clusters Score: Raw -495576.658127 + Penalty 850.977929 = -494725.680198 nChanged 126 SP:Iteration 81Q (1354.976927 sec): 3 clusters Score: Raw -495641.989253 + Penalty 850.977929 = -494791.011324 nChanged 110 SP:Iteration 82Q (1355.038709 sec): 3 clusters Score: Raw -495699.494126 + Penalty 850.977929 = -494848.516197 nChanged 103 SP:Iteration 83Q (1355.094645 sec): 3 clusters Score: Raw -495754.240272 + Penalty 850.977929 = -494903.262343 nChanged 90 SP:Iteration 84Q (1355.136744 sec): 3 clusters Score: Raw -495802.140361 + Penalty 850.977929 = -494951.162432 nChanged 88 SP:Iteration 85Q (1355.196376 sec): 3 clusters Score: Raw -495849.126342 + Penalty 850.977929 = -494998.148413 nChanged 69 SP:Iteration 86Q (1355.252179 sec): 3 clusters Score: Raw -495884.966527 + Penalty 850.977929 = -495033.988598 nChanged 56 SP:Iteration 87Q (1355.297177 sec): 3 clusters Score: Raw -495915.980495 + Penalty 850.977929 = -495065.002566 nChanged 51 SP:Iteration 88Q (1355.354228 sec): 3 clusters Score: Raw -495946.906202 + Penalty 850.977929 = -495095.928273 nChanged 31 SP:Iteration 89Q (1355.418336 sec): 3 clusters Score: Raw -495968.700310 + Penalty 850.977929 = -495117.722381 nChanged 31 SP:Iteration 90Q (1355.473077 sec): 3 clusters Score: Raw -495988.601078 + Penalty 850.977929 = -495137.623149 nChanged 22 SP:Iteration 91Q (1355.529327 sec): 3 clusters Score: Raw -496001.599210 + Penalty 850.977929 = -495150.621281 nChanged 23 SP:Iteration 92Q (1355.574917 sec): 3 clusters Score: Raw -496013.804520 + Penalty 850.977929 = -495162.826591 nChanged 14 SP:Iteration 93Q (1355.633544 sec): 3 clusters Score: Raw -496020.765052 + Penalty 850.977929 = -495169.787123 nChanged 9 SP:Iteration 94Q (1355.682306 sec): 3 clusters Score: Raw -496026.593690 + Penalty 850.977929 = -495175.615761 nChanged 4 SP:Iteration 95Q (1355.734789 sec): 3 clusters Score: Raw -496028.875683 + Penalty 850.977929 = -495177.897754 nChanged 4 SP:Iteration 96Q (1355.783778 sec): 3 clusters Score: Raw -496031.268049 + Penalty 850.977929 = -495180.290120 nChanged 4 SP:Iteration 97Q (1355.848454 sec): 3 clusters Score: Raw -496034.335209 + Penalty 850.977929 = -495183.357281 nChanged 5 SP:Iteration 98Q (1355.893188 sec): 3 clusters Score: Raw -496037.036047 + Penalty 850.977929 = -495186.058118 nChanged 3 SP:Iteration 99Q (1355.947901 sec): 3 clusters Score: Raw -496040.374631 + Penalty 850.977929 = -495189.396703 nChanged 8 SP:Iteration 100F (1356.015601 sec): 3 clusters Score: Raw -496047.535115 + Penalty 850.977929 = -495196.557186 nChanged 8 SP:Iteration 101Q (1356.070119 sec): 3 clusters Score: Raw -496052.777472 + Penalty 850.977929 = -495201.799543 nChanged 8 SP:Iteration 102Q (1356.123051 sec): 3 clusters Score: Raw -496057.349867 + Penalty 850.977929 = -495206.371938 nChanged 5 SP:Iteration 103Q (1356.162200 sec): 3 clusters Score: Raw -496060.325969 + Penalty 850.977929 = -495209.348041 nChanged 6 SP:Iteration 104Q (1356.214509 sec): 3 clusters Score: Raw -496065.826014 + Penalty 850.977929 = -495214.848085 nChanged 7 SP:Iteration 105Q (1356.274511 sec): 3 clusters Score: Raw -496069.885300 + Penalty 850.977929 = -495218.907371 nChanged 2 SP:Iteration 106Q (1356.317502 sec): 3 clusters Score: Raw -496071.287565 + Penalty 850.977929 = -495220.309636 nChanged 1 SP:Iteration 107Q (1356.381365 sec): 3 clusters Score: Raw -496072.071340 + Penalty 850.977929 = -495221.093411 nChanged 2 SP:Iteration 108Q (1356.422508 sec): 3 clusters Score: Raw -496073.109458 + Penalty 850.977929 = -495222.131529 nChanged 1 SP:Iteration 109Q (1356.480445 sec): 3 clusters Score: Raw -496073.427020 + Penalty 850.977929 = -495222.449091 nChanged 1 SP:Iteration 110Q (1356.539192 sec): 3 clusters Score: Raw -496074.047294 + Penalty 850.977929 = -495223.069365 nChanged 0 SP:Iteration 111F (1356.589524 sec): 3 clusters Score: Raw -496074.047294 + Penalty 850.977929 = -495223.069365 nChanged 0 Trying to split cluster 18 (48517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1356.659676 sec): 2 clusters Score: Raw -1931377.733429 + Penalty 490.929964 = -1930886.803466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1356.754010 sec): 3 clusters Score: Raw -1899272.997985 + Penalty 981.859927 = -1898291.138058 nChanged 23368 SP:Iteration 1F (1356.845601 sec): 3 clusters Score: Raw -1915283.655105 + Penalty 981.859927 = -1914301.795178 nChanged 3573 SP:Iteration 2F (1356.934714 sec): 3 clusters Score: Raw -1917663.812655 + Penalty 981.859927 = -1916681.952728 nChanged 3687 SP:Iteration 3F (1357.022655 sec): 3 clusters Score: Raw -1920588.177460 + Penalty 981.859927 = -1919606.317532 nChanged 3514 SP:Iteration 4F (1357.112636 sec): 3 clusters Score: Raw -1923800.842762 + Penalty 981.859927 = -1922818.982834 nChanged 2895 SP:Iteration 5F (1357.202563 sec): 3 clusters Score: Raw -1926497.416295 + Penalty 981.859927 = -1925515.556367 nChanged 1953 SP:Iteration 6Q (1357.281540 sec): 3 clusters Score: Raw -1928216.123649 + Penalty 981.859927 = -1927234.263722 nChanged 1317 SP:Iteration 7Q (1357.379340 sec): 3 clusters Score: Raw -1929366.083467 + Penalty 981.859927 = -1928384.223540 nChanged 866 SP:Iteration 8Q (1357.471096 sec): 3 clusters Score: Raw -1930080.935531 + Penalty 981.859927 = -1929099.075604 nChanged 603 SP:Iteration 9Q (1357.553705 sec): 3 clusters Score: Raw -1930544.075138 + Penalty 981.859927 = -1929562.215211 nChanged 428 SP:Iteration 10Q (1357.642603 sec): 3 clusters Score: Raw -1930845.363594 + Penalty 981.859927 = -1929863.503667 nChanged 309 SP:Iteration 11Q (1357.726508 sec): 3 clusters Score: Raw -1931046.699588 + Penalty 981.859927 = -1930064.839661 nChanged 231 SP:Iteration 12Q (1357.810595 sec): 3 clusters Score: Raw -1931197.665439 + Penalty 981.859927 = -1930215.805512 nChanged 172 SP:Iteration 13Q (1357.892616 sec): 3 clusters Score: Raw -1931297.680559 + Penalty 981.859927 = -1930315.820632 nChanged 118 SP:Iteration 14Q (1357.974586 sec): 3 clusters Score: Raw -1931350.214147 + Penalty 981.859927 = -1930368.354220 nChanged 82 SP:Iteration 15Q (1358.057930 sec): 3 clusters Score: Raw -1931384.300271 + Penalty 981.859927 = -1930402.440343 nChanged 58 SP:Iteration 16Q (1358.144873 sec): 3 clusters Score: Raw -1931408.439054 + Penalty 981.859927 = -1930426.579127 nChanged 51 SP:Iteration 17Q (1358.225299 sec): 3 clusters Score: Raw -1931431.036744 + Penalty 981.859927 = -1930449.176816 nChanged 47 SP:Iteration 18Q (1358.315318 sec): 3 clusters Score: Raw -1931450.635697 + Penalty 981.859927 = -1930468.775770 nChanged 31 SP:Iteration 19Q (1358.405359 sec): 3 clusters Score: Raw -1931461.752926 + Penalty 981.859927 = -1930479.892998 nChanged 27 SP:Iteration 20F (1358.494363 sec): 3 clusters Score: Raw -1931473.900192 + Penalty 981.859927 = -1930492.040265 nChanged 22 SP:Iteration 21Q (1358.579897 sec): 3 clusters Score: Raw -1931485.127477 + Penalty 981.859927 = -1930503.267550 nChanged 23 SP:Iteration 22Q (1358.664343 sec): 3 clusters Score: Raw -1931495.456237 + Penalty 981.859927 = -1930513.596310 nChanged 15 SP:Iteration 23Q (1358.748116 sec): 3 clusters Score: Raw -1931499.950641 + Penalty 981.859927 = -1930518.090714 nChanged 11 SP:Iteration 24Q (1358.834936 sec): 3 clusters Score: Raw -1931503.705897 + Penalty 981.859927 = -1930521.845970 nChanged 8 SP:Iteration 25Q (1358.918954 sec): 3 clusters Score: Raw -1931506.163373 + Penalty 981.859927 = -1930524.303446 nChanged 10 SP:Iteration 26Q (1359.000247 sec): 3 clusters Score: Raw -1931509.447579 + Penalty 981.859927 = -1930527.587652 nChanged 8 SP:Iteration 27Q (1359.081145 sec): 3 clusters Score: Raw -1931512.264370 + Penalty 981.859927 = -1930530.404443 nChanged 11 SP:Iteration 28Q (1359.164325 sec): 3 clusters Score: Raw -1931515.214550 + Penalty 981.859927 = -1930533.354623 nChanged 8 SP:Iteration 29Q (1359.247181 sec): 3 clusters Score: Raw -1931517.625562 + Penalty 981.859927 = -1930535.765635 nChanged 8 SP:Iteration 30Q (1359.327462 sec): 3 clusters Score: Raw -1931521.505842 + Penalty 981.859927 = -1930539.645915 nChanged 11 SP:Iteration 31Q (1359.412554 sec): 3 clusters Score: Raw -1931525.069922 + Penalty 981.859927 = -1930543.209995 nChanged 7 SP:Iteration 32Q (1359.487405 sec): 3 clusters Score: Raw -1931527.029163 + Penalty 981.859927 = -1930545.169235 nChanged 7 SP:Iteration 33Q (1359.575708 sec): 3 clusters Score: Raw -1931530.057133 + Penalty 981.859927 = -1930548.197206 nChanged 6 SP:Iteration 34Q (1359.655874 sec): 3 clusters Score: Raw -1931531.377074 + Penalty 981.859927 = -1930549.517146 nChanged 1 SP:Iteration 35Q (1359.730064 sec): 3 clusters Score: Raw -1931531.653539 + Penalty 981.859927 = -1930549.793612 nChanged 2 SP:Iteration 36Q (1359.814148 sec): 3 clusters Score: Raw -1931532.137409 + Penalty 981.859927 = -1930550.277482 nChanged 1 SP:Iteration 37Q (1359.883991 sec): 3 clusters Score: Raw -1931532.347318 + Penalty 981.859927 = -1930550.487391 nChanged 2 SP:Iteration 38Q (1359.968025 sec): 3 clusters Score: Raw -1931532.581762 + Penalty 981.859927 = -1930550.721834 nChanged 0 SP:Iteration 39F (1360.062766 sec): 3 clusters Score: Raw -1931532.581762 + Penalty 981.859927 = -1930550.721834 nChanged 0 Trying to split cluster 19 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1360.097710 sec): 2 clusters Score: Raw -27871.580296 + Penalty 302.292433 = -27569.287863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1360.146380 sec): 3 clusters Score: Raw -27542.874352 + Penalty 604.584866 = -26938.289486 nChanged 285 SP:Iteration 1F (1360.186140 sec): 3 clusters Score: Raw -27785.828645 + Penalty 604.584866 = -27181.243779 nChanged 73 SP:Iteration 2F (1360.233043 sec): 3 clusters Score: Raw -27853.574974 + Penalty 604.584866 = -27248.990108 nChanged 48 SP:Iteration 3F (1360.277919 sec): 3 clusters Score: Raw -27900.883155 + Penalty 604.584866 = -27296.298289 nChanged 30 SP:Iteration 4Q (1360.319320 sec): 3 clusters Score: Raw -27925.290732 + Penalty 604.584866 = -27320.705866 nChanged 21 SP:Iteration 5Q (1360.367190 sec): 3 clusters Score: Raw -27940.211833 + Penalty 604.584866 = -27335.626967 nChanged 16 SP:Iteration 6Q (1360.410034 sec): 3 clusters Score: Raw -27951.339772 + Penalty 604.584866 = -27346.754906 nChanged 10 SP:Iteration 7Q (1360.453980 sec): 3 clusters Score: Raw -27955.924885 + Penalty 604.584866 = -27351.340019 nChanged 10 SP:Iteration 8Q (1360.486414 sec): 3 clusters Score: Raw -27960.003223 + Penalty 604.584866 = -27355.418357 nChanged 9 SP:Iteration 9Q (1360.531064 sec): 3 clusters Score: Raw -27961.878861 + Penalty 604.584866 = -27357.293995 nChanged 1 SP:Iteration 10Q (1360.579602 sec): 3 clusters Score: Raw -27962.025737 + Penalty 604.584866 = -27357.440871 nChanged 2 SP:Iteration 11Q (1360.623203 sec): 3 clusters Score: Raw -27962.626811 + Penalty 604.584866 = -27358.041945 nChanged 0 SP:Iteration 12F (1360.682758 sec): 3 clusters Score: Raw -27962.626811 + Penalty 604.584866 = -27358.041945 nChanged 0 Trying to split cluster 20 (1912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1360.709804 sec): 2 clusters Score: Raw -83250.218170 + Penalty 343.793682 = -82906.424489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1360.759868 sec): 3 clusters Score: Raw -82211.474780 + Penalty 687.587364 = -81523.887417 nChanged 813 SP:Iteration 1F (1360.800195 sec): 3 clusters Score: Raw -82666.840670 + Penalty 687.587364 = -81979.253306 nChanged 132 SP:Iteration 2F (1360.841164 sec): 3 clusters Score: Raw -82732.219002 + Penalty 687.587364 = -82044.631638 nChanged 105 SP:Iteration 3F (1360.884830 sec): 3 clusters Score: Raw -82784.397942 + Penalty 687.587364 = -82096.810579 nChanged 96 SP:Iteration 4F (1360.934581 sec): 3 clusters Score: Raw -82834.478065 + Penalty 687.587364 = -82146.890702 nChanged 88 SP:Iteration 5Q (1360.986797 sec): 3 clusters Score: Raw -82872.198325 + Penalty 687.587364 = -82184.610961 nChanged 67 SP:Iteration 6Q (1361.025881 sec): 3 clusters Score: Raw -82901.570638 + Penalty 687.587364 = -82213.983274 nChanged 59 SP:Iteration 7Q (1361.071096 sec): 3 clusters Score: Raw -82924.111466 + Penalty 687.587364 = -82236.524102 nChanged 43 SP:Iteration 8Q (1361.122065 sec): 3 clusters Score: Raw -82936.553150 + Penalty 687.587364 = -82248.965787 nChanged 35 SP:Iteration 9Q (1361.156372 sec): 3 clusters Score: Raw -82948.214725 + Penalty 687.587364 = -82260.627361 nChanged 34 SP:Iteration 10Q (1361.204948 sec): 3 clusters Score: Raw -82958.694653 + Penalty 687.587364 = -82271.107290 nChanged 28 SP:Iteration 11Q (1361.249798 sec): 3 clusters Score: Raw -82966.016921 + Penalty 687.587364 = -82278.429558 nChanged 32 SP:Iteration 12Q (1361.304850 sec): 3 clusters Score: Raw -82974.129316 + Penalty 687.587364 = -82286.541953 nChanged 22 SP:Iteration 13Q (1361.360207 sec): 3 clusters Score: Raw -82979.052141 + Penalty 687.587364 = -82291.464778 nChanged 20 SP:Iteration 14Q (1361.400779 sec): 3 clusters Score: Raw -82984.282546 + Penalty 687.587364 = -82296.695183 nChanged 23 SP:Iteration 15Q (1361.442705 sec): 3 clusters Score: Raw -82989.648370 + Penalty 687.587364 = -82302.061007 nChanged 18 SP:Iteration 16Q (1361.492809 sec): 3 clusters Score: Raw -82994.000773 + Penalty 687.587364 = -82306.413409 nChanged 21 SP:Iteration 17Q (1361.544730 sec): 3 clusters Score: Raw -82999.676573 + Penalty 687.587364 = -82312.089209 nChanged 22 SP:Iteration 18Q (1361.595051 sec): 3 clusters Score: Raw -83005.307320 + Penalty 687.587364 = -82317.719956 nChanged 13 SP:Iteration 19Q (1361.648690 sec): 3 clusters Score: Raw -83009.184888 + Penalty 687.587364 = -82321.597525 nChanged 12 SP:Iteration 20F (1361.694673 sec): 3 clusters Score: Raw -83013.364862 + Penalty 687.587364 = -82325.777498 nChanged 9 SP:Iteration 21Q (1361.736764 sec): 3 clusters Score: Raw -83016.238455 + Penalty 687.587364 = -82328.651091 nChanged 14 SP:Iteration 22Q (1361.776953 sec): 3 clusters Score: Raw -83019.331559 + Penalty 687.587364 = -82331.744196 nChanged 23 SP:Iteration 23Q (1361.833846 sec): 3 clusters Score: Raw -83026.695373 + Penalty 687.587364 = -82339.108010 nChanged 29 SP:Iteration 24Q (1361.887960 sec): 3 clusters Score: Raw -83036.876315 + Penalty 687.587364 = -82349.288952 nChanged 21 SP:Iteration 25Q (1361.927703 sec): 3 clusters Score: Raw -83042.458569 + Penalty 687.587364 = -82354.871205 nChanged 17 SP:Iteration 26Q (1361.967639 sec): 3 clusters Score: Raw -83046.265352 + Penalty 687.587364 = -82358.677988 nChanged 16 SP:Iteration 27Q (1362.024237 sec): 3 clusters Score: Raw -83050.993154 + Penalty 687.587364 = -82363.405790 nChanged 21 SP:Iteration 28Q (1362.062373 sec): 3 clusters Score: Raw -83057.993073 + Penalty 687.587364 = -82370.405710 nChanged 31 SP:Iteration 29Q (1362.113796 sec): 3 clusters Score: Raw -83068.216332 + Penalty 687.587364 = -82380.628969 nChanged 31 SP:Iteration 30Q (1362.163947 sec): 3 clusters Score: Raw -83079.644987 + Penalty 687.587364 = -82392.057623 nChanged 33 SP:Iteration 31Q (1362.203752 sec): 3 clusters Score: Raw -83089.521499 + Penalty 687.587364 = -82401.934136 nChanged 25 SP:Iteration 32Q (1362.257114 sec): 3 clusters Score: Raw -83096.915549 + Penalty 687.587364 = -82409.328186 nChanged 22 SP:Iteration 33Q (1362.301025 sec): 3 clusters Score: Raw -83103.072951 + Penalty 687.587364 = -82415.485587 nChanged 23 SP:Iteration 34Q (1362.350126 sec): 3 clusters Score: Raw -83111.344507 + Penalty 687.587364 = -82423.757144 nChanged 22 SP:Iteration 35Q (1362.404612 sec): 3 clusters Score: Raw -83120.018882 + Penalty 687.587364 = -82432.431519 nChanged 16 SP:Iteration 36Q (1362.452559 sec): 3 clusters Score: Raw -83125.373826 + Penalty 687.587364 = -82437.786463 nChanged 14 SP:Iteration 37Q (1362.506719 sec): 3 clusters Score: Raw -83129.973640 + Penalty 687.587364 = -82442.386277 nChanged 14 SP:Iteration 38Q (1362.551728 sec): 3 clusters Score: Raw -83134.334517 + Penalty 687.587364 = -82446.747153 nChanged 21 SP:Iteration 39Q (1362.604390 sec): 3 clusters Score: Raw -83141.309437 + Penalty 687.587364 = -82453.722073 nChanged 19 SP:Iteration 40F (1362.650348 sec): 3 clusters Score: Raw -83148.623992 + Penalty 687.587364 = -82461.036629 nChanged 20 SP:Iteration 41Q (1362.697543 sec): 3 clusters Score: Raw -83159.062371 + Penalty 687.587364 = -82471.475008 nChanged 34 SP:Iteration 42Q (1362.740239 sec): 3 clusters Score: Raw -83179.206846 + Penalty 687.587364 = -82491.619483 nChanged 31 SP:Iteration 43Q (1362.776257 sec): 3 clusters Score: Raw -83195.750514 + Penalty 687.587364 = -82508.163151 nChanged 17 SP:Iteration 44Q (1362.835229 sec): 3 clusters Score: Raw -83204.597918 + Penalty 687.587364 = -82517.010555 nChanged 16 SP:Iteration 45Q (1362.886892 sec): 3 clusters Score: Raw -83213.208096 + Penalty 687.587364 = -82525.620733 nChanged 16 SP:Iteration 46Q (1362.935119 sec): 3 clusters Score: Raw -83222.182495 + Penalty 687.587364 = -82534.595132 nChanged 17 SP:Iteration 47Q (1362.979268 sec): 3 clusters Score: Raw -83231.160656 + Penalty 687.587364 = -82543.573292 nChanged 13 SP:Iteration 48Q (1363.028509 sec): 3 clusters Score: Raw -83237.890329 + Penalty 687.587364 = -82550.302966 nChanged 13 SP:Iteration 49Q (1363.080457 sec): 3 clusters Score: Raw -83247.485150 + Penalty 687.587364 = -82559.897786 nChanged 13 SP:Iteration 50Q (1363.134612 sec): 3 clusters Score: Raw -83258.308605 + Penalty 687.587364 = -82570.721242 nChanged 11 SP:Iteration 51Q (1363.176258 sec): 3 clusters Score: Raw -83266.785666 + Penalty 687.587364 = -82579.198302 nChanged 7 SP:Iteration 52Q (1363.231460 sec): 3 clusters Score: Raw -83272.332940 + Penalty 687.587364 = -82584.745576 nChanged 8 SP:Iteration 53Q (1363.277185 sec): 3 clusters Score: Raw -83278.718248 + Penalty 687.587364 = -82591.130885 nChanged 7 SP:Iteration 54Q (1363.330892 sec): 3 clusters Score: Raw -83285.179418 + Penalty 687.587364 = -82597.592054 nChanged 3 SP:Iteration 55Q (1363.378851 sec): 3 clusters Score: Raw -83288.126392 + Penalty 687.587364 = -82600.539028 nChanged 2 SP:Iteration 56Q (1363.426940 sec): 3 clusters Score: Raw -83290.020406 + Penalty 687.587364 = -82602.433042 nChanged 0 SP:Iteration 57F (1363.484488 sec): 3 clusters Score: Raw -83290.020406 + Penalty 687.587364 = -82602.433042 nChanged 0 Trying to split cluster 21 (1816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1363.499835 sec): 2 clusters Score: Raw -70238.848651 + Penalty 341.449816 = -69897.398835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1363.555352 sec): 3 clusters Score: Raw -69239.163798 + Penalty 682.899632 = -68556.264166 nChanged 771 SP:Iteration 1F (1363.597707 sec): 3 clusters Score: Raw -69746.703468 + Penalty 682.899632 = -69063.803836 nChanged 138 SP:Iteration 2F (1363.657100 sec): 3 clusters Score: Raw -69827.845399 + Penalty 682.899632 = -69144.945767 nChanged 116 SP:Iteration 3F (1363.706744 sec): 3 clusters Score: Raw -69910.865564 + Penalty 682.899632 = -69227.965932 nChanged 104 SP:Iteration 4F (1363.754519 sec): 3 clusters Score: Raw -69980.807584 + Penalty 682.899632 = -69297.907953 nChanged 87 SP:Iteration 5Q (1363.796636 sec): 3 clusters Score: Raw -70038.845514 + Penalty 682.899632 = -69355.945882 nChanged 69 SP:Iteration 6Q (1363.840305 sec): 3 clusters Score: Raw -70081.068475 + Penalty 682.899632 = -69398.168843 nChanged 51 SP:Iteration 7Q (1363.893010 sec): 3 clusters Score: Raw -70111.485192 + Penalty 682.899632 = -69428.585560 nChanged 43 SP:Iteration 8Q (1363.944364 sec): 3 clusters Score: Raw -70134.195463 + Penalty 682.899632 = -69451.295831 nChanged 29 SP:Iteration 9Q (1363.984595 sec): 3 clusters Score: Raw -70154.105778 + Penalty 682.899632 = -69471.206146 nChanged 35 SP:Iteration 10Q (1364.037403 sec): 3 clusters Score: Raw -70177.492567 + Penalty 682.899632 = -69494.592935 nChanged 36 SP:Iteration 11Q (1364.085255 sec): 3 clusters Score: Raw -70200.879031 + Penalty 682.899632 = -69517.979399 nChanged 34 SP:Iteration 12Q (1364.130339 sec): 3 clusters Score: Raw -70225.958051 + Penalty 682.899632 = -69543.058419 nChanged 28 SP:Iteration 13Q (1364.165546 sec): 3 clusters Score: Raw -70251.615404 + Penalty 682.899632 = -69568.715773 nChanged 34 SP:Iteration 14Q (1364.212734 sec): 3 clusters Score: Raw -70281.375607 + Penalty 682.899632 = -69598.475975 nChanged 40 SP:Iteration 15Q (1364.270604 sec): 3 clusters Score: Raw -70317.033899 + Penalty 682.899632 = -69634.134267 nChanged 33 SP:Iteration 16Q (1364.310583 sec): 3 clusters Score: Raw -70349.840574 + Penalty 682.899632 = -69666.940943 nChanged 27 SP:Iteration 17Q (1364.351122 sec): 3 clusters Score: Raw -70381.741514 + Penalty 682.899632 = -69698.841882 nChanged 24 SP:Iteration 18Q (1364.405301 sec): 3 clusters Score: Raw -70393.927549 + Penalty 682.899632 = -69711.027917 nChanged 9 SP:Iteration 19Q (1364.451812 sec): 3 clusters Score: Raw -70397.661564 + Penalty 682.899632 = -69714.761932 nChanged 6 SP:Iteration 20F (1364.495368 sec): 3 clusters Score: Raw -70401.218440 + Penalty 682.899632 = -69718.318808 nChanged 6 SP:Iteration 21Q (1364.540937 sec): 3 clusters Score: Raw -70404.290745 + Penalty 682.899632 = -69721.391113 nChanged 6 SP:Iteration 22Q (1364.588120 sec): 3 clusters Score: Raw -70406.103044 + Penalty 682.899632 = -69723.203412 nChanged 3 SP:Iteration 23Q (1364.637276 sec): 3 clusters Score: Raw -70406.605545 + Penalty 682.899632 = -69723.705914 nChanged 3 SP:Iteration 24Q (1364.679975 sec): 3 clusters Score: Raw -70406.917407 + Penalty 682.899632 = -69724.017775 nChanged 0 SP:Iteration 25F (1364.721616 sec): 3 clusters Score: Raw -70406.917407 + Penalty 682.899632 = -69724.017775 nChanged 0 Trying to split cluster 22 (38351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1364.785602 sec): 2 clusters Score: Raw -1579219.890015 + Penalty 480.231383 = -1578739.658632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1364.865393 sec): 3 clusters Score: Raw -1553981.848451 + Penalty 960.462765 = -1553021.385686 nChanged 18403 SP:Iteration 1F (1364.943281 sec): 3 clusters Score: Raw -1565096.989451 + Penalty 960.462765 = -1564136.526686 nChanged 1915 SP:Iteration 2Q (1365.030797 sec): 3 clusters Score: Raw -1565932.417141 + Penalty 960.462765 = -1564971.954376 nChanged 2427 SP:Iteration 3F (1365.107572 sec): 3 clusters Score: Raw -1567335.038380 + Penalty 960.462765 = -1566374.575615 nChanged 3212 SP:Iteration 4F (1365.186575 sec): 3 clusters Score: Raw -1569730.761457 + Penalty 960.462765 = -1568770.298691 nChanged 3652 SP:Iteration 5F (1365.261066 sec): 3 clusters Score: Raw -1573050.471495 + Penalty 960.462765 = -1572090.008730 nChanged 3085 SP:Iteration 6F (1365.348462 sec): 3 clusters Score: Raw -1576043.509124 + Penalty 960.462765 = -1575083.046359 nChanged 1918 SP:Iteration 7F (1365.417321 sec): 3 clusters Score: Raw -1577854.995662 + Penalty 960.462765 = -1576894.532897 nChanged 928 SP:Iteration 8Q (1365.504268 sec): 3 clusters Score: Raw -1578678.781057 + Penalty 960.462765 = -1577718.318291 nChanged 432 SP:Iteration 9Q (1365.590396 sec): 3 clusters Score: Raw -1579022.970913 + Penalty 960.462765 = -1578062.508147 nChanged 187 SP:Iteration 10Q (1365.666788 sec): 3 clusters Score: Raw -1579165.319279 + Penalty 960.462765 = -1578204.856514 nChanged 94 SP:Iteration 11Q (1365.743076 sec): 3 clusters Score: Raw -1579241.520000 + Penalty 960.462765 = -1578281.057235 nChanged 59 SP:Iteration 12Q (1365.819390 sec): 3 clusters Score: Raw -1579282.732005 + Penalty 960.462765 = -1578322.269240 nChanged 28 SP:Iteration 13Q (1365.896970 sec): 3 clusters Score: Raw -1579298.416705 + Penalty 960.462765 = -1578337.953939 nChanged 17 SP:Iteration 14Q (1365.969530 sec): 3 clusters Score: Raw -1579303.878740 + Penalty 960.462765 = -1578343.415975 nChanged 12 SP:Iteration 15Q (1366.045505 sec): 3 clusters Score: Raw -1579309.996048 + Penalty 960.462765 = -1578349.533283 nChanged 7 SP:Iteration 16Q (1366.120537 sec): 3 clusters Score: Raw -1579313.246315 + Penalty 960.462765 = -1578352.783550 nChanged 6 SP:Iteration 17Q (1366.196405 sec): 3 clusters Score: Raw -1579316.051106 + Penalty 960.462765 = -1578355.588341 nChanged 5 SP:Iteration 18Q (1366.275713 sec): 3 clusters Score: Raw -1579317.728919 + Penalty 960.462765 = -1578357.266153 nChanged 3 SP:Iteration 19Q (1366.338146 sec): 3 clusters Score: Raw -1579318.929778 + Penalty 960.462765 = -1578358.467013 nChanged 4 SP:Iteration 20F (1366.430991 sec): 3 clusters Score: Raw -1579320.879093 + Penalty 960.462765 = -1578360.416328 nChanged 2 SP:Iteration 21Q (1366.497640 sec): 3 clusters Score: Raw -1579321.138801 + Penalty 960.462765 = -1578360.676036 nChanged 0 SP:Iteration 22F (1366.579040 sec): 3 clusters Score: Raw -1579321.138801 + Penalty 960.462765 = -1578360.676036 nChanged 0 Trying to split cluster 23 (107430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1366.689867 sec): 2 clusters Score: Raw -4350440.896650 + Penalty 527.099061 = -4349913.797589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1366.845169 sec): 3 clusters Score: Raw -4278513.471509 + Penalty 1054.198122 = -4277459.273387 nChanged 52424 SP:Iteration 1F (1366.981962 sec): 3 clusters Score: Raw -4312274.213802 + Penalty 1054.198122 = -4311220.015680 nChanged 5497 SP:Iteration 2F (1367.126417 sec): 3 clusters Score: Raw -4315148.455834 + Penalty 1054.198122 = -4314094.257711 nChanged 6268 SP:Iteration 3F (1367.263571 sec): 3 clusters Score: Raw -4319283.768628 + Penalty 1054.198122 = -4318229.570505 nChanged 7142 SP:Iteration 4F (1367.403801 sec): 3 clusters Score: Raw -4324973.516508 + Penalty 1054.198122 = -4323919.318385 nChanged 7359 SP:Iteration 5F (1367.545051 sec): 3 clusters Score: Raw -4331210.737567 + Penalty 1054.198122 = -4330156.539444 nChanged 6380 SP:Iteration 6F (1367.678445 sec): 3 clusters Score: Raw -4336340.929205 + Penalty 1054.198122 = -4335286.731083 nChanged 5082 SP:Iteration 7Q (1367.838073 sec): 3 clusters Score: Raw -4340129.662879 + Penalty 1054.198122 = -4339075.464756 nChanged 3983 SP:Iteration 8Q (1367.974853 sec): 3 clusters Score: Raw -4342917.351334 + Penalty 1054.198122 = -4341863.153212 nChanged 3193 SP:Iteration 9Q (1368.111449 sec): 3 clusters Score: Raw -4345059.409819 + Penalty 1054.198122 = -4344005.211696 nChanged 2492 SP:Iteration 10Q (1368.249085 sec): 3 clusters Score: Raw -4346688.753296 + Penalty 1054.198122 = -4345634.555174 nChanged 1899 SP:Iteration 11Q (1368.371191 sec): 3 clusters Score: Raw -4347891.810037 + Penalty 1054.198122 = -4346837.611915 nChanged 1454 SP:Iteration 12Q (1368.508854 sec): 3 clusters Score: Raw -4348812.891631 + Penalty 1054.198122 = -4347758.693509 nChanged 1040 SP:Iteration 13Q (1368.633114 sec): 3 clusters Score: Raw -4349453.000053 + Penalty 1054.198122 = -4348398.801930 nChanged 681 SP:Iteration 14Q (1368.760108 sec): 3 clusters Score: Raw -4349841.150830 + Penalty 1054.198122 = -4348786.952708 nChanged 445 SP:Iteration 15Q (1368.875943 sec): 3 clusters Score: Raw -4350096.953186 + Penalty 1054.198122 = -4349042.755064 nChanged 277 SP:Iteration 16Q (1368.996428 sec): 3 clusters Score: Raw -4350250.144599 + Penalty 1054.198122 = -4349195.946476 nChanged 175 SP:Iteration 17Q (1369.122033 sec): 3 clusters Score: Raw -4350350.837024 + Penalty 1054.198122 = -4349296.638901 nChanged 104 SP:Iteration 18Q (1369.244393 sec): 3 clusters Score: Raw -4350416.066716 + Penalty 1054.198122 = -4349361.868594 nChanged 67 SP:Iteration 19Q (1369.368959 sec): 3 clusters Score: Raw -4350458.991701 + Penalty 1054.198122 = -4349404.793579 nChanged 52 SP:Iteration 20F (1369.506190 sec): 3 clusters Score: Raw -4350489.194197 + Penalty 1054.198122 = -4349434.996075 nChanged 35 SP:Iteration 21Q (1369.624576 sec): 3 clusters Score: Raw -4350508.452877 + Penalty 1054.198122 = -4349454.254755 nChanged 22 SP:Iteration 22Q (1369.744033 sec): 3 clusters Score: Raw -4350521.962065 + Penalty 1054.198122 = -4349467.763943 nChanged 19 SP:Iteration 23Q (1369.867702 sec): 3 clusters Score: Raw -4350534.790973 + Penalty 1054.198122 = -4349480.592850 nChanged 12 SP:Iteration 24Q (1369.996149 sec): 3 clusters Score: Raw -4350541.958539 + Penalty 1054.198122 = -4349487.760416 nChanged 9 SP:Iteration 25Q (1370.124040 sec): 3 clusters Score: Raw -4350546.422382 + Penalty 1054.198122 = -4349492.224260 nChanged 8 SP:Iteration 26Q (1370.242687 sec): 3 clusters Score: Raw -4350551.405138 + Penalty 1054.198122 = -4349497.207016 nChanged 7 SP:Iteration 27Q (1370.364713 sec): 3 clusters Score: Raw -4350556.679177 + Penalty 1054.198122 = -4349502.481055 nChanged 9 SP:Iteration 28Q (1370.483552 sec): 3 clusters Score: Raw -4350561.284296 + Penalty 1054.198122 = -4349507.086173 nChanged 9 SP:Iteration 29Q (1370.603221 sec): 3 clusters Score: Raw -4350565.047670 + Penalty 1054.198122 = -4349510.849548 nChanged 9 SP:Iteration 30Q (1370.732816 sec): 3 clusters Score: Raw -4350568.635020 + Penalty 1054.198122 = -4349514.436898 nChanged 5 SP:Iteration 31Q (1370.847207 sec): 3 clusters Score: Raw -4350571.028849 + Penalty 1054.198122 = -4349516.830727 nChanged 7 SP:Iteration 32Q (1370.967183 sec): 3 clusters Score: Raw -4350575.451997 + Penalty 1054.198122 = -4349521.253875 nChanged 5 SP:Iteration 33Q (1371.088866 sec): 3 clusters Score: Raw -4350577.792101 + Penalty 1054.198122 = -4349523.593979 nChanged 4 SP:Iteration 34Q (1371.206753 sec): 3 clusters Score: Raw -4350578.842243 + Penalty 1054.198122 = -4349524.644121 nChanged 1 SP:Iteration 35Q (1371.321992 sec): 3 clusters Score: Raw -4350579.052483 + Penalty 1054.198122 = -4349524.854361 nChanged 0 SP:Iteration 36F (1371.469426 sec): 3 clusters Score: Raw -4350579.052483 + Penalty 1054.198122 = -4349524.854361 nChanged 0 Trying to split cluster 24 (5901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1371.504342 sec): 2 clusters Score: Raw -230802.315562 + Penalty 395.070908 = -230407.244653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1371.557169 sec): 3 clusters Score: Raw -227256.895485 + Penalty 790.141817 = -226466.753668 nChanged 2690 SP:Iteration 1F (1371.597573 sec): 3 clusters Score: Raw -228869.425483 + Penalty 790.141817 = -228079.283666 nChanged 412 SP:Iteration 2F (1371.648519 sec): 3 clusters Score: Raw -229052.387892 + Penalty 790.141817 = -228262.246075 nChanged 332 SP:Iteration 3F (1371.703628 sec): 3 clusters Score: Raw -229196.284057 + Penalty 790.141817 = -228406.142240 nChanged 302 SP:Iteration 4F (1371.750319 sec): 3 clusters Score: Raw -229334.868054 + Penalty 790.141817 = -228544.726237 nChanged 306 SP:Iteration 5F (1371.810763 sec): 3 clusters Score: Raw -229508.769408 + Penalty 790.141817 = -228718.627591 nChanged 330 SP:Iteration 6F (1371.858551 sec): 3 clusters Score: Raw -229733.483263 + Penalty 790.141817 = -228943.341446 nChanged 343 SP:Iteration 7F (1371.905553 sec): 3 clusters Score: Raw -229986.570824 + Penalty 790.141817 = -229196.429008 nChanged 320 SP:Iteration 8F (1371.961152 sec): 3 clusters Score: Raw -230241.382439 + Penalty 790.141817 = -229451.240622 nChanged 276 SP:Iteration 9Q (1372.019448 sec): 3 clusters Score: Raw -230462.479817 + Penalty 790.141817 = -229672.338000 nChanged 190 SP:Iteration 10Q (1372.073190 sec): 3 clusters Score: Raw -230617.615773 + Penalty 790.141817 = -229827.473956 nChanged 120 SP:Iteration 11Q (1372.126600 sec): 3 clusters Score: Raw -230713.247635 + Penalty 790.141817 = -229923.105818 nChanged 90 SP:Iteration 12Q (1372.166524 sec): 3 clusters Score: Raw -230777.606549 + Penalty 790.141817 = -229987.464733 nChanged 60 SP:Iteration 13Q (1372.227445 sec): 3 clusters Score: Raw -230826.432996 + Penalty 790.141817 = -230036.291179 nChanged 44 SP:Iteration 14Q (1372.280259 sec): 3 clusters Score: Raw -230866.946253 + Penalty 790.141817 = -230076.804436 nChanged 16 SP:Iteration 15Q (1372.331343 sec): 3 clusters Score: Raw -230882.990798 + Penalty 790.141817 = -230092.848982 nChanged 7 SP:Iteration 16Q (1372.380670 sec): 3 clusters Score: Raw -230890.140309 + Penalty 790.141817 = -230099.998492 nChanged 6 SP:Iteration 17Q (1372.426596 sec): 3 clusters Score: Raw -230893.603539 + Penalty 790.141817 = -230103.461722 nChanged 2 SP:Iteration 18Q (1372.480691 sec): 3 clusters Score: Raw -230895.254186 + Penalty 790.141817 = -230105.112369 nChanged 2 SP:Iteration 19Q (1372.520075 sec): 3 clusters Score: Raw -230896.785399 + Penalty 790.141817 = -230106.643583 nChanged 2 SP:Iteration 20F (1372.566955 sec): 3 clusters Score: Raw -230897.414697 + Penalty 790.141817 = -230107.272880 nChanged 0 Trying to split cluster 25 (1953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1372.601798 sec): 2 clusters Score: Raw -85593.335857 + Penalty 344.759048 = -85248.576809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1372.639358 sec): 3 clusters Score: Raw -84484.458693 + Penalty 689.518096 = -83794.940597 nChanged 822 SP:Iteration 1F (1372.689062 sec): 3 clusters Score: Raw -84943.765392 + Penalty 689.518096 = -84254.247296 nChanged 125 SP:Iteration 2F (1372.740759 sec): 3 clusters Score: Raw -85011.660119 + Penalty 689.518096 = -84322.142023 nChanged 111 SP:Iteration 3F (1372.786740 sec): 3 clusters Score: Raw -85059.279802 + Penalty 689.518096 = -84369.761706 nChanged 81 SP:Iteration 4Q (1372.831581 sec): 3 clusters Score: Raw -85091.790149 + Penalty 689.518096 = -84402.272053 nChanged 73 SP:Iteration 5Q (1372.873049 sec): 3 clusters Score: Raw -85127.757596 + Penalty 689.518096 = -84438.239501 nChanged 69 SP:Iteration 6Q (1372.911136 sec): 3 clusters Score: Raw -85170.316560 + Penalty 689.518096 = -84480.798465 nChanged 83 SP:Iteration 7Q (1372.962666 sec): 3 clusters Score: Raw -85218.961282 + Penalty 689.518096 = -84529.443186 nChanged 75 SP:Iteration 8Q (1372.999755 sec): 3 clusters Score: Raw -85265.648034 + Penalty 689.518096 = -84576.129939 nChanged 83 SP:Iteration 9Q (1373.047626 sec): 3 clusters Score: Raw -85326.162673 + Penalty 689.518096 = -84636.644577 nChanged 66 SP:Iteration 10Q (1373.097363 sec): 3 clusters Score: Raw -85371.002010 + Penalty 689.518096 = -84681.483914 nChanged 46 SP:Iteration 11Q (1373.143554 sec): 3 clusters Score: Raw -85394.834505 + Penalty 689.518096 = -84705.316410 nChanged 42 SP:Iteration 12Q (1373.185878 sec): 3 clusters Score: Raw -85412.865003 + Penalty 689.518096 = -84723.346907 nChanged 29 SP:Iteration 13Q (1373.239681 sec): 3 clusters Score: Raw -85421.449043 + Penalty 689.518096 = -84731.930948 nChanged 17 SP:Iteration 14Q (1373.281317 sec): 3 clusters Score: Raw -85425.343783 + Penalty 689.518096 = -84735.825687 nChanged 13 SP:Iteration 15Q (1373.328824 sec): 3 clusters Score: Raw -85428.447368 + Penalty 689.518096 = -84738.929272 nChanged 13 SP:Iteration 16Q (1373.384295 sec): 3 clusters Score: Raw -85431.944086 + Penalty 689.518096 = -84742.425991 nChanged 18 SP:Iteration 17Q (1373.421798 sec): 3 clusters Score: Raw -85438.307802 + Penalty 689.518096 = -84748.789706 nChanged 21 SP:Iteration 18Q (1373.471635 sec): 3 clusters Score: Raw -85447.155531 + Penalty 689.518096 = -84757.637436 nChanged 30 SP:Iteration 19Q (1373.521644 sec): 3 clusters Score: Raw -85459.143520 + Penalty 689.518096 = -84769.625424 nChanged 33 SP:Iteration 20F (1373.570783 sec): 3 clusters Score: Raw -85471.551487 + Penalty 689.518096 = -84782.033392 nChanged 25 SP:Iteration 21Q (1373.609208 sec): 3 clusters Score: Raw -85480.216908 + Penalty 689.518096 = -84790.698812 nChanged 26 SP:Iteration 22Q (1373.666892 sec): 3 clusters Score: Raw -85489.480219 + Penalty 689.518096 = -84799.962124 nChanged 22 SP:Iteration 23Q (1373.709461 sec): 3 clusters Score: Raw -85500.158000 + Penalty 689.518096 = -84810.639905 nChanged 27 SP:Iteration 24Q (1373.764183 sec): 3 clusters Score: Raw -85511.968111 + Penalty 689.518096 = -84822.450015 nChanged 24 SP:Iteration 25Q (1373.809637 sec): 3 clusters Score: Raw -85524.537324 + Penalty 689.518096 = -84835.019228 nChanged 29 SP:Iteration 26Q (1373.846933 sec): 3 clusters Score: Raw -85536.356980 + Penalty 689.518096 = -84846.838884 nChanged 23 SP:Iteration 27Q (1373.894760 sec): 3 clusters Score: Raw -85545.928790 + Penalty 689.518096 = -84856.410694 nChanged 21 SP:Iteration 28Q (1373.941325 sec): 3 clusters Score: Raw -85555.075650 + Penalty 689.518096 = -84865.557554 nChanged 18 SP:Iteration 29Q (1373.989719 sec): 3 clusters Score: Raw -85564.941194 + Penalty 689.518096 = -84875.423098 nChanged 26 SP:Iteration 30Q (1374.023713 sec): 3 clusters Score: Raw -85580.818076 + Penalty 689.518096 = -84891.299980 nChanged 30 SP:Iteration 31Q (1374.082538 sec): 3 clusters Score: Raw -85598.029071 + Penalty 689.518096 = -84908.510975 nChanged 30 SP:Iteration 32Q (1374.123571 sec): 3 clusters Score: Raw -85616.267138 + Penalty 689.518096 = -84926.749042 nChanged 26 SP:Iteration 33Q (1374.166975 sec): 3 clusters Score: Raw -85631.116431 + Penalty 689.518096 = -84941.598335 nChanged 21 SP:Iteration 34Q (1374.216508 sec): 3 clusters Score: Raw -85640.624372 + Penalty 689.518096 = -84951.106276 nChanged 13 SP:Iteration 35Q (1374.254891 sec): 3 clusters Score: Raw -85645.270994 + Penalty 689.518096 = -84955.752898 nChanged 8 SP:Iteration 36Q (1374.303146 sec): 3 clusters Score: Raw -85647.399577 + Penalty 689.518096 = -84957.881481 nChanged 7 SP:Iteration 37Q (1374.343505 sec): 3 clusters Score: Raw -85649.083968 + Penalty 689.518096 = -84959.565872 nChanged 9 SP:Iteration 38Q (1374.394905 sec): 3 clusters Score: Raw -85652.059502 + Penalty 689.518096 = -84962.541406 nChanged 9 SP:Iteration 39Q (1374.435759 sec): 3 clusters Score: Raw -85655.848363 + Penalty 689.518096 = -84966.330267 nChanged 9 SP:Iteration 40F (1374.480102 sec): 3 clusters Score: Raw -85658.209113 + Penalty 689.518096 = -84968.691017 nChanged 7 SP:Iteration 41Q (1374.522167 sec): 3 clusters Score: Raw -85659.252847 + Penalty 689.518096 = -84969.734751 nChanged 3 SP:Iteration 42Q (1374.574505 sec): 3 clusters Score: Raw -85659.665854 + Penalty 689.518096 = -84970.147759 nChanged 3 SP:Iteration 43Q (1374.621995 sec): 3 clusters Score: Raw -85660.856916 + Penalty 689.518096 = -84971.338820 nChanged 2 SP:Iteration 44Q (1374.666450 sec): 3 clusters Score: Raw -85661.208076 + Penalty 689.518096 = -84971.689980 nChanged 1 SP:Iteration 45Q (1374.716466 sec): 3 clusters Score: Raw -85661.461958 + Penalty 689.518096 = -84971.943863 nChanged 1 SP:Iteration 46Q (1374.772939 sec): 3 clusters Score: Raw -85661.535156 + Penalty 689.518096 = -84972.017060 nChanged 1 SP:Iteration 47Q (1374.820484 sec): 3 clusters Score: Raw -85661.792753 + Penalty 689.518096 = -84972.274658 nChanged 1 SP:Iteration 48Q (1374.861830 sec): 3 clusters Score: Raw -85661.836279 + Penalty 689.518096 = -84972.318183 nChanged 0 SP:Iteration 49F (1374.909521 sec): 3 clusters Score: Raw -85661.836279 + Penalty 689.518096 = -84972.318183 nChanged 0 Trying to split cluster 26 (14098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1374.955983 sec): 2 clusters Score: Raw -589889.434095 + Penalty 434.697364 = -589454.736731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1375.011528 sec): 3 clusters Score: Raw -580970.396384 + Penalty 869.394728 = -580101.001656 nChanged 6616 SP:Iteration 1F (1375.070845 sec): 3 clusters Score: Raw -584899.208129 + Penalty 869.394728 = -584029.813400 nChanged 794 SP:Iteration 2F (1375.134915 sec): 3 clusters Score: Raw -585309.388778 + Penalty 869.394728 = -584439.994050 nChanged 824 SP:Iteration 3F (1375.193875 sec): 3 clusters Score: Raw -585795.652104 + Penalty 869.394728 = -584926.257376 nChanged 815 SP:Iteration 4F (1375.252264 sec): 3 clusters Score: Raw -586361.811376 + Penalty 869.394728 = -585492.416648 nChanged 832 SP:Iteration 5F (1375.309946 sec): 3 clusters Score: Raw -586983.861046 + Penalty 869.394728 = -586114.466318 nChanged 781 SP:Iteration 6F (1375.354583 sec): 3 clusters Score: Raw -587514.782760 + Penalty 869.394728 = -586645.388032 nChanged 613 SP:Iteration 7Q (1375.411918 sec): 3 clusters Score: Raw -587789.472778 + Penalty 869.394728 = -586920.078050 nChanged 366 SP:Iteration 8Q (1375.473700 sec): 3 clusters Score: Raw -587890.402299 + Penalty 869.394728 = -587021.007571 nChanged 221 SP:Iteration 9Q (1375.527396 sec): 3 clusters Score: Raw -587941.254027 + Penalty 869.394728 = -587071.859299 nChanged 155 SP:Iteration 10Q (1375.592909 sec): 3 clusters Score: Raw -587971.591371 + Penalty 869.394728 = -587102.196643 nChanged 143 SP:Iteration 11Q (1375.654796 sec): 3 clusters Score: Raw -588003.542980 + Penalty 869.394728 = -587134.148251 nChanged 147 SP:Iteration 12Q (1375.717444 sec): 3 clusters Score: Raw -588042.181062 + Penalty 869.394728 = -587172.786334 nChanged 153 SP:Iteration 13Q (1375.775727 sec): 3 clusters Score: Raw -588085.657156 + Penalty 869.394728 = -587216.262428 nChanged 167 SP:Iteration 14Q (1375.829667 sec): 3 clusters Score: Raw -588134.376699 + Penalty 869.394728 = -587264.981971 nChanged 171 SP:Iteration 15Q (1375.881572 sec): 3 clusters Score: Raw -588183.684883 + Penalty 869.394728 = -587314.290155 nChanged 170 SP:Iteration 16Q (1375.938858 sec): 3 clusters Score: Raw -588237.717493 + Penalty 869.394728 = -587368.322765 nChanged 169 SP:Iteration 17Q (1376.000472 sec): 3 clusters Score: Raw -588288.179782 + Penalty 869.394728 = -587418.785054 nChanged 174 SP:Iteration 18Q (1376.057407 sec): 3 clusters Score: Raw -588341.281215 + Penalty 869.394728 = -587471.886486 nChanged 165 SP:Iteration 19Q (1376.121180 sec): 3 clusters Score: Raw -588387.215333 + Penalty 869.394728 = -587517.820604 nChanged 155 SP:Iteration 20F (1376.179714 sec): 3 clusters Score: Raw -588432.437434 + Penalty 869.394728 = -587563.042706 nChanged 148 SP:Iteration 21Q (1376.235411 sec): 3 clusters Score: Raw -588471.430434 + Penalty 869.394728 = -587602.035706 nChanged 141 SP:Iteration 22Q (1376.286977 sec): 3 clusters Score: Raw -588507.856261 + Penalty 869.394728 = -587638.461533 nChanged 135 SP:Iteration 23Q (1376.334660 sec): 3 clusters Score: Raw -588544.776707 + Penalty 869.394728 = -587675.381978 nChanged 133 SP:Iteration 24Q (1376.392604 sec): 3 clusters Score: Raw -588584.862091 + Penalty 869.394728 = -587715.467363 nChanged 130 SP:Iteration 25Q (1376.458593 sec): 3 clusters Score: Raw -588619.595089 + Penalty 869.394728 = -587750.200360 nChanged 131 SP:Iteration 26Q (1376.509475 sec): 3 clusters Score: Raw -588657.057304 + Penalty 869.394728 = -587787.662576 nChanged 137 SP:Iteration 27Q (1376.576401 sec): 3 clusters Score: Raw -588702.623589 + Penalty 869.394728 = -587833.228861 nChanged 163 SP:Iteration 28Q (1376.626331 sec): 3 clusters Score: Raw -588759.965918 + Penalty 869.394728 = -587890.571190 nChanged 171 SP:Iteration 29Q (1376.696895 sec): 3 clusters Score: Raw -588819.729396 + Penalty 869.394728 = -587950.334667 nChanged 180 SP:Iteration 30Q (1376.746286 sec): 3 clusters Score: Raw -588885.901971 + Penalty 869.394728 = -588016.507243 nChanged 172 SP:Iteration 31Q (1376.811533 sec): 3 clusters Score: Raw -588949.565993 + Penalty 869.394728 = -588080.171265 nChanged 179 SP:Iteration 32Q (1376.879160 sec): 3 clusters Score: Raw -589018.248380 + Penalty 869.394728 = -588148.853652 nChanged 201 SP:Iteration 33Q (1376.936840 sec): 3 clusters Score: Raw -589099.867317 + Penalty 869.394728 = -588230.472588 nChanged 173 SP:Iteration 34Q (1376.991704 sec): 3 clusters Score: Raw -589164.726206 + Penalty 869.394728 = -588295.331478 nChanged 173 SP:Iteration 35Q (1377.054709 sec): 3 clusters Score: Raw -589229.827438 + Penalty 869.394728 = -588360.432710 nChanged 158 SP:Iteration 36Q (1377.112113 sec): 3 clusters Score: Raw -589288.092930 + Penalty 869.394728 = -588418.698201 nChanged 147 SP:Iteration 37Q (1377.160983 sec): 3 clusters Score: Raw -589337.743412 + Penalty 869.394728 = -588468.348683 nChanged 151 SP:Iteration 38Q (1377.218576 sec): 3 clusters Score: Raw -589389.382082 + Penalty 869.394728 = -588519.987354 nChanged 143 SP:Iteration 39Q (1377.284523 sec): 3 clusters Score: Raw -589441.446195 + Penalty 869.394728 = -588572.051467 nChanged 124 SP:Iteration 40F (1377.334494 sec): 3 clusters Score: Raw -589488.719416 + Penalty 869.394728 = -588619.324687 nChanged 126 SP:Iteration 41Q (1377.401197 sec): 3 clusters Score: Raw -589538.282522 + Penalty 869.394728 = -588668.887793 nChanged 129 SP:Iteration 42Q (1377.449891 sec): 3 clusters Score: Raw -589593.747826 + Penalty 869.394728 = -588724.353098 nChanged 132 SP:Iteration 43Q (1377.508684 sec): 3 clusters Score: Raw -589659.786282 + Penalty 869.394728 = -588790.391554 nChanged 115 SP:Iteration 44Q (1377.566811 sec): 3 clusters Score: Raw -589716.386613 + Penalty 869.394728 = -588846.991885 nChanged 98 SP:Iteration 45Q (1377.625611 sec): 3 clusters Score: Raw -589767.866259 + Penalty 869.394728 = -588898.471531 nChanged 84 SP:Iteration 46Q (1377.680924 sec): 3 clusters Score: Raw -589809.455979 + Penalty 869.394728 = -588940.061250 nChanged 75 SP:Iteration 47Q (1377.728407 sec): 3 clusters Score: Raw -589852.386716 + Penalty 869.394728 = -588982.991988 nChanged 48 SP:Iteration 48Q (1377.787855 sec): 3 clusters Score: Raw -589874.480168 + Penalty 869.394728 = -589005.085439 nChanged 37 SP:Iteration 49Q (1377.833592 sec): 3 clusters Score: Raw -589896.974454 + Penalty 869.394728 = -589027.579726 nChanged 26 SP:Iteration 50Q (1377.890077 sec): 3 clusters Score: Raw -589914.325986 + Penalty 869.394728 = -589044.931258 nChanged 24 SP:Iteration 51Q (1377.951261 sec): 3 clusters Score: Raw -589932.120494 + Penalty 869.394728 = -589062.725765 nChanged 19 SP:Iteration 52Q (1378.006170 sec): 3 clusters Score: Raw -589947.199066 + Penalty 869.394728 = -589077.804338 nChanged 14 SP:Iteration 53Q (1378.062075 sec): 3 clusters Score: Raw -589956.120740 + Penalty 869.394728 = -589086.726012 nChanged 10 SP:Iteration 54Q (1378.121247 sec): 3 clusters Score: Raw -589960.740444 + Penalty 869.394728 = -589091.345716 nChanged 4 SP:Iteration 55Q (1378.181642 sec): 3 clusters Score: Raw -589961.892743 + Penalty 869.394728 = -589092.498015 nChanged 3 SP:Iteration 56Q (1378.231679 sec): 3 clusters Score: Raw -589963.346193 + Penalty 869.394728 = -589093.951465 nChanged 6 SP:Iteration 57Q (1378.289520 sec): 3 clusters Score: Raw -589966.830730 + Penalty 869.394728 = -589097.436002 nChanged 4 SP:Iteration 58Q (1378.342050 sec): 3 clusters Score: Raw -589969.194722 + Penalty 869.394728 = -589099.799994 nChanged 4 SP:Iteration 59Q (1378.394096 sec): 3 clusters Score: Raw -589971.398885 + Penalty 869.394728 = -589102.004157 nChanged 3 SP:Iteration 60F (1378.452030 sec): 3 clusters Score: Raw -589972.008607 + Penalty 869.394728 = -589102.613878 nChanged 1 SP:Iteration 61Q (1378.505205 sec): 3 clusters Score: Raw -589972.961304 + Penalty 869.394728 = -589103.566576 nChanged 1 SP:Iteration 62Q (1378.549656 sec): 3 clusters Score: Raw -589974.534907 + Penalty 869.394728 = -589105.140179 nChanged 2 SP:Iteration 63Q (1378.612844 sec): 3 clusters Score: Raw -589975.100350 + Penalty 869.394728 = -589105.705622 nChanged 3 SP:Iteration 64Q (1378.662870 sec): 3 clusters Score: Raw -589976.291145 + Penalty 869.394728 = -589106.896417 nChanged 1 SP:Iteration 65Q (1378.718067 sec): 3 clusters Score: Raw -589976.505379 + Penalty 869.394728 = -589107.110650 nChanged 0 SP:Iteration 66F (1378.780103 sec): 3 clusters Score: Raw -589976.505379 + Penalty 869.394728 = -589107.110650 nChanged 0 Trying to split cluster 27 (666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1378.809149 sec): 2 clusters Score: Raw -23617.524945 + Penalty 295.808680 = -23321.716265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1378.856006 sec): 3 clusters Score: Raw -23315.764394 + Penalty 591.617360 = -22724.147034 nChanged 234 SP:Iteration 1F (1378.906135 sec): 3 clusters Score: Raw -23486.215508 + Penalty 591.617360 = -22894.598148 nChanged 73 SP:Iteration 2F (1378.956102 sec): 3 clusters Score: Raw -23557.481171 + Penalty 591.617360 = -22965.863811 nChanged 39 SP:Iteration 3F (1378.997755 sec): 3 clusters Score: Raw -23589.784349 + Penalty 591.617360 = -22998.166989 nChanged 28 SP:Iteration 4Q (1379.050331 sec): 3 clusters Score: Raw -23624.155526 + Penalty 591.617360 = -23032.538166 nChanged 21 SP:Iteration 5Q (1379.086592 sec): 3 clusters Score: Raw -23648.061075 + Penalty 591.617360 = -23056.443715 nChanged 23 SP:Iteration 6Q (1379.133637 sec): 3 clusters Score: Raw -23672.776862 + Penalty 591.617360 = -23081.159502 nChanged 20 SP:Iteration 7Q (1379.183564 sec): 3 clusters Score: Raw -23696.405617 + Penalty 591.617360 = -23104.788257 nChanged 23 SP:Iteration 8Q (1379.234283 sec): 3 clusters Score: Raw -23721.148396 + Penalty 591.617360 = -23129.531036 nChanged 16 SP:Iteration 9Q (1379.276940 sec): 3 clusters Score: Raw -23739.368721 + Penalty 591.617360 = -23147.751361 nChanged 8 SP:Iteration 10Q (1379.319553 sec): 3 clusters Score: Raw -23745.957515 + Penalty 591.617360 = -23154.340155 nChanged 6 SP:Iteration 11Q (1379.359222 sec): 3 clusters Score: Raw -23750.682216 + Penalty 591.617360 = -23159.064856 nChanged 5 SP:Iteration 12Q (1379.408522 sec): 3 clusters Score: Raw -23756.775595 + Penalty 591.617360 = -23165.158235 nChanged 5 SP:Iteration 13Q (1379.454246 sec): 3 clusters Score: Raw -23766.636313 + Penalty 591.617360 = -23175.018953 nChanged 7 SP:Iteration 14Q (1379.503717 sec): 3 clusters Score: Raw -23771.789743 + Penalty 591.617360 = -23180.172383 nChanged 5 SP:Iteration 15Q (1379.557986 sec): 3 clusters Score: Raw -23773.553419 + Penalty 591.617360 = -23181.936059 nChanged 2 SP:Iteration 16Q (1379.602048 sec): 3 clusters Score: Raw -23775.935832 + Penalty 591.617360 = -23184.318472 nChanged 3 SP:Iteration 17Q (1379.647605 sec): 3 clusters Score: Raw -23777.627819 + Penalty 591.617360 = -23186.010459 nChanged 7 SP:Iteration 18Q (1379.693769 sec): 3 clusters Score: Raw -23783.551289 + Penalty 591.617360 = -23191.933929 nChanged 5 SP:Iteration 19Q (1379.739377 sec): 3 clusters Score: Raw -23787.246818 + Penalty 591.617360 = -23195.629458 nChanged 3 SP:Iteration 20F (1379.775722 sec): 3 clusters Score: Raw -23789.267661 + Penalty 591.617360 = -23197.650301 nChanged 4 SP:Iteration 21Q (1379.821334 sec): 3 clusters Score: Raw -23791.092027 + Penalty 591.617360 = -23199.474667 nChanged 2 SP:Iteration 22Q (1379.871215 sec): 3 clusters Score: Raw -23791.448874 + Penalty 591.617360 = -23199.831514 nChanged 0 SP:Iteration 23F (1379.914382 sec): 3 clusters Score: Raw -23791.448874 + Penalty 591.617360 = -23199.831514 nChanged 0 Trying to split cluster 28 (5255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1379.940824 sec): 2 clusters Score: Raw -184750.242743 + Penalty 389.795555 = -184360.447187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1379.987775 sec): 3 clusters Score: Raw -181554.826162 + Penalty 779.591111 = -180775.235051 nChanged 2388 SP:Iteration 1F (1380.043612 sec): 3 clusters Score: Raw -183109.494984 + Penalty 779.591111 = -182329.903874 nChanged 356 SP:Iteration 2F (1380.082662 sec): 3 clusters Score: Raw -183287.595597 + Penalty 779.591111 = -182508.004487 nChanged 312 SP:Iteration 3F (1380.140723 sec): 3 clusters Score: Raw -183452.090330 + Penalty 779.591111 = -182672.499219 nChanged 292 SP:Iteration 4F (1380.179694 sec): 3 clusters Score: Raw -183639.107072 + Penalty 779.591111 = -182859.515961 nChanged 289 SP:Iteration 5F (1380.233124 sec): 3 clusters Score: Raw -183824.084700 + Penalty 779.591111 = -183044.493589 nChanged 249 SP:Iteration 6Q (1380.291980 sec): 3 clusters Score: Raw -183973.907335 + Penalty 779.591111 = -183194.316224 nChanged 215 SP:Iteration 7Q (1380.333823 sec): 3 clusters Score: Raw -184099.700658 + Penalty 779.591111 = -183320.109547 nChanged 188 SP:Iteration 8Q (1380.390791 sec): 3 clusters Score: Raw -184199.906901 + Penalty 779.591111 = -183420.315790 nChanged 150 SP:Iteration 9Q (1380.429146 sec): 3 clusters Score: Raw -184289.849623 + Penalty 779.591111 = -183510.258512 nChanged 151 SP:Iteration 10Q (1380.477292 sec): 3 clusters Score: Raw -184374.890003 + Penalty 779.591111 = -183595.298892 nChanged 130 SP:Iteration 11Q (1380.530880 sec): 3 clusters Score: Raw -184439.692800 + Penalty 779.591111 = -183660.101690 nChanged 111 SP:Iteration 12Q (1380.573155 sec): 3 clusters Score: Raw -184489.455756 + Penalty 779.591111 = -183709.864645 nChanged 97 SP:Iteration 13Q (1380.636144 sec): 3 clusters Score: Raw -184529.846666 + Penalty 779.591111 = -183750.255556 nChanged 80 SP:Iteration 14Q (1380.674901 sec): 3 clusters Score: Raw -184564.008296 + Penalty 779.591111 = -183784.417186 nChanged 83 SP:Iteration 15Q (1380.730171 sec): 3 clusters Score: Raw -184600.095675 + Penalty 779.591111 = -183820.504564 nChanged 73 SP:Iteration 16Q (1380.776305 sec): 3 clusters Score: Raw -184629.571377 + Penalty 779.591111 = -183849.980266 nChanged 62 SP:Iteration 17Q (1380.834971 sec): 3 clusters Score: Raw -184651.826487 + Penalty 779.591111 = -183872.235376 nChanged 56 SP:Iteration 18Q (1380.882979 sec): 3 clusters Score: Raw -184672.476766 + Penalty 779.591111 = -183892.885655 nChanged 56 SP:Iteration 19Q (1380.939137 sec): 3 clusters Score: Raw -184695.387246 + Penalty 779.591111 = -183915.796135 nChanged 58 SP:Iteration 20F (1380.986070 sec): 3 clusters Score: Raw -184716.323155 + Penalty 779.591111 = -183936.732044 nChanged 52 SP:Iteration 21Q (1381.032760 sec): 3 clusters Score: Raw -184731.402445 + Penalty 779.591111 = -183951.811335 nChanged 48 SP:Iteration 22Q (1381.085502 sec): 3 clusters Score: Raw -184746.217177 + Penalty 779.591111 = -183966.626066 nChanged 44 SP:Iteration 23Q (1381.139670 sec): 3 clusters Score: Raw -184760.765672 + Penalty 779.591111 = -183981.174562 nChanged 46 SP:Iteration 24Q (1381.192892 sec): 3 clusters Score: Raw -184778.102372 + Penalty 779.591111 = -183998.511261 nChanged 46 SP:Iteration 25Q (1381.241239 sec): 3 clusters Score: Raw -184792.160941 + Penalty 779.591111 = -184012.569831 nChanged 34 SP:Iteration 26Q (1381.294804 sec): 3 clusters Score: Raw -184797.455707 + Penalty 779.591111 = -184017.864597 nChanged 24 SP:Iteration 27Q (1381.347473 sec): 3 clusters Score: Raw -184800.636729 + Penalty 779.591111 = -184021.045619 nChanged 15 SP:Iteration 28Q (1381.400505 sec): 3 clusters Score: Raw -184802.799620 + Penalty 779.591111 = -184023.208510 nChanged 14 SP:Iteration 29Q (1381.441971 sec): 3 clusters Score: Raw -184804.813038 + Penalty 779.591111 = -184025.221927 nChanged 12 SP:Iteration 30Q (1381.501166 sec): 3 clusters Score: Raw -184807.321441 + Penalty 779.591111 = -184027.730330 nChanged 15 SP:Iteration 31Q (1381.557170 sec): 3 clusters Score: Raw -184809.433964 + Penalty 779.591111 = -184029.842853 nChanged 12 SP:Iteration 32Q (1381.609710 sec): 3 clusters Score: Raw -184810.755332 + Penalty 779.591111 = -184031.164221 nChanged 6 SP:Iteration 33Q (1381.660565 sec): 3 clusters Score: Raw -184811.305723 + Penalty 779.591111 = -184031.714612 nChanged 6 SP:Iteration 34Q (1381.705506 sec): 3 clusters Score: Raw -184811.787139 + Penalty 779.591111 = -184032.196028 nChanged 7 SP:Iteration 35Q (1381.756607 sec): 3 clusters Score: Raw -184813.074636 + Penalty 779.591111 = -184033.483525 nChanged 4 SP:Iteration 36Q (1381.808803 sec): 3 clusters Score: Raw -184813.643238 + Penalty 779.591111 = -184034.052127 nChanged 5 SP:Iteration 37Q (1381.846339 sec): 3 clusters Score: Raw -184814.383508 + Penalty 779.591111 = -184034.792398 nChanged 8 SP:Iteration 38Q (1381.895016 sec): 3 clusters Score: Raw -184815.669732 + Penalty 779.591111 = -184036.078621 nChanged 10 SP:Iteration 39Q (1381.946414 sec): 3 clusters Score: Raw -184816.634924 + Penalty 779.591111 = -184037.043813 nChanged 7 SP:Iteration 40F (1382.000093 sec): 3 clusters Score: Raw -184817.089516 + Penalty 779.591111 = -184037.498405 nChanged 4 SP:Iteration 41Q (1382.044238 sec): 3 clusters Score: Raw -184817.286781 + Penalty 779.591111 = -184037.695670 nChanged 3 SP:Iteration 42Q (1382.092743 sec): 3 clusters Score: Raw -184817.532457 + Penalty 779.591111 = -184037.941346 nChanged 2 SP:Iteration 43Q (1382.152299 sec): 3 clusters Score: Raw -184817.703907 + Penalty 779.591111 = -184038.112796 nChanged 3 SP:Iteration 44Q (1382.194359 sec): 3 clusters Score: Raw -184818.138669 + Penalty 779.591111 = -184038.547558 nChanged 4 SP:Iteration 45Q (1382.246326 sec): 3 clusters Score: Raw -184818.722837 + Penalty 779.591111 = -184039.131726 nChanged 8 SP:Iteration 46Q (1382.302976 sec): 3 clusters Score: Raw -184819.454495 + Penalty 779.591111 = -184039.863385 nChanged 7 SP:Iteration 47Q (1382.353444 sec): 3 clusters Score: Raw -184820.211208 + Penalty 779.591111 = -184040.620097 nChanged 5 SP:Iteration 48Q (1382.402010 sec): 3 clusters Score: Raw -184820.417939 + Penalty 779.591111 = -184040.826828 nChanged 4 SP:Iteration 49Q (1382.446082 sec): 3 clusters Score: Raw -184820.581710 + Penalty 779.591111 = -184040.990599 nChanged 2 SP:Iteration 50Q (1382.497442 sec): 3 clusters Score: Raw -184820.786543 + Penalty 779.591111 = -184041.195432 nChanged 0 SP:Iteration 51F (1382.546705 sec): 3 clusters Score: Raw -184820.786543 + Penalty 779.591111 = -184041.195432 nChanged 0 Trying to split cluster 29 (7162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1382.566628 sec): 2 clusters Score: Raw -267840.208905 + Penalty 403.882777 = -267436.326128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1382.624037 sec): 3 clusters Score: Raw -263453.151932 + Penalty 807.765554 = -262645.386378 nChanged 3293 SP:Iteration 1F (1382.679109 sec): 3 clusters Score: Raw -265371.128033 + Penalty 807.765554 = -264563.362479 nChanged 511 SP:Iteration 2F (1382.736743 sec): 3 clusters Score: Raw -265603.982671 + Penalty 807.765554 = -264796.217117 nChanged 439 SP:Iteration 3F (1382.780858 sec): 3 clusters Score: Raw -265843.831635 + Penalty 807.765554 = -265036.066081 nChanged 458 SP:Iteration 4F (1382.845075 sec): 3 clusters Score: Raw -266116.942167 + Penalty 807.765554 = -265309.176613 nChanged 465 SP:Iteration 5F (1382.896970 sec): 3 clusters Score: Raw -266416.684662 + Penalty 807.765554 = -265608.919108 nChanged 405 SP:Iteration 6F (1382.951588 sec): 3 clusters Score: Raw -266693.491502 + Penalty 807.765554 = -265885.725948 nChanged 324 SP:Iteration 7Q (1382.994705 sec): 3 clusters Score: Raw -266955.496621 + Penalty 807.765554 = -266147.731066 nChanged 277 SP:Iteration 8Q (1383.052012 sec): 3 clusters Score: Raw -267216.043623 + Penalty 807.765554 = -266408.278069 nChanged 220 SP:Iteration 9Q (1383.098495 sec): 3 clusters Score: Raw -267436.385204 + Penalty 807.765554 = -266628.619650 nChanged 156 SP:Iteration 10Q (1383.156374 sec): 3 clusters Score: Raw -267594.205028 + Penalty 807.765554 = -266786.439474 nChanged 104 SP:Iteration 11Q (1383.214139 sec): 3 clusters Score: Raw -267704.002927 + Penalty 807.765554 = -266896.237373 nChanged 90 SP:Iteration 12Q (1383.264359 sec): 3 clusters Score: Raw -267802.991739 + Penalty 807.765554 = -266995.226185 nChanged 64 SP:Iteration 13Q (1383.315204 sec): 3 clusters Score: Raw -267869.550408 + Penalty 807.765554 = -267061.784854 nChanged 61 SP:Iteration 14Q (1383.373041 sec): 3 clusters Score: Raw -267910.301673 + Penalty 807.765554 = -267102.536119 nChanged 33 SP:Iteration 15Q (1383.424324 sec): 3 clusters Score: Raw -267931.317939 + Penalty 807.765554 = -267123.552385 nChanged 27 SP:Iteration 16Q (1383.463319 sec): 3 clusters Score: Raw -267945.078560 + Penalty 807.765554 = -267137.313006 nChanged 27 SP:Iteration 17Q (1383.520633 sec): 3 clusters Score: Raw -267958.789024 + Penalty 807.765554 = -267151.023470 nChanged 22 SP:Iteration 18Q (1383.579738 sec): 3 clusters Score: Raw -267968.037132 + Penalty 807.765554 = -267160.271577 nChanged 19 SP:Iteration 19Q (1383.622861 sec): 3 clusters Score: Raw -267974.453644 + Penalty 807.765554 = -267166.688090 nChanged 11 SP:Iteration 20F (1383.686446 sec): 3 clusters Score: Raw -267977.248807 + Penalty 807.765554 = -267169.483253 nChanged 12 SP:Iteration 21Q (1383.732763 sec): 3 clusters Score: Raw -267980.521390 + Penalty 807.765554 = -267172.755835 nChanged 13 SP:Iteration 22Q (1383.784154 sec): 3 clusters Score: Raw -267983.695797 + Penalty 807.765554 = -267175.930243 nChanged 7 SP:Iteration 23Q (1383.828408 sec): 3 clusters Score: Raw -267985.277997 + Penalty 807.765554 = -267177.512443 nChanged 8 SP:Iteration 24Q (1383.884345 sec): 3 clusters Score: Raw -267986.924507 + Penalty 807.765554 = -267179.158953 nChanged 5 SP:Iteration 25Q (1383.936185 sec): 3 clusters Score: Raw -267988.720576 + Penalty 807.765554 = -267180.955022 nChanged 9 SP:Iteration 26Q (1383.984641 sec): 3 clusters Score: Raw -267991.277919 + Penalty 807.765554 = -267183.512365 nChanged 7 SP:Iteration 27Q (1384.027484 sec): 3 clusters Score: Raw -267992.671087 + Penalty 807.765554 = -267184.905533 nChanged 7 SP:Iteration 28Q (1384.083735 sec): 3 clusters Score: Raw -267994.683495 + Penalty 807.765554 = -267186.917941 nChanged 7 SP:Iteration 29Q (1384.125687 sec): 3 clusters Score: Raw -267996.149370 + Penalty 807.765554 = -267188.383816 nChanged 2 SP:Iteration 30Q (1384.181370 sec): 3 clusters Score: Raw -267996.556208 + Penalty 807.765554 = -267188.790654 nChanged 1 SP:Iteration 31Q (1384.231999 sec): 3 clusters Score: Raw -267996.679651 + Penalty 807.765554 = -267188.914097 nChanged 0 SP:Iteration 32F (1384.286302 sec): 3 clusters Score: Raw -267996.679651 + Penalty 807.765554 = -267188.914097 nChanged 0 Trying to split cluster 30 (2701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1384.318857 sec): 2 clusters Score: Raw -96782.837831 + Penalty 359.512670 = -96423.325161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1384.364032 sec): 3 clusters Score: Raw -95242.754656 + Penalty 719.025339 = -94523.729317 nChanged 1163 SP:Iteration 1F (1384.404957 sec): 3 clusters Score: Raw -96050.126199 + Penalty 719.025339 = -95331.100859 nChanged 269 SP:Iteration 2F (1384.459111 sec): 3 clusters Score: Raw -96292.236820 + Penalty 719.025339 = -95573.211481 nChanged 208 SP:Iteration 3F (1384.504576 sec): 3 clusters Score: Raw -96446.589871 + Penalty 719.025339 = -95727.564532 nChanged 132 SP:Iteration 4Q (1384.547990 sec): 3 clusters Score: Raw -96536.979617 + Penalty 719.025339 = -95817.954278 nChanged 97 SP:Iteration 5Q (1384.591592 sec): 3 clusters Score: Raw -96596.393952 + Penalty 719.025339 = -95877.368613 nChanged 73 SP:Iteration 6Q (1384.629707 sec): 3 clusters Score: Raw -96646.056223 + Penalty 719.025339 = -95927.030884 nChanged 56 SP:Iteration 7Q (1384.681670 sec): 3 clusters Score: Raw -96690.781823 + Penalty 719.025339 = -95971.756484 nChanged 46 SP:Iteration 8Q (1384.728715 sec): 3 clusters Score: Raw -96722.193220 + Penalty 719.025339 = -96003.167881 nChanged 40 SP:Iteration 9Q (1384.766576 sec): 3 clusters Score: Raw -96759.660215 + Penalty 719.025339 = -96040.634876 nChanged 37 SP:Iteration 10Q (1384.813380 sec): 3 clusters Score: Raw -96791.927042 + Penalty 719.025339 = -96072.901703 nChanged 32 SP:Iteration 11Q (1384.855960 sec): 3 clusters Score: Raw -96823.018128 + Penalty 719.025339 = -96103.992789 nChanged 32 SP:Iteration 12Q (1384.901293 sec): 3 clusters Score: Raw -96852.658287 + Penalty 719.025339 = -96133.632948 nChanged 31 SP:Iteration 13Q (1384.961903 sec): 3 clusters Score: Raw -96878.230558 + Penalty 719.025339 = -96159.205219 nChanged 28 SP:Iteration 14Q (1385.013917 sec): 3 clusters Score: Raw -96898.663359 + Penalty 719.025339 = -96179.638020 nChanged 22 SP:Iteration 15Q (1385.056762 sec): 3 clusters Score: Raw -96913.549254 + Penalty 719.025339 = -96194.523914 nChanged 11 SP:Iteration 16Q (1385.098303 sec): 3 clusters Score: Raw -96918.592872 + Penalty 719.025339 = -96199.567533 nChanged 12 SP:Iteration 17Q (1385.145949 sec): 3 clusters Score: Raw -96925.835533 + Penalty 719.025339 = -96206.810194 nChanged 12 SP:Iteration 18Q (1385.202955 sec): 3 clusters Score: Raw -96931.576662 + Penalty 719.025339 = -96212.551323 nChanged 7 SP:Iteration 19Q (1385.251309 sec): 3 clusters Score: Raw -96935.343559 + Penalty 719.025339 = -96216.318220 nChanged 6 SP:Iteration 20F (1385.306034 sec): 3 clusters Score: Raw -96939.306199 + Penalty 719.025339 = -96220.280860 nChanged 5 SP:Iteration 21Q (1385.354330 sec): 3 clusters Score: Raw -96942.317152 + Penalty 719.025339 = -96223.291813 nChanged 5 SP:Iteration 22Q (1385.408093 sec): 3 clusters Score: Raw -96943.434361 + Penalty 719.025339 = -96224.409021 nChanged 2 SP:Iteration 23Q (1385.446727 sec): 3 clusters Score: Raw -96944.936847 + Penalty 719.025339 = -96225.911508 nChanged 3 SP:Iteration 24Q (1385.501161 sec): 3 clusters Score: Raw -96947.202510 + Penalty 719.025339 = -96228.177171 nChanged 5 SP:Iteration 25Q (1385.548260 sec): 3 clusters Score: Raw -96948.483165 + Penalty 719.025339 = -96229.457826 nChanged 1 SP:Iteration 26Q (1385.601936 sec): 3 clusters Score: Raw -96948.565211 + Penalty 719.025339 = -96229.539871 nChanged 0 SP:Iteration 27F (1385.646962 sec): 3 clusters Score: Raw -96948.565211 + Penalty 719.025339 = -96229.539871 nChanged 0 Trying to split cluster 31 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1385.673853 sec): 2 clusters Score: Raw -19251.069390 + Penalty 288.726454 = -18962.342935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1385.714781 sec): 3 clusters Score: Raw -19075.592557 + Penalty 577.452909 = -18498.139648 nChanged 222 SP:Iteration 1F (1385.761121 sec): 3 clusters Score: Raw -19394.225493 + Penalty 577.452909 = -18816.772585 nChanged 59 SP:Iteration 2F (1385.806429 sec): 3 clusters Score: Raw -19512.662341 + Penalty 577.452909 = -18935.209432 nChanged 37 SP:Iteration 3F (1385.852473 sec): 3 clusters Score: Raw -19591.574080 + Penalty 577.452909 = -19014.121171 nChanged 24 SP:Iteration 4Q (1385.911712 sec): 3 clusters Score: Raw -19626.452250 + Penalty 577.452909 = -19048.999341 nChanged 9 SP:Iteration 5Q (1385.953197 sec): 3 clusters Score: Raw -19634.292651 + Penalty 577.452909 = -19056.839742 nChanged 6 SP:Iteration 6Q (1386.005548 sec): 3 clusters Score: Raw -19638.294066 + Penalty 577.452909 = -19060.841157 nChanged 3 SP:Iteration 7Q (1386.051406 sec): 3 clusters Score: Raw -19641.045036 + Penalty 577.452909 = -19063.592127 nChanged 1 SP:Iteration 8Q (1386.098587 sec): 3 clusters Score: Raw -19641.492036 + Penalty 577.452909 = -19064.039127 nChanged 1 SP:Iteration 9Q (1386.140973 sec): 3 clusters Score: Raw -19642.094808 + Penalty 577.452909 = -19064.641899 nChanged 0 SP:Iteration 10F (1386.184490 sec): 3 clusters Score: Raw -19642.094808 + Penalty 577.452909 = -19064.641899 nChanged 0 Score: Raw -17400506.116723 + Penalty 27912.415275 = -17372593.701448 Splitting cluster 31 changes total score from -17372786.825809 to -17372593.701448 So it's not getting split. Trying to split cluster 32 (14023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1394.127675 sec): 2 clusters Score: Raw -562097.258364 + Penalty 434.454662 = -561662.803702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1394.184413 sec): 3 clusters Score: Raw -553248.932734 + Penalty 868.909325 = -552380.023409 nChanged 6551 SP:Iteration 1F (1394.240715 sec): 3 clusters Score: Raw -557315.086412 + Penalty 868.909325 = -556446.177087 nChanged 858 SP:Iteration 2F (1394.305350 sec): 3 clusters Score: Raw -557765.472325 + Penalty 868.909325 = -556896.563001 nChanged 856 SP:Iteration 3F (1394.362768 sec): 3 clusters Score: Raw -558281.566045 + Penalty 868.909325 = -557412.656720 nChanged 843 SP:Iteration 4F (1394.412271 sec): 3 clusters Score: Raw -558827.890594 + Penalty 868.909325 = -557958.981269 nChanged 812 SP:Iteration 5F (1394.474316 sec): 3 clusters Score: Raw -559323.562268 + Penalty 868.909325 = -558454.652943 nChanged 729 SP:Iteration 6F (1394.522823 sec): 3 clusters Score: Raw -559719.794563 + Penalty 868.909325 = -558850.885239 nChanged 578 SP:Iteration 7Q (1394.591112 sec): 3 clusters Score: Raw -559968.971919 + Penalty 868.909325 = -559100.062594 nChanged 405 SP:Iteration 8Q (1394.649788 sec): 3 clusters Score: Raw -560120.571388 + Penalty 868.909325 = -559251.662063 nChanged 332 SP:Iteration 9Q (1394.708252 sec): 3 clusters Score: Raw -560216.152653 + Penalty 868.909325 = -559347.243329 nChanged 231 SP:Iteration 10Q (1394.777915 sec): 3 clusters Score: Raw -560276.044118 + Penalty 868.909325 = -559407.134794 nChanged 196 SP:Iteration 11Q (1394.824703 sec): 3 clusters Score: Raw -560313.874338 + Penalty 868.909325 = -559444.965013 nChanged 162 SP:Iteration 12Q (1394.890914 sec): 3 clusters Score: Raw -560343.458042 + Penalty 868.909325 = -559474.548718 nChanged 160 SP:Iteration 13Q (1394.939139 sec): 3 clusters Score: Raw -560377.139005 + Penalty 868.909325 = -559508.229681 nChanged 178 SP:Iteration 14Q (1395.000122 sec): 3 clusters Score: Raw -560423.615711 + Penalty 868.909325 = -559554.706386 nChanged 197 SP:Iteration 15Q (1395.060522 sec): 3 clusters Score: Raw -560478.450244 + Penalty 868.909325 = -559609.540919 nChanged 223 SP:Iteration 16Q (1395.121874 sec): 3 clusters Score: Raw -560548.605912 + Penalty 868.909325 = -559679.696587 nChanged 245 SP:Iteration 17Q (1395.182490 sec): 3 clusters Score: Raw -560636.860367 + Penalty 868.909325 = -559767.951043 nChanged 261 SP:Iteration 18Q (1395.245374 sec): 3 clusters Score: Raw -560734.960807 + Penalty 868.909325 = -559866.051483 nChanged 256 SP:Iteration 19Q (1395.306792 sec): 3 clusters Score: Raw -560836.805325 + Penalty 868.909325 = -559967.896000 nChanged 265 SP:Iteration 20F (1395.363707 sec): 3 clusters Score: Raw -560953.258803 + Penalty 868.909325 = -560084.349478 nChanged 277 SP:Iteration 21Q (1395.417038 sec): 3 clusters Score: Raw -561075.913666 + Penalty 868.909325 = -560207.004341 nChanged 264 SP:Iteration 22Q (1395.471984 sec): 3 clusters Score: Raw -561191.592753 + Penalty 868.909325 = -560322.683428 nChanged 244 SP:Iteration 23Q (1395.534735 sec): 3 clusters Score: Raw -561306.258884 + Penalty 868.909325 = -560437.349559 nChanged 245 SP:Iteration 24Q (1395.602441 sec): 3 clusters Score: Raw -561421.792660 + Penalty 868.909325 = -560552.883335 nChanged 200 SP:Iteration 25Q (1395.663271 sec): 3 clusters Score: Raw -561503.892677 + Penalty 868.909325 = -560634.983352 nChanged 180 SP:Iteration 26Q (1395.721508 sec): 3 clusters Score: Raw -561573.307652 + Penalty 868.909325 = -560704.398327 nChanged 159 SP:Iteration 27Q (1395.771921 sec): 3 clusters Score: Raw -561631.674266 + Penalty 868.909325 = -560762.764941 nChanged 153 SP:Iteration 28Q (1395.839102 sec): 3 clusters Score: Raw -561689.080637 + Penalty 868.909325 = -560820.171312 nChanged 139 SP:Iteration 29Q (1395.897980 sec): 3 clusters Score: Raw -561734.335361 + Penalty 868.909325 = -560865.426036 nChanged 118 SP:Iteration 30Q (1395.953080 sec): 3 clusters Score: Raw -561773.819888 + Penalty 868.909325 = -560904.910563 nChanged 130 SP:Iteration 31Q (1396.007027 sec): 3 clusters Score: Raw -561814.437520 + Penalty 868.909325 = -560945.528196 nChanged 123 SP:Iteration 32Q (1396.074471 sec): 3 clusters Score: Raw -561856.510581 + Penalty 868.909325 = -560987.601256 nChanged 124 SP:Iteration 33Q (1396.136817 sec): 3 clusters Score: Raw -561900.462861 + Penalty 868.909325 = -561031.553536 nChanged 114 SP:Iteration 34Q (1396.193986 sec): 3 clusters Score: Raw -561942.991972 + Penalty 868.909325 = -561074.082648 nChanged 105 SP:Iteration 35Q (1396.255246 sec): 3 clusters Score: Raw -561977.801691 + Penalty 868.909325 = -561108.892366 nChanged 97 SP:Iteration 36Q (1396.302710 sec): 3 clusters Score: Raw -562011.372362 + Penalty 868.909325 = -561142.463038 nChanged 103 SP:Iteration 37Q (1396.362749 sec): 3 clusters Score: Raw -562051.874931 + Penalty 868.909325 = -561182.965606 nChanged 92 SP:Iteration 38Q (1396.431307 sec): 3 clusters Score: Raw -562083.600115 + Penalty 868.909325 = -561214.690791 nChanged 87 SP:Iteration 39Q (1396.491129 sec): 3 clusters Score: Raw -562116.881057 + Penalty 868.909325 = -561247.971732 nChanged 81 SP:Iteration 40F (1396.543706 sec): 3 clusters Score: Raw -562151.758048 + Penalty 868.909325 = -561282.848723 nChanged 74 SP:Iteration 41Q (1396.615946 sec): 3 clusters Score: Raw -562183.747467 + Penalty 868.909325 = -561314.838142 nChanged 65 SP:Iteration 42Q (1396.673066 sec): 3 clusters Score: Raw -562210.075605 + Penalty 868.909325 = -561341.166280 nChanged 53 SP:Iteration 43Q (1396.733088 sec): 3 clusters Score: Raw -562230.928456 + Penalty 868.909325 = -561362.019132 nChanged 50 SP:Iteration 44Q (1396.781664 sec): 3 clusters Score: Raw -562248.367300 + Penalty 868.909325 = -561379.457976 nChanged 32 SP:Iteration 45Q (1396.840623 sec): 3 clusters Score: Raw -562259.452897 + Penalty 868.909325 = -561390.543572 nChanged 20 SP:Iteration 46Q (1396.900458 sec): 3 clusters Score: Raw -562268.673200 + Penalty 868.909325 = -561399.763875 nChanged 19 SP:Iteration 47Q (1396.967372 sec): 3 clusters Score: Raw -562278.112369 + Penalty 868.909325 = -561409.203044 nChanged 16 SP:Iteration 48Q (1397.016708 sec): 3 clusters Score: Raw -562285.248223 + Penalty 868.909325 = -561416.338899 nChanged 12 SP:Iteration 49Q (1397.081016 sec): 3 clusters Score: Raw -562290.912835 + Penalty 868.909325 = -561422.003510 nChanged 10 SP:Iteration 50Q (1397.124918 sec): 3 clusters Score: Raw -562296.109049 + Penalty 868.909325 = -561427.199725 nChanged 10 SP:Iteration 51Q (1397.189946 sec): 3 clusters Score: Raw -562299.888305 + Penalty 868.909325 = -561430.978980 nChanged 7 SP:Iteration 52Q (1397.232617 sec): 3 clusters Score: Raw -562301.834468 + Penalty 868.909325 = -561432.925143 nChanged 5 SP:Iteration 53Q (1397.288748 sec): 3 clusters Score: Raw -562302.764452 + Penalty 868.909325 = -561433.855127 nChanged 1 SP:Iteration 54Q (1397.353303 sec): 3 clusters Score: Raw -562302.909294 + Penalty 868.909325 = -561433.999969 nChanged 0 SP:Iteration 55F (1397.408501 sec): 3 clusters Score: Raw -562302.909294 + Penalty 868.909325 = -561433.999969 nChanged 0 Trying to split cluster 33 (5949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1397.440967 sec): 2 clusters Score: Raw -250634.717641 + Penalty 395.439518 = -250239.278123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1397.487868 sec): 3 clusters Score: Raw -247037.566982 + Penalty 790.879036 = -246246.687946 nChanged 2739 SP:Iteration 1F (1397.526501 sec): 3 clusters Score: Raw -248633.561266 + Penalty 790.879036 = -247842.682230 nChanged 377 SP:Iteration 2F (1397.578500 sec): 3 clusters Score: Raw -248804.154145 + Penalty 790.879036 = -248013.275109 nChanged 303 SP:Iteration 3F (1397.633716 sec): 3 clusters Score: Raw -248933.059724 + Penalty 790.879036 = -248142.180688 nChanged 292 SP:Iteration 4Q (1397.680903 sec): 3 clusters Score: Raw -249046.584889 + Penalty 790.879036 = -248255.705853 nChanged 270 SP:Iteration 5Q (1397.742116 sec): 3 clusters Score: Raw -249166.569576 + Penalty 790.879036 = -248375.690540 nChanged 264 SP:Iteration 6Q (1397.790299 sec): 3 clusters Score: Raw -249305.920526 + Penalty 790.879036 = -248515.041490 nChanged 270 SP:Iteration 7Q (1397.837786 sec): 3 clusters Score: Raw -249461.914773 + Penalty 790.879036 = -248671.035737 nChanged 263 SP:Iteration 8Q (1397.884270 sec): 3 clusters Score: Raw -249661.175906 + Penalty 790.879036 = -248870.296870 nChanged 272 SP:Iteration 9Q (1397.936198 sec): 3 clusters Score: Raw -249900.336506 + Penalty 790.879036 = -249109.457470 nChanged 269 SP:Iteration 10Q (1397.994377 sec): 3 clusters Score: Raw -250108.145054 + Penalty 790.879036 = -249317.266018 nChanged 195 SP:Iteration 11Q (1398.036046 sec): 3 clusters Score: Raw -250247.133861 + Penalty 790.879036 = -249456.254825 nChanged 161 SP:Iteration 12Q (1398.092674 sec): 3 clusters Score: Raw -250356.640043 + Penalty 790.879036 = -249565.761007 nChanged 117 SP:Iteration 13Q (1398.139401 sec): 3 clusters Score: Raw -250422.069125 + Penalty 790.879036 = -249631.190089 nChanged 94 SP:Iteration 14Q (1398.186120 sec): 3 clusters Score: Raw -250473.159400 + Penalty 790.879036 = -249682.280364 nChanged 81 SP:Iteration 15Q (1398.239143 sec): 3 clusters Score: Raw -250511.686827 + Penalty 790.879036 = -249720.807791 nChanged 62 SP:Iteration 16Q (1398.284865 sec): 3 clusters Score: Raw -250540.780762 + Penalty 790.879036 = -249749.901726 nChanged 73 SP:Iteration 17Q (1398.331086 sec): 3 clusters Score: Raw -250578.395157 + Penalty 790.879036 = -249787.516121 nChanged 74 SP:Iteration 18Q (1398.386001 sec): 3 clusters Score: Raw -250612.009939 + Penalty 790.879036 = -249821.130903 nChanged 64 SP:Iteration 19Q (1398.435564 sec): 3 clusters Score: Raw -250640.935429 + Penalty 790.879036 = -249850.056393 nChanged 49 SP:Iteration 20F (1398.490230 sec): 3 clusters Score: Raw -250664.625300 + Penalty 790.879036 = -249873.746264 nChanged 46 SP:Iteration 21Q (1398.531907 sec): 3 clusters Score: Raw -250685.590925 + Penalty 790.879036 = -249894.711889 nChanged 44 SP:Iteration 22Q (1398.580975 sec): 3 clusters Score: Raw -250706.160930 + Penalty 790.879036 = -249915.281894 nChanged 29 SP:Iteration 23Q (1398.633333 sec): 3 clusters Score: Raw -250718.222555 + Penalty 790.879036 = -249927.343519 nChanged 29 SP:Iteration 24Q (1398.685190 sec): 3 clusters Score: Raw -250727.819550 + Penalty 790.879036 = -249936.940514 nChanged 20 SP:Iteration 25Q (1398.733710 sec): 3 clusters Score: Raw -250734.044169 + Penalty 790.879036 = -249943.165133 nChanged 17 SP:Iteration 26Q (1398.793085 sec): 3 clusters Score: Raw -250738.878521 + Penalty 790.879036 = -249947.999485 nChanged 16 SP:Iteration 27Q (1398.834155 sec): 3 clusters Score: Raw -250744.192886 + Penalty 790.879036 = -249953.313850 nChanged 15 SP:Iteration 28Q (1398.896910 sec): 3 clusters Score: Raw -250749.627794 + Penalty 790.879036 = -249958.748758 nChanged 9 SP:Iteration 29Q (1398.950671 sec): 3 clusters Score: Raw -250754.247551 + Penalty 790.879036 = -249963.368515 nChanged 18 SP:Iteration 30Q (1399.001874 sec): 3 clusters Score: Raw -250764.148147 + Penalty 790.879036 = -249973.269111 nChanged 18 SP:Iteration 31Q (1399.042459 sec): 3 clusters Score: Raw -250769.845676 + Penalty 790.879036 = -249978.966640 nChanged 8 SP:Iteration 32Q (1399.100259 sec): 3 clusters Score: Raw -250771.702617 + Penalty 790.879036 = -249980.823581 nChanged 7 SP:Iteration 33Q (1399.153217 sec): 3 clusters Score: Raw -250773.089886 + Penalty 790.879036 = -249982.210850 nChanged 4 SP:Iteration 34Q (1399.207857 sec): 3 clusters Score: Raw -250773.884905 + Penalty 790.879036 = -249983.005869 nChanged 4 SP:Iteration 35Q (1399.258345 sec): 3 clusters Score: Raw -250774.763697 + Penalty 790.879036 = -249983.884661 nChanged 3 SP:Iteration 36Q (1399.307029 sec): 3 clusters Score: Raw -250775.430509 + Penalty 790.879036 = -249984.551473 nChanged 2 SP:Iteration 37Q (1399.364348 sec): 3 clusters Score: Raw -250775.884209 + Penalty 790.879036 = -249985.005173 nChanged 4 SP:Iteration 38Q (1399.407917 sec): 3 clusters Score: Raw -250778.206188 + Penalty 790.879036 = -249987.327152 nChanged 7 SP:Iteration 39Q (1399.465430 sec): 3 clusters Score: Raw -250779.700558 + Penalty 790.879036 = -249988.821522 nChanged 3 SP:Iteration 40F (1399.512504 sec): 3 clusters Score: Raw -250780.181286 + Penalty 790.879036 = -249989.302250 nChanged 4 SP:Iteration 41Q (1399.571744 sec): 3 clusters Score: Raw -250781.793015 + Penalty 790.879036 = -249990.913979 nChanged 4 SP:Iteration 42Q (1399.615507 sec): 3 clusters Score: Raw -250782.569312 + Penalty 790.879036 = -249991.690276 nChanged 3 SP:Iteration 43Q (1399.674098 sec): 3 clusters Score: Raw -250782.873346 + Penalty 790.879036 = -249991.994310 nChanged 3 SP:Iteration 44Q (1399.721562 sec): 3 clusters Score: Raw -250783.327093 + Penalty 790.879036 = -249992.448057 nChanged 1 SP:Iteration 45Q (1399.777879 sec): 3 clusters Score: Raw -250783.593822 + Penalty 790.879036 = -249992.714786 nChanged 1 SP:Iteration 46Q (1399.832908 sec): 3 clusters Score: Raw -250784.116620 + Penalty 790.879036 = -249993.237584 nChanged 0 SP:Iteration 47F (1399.887144 sec): 3 clusters Score: Raw -250784.116620 + Penalty 790.879036 = -249993.237584 nChanged 0 Trying to split cluster 34 (878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1399.915054 sec): 2 clusters Score: Raw -35824.662695 + Penalty 308.382920 = -35516.279774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1399.962662 sec): 3 clusters Score: Raw -35389.650999 + Penalty 616.765840 = -34772.885159 nChanged 344 SP:Iteration 1F (1400.004751 sec): 3 clusters Score: Raw -35601.726428 + Penalty 616.765840 = -34984.960588 nChanged 80 SP:Iteration 2F (1400.045578 sec): 3 clusters Score: Raw -35647.699677 + Penalty 616.765840 = -35030.933837 nChanged 37 SP:Iteration 3Q (1400.094955 sec): 3 clusters Score: Raw -35668.917880 + Penalty 616.765840 = -35052.152040 nChanged 31 SP:Iteration 4Q (1400.141494 sec): 3 clusters Score: Raw -35688.314760 + Penalty 616.765840 = -35071.548920 nChanged 38 SP:Iteration 5Q (1400.193525 sec): 3 clusters Score: Raw -35719.217955 + Penalty 616.765840 = -35102.452115 nChanged 35 SP:Iteration 6Q (1400.235484 sec): 3 clusters Score: Raw -35743.336120 + Penalty 616.765840 = -35126.570280 nChanged 26 SP:Iteration 7Q (1400.283292 sec): 3 clusters Score: Raw -35764.264248 + Penalty 616.765840 = -35147.498408 nChanged 36 SP:Iteration 8Q (1400.338864 sec): 3 clusters Score: Raw -35791.766263 + Penalty 616.765840 = -35175.000423 nChanged 26 SP:Iteration 9Q (1400.374541 sec): 3 clusters Score: Raw -35814.129942 + Penalty 616.765840 = -35197.364102 nChanged 28 SP:Iteration 10Q (1400.434666 sec): 3 clusters Score: Raw -35842.171887 + Penalty 616.765840 = -35225.406047 nChanged 25 SP:Iteration 11Q (1400.471091 sec): 3 clusters Score: Raw -35865.260464 + Penalty 616.765840 = -35248.494624 nChanged 22 SP:Iteration 12Q (1400.526378 sec): 3 clusters Score: Raw -35885.846804 + Penalty 616.765840 = -35269.080964 nChanged 21 SP:Iteration 13Q (1400.570127 sec): 3 clusters Score: Raw -35903.203351 + Penalty 616.765840 = -35286.437511 nChanged 15 SP:Iteration 14Q (1400.609333 sec): 3 clusters Score: Raw -35915.478349 + Penalty 616.765840 = -35298.712509 nChanged 10 SP:Iteration 15Q (1400.658463 sec): 3 clusters Score: Raw -35925.092256 + Penalty 616.765840 = -35308.326416 nChanged 11 SP:Iteration 16Q (1400.708244 sec): 3 clusters Score: Raw -35937.006714 + Penalty 616.765840 = -35320.240874 nChanged 12 SP:Iteration 17Q (1400.748221 sec): 3 clusters Score: Raw -35952.609427 + Penalty 616.765840 = -35335.843587 nChanged 13 SP:Iteration 18Q (1400.796603 sec): 3 clusters Score: Raw -35979.831979 + Penalty 616.765840 = -35363.066139 nChanged 12 SP:Iteration 19Q (1400.846882 sec): 3 clusters Score: Raw -36001.560418 + Penalty 616.765840 = -35384.794578 nChanged 9 SP:Iteration 20F (1400.884872 sec): 3 clusters Score: Raw -36007.362745 + Penalty 616.765840 = -35390.596905 nChanged 7 SP:Iteration 21Q (1400.927044 sec): 3 clusters Score: Raw -36010.781703 + Penalty 616.765840 = -35394.015863 nChanged 3 SP:Iteration 22Q (1400.977555 sec): 3 clusters Score: Raw -36012.125257 + Penalty 616.765840 = -35395.359417 nChanged 2 SP:Iteration 23Q (1401.019285 sec): 3 clusters Score: Raw -36014.161180 + Penalty 616.765840 = -35397.395340 nChanged 2 SP:Iteration 24Q (1401.057011 sec): 3 clusters Score: Raw -36015.782110 + Penalty 616.765840 = -35399.016270 nChanged 3 SP:Iteration 25Q (1401.110348 sec): 3 clusters Score: Raw -36016.885640 + Penalty 616.765840 = -35400.119800 nChanged 2 SP:Iteration 26Q (1401.150618 sec): 3 clusters Score: Raw -36017.330369 + Penalty 616.765840 = -35400.564529 nChanged 2 SP:Iteration 27Q (1401.198944 sec): 3 clusters Score: Raw -36017.776806 + Penalty 616.765840 = -35401.010966 nChanged 1 SP:Iteration 28Q (1401.246875 sec): 3 clusters Score: Raw -36017.975896 + Penalty 616.765840 = -35401.210056 nChanged 0 SP:Iteration 29F (1401.297658 sec): 3 clusters Score: Raw -36017.975896 + Penalty 616.765840 = -35401.210056 nChanged 0 Trying to split cluster 35 (9646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1401.337090 sec): 2 clusters Score: Raw -406722.267056 + Penalty 417.430586 = -406304.836470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1401.391882 sec): 3 clusters Score: Raw -400656.155538 + Penalty 834.861173 = -399821.294366 nChanged 4526 SP:Iteration 1F (1401.436802 sec): 3 clusters Score: Raw -403358.102536 + Penalty 834.861173 = -402523.241363 nChanged 668 SP:Iteration 2F (1401.496415 sec): 3 clusters Score: Raw -403719.248524 + Penalty 834.861173 = -402884.387352 nChanged 700 SP:Iteration 3F (1401.553165 sec): 3 clusters Score: Raw -404195.910370 + Penalty 834.861173 = -403361.049198 nChanged 758 SP:Iteration 4F (1401.600685 sec): 3 clusters Score: Raw -404786.368278 + Penalty 834.861173 = -403951.507105 nChanged 728 SP:Iteration 5F (1401.664965 sec): 3 clusters Score: Raw -405413.662628 + Penalty 834.861173 = -404578.801456 nChanged 613 SP:Iteration 6F (1401.721430 sec): 3 clusters Score: Raw -405984.752058 + Penalty 834.861173 = -405149.890885 nChanged 397 SP:Iteration 7Q (1401.765074 sec): 3 clusters Score: Raw -406358.470400 + Penalty 834.861173 = -405523.609228 nChanged 232 SP:Iteration 8Q (1401.831768 sec): 3 clusters Score: Raw -406581.685688 + Penalty 834.861173 = -405746.824515 nChanged 109 SP:Iteration 9Q (1401.879509 sec): 3 clusters Score: Raw -406677.336000 + Penalty 834.861173 = -405842.474828 nChanged 47 SP:Iteration 10Q (1401.935349 sec): 3 clusters Score: Raw -406722.937408 + Penalty 834.861173 = -405888.076236 nChanged 25 SP:Iteration 11Q (1401.990017 sec): 3 clusters Score: Raw -406745.407817 + Penalty 834.861173 = -405910.546644 nChanged 14 SP:Iteration 12Q (1402.050065 sec): 3 clusters Score: Raw -406753.684378 + Penalty 834.861173 = -405918.823206 nChanged 12 SP:Iteration 13Q (1402.104133 sec): 3 clusters Score: Raw -406768.244207 + Penalty 834.861173 = -405933.383035 nChanged 11 SP:Iteration 14Q (1402.162181 sec): 3 clusters Score: Raw -406778.044812 + Penalty 834.861173 = -405943.183639 nChanged 6 SP:Iteration 15Q (1402.212442 sec): 3 clusters Score: Raw -406784.883643 + Penalty 834.861173 = -405950.022470 nChanged 4 SP:Iteration 16Q (1402.267752 sec): 3 clusters Score: Raw -406788.988086 + Penalty 834.861173 = -405954.126913 nChanged 3 SP:Iteration 17Q (1402.316818 sec): 3 clusters Score: Raw -406791.018122 + Penalty 834.861173 = -405956.156949 nChanged 0 SP:Iteration 18F (1402.378208 sec): 3 clusters Score: Raw -406791.018122 + Penalty 834.861173 = -405956.156949 nChanged 0 Trying to split cluster 36 (855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1402.409248 sec): 2 clusters Score: Raw -34930.196781 + Penalty 307.175117 = -34623.021664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1402.447965 sec): 3 clusters Score: Raw -34505.139812 + Penalty 614.350234 = -33890.789578 nChanged 323 SP:Iteration 1F (1402.504952 sec): 3 clusters Score: Raw -34736.290368 + Penalty 614.350234 = -34121.940135 nChanged 86 SP:Iteration 2F (1402.550537 sec): 3 clusters Score: Raw -34826.667830 + Penalty 614.350234 = -34212.317596 nChanged 62 SP:Iteration 3F (1402.606418 sec): 3 clusters Score: Raw -34903.749065 + Penalty 614.350234 = -34289.398831 nChanged 45 SP:Iteration 4F (1402.648169 sec): 3 clusters Score: Raw -34954.025639 + Penalty 614.350234 = -34339.675405 nChanged 28 SP:Iteration 5Q (1402.693432 sec): 3 clusters Score: Raw -34980.859310 + Penalty 614.350234 = -34366.509076 nChanged 23 SP:Iteration 6Q (1402.734497 sec): 3 clusters Score: Raw -34998.430051 + Penalty 614.350234 = -34384.079817 nChanged 16 SP:Iteration 7Q (1402.783996 sec): 3 clusters Score: Raw -35008.199163 + Penalty 614.350234 = -34393.848929 nChanged 12 SP:Iteration 8Q (1402.838259 sec): 3 clusters Score: Raw -35015.302239 + Penalty 614.350234 = -34400.952006 nChanged 7 SP:Iteration 9Q (1402.885430 sec): 3 clusters Score: Raw -35018.463648 + Penalty 614.350234 = -34404.113415 nChanged 8 SP:Iteration 10Q (1402.939517 sec): 3 clusters Score: Raw -35022.144292 + Penalty 614.350234 = -34407.794058 nChanged 8 SP:Iteration 11Q (1402.978440 sec): 3 clusters Score: Raw -35026.516365 + Penalty 614.350234 = -34412.166131 nChanged 5 SP:Iteration 12Q (1403.036800 sec): 3 clusters Score: Raw -35028.417839 + Penalty 614.350234 = -34414.067606 nChanged 4 SP:Iteration 13Q (1403.080231 sec): 3 clusters Score: Raw -35031.101237 + Penalty 614.350234 = -34416.751003 nChanged 3 SP:Iteration 14Q (1403.131304 sec): 3 clusters Score: Raw -35033.297000 + Penalty 614.350234 = -34418.946766 nChanged 1 SP:Iteration 15Q (1403.179982 sec): 3 clusters Score: Raw -35034.405041 + Penalty 614.350234 = -34420.054807 nChanged 1 SP:Iteration 16Q (1403.232194 sec): 3 clusters Score: Raw -35034.510362 + Penalty 614.350234 = -34420.160129 nChanged 0 SP:Iteration 17F (1403.266688 sec): 3 clusters Score: Raw -35034.510362 + Penalty 614.350234 = -34420.160129 nChanged 0 Trying to split cluster 37 (4390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1403.293793 sec): 2 clusters Score: Raw -180690.288103 + Penalty 381.612345 = -180308.675758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1403.346983 sec): 3 clusters Score: Raw -178106.260626 + Penalty 763.224690 = -177343.035936 nChanged 1926 SP:Iteration 1F (1403.395123 sec): 3 clusters Score: Raw -179237.668032 + Penalty 763.224690 = -178474.443341 nChanged 341 SP:Iteration 2F (1403.443019 sec): 3 clusters Score: Raw -179483.304883 + Penalty 763.224690 = -178720.080193 nChanged 349 SP:Iteration 3F (1403.491315 sec): 3 clusters Score: Raw -179754.844618 + Penalty 763.224690 = -178991.619928 nChanged 326 SP:Iteration 4F (1403.554151 sec): 3 clusters Score: Raw -179996.526491 + Penalty 763.224690 = -179233.301801 nChanged 263 SP:Iteration 5F (1403.603719 sec): 3 clusters Score: Raw -180183.502871 + Penalty 763.224690 = -179420.278181 nChanged 234 SP:Iteration 6F (1403.646620 sec): 3 clusters Score: Raw -180314.411642 + Penalty 763.224690 = -179551.186952 nChanged 133 SP:Iteration 7Q (1403.697795 sec): 3 clusters Score: Raw -180370.673879 + Penalty 763.224690 = -179607.449189 nChanged 103 SP:Iteration 8Q (1403.745106 sec): 3 clusters Score: Raw -180411.916012 + Penalty 763.224690 = -179648.691322 nChanged 94 SP:Iteration 9Q (1403.790348 sec): 3 clusters Score: Raw -180450.376047 + Penalty 763.224690 = -179687.151357 nChanged 90 SP:Iteration 10Q (1403.847836 sec): 3 clusters Score: Raw -180502.533274 + Penalty 763.224690 = -179739.308584 nChanged 87 SP:Iteration 11Q (1403.897152 sec): 3 clusters Score: Raw -180558.268465 + Penalty 763.224690 = -179795.043774 nChanged 92 SP:Iteration 12Q (1403.947276 sec): 3 clusters Score: Raw -180609.945728 + Penalty 763.224690 = -179846.721038 nChanged 77 SP:Iteration 13Q (1403.988321 sec): 3 clusters Score: Raw -180650.515855 + Penalty 763.224690 = -179887.291165 nChanged 62 SP:Iteration 14Q (1404.041378 sec): 3 clusters Score: Raw -180684.050332 + Penalty 763.224690 = -179920.825642 nChanged 52 SP:Iteration 15Q (1404.081966 sec): 3 clusters Score: Raw -180700.625454 + Penalty 763.224690 = -179937.400764 nChanged 43 SP:Iteration 16Q (1404.144100 sec): 3 clusters Score: Raw -180713.635261 + Penalty 763.224690 = -179950.410571 nChanged 40 SP:Iteration 17Q (1404.186724 sec): 3 clusters Score: Raw -180722.955037 + Penalty 763.224690 = -179959.730347 nChanged 33 SP:Iteration 18Q (1404.236909 sec): 3 clusters Score: Raw -180730.325534 + Penalty 763.224690 = -179967.100844 nChanged 23 SP:Iteration 19Q (1404.279551 sec): 3 clusters Score: Raw -180733.641261 + Penalty 763.224690 = -179970.416571 nChanged 14 SP:Iteration 20F (1404.331525 sec): 3 clusters Score: Raw -180735.552889 + Penalty 763.224690 = -179972.328198 nChanged 13 SP:Iteration 21Q (1404.382839 sec): 3 clusters Score: Raw -180737.799345 + Penalty 763.224690 = -179974.574655 nChanged 10 SP:Iteration 22Q (1404.433726 sec): 3 clusters Score: Raw -180739.081161 + Penalty 763.224690 = -179975.856471 nChanged 6 SP:Iteration 23Q (1404.488879 sec): 3 clusters Score: Raw -180739.980968 + Penalty 763.224690 = -179976.756278 nChanged 9 SP:Iteration 24Q (1404.536310 sec): 3 clusters Score: Raw -180742.398868 + Penalty 763.224690 = -179979.174178 nChanged 12 SP:Iteration 25Q (1404.585002 sec): 3 clusters Score: Raw -180744.733851 + Penalty 763.224690 = -179981.509161 nChanged 12 SP:Iteration 26Q (1404.621717 sec): 3 clusters Score: Raw -180746.506916 + Penalty 763.224690 = -179983.282226 nChanged 10 SP:Iteration 27Q (1404.668974 sec): 3 clusters Score: Raw -180748.489542 + Penalty 763.224690 = -179985.264852 nChanged 8 SP:Iteration 28Q (1404.717040 sec): 3 clusters Score: Raw -180749.585840 + Penalty 763.224690 = -179986.361150 nChanged 7 SP:Iteration 29Q (1404.768147 sec): 3 clusters Score: Raw -180750.528716 + Penalty 763.224690 = -179987.304026 nChanged 6 SP:Iteration 30Q (1404.825646 sec): 3 clusters Score: Raw -180751.049746 + Penalty 763.224690 = -179987.825056 nChanged 4 SP:Iteration 31Q (1404.872801 sec): 3 clusters Score: Raw -180751.350958 + Penalty 763.224690 = -179988.126268 nChanged 1 SP:Iteration 32Q (1404.911963 sec): 3 clusters Score: Raw -180751.396941 + Penalty 763.224690 = -179988.172251 nChanged 1 SP:Iteration 33Q (1404.962215 sec): 3 clusters Score: Raw -180751.657312 + Penalty 763.224690 = -179988.432622 nChanged 3 SP:Iteration 34Q (1405.005289 sec): 3 clusters Score: Raw -180751.905956 + Penalty 763.224690 = -179988.681266 nChanged 3 SP:Iteration 35Q (1405.053207 sec): 3 clusters Score: Raw -180752.095716 + Penalty 763.224690 = -179988.871026 nChanged 3 SP:Iteration 36Q (1405.113610 sec): 3 clusters Score: Raw -180752.552149 + Penalty 763.224690 = -179989.327459 nChanged 7 SP:Iteration 37Q (1405.150165 sec): 3 clusters Score: Raw -180753.521776 + Penalty 763.224690 = -179990.297086 nChanged 8 SP:Iteration 38Q (1405.197839 sec): 3 clusters Score: Raw -180754.698940 + Penalty 763.224690 = -179991.474250 nChanged 10 SP:Iteration 39Q (1405.248227 sec): 3 clusters Score: Raw -180756.541815 + Penalty 763.224690 = -179993.317125 nChanged 14 SP:Iteration 40F (1405.294822 sec): 3 clusters Score: Raw -180758.607833 + Penalty 763.224690 = -179995.383142 nChanged 12 SP:Iteration 41Q (1405.349577 sec): 3 clusters Score: Raw -180760.217212 + Penalty 763.224690 = -179996.992522 nChanged 13 SP:Iteration 42Q (1405.399313 sec): 3 clusters Score: Raw -180762.457821 + Penalty 763.224690 = -179999.233131 nChanged 11 SP:Iteration 43Q (1405.441318 sec): 3 clusters Score: Raw -180764.621499 + Penalty 763.224690 = -180001.396809 nChanged 11 SP:Iteration 44Q (1405.492066 sec): 3 clusters Score: Raw -180766.368902 + Penalty 763.224690 = -180003.144212 nChanged 13 SP:Iteration 45Q (1405.538894 sec): 3 clusters Score: Raw -180767.526064 + Penalty 763.224690 = -180004.301374 nChanged 11 SP:Iteration 46Q (1405.581054 sec): 3 clusters Score: Raw -180768.874545 + Penalty 763.224690 = -180005.649855 nChanged 13 SP:Iteration 47Q (1405.642615 sec): 3 clusters Score: Raw -180770.630991 + Penalty 763.224690 = -180007.406301 nChanged 12 SP:Iteration 48Q (1405.689991 sec): 3 clusters Score: Raw -180771.777014 + Penalty 763.224690 = -180008.552324 nChanged 7 SP:Iteration 49Q (1405.734442 sec): 3 clusters Score: Raw -180772.392360 + Penalty 763.224690 = -180009.167670 nChanged 7 SP:Iteration 50Q (1405.788218 sec): 3 clusters Score: Raw -180772.816119 + Penalty 763.224690 = -180009.591429 nChanged 4 SP:Iteration 51Q (1405.833070 sec): 3 clusters Score: Raw -180773.219263 + Penalty 763.224690 = -180009.994573 nChanged 3 SP:Iteration 52Q (1405.875395 sec): 3 clusters Score: Raw -180773.423132 + Penalty 763.224690 = -180010.198442 nChanged 3 SP:Iteration 53Q (1405.926489 sec): 3 clusters Score: Raw -180773.580105 + Penalty 763.224690 = -180010.355415 nChanged 2 SP:Iteration 54Q (1405.970170 sec): 3 clusters Score: Raw -180773.669183 + Penalty 763.224690 = -180010.444493 nChanged 1 SP:Iteration 55Q (1406.021562 sec): 3 clusters Score: Raw -180773.916933 + Penalty 763.224690 = -180010.692243 nChanged 1 SP:Iteration 56Q (1406.075900 sec): 3 clusters Score: Raw -180774.041799 + Penalty 763.224690 = -180010.817109 nChanged 0 SP:Iteration 57F (1406.119243 sec): 3 clusters Score: Raw -180774.041799 + Penalty 763.224690 = -180010.817109 nChanged 0 Trying to split cluster 38 (934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1406.143131 sec): 2 clusters Score: Raw -35351.365951 + Penalty 311.196178 = -35040.169773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1406.193847 sec): 3 clusters Score: Raw -34885.265979 + Penalty 622.392356 = -34262.873623 nChanged 371 SP:Iteration 1F (1406.230367 sec): 3 clusters Score: Raw -35114.117940 + Penalty 622.392356 = -34491.725584 nChanged 76 SP:Iteration 2F (1406.272878 sec): 3 clusters Score: Raw -35175.280367 + Penalty 622.392356 = -34552.888011 nChanged 54 SP:Iteration 3F (1406.324669 sec): 3 clusters Score: Raw -35221.771062 + Penalty 622.392356 = -34599.378706 nChanged 44 SP:Iteration 4Q (1406.378367 sec): 3 clusters Score: Raw -35260.448524 + Penalty 622.392356 = -34638.056168 nChanged 47 SP:Iteration 5F (1406.418485 sec): 3 clusters Score: Raw -35298.015533 + Penalty 622.392356 = -34675.623177 nChanged 38 SP:Iteration 6Q (1406.466591 sec): 3 clusters Score: Raw -35326.117261 + Penalty 622.392356 = -34703.724905 nChanged 29 SP:Iteration 7Q (1406.509454 sec): 3 clusters Score: Raw -35342.883002 + Penalty 622.392356 = -34720.490646 nChanged 18 SP:Iteration 8Q (1406.561552 sec): 3 clusters Score: Raw -35358.445229 + Penalty 622.392356 = -34736.052873 nChanged 18 SP:Iteration 9Q (1406.605537 sec): 3 clusters Score: Raw -35368.851564 + Penalty 622.392356 = -34746.459209 nChanged 10 SP:Iteration 10Q (1406.651667 sec): 3 clusters Score: Raw -35376.491300 + Penalty 622.392356 = -34754.098944 nChanged 13 SP:Iteration 11Q (1406.698087 sec): 3 clusters Score: Raw -35388.624337 + Penalty 622.392356 = -34766.231981 nChanged 17 SP:Iteration 12Q (1406.739966 sec): 3 clusters Score: Raw -35403.845616 + Penalty 622.392356 = -34781.453260 nChanged 20 SP:Iteration 13Q (1406.784737 sec): 3 clusters Score: Raw -35416.006898 + Penalty 622.392356 = -34793.614542 nChanged 10 SP:Iteration 14Q (1406.821871 sec): 3 clusters Score: Raw -35421.808682 + Penalty 622.392356 = -34799.416326 nChanged 11 SP:Iteration 15Q (1406.863285 sec): 3 clusters Score: Raw -35427.982134 + Penalty 622.392356 = -34805.589778 nChanged 15 SP:Iteration 16Q (1406.911148 sec): 3 clusters Score: Raw -35440.894933 + Penalty 622.392356 = -34818.502577 nChanged 22 SP:Iteration 17Q (1406.963724 sec): 3 clusters Score: Raw -35462.333881 + Penalty 622.392356 = -34839.941525 nChanged 15 SP:Iteration 18Q (1407.011411 sec): 3 clusters Score: Raw -35474.546601 + Penalty 622.392356 = -34852.154245 nChanged 15 SP:Iteration 19Q (1407.051058 sec): 3 clusters Score: Raw -35480.804534 + Penalty 622.392356 = -34858.412178 nChanged 5 SP:Iteration 20F (1407.100552 sec): 3 clusters Score: Raw -35481.478488 + Penalty 622.392356 = -34859.086132 nChanged 2 SP:Iteration 21Q (1407.144876 sec): 3 clusters Score: Raw -35482.302140 + Penalty 622.392356 = -34859.909784 nChanged 5 SP:Iteration 22Q (1407.194394 sec): 3 clusters Score: Raw -35484.046233 + Penalty 622.392356 = -34861.653877 nChanged 2 SP:Iteration 23Q (1407.243882 sec): 3 clusters Score: Raw -35484.658796 + Penalty 622.392356 = -34862.266441 nChanged 2 SP:Iteration 24Q (1407.287137 sec): 3 clusters Score: Raw -35485.279654 + Penalty 622.392356 = -34862.887298 nChanged 5 SP:Iteration 25Q (1407.335555 sec): 3 clusters Score: Raw -35487.231846 + Penalty 622.392356 = -34864.839490 nChanged 4 SP:Iteration 26Q (1407.387159 sec): 3 clusters Score: Raw -35488.367716 + Penalty 622.392356 = -34865.975360 nChanged 0 SP:Iteration 27F (1407.438946 sec): 3 clusters Score: Raw -35488.367716 + Penalty 622.392356 = -34865.975360 nChanged 0 Trying to split cluster 39 (40205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1407.495992 sec): 2 clusters Score: Raw -1646564.427834 + Penalty 482.379472 = -1646082.048361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1407.580583 sec): 3 clusters Score: Raw -1620009.746069 + Penalty 964.758945 = -1619044.987125 nChanged 19461 SP:Iteration 1F (1407.663091 sec): 3 clusters Score: Raw -1632061.638458 + Penalty 964.758945 = -1631096.879513 nChanged 2052 SP:Iteration 2F (1407.734014 sec): 3 clusters Score: Raw -1632879.919768 + Penalty 964.758945 = -1631915.160823 nChanged 2082 SP:Iteration 3F (1407.822212 sec): 3 clusters Score: Raw -1633839.074328 + Penalty 964.758945 = -1632874.315383 nChanged 2268 SP:Iteration 4F (1407.902756 sec): 3 clusters Score: Raw -1635124.882334 + Penalty 964.758945 = -1634160.123389 nChanged 2557 SP:Iteration 5F (1407.990128 sec): 3 clusters Score: Raw -1636867.690006 + Penalty 964.758945 = -1635902.931062 nChanged 2777 SP:Iteration 6F (1408.077589 sec): 3 clusters Score: Raw -1639046.282852 + Penalty 964.758945 = -1638081.523908 nChanged 2682 SP:Iteration 7F (1408.157762 sec): 3 clusters Score: Raw -1641265.711287 + Penalty 964.758945 = -1640300.952343 nChanged 2179 SP:Iteration 8F (1408.240920 sec): 3 clusters Score: Raw -1643040.095842 + Penalty 964.758945 = -1642075.336897 nChanged 1596 SP:Iteration 9Q (1408.327873 sec): 3 clusters Score: Raw -1644288.289785 + Penalty 964.758945 = -1643323.530841 nChanged 1095 SP:Iteration 10Q (1408.411349 sec): 3 clusters Score: Raw -1645191.948978 + Penalty 964.758945 = -1644227.190033 nChanged 727 SP:Iteration 11Q (1408.493893 sec): 3 clusters Score: Raw -1645767.199573 + Penalty 964.758945 = -1644802.440628 nChanged 484 SP:Iteration 12Q (1408.564380 sec): 3 clusters Score: Raw -1646089.822081 + Penalty 964.758945 = -1645125.063137 nChanged 338 SP:Iteration 13Q (1408.661496 sec): 3 clusters Score: Raw -1646287.724761 + Penalty 964.758945 = -1645322.965816 nChanged 232 SP:Iteration 14Q (1408.735475 sec): 3 clusters Score: Raw -1646411.906709 + Penalty 964.758945 = -1645447.147765 nChanged 176 SP:Iteration 15Q (1408.807732 sec): 3 clusters Score: Raw -1646504.956680 + Penalty 964.758945 = -1645540.197735 nChanged 140 SP:Iteration 16Q (1408.887244 sec): 3 clusters Score: Raw -1646586.476994 + Penalty 964.758945 = -1645621.718049 nChanged 96 SP:Iteration 17Q (1408.964758 sec): 3 clusters Score: Raw -1646637.040317 + Penalty 964.758945 = -1645672.281373 nChanged 65 SP:Iteration 18Q (1409.034988 sec): 3 clusters Score: Raw -1646665.849111 + Penalty 964.758945 = -1645701.090167 nChanged 45 SP:Iteration 19Q (1409.109576 sec): 3 clusters Score: Raw -1646684.562970 + Penalty 964.758945 = -1645719.804025 nChanged 33 SP:Iteration 20F (1409.192601 sec): 3 clusters Score: Raw -1646696.159800 + Penalty 964.758945 = -1645731.400856 nChanged 32 SP:Iteration 21Q (1409.266190 sec): 3 clusters Score: Raw -1646706.214775 + Penalty 964.758945 = -1645741.455831 nChanged 15 SP:Iteration 22Q (1409.340525 sec): 3 clusters Score: Raw -1646711.160658 + Penalty 964.758945 = -1645746.401713 nChanged 15 SP:Iteration 23Q (1409.421256 sec): 3 clusters Score: Raw -1646716.276814 + Penalty 964.758945 = -1645751.517870 nChanged 13 SP:Iteration 24Q (1409.497601 sec): 3 clusters Score: Raw -1646718.273210 + Penalty 964.758945 = -1645753.514265 nChanged 9 SP:Iteration 25Q (1409.573859 sec): 3 clusters Score: Raw -1646720.384357 + Penalty 964.758945 = -1645755.625412 nChanged 6 SP:Iteration 26Q (1409.649828 sec): 3 clusters Score: Raw -1646721.604843 + Penalty 964.758945 = -1645756.845898 nChanged 6 SP:Iteration 27Q (1409.721703 sec): 3 clusters Score: Raw -1646723.011495 + Penalty 964.758945 = -1645758.252551 nChanged 3 SP:Iteration 28Q (1409.807765 sec): 3 clusters Score: Raw -1646723.684539 + Penalty 964.758945 = -1645758.925594 nChanged 1 SP:Iteration 29Q (1409.875230 sec): 3 clusters Score: Raw -1646723.761119 + Penalty 964.758945 = -1645759.002174 nChanged 0 SP:Iteration 30F (1409.961107 sec): 3 clusters Score: Raw -1646723.761119 + Penalty 964.758945 = -1645759.002174 nChanged 0 Trying to split cluster 40 (2215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1409.995751 sec): 2 clusters Score: Raw -82838.022350 + Penalty 350.486850 = -82487.535501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1410.049064 sec): 3 clusters Score: Raw -81617.249953 + Penalty 700.973699 = -80916.276254 nChanged 934 SP:Iteration 1F (1410.095380 sec): 3 clusters Score: Raw -82181.354419 + Penalty 700.973699 = -81480.380720 nChanged 182 SP:Iteration 2F (1410.136537 sec): 3 clusters Score: Raw -82303.438090 + Penalty 700.973699 = -81602.464391 nChanged 144 SP:Iteration 3F (1410.188568 sec): 3 clusters Score: Raw -82408.800553 + Penalty 700.973699 = -81707.826854 nChanged 112 SP:Iteration 4F (1410.242630 sec): 3 clusters Score: Raw -82490.530092 + Penalty 700.973699 = -81789.556393 nChanged 110 SP:Iteration 5Q (1410.291398 sec): 3 clusters Score: Raw -82561.714322 + Penalty 700.973699 = -81860.740623 nChanged 93 SP:Iteration 6Q (1410.346499 sec): 3 clusters Score: Raw -82623.032930 + Penalty 700.973699 = -81922.059231 nChanged 79 SP:Iteration 7Q (1410.390361 sec): 3 clusters Score: Raw -82678.255829 + Penalty 700.973699 = -81977.282130 nChanged 71 SP:Iteration 8Q (1410.430568 sec): 3 clusters Score: Raw -82719.983308 + Penalty 700.973699 = -82019.009609 nChanged 68 SP:Iteration 9Q (1410.481511 sec): 3 clusters Score: Raw -82756.122289 + Penalty 700.973699 = -82055.148590 nChanged 59 SP:Iteration 10Q (1410.535677 sec): 3 clusters Score: Raw -82790.171192 + Penalty 700.973699 = -82089.197493 nChanged 53 SP:Iteration 11Q (1410.577723 sec): 3 clusters Score: Raw -82815.882504 + Penalty 700.973699 = -82114.908805 nChanged 56 SP:Iteration 12Q (1410.634853 sec): 3 clusters Score: Raw -82841.546921 + Penalty 700.973699 = -82140.573222 nChanged 49 SP:Iteration 13Q (1410.682128 sec): 3 clusters Score: Raw -82861.437971 + Penalty 700.973699 = -82160.464271 nChanged 34 SP:Iteration 14Q (1410.719424 sec): 3 clusters Score: Raw -82874.328193 + Penalty 700.973699 = -82173.354494 nChanged 32 SP:Iteration 15Q (1410.770413 sec): 3 clusters Score: Raw -82889.194309 + Penalty 700.973699 = -82188.220610 nChanged 32 SP:Iteration 16Q (1410.828340 sec): 3 clusters Score: Raw -82906.870599 + Penalty 700.973699 = -82205.896900 nChanged 37 SP:Iteration 17Q (1410.866446 sec): 3 clusters Score: Raw -82922.191355 + Penalty 700.973699 = -82221.217656 nChanged 30 SP:Iteration 18Q (1410.916175 sec): 3 clusters Score: Raw -82933.565604 + Penalty 700.973699 = -82232.591905 nChanged 23 SP:Iteration 19Q (1410.955645 sec): 3 clusters Score: Raw -82941.249291 + Penalty 700.973699 = -82240.275592 nChanged 14 SP:Iteration 20F (1411.007331 sec): 3 clusters Score: Raw -82944.165910 + Penalty 700.973699 = -82243.192211 nChanged 15 SP:Iteration 21Q (1411.058995 sec): 3 clusters Score: Raw -82945.833927 + Penalty 700.973699 = -82244.860228 nChanged 6 SP:Iteration 22Q (1411.108043 sec): 3 clusters Score: Raw -82946.915838 + Penalty 700.973699 = -82245.942139 nChanged 7 SP:Iteration 23Q (1411.153915 sec): 3 clusters Score: Raw -82949.612887 + Penalty 700.973699 = -82248.639188 nChanged 11 SP:Iteration 24Q (1411.200029 sec): 3 clusters Score: Raw -82951.692791 + Penalty 700.973699 = -82250.719092 nChanged 7 SP:Iteration 25Q (1411.237866 sec): 3 clusters Score: Raw -82952.479451 + Penalty 700.973699 = -82251.505752 nChanged 5 SP:Iteration 26Q (1411.291938 sec): 3 clusters Score: Raw -82954.313597 + Penalty 700.973699 = -82253.339898 nChanged 5 SP:Iteration 27Q (1411.338471 sec): 3 clusters Score: Raw -82954.977419 + Penalty 700.973699 = -82254.003719 nChanged 6 SP:Iteration 28Q (1411.388667 sec): 3 clusters Score: Raw -82956.046325 + Penalty 700.973699 = -82255.072626 nChanged 4 SP:Iteration 29Q (1411.445340 sec): 3 clusters Score: Raw -82956.759970 + Penalty 700.973699 = -82255.786270 nChanged 3 SP:Iteration 30Q (1411.487757 sec): 3 clusters Score: Raw -82957.145972 + Penalty 700.973699 = -82256.172273 nChanged 4 SP:Iteration 31Q (1411.537080 sec): 3 clusters Score: Raw -82958.066780 + Penalty 700.973699 = -82257.093080 nChanged 5 SP:Iteration 32Q (1411.582067 sec): 3 clusters Score: Raw -82959.570108 + Penalty 700.973699 = -82258.596409 nChanged 5 SP:Iteration 33Q (1411.630506 sec): 3 clusters Score: Raw -82960.600843 + Penalty 700.973699 = -82259.627144 nChanged 0 SP:Iteration 34F (1411.682782 sec): 3 clusters Score: Raw -82960.600843 + Penalty 700.973699 = -82259.627144 nChanged 0 Trying to split cluster 41 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1411.708022 sec): 2 clusters Score: Raw -11690.466214 + Penalty 261.597381 = -11428.868833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1411.748170 sec): 3 clusters Score: Raw -11583.534950 + Penalty 523.194762 = -11060.340189 nChanged 94 SP:Iteration 1F (1411.796759 sec): 3 clusters Score: Raw -11676.148402 + Penalty 523.194762 = -11152.953640 nChanged 22 SP:Iteration 2F (1411.844026 sec): 3 clusters Score: Raw -11702.301028 + Penalty 523.194762 = -11179.106266 nChanged 12 SP:Iteration 3Q (1411.890305 sec): 3 clusters Score: Raw -11714.421484 + Penalty 523.194762 = -11191.226722 nChanged 11 SP:Iteration 4Q (1411.938695 sec): 3 clusters Score: Raw -11723.038962 + Penalty 523.194762 = -11199.844200 nChanged 8 SP:Iteration 5Q (1411.980495 sec): 3 clusters Score: Raw -11728.340523 + Penalty 523.194762 = -11205.145761 nChanged 6 SP:Iteration 6Q (1412.029697 sec): 3 clusters Score: Raw -11736.661442 + Penalty 523.194762 = -11213.466680 nChanged 7 SP:Iteration 7Q (1412.068721 sec): 3 clusters Score: Raw -11748.045308 + Penalty 523.194762 = -11224.850546 nChanged 8 SP:Iteration 8Q (1412.111421 sec): 3 clusters Score: Raw -11756.640972 + Penalty 523.194762 = -11233.446211 nChanged 7 SP:Iteration 9Q (1412.166516 sec): 3 clusters Score: Raw -11767.266755 + Penalty 523.194762 = -11244.071994 nChanged 6 SP:Iteration 10Q (1412.201110 sec): 3 clusters Score: Raw -11774.600102 + Penalty 523.194762 = -11251.405340 nChanged 2 SP:Iteration 11Q (1412.253599 sec): 3 clusters Score: Raw -11775.541840 + Penalty 523.194762 = -11252.347078 nChanged 2 SP:Iteration 12Q (1412.290440 sec): 3 clusters Score: Raw -11777.638186 + Penalty 523.194762 = -11254.443424 nChanged 2 SP:Iteration 13Q (1412.337409 sec): 3 clusters Score: Raw -11779.173191 + Penalty 523.194762 = -11255.978429 nChanged 2 SP:Iteration 14Q (1412.379126 sec): 3 clusters Score: Raw -11781.329049 + Penalty 523.194762 = -11258.134287 nChanged 2 SP:Iteration 15Q (1412.426380 sec): 3 clusters Score: Raw -11782.883271 + Penalty 523.194762 = -11259.688510 nChanged 0 SP:Iteration 16F (1412.471545 sec): 3 clusters Score: Raw -11782.883271 + Penalty 523.194762 = -11259.688510 nChanged 0 Trying to split cluster 42 (26853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1412.507957 sec): 2 clusters Score: Raw -1072442.999542 + Penalty 464.015044 = -1071978.984499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1412.593882 sec): 3 clusters Score: Raw -1055072.239668 + Penalty 928.030087 = -1054144.209581 nChanged 12749 SP:Iteration 1F (1412.668247 sec): 3 clusters Score: Raw -1062635.896038 + Penalty 928.030087 = -1061707.865951 nChanged 1545 SP:Iteration 2F (1412.736336 sec): 3 clusters Score: Raw -1063414.346374 + Penalty 928.030087 = -1062486.316287 nChanged 1631 SP:Iteration 3F (1412.805810 sec): 3 clusters Score: Raw -1064439.002485 + Penalty 928.030087 = -1063510.972398 nChanged 1755 SP:Iteration 4F (1412.876224 sec): 3 clusters Score: Raw -1065693.795900 + Penalty 928.030087 = -1064765.765813 nChanged 1808 SP:Iteration 5F (1412.946705 sec): 3 clusters Score: Raw -1067008.403992 + Penalty 928.030087 = -1066080.373905 nChanged 1604 SP:Iteration 6F (1413.011204 sec): 3 clusters Score: Raw -1068061.104316 + Penalty 928.030087 = -1067133.074229 nChanged 1256 SP:Iteration 7Q (1413.085319 sec): 3 clusters Score: Raw -1068677.155092 + Penalty 928.030087 = -1067749.125004 nChanged 867 SP:Iteration 8Q (1413.164036 sec): 3 clusters Score: Raw -1068989.291531 + Penalty 928.030087 = -1068061.261444 nChanged 625 SP:Iteration 9Q (1413.240319 sec): 3 clusters Score: Raw -1069176.104081 + Penalty 928.030087 = -1068248.073993 nChanged 457 SP:Iteration 10Q (1413.314464 sec): 3 clusters Score: Raw -1069277.586271 + Penalty 928.030087 = -1068349.556184 nChanged 341 SP:Iteration 11Q (1413.390032 sec): 3 clusters Score: Raw -1069349.341894 + Penalty 928.030087 = -1068421.311807 nChanged 278 SP:Iteration 12Q (1413.463881 sec): 3 clusters Score: Raw -1069407.860741 + Penalty 928.030087 = -1068479.830654 nChanged 267 SP:Iteration 13Q (1413.526475 sec): 3 clusters Score: Raw -1069458.871281 + Penalty 928.030087 = -1068530.841194 nChanged 268 SP:Iteration 14Q (1413.605373 sec): 3 clusters Score: Raw -1069507.788700 + Penalty 928.030087 = -1068579.758613 nChanged 263 SP:Iteration 15Q (1413.672975 sec): 3 clusters Score: Raw -1069556.989779 + Penalty 928.030087 = -1068628.959692 nChanged 230 SP:Iteration 16Q (1413.750033 sec): 3 clusters Score: Raw -1069594.316573 + Penalty 928.030087 = -1068666.286486 nChanged 222 SP:Iteration 17Q (1413.810975 sec): 3 clusters Score: Raw -1069629.424494 + Penalty 928.030087 = -1068701.394407 nChanged 202 SP:Iteration 18Q (1413.884686 sec): 3 clusters Score: Raw -1069660.150881 + Penalty 928.030087 = -1068732.120794 nChanged 195 SP:Iteration 19Q (1413.962868 sec): 3 clusters Score: Raw -1069691.597734 + Penalty 928.030087 = -1068763.567647 nChanged 197 SP:Iteration 20F (1414.035437 sec): 3 clusters Score: Raw -1069719.000328 + Penalty 928.030087 = -1068790.970241 nChanged 192 SP:Iteration 21Q (1414.107738 sec): 3 clusters Score: Raw -1069749.118469 + Penalty 928.030087 = -1068821.088382 nChanged 191 SP:Iteration 22Q (1414.179744 sec): 3 clusters Score: Raw -1069779.760717 + Penalty 928.030087 = -1068851.730630 nChanged 182 SP:Iteration 23Q (1414.239457 sec): 3 clusters Score: Raw -1069806.752356 + Penalty 928.030087 = -1068878.722269 nChanged 173 SP:Iteration 24Q (1414.320418 sec): 3 clusters Score: Raw -1069833.378401 + Penalty 928.030087 = -1068905.348314 nChanged 185 SP:Iteration 25Q (1414.393923 sec): 3 clusters Score: Raw -1069857.167592 + Penalty 928.030087 = -1068929.137504 nChanged 164 SP:Iteration 26Q (1414.455969 sec): 3 clusters Score: Raw -1069880.992389 + Penalty 928.030087 = -1068952.962302 nChanged 160 SP:Iteration 27Q (1414.527732 sec): 3 clusters Score: Raw -1069908.075920 + Penalty 928.030087 = -1068980.045833 nChanged 186 SP:Iteration 28Q (1414.601946 sec): 3 clusters Score: Raw -1069942.086693 + Penalty 928.030087 = -1069014.056606 nChanged 196 SP:Iteration 29Q (1414.686668 sec): 3 clusters Score: Raw -1069975.619558 + Penalty 928.030087 = -1069047.589471 nChanged 189 SP:Iteration 30Q (1414.757936 sec): 3 clusters Score: Raw -1070007.685151 + Penalty 928.030087 = -1069079.655064 nChanged 194 SP:Iteration 31Q (1414.829729 sec): 3 clusters Score: Raw -1070045.779596 + Penalty 928.030087 = -1069117.749509 nChanged 197 SP:Iteration 32Q (1414.902367 sec): 3 clusters Score: Raw -1070084.138594 + Penalty 928.030087 = -1069156.108507 nChanged 227 SP:Iteration 33Q (1414.972805 sec): 3 clusters Score: Raw -1070131.484535 + Penalty 928.030087 = -1069203.454448 nChanged 239 SP:Iteration 34Q (1415.053794 sec): 3 clusters Score: Raw -1070183.701842 + Penalty 928.030087 = -1069255.671755 nChanged 231 SP:Iteration 35Q (1415.131295 sec): 3 clusters Score: Raw -1070239.049555 + Penalty 928.030087 = -1069311.019468 nChanged 231 SP:Iteration 36Q (1415.201083 sec): 3 clusters Score: Raw -1070288.941228 + Penalty 928.030087 = -1069360.911141 nChanged 211 SP:Iteration 37Q (1415.278297 sec): 3 clusters Score: Raw -1070329.441803 + Penalty 928.030087 = -1069401.411716 nChanged 212 SP:Iteration 38Q (1415.347197 sec): 3 clusters Score: Raw -1070372.354791 + Penalty 928.030087 = -1069444.324704 nChanged 213 SP:Iteration 39Q (1415.422443 sec): 3 clusters Score: Raw -1070416.009751 + Penalty 928.030087 = -1069487.979664 nChanged 207 SP:Iteration 40F (1415.499616 sec): 3 clusters Score: Raw -1070456.455061 + Penalty 928.030087 = -1069528.424974 nChanged 227 SP:Iteration 41Q (1415.566962 sec): 3 clusters Score: Raw -1070506.358163 + Penalty 928.030087 = -1069578.328076 nChanged 233 SP:Iteration 42Q (1415.629484 sec): 3 clusters Score: Raw -1070559.300461 + Penalty 928.030087 = -1069631.270374 nChanged 236 SP:Iteration 43Q (1415.710809 sec): 3 clusters Score: Raw -1070610.660414 + Penalty 928.030087 = -1069682.630327 nChanged 244 SP:Iteration 44Q (1415.777860 sec): 3 clusters Score: Raw -1070667.124078 + Penalty 928.030087 = -1069739.093991 nChanged 244 SP:Iteration 45Q (1415.855777 sec): 3 clusters Score: Raw -1070729.722956 + Penalty 928.030087 = -1069801.692869 nChanged 265 SP:Iteration 46Q (1415.922865 sec): 3 clusters Score: Raw -1070790.753260 + Penalty 928.030087 = -1069862.723173 nChanged 242 SP:Iteration 47Q (1415.980819 sec): 3 clusters Score: Raw -1070846.326709 + Penalty 928.030087 = -1069918.296622 nChanged 244 SP:Iteration 48Q (1416.049418 sec): 3 clusters Score: Raw -1070902.481002 + Penalty 928.030087 = -1069974.450915 nChanged 250 SP:Iteration 49Q (1416.123447 sec): 3 clusters Score: Raw -1070965.376018 + Penalty 928.030087 = -1070037.345931 nChanged 273 SP:Iteration 50Q (1416.198194 sec): 3 clusters Score: Raw -1071038.046507 + Penalty 928.030087 = -1070110.016420 nChanged 305 SP:Iteration 51Q (1416.266239 sec): 3 clusters Score: Raw -1071127.554636 + Penalty 928.030087 = -1070199.524549 nChanged 289 SP:Iteration 52Q (1416.337733 sec): 3 clusters Score: Raw -1071214.649604 + Penalty 928.030087 = -1070286.619517 nChanged 283 SP:Iteration 53Q (1416.411558 sec): 3 clusters Score: Raw -1071301.944092 + Penalty 928.030087 = -1070373.914005 nChanged 277 SP:Iteration 54Q (1416.472382 sec): 3 clusters Score: Raw -1071388.961706 + Penalty 928.030087 = -1070460.931619 nChanged 279 SP:Iteration 55Q (1416.553848 sec): 3 clusters Score: Raw -1071482.070057 + Penalty 928.030087 = -1070554.039969 nChanged 282 SP:Iteration 56Q (1416.627941 sec): 3 clusters Score: Raw -1071574.228850 + Penalty 928.030087 = -1070646.198763 nChanged 268 SP:Iteration 57Q (1416.701268 sec): 3 clusters Score: Raw -1071650.475878 + Penalty 928.030087 = -1070722.445791 nChanged 266 SP:Iteration 58Q (1416.772877 sec): 3 clusters Score: Raw -1071727.705333 + Penalty 928.030087 = -1070799.675246 nChanged 254 SP:Iteration 59Q (1416.842419 sec): 3 clusters Score: Raw -1071806.197221 + Penalty 928.030087 = -1070878.167133 nChanged 273 SP:Iteration 60F (1416.905625 sec): 3 clusters Score: Raw -1071898.133020 + Penalty 928.030087 = -1070970.102933 nChanged 276 SP:Iteration 61Q (1416.982777 sec): 3 clusters Score: Raw -1071990.971594 + Penalty 928.030087 = -1071062.941507 nChanged 263 SP:Iteration 62Q (1417.045187 sec): 3 clusters Score: Raw -1072073.421721 + Penalty 928.030087 = -1071145.391634 nChanged 264 SP:Iteration 63Q (1417.110895 sec): 3 clusters Score: Raw -1072163.005068 + Penalty 928.030087 = -1071234.974981 nChanged 256 SP:Iteration 64Q (1417.191139 sec): 3 clusters Score: Raw -1072258.833511 + Penalty 928.030087 = -1071330.803424 nChanged 279 SP:Iteration 65Q (1417.256638 sec): 3 clusters Score: Raw -1072376.922714 + Penalty 928.030087 = -1071448.892627 nChanged 275 SP:Iteration 66Q (1417.326634 sec): 3 clusters Score: Raw -1072486.441436 + Penalty 928.030087 = -1071558.411349 nChanged 252 SP:Iteration 67Q (1417.395368 sec): 3 clusters Score: Raw -1072589.735753 + Penalty 928.030087 = -1071661.705666 nChanged 255 SP:Iteration 68Q (1417.463497 sec): 3 clusters Score: Raw -1072697.360067 + Penalty 928.030087 = -1071769.329979 nChanged 220 SP:Iteration 69Q (1417.530984 sec): 3 clusters Score: Raw -1072783.237021 + Penalty 928.030087 = -1071855.206934 nChanged 190 SP:Iteration 70Q (1417.599968 sec): 3 clusters Score: Raw -1072857.669557 + Penalty 928.030087 = -1071929.639469 nChanged 170 SP:Iteration 71Q (1417.668205 sec): 3 clusters Score: Raw -1072919.057525 + Penalty 928.030087 = -1071991.027438 nChanged 149 SP:Iteration 72Q (1417.734952 sec): 3 clusters Score: Raw -1072972.870111 + Penalty 928.030087 = -1072044.840024 nChanged 124 SP:Iteration 73Q (1417.803555 sec): 3 clusters Score: Raw -1073010.413315 + Penalty 928.030087 = -1072082.383228 nChanged 94 SP:Iteration 74Q (1417.873439 sec): 3 clusters Score: Raw -1073034.737723 + Penalty 928.030087 = -1072106.707636 nChanged 87 SP:Iteration 75Q (1417.933533 sec): 3 clusters Score: Raw -1073053.345130 + Penalty 928.030087 = -1072125.315043 nChanged 67 SP:Iteration 76Q (1418.010700 sec): 3 clusters Score: Raw -1073065.606424 + Penalty 928.030087 = -1072137.576337 nChanged 50 SP:Iteration 77Q (1418.080212 sec): 3 clusters Score: Raw -1073073.560319 + Penalty 928.030087 = -1072145.530232 nChanged 43 SP:Iteration 78Q (1418.152571 sec): 3 clusters Score: Raw -1073079.961748 + Penalty 928.030087 = -1072151.931660 nChanged 38 SP:Iteration 79Q (1418.222918 sec): 3 clusters Score: Raw -1073085.210269 + Penalty 928.030087 = -1072157.180182 nChanged 35 SP:Iteration 80F (1418.295327 sec): 3 clusters Score: Raw -1073091.770339 + Penalty 928.030087 = -1072163.740252 nChanged 37 SP:Iteration 81Q (1418.367196 sec): 3 clusters Score: Raw -1073097.538292 + Penalty 928.030087 = -1072169.508205 nChanged 25 SP:Iteration 82Q (1418.439752 sec): 3 clusters Score: Raw -1073100.903194 + Penalty 928.030087 = -1072172.873107 nChanged 22 SP:Iteration 83Q (1418.509874 sec): 3 clusters Score: Raw -1073103.307373 + Penalty 928.030087 = -1072175.277286 nChanged 12 SP:Iteration 84Q (1418.578306 sec): 3 clusters Score: Raw -1073104.233203 + Penalty 928.030087 = -1072176.203116 nChanged 20 SP:Iteration 85Q (1418.649434 sec): 3 clusters Score: Raw -1073106.753585 + Penalty 928.030087 = -1072178.723498 nChanged 20 SP:Iteration 86Q (1418.720687 sec): 3 clusters Score: Raw -1073108.815909 + Penalty 928.030087 = -1072180.785822 nChanged 10 SP:Iteration 87Q (1418.792499 sec): 3 clusters Score: Raw -1073109.699279 + Penalty 928.030087 = -1072181.669192 nChanged 12 SP:Iteration 88Q (1418.861774 sec): 3 clusters Score: Raw -1073111.180454 + Penalty 928.030087 = -1072183.150367 nChanged 11 SP:Iteration 89Q (1418.927199 sec): 3 clusters Score: Raw -1073112.749562 + Penalty 928.030087 = -1072184.719475 nChanged 14 SP:Iteration 90Q (1418.999042 sec): 3 clusters Score: Raw -1073114.394252 + Penalty 928.030087 = -1072186.364165 nChanged 14 SP:Iteration 91Q (1419.064511 sec): 3 clusters Score: Raw -1073115.870322 + Penalty 928.030087 = -1072187.840235 nChanged 12 SP:Iteration 92Q (1419.121822 sec): 3 clusters Score: Raw -1073117.603068 + Penalty 928.030087 = -1072189.572980 nChanged 9 SP:Iteration 93Q (1419.202515 sec): 3 clusters Score: Raw -1073118.445124 + Penalty 928.030087 = -1072190.415037 nChanged 9 SP:Iteration 94Q (1419.274998 sec): 3 clusters Score: Raw -1073119.194829 + Penalty 928.030087 = -1072191.164742 nChanged 9 SP:Iteration 95Q (1419.344764 sec): 3 clusters Score: Raw -1073119.951678 + Penalty 928.030087 = -1072191.921591 nChanged 8 SP:Iteration 96Q (1419.404614 sec): 3 clusters Score: Raw -1073120.749145 + Penalty 928.030087 = -1072192.719058 nChanged 6 SP:Iteration 97Q (1419.488117 sec): 3 clusters Score: Raw -1073121.743164 + Penalty 928.030087 = -1072193.713077 nChanged 5 SP:Iteration 98Q (1419.559905 sec): 3 clusters Score: Raw -1073122.242130 + Penalty 928.030087 = -1072194.212043 nChanged 8 SP:Iteration 99Q (1419.623093 sec): 3 clusters Score: Raw -1073123.084038 + Penalty 928.030087 = -1072195.053951 nChanged 8 SP:Iteration 100F (1419.693561 sec): 3 clusters Score: Raw -1073124.183585 + Penalty 928.030087 = -1072196.153498 nChanged 11 SP:Iteration 101Q (1419.756117 sec): 3 clusters Score: Raw -1073126.056299 + Penalty 928.030087 = -1072198.026212 nChanged 12 SP:Iteration 102Q (1419.824026 sec): 3 clusters Score: Raw -1073127.246794 + Penalty 928.030087 = -1072199.216707 nChanged 5 SP:Iteration 103Q (1419.889386 sec): 3 clusters Score: Raw -1073127.552584 + Penalty 928.030087 = -1072199.522496 nChanged 2 SP:Iteration 104Q (1419.957654 sec): 3 clusters Score: Raw -1073127.657310 + Penalty 928.030087 = -1072199.627223 nChanged 1 SP:Iteration 105Q (1420.024505 sec): 3 clusters Score: Raw -1073127.704559 + Penalty 928.030087 = -1072199.674472 nChanged 0 SP:Iteration 106F (1420.094560 sec): 3 clusters Score: Raw -1073127.704559 + Penalty 928.030087 = -1072199.674472 nChanged 0 Score: Raw -17400799.796321 + Penalty 27912.415275 = -17372887.381046 Splitting cluster 42 changes total score from -17372786.825809 to -17372887.381046 So it's getting split into cluster 46. Trying to split cluster 43 (10521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1427.969097 sec): 2 clusters Score: Raw -394507.384201 + Penalty 421.381349 = -394086.002853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1428.027957 sec): 3 clusters Score: Raw -387923.175049 + Penalty 842.762697 = -387080.412352 nChanged 4907 SP:Iteration 1F (1428.084914 sec): 3 clusters Score: Raw -391318.323345 + Penalty 842.762697 = -390475.560648 nChanged 874 SP:Iteration 2F (1428.132404 sec): 3 clusters Score: Raw -392049.325325 + Penalty 842.762697 = -391206.562628 nChanged 841 SP:Iteration 3F (1428.186928 sec): 3 clusters Score: Raw -392818.133972 + Penalty 842.762697 = -391975.371275 nChanged 619 SP:Iteration 4F (1428.241242 sec): 3 clusters Score: Raw -393384.008606 + Penalty 842.762697 = -392541.245909 nChanged 451 SP:Iteration 5Q (1428.295253 sec): 3 clusters Score: Raw -393736.268785 + Penalty 842.762697 = -392893.506088 nChanged 312 SP:Iteration 6Q (1428.359021 sec): 3 clusters Score: Raw -393955.730704 + Penalty 842.762697 = -393112.968007 nChanged 212 SP:Iteration 7Q (1428.403298 sec): 3 clusters Score: Raw -394099.746934 + Penalty 842.762697 = -393256.984237 nChanged 167 SP:Iteration 8Q (1428.464202 sec): 3 clusters Score: Raw -394211.506644 + Penalty 842.762697 = -393368.743947 nChanged 155 SP:Iteration 9Q (1428.527128 sec): 3 clusters Score: Raw -394314.952707 + Penalty 842.762697 = -393472.190010 nChanged 121 SP:Iteration 10Q (1428.577222 sec): 3 clusters Score: Raw -394404.019674 + Penalty 842.762697 = -393561.256977 nChanged 92 SP:Iteration 11Q (1428.632093 sec): 3 clusters Score: Raw -394469.040307 + Penalty 842.762697 = -393626.277610 nChanged 72 SP:Iteration 12Q (1428.690268 sec): 3 clusters Score: Raw -394516.555724 + Penalty 842.762697 = -393673.793027 nChanged 61 SP:Iteration 13Q (1428.744272 sec): 3 clusters Score: Raw -394561.544019 + Penalty 842.762697 = -393718.781322 nChanged 56 SP:Iteration 14Q (1428.798052 sec): 3 clusters Score: Raw -394598.359292 + Penalty 842.762697 = -393755.596595 nChanged 40 SP:Iteration 15Q (1428.856309 sec): 3 clusters Score: Raw -394621.871161 + Penalty 842.762697 = -393779.108463 nChanged 24 SP:Iteration 16Q (1428.918634 sec): 3 clusters Score: Raw -394632.243038 + Penalty 842.762697 = -393789.480340 nChanged 24 SP:Iteration 17Q (1428.972472 sec): 3 clusters Score: Raw -394641.716842 + Penalty 842.762697 = -393798.954145 nChanged 12 SP:Iteration 18Q (1429.026967 sec): 3 clusters Score: Raw -394646.931160 + Penalty 842.762697 = -393804.168463 nChanged 13 SP:Iteration 19Q (1429.079387 sec): 3 clusters Score: Raw -394653.579042 + Penalty 842.762697 = -393810.816345 nChanged 12 SP:Iteration 20F (1429.138023 sec): 3 clusters Score: Raw -394658.679809 + Penalty 842.762697 = -393815.917112 nChanged 5 SP:Iteration 21Q (1429.181620 sec): 3 clusters Score: Raw -394660.140075 + Penalty 842.762697 = -393817.377378 nChanged 6 SP:Iteration 22Q (1429.241872 sec): 3 clusters Score: Raw -394663.597262 + Penalty 842.762697 = -393820.834565 nChanged 3 SP:Iteration 23Q (1429.291307 sec): 3 clusters Score: Raw -394664.678864 + Penalty 842.762697 = -393821.916167 nChanged 1 SP:Iteration 24Q (1429.347358 sec): 3 clusters Score: Raw -394664.976838 + Penalty 842.762697 = -393822.214141 nChanged 3 SP:Iteration 25Q (1429.395584 sec): 3 clusters Score: Raw -394666.000553 + Penalty 842.762697 = -393823.237855 nChanged 4 SP:Iteration 26Q (1429.444489 sec): 3 clusters Score: Raw -394667.560656 + Penalty 842.762697 = -393824.797959 nChanged 2 SP:Iteration 27Q (1429.509792 sec): 3 clusters Score: Raw -394668.299275 + Penalty 842.762697 = -393825.536578 nChanged 1 SP:Iteration 28Q (1429.569109 sec): 3 clusters Score: Raw -394668.586723 + Penalty 842.762697 = -393825.824026 nChanged 2 SP:Iteration 29Q (1429.618993 sec): 3 clusters Score: Raw -394669.175809 + Penalty 842.762697 = -393826.413112 nChanged 3 SP:Iteration 30Q (1429.675103 sec): 3 clusters Score: Raw -394669.902696 + Penalty 842.762697 = -393827.139999 nChanged 2 SP:Iteration 31Q (1429.721558 sec): 3 clusters Score: Raw -394671.260462 + Penalty 842.762697 = -393828.497765 nChanged 2 SP:Iteration 32Q (1429.788197 sec): 3 clusters Score: Raw -394671.827036 + Penalty 842.762697 = -393829.064339 nChanged 1 SP:Iteration 33Q (1429.837839 sec): 3 clusters Score: Raw -394672.350251 + Penalty 842.762697 = -393829.587554 nChanged 0 SP:Iteration 34F (1429.898448 sec): 3 clusters Score: Raw -394672.350251 + Penalty 842.762697 = -393829.587554 nChanged 0 Trying to split cluster 44 (3621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1429.926288 sec): 2 clusters Score: Raw -136520.921145 + Penalty 372.850001 = -136148.071144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1429.962980 sec): 3 clusters Score: Raw -134362.374669 + Penalty 745.700001 = -133616.674667 nChanged 1612 SP:Iteration 1F (1430.020481 sec): 3 clusters Score: Raw -135388.937821 + Penalty 745.700001 = -134643.237819 nChanged 318 SP:Iteration 2F (1430.068002 sec): 3 clusters Score: Raw -135605.832416 + Penalty 745.700001 = -134860.132414 nChanged 280 SP:Iteration 3F (1430.116306 sec): 3 clusters Score: Raw -135819.443392 + Penalty 745.700001 = -135073.743390 nChanged 242 SP:Iteration 4F (1430.162350 sec): 3 clusters Score: Raw -136024.575117 + Penalty 745.700001 = -135278.875116 nChanged 212 SP:Iteration 5F (1430.209252 sec): 3 clusters Score: Raw -136200.415599 + Penalty 745.700001 = -135454.715598 nChanged 173 SP:Iteration 6Q (1430.259190 sec): 3 clusters Score: Raw -136343.225716 + Penalty 745.700001 = -135597.525715 nChanged 118 SP:Iteration 7Q (1430.303269 sec): 3 clusters Score: Raw -136428.191535 + Penalty 745.700001 = -135682.491533 nChanged 75 SP:Iteration 8Q (1430.346720 sec): 3 clusters Score: Raw -136492.580071 + Penalty 745.700001 = -135746.880070 nChanged 64 SP:Iteration 9Q (1430.398638 sec): 3 clusters Score: Raw -136547.056844 + Penalty 745.700001 = -135801.356842 nChanged 41 SP:Iteration 10Q (1430.436540 sec): 3 clusters Score: Raw -136594.750194 + Penalty 745.700001 = -135849.050193 nChanged 24 SP:Iteration 11Q (1430.489178 sec): 3 clusters Score: Raw -136628.717723 + Penalty 745.700001 = -135883.017722 nChanged 17 SP:Iteration 12Q (1430.538348 sec): 3 clusters Score: Raw -136654.712155 + Penalty 745.700001 = -135909.012154 nChanged 19 SP:Iteration 13Q (1430.586592 sec): 3 clusters Score: Raw -136679.172039 + Penalty 745.700001 = -135933.472037 nChanged 16 SP:Iteration 14Q (1430.639839 sec): 3 clusters Score: Raw -136694.496170 + Penalty 745.700001 = -135948.796168 nChanged 10 SP:Iteration 15Q (1430.697320 sec): 3 clusters Score: Raw -136699.404852 + Penalty 745.700001 = -135953.704850 nChanged 6 SP:Iteration 16Q (1430.735410 sec): 3 clusters Score: Raw -136704.684340 + Penalty 745.700001 = -135958.984338 nChanged 4 SP:Iteration 17Q (1430.788514 sec): 3 clusters Score: Raw -136706.571473 + Penalty 745.700001 = -135960.871471 nChanged 3 SP:Iteration 18Q (1430.841866 sec): 3 clusters Score: Raw -136707.881778 + Penalty 745.700001 = -135962.181776 nChanged 3 SP:Iteration 19Q (1430.895603 sec): 3 clusters Score: Raw -136708.890370 + Penalty 745.700001 = -135963.190369 nChanged 0 SP:Iteration 20F (1430.946823 sec): 3 clusters Score: Raw -136708.890370 + Penalty 745.700001 = -135963.190369 nChanged 0 Trying to split cluster 45 (12479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1430.988574 sec): 2 clusters Score: Raw -525426.071293 + Penalty 429.147014 = -524996.924279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1431.035488 sec): 3 clusters Score: Raw -517600.510439 + Penalty 858.294028 = -516742.216410 nChanged 5812 SP:Iteration 1F (1431.096019 sec): 3 clusters Score: Raw -521210.481677 + Penalty 858.294028 = -520352.187649 nChanged 674 SP:Iteration 2F (1431.153835 sec): 3 clusters Score: Raw -521509.508858 + Penalty 858.294028 = -520651.214829 nChanged 676 SP:Iteration 3F (1431.219189 sec): 3 clusters Score: Raw -521847.715337 + Penalty 858.294028 = -520989.421308 nChanged 723 SP:Iteration 4F (1431.264364 sec): 3 clusters Score: Raw -522260.614992 + Penalty 858.294028 = -521402.320964 nChanged 743 SP:Iteration 5F (1431.323705 sec): 3 clusters Score: Raw -522785.033785 + Penalty 858.294028 = -521926.739757 nChanged 710 SP:Iteration 6F (1431.378668 sec): 3 clusters Score: Raw -523308.626335 + Penalty 858.294028 = -522450.332307 nChanged 579 SP:Iteration 7Q (1431.437180 sec): 3 clusters Score: Raw -523701.261269 + Penalty 858.294028 = -522842.967241 nChanged 400 SP:Iteration 8Q (1431.492681 sec): 3 clusters Score: Raw -523928.247254 + Penalty 858.294028 = -523069.953226 nChanged 315 SP:Iteration 9Q (1431.547944 sec): 3 clusters Score: Raw -524073.987995 + Penalty 858.294028 = -523215.693967 nChanged 237 SP:Iteration 10Q (1431.607170 sec): 3 clusters Score: Raw -524168.354067 + Penalty 858.294028 = -523310.060038 nChanged 183 SP:Iteration 11Q (1431.656074 sec): 3 clusters Score: Raw -524236.837345 + Penalty 858.294028 = -523378.543316 nChanged 175 SP:Iteration 12Q (1431.708201 sec): 3 clusters Score: Raw -524293.489050 + Penalty 858.294028 = -523435.195021 nChanged 165 SP:Iteration 13Q (1431.764892 sec): 3 clusters Score: Raw -524348.193858 + Penalty 858.294028 = -523489.899829 nChanged 174 SP:Iteration 14Q (1431.822356 sec): 3 clusters Score: Raw -524407.664174 + Penalty 858.294028 = -523549.370145 nChanged 169 SP:Iteration 15Q (1431.876353 sec): 3 clusters Score: Raw -524462.132399 + Penalty 858.294028 = -523603.838370 nChanged 177 SP:Iteration 16Q (1431.935651 sec): 3 clusters Score: Raw -524522.400130 + Penalty 858.294028 = -523664.106102 nChanged 172 SP:Iteration 17Q (1431.997537 sec): 3 clusters Score: Raw -524587.279644 + Penalty 858.294028 = -523728.985616 nChanged 176 SP:Iteration 18Q (1432.045987 sec): 3 clusters Score: Raw -524649.053812 + Penalty 858.294028 = -523790.759783 nChanged 149 SP:Iteration 19Q (1432.097055 sec): 3 clusters Score: Raw -524700.635373 + Penalty 858.294028 = -523842.341345 nChanged 155 SP:Iteration 20F (1432.158990 sec): 3 clusters Score: Raw -524763.512513 + Penalty 858.294028 = -523905.218485 nChanged 162 SP:Iteration 21Q (1432.209889 sec): 3 clusters Score: Raw -524835.767248 + Penalty 858.294028 = -523977.473220 nChanged 165 SP:Iteration 22Q (1432.276499 sec): 3 clusters Score: Raw -524910.480536 + Penalty 858.294028 = -524052.186507 nChanged 153 SP:Iteration 23Q (1432.323287 sec): 3 clusters Score: Raw -524978.966999 + Penalty 858.294028 = -524120.672971 nChanged 138 SP:Iteration 24Q (1432.382849 sec): 3 clusters Score: Raw -525039.290422 + Penalty 858.294028 = -524180.996393 nChanged 122 SP:Iteration 25Q (1432.438121 sec): 3 clusters Score: Raw -525094.995193 + Penalty 858.294028 = -524236.701164 nChanged 105 SP:Iteration 26Q (1432.502118 sec): 3 clusters Score: Raw -525148.268291 + Penalty 858.294028 = -524289.974262 nChanged 90 SP:Iteration 27Q (1432.557115 sec): 3 clusters Score: Raw -525191.604491 + Penalty 858.294028 = -524333.310463 nChanged 90 SP:Iteration 28Q (1432.604083 sec): 3 clusters Score: Raw -525241.544903 + Penalty 858.294028 = -524383.250874 nChanged 90 SP:Iteration 29Q (1432.665667 sec): 3 clusters Score: Raw -525291.838728 + Penalty 858.294028 = -524433.544699 nChanged 85 SP:Iteration 30Q (1432.724439 sec): 3 clusters Score: Raw -525337.568343 + Penalty 858.294028 = -524479.274315 nChanged 75 SP:Iteration 31Q (1432.782938 sec): 3 clusters Score: Raw -525378.663003 + Penalty 858.294028 = -524520.368975 nChanged 68 SP:Iteration 32Q (1432.835743 sec): 3 clusters Score: Raw -525416.931010 + Penalty 858.294028 = -524558.636982 nChanged 53 SP:Iteration 33Q (1432.890143 sec): 3 clusters Score: Raw -525443.180119 + Penalty 858.294028 = -524584.886090 nChanged 43 SP:Iteration 34Q (1432.940222 sec): 3 clusters Score: Raw -525468.898841 + Penalty 858.294028 = -524610.604812 nChanged 39 SP:Iteration 35Q (1432.995018 sec): 3 clusters Score: Raw -525492.109139 + Penalty 858.294028 = -524633.815111 nChanged 25 SP:Iteration 36Q (1433.052300 sec): 3 clusters Score: Raw -525505.661037 + Penalty 858.294028 = -524647.367009 nChanged 15 SP:Iteration 37Q (1433.099137 sec): 3 clusters Score: Raw -525512.409486 + Penalty 858.294028 = -524654.115457 nChanged 6 SP:Iteration 38Q (1433.159819 sec): 3 clusters Score: Raw -525515.742432 + Penalty 858.294028 = -524657.448404 nChanged 3 SP:Iteration 39Q (1433.207153 sec): 3 clusters Score: Raw -525517.457129 + Penalty 858.294028 = -524659.163100 nChanged 6 SP:Iteration 40F (1433.269060 sec): 3 clusters Score: Raw -525520.598751 + Penalty 858.294028 = -524662.304723 nChanged 5 SP:Iteration 41Q (1433.328575 sec): 3 clusters Score: Raw -525523.509164 + Penalty 858.294028 = -524665.215136 nChanged 5 SP:Iteration 42Q (1433.383416 sec): 3 clusters Score: Raw -525525.405984 + Penalty 858.294028 = -524667.111955 nChanged 1 SP:Iteration 43Q (1433.442122 sec): 3 clusters Score: Raw -525526.013317 + Penalty 858.294028 = -524667.719288 nChanged 3 SP:Iteration 44Q (1433.499496 sec): 3 clusters Score: Raw -525528.052544 + Penalty 858.294028 = -524669.758515 nChanged 3 SP:Iteration 45Q (1433.555676 sec): 3 clusters Score: Raw -525529.563476 + Penalty 858.294028 = -524671.269448 nChanged 2 SP:Iteration 46Q (1433.610798 sec): 3 clusters Score: Raw -525530.030331 + Penalty 858.294028 = -524671.736302 nChanged 0 SP:Iteration 47F (1433.659322 sec): 3 clusters Score: Raw -525530.030331 + Penalty 858.294028 = -524671.736302 nChanged 0 Trying to split cluster 47 (2562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1433.686867 sec): 2 clusters Score: Raw -109457.666564 + Penalty 357.108728 = -109100.557835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1433.735467 sec): 3 clusters Score: Raw -107980.008721 + Penalty 714.217457 = -107265.791264 nChanged 1118 SP:Iteration 1F (1433.788497 sec): 3 clusters Score: Raw -108612.916555 + Penalty 714.217457 = -107898.699098 nChanged 193 SP:Iteration 2F (1433.835724 sec): 3 clusters Score: Raw -108722.330273 + Penalty 714.217457 = -108008.112816 nChanged 167 SP:Iteration 3F (1433.885532 sec): 3 clusters Score: Raw -108828.540188 + Penalty 714.217457 = -108114.322731 nChanged 154 SP:Iteration 4F (1433.930637 sec): 3 clusters Score: Raw -108929.208404 + Penalty 714.217457 = -108214.990947 nChanged 152 SP:Iteration 5F (1433.978862 sec): 3 clusters Score: Raw -109046.184156 + Penalty 714.217457 = -108331.966699 nChanged 143 SP:Iteration 6F (1434.028431 sec): 3 clusters Score: Raw -109172.244723 + Penalty 714.217457 = -108458.027266 nChanged 125 SP:Iteration 7Q (1434.063701 sec): 3 clusters Score: Raw -109275.760179 + Penalty 714.217457 = -108561.542722 nChanged 86 SP:Iteration 8Q (1434.119230 sec): 3 clusters Score: Raw -109339.474029 + Penalty 714.217457 = -108625.256572 nChanged 63 SP:Iteration 9Q (1434.159541 sec): 3 clusters Score: Raw -109386.679036 + Penalty 714.217457 = -108672.461579 nChanged 65 SP:Iteration 10Q (1434.214389 sec): 3 clusters Score: Raw -109434.626930 + Penalty 714.217457 = -108720.409473 nChanged 35 SP:Iteration 11Q (1434.265214 sec): 3 clusters Score: Raw -109455.412615 + Penalty 714.217457 = -108741.195158 nChanged 28 SP:Iteration 12Q (1434.313513 sec): 3 clusters Score: Raw -109468.448045 + Penalty 714.217457 = -108754.230588 nChanged 15 SP:Iteration 13Q (1434.349348 sec): 3 clusters Score: Raw -109474.486924 + Penalty 714.217457 = -108760.269467 nChanged 10 SP:Iteration 14Q (1434.401639 sec): 3 clusters Score: Raw -109479.157267 + Penalty 714.217457 = -108764.939811 nChanged 11 SP:Iteration 15Q (1434.446759 sec): 3 clusters Score: Raw -109482.746449 + Penalty 714.217457 = -108768.528992 nChanged 8 SP:Iteration 16Q (1434.502234 sec): 3 clusters Score: Raw -109485.206112 + Penalty 714.217457 = -108770.988655 nChanged 5 SP:Iteration 17Q (1434.552478 sec): 3 clusters Score: Raw -109486.255555 + Penalty 714.217457 = -108772.038098 nChanged 6 SP:Iteration 18Q (1434.587031 sec): 3 clusters Score: Raw -109488.902998 + Penalty 714.217457 = -108774.685541 nChanged 11 SP:Iteration 19Q (1434.642307 sec): 3 clusters Score: Raw -109493.595767 + Penalty 714.217457 = -108779.378310 nChanged 8 SP:Iteration 20F (1434.688552 sec): 3 clusters Score: Raw -109497.372364 + Penalty 714.217457 = -108783.154907 nChanged 10 SP:Iteration 21Q (1434.726807 sec): 3 clusters Score: Raw -109502.462077 + Penalty 714.217457 = -108788.244620 nChanged 11 SP:Iteration 22Q (1434.775064 sec): 3 clusters Score: Raw -109510.259128 + Penalty 714.217457 = -108796.041671 nChanged 8 SP:Iteration 23Q (1434.833486 sec): 3 clusters Score: Raw -109512.974302 + Penalty 714.217457 = -108798.756845 nChanged 10 SP:Iteration 24Q (1434.870156 sec): 3 clusters Score: Raw -109515.921725 + Penalty 714.217457 = -108801.704268 nChanged 2 SP:Iteration 25Q (1434.925570 sec): 3 clusters Score: Raw -109516.320123 + Penalty 714.217457 = -108802.102666 nChanged 3 SP:Iteration 26Q (1434.979831 sec): 3 clusters Score: Raw -109516.765801 + Penalty 714.217457 = -108802.548344 nChanged 1 SP:Iteration 27Q (1435.020950 sec): 3 clusters Score: Raw -109517.244329 + Penalty 714.217457 = -108803.026873 nChanged 0 SP:Iteration 28F (1435.071860 sec): 3 clusters Score: Raw -109517.244329 + Penalty 714.217457 = -108803.026873 nChanged 0 Iteration 179Q (1439.637400 sec): 48 clusters Score: Raw -17400877.458671 + Penalty 27912.415275 = -17372965.043396 nChanged 455 Iteration 180F (1447.409966 sec): 48 clusters Score: Raw -17400936.324503 + Penalty 27912.415275 = -17373023.909228 nChanged 494 Iteration 181Q (1451.308351 sec): 48 clusters Score: Raw -17400970.555481 + Penalty 27912.415275 = -17373058.140206 nChanged 355 Iteration 182Q (1455.511194 sec): 48 clusters Score: Raw -17400994.811691 + Penalty 27912.415275 = -17373082.396416 nChanged 323 Iteration 183Q (1460.110919 sec): 48 clusters Score: Raw -17401016.176055 + Penalty 27912.415275 = -17373103.760780 nChanged 299 Iteration 184Q (1464.579636 sec): 48 clusters Score: Raw -17401033.917919 + Penalty 27912.415275 = -17373121.502644 nChanged 299 Iteration 185Q (1468.931591 sec): 48 clusters Score: Raw -17401052.219788 + Penalty 27912.415275 = -17373139.804513 nChanged 286 Iteration 186Q (1473.283331 sec): 48 clusters Score: Raw -17401065.967017 + Penalty 27912.415275 = -17373153.551742 nChanged 249 Iteration 187Q (1477.680435 sec): 48 clusters Score: Raw -17401076.678824 + Penalty 27912.415275 = -17373164.263549 nChanged 230 Iteration 188Q (1482.128349 sec): 48 clusters Score: Raw -17401085.875473 + Penalty 27912.415275 = -17373173.460198 nChanged 211 Iteration 189Q (1486.396470 sec): 48 clusters Score: Raw -17401093.205100 + Penalty 27912.415275 = -17373180.789825 nChanged 213 Iteration 190Q (1491.023472 sec): 48 clusters Score: Raw -17401101.027811 + Penalty 27912.415275 = -17373188.612536 nChanged 230 Iteration 191Q (1495.559918 sec): 48 clusters Score: Raw -17401109.416491 + Penalty 27912.415275 = -17373197.001216 nChanged 198 Iteration 192Q (1499.949934 sec): 48 clusters Score: Raw -17401116.409557 + Penalty 27912.415275 = -17373203.994282 nChanged 178 Iteration 193Q (1504.170707 sec): 48 clusters Score: Raw -17401122.841090 + Penalty 27912.415275 = -17373210.425815 nChanged 163 Iteration 194Q (1508.243143 sec): 48 clusters Score: Raw -17401127.841383 + Penalty 27912.415275 = -17373215.426108 nChanged 168 Iteration 195Q (1512.666298 sec): 48 clusters Score: Raw -17401132.980689 + Penalty 27912.415275 = -17373220.565414 nChanged 154 Iteration 196Q (1516.809273 sec): 48 clusters Score: Raw -17401137.492746 + Penalty 27912.415275 = -17373225.077471 nChanged 152 Iteration 197Q (1521.208929 sec): 48 clusters Score: Raw -17401142.335980 + Penalty 27912.415275 = -17373229.920705 nChanged 145 Iteration 198Q (1525.594180 sec): 48 clusters Score: Raw -17401146.305367 + Penalty 27912.415275 = -17373233.890092 nChanged 127 Iteration 199Q (1530.127710 sec): 48 clusters Score: Raw -17401149.700270 + Penalty 27912.415275 = -17373237.284995 nChanged 113 Iteration 200F (1537.960200 sec): 48 clusters Score: Raw -17401152.961463 + Penalty 27912.415275 = -17373240.546188 nChanged 107 Iteration 201Q (1542.589748 sec): 48 clusters Score: Raw -17401155.967427 + Penalty 27912.415275 = -17373243.552152 nChanged 112 Iteration 202Q (1547.064162 sec): 48 clusters Score: Raw -17401158.932270 + Penalty 27912.415275 = -17373246.516995 nChanged 103 Iteration 203Q (1551.708040 sec): 48 clusters Score: Raw -17401161.256353 + Penalty 27912.415275 = -17373248.841078 nChanged 84 Iteration 204Q (1556.028896 sec): 48 clusters Score: Raw -17401163.192050 + Penalty 27912.415275 = -17373250.776775 nChanged 73 Iteration 205Q (1560.701299 sec): 48 clusters Score: Raw -17401165.039367 + Penalty 27912.415275 = -17373252.624092 nChanged 67 Iteration 206Q (1565.511686 sec): 48 clusters Score: Raw -17401166.535088 + Penalty 27912.415275 = -17373254.119813 nChanged 78 Iteration 207Q (1569.829501 sec): 48 clusters Score: Raw -17401168.153062 + Penalty 27912.415275 = -17373255.737787 nChanged 79 Iteration 208Q (1574.681149 sec): 48 clusters Score: Raw -17401169.814393 + Penalty 27912.415275 = -17373257.399118 nChanged 69 Iteration 209Q (1579.021567 sec): 48 clusters Score: Raw -17401171.537728 + Penalty 27912.415275 = -17373259.122453 nChanged 70 Iteration 210Q (1583.636337 sec): 48 clusters Score: Raw -17401173.008538 + Penalty 27912.415275 = -17373260.593263 nChanged 73 Iteration 211Q (1588.192168 sec): 48 clusters Score: Raw -17401174.445788 + Penalty 27912.415275 = -17373262.030513 nChanged 67 Iteration 212Q (1592.546814 sec): 48 clusters Score: Raw -17401175.549734 + Penalty 27912.415275 = -17373263.134459 nChanged 51 Iteration 213Q (1596.838731 sec): 48 clusters Score: Raw -17401176.595186 + Penalty 27912.415275 = -17373264.179911 nChanged 60 Iteration 214Q (1601.230110 sec): 48 clusters Score: Raw -17401177.849870 + Penalty 27912.415275 = -17373265.434595 nChanged 71 Iteration 215Q (1605.372168 sec): 48 clusters Score: Raw -17401179.607176 + Penalty 27912.415275 = -17373267.191901 nChanged 75 Iteration 216Q (1609.637067 sec): 48 clusters Score: Raw -17401181.646549 + Penalty 27912.415275 = -17373269.231274 nChanged 77 Iteration 217Q (1614.350027 sec): 48 clusters Score: Raw -17401183.578459 + Penalty 27912.415275 = -17373271.163184 nChanged 80 Iteration 218Q (1618.670639 sec): 48 clusters Score: Raw -17401185.439396 + Penalty 27912.415275 = -17373273.024121 nChanged 66 Writing temp clu file Because OldScore, -17373271.163184, is greater than current (better) Score,-17373273.024121 Compute initial score before splitting: Score: Raw -17401185.439396 + Penalty 27912.415275 = -17373273.024121 Trying to split cluster 1 (1935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1618.848146 sec): 2 clusters Score: Raw -70260.150924 + Penalty 344.337749 = -69915.813176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1618.895713 sec): 3 clusters Score: Raw -69241.597706 + Penalty 688.675497 = -68552.922209 nChanged 797 SP:Iteration 1F (1618.946738 sec): 3 clusters Score: Raw -69657.383354 + Penalty 688.675497 = -68968.707857 nChanged 136 SP:Iteration 2F (1618.990888 sec): 3 clusters Score: Raw -69738.905676 + Penalty 688.675497 = -69050.230178 nChanged 114 SP:Iteration 3F (1619.036959 sec): 3 clusters Score: Raw -69816.028729 + Penalty 688.675497 = -69127.353232 nChanged 105 SP:Iteration 4F (1619.091402 sec): 3 clusters Score: Raw -69881.899053 + Penalty 688.675497 = -69193.223556 nChanged 92 SP:Iteration 5Q (1619.146782 sec): 3 clusters Score: Raw -69945.837281 + Penalty 688.675497 = -69257.161784 nChanged 82 SP:Iteration 6Q (1619.195358 sec): 3 clusters Score: Raw -70003.238563 + Penalty 688.675497 = -69314.563066 nChanged 68 SP:Iteration 7Q (1619.242575 sec): 3 clusters Score: Raw -70057.992412 + Penalty 688.675497 = -69369.316915 nChanged 69 SP:Iteration 8Q (1619.287566 sec): 3 clusters Score: Raw -70103.720094 + Penalty 688.675497 = -69415.044597 nChanged 53 SP:Iteration 9Q (1619.329229 sec): 3 clusters Score: Raw -70133.436216 + Penalty 688.675497 = -69444.760718 nChanged 50 SP:Iteration 10Q (1619.369544 sec): 3 clusters Score: Raw -70156.073461 + Penalty 688.675497 = -69467.397964 nChanged 35 SP:Iteration 11Q (1619.416747 sec): 3 clusters Score: Raw -70171.810461 + Penalty 688.675497 = -69483.134964 nChanged 30 SP:Iteration 12Q (1619.468123 sec): 3 clusters Score: Raw -70185.701864 + Penalty 688.675497 = -69497.026367 nChanged 33 SP:Iteration 13Q (1619.502731 sec): 3 clusters Score: Raw -70202.494290 + Penalty 688.675497 = -69513.818793 nChanged 34 SP:Iteration 14Q (1619.551621 sec): 3 clusters Score: Raw -70226.613959 + Penalty 688.675497 = -69537.938462 nChanged 47 SP:Iteration 15Q (1619.602293 sec): 3 clusters Score: Raw -70267.779474 + Penalty 688.675497 = -69579.103977 nChanged 60 SP:Iteration 16Q (1619.636864 sec): 3 clusters Score: Raw -70339.796525 + Penalty 688.675497 = -69651.121028 nChanged 63 SP:Iteration 17Q (1619.687651 sec): 3 clusters Score: Raw -70431.741711 + Penalty 688.675497 = -69743.066214 nChanged 67 SP:Iteration 18Q (1619.731337 sec): 3 clusters Score: Raw -70505.457470 + Penalty 688.675497 = -69816.781973 nChanged 47 SP:Iteration 19Q (1619.783236 sec): 3 clusters Score: Raw -70549.434179 + Penalty 688.675497 = -69860.758682 nChanged 40 SP:Iteration 20F (1619.828286 sec): 3 clusters Score: Raw -70584.554815 + Penalty 688.675497 = -69895.879318 nChanged 30 SP:Iteration 21Q (1619.878333 sec): 3 clusters Score: Raw -70602.960565 + Penalty 688.675497 = -69914.285068 nChanged 28 SP:Iteration 22Q (1619.927410 sec): 3 clusters Score: Raw -70613.776223 + Penalty 688.675497 = -69925.100726 nChanged 13 SP:Iteration 23Q (1619.975439 sec): 3 clusters Score: Raw -70617.544215 + Penalty 688.675497 = -69928.868718 nChanged 6 SP:Iteration 24Q (1620.016948 sec): 3 clusters Score: Raw -70619.055055 + Penalty 688.675497 = -69930.379558 nChanged 2 SP:Iteration 25Q (1620.059044 sec): 3 clusters Score: Raw -70619.484352 + Penalty 688.675497 = -69930.808855 nChanged 3 SP:Iteration 26Q (1620.110282 sec): 3 clusters Score: Raw -70620.092589 + Penalty 688.675497 = -69931.417092 nChanged 3 SP:Iteration 27Q (1620.157792 sec): 3 clusters Score: Raw -70621.008727 + Penalty 688.675497 = -69932.333230 nChanged 1 SP:Iteration 28Q (1620.201144 sec): 3 clusters Score: Raw -70621.268725 + Penalty 688.675497 = -69932.593228 nChanged 0 SP:Iteration 29F (1620.246300 sec): 3 clusters Score: Raw -70621.268725 + Penalty 688.675497 = -69932.593228 nChanged 0 Score: Raw -17401547.801199 + Penalty 28506.296451 = -17373041.504748 Splitting cluster 1 changes total score from -17373273.024121 to -17373041.504748 So it's not getting split. Trying to split cluster 2 (4765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1628.078797 sec): 2 clusters Score: Raw -185557.880352 + Penalty 385.341903 = -185172.538449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1628.125827 sec): 3 clusters Score: Raw -182685.938707 + Penalty 770.683806 = -181915.254901 nChanged 2149 SP:Iteration 1F (1628.179683 sec): 3 clusters Score: Raw -184027.859855 + Penalty 770.683806 = -183257.176049 nChanged 342 SP:Iteration 2F (1628.227284 sec): 3 clusters Score: Raw -184230.570900 + Penalty 770.683806 = -183459.887094 nChanged 299 SP:Iteration 3F (1628.269306 sec): 3 clusters Score: Raw -184447.645732 + Penalty 770.683806 = -183676.961926 nChanged 324 SP:Iteration 4F (1628.323562 sec): 3 clusters Score: Raw -184691.299833 + Penalty 770.683806 = -183920.616027 nChanged 333 SP:Iteration 5F (1628.378326 sec): 3 clusters Score: Raw -184942.113145 + Penalty 770.683806 = -184171.429338 nChanged 264 SP:Iteration 6F (1628.425688 sec): 3 clusters Score: Raw -185128.673006 + Penalty 770.683806 = -184357.989200 nChanged 207 SP:Iteration 7Q (1628.470898 sec): 3 clusters Score: Raw -185254.733476 + Penalty 770.683806 = -184484.049670 nChanged 141 SP:Iteration 8Q (1628.515366 sec): 3 clusters Score: Raw -185332.710891 + Penalty 770.683806 = -184562.027084 nChanged 108 SP:Iteration 9Q (1628.567230 sec): 3 clusters Score: Raw -185402.611806 + Penalty 770.683806 = -184631.927999 nChanged 92 SP:Iteration 10Q (1628.618603 sec): 3 clusters Score: Raw -185448.622654 + Penalty 770.683806 = -184677.938848 nChanged 69 SP:Iteration 11Q (1628.668172 sec): 3 clusters Score: Raw -185475.568636 + Penalty 770.683806 = -184704.884830 nChanged 63 SP:Iteration 12Q (1628.724703 sec): 3 clusters Score: Raw -185498.669761 + Penalty 770.683806 = -184727.985955 nChanged 60 SP:Iteration 13Q (1628.767134 sec): 3 clusters Score: Raw -185523.237609 + Penalty 770.683806 = -184752.553803 nChanged 51 SP:Iteration 14Q (1628.818197 sec): 3 clusters Score: Raw -185541.868179 + Penalty 770.683806 = -184771.184373 nChanged 42 SP:Iteration 15Q (1628.862540 sec): 3 clusters Score: Raw -185558.898022 + Penalty 770.683806 = -184788.214216 nChanged 49 SP:Iteration 16Q (1628.910706 sec): 3 clusters Score: Raw -185576.318988 + Penalty 770.683806 = -184805.635181 nChanged 46 SP:Iteration 17Q (1628.965601 sec): 3 clusters Score: Raw -185594.216625 + Penalty 770.683806 = -184823.532818 nChanged 41 SP:Iteration 18Q (1629.006515 sec): 3 clusters Score: Raw -185607.607703 + Penalty 770.683806 = -184836.923897 nChanged 32 SP:Iteration 19Q (1629.061274 sec): 3 clusters Score: Raw -185617.107797 + Penalty 770.683806 = -184846.423991 nChanged 38 SP:Iteration 20F (1629.101762 sec): 3 clusters Score: Raw -185629.951075 + Penalty 770.683806 = -184859.267268 nChanged 38 SP:Iteration 21Q (1629.156510 sec): 3 clusters Score: Raw -185644.905782 + Penalty 770.683806 = -184874.221976 nChanged 41 SP:Iteration 22Q (1629.196619 sec): 3 clusters Score: Raw -185663.725072 + Penalty 770.683806 = -184893.041266 nChanged 41 SP:Iteration 23Q (1629.251258 sec): 3 clusters Score: Raw -185683.045544 + Penalty 770.683806 = -184912.361738 nChanged 33 SP:Iteration 24Q (1629.296949 sec): 3 clusters Score: Raw -185694.850322 + Penalty 770.683806 = -184924.166516 nChanged 22 SP:Iteration 25Q (1629.346067 sec): 3 clusters Score: Raw -185702.571066 + Penalty 770.683806 = -184931.887260 nChanged 19 SP:Iteration 26Q (1629.390522 sec): 3 clusters Score: Raw -185711.020372 + Penalty 770.683806 = -184940.336566 nChanged 19 SP:Iteration 27Q (1629.433704 sec): 3 clusters Score: Raw -185718.610224 + Penalty 770.683806 = -184947.926418 nChanged 8 SP:Iteration 28Q (1629.474550 sec): 3 clusters Score: Raw -185721.666857 + Penalty 770.683806 = -184950.983051 nChanged 5 SP:Iteration 29Q (1629.519084 sec): 3 clusters Score: Raw -185723.831586 + Penalty 770.683806 = -184953.147779 nChanged 4 SP:Iteration 30Q (1629.572755 sec): 3 clusters Score: Raw -185724.682441 + Penalty 770.683806 = -184953.998634 nChanged 2 SP:Iteration 31Q (1629.623450 sec): 3 clusters Score: Raw -185725.336479 + Penalty 770.683806 = -184954.652672 nChanged 3 SP:Iteration 32Q (1629.672094 sec): 3 clusters Score: Raw -185726.516981 + Penalty 770.683806 = -184955.833174 nChanged 10 SP:Iteration 33Q (1629.713789 sec): 3 clusters Score: Raw -185728.939099 + Penalty 770.683806 = -184958.255292 nChanged 6 SP:Iteration 34Q (1629.767502 sec): 3 clusters Score: Raw -185730.777766 + Penalty 770.683806 = -184960.093960 nChanged 5 SP:Iteration 35Q (1629.818475 sec): 3 clusters Score: Raw -185732.950319 + Penalty 770.683806 = -184962.266512 nChanged 6 SP:Iteration 36Q (1629.867192 sec): 3 clusters Score: Raw -185735.020589 + Penalty 770.683806 = -184964.336783 nChanged 4 SP:Iteration 37Q (1629.908866 sec): 3 clusters Score: Raw -185735.870215 + Penalty 770.683806 = -184965.186408 nChanged 4 SP:Iteration 38Q (1629.953101 sec): 3 clusters Score: Raw -185736.489483 + Penalty 770.683806 = -184965.805676 nChanged 2 SP:Iteration 39Q (1630.012418 sec): 3 clusters Score: Raw -185736.698462 + Penalty 770.683806 = -184966.014655 nChanged 1 SP:Iteration 40F (1630.061807 sec): 3 clusters Score: Raw -185736.807968 + Penalty 770.683806 = -184966.124162 nChanged 1 SP:Iteration 41Q (1630.102835 sec): 3 clusters Score: Raw -185736.910490 + Penalty 770.683806 = -184966.226683 nChanged 1 SP:Iteration 42Q (1630.167014 sec): 3 clusters Score: Raw -185737.152615 + Penalty 770.683806 = -184966.468809 nChanged 2 SP:Iteration 43Q (1630.209549 sec): 3 clusters Score: Raw -185737.386819 + Penalty 770.683806 = -184966.703013 nChanged 0 SP:Iteration 44F (1630.273209 sec): 3 clusters Score: Raw -185737.386819 + Penalty 770.683806 = -184966.703013 nChanged 0 Trying to split cluster 3 (28718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1630.322673 sec): 2 clusters Score: Raw -1178125.591408 + Penalty 467.070212 = -1177658.521196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1630.395429 sec): 3 clusters Score: Raw -1159523.638610 + Penalty 934.140424 = -1158589.498186 nChanged 13742 SP:Iteration 1F (1630.459980 sec): 3 clusters Score: Raw -1167713.341793 + Penalty 934.140424 = -1166779.201369 nChanged 1755 SP:Iteration 2F (1630.523456 sec): 3 clusters Score: Raw -1168594.378522 + Penalty 934.140424 = -1167660.238098 nChanged 1937 SP:Iteration 3F (1630.607826 sec): 3 clusters Score: Raw -1169777.945491 + Penalty 934.140424 = -1168843.805067 nChanged 2055 SP:Iteration 4F (1630.678232 sec): 3 clusters Score: Raw -1171289.343773 + Penalty 934.140424 = -1170355.203350 nChanged 2050 SP:Iteration 5F (1630.750944 sec): 3 clusters Score: Raw -1172867.062074 + Penalty 934.140424 = -1171932.921650 nChanged 1683 SP:Iteration 6F (1630.810616 sec): 3 clusters Score: Raw -1174040.522868 + Penalty 934.140424 = -1173106.382445 nChanged 1248 SP:Iteration 7Q (1630.893506 sec): 3 clusters Score: Raw -1174654.056148 + Penalty 934.140424 = -1173719.915724 nChanged 787 SP:Iteration 8Q (1630.964522 sec): 3 clusters Score: Raw -1174935.625765 + Penalty 934.140424 = -1174001.485341 nChanged 503 SP:Iteration 9Q (1631.029065 sec): 3 clusters Score: Raw -1175083.772316 + Penalty 934.140424 = -1174149.631892 nChanged 403 SP:Iteration 10Q (1631.106293 sec): 3 clusters Score: Raw -1175195.117685 + Penalty 934.140424 = -1174260.977261 nChanged 362 SP:Iteration 11Q (1631.175475 sec): 3 clusters Score: Raw -1175293.633161 + Penalty 934.140424 = -1174359.492737 nChanged 357 SP:Iteration 12Q (1631.257319 sec): 3 clusters Score: Raw -1175391.498205 + Penalty 934.140424 = -1174457.357782 nChanged 363 SP:Iteration 13Q (1631.330472 sec): 3 clusters Score: Raw -1175490.717357 + Penalty 934.140424 = -1174556.576933 nChanged 389 SP:Iteration 14Q (1631.401413 sec): 3 clusters Score: Raw -1175594.191696 + Penalty 934.140424 = -1174660.051272 nChanged 363 SP:Iteration 15Q (1631.475987 sec): 3 clusters Score: Raw -1175693.209487 + Penalty 934.140424 = -1174759.069063 nChanged 384 SP:Iteration 16Q (1631.542660 sec): 3 clusters Score: Raw -1175808.323595 + Penalty 934.140424 = -1174874.183171 nChanged 405 SP:Iteration 17Q (1631.620002 sec): 3 clusters Score: Raw -1175932.848712 + Penalty 934.140424 = -1174998.708288 nChanged 412 SP:Iteration 18Q (1631.685527 sec): 3 clusters Score: Raw -1176055.964677 + Penalty 934.140424 = -1175121.824253 nChanged 409 SP:Iteration 19Q (1631.769424 sec): 3 clusters Score: Raw -1176176.996607 + Penalty 934.140424 = -1175242.856184 nChanged 387 SP:Iteration 20F (1631.839213 sec): 3 clusters Score: Raw -1176300.279522 + Penalty 934.140424 = -1175366.139098 nChanged 407 SP:Iteration 21Q (1631.920494 sec): 3 clusters Score: Raw -1176438.621709 + Penalty 934.140424 = -1175504.481286 nChanged 381 SP:Iteration 22Q (1631.992319 sec): 3 clusters Score: Raw -1176573.733856 + Penalty 934.140424 = -1175639.593432 nChanged 359 SP:Iteration 23Q (1632.065978 sec): 3 clusters Score: Raw -1176705.063102 + Penalty 934.140424 = -1175770.922678 nChanged 352 SP:Iteration 24Q (1632.137492 sec): 3 clusters Score: Raw -1176838.017089 + Penalty 934.140424 = -1175903.876665 nChanged 356 SP:Iteration 25Q (1632.203249 sec): 3 clusters Score: Raw -1176982.461829 + Penalty 934.140424 = -1176048.321405 nChanged 351 SP:Iteration 26Q (1632.272554 sec): 3 clusters Score: Raw -1177140.711355 + Penalty 934.140424 = -1176206.570931 nChanged 303 SP:Iteration 27Q (1632.349991 sec): 3 clusters Score: Raw -1177290.097367 + Penalty 934.140424 = -1176355.956943 nChanged 276 SP:Iteration 28Q (1632.415097 sec): 3 clusters Score: Raw -1177433.475490 + Penalty 934.140424 = -1176499.335066 nChanged 221 SP:Iteration 29Q (1632.485007 sec): 3 clusters Score: Raw -1177539.323021 + Penalty 934.140424 = -1176605.182598 nChanged 207 SP:Iteration 30Q (1632.555718 sec): 3 clusters Score: Raw -1177644.398464 + Penalty 934.140424 = -1176710.258040 nChanged 177 SP:Iteration 31Q (1632.627192 sec): 3 clusters Score: Raw -1177738.661777 + Penalty 934.140424 = -1176804.521354 nChanged 166 SP:Iteration 32Q (1632.695363 sec): 3 clusters Score: Raw -1177820.564357 + Penalty 934.140424 = -1176886.423933 nChanged 152 SP:Iteration 33Q (1632.761440 sec): 3 clusters Score: Raw -1177888.510675 + Penalty 934.140424 = -1176954.370251 nChanged 128 SP:Iteration 34Q (1632.832282 sec): 3 clusters Score: Raw -1177939.662577 + Penalty 934.140424 = -1177005.522153 nChanged 98 SP:Iteration 35Q (1632.890539 sec): 3 clusters Score: Raw -1177985.469482 + Penalty 934.140424 = -1177051.329059 nChanged 78 SP:Iteration 36Q (1632.969927 sec): 3 clusters Score: Raw -1178014.486552 + Penalty 934.140424 = -1177080.346128 nChanged 66 SP:Iteration 37Q (1633.028760 sec): 3 clusters Score: Raw -1178035.800701 + Penalty 934.140424 = -1177101.660277 nChanged 61 SP:Iteration 38Q (1633.103164 sec): 3 clusters Score: Raw -1178054.552217 + Penalty 934.140424 = -1177120.411793 nChanged 67 SP:Iteration 39Q (1633.166256 sec): 3 clusters Score: Raw -1178073.729371 + Penalty 934.140424 = -1177139.588947 nChanged 61 SP:Iteration 40F (1633.238007 sec): 3 clusters Score: Raw -1178093.501135 + Penalty 934.140424 = -1177159.360711 nChanged 48 SP:Iteration 41Q (1633.305761 sec): 3 clusters Score: Raw -1178106.121742 + Penalty 934.140424 = -1177171.981319 nChanged 46 SP:Iteration 42Q (1633.367281 sec): 3 clusters Score: Raw -1178117.747065 + Penalty 934.140424 = -1177183.606641 nChanged 42 SP:Iteration 43Q (1633.441831 sec): 3 clusters Score: Raw -1178129.042502 + Penalty 934.140424 = -1177194.902078 nChanged 38 SP:Iteration 44Q (1633.508896 sec): 3 clusters Score: Raw -1178137.180895 + Penalty 934.140424 = -1177203.040471 nChanged 26 SP:Iteration 45Q (1633.580570 sec): 3 clusters Score: Raw -1178143.342513 + Penalty 934.140424 = -1177209.202089 nChanged 30 SP:Iteration 46Q (1633.649935 sec): 3 clusters Score: Raw -1178151.587040 + Penalty 934.140424 = -1177217.446616 nChanged 21 SP:Iteration 47Q (1633.716836 sec): 3 clusters Score: Raw -1178158.054408 + Penalty 934.140424 = -1177223.913984 nChanged 26 SP:Iteration 48Q (1633.780345 sec): 3 clusters Score: Raw -1178165.754161 + Penalty 934.140424 = -1177231.613737 nChanged 22 SP:Iteration 49Q (1633.852308 sec): 3 clusters Score: Raw -1178171.063296 + Penalty 934.140424 = -1177236.922872 nChanged 24 SP:Iteration 50Q (1633.919439 sec): 3 clusters Score: Raw -1178178.634353 + Penalty 934.140424 = -1177244.493929 nChanged 23 SP:Iteration 51Q (1633.987915 sec): 3 clusters Score: Raw -1178183.966242 + Penalty 934.140424 = -1177249.825818 nChanged 14 SP:Iteration 52Q (1634.059020 sec): 3 clusters Score: Raw -1178187.225162 + Penalty 934.140424 = -1177253.084738 nChanged 15 SP:Iteration 53Q (1634.127406 sec): 3 clusters Score: Raw -1178189.515212 + Penalty 934.140424 = -1177255.374788 nChanged 8 SP:Iteration 54Q (1634.193880 sec): 3 clusters Score: Raw -1178192.478271 + Penalty 934.140424 = -1177258.337848 nChanged 9 SP:Iteration 55Q (1634.258971 sec): 3 clusters Score: Raw -1178194.480631 + Penalty 934.140424 = -1177260.340207 nChanged 7 SP:Iteration 56Q (1634.326769 sec): 3 clusters Score: Raw -1178195.825504 + Penalty 934.140424 = -1177261.685080 nChanged 9 SP:Iteration 57Q (1634.390945 sec): 3 clusters Score: Raw -1178198.340922 + Penalty 934.140424 = -1177264.200498 nChanged 16 SP:Iteration 58Q (1634.454853 sec): 3 clusters Score: Raw -1178201.115344 + Penalty 934.140424 = -1177266.974920 nChanged 7 SP:Iteration 59Q (1634.527848 sec): 3 clusters Score: Raw -1178203.223578 + Penalty 934.140424 = -1177269.083154 nChanged 10 SP:Iteration 60F (1634.599418 sec): 3 clusters Score: Raw -1178205.637155 + Penalty 934.140424 = -1177271.496731 nChanged 8 SP:Iteration 61Q (1634.668745 sec): 3 clusters Score: Raw -1178207.095751 + Penalty 934.140424 = -1177272.955327 nChanged 5 SP:Iteration 62Q (1634.726742 sec): 3 clusters Score: Raw -1178207.811132 + Penalty 934.140424 = -1177273.670708 nChanged 9 SP:Iteration 63Q (1634.797460 sec): 3 clusters Score: Raw -1178209.387440 + Penalty 934.140424 = -1177275.247016 nChanged 3 SP:Iteration 64Q (1634.864750 sec): 3 clusters Score: Raw -1178210.027821 + Penalty 934.140424 = -1177275.887398 nChanged 2 SP:Iteration 65Q (1634.934341 sec): 3 clusters Score: Raw -1178210.667540 + Penalty 934.140424 = -1177276.527116 nChanged 3 SP:Iteration 66Q (1635.002128 sec): 3 clusters Score: Raw -1178212.233601 + Penalty 934.140424 = -1177278.093178 nChanged 3 SP:Iteration 67Q (1635.068164 sec): 3 clusters Score: Raw -1178212.547116 + Penalty 934.140424 = -1177278.406692 nChanged 1 SP:Iteration 68Q (1635.136565 sec): 3 clusters Score: Raw -1178212.651062 + Penalty 934.140424 = -1177278.510639 nChanged 0 SP:Iteration 69F (1635.209454 sec): 3 clusters Score: Raw -1178212.651062 + Penalty 934.140424 = -1177278.510639 nChanged 0 Trying to split cluster 4 (1035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1635.236000 sec): 2 clusters Score: Raw -35214.757288 + Penalty 315.868130 = -34898.889158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1635.283747 sec): 3 clusters Score: Raw -34703.524630 + Penalty 631.736260 = -34071.788369 nChanged 389 SP:Iteration 1F (1635.330039 sec): 3 clusters Score: Raw -34993.705058 + Penalty 631.736260 = -34361.968798 nChanged 89 SP:Iteration 2F (1635.376168 sec): 3 clusters Score: Raw -35055.269971 + Penalty 631.736260 = -34423.533710 nChanged 51 SP:Iteration 3Q (1635.409496 sec): 3 clusters Score: Raw -35077.891820 + Penalty 631.736260 = -34446.155560 nChanged 28 SP:Iteration 4Q (1635.460546 sec): 3 clusters Score: Raw -35092.223533 + Penalty 631.736260 = -34460.487273 nChanged 26 SP:Iteration 5Q (1635.506104 sec): 3 clusters Score: Raw -35105.851968 + Penalty 631.736260 = -34474.115707 nChanged 19 SP:Iteration 6Q (1635.555655 sec): 3 clusters Score: Raw -35113.529360 + Penalty 631.736260 = -34481.793100 nChanged 14 SP:Iteration 7Q (1635.597002 sec): 3 clusters Score: Raw -35123.332364 + Penalty 631.736260 = -34491.596103 nChanged 22 SP:Iteration 8Q (1635.649004 sec): 3 clusters Score: Raw -35135.088437 + Penalty 631.736260 = -34503.352177 nChanged 17 SP:Iteration 9Q (1635.699788 sec): 3 clusters Score: Raw -35141.596062 + Penalty 631.736260 = -34509.859801 nChanged 13 SP:Iteration 10Q (1635.737186 sec): 3 clusters Score: Raw -35147.918882 + Penalty 631.736260 = -34516.182621 nChanged 11 SP:Iteration 11Q (1635.783791 sec): 3 clusters Score: Raw -35153.294607 + Penalty 631.736260 = -34521.558347 nChanged 11 SP:Iteration 12Q (1635.831315 sec): 3 clusters Score: Raw -35156.282797 + Penalty 631.736260 = -34524.546537 nChanged 5 SP:Iteration 13Q (1635.885880 sec): 3 clusters Score: Raw -35157.636320 + Penalty 631.736260 = -34525.900059 nChanged 3 SP:Iteration 14Q (1635.926630 sec): 3 clusters Score: Raw -35158.155020 + Penalty 631.736260 = -34526.418759 nChanged 3 SP:Iteration 15Q (1635.973752 sec): 3 clusters Score: Raw -35158.590105 + Penalty 631.736260 = -34526.853845 nChanged 3 SP:Iteration 16Q (1636.023848 sec): 3 clusters Score: Raw -35160.091765 + Penalty 631.736260 = -34528.355505 nChanged 7 SP:Iteration 17Q (1636.060248 sec): 3 clusters Score: Raw -35161.672489 + Penalty 631.736260 = -34529.936229 nChanged 6 SP:Iteration 18Q (1636.108975 sec): 3 clusters Score: Raw -35163.657671 + Penalty 631.736260 = -34531.921411 nChanged 3 SP:Iteration 19Q (1636.150559 sec): 3 clusters Score: Raw -35164.611968 + Penalty 631.736260 = -34532.875708 nChanged 6 SP:Iteration 20F (1636.198802 sec): 3 clusters Score: Raw -35166.700695 + Penalty 631.736260 = -34534.964435 nChanged 6 SP:Iteration 21Q (1636.248017 sec): 3 clusters Score: Raw -35168.947948 + Penalty 631.736260 = -34537.211688 nChanged 6 SP:Iteration 22Q (1636.295052 sec): 3 clusters Score: Raw -35173.218358 + Penalty 631.736260 = -34541.482098 nChanged 10 SP:Iteration 23Q (1636.336092 sec): 3 clusters Score: Raw -35176.924025 + Penalty 631.736260 = -34545.187765 nChanged 12 SP:Iteration 24Q (1636.381117 sec): 3 clusters Score: Raw -35180.188027 + Penalty 631.736260 = -34548.451767 nChanged 10 SP:Iteration 25Q (1636.427001 sec): 3 clusters Score: Raw -35184.130417 + Penalty 631.736260 = -34552.394157 nChanged 6 SP:Iteration 26Q (1636.475726 sec): 3 clusters Score: Raw -35185.692815 + Penalty 631.736260 = -34553.956555 nChanged 7 SP:Iteration 27Q (1636.522690 sec): 3 clusters Score: Raw -35189.016761 + Penalty 631.736260 = -34557.280501 nChanged 7 SP:Iteration 28Q (1636.559377 sec): 3 clusters Score: Raw -35191.204369 + Penalty 631.736260 = -34559.468109 nChanged 2 SP:Iteration 29Q (1636.610834 sec): 3 clusters Score: Raw -35191.916715 + Penalty 631.736260 = -34560.180455 nChanged 2 SP:Iteration 30Q (1636.660013 sec): 3 clusters Score: Raw -35192.254294 + Penalty 631.736260 = -34560.518034 nChanged 2 SP:Iteration 31Q (1636.700736 sec): 3 clusters Score: Raw -35192.742112 + Penalty 631.736260 = -34561.005852 nChanged 1 SP:Iteration 32Q (1636.738710 sec): 3 clusters Score: Raw -35192.934802 + Penalty 631.736260 = -34561.198542 nChanged 1 SP:Iteration 33Q (1636.792645 sec): 3 clusters Score: Raw -35193.105652 + Penalty 631.736260 = -34561.369392 nChanged 0 SP:Iteration 34F (1636.842550 sec): 3 clusters Score: Raw -35193.105652 + Penalty 631.736260 = -34561.369392 nChanged 0 Trying to split cluster 5 (1832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1636.861258 sec): 2 clusters Score: Raw -69742.323244 + Penalty 341.848941 = -69400.474303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1636.910538 sec): 3 clusters Score: Raw -68781.291705 + Penalty 683.697883 = -68097.593822 nChanged 758 SP:Iteration 1F (1636.963405 sec): 3 clusters Score: Raw -69304.934145 + Penalty 683.697883 = -68621.236262 nChanged 175 SP:Iteration 2F (1637.008824 sec): 3 clusters Score: Raw -69453.206408 + Penalty 683.697883 = -68769.508525 nChanged 126 SP:Iteration 3F (1637.055551 sec): 3 clusters Score: Raw -69547.853117 + Penalty 683.697883 = -68864.155234 nChanged 96 SP:Iteration 4F (1637.108009 sec): 3 clusters Score: Raw -69614.113744 + Penalty 683.697883 = -68930.415861 nChanged 77 SP:Iteration 5Q (1637.158357 sec): 3 clusters Score: Raw -69664.474172 + Penalty 683.697883 = -68980.776289 nChanged 56 SP:Iteration 6Q (1637.204165 sec): 3 clusters Score: Raw -69688.433121 + Penalty 683.697883 = -69004.735238 nChanged 31 SP:Iteration 7Q (1637.245197 sec): 3 clusters Score: Raw -69699.836178 + Penalty 683.697883 = -69016.138296 nChanged 24 SP:Iteration 8Q (1637.283255 sec): 3 clusters Score: Raw -69708.930794 + Penalty 683.697883 = -69025.232912 nChanged 19 SP:Iteration 9Q (1637.329731 sec): 3 clusters Score: Raw -69715.175378 + Penalty 683.697883 = -69031.477495 nChanged 16 SP:Iteration 10Q (1637.379540 sec): 3 clusters Score: Raw -69721.473019 + Penalty 683.697883 = -69037.775137 nChanged 16 SP:Iteration 11Q (1637.428171 sec): 3 clusters Score: Raw -69725.852782 + Penalty 683.697883 = -69042.154900 nChanged 10 SP:Iteration 12Q (1637.483280 sec): 3 clusters Score: Raw -69727.844195 + Penalty 683.697883 = -69044.146312 nChanged 7 SP:Iteration 13Q (1637.531407 sec): 3 clusters Score: Raw -69729.232801 + Penalty 683.697883 = -69045.534918 nChanged 9 SP:Iteration 14Q (1637.566695 sec): 3 clusters Score: Raw -69730.932081 + Penalty 683.697883 = -69047.234199 nChanged 5 SP:Iteration 15Q (1637.613183 sec): 3 clusters Score: Raw -69731.323409 + Penalty 683.697883 = -69047.625527 nChanged 3 SP:Iteration 16Q (1637.663858 sec): 3 clusters Score: Raw -69732.180839 + Penalty 683.697883 = -69048.482956 nChanged 2 SP:Iteration 17Q (1637.707322 sec): 3 clusters Score: Raw -69732.376980 + Penalty 683.697883 = -69048.679097 nChanged 1 SP:Iteration 18Q (1637.752508 sec): 3 clusters Score: Raw -69732.450038 + Penalty 683.697883 = -69048.752155 nChanged 0 SP:Iteration 19F (1637.804883 sec): 3 clusters Score: Raw -69732.450038 + Penalty 683.697883 = -69048.752155 nChanged 0 Trying to split cluster 6 (1826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1637.833996 sec): 2 clusters Score: Raw -68981.859952 + Penalty 341.699679 = -68640.160273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1637.878156 sec): 3 clusters Score: Raw -67957.996582 + Penalty 683.399359 = -67274.597223 nChanged 773 SP:Iteration 1F (1637.918049 sec): 3 clusters Score: Raw -68380.749419 + Penalty 683.399359 = -67697.350061 nChanged 167 SP:Iteration 2F (1637.960961 sec): 3 clusters Score: Raw -68496.076194 + Penalty 683.399359 = -67812.676836 nChanged 134 SP:Iteration 3F (1638.017154 sec): 3 clusters Score: Raw -68601.756392 + Penalty 683.399359 = -67918.357034 nChanged 126 SP:Iteration 4F (1638.060326 sec): 3 clusters Score: Raw -68693.592021 + Penalty 683.399359 = -68010.192663 nChanged 101 SP:Iteration 5F (1638.097131 sec): 3 clusters Score: Raw -68759.885981 + Penalty 683.399359 = -68076.486622 nChanged 81 SP:Iteration 6Q (1638.157628 sec): 3 clusters Score: Raw -68818.374628 + Penalty 683.399359 = -68134.975270 nChanged 70 SP:Iteration 7Q (1638.198070 sec): 3 clusters Score: Raw -68864.223528 + Penalty 683.399359 = -68180.824169 nChanged 50 SP:Iteration 8Q (1638.243910 sec): 3 clusters Score: Raw -68895.413584 + Penalty 683.399359 = -68212.014225 nChanged 39 SP:Iteration 9Q (1638.291156 sec): 3 clusters Score: Raw -68921.583649 + Penalty 683.399359 = -68238.184290 nChanged 43 SP:Iteration 10Q (1638.337916 sec): 3 clusters Score: Raw -68955.123310 + Penalty 683.399359 = -68271.723951 nChanged 35 SP:Iteration 11Q (1638.385741 sec): 3 clusters Score: Raw -68974.773203 + Penalty 683.399359 = -68291.373844 nChanged 23 SP:Iteration 12Q (1638.439493 sec): 3 clusters Score: Raw -68992.304811 + Penalty 683.399359 = -68308.905452 nChanged 20 SP:Iteration 13Q (1638.486244 sec): 3 clusters Score: Raw -69004.165929 + Penalty 683.399359 = -68320.766571 nChanged 13 SP:Iteration 14Q (1638.526410 sec): 3 clusters Score: Raw -69011.538842 + Penalty 683.399359 = -68328.139483 nChanged 14 SP:Iteration 15Q (1638.570711 sec): 3 clusters Score: Raw -69019.562715 + Penalty 683.399359 = -68336.163356 nChanged 13 SP:Iteration 16Q (1638.624459 sec): 3 clusters Score: Raw -69027.540871 + Penalty 683.399359 = -68344.141512 nChanged 15 SP:Iteration 17Q (1638.671978 sec): 3 clusters Score: Raw -69034.501999 + Penalty 683.399359 = -68351.102640 nChanged 8 SP:Iteration 18Q (1638.722338 sec): 3 clusters Score: Raw -69037.796604 + Penalty 683.399359 = -68354.397245 nChanged 5 SP:Iteration 19Q (1638.766855 sec): 3 clusters Score: Raw -69041.055010 + Penalty 683.399359 = -68357.655651 nChanged 8 SP:Iteration 20F (1638.813065 sec): 3 clusters Score: Raw -69044.471297 + Penalty 683.399359 = -68361.071938 nChanged 7 SP:Iteration 21Q (1638.856288 sec): 3 clusters Score: Raw -69047.797300 + Penalty 683.399359 = -68364.397942 nChanged 4 SP:Iteration 22Q (1638.907872 sec): 3 clusters Score: Raw -69051.139248 + Penalty 683.399359 = -68367.739889 nChanged 7 SP:Iteration 23Q (1638.952245 sec): 3 clusters Score: Raw -69055.986478 + Penalty 683.399359 = -68372.587120 nChanged 4 SP:Iteration 24Q (1638.995629 sec): 3 clusters Score: Raw -69057.175055 + Penalty 683.399359 = -68373.775697 nChanged 1 SP:Iteration 25Q (1639.035141 sec): 3 clusters Score: Raw -69057.495469 + Penalty 683.399359 = -68374.096110 nChanged 1 SP:Iteration 26Q (1639.080236 sec): 3 clusters Score: Raw -69057.561993 + Penalty 683.399359 = -68374.162634 nChanged 0 SP:Iteration 27F (1639.130375 sec): 3 clusters Score: Raw -69057.561993 + Penalty 683.399359 = -68374.162634 nChanged 0 Trying to split cluster 7 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1639.146492 sec): 2 clusters Score: Raw -31931.444518 + Penalty 306.531997 = -31624.912521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1639.197046 sec): 3 clusters Score: Raw -31532.299862 + Penalty 613.063993 = -30919.235869 nChanged 324 SP:Iteration 1F (1639.244743 sec): 3 clusters Score: Raw -31811.668067 + Penalty 613.063993 = -31198.604074 nChanged 75 SP:Iteration 2F (1639.291173 sec): 3 clusters Score: Raw -31895.340120 + Penalty 613.063993 = -31282.276127 nChanged 47 SP:Iteration 3F (1639.326653 sec): 3 clusters Score: Raw -31928.099710 + Penalty 613.063993 = -31315.035716 nChanged 23 SP:Iteration 4Q (1639.381132 sec): 3 clusters Score: Raw -31946.677151 + Penalty 613.063993 = -31333.613158 nChanged 23 SP:Iteration 5Q (1639.423129 sec): 3 clusters Score: Raw -31957.951859 + Penalty 613.063993 = -31344.887865 nChanged 14 SP:Iteration 6Q (1639.460525 sec): 3 clusters Score: Raw -31965.431462 + Penalty 613.063993 = -31352.367468 nChanged 9 SP:Iteration 7Q (1639.505649 sec): 3 clusters Score: Raw -31967.617456 + Penalty 613.063993 = -31354.553462 nChanged 5 SP:Iteration 8Q (1639.544119 sec): 3 clusters Score: Raw -31970.458408 + Penalty 613.063993 = -31357.394415 nChanged 9 SP:Iteration 9Q (1639.586843 sec): 3 clusters Score: Raw -31974.478617 + Penalty 613.063993 = -31361.414624 nChanged 7 SP:Iteration 10Q (1639.631127 sec): 3 clusters Score: Raw -31975.897082 + Penalty 613.063993 = -31362.833089 nChanged 7 SP:Iteration 11Q (1639.675634 sec): 3 clusters Score: Raw -31978.681545 + Penalty 613.063993 = -31365.617552 nChanged 7 SP:Iteration 12Q (1639.708434 sec): 3 clusters Score: Raw -31982.066593 + Penalty 613.063993 = -31369.002600 nChanged 8 SP:Iteration 13Q (1639.760845 sec): 3 clusters Score: Raw -31985.388851 + Penalty 613.063993 = -31372.324858 nChanged 9 SP:Iteration 14Q (1639.800127 sec): 3 clusters Score: Raw -31991.604334 + Penalty 613.063993 = -31378.540341 nChanged 10 SP:Iteration 15Q (1639.846547 sec): 3 clusters Score: Raw -31995.392824 + Penalty 613.063993 = -31382.328830 nChanged 8 SP:Iteration 16Q (1639.900295 sec): 3 clusters Score: Raw -31997.522771 + Penalty 613.063993 = -31384.458778 nChanged 4 SP:Iteration 17Q (1639.946725 sec): 3 clusters Score: Raw -31999.086973 + Penalty 613.063993 = -31386.022979 nChanged 6 SP:Iteration 18Q (1639.989945 sec): 3 clusters Score: Raw -32000.279692 + Penalty 613.063993 = -31387.215699 nChanged 4 SP:Iteration 19Q (1640.042334 sec): 3 clusters Score: Raw -32001.502063 + Penalty 613.063993 = -31388.438070 nChanged 5 SP:Iteration 20F (1640.077147 sec): 3 clusters Score: Raw -32002.584885 + Penalty 613.063993 = -31389.520891 nChanged 5 SP:Iteration 21Q (1640.124845 sec): 3 clusters Score: Raw -32003.901492 + Penalty 613.063993 = -31390.837499 nChanged 5 SP:Iteration 22Q (1640.174745 sec): 3 clusters Score: Raw -32005.017944 + Penalty 613.063993 = -31391.953951 nChanged 4 SP:Iteration 23Q (1640.211070 sec): 3 clusters Score: Raw -32006.588152 + Penalty 613.063993 = -31393.524159 nChanged 1 SP:Iteration 24Q (1640.254363 sec): 3 clusters Score: Raw -32006.640866 + Penalty 613.063993 = -31393.576872 nChanged 0 SP:Iteration 25F (1640.296382 sec): 3 clusters Score: Raw -32006.640866 + Penalty 613.063993 = -31393.576872 nChanged 0 Trying to split cluster 8 (3516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1640.322920 sec): 2 clusters Score: Raw -143213.742406 + Penalty 371.511106 = -142842.231299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1640.379648 sec): 3 clusters Score: Raw -141207.005580 + Penalty 743.022213 = -140463.983368 nChanged 1528 SP:Iteration 1F (1640.418440 sec): 3 clusters Score: Raw -142210.108402 + Penalty 743.022213 = -141467.086189 nChanged 242 SP:Iteration 2F (1640.479312 sec): 3 clusters Score: Raw -142367.546930 + Penalty 743.022213 = -141624.524718 nChanged 229 SP:Iteration 3F (1640.515029 sec): 3 clusters Score: Raw -142510.181988 + Penalty 743.022213 = -141767.159776 nChanged 211 SP:Iteration 4F (1640.569819 sec): 3 clusters Score: Raw -142656.978032 + Penalty 743.022213 = -141913.955819 nChanged 199 SP:Iteration 5F (1640.613344 sec): 3 clusters Score: Raw -142775.974828 + Penalty 743.022213 = -142032.952616 nChanged 143 SP:Iteration 6Q (1640.662763 sec): 3 clusters Score: Raw -142838.161323 + Penalty 743.022213 = -142095.139110 nChanged 119 SP:Iteration 7Q (1640.713354 sec): 3 clusters Score: Raw -142892.456615 + Penalty 743.022213 = -142149.434403 nChanged 103 SP:Iteration 8Q (1640.761863 sec): 3 clusters Score: Raw -142942.416828 + Penalty 743.022213 = -142199.394616 nChanged 104 SP:Iteration 9Q (1640.811658 sec): 3 clusters Score: Raw -142989.153452 + Penalty 743.022213 = -142246.131240 nChanged 73 SP:Iteration 10Q (1640.859232 sec): 3 clusters Score: Raw -143014.908112 + Penalty 743.022213 = -142271.885899 nChanged 62 SP:Iteration 11Q (1640.914998 sec): 3 clusters Score: Raw -143040.631028 + Penalty 743.022213 = -142297.608816 nChanged 56 SP:Iteration 12Q (1640.967214 sec): 3 clusters Score: Raw -143058.743525 + Penalty 743.022213 = -142315.721312 nChanged 49 SP:Iteration 13Q (1641.019076 sec): 3 clusters Score: Raw -143070.231854 + Penalty 743.022213 = -142327.209641 nChanged 38 SP:Iteration 14Q (1641.059703 sec): 3 clusters Score: Raw -143080.117560 + Penalty 743.022213 = -142337.095347 nChanged 35 SP:Iteration 15Q (1641.108260 sec): 3 clusters Score: Raw -143090.748225 + Penalty 743.022213 = -142347.726012 nChanged 37 SP:Iteration 16Q (1641.168192 sec): 3 clusters Score: Raw -143098.692711 + Penalty 743.022213 = -142355.670498 nChanged 25 SP:Iteration 17Q (1641.213376 sec): 3 clusters Score: Raw -143102.719324 + Penalty 743.022213 = -142359.697111 nChanged 24 SP:Iteration 18Q (1641.255633 sec): 3 clusters Score: Raw -143106.841050 + Penalty 743.022213 = -142363.818837 nChanged 14 SP:Iteration 19Q (1641.303445 sec): 3 clusters Score: Raw -143108.477343 + Penalty 743.022213 = -142365.455131 nChanged 7 SP:Iteration 20F (1641.359720 sec): 3 clusters Score: Raw -143109.430860 + Penalty 743.022213 = -142366.408648 nChanged 8 SP:Iteration 21Q (1641.400338 sec): 3 clusters Score: Raw -143110.461278 + Penalty 743.022213 = -142367.439065 nChanged 11 SP:Iteration 22Q (1641.452934 sec): 3 clusters Score: Raw -143111.837556 + Penalty 743.022213 = -142368.815344 nChanged 7 SP:Iteration 23Q (1641.504695 sec): 3 clusters Score: Raw -143112.883724 + Penalty 743.022213 = -142369.861511 nChanged 9 SP:Iteration 24Q (1641.551846 sec): 3 clusters Score: Raw -143114.048090 + Penalty 743.022213 = -142371.025878 nChanged 9 SP:Iteration 25Q (1641.599208 sec): 3 clusters Score: Raw -143115.194141 + Penalty 743.022213 = -142372.171929 nChanged 12 SP:Iteration 26Q (1641.644325 sec): 3 clusters Score: Raw -143117.007106 + Penalty 743.022213 = -142373.984894 nChanged 9 SP:Iteration 27Q (1641.683785 sec): 3 clusters Score: Raw -143118.649523 + Penalty 743.022213 = -142375.627310 nChanged 15 SP:Iteration 28Q (1641.735755 sec): 3 clusters Score: Raw -143120.636244 + Penalty 743.022213 = -142377.614032 nChanged 12 SP:Iteration 29Q (1641.789507 sec): 3 clusters Score: Raw -143122.247362 + Penalty 743.022213 = -142379.225150 nChanged 15 SP:Iteration 30Q (1641.839091 sec): 3 clusters Score: Raw -143123.974656 + Penalty 743.022213 = -142380.952444 nChanged 12 SP:Iteration 31Q (1641.887333 sec): 3 clusters Score: Raw -143125.511417 + Penalty 743.022213 = -142382.489204 nChanged 10 SP:Iteration 32Q (1641.933953 sec): 3 clusters Score: Raw -143126.462444 + Penalty 743.022213 = -142383.440231 nChanged 9 SP:Iteration 33Q (1641.979614 sec): 3 clusters Score: Raw -143127.802787 + Penalty 743.022213 = -142384.780574 nChanged 14 SP:Iteration 34Q (1642.026742 sec): 3 clusters Score: Raw -143130.216836 + Penalty 743.022213 = -142387.194623 nChanged 16 SP:Iteration 35Q (1642.087940 sec): 3 clusters Score: Raw -143132.454169 + Penalty 743.022213 = -142389.431956 nChanged 16 SP:Iteration 36Q (1642.126050 sec): 3 clusters Score: Raw -143135.071173 + Penalty 743.022213 = -142392.048960 nChanged 18 SP:Iteration 37Q (1642.186968 sec): 3 clusters Score: Raw -143139.538661 + Penalty 743.022213 = -142396.516449 nChanged 24 SP:Iteration 38Q (1642.237402 sec): 3 clusters Score: Raw -143144.034554 + Penalty 743.022213 = -142401.012341 nChanged 21 SP:Iteration 39Q (1642.285672 sec): 3 clusters Score: Raw -143147.159055 + Penalty 743.022213 = -142404.136842 nChanged 20 SP:Iteration 40F (1642.336737 sec): 3 clusters Score: Raw -143150.697641 + Penalty 743.022213 = -142407.675428 nChanged 20 SP:Iteration 41Q (1642.383423 sec): 3 clusters Score: Raw -143155.681531 + Penalty 743.022213 = -142412.659318 nChanged 26 SP:Iteration 42Q (1642.422606 sec): 3 clusters Score: Raw -143162.386148 + Penalty 743.022213 = -142419.363936 nChanged 34 SP:Iteration 43Q (1642.471522 sec): 3 clusters Score: Raw -143171.980345 + Penalty 743.022213 = -142428.958132 nChanged 27 SP:Iteration 44Q (1642.523933 sec): 3 clusters Score: Raw -143178.716446 + Penalty 743.022213 = -142435.694233 nChanged 28 SP:Iteration 45Q (1642.563656 sec): 3 clusters Score: Raw -143184.127341 + Penalty 743.022213 = -142441.105129 nChanged 17 SP:Iteration 46Q (1642.612628 sec): 3 clusters Score: Raw -143187.421254 + Penalty 743.022213 = -142444.399042 nChanged 25 SP:Iteration 47Q (1642.660955 sec): 3 clusters Score: Raw -143193.595600 + Penalty 743.022213 = -142450.573388 nChanged 31 SP:Iteration 48Q (1642.713263 sec): 3 clusters Score: Raw -143201.870400 + Penalty 743.022213 = -142458.848188 nChanged 31 SP:Iteration 49Q (1642.774591 sec): 3 clusters Score: Raw -143211.713251 + Penalty 743.022213 = -142468.691039 nChanged 34 SP:Iteration 50Q (1642.818694 sec): 3 clusters Score: Raw -143222.760946 + Penalty 743.022213 = -142479.738733 nChanged 34 SP:Iteration 51Q (1642.869303 sec): 3 clusters Score: Raw -143237.302843 + Penalty 743.022213 = -142494.280631 nChanged 37 SP:Iteration 52Q (1642.911321 sec): 3 clusters Score: Raw -143254.816059 + Penalty 743.022213 = -142511.793846 nChanged 47 SP:Iteration 53Q (1642.951780 sec): 3 clusters Score: Raw -143269.528847 + Penalty 743.022213 = -142526.506634 nChanged 28 SP:Iteration 54Q (1643.008182 sec): 3 clusters Score: Raw -143277.891323 + Penalty 743.022213 = -142534.869110 nChanged 33 SP:Iteration 55Q (1643.050523 sec): 3 clusters Score: Raw -143287.550982 + Penalty 743.022213 = -142544.528770 nChanged 26 SP:Iteration 56Q (1643.096620 sec): 3 clusters Score: Raw -143295.287517 + Penalty 743.022213 = -142552.265304 nChanged 20 SP:Iteration 57Q (1643.148572 sec): 3 clusters Score: Raw -143300.593984 + Penalty 743.022213 = -142557.571771 nChanged 17 SP:Iteration 58Q (1643.197849 sec): 3 clusters Score: Raw -143304.802887 + Penalty 743.022213 = -142561.780674 nChanged 17 SP:Iteration 59Q (1643.249430 sec): 3 clusters Score: Raw -143308.483102 + Penalty 743.022213 = -142565.460889 nChanged 21 SP:Iteration 60F (1643.296399 sec): 3 clusters Score: Raw -143313.531611 + Penalty 743.022213 = -142570.509398 nChanged 21 SP:Iteration 61Q (1643.337625 sec): 3 clusters Score: Raw -143317.949654 + Penalty 743.022213 = -142574.927441 nChanged 15 SP:Iteration 62Q (1643.397824 sec): 3 clusters Score: Raw -143321.788855 + Penalty 743.022213 = -142578.766642 nChanged 14 SP:Iteration 63Q (1643.442291 sec): 3 clusters Score: Raw -143326.770715 + Penalty 743.022213 = -142583.748502 nChanged 17 SP:Iteration 64Q (1643.484871 sec): 3 clusters Score: Raw -143333.007499 + Penalty 743.022213 = -142589.985286 nChanged 18 SP:Iteration 65Q (1643.540184 sec): 3 clusters Score: Raw -143339.145358 + Penalty 743.022213 = -142596.123146 nChanged 21 SP:Iteration 66Q (1643.589717 sec): 3 clusters Score: Raw -143344.760697 + Penalty 743.022213 = -142601.738484 nChanged 18 SP:Iteration 67Q (1643.632484 sec): 3 clusters Score: Raw -143349.646701 + Penalty 743.022213 = -142606.624488 nChanged 24 SP:Iteration 68Q (1643.687464 sec): 3 clusters Score: Raw -143356.793542 + Penalty 743.022213 = -142613.771329 nChanged 23 SP:Iteration 69Q (1643.732311 sec): 3 clusters Score: Raw -143367.075589 + Penalty 743.022213 = -142624.053376 nChanged 28 SP:Iteration 70Q (1643.784574 sec): 3 clusters Score: Raw -143380.704665 + Penalty 743.022213 = -142637.682453 nChanged 24 SP:Iteration 71Q (1643.842756 sec): 3 clusters Score: Raw -143392.503519 + Penalty 743.022213 = -142649.481307 nChanged 25 SP:Iteration 72Q (1643.886514 sec): 3 clusters Score: Raw -143403.931318 + Penalty 743.022213 = -142660.909105 nChanged 18 SP:Iteration 73Q (1643.937802 sec): 3 clusters Score: Raw -143408.755840 + Penalty 743.022213 = -142665.733627 nChanged 9 SP:Iteration 74Q (1643.983189 sec): 3 clusters Score: Raw -143410.418060 + Penalty 743.022213 = -142667.395848 nChanged 6 SP:Iteration 75Q (1644.028160 sec): 3 clusters Score: Raw -143411.242271 + Penalty 743.022213 = -142668.220059 nChanged 4 SP:Iteration 76Q (1644.071209 sec): 3 clusters Score: Raw -143411.641783 + Penalty 743.022213 = -142668.619571 nChanged 2 SP:Iteration 77Q (1644.130988 sec): 3 clusters Score: Raw -143411.988802 + Penalty 743.022213 = -142668.966589 nChanged 1 SP:Iteration 78Q (1644.168286 sec): 3 clusters Score: Raw -143412.040871 + Penalty 743.022213 = -142669.018659 nChanged 1 SP:Iteration 79Q (1644.227246 sec): 3 clusters Score: Raw -143412.179603 + Penalty 743.022213 = -142669.157390 nChanged 2 SP:Iteration 80F (1644.272119 sec): 3 clusters Score: Raw -143412.271676 + Penalty 743.022213 = -142669.249463 nChanged 1 SP:Iteration 81Q (1644.320757 sec): 3 clusters Score: Raw -143412.289592 + Penalty 743.022213 = -142669.267380 nChanged 0 SP:Iteration 82F (1644.368016 sec): 3 clusters Score: Raw -143412.289592 + Penalty 743.022213 = -142669.267380 nChanged 0 Trying to split cluster 9 (7225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1644.397836 sec): 2 clusters Score: Raw -290270.746434 + Penalty 404.281264 = -289866.465170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1644.459683 sec): 3 clusters Score: Raw -285843.424483 + Penalty 808.562529 = -285034.861954 nChanged 3319 SP:Iteration 1F (1644.502866 sec): 3 clusters Score: Raw -288028.877384 + Penalty 808.562529 = -287220.314855 nChanged 532 SP:Iteration 2F (1644.551727 sec): 3 clusters Score: Raw -288445.663086 + Penalty 808.562529 = -287637.100558 nChanged 527 SP:Iteration 3F (1644.600601 sec): 3 clusters Score: Raw -288875.741244 + Penalty 808.562529 = -288067.178715 nChanged 439 SP:Iteration 4F (1644.664993 sec): 3 clusters Score: Raw -289164.376637 + Penalty 808.562529 = -288355.814108 nChanged 305 SP:Iteration 5Q (1644.709863 sec): 3 clusters Score: Raw -289297.382623 + Penalty 808.562529 = -288488.820094 nChanged 183 SP:Iteration 6Q (1644.762765 sec): 3 clusters Score: Raw -289345.673793 + Penalty 808.562529 = -288537.111264 nChanged 110 SP:Iteration 7Q (1644.811869 sec): 3 clusters Score: Raw -289372.809991 + Penalty 808.562529 = -288564.247463 nChanged 91 SP:Iteration 8Q (1644.870895 sec): 3 clusters Score: Raw -289393.658213 + Penalty 808.562529 = -288585.095685 nChanged 70 SP:Iteration 9Q (1644.916542 sec): 3 clusters Score: Raw -289410.017875 + Penalty 808.562529 = -288601.455346 nChanged 73 SP:Iteration 10Q (1644.974048 sec): 3 clusters Score: Raw -289424.091923 + Penalty 808.562529 = -288615.529395 nChanged 55 SP:Iteration 11Q (1645.021881 sec): 3 clusters Score: Raw -289432.779003 + Penalty 808.562529 = -288624.216475 nChanged 45 SP:Iteration 12Q (1645.069441 sec): 3 clusters Score: Raw -289438.503015 + Penalty 808.562529 = -288629.940486 nChanged 40 SP:Iteration 13Q (1645.126815 sec): 3 clusters Score: Raw -289444.451747 + Penalty 808.562529 = -288635.889218 nChanged 48 SP:Iteration 14Q (1645.171703 sec): 3 clusters Score: Raw -289452.657252 + Penalty 808.562529 = -288644.094724 nChanged 46 SP:Iteration 15Q (1645.216939 sec): 3 clusters Score: Raw -289460.902688 + Penalty 808.562529 = -288652.340159 nChanged 51 SP:Iteration 16Q (1645.273316 sec): 3 clusters Score: Raw -289470.787570 + Penalty 808.562529 = -288662.225042 nChanged 63 SP:Iteration 17Q (1645.324478 sec): 3 clusters Score: Raw -289483.713516 + Penalty 808.562529 = -288675.150987 nChanged 60 SP:Iteration 18Q (1645.380511 sec): 3 clusters Score: Raw -289495.056138 + Penalty 808.562529 = -288686.493609 nChanged 60 SP:Iteration 19Q (1645.438317 sec): 3 clusters Score: Raw -289508.532303 + Penalty 808.562529 = -288699.969774 nChanged 68 SP:Iteration 20F (1645.493825 sec): 3 clusters Score: Raw -289520.293731 + Penalty 808.562529 = -288711.731202 nChanged 54 SP:Iteration 21Q (1645.548213 sec): 3 clusters Score: Raw -289530.355321 + Penalty 808.562529 = -288721.792793 nChanged 59 SP:Iteration 22Q (1645.600436 sec): 3 clusters Score: Raw -289543.005091 + Penalty 808.562529 = -288734.442563 nChanged 71 SP:Iteration 23Q (1645.647384 sec): 3 clusters Score: Raw -289560.154000 + Penalty 808.562529 = -288751.591471 nChanged 70 SP:Iteration 24Q (1645.709211 sec): 3 clusters Score: Raw -289579.955814 + Penalty 808.562529 = -288771.393285 nChanged 81 SP:Iteration 25Q (1645.762430 sec): 3 clusters Score: Raw -289603.939083 + Penalty 808.562529 = -288795.376554 nChanged 78 SP:Iteration 26Q (1645.816312 sec): 3 clusters Score: Raw -289626.972355 + Penalty 808.562529 = -288818.409826 nChanged 85 SP:Iteration 27Q (1645.858757 sec): 3 clusters Score: Raw -289654.853594 + Penalty 808.562529 = -288846.291066 nChanged 90 SP:Iteration 28Q (1645.910443 sec): 3 clusters Score: Raw -289686.941723 + Penalty 808.562529 = -288878.379194 nChanged 95 SP:Iteration 29Q (1645.972462 sec): 3 clusters Score: Raw -289715.930939 + Penalty 808.562529 = -288907.368410 nChanged 88 SP:Iteration 30Q (1646.019508 sec): 3 clusters Score: Raw -289739.406600 + Penalty 808.562529 = -288930.844072 nChanged 98 SP:Iteration 31Q (1646.079658 sec): 3 clusters Score: Raw -289772.729129 + Penalty 808.562529 = -288964.166600 nChanged 98 SP:Iteration 32Q (1646.130283 sec): 3 clusters Score: Raw -289810.382992 + Penalty 808.562529 = -289001.820464 nChanged 98 SP:Iteration 33Q (1646.169479 sec): 3 clusters Score: Raw -289849.643462 + Penalty 808.562529 = -289041.080933 nChanged 87 SP:Iteration 34Q (1646.228036 sec): 3 clusters Score: Raw -289879.790747 + Penalty 808.562529 = -289071.228218 nChanged 77 SP:Iteration 35Q (1646.269972 sec): 3 clusters Score: Raw -289910.312323 + Penalty 808.562529 = -289101.749795 nChanged 83 SP:Iteration 36Q (1646.320891 sec): 3 clusters Score: Raw -289947.643226 + Penalty 808.562529 = -289139.080698 nChanged 73 SP:Iteration 37Q (1646.376217 sec): 3 clusters Score: Raw -289978.940287 + Penalty 808.562529 = -289170.377759 nChanged 70 SP:Iteration 38Q (1646.435919 sec): 3 clusters Score: Raw -290009.947604 + Penalty 808.562529 = -289201.385075 nChanged 79 SP:Iteration 39Q (1646.486142 sec): 3 clusters Score: Raw -290045.700294 + Penalty 808.562529 = -289237.137765 nChanged 62 SP:Iteration 40F (1646.533271 sec): 3 clusters Score: Raw -290070.634796 + Penalty 808.562529 = -289262.072267 nChanged 56 SP:Iteration 41Q (1646.593844 sec): 3 clusters Score: Raw -290097.609824 + Penalty 808.562529 = -289289.047296 nChanged 56 SP:Iteration 42Q (1646.640825 sec): 3 clusters Score: Raw -290128.122059 + Penalty 808.562529 = -289319.559531 nChanged 49 SP:Iteration 43Q (1646.692109 sec): 3 clusters Score: Raw -290148.710627 + Penalty 808.562529 = -289340.148099 nChanged 37 SP:Iteration 44Q (1646.749891 sec): 3 clusters Score: Raw -290164.177074 + Penalty 808.562529 = -289355.614545 nChanged 33 SP:Iteration 45Q (1646.795114 sec): 3 clusters Score: Raw -290185.762027 + Penalty 808.562529 = -289377.199498 nChanged 45 SP:Iteration 46Q (1646.844795 sec): 3 clusters Score: Raw -290215.692940 + Penalty 808.562529 = -289407.130411 nChanged 31 SP:Iteration 47Q (1646.905258 sec): 3 clusters Score: Raw -290232.572859 + Penalty 808.562529 = -289424.010330 nChanged 29 SP:Iteration 48Q (1646.955846 sec): 3 clusters Score: Raw -290248.131564 + Penalty 808.562529 = -289439.569036 nChanged 28 SP:Iteration 49Q (1646.997589 sec): 3 clusters Score: Raw -290262.944007 + Penalty 808.562529 = -289454.381479 nChanged 24 SP:Iteration 50Q (1647.057675 sec): 3 clusters Score: Raw -290273.705868 + Penalty 808.562529 = -289465.143339 nChanged 18 SP:Iteration 51Q (1647.099410 sec): 3 clusters Score: Raw -290283.312200 + Penalty 808.562529 = -289474.749671 nChanged 16 SP:Iteration 52Q (1647.157108 sec): 3 clusters Score: Raw -290292.149329 + Penalty 808.562529 = -289483.586801 nChanged 15 SP:Iteration 53Q (1647.212657 sec): 3 clusters Score: Raw -290305.079373 + Penalty 808.562529 = -289496.516845 nChanged 17 SP:Iteration 54Q (1647.255444 sec): 3 clusters Score: Raw -290316.305115 + Penalty 808.562529 = -289507.742587 nChanged 13 SP:Iteration 55Q (1647.307763 sec): 3 clusters Score: Raw -290324.081628 + Penalty 808.562529 = -289515.519100 nChanged 7 SP:Iteration 56Q (1647.357659 sec): 3 clusters Score: Raw -290327.914513 + Penalty 808.562529 = -289519.351984 nChanged 7 SP:Iteration 57Q (1647.412424 sec): 3 clusters Score: Raw -290330.498758 + Penalty 808.562529 = -289521.936230 nChanged 2 SP:Iteration 58Q (1647.461686 sec): 3 clusters Score: Raw -290331.633281 + Penalty 808.562529 = -289523.070752 nChanged 1 SP:Iteration 59Q (1647.518408 sec): 3 clusters Score: Raw -290331.796558 + Penalty 808.562529 = -289523.234029 nChanged 1 SP:Iteration 60F (1647.572197 sec): 3 clusters Score: Raw -290332.259950 + Penalty 808.562529 = -289523.697421 nChanged 2 SP:Iteration 61Q (1647.619099 sec): 3 clusters Score: Raw -290332.929399 + Penalty 808.562529 = -289524.366870 nChanged 1 SP:Iteration 62Q (1647.672243 sec): 3 clusters Score: Raw -290333.039470 + Penalty 808.562529 = -289524.476941 nChanged 1 SP:Iteration 63Q (1647.728631 sec): 3 clusters Score: Raw -290333.122528 + Penalty 808.562529 = -289524.560000 nChanged 0 SP:Iteration 64F (1647.776433 sec): 3 clusters Score: Raw -290333.122528 + Penalty 808.562529 = -289524.560000 nChanged 0 Trying to split cluster 10 (1666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1647.807564 sec): 2 clusters Score: Raw -64751.552722 + Penalty 337.527227 = -64414.025494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1647.841877 sec): 3 clusters Score: Raw -63856.467295 + Penalty 675.054455 = -63181.412840 nChanged 680 SP:Iteration 1F (1647.887351 sec): 3 clusters Score: Raw -64321.013701 + Penalty 675.054455 = -63645.959246 nChanged 147 SP:Iteration 2F (1647.933337 sec): 3 clusters Score: Raw -64456.851785 + Penalty 675.054455 = -63781.797330 nChanged 139 SP:Iteration 3F (1647.977927 sec): 3 clusters Score: Raw -64575.180586 + Penalty 675.054455 = -63900.126132 nChanged 111 SP:Iteration 4F (1648.022115 sec): 3 clusters Score: Raw -64662.029989 + Penalty 675.054455 = -63986.975535 nChanged 83 SP:Iteration 5Q (1648.065140 sec): 3 clusters Score: Raw -64733.088779 + Penalty 675.054455 = -64058.034325 nChanged 70 SP:Iteration 6Q (1648.120498 sec): 3 clusters Score: Raw -64787.012370 + Penalty 675.054455 = -64111.957915 nChanged 61 SP:Iteration 7Q (1648.165708 sec): 3 clusters Score: Raw -64823.928950 + Penalty 675.054455 = -64148.874495 nChanged 38 SP:Iteration 8Q (1648.223540 sec): 3 clusters Score: Raw -64846.549756 + Penalty 675.054455 = -64171.495301 nChanged 36 SP:Iteration 9Q (1648.268797 sec): 3 clusters Score: Raw -64874.092217 + Penalty 675.054455 = -64199.037762 nChanged 39 SP:Iteration 10Q (1648.315263 sec): 3 clusters Score: Raw -64895.671168 + Penalty 675.054455 = -64220.616713 nChanged 19 SP:Iteration 11Q (1648.358075 sec): 3 clusters Score: Raw -64905.841545 + Penalty 675.054455 = -64230.787090 nChanged 13 SP:Iteration 12Q (1648.403214 sec): 3 clusters Score: Raw -64910.460803 + Penalty 675.054455 = -64235.406348 nChanged 10 SP:Iteration 13Q (1648.456635 sec): 3 clusters Score: Raw -64915.189635 + Penalty 675.054455 = -64240.135180 nChanged 9 SP:Iteration 14Q (1648.503236 sec): 3 clusters Score: Raw -64917.825190 + Penalty 675.054455 = -64242.770735 nChanged 6 SP:Iteration 15Q (1648.541120 sec): 3 clusters Score: Raw -64918.728304 + Penalty 675.054455 = -64243.673849 nChanged 4 SP:Iteration 16Q (1648.590411 sec): 3 clusters Score: Raw -64919.424385 + Penalty 675.054455 = -64244.369930 nChanged 3 SP:Iteration 17Q (1648.638630 sec): 3 clusters Score: Raw -64919.622144 + Penalty 675.054455 = -64244.567689 nChanged 2 SP:Iteration 18Q (1648.686321 sec): 3 clusters Score: Raw -64919.844831 + Penalty 675.054455 = -64244.790376 nChanged 1 SP:Iteration 19Q (1648.731386 sec): 3 clusters Score: Raw -64919.949895 + Penalty 675.054455 = -64244.895440 nChanged 1 SP:Iteration 20F (1648.773971 sec): 3 clusters Score: Raw -64920.118344 + Penalty 675.054455 = -64245.063889 nChanged 3 SP:Iteration 21Q (1648.835547 sec): 3 clusters Score: Raw -64920.634906 + Penalty 675.054455 = -64245.580451 nChanged 2 SP:Iteration 22Q (1648.887468 sec): 3 clusters Score: Raw -64921.090076 + Penalty 675.054455 = -64246.035621 nChanged 6 SP:Iteration 23Q (1648.928918 sec): 3 clusters Score: Raw -64922.503157 + Penalty 675.054455 = -64247.448703 nChanged 3 SP:Iteration 24Q (1648.975223 sec): 3 clusters Score: Raw -64922.840129 + Penalty 675.054455 = -64247.785674 nChanged 3 SP:Iteration 25Q (1649.022279 sec): 3 clusters Score: Raw -64923.468598 + Penalty 675.054455 = -64248.414143 nChanged 4 SP:Iteration 26Q (1649.072556 sec): 3 clusters Score: Raw -64924.097104 + Penalty 675.054455 = -64249.042649 nChanged 4 SP:Iteration 27Q (1649.120084 sec): 3 clusters Score: Raw -64924.520415 + Penalty 675.054455 = -64249.465960 nChanged 4 SP:Iteration 28Q (1649.159098 sec): 3 clusters Score: Raw -64925.237438 + Penalty 675.054455 = -64250.182983 nChanged 5 SP:Iteration 29Q (1649.203028 sec): 3 clusters Score: Raw -64926.068947 + Penalty 675.054455 = -64251.014493 nChanged 5 SP:Iteration 30Q (1649.251344 sec): 3 clusters Score: Raw -64926.756161 + Penalty 675.054455 = -64251.701706 nChanged 3 SP:Iteration 31Q (1649.288185 sec): 3 clusters Score: Raw -64927.278023 + Penalty 675.054455 = -64252.223568 nChanged 2 SP:Iteration 32Q (1649.343384 sec): 3 clusters Score: Raw -64927.622051 + Penalty 675.054455 = -64252.567596 nChanged 2 SP:Iteration 33Q (1649.378899 sec): 3 clusters Score: Raw -64927.968673 + Penalty 675.054455 = -64252.914219 nChanged 1 SP:Iteration 34Q (1649.424188 sec): 3 clusters Score: Raw -64928.420937 + Penalty 675.054455 = -64253.366482 nChanged 1 SP:Iteration 35Q (1649.463038 sec): 3 clusters Score: Raw -64928.848739 + Penalty 675.054455 = -64253.794284 nChanged 0 SP:Iteration 36F (1649.521776 sec): 3 clusters Score: Raw -64928.848739 + Penalty 675.054455 = -64253.794284 nChanged 0 Trying to split cluster 11 (11949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1649.554718 sec): 2 clusters Score: Raw -490444.627275 + Penalty 427.172331 = -490017.454945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1649.604431 sec): 3 clusters Score: Raw -482858.881898 + Penalty 854.344661 = -482004.537237 nChanged 5644 SP:Iteration 1F (1649.663043 sec): 3 clusters Score: Raw -486601.242235 + Penalty 854.344661 = -485746.897574 nChanged 885 SP:Iteration 2F (1649.716054 sec): 3 clusters Score: Raw -487235.961179 + Penalty 854.344661 = -486381.616518 nChanged 796 SP:Iteration 3F (1649.770770 sec): 3 clusters Score: Raw -487827.646667 + Penalty 854.344661 = -486973.302005 nChanged 730 SP:Iteration 4F (1649.834496 sec): 3 clusters Score: Raw -488352.553600 + Penalty 854.344661 = -487498.208939 nChanged 607 SP:Iteration 5F (1649.891409 sec): 3 clusters Score: Raw -488760.840643 + Penalty 854.344661 = -487906.495982 nChanged 487 SP:Iteration 6Q (1649.947128 sec): 3 clusters Score: Raw -489041.713919 + Penalty 854.344661 = -488187.369258 nChanged 388 SP:Iteration 7Q (1650.005107 sec): 3 clusters Score: Raw -489246.711953 + Penalty 854.344661 = -488392.367292 nChanged 314 SP:Iteration 8Q (1650.061335 sec): 3 clusters Score: Raw -489416.859454 + Penalty 854.344661 = -488562.514792 nChanged 320 SP:Iteration 9Q (1650.111531 sec): 3 clusters Score: Raw -489593.281619 + Penalty 854.344661 = -488738.936958 nChanged 293 SP:Iteration 10Q (1650.174537 sec): 3 clusters Score: Raw -489749.133081 + Penalty 854.344661 = -488894.788419 nChanged 258 SP:Iteration 11Q (1650.231014 sec): 3 clusters Score: Raw -489892.341714 + Penalty 854.344661 = -489037.997052 nChanged 253 SP:Iteration 12Q (1650.292559 sec): 3 clusters Score: Raw -490042.437645 + Penalty 854.344661 = -489188.092984 nChanged 205 SP:Iteration 13Q (1650.352415 sec): 3 clusters Score: Raw -490176.868442 + Penalty 854.344661 = -489322.523780 nChanged 180 SP:Iteration 14Q (1650.406498 sec): 3 clusters Score: Raw -490291.969548 + Penalty 854.344661 = -489437.624887 nChanged 136 SP:Iteration 15Q (1650.455264 sec): 3 clusters Score: Raw -490372.299826 + Penalty 854.344661 = -489517.955165 nChanged 99 SP:Iteration 16Q (1650.521331 sec): 3 clusters Score: Raw -490428.179561 + Penalty 854.344661 = -489573.834899 nChanged 73 SP:Iteration 17Q (1650.577029 sec): 3 clusters Score: Raw -490468.572980 + Penalty 854.344661 = -489614.228319 nChanged 56 SP:Iteration 18Q (1650.632042 sec): 3 clusters Score: Raw -490503.522399 + Penalty 854.344661 = -489649.177738 nChanged 45 SP:Iteration 19Q (1650.685254 sec): 3 clusters Score: Raw -490536.810094 + Penalty 854.344661 = -489682.465432 nChanged 34 SP:Iteration 20F (1650.735668 sec): 3 clusters Score: Raw -490559.956529 + Penalty 854.344661 = -489705.611868 nChanged 24 SP:Iteration 21Q (1650.791781 sec): 3 clusters Score: Raw -490575.627526 + Penalty 854.344661 = -489721.282864 nChanged 20 SP:Iteration 22Q (1650.851149 sec): 3 clusters Score: Raw -490593.505605 + Penalty 854.344661 = -489739.160944 nChanged 13 SP:Iteration 23Q (1650.891691 sec): 3 clusters Score: Raw -490604.953062 + Penalty 854.344661 = -489750.608401 nChanged 10 SP:Iteration 24Q (1650.949034 sec): 3 clusters Score: Raw -490611.755574 + Penalty 854.344661 = -489757.410912 nChanged 9 SP:Iteration 25Q (1651.016399 sec): 3 clusters Score: Raw -490625.576530 + Penalty 854.344661 = -489771.231869 nChanged 11 SP:Iteration 26Q (1651.068478 sec): 3 clusters Score: Raw -490637.610195 + Penalty 854.344661 = -489783.265534 nChanged 4 SP:Iteration 27Q (1651.124793 sec): 3 clusters Score: Raw -490643.574675 + Penalty 854.344661 = -489789.230013 nChanged 1 SP:Iteration 28Q (1651.165082 sec): 3 clusters Score: Raw -490644.055571 + Penalty 854.344661 = -489789.710910 nChanged 0 SP:Iteration 29F (1651.231228 sec): 3 clusters Score: Raw -490644.055571 + Penalty 854.344661 = -489789.710910 nChanged 0 Trying to split cluster 12 (712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1651.255708 sec): 2 clusters Score: Raw -22712.847644 + Penalty 298.847545 = -22414.000099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1651.298071 sec): 3 clusters Score: Raw -22394.197717 + Penalty 597.695090 = -21796.502627 nChanged 264 SP:Iteration 1F (1651.348712 sec): 3 clusters Score: Raw -22559.284459 + Penalty 597.695090 = -21961.589369 nChanged 59 SP:Iteration 2F (1651.394649 sec): 3 clusters Score: Raw -22610.325207 + Penalty 597.695090 = -22012.630117 nChanged 36 SP:Iteration 3F (1651.433645 sec): 3 clusters Score: Raw -22639.008465 + Penalty 597.695090 = -22041.313375 nChanged 14 SP:Iteration 4Q (1651.482107 sec): 3 clusters Score: Raw -22649.427539 + Penalty 597.695090 = -22051.732449 nChanged 15 SP:Iteration 5Q (1651.520682 sec): 3 clusters Score: Raw -22660.741655 + Penalty 597.695090 = -22063.046565 nChanged 17 SP:Iteration 6Q (1651.576126 sec): 3 clusters Score: Raw -22672.974608 + Penalty 597.695090 = -22075.279519 nChanged 12 SP:Iteration 7Q (1651.615131 sec): 3 clusters Score: Raw -22680.064651 + Penalty 597.695090 = -22082.369561 nChanged 13 SP:Iteration 8Q (1651.668381 sec): 3 clusters Score: Raw -22685.509191 + Penalty 597.695090 = -22087.814101 nChanged 8 SP:Iteration 9Q (1651.710288 sec): 3 clusters Score: Raw -22688.377321 + Penalty 597.695090 = -22090.682231 nChanged 5 SP:Iteration 10Q (1651.763908 sec): 3 clusters Score: Raw -22691.024658 + Penalty 597.695090 = -22093.329568 nChanged 8 SP:Iteration 11Q (1651.810233 sec): 3 clusters Score: Raw -22696.940866 + Penalty 597.695090 = -22099.245776 nChanged 9 SP:Iteration 12Q (1651.849097 sec): 3 clusters Score: Raw -22702.851888 + Penalty 597.695090 = -22105.156798 nChanged 11 SP:Iteration 13Q (1651.892353 sec): 3 clusters Score: Raw -22713.835487 + Penalty 597.695090 = -22116.140397 nChanged 14 SP:Iteration 14Q (1651.942433 sec): 3 clusters Score: Raw -22728.702320 + Penalty 597.695090 = -22131.007230 nChanged 14 SP:Iteration 15Q (1651.987216 sec): 3 clusters Score: Raw -22740.178776 + Penalty 597.695090 = -22142.483686 nChanged 6 SP:Iteration 16Q (1652.028847 sec): 3 clusters Score: Raw -22743.291356 + Penalty 597.695090 = -22145.596267 nChanged 4 SP:Iteration 17Q (1652.075090 sec): 3 clusters Score: Raw -22745.498412 + Penalty 597.695090 = -22147.803322 nChanged 5 SP:Iteration 18Q (1652.123239 sec): 3 clusters Score: Raw -22750.139123 + Penalty 597.695090 = -22152.444034 nChanged 7 SP:Iteration 19Q (1652.168286 sec): 3 clusters Score: Raw -22756.081052 + Penalty 597.695090 = -22158.385962 nChanged 6 SP:Iteration 20F (1652.222896 sec): 3 clusters Score: Raw -22760.896674 + Penalty 597.695090 = -22163.201584 nChanged 4 SP:Iteration 21Q (1652.267346 sec): 3 clusters Score: Raw -22763.533554 + Penalty 597.695090 = -22165.838464 nChanged 2 SP:Iteration 22Q (1652.325507 sec): 3 clusters Score: Raw -22764.005365 + Penalty 597.695090 = -22166.310275 nChanged 1 SP:Iteration 23Q (1652.375909 sec): 3 clusters Score: Raw -22764.355644 + Penalty 597.695090 = -22166.660554 nChanged 2 SP:Iteration 24Q (1652.420794 sec): 3 clusters Score: Raw -22766.747719 + Penalty 597.695090 = -22169.052629 nChanged 0 SP:Iteration 25F (1652.468122 sec): 3 clusters Score: Raw -22766.747719 + Penalty 597.695090 = -22169.052629 nChanged 0 Trying to split cluster 13 (2384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1652.497845 sec): 2 clusters Score: Raw -79043.335707 + Penalty 353.832344 = -78689.503363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1652.545695 sec): 3 clusters Score: Raw -77725.296723 + Penalty 707.664688 = -77017.632035 nChanged 1006 SP:Iteration 1F (1652.595532 sec): 3 clusters Score: Raw -78298.500513 + Penalty 707.664688 = -77590.835825 nChanged 201 SP:Iteration 2F (1652.637984 sec): 3 clusters Score: Raw -78437.051752 + Penalty 707.664688 = -77729.387065 nChanged 183 SP:Iteration 3F (1652.691860 sec): 3 clusters Score: Raw -78588.268142 + Penalty 707.664688 = -77880.603454 nChanged 190 SP:Iteration 4F (1652.733799 sec): 3 clusters Score: Raw -78737.483794 + Penalty 707.664688 = -78029.819106 nChanged 160 SP:Iteration 5F (1652.774297 sec): 3 clusters Score: Raw -78843.102474 + Penalty 707.664688 = -78135.437786 nChanged 103 SP:Iteration 6Q (1652.824983 sec): 3 clusters Score: Raw -78918.832519 + Penalty 707.664688 = -78211.167831 nChanged 67 SP:Iteration 7Q (1652.873820 sec): 3 clusters Score: Raw -78965.098427 + Penalty 707.664688 = -78257.433739 nChanged 57 SP:Iteration 8Q (1652.920154 sec): 3 clusters Score: Raw -79009.955431 + Penalty 707.664688 = -78302.290743 nChanged 51 SP:Iteration 9Q (1652.964344 sec): 3 clusters Score: Raw -79045.826754 + Penalty 707.664688 = -78338.162066 nChanged 53 SP:Iteration 10Q (1653.022369 sec): 3 clusters Score: Raw -79075.007219 + Penalty 707.664688 = -78367.342531 nChanged 39 SP:Iteration 11Q (1653.059385 sec): 3 clusters Score: Raw -79099.741111 + Penalty 707.664688 = -78392.076423 nChanged 37 SP:Iteration 12Q (1653.115735 sec): 3 clusters Score: Raw -79124.003268 + Penalty 707.664688 = -78416.338581 nChanged 34 SP:Iteration 13Q (1653.158821 sec): 3 clusters Score: Raw -79142.771514 + Penalty 707.664688 = -78435.106826 nChanged 26 SP:Iteration 14Q (1653.200560 sec): 3 clusters Score: Raw -79157.939092 + Penalty 707.664688 = -78450.274404 nChanged 27 SP:Iteration 15Q (1653.246795 sec): 3 clusters Score: Raw -79173.132463 + Penalty 707.664688 = -78465.467776 nChanged 26 SP:Iteration 16Q (1653.304455 sec): 3 clusters Score: Raw -79192.720580 + Penalty 707.664688 = -78485.055892 nChanged 24 SP:Iteration 17Q (1653.342534 sec): 3 clusters Score: Raw -79208.166886 + Penalty 707.664688 = -78500.502198 nChanged 18 SP:Iteration 18Q (1653.403106 sec): 3 clusters Score: Raw -79220.081445 + Penalty 707.664688 = -78512.416758 nChanged 17 SP:Iteration 19Q (1653.449508 sec): 3 clusters Score: Raw -79234.154624 + Penalty 707.664688 = -78526.489937 nChanged 21 SP:Iteration 20F (1653.499245 sec): 3 clusters Score: Raw -79252.391197 + Penalty 707.664688 = -78544.726509 nChanged 15 SP:Iteration 21Q (1653.545310 sec): 3 clusters Score: Raw -79258.773247 + Penalty 707.664688 = -78551.108559 nChanged 11 SP:Iteration 22Q (1653.590458 sec): 3 clusters Score: Raw -79265.865433 + Penalty 707.664688 = -78558.200745 nChanged 8 SP:Iteration 23Q (1653.640488 sec): 3 clusters Score: Raw -79270.632276 + Penalty 707.664688 = -78562.967588 nChanged 6 SP:Iteration 24Q (1653.687872 sec): 3 clusters Score: Raw -79273.847473 + Penalty 707.664688 = -78566.182785 nChanged 7 SP:Iteration 25Q (1653.745077 sec): 3 clusters Score: Raw -79276.267202 + Penalty 707.664688 = -78568.602515 nChanged 6 SP:Iteration 26Q (1653.785975 sec): 3 clusters Score: Raw -79278.007799 + Penalty 707.664688 = -78570.343111 nChanged 1 SP:Iteration 27Q (1653.826974 sec): 3 clusters Score: Raw -79278.167239 + Penalty 707.664688 = -78570.502551 nChanged 0 SP:Iteration 28F (1653.873414 sec): 3 clusters Score: Raw -79278.167239 + Penalty 707.664688 = -78570.502551 nChanged 0 Trying to split cluster 14 (9740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1653.907530 sec): 2 clusters Score: Raw -375804.759487 + Penalty 417.871836 = -375386.887651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1653.964082 sec): 3 clusters Score: Raw -369749.085779 + Penalty 835.743672 = -368913.342107 nChanged 4569 SP:Iteration 1F (1654.023525 sec): 3 clusters Score: Raw -372345.411781 + Penalty 835.743672 = -371509.668109 nChanged 648 SP:Iteration 2F (1654.078515 sec): 3 clusters Score: Raw -372713.083231 + Penalty 835.743672 = -371877.339559 nChanged 647 SP:Iteration 3F (1654.127293 sec): 3 clusters Score: Raw -373134.527819 + Penalty 835.743672 = -372298.784147 nChanged 648 SP:Iteration 4F (1654.176951 sec): 3 clusters Score: Raw -373598.232111 + Penalty 835.743672 = -372762.488439 nChanged 579 SP:Iteration 5F (1654.233049 sec): 3 clusters Score: Raw -374013.491880 + Penalty 835.743672 = -373177.748208 nChanged 519 SP:Iteration 6F (1654.292579 sec): 3 clusters Score: Raw -374378.737493 + Penalty 835.743672 = -373542.993821 nChanged 418 SP:Iteration 7Q (1654.351577 sec): 3 clusters Score: Raw -374618.576313 + Penalty 835.743672 = -373782.832641 nChanged 322 SP:Iteration 8Q (1654.406003 sec): 3 clusters Score: Raw -374770.215441 + Penalty 835.743672 = -373934.471769 nChanged 242 SP:Iteration 9Q (1654.460646 sec): 3 clusters Score: Raw -374866.267499 + Penalty 835.743672 = -374030.523827 nChanged 192 SP:Iteration 10Q (1654.519597 sec): 3 clusters Score: Raw -374936.065591 + Penalty 835.743672 = -374100.321918 nChanged 160 SP:Iteration 11Q (1654.565713 sec): 3 clusters Score: Raw -374993.747088 + Penalty 835.743672 = -374158.003416 nChanged 145 SP:Iteration 12Q (1654.617353 sec): 3 clusters Score: Raw -375041.456409 + Penalty 835.743672 = -374205.712737 nChanged 140 SP:Iteration 13Q (1654.682742 sec): 3 clusters Score: Raw -375083.454930 + Penalty 835.743672 = -374247.711258 nChanged 123 SP:Iteration 14Q (1654.737794 sec): 3 clusters Score: Raw -375115.522901 + Penalty 835.743672 = -374279.779229 nChanged 105 SP:Iteration 15Q (1654.789205 sec): 3 clusters Score: Raw -375138.712780 + Penalty 835.743672 = -374302.969108 nChanged 93 SP:Iteration 16Q (1654.841907 sec): 3 clusters Score: Raw -375160.718593 + Penalty 835.743672 = -374324.974921 nChanged 89 SP:Iteration 17Q (1654.887996 sec): 3 clusters Score: Raw -375181.992119 + Penalty 835.743672 = -374346.248447 nChanged 90 SP:Iteration 18Q (1654.941342 sec): 3 clusters Score: Raw -375201.999654 + Penalty 835.743672 = -374366.255982 nChanged 82 SP:Iteration 19Q (1655.000218 sec): 3 clusters Score: Raw -375219.707559 + Penalty 835.743672 = -374383.963887 nChanged 76 SP:Iteration 20F (1655.045099 sec): 3 clusters Score: Raw -375236.282432 + Penalty 835.743672 = -374400.538760 nChanged 68 SP:Iteration 21Q (1655.098968 sec): 3 clusters Score: Raw -375249.098303 + Penalty 835.743672 = -374413.354631 nChanged 76 SP:Iteration 22Q (1655.147406 sec): 3 clusters Score: Raw -375265.412118 + Penalty 835.743672 = -374429.668446 nChanged 74 SP:Iteration 23Q (1655.205876 sec): 3 clusters Score: Raw -375279.832438 + Penalty 835.743672 = -374444.088766 nChanged 63 SP:Iteration 24Q (1655.262286 sec): 3 clusters Score: Raw -375290.374674 + Penalty 835.743672 = -374454.631002 nChanged 57 SP:Iteration 25Q (1655.315751 sec): 3 clusters Score: Raw -375299.748837 + Penalty 835.743672 = -374464.005165 nChanged 53 SP:Iteration 26Q (1655.375274 sec): 3 clusters Score: Raw -375307.173041 + Penalty 835.743672 = -374471.429369 nChanged 45 SP:Iteration 27Q (1655.420546 sec): 3 clusters Score: Raw -375312.772829 + Penalty 835.743672 = -374477.029157 nChanged 42 SP:Iteration 28Q (1655.475947 sec): 3 clusters Score: Raw -375318.057206 + Penalty 835.743672 = -374482.313534 nChanged 36 SP:Iteration 29Q (1655.542422 sec): 3 clusters Score: Raw -375322.749873 + Penalty 835.743672 = -374487.006201 nChanged 43 SP:Iteration 30Q (1655.584331 sec): 3 clusters Score: Raw -375328.485541 + Penalty 835.743672 = -374492.741869 nChanged 52 SP:Iteration 31Q (1655.646118 sec): 3 clusters Score: Raw -375336.447104 + Penalty 835.743672 = -374500.703432 nChanged 55 SP:Iteration 32Q (1655.696022 sec): 3 clusters Score: Raw -375345.183116 + Penalty 835.743672 = -374509.439444 nChanged 48 SP:Iteration 33Q (1655.741776 sec): 3 clusters Score: Raw -375352.213070 + Penalty 835.743672 = -374516.469398 nChanged 50 SP:Iteration 34Q (1655.801795 sec): 3 clusters Score: Raw -375360.531742 + Penalty 835.743672 = -374524.788070 nChanged 59 SP:Iteration 35Q (1655.854173 sec): 3 clusters Score: Raw -375372.518713 + Penalty 835.743672 = -374536.775041 nChanged 65 SP:Iteration 36Q (1655.912913 sec): 3 clusters Score: Raw -375389.113346 + Penalty 835.743672 = -374553.369674 nChanged 63 SP:Iteration 37Q (1655.968047 sec): 3 clusters Score: Raw -375411.598378 + Penalty 835.743672 = -374575.854706 nChanged 84 SP:Iteration 38Q (1656.016778 sec): 3 clusters Score: Raw -375448.936360 + Penalty 835.743672 = -374613.192688 nChanged 81 SP:Iteration 39Q (1656.072835 sec): 3 clusters Score: Raw -375488.813478 + Penalty 835.743672 = -374653.069806 nChanged 102 SP:Iteration 40F (1656.122543 sec): 3 clusters Score: Raw -375538.851771 + Penalty 835.743672 = -374703.108099 nChanged 109 SP:Iteration 41Q (1656.182987 sec): 3 clusters Score: Raw -375584.807292 + Penalty 835.743672 = -374749.063620 nChanged 107 SP:Iteration 42Q (1656.238022 sec): 3 clusters Score: Raw -375633.632171 + Penalty 835.743672 = -374797.888499 nChanged 115 SP:Iteration 43Q (1656.298156 sec): 3 clusters Score: Raw -375693.198499 + Penalty 835.743672 = -374857.454827 nChanged 90 SP:Iteration 44Q (1656.355793 sec): 3 clusters Score: Raw -375732.992607 + Penalty 835.743672 = -374897.248935 nChanged 97 SP:Iteration 45Q (1656.401191 sec): 3 clusters Score: Raw -375773.894762 + Penalty 835.743672 = -374938.151090 nChanged 101 SP:Iteration 46Q (1656.459454 sec): 3 clusters Score: Raw -375814.202729 + Penalty 835.743672 = -374978.459057 nChanged 87 SP:Iteration 47Q (1656.521717 sec): 3 clusters Score: Raw -375843.449496 + Penalty 835.743672 = -375007.705823 nChanged 81 SP:Iteration 48Q (1656.576026 sec): 3 clusters Score: Raw -375869.327984 + Penalty 835.743672 = -375033.584312 nChanged 90 SP:Iteration 49Q (1656.621205 sec): 3 clusters Score: Raw -375895.566558 + Penalty 835.743672 = -375059.822886 nChanged 82 SP:Iteration 50Q (1656.679469 sec): 3 clusters Score: Raw -375917.539116 + Penalty 835.743672 = -375081.795444 nChanged 63 SP:Iteration 51Q (1656.733598 sec): 3 clusters Score: Raw -375932.467339 + Penalty 835.743672 = -375096.723667 nChanged 59 SP:Iteration 52Q (1656.788663 sec): 3 clusters Score: Raw -375943.462440 + Penalty 835.743672 = -375107.718767 nChanged 43 SP:Iteration 53Q (1656.853459 sec): 3 clusters Score: Raw -375950.865170 + Penalty 835.743672 = -375115.121497 nChanged 42 SP:Iteration 54Q (1656.901498 sec): 3 clusters Score: Raw -375958.224293 + Penalty 835.743672 = -375122.480621 nChanged 42 SP:Iteration 55Q (1656.961692 sec): 3 clusters Score: Raw -375966.511508 + Penalty 835.743672 = -375130.767836 nChanged 37 SP:Iteration 56Q (1657.017486 sec): 3 clusters Score: Raw -375975.185420 + Penalty 835.743672 = -375139.441748 nChanged 43 SP:Iteration 57Q (1657.077869 sec): 3 clusters Score: Raw -375985.997690 + Penalty 835.743672 = -375150.254018 nChanged 35 SP:Iteration 58Q (1657.136002 sec): 3 clusters Score: Raw -375993.130616 + Penalty 835.743672 = -375157.386944 nChanged 29 SP:Iteration 59Q (1657.181664 sec): 3 clusters Score: Raw -375999.139446 + Penalty 835.743672 = -375163.395774 nChanged 31 SP:Iteration 60F (1657.245122 sec): 3 clusters Score: Raw -376003.495626 + Penalty 835.743672 = -375167.751954 nChanged 24 SP:Iteration 61Q (1657.292580 sec): 3 clusters Score: Raw -376006.393862 + Penalty 835.743672 = -375170.650190 nChanged 28 SP:Iteration 62Q (1657.349846 sec): 3 clusters Score: Raw -376011.613238 + Penalty 835.743672 = -375175.869566 nChanged 27 SP:Iteration 63Q (1657.412078 sec): 3 clusters Score: Raw -376015.862291 + Penalty 835.743672 = -375180.118619 nChanged 22 SP:Iteration 64Q (1657.462906 sec): 3 clusters Score: Raw -376018.846768 + Penalty 835.743672 = -375183.103096 nChanged 22 SP:Iteration 65Q (1657.507312 sec): 3 clusters Score: Raw -376022.940667 + Penalty 835.743672 = -375187.196995 nChanged 19 SP:Iteration 66Q (1657.561731 sec): 3 clusters Score: Raw -376026.522578 + Penalty 835.743672 = -375190.778906 nChanged 15 SP:Iteration 67Q (1657.617747 sec): 3 clusters Score: Raw -376028.751146 + Penalty 835.743672 = -375193.007473 nChanged 18 SP:Iteration 68Q (1657.682661 sec): 3 clusters Score: Raw -376031.825527 + Penalty 835.743672 = -375196.081855 nChanged 14 SP:Iteration 69Q (1657.726336 sec): 3 clusters Score: Raw -376034.484654 + Penalty 835.743672 = -375198.740982 nChanged 15 SP:Iteration 70Q (1657.790462 sec): 3 clusters Score: Raw -376038.038544 + Penalty 835.743672 = -375202.294872 nChanged 14 SP:Iteration 71Q (1657.829024 sec): 3 clusters Score: Raw -376040.298340 + Penalty 835.743672 = -375204.554668 nChanged 12 SP:Iteration 72Q (1657.882822 sec): 3 clusters Score: Raw -376042.156827 + Penalty 835.743672 = -375206.413155 nChanged 14 SP:Iteration 73Q (1657.949344 sec): 3 clusters Score: Raw -376044.151109 + Penalty 835.743672 = -375208.407437 nChanged 12 SP:Iteration 74Q (1658.005969 sec): 3 clusters Score: Raw -376045.977570 + Penalty 835.743672 = -375210.233898 nChanged 5 SP:Iteration 75Q (1658.049209 sec): 3 clusters Score: Raw -376046.450299 + Penalty 835.743672 = -375210.706627 nChanged 5 SP:Iteration 76Q (1658.100400 sec): 3 clusters Score: Raw -376047.390697 + Penalty 835.743672 = -375211.647025 nChanged 11 SP:Iteration 77Q (1658.163222 sec): 3 clusters Score: Raw -376049.914699 + Penalty 835.743672 = -375214.171026 nChanged 15 SP:Iteration 78Q (1658.207585 sec): 3 clusters Score: Raw -376052.460934 + Penalty 835.743672 = -375216.717262 nChanged 9 SP:Iteration 79Q (1658.265668 sec): 3 clusters Score: Raw -376053.789393 + Penalty 835.743672 = -375218.045721 nChanged 7 SP:Iteration 80F (1658.311740 sec): 3 clusters Score: Raw -376054.905956 + Penalty 835.743672 = -375219.162284 nChanged 7 SP:Iteration 81Q (1658.376743 sec): 3 clusters Score: Raw -376056.054561 + Penalty 835.743672 = -375220.310889 nChanged 6 SP:Iteration 82Q (1658.423632 sec): 3 clusters Score: Raw -376056.741612 + Penalty 835.743672 = -375220.997940 nChanged 2 SP:Iteration 83Q (1658.480057 sec): 3 clusters Score: Raw -376056.949343 + Penalty 835.743672 = -375221.205671 nChanged 2 SP:Iteration 84Q (1658.534077 sec): 3 clusters Score: Raw -376057.173820 + Penalty 835.743672 = -375221.430147 nChanged 2 SP:Iteration 85Q (1658.586963 sec): 3 clusters Score: Raw -376057.289580 + Penalty 835.743672 = -375221.545908 nChanged 0 SP:Iteration 86F (1658.642845 sec): 3 clusters Score: Raw -376057.289580 + Penalty 835.743672 = -375221.545908 nChanged 0 Trying to split cluster 15 (1587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1658.670391 sec): 2 clusters Score: Raw -45320.889603 + Penalty 335.316833 = -44985.572770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1658.705334 sec): 3 clusters Score: Raw -44496.262838 + Penalty 670.633666 = -43825.629173 nChanged 702 SP:Iteration 1F (1658.750156 sec): 3 clusters Score: Raw -45045.769004 + Penalty 670.633666 = -44375.135338 nChanged 188 SP:Iteration 2F (1658.798108 sec): 3 clusters Score: Raw -45243.126320 + Penalty 670.633666 = -44572.492654 nChanged 144 SP:Iteration 3F (1658.845691 sec): 3 clusters Score: Raw -45391.293929 + Penalty 670.633666 = -44720.660264 nChanged 104 SP:Iteration 4F (1658.888297 sec): 3 clusters Score: Raw -45472.496997 + Penalty 670.633666 = -44801.863331 nChanged 76 SP:Iteration 5Q (1658.932899 sec): 3 clusters Score: Raw -45530.307200 + Penalty 670.633666 = -44859.673534 nChanged 44 SP:Iteration 6Q (1658.988319 sec): 3 clusters Score: Raw -45565.833849 + Penalty 670.633666 = -44895.200183 nChanged 32 SP:Iteration 7Q (1659.026797 sec): 3 clusters Score: Raw -45604.515002 + Penalty 670.633666 = -44933.881336 nChanged 28 SP:Iteration 8Q (1659.064483 sec): 3 clusters Score: Raw -45641.524001 + Penalty 670.633666 = -44970.890336 nChanged 39 SP:Iteration 9Q (1659.113355 sec): 3 clusters Score: Raw -45677.036244 + Penalty 670.633666 = -45006.402578 nChanged 41 SP:Iteration 10Q (1659.161022 sec): 3 clusters Score: Raw -45730.727899 + Penalty 670.633666 = -45060.094233 nChanged 48 SP:Iteration 11Q (1659.200936 sec): 3 clusters Score: Raw -45791.940117 + Penalty 670.633666 = -45121.306452 nChanged 47 SP:Iteration 12Q (1659.256861 sec): 3 clusters Score: Raw -45843.640940 + Penalty 670.633666 = -45173.007275 nChanged 46 SP:Iteration 13Q (1659.309569 sec): 3 clusters Score: Raw -45887.041098 + Penalty 670.633666 = -45216.407432 nChanged 44 SP:Iteration 14Q (1659.345939 sec): 3 clusters Score: Raw -45965.179316 + Penalty 670.633666 = -45294.545650 nChanged 29 SP:Iteration 15Q (1659.403517 sec): 3 clusters Score: Raw -45989.649532 + Penalty 670.633666 = -45319.015866 nChanged 20 SP:Iteration 16Q (1659.448459 sec): 3 clusters Score: Raw -46003.146702 + Penalty 670.633666 = -45332.513037 nChanged 9 SP:Iteration 17Q (1659.493284 sec): 3 clusters Score: Raw -46008.889545 + Penalty 670.633666 = -45338.255879 nChanged 7 SP:Iteration 18Q (1659.539060 sec): 3 clusters Score: Raw -46009.964622 + Penalty 670.633666 = -45339.330957 nChanged 2 SP:Iteration 19Q (1659.581066 sec): 3 clusters Score: Raw -46010.229750 + Penalty 670.633666 = -45339.596085 nChanged 1 SP:Iteration 20F (1659.633735 sec): 3 clusters Score: Raw -46010.338403 + Penalty 670.633666 = -45339.704738 nChanged 1 SP:Iteration 21Q (1659.685346 sec): 3 clusters Score: Raw -46010.541033 + Penalty 670.633666 = -45339.907367 nChanged 1 SP:Iteration 22Q (1659.737710 sec): 3 clusters Score: Raw -46010.848106 + Penalty 670.633666 = -45340.214440 nChanged 1 SP:Iteration 23Q (1659.784216 sec): 3 clusters Score: Raw -46010.932293 + Penalty 670.633666 = -45340.298627 nChanged 0 SP:Iteration 24F (1659.821263 sec): 3 clusters Score: Raw -46010.932293 + Penalty 670.633666 = -45340.298627 nChanged 0 Score: Raw -17401876.726088 + Penalty 28506.296451 = -17373370.429637 Splitting cluster 15 changes total score from -17373273.024121 to -17373370.429637 So it's getting split into cluster 48. Trying to split cluster 16 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1667.710235 sec): 2 clusters Score: Raw -25947.850341 + Penalty 299.292692 = -25648.557649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1667.747051 sec): 3 clusters Score: Raw -25640.340705 + Penalty 598.585384 = -25041.755321 nChanged 263 SP:Iteration 1F (1667.797482 sec): 3 clusters Score: Raw -25841.492281 + Penalty 598.585384 = -25242.906897 nChanged 69 SP:Iteration 2F (1667.847906 sec): 3 clusters Score: Raw -25897.123118 + Penalty 598.585384 = -25298.537734 nChanged 37 SP:Iteration 3F (1667.894244 sec): 3 clusters Score: Raw -25937.684268 + Penalty 598.585384 = -25339.098885 nChanged 41 SP:Iteration 4F (1667.942672 sec): 3 clusters Score: Raw -25973.667854 + Penalty 598.585384 = -25375.082470 nChanged 33 SP:Iteration 5Q (1667.982688 sec): 3 clusters Score: Raw -26008.601578 + Penalty 598.585384 = -25410.016194 nChanged 20 SP:Iteration 6Q (1668.036019 sec): 3 clusters Score: Raw -26029.250855 + Penalty 598.585384 = -25430.665472 nChanged 17 SP:Iteration 7Q (1668.072621 sec): 3 clusters Score: Raw -26048.557494 + Penalty 598.585384 = -25449.972110 nChanged 21 SP:Iteration 8Q (1668.130673 sec): 3 clusters Score: Raw -26081.818523 + Penalty 598.585384 = -25483.233140 nChanged 36 SP:Iteration 9F (1668.168898 sec): 3 clusters Score: Raw -26139.644585 + Penalty 598.585384 = -25541.059202 nChanged 20 SP:Iteration 10Q (1668.214720 sec): 3 clusters Score: Raw -26176.652245 + Penalty 598.585384 = -25578.066861 nChanged 17 SP:Iteration 11Q (1668.265435 sec): 3 clusters Score: Raw -26210.226385 + Penalty 598.585384 = -25611.641002 nChanged 12 SP:Iteration 12Q (1668.308396 sec): 3 clusters Score: Raw -26226.739085 + Penalty 598.585384 = -25628.153701 nChanged 13 SP:Iteration 13Q (1668.354637 sec): 3 clusters Score: Raw -26251.502691 + Penalty 598.585384 = -25652.917307 nChanged 11 SP:Iteration 14Q (1668.399672 sec): 3 clusters Score: Raw -26262.611495 + Penalty 598.585384 = -25664.026111 nChanged 7 SP:Iteration 15Q (1668.452108 sec): 3 clusters Score: Raw -26269.523540 + Penalty 598.585384 = -25670.938156 nChanged 4 SP:Iteration 16Q (1668.497949 sec): 3 clusters Score: Raw -26271.043298 + Penalty 598.585384 = -25672.457914 nChanged 0 SP:Iteration 17F (1668.541117 sec): 3 clusters Score: Raw -26271.468736 + Penalty 598.585384 = -25672.883352 nChanged 1 SP:Iteration 18Q (1668.586622 sec): 3 clusters Score: Raw -26272.773234 + Penalty 598.585384 = -25674.187851 nChanged 1 SP:Iteration 19Q (1668.630122 sec): 3 clusters Score: Raw -26273.420580 + Penalty 598.585384 = -25674.835196 nChanged 0 SP:Iteration 20F (1668.681604 sec): 3 clusters Score: Raw -26273.420580 + Penalty 598.585384 = -25674.835196 nChanged 0 Score: Raw -17402202.296327 + Penalty 29100.177627 = -17373102.118700 Splitting cluster 16 changes total score from -17373273.024121 to -17373102.118700 So it's not getting split. Trying to split cluster 17 (12197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1676.881410 sec): 2 clusters Score: Raw -524096.789771 + Penalty 428.107011 = -523668.682760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1676.941820 sec): 3 clusters Score: Raw -516378.899155 + Penalty 856.214022 = -515522.685133 nChanged 5715 SP:Iteration 1F (1677.000563 sec): 3 clusters Score: Raw -519683.275496 + Penalty 856.214022 = -518827.061474 nChanged 617 SP:Iteration 2F (1677.056185 sec): 3 clusters Score: Raw -519912.628388 + Penalty 856.214022 = -519056.414366 nChanged 599 SP:Iteration 3Q (1677.104030 sec): 3 clusters Score: Raw -520167.661115 + Penalty 856.214022 = -519311.447093 nChanged 631 SP:Iteration 4F (1677.174786 sec): 3 clusters Score: Raw -520454.418211 + Penalty 856.214022 = -519598.204189 nChanged 634 SP:Iteration 5F (1677.228123 sec): 3 clusters Score: Raw -520790.537313 + Penalty 856.214022 = -519934.323291 nChanged 663 SP:Iteration 6F (1677.288468 sec): 3 clusters Score: Raw -521190.637304 + Penalty 856.214022 = -520334.423281 nChanged 627 SP:Iteration 7F (1677.337890 sec): 3 clusters Score: Raw -521580.765007 + Penalty 856.214022 = -520724.550985 nChanged 573 SP:Iteration 8Q (1677.399216 sec): 3 clusters Score: Raw -521937.704057 + Penalty 856.214022 = -521081.490035 nChanged 502 SP:Iteration 9Q (1677.455466 sec): 3 clusters Score: Raw -522191.793406 + Penalty 856.214022 = -521335.579383 nChanged 361 SP:Iteration 10Q (1677.522110 sec): 3 clusters Score: Raw -522329.468458 + Penalty 856.214022 = -521473.254436 nChanged 256 SP:Iteration 11Q (1677.574737 sec): 3 clusters Score: Raw -522412.424594 + Penalty 856.214022 = -521556.210572 nChanged 214 SP:Iteration 12Q (1677.629478 sec): 3 clusters Score: Raw -522470.169436 + Penalty 856.214022 = -521613.955414 nChanged 174 SP:Iteration 13Q (1677.686923 sec): 3 clusters Score: Raw -522518.063324 + Penalty 856.214022 = -521661.849301 nChanged 168 SP:Iteration 14Q (1677.742074 sec): 3 clusters Score: Raw -522566.898509 + Penalty 856.214022 = -521710.684487 nChanged 180 SP:Iteration 15Q (1677.801415 sec): 3 clusters Score: Raw -522617.164633 + Penalty 856.214022 = -521760.950611 nChanged 182 SP:Iteration 16Q (1677.846462 sec): 3 clusters Score: Raw -522669.965442 + Penalty 856.214022 = -521813.751420 nChanged 186 SP:Iteration 17Q (1677.903640 sec): 3 clusters Score: Raw -522728.266154 + Penalty 856.214022 = -521872.052132 nChanged 197 SP:Iteration 18Q (1677.971775 sec): 3 clusters Score: Raw -522795.308516 + Penalty 856.214022 = -521939.094494 nChanged 234 SP:Iteration 19Q (1678.017890 sec): 3 clusters Score: Raw -522880.114298 + Penalty 856.214022 = -522023.900276 nChanged 232 SP:Iteration 20F (1678.084474 sec): 3 clusters Score: Raw -522981.422872 + Penalty 856.214022 = -522125.208849 nChanged 240 SP:Iteration 21Q (1678.138749 sec): 3 clusters Score: Raw -523091.906065 + Penalty 856.214022 = -522235.692043 nChanged 237 SP:Iteration 22Q (1678.197161 sec): 3 clusters Score: Raw -523205.933052 + Penalty 856.214022 = -522349.719030 nChanged 236 SP:Iteration 23Q (1678.250578 sec): 3 clusters Score: Raw -523322.696973 + Penalty 856.214022 = -522466.482951 nChanged 218 SP:Iteration 24Q (1678.302460 sec): 3 clusters Score: Raw -523439.597851 + Penalty 856.214022 = -522583.383829 nChanged 210 SP:Iteration 25Q (1678.349151 sec): 3 clusters Score: Raw -523558.623133 + Penalty 856.214022 = -522702.409111 nChanged 192 SP:Iteration 26Q (1678.397675 sec): 3 clusters Score: Raw -523681.854310 + Penalty 856.214022 = -522825.640287 nChanged 182 SP:Iteration 27Q (1678.449525 sec): 3 clusters Score: Raw -523799.887050 + Penalty 856.214022 = -522943.673027 nChanged 133 SP:Iteration 28Q (1678.503062 sec): 3 clusters Score: Raw -523882.312471 + Penalty 856.214022 = -523026.098449 nChanged 108 SP:Iteration 29Q (1678.565954 sec): 3 clusters Score: Raw -523957.695034 + Penalty 856.214022 = -523101.481011 nChanged 82 SP:Iteration 30Q (1678.617235 sec): 3 clusters Score: Raw -524014.945779 + Penalty 856.214022 = -523158.731757 nChanged 55 SP:Iteration 31Q (1678.673548 sec): 3 clusters Score: Raw -524053.626645 + Penalty 856.214022 = -523197.412622 nChanged 31 SP:Iteration 32Q (1678.722754 sec): 3 clusters Score: Raw -524076.013360 + Penalty 856.214022 = -523219.799337 nChanged 28 SP:Iteration 33Q (1678.790963 sec): 3 clusters Score: Raw -524099.406596 + Penalty 856.214022 = -523243.192574 nChanged 18 SP:Iteration 34Q (1678.834848 sec): 3 clusters Score: Raw -524120.259144 + Penalty 856.214022 = -523264.045122 nChanged 18 SP:Iteration 35Q (1678.892737 sec): 3 clusters Score: Raw -524133.685029 + Penalty 856.214022 = -523277.471007 nChanged 10 SP:Iteration 36Q (1678.948072 sec): 3 clusters Score: Raw -524139.690936 + Penalty 856.214022 = -523283.476914 nChanged 7 SP:Iteration 37Q (1679.003290 sec): 3 clusters Score: Raw -524143.341176 + Penalty 856.214022 = -523287.127154 nChanged 6 SP:Iteration 38Q (1679.050388 sec): 3 clusters Score: Raw -524146.703008 + Penalty 856.214022 = -523290.488986 nChanged 4 SP:Iteration 39Q (1679.110458 sec): 3 clusters Score: Raw -524148.006042 + Penalty 856.214022 = -523291.792020 nChanged 1 SP:Iteration 40F (1679.170185 sec): 3 clusters Score: Raw -524148.244375 + Penalty 856.214022 = -523292.030353 nChanged 0 Trying to split cluster 18 (48475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1679.238541 sec): 2 clusters Score: Raw -1929367.407914 + Penalty 490.890558 = -1928876.517356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1679.322019 sec): 3 clusters Score: Raw -1897507.997726 + Penalty 981.781117 = -1896526.216609 nChanged 23380 SP:Iteration 1F (1679.419606 sec): 3 clusters Score: Raw -1911920.417857 + Penalty 981.781117 = -1910938.636740 nChanged 3068 SP:Iteration 2F (1679.507940 sec): 3 clusters Score: Raw -1913455.652854 + Penalty 981.781117 = -1912473.871737 nChanged 3581 SP:Iteration 3F (1679.596775 sec): 3 clusters Score: Raw -1915872.215748 + Penalty 981.781117 = -1914890.434632 nChanged 4010 SP:Iteration 4F (1679.675067 sec): 3 clusters Score: Raw -1919207.784505 + Penalty 981.781117 = -1918226.003388 nChanged 3916 SP:Iteration 5F (1679.761578 sec): 3 clusters Score: Raw -1922961.752918 + Penalty 981.781117 = -1921979.971801 nChanged 3048 SP:Iteration 6F (1679.860049 sec): 3 clusters Score: Raw -1925958.599170 + Penalty 981.781117 = -1924976.818053 nChanged 2019 SP:Iteration 7Q (1679.947330 sec): 3 clusters Score: Raw -1927897.039671 + Penalty 981.781117 = -1926915.258554 nChanged 1014 SP:Iteration 8Q (1680.037182 sec): 3 clusters Score: Raw -1928817.874930 + Penalty 981.781117 = -1927836.093813 nChanged 446 SP:Iteration 9Q (1680.126014 sec): 3 clusters Score: Raw -1929200.288886 + Penalty 981.781117 = -1928218.507769 nChanged 162 SP:Iteration 10Q (1680.213760 sec): 3 clusters Score: Raw -1929337.088590 + Penalty 981.781117 = -1928355.307473 nChanged 51 SP:Iteration 11Q (1680.301017 sec): 3 clusters Score: Raw -1929392.430609 + Penalty 981.781117 = -1928410.649493 nChanged 20 SP:Iteration 12Q (1680.374076 sec): 3 clusters Score: Raw -1929411.268299 + Penalty 981.781117 = -1928429.487182 nChanged 16 SP:Iteration 13Q (1680.459819 sec): 3 clusters Score: Raw -1929421.582153 + Penalty 981.781117 = -1928439.801036 nChanged 9 SP:Iteration 14Q (1680.545856 sec): 3 clusters Score: Raw -1929427.815126 + Penalty 981.781117 = -1928446.034009 nChanged 6 SP:Iteration 15Q (1680.619021 sec): 3 clusters Score: Raw -1929431.662428 + Penalty 981.781117 = -1928449.881311 nChanged 8 SP:Iteration 16Q (1680.710508 sec): 3 clusters Score: Raw -1929437.632109 + Penalty 981.781117 = -1928455.850992 nChanged 6 SP:Iteration 17Q (1680.794136 sec): 3 clusters Score: Raw -1929443.737867 + Penalty 981.781117 = -1928461.956750 nChanged 6 SP:Iteration 18Q (1680.871497 sec): 3 clusters Score: Raw -1929448.473874 + Penalty 981.781117 = -1928466.692757 nChanged 3 SP:Iteration 19Q (1680.954317 sec): 3 clusters Score: Raw -1929451.510445 + Penalty 981.781117 = -1928469.729328 nChanged 6 SP:Iteration 20F (1681.034906 sec): 3 clusters Score: Raw -1929456.738581 + Penalty 981.781117 = -1928474.957465 nChanged 4 SP:Iteration 21Q (1681.122947 sec): 3 clusters Score: Raw -1929461.325688 + Penalty 981.781117 = -1928479.544571 nChanged 2 SP:Iteration 22Q (1681.202491 sec): 3 clusters Score: Raw -1929462.735644 + Penalty 981.781117 = -1928480.954528 nChanged 0 SP:Iteration 23F (1681.284688 sec): 3 clusters Score: Raw -1929462.735644 + Penalty 981.781117 = -1928480.954528 nChanged 0 Trying to split cluster 19 (767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1681.322459 sec): 2 clusters Score: Raw -27845.704755 + Penalty 302.233149 = -27543.471606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1681.355953 sec): 3 clusters Score: Raw -27489.196050 + Penalty 604.466299 = -26884.729751 nChanged 288 SP:Iteration 1F (1681.400617 sec): 3 clusters Score: Raw -27681.343174 + Penalty 604.466299 = -27076.876875 nChanged 70 SP:Iteration 2F (1681.447067 sec): 3 clusters Score: Raw -27742.640461 + Penalty 604.466299 = -27138.174162 nChanged 52 SP:Iteration 3F (1681.492215 sec): 3 clusters Score: Raw -27781.803583 + Penalty 604.466299 = -27177.337284 nChanged 36 SP:Iteration 4Q (1681.546419 sec): 3 clusters Score: Raw -27806.377232 + Penalty 604.466299 = -27201.910933 nChanged 29 SP:Iteration 5Q (1681.584995 sec): 3 clusters Score: Raw -27829.227550 + Penalty 604.466299 = -27224.761251 nChanged 33 SP:Iteration 6Q (1681.637178 sec): 3 clusters Score: Raw -27861.125135 + Penalty 604.466299 = -27256.658836 nChanged 26 SP:Iteration 7Q (1681.680097 sec): 3 clusters Score: Raw -27884.474088 + Penalty 604.466299 = -27280.007789 nChanged 20 SP:Iteration 8Q (1681.734265 sec): 3 clusters Score: Raw -27907.458209 + Penalty 604.466299 = -27302.991910 nChanged 25 SP:Iteration 9Q (1681.779169 sec): 3 clusters Score: Raw -27939.001789 + Penalty 604.466299 = -27334.535490 nChanged 24 SP:Iteration 10Q (1681.824198 sec): 3 clusters Score: Raw -27988.022895 + Penalty 604.466299 = -27383.556596 nChanged 36 SP:Iteration 11Q (1681.871131 sec): 3 clusters Score: Raw -28087.540482 + Penalty 604.466299 = -27483.074183 nChanged 34 SP:Iteration 12Q (1681.927374 sec): 3 clusters Score: Raw -28142.652633 + Penalty 604.466299 = -27538.186335 nChanged 21 SP:Iteration 13Q (1681.967072 sec): 3 clusters Score: Raw -28168.492105 + Penalty 604.466299 = -27564.025807 nChanged 21 SP:Iteration 14Q (1682.013455 sec): 3 clusters Score: Raw -28190.359618 + Penalty 604.466299 = -27585.893319 nChanged 20 SP:Iteration 15Q (1682.052365 sec): 3 clusters Score: Raw -28218.897686 + Penalty 604.466299 = -27614.431387 nChanged 13 SP:Iteration 16Q (1682.105585 sec): 3 clusters Score: Raw -28238.022277 + Penalty 604.466299 = -27633.555978 nChanged 10 SP:Iteration 17Q (1682.140728 sec): 3 clusters Score: Raw -28247.457359 + Penalty 604.466299 = -27642.991060 nChanged 6 SP:Iteration 18Q (1682.189644 sec): 3 clusters Score: Raw -28252.764209 + Penalty 604.466299 = -27648.297910 nChanged 5 SP:Iteration 19Q (1682.228205 sec): 3 clusters Score: Raw -28256.322608 + Penalty 604.466299 = -27651.856309 nChanged 3 SP:Iteration 20F (1682.278246 sec): 3 clusters Score: Raw -28257.739542 + Penalty 604.466299 = -27653.273243 nChanged 5 SP:Iteration 21Q (1682.326128 sec): 3 clusters Score: Raw -28263.178976 + Penalty 604.466299 = -27658.712677 nChanged 6 SP:Iteration 22Q (1682.369344 sec): 3 clusters Score: Raw -28269.063137 + Penalty 604.466299 = -27664.596838 nChanged 4 SP:Iteration 23Q (1682.406170 sec): 3 clusters Score: Raw -28273.011647 + Penalty 604.466299 = -27668.545348 nChanged 4 SP:Iteration 24Q (1682.454106 sec): 3 clusters Score: Raw -28276.492925 + Penalty 604.466299 = -27672.026626 nChanged 5 SP:Iteration 25Q (1682.495353 sec): 3 clusters Score: Raw -28284.913220 + Penalty 604.466299 = -27680.446921 nChanged 6 SP:Iteration 26Q (1682.540463 sec): 3 clusters Score: Raw -28292.184381 + Penalty 604.466299 = -27687.718082 nChanged 3 SP:Iteration 27Q (1682.583457 sec): 3 clusters Score: Raw -28293.241451 + Penalty 604.466299 = -27688.775153 nChanged 0 SP:Iteration 28F (1682.629941 sec): 3 clusters Score: Raw -28293.241451 + Penalty 604.466299 = -27688.775153 nChanged 0 Score: Raw -17402324.262785 + Penalty 29100.177627 = -17373224.085157 Splitting cluster 19 changes total score from -17373273.024121 to -17373224.085157 So it's not getting split. Trying to split cluster 20 (1906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1690.725862 sec): 2 clusters Score: Raw -82974.254220 + Penalty 343.650675 = -82630.603545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1690.775512 sec): 3 clusters Score: Raw -81923.093062 + Penalty 687.301350 = -81235.791712 nChanged 795 SP:Iteration 1F (1690.816470 sec): 3 clusters Score: Raw -82406.312982 + Penalty 687.301350 = -81719.011632 nChanged 127 SP:Iteration 2F (1690.871032 sec): 3 clusters Score: Raw -82472.127734 + Penalty 687.301350 = -81784.826385 nChanged 109 SP:Iteration 3F (1690.913539 sec): 3 clusters Score: Raw -82531.878561 + Penalty 687.301350 = -81844.577211 nChanged 99 SP:Iteration 4F (1690.957732 sec): 3 clusters Score: Raw -82585.806794 + Penalty 687.301350 = -81898.505445 nChanged 94 SP:Iteration 5Q (1691.003301 sec): 3 clusters Score: Raw -82637.948810 + Penalty 687.301350 = -81950.647460 nChanged 75 SP:Iteration 6Q (1691.049259 sec): 3 clusters Score: Raw -82670.313509 + Penalty 687.301350 = -81983.012159 nChanged 54 SP:Iteration 7Q (1691.090922 sec): 3 clusters Score: Raw -82693.366989 + Penalty 687.301350 = -82006.065639 nChanged 43 SP:Iteration 8Q (1691.144726 sec): 3 clusters Score: Raw -82715.379672 + Penalty 687.301350 = -82028.078322 nChanged 49 SP:Iteration 9Q (1691.193645 sec): 3 clusters Score: Raw -82741.976682 + Penalty 687.301350 = -82054.675333 nChanged 50 SP:Iteration 10Q (1691.229362 sec): 3 clusters Score: Raw -82759.878413 + Penalty 687.301350 = -82072.577063 nChanged 36 SP:Iteration 11Q (1691.272807 sec): 3 clusters Score: Raw -82771.539662 + Penalty 687.301350 = -82084.238312 nChanged 34 SP:Iteration 12Q (1691.318062 sec): 3 clusters Score: Raw -82784.274726 + Penalty 687.301350 = -82096.973376 nChanged 25 SP:Iteration 13Q (1691.370140 sec): 3 clusters Score: Raw -82792.462183 + Penalty 687.301350 = -82105.160834 nChanged 22 SP:Iteration 14Q (1691.420992 sec): 3 clusters Score: Raw -82798.778454 + Penalty 687.301350 = -82111.477104 nChanged 13 SP:Iteration 15Q (1691.459210 sec): 3 clusters Score: Raw -82802.151127 + Penalty 687.301350 = -82114.849777 nChanged 13 SP:Iteration 16Q (1691.514640 sec): 3 clusters Score: Raw -82805.121329 + Penalty 687.301350 = -82117.819980 nChanged 9 SP:Iteration 17Q (1691.562451 sec): 3 clusters Score: Raw -82808.800392 + Penalty 687.301350 = -82121.499042 nChanged 15 SP:Iteration 18Q (1691.604159 sec): 3 clusters Score: Raw -82815.388243 + Penalty 687.301350 = -82128.086894 nChanged 11 SP:Iteration 19Q (1691.657755 sec): 3 clusters Score: Raw -82818.685607 + Penalty 687.301350 = -82131.384257 nChanged 9 SP:Iteration 20F (1691.693836 sec): 3 clusters Score: Raw -82820.432106 + Penalty 687.301350 = -82133.130756 nChanged 7 SP:Iteration 21Q (1691.746265 sec): 3 clusters Score: Raw -82823.798481 + Penalty 687.301350 = -82136.497132 nChanged 8 SP:Iteration 22Q (1691.790460 sec): 3 clusters Score: Raw -82829.049569 + Penalty 687.301350 = -82141.748219 nChanged 16 SP:Iteration 23Q (1691.846266 sec): 3 clusters Score: Raw -82837.851218 + Penalty 687.301350 = -82150.549868 nChanged 20 SP:Iteration 24Q (1691.891456 sec): 3 clusters Score: Raw -82845.667842 + Penalty 687.301350 = -82158.366492 nChanged 15 SP:Iteration 25Q (1691.946192 sec): 3 clusters Score: Raw -82850.482037 + Penalty 687.301350 = -82163.180687 nChanged 13 SP:Iteration 26Q (1691.990184 sec): 3 clusters Score: Raw -82854.124676 + Penalty 687.301350 = -82166.823326 nChanged 9 SP:Iteration 27Q (1692.040270 sec): 3 clusters Score: Raw -82857.903472 + Penalty 687.301350 = -82170.602123 nChanged 13 SP:Iteration 28Q (1692.089888 sec): 3 clusters Score: Raw -82861.946074 + Penalty 687.301350 = -82174.644724 nChanged 10 SP:Iteration 29Q (1692.134669 sec): 3 clusters Score: Raw -82864.156412 + Penalty 687.301350 = -82176.855063 nChanged 7 SP:Iteration 30Q (1692.194832 sec): 3 clusters Score: Raw -82866.519633 + Penalty 687.301350 = -82179.218283 nChanged 9 SP:Iteration 31Q (1692.235617 sec): 3 clusters Score: Raw -82868.744731 + Penalty 687.301350 = -82181.443382 nChanged 5 SP:Iteration 32Q (1692.275806 sec): 3 clusters Score: Raw -82870.194437 + Penalty 687.301350 = -82182.893087 nChanged 9 SP:Iteration 33Q (1692.331922 sec): 3 clusters Score: Raw -82873.492418 + Penalty 687.301350 = -82186.191068 nChanged 13 SP:Iteration 34Q (1692.367965 sec): 3 clusters Score: Raw -82878.444749 + Penalty 687.301350 = -82191.143399 nChanged 10 SP:Iteration 35Q (1692.419617 sec): 3 clusters Score: Raw -82880.883277 + Penalty 687.301350 = -82193.581927 nChanged 8 SP:Iteration 36Q (1692.469098 sec): 3 clusters Score: Raw -82882.880482 + Penalty 687.301350 = -82195.579132 nChanged 10 SP:Iteration 37Q (1692.524850 sec): 3 clusters Score: Raw -82887.353791 + Penalty 687.301350 = -82200.052442 nChanged 11 SP:Iteration 38Q (1692.565293 sec): 3 clusters Score: Raw -82891.016947 + Penalty 687.301350 = -82203.715598 nChanged 9 SP:Iteration 39Q (1692.618694 sec): 3 clusters Score: Raw -82893.097697 + Penalty 687.301350 = -82205.796348 nChanged 2 SP:Iteration 40F (1692.667212 sec): 3 clusters Score: Raw -82894.003099 + Penalty 687.301350 = -82206.701749 nChanged 6 SP:Iteration 41Q (1692.711445 sec): 3 clusters Score: Raw -82896.395038 + Penalty 687.301350 = -82209.093689 nChanged 6 SP:Iteration 42Q (1692.760244 sec): 3 clusters Score: Raw -82897.675877 + Penalty 687.301350 = -82210.374527 nChanged 6 SP:Iteration 43Q (1692.803371 sec): 3 clusters Score: Raw -82899.473298 + Penalty 687.301350 = -82212.171948 nChanged 5 SP:Iteration 44Q (1692.858318 sec): 3 clusters Score: Raw -82900.640479 + Penalty 687.301350 = -82213.339130 nChanged 5 SP:Iteration 45Q (1692.893987 sec): 3 clusters Score: Raw -82901.698890 + Penalty 687.301350 = -82214.397541 nChanged 3 SP:Iteration 46Q (1692.955189 sec): 3 clusters Score: Raw -82902.422677 + Penalty 687.301350 = -82215.121327 nChanged 3 SP:Iteration 47Q (1692.990738 sec): 3 clusters Score: Raw -82902.756602 + Penalty 687.301350 = -82215.455253 nChanged 1 SP:Iteration 48Q (1693.036093 sec): 3 clusters Score: Raw -82903.022944 + Penalty 687.301350 = -82215.721595 nChanged 2 SP:Iteration 49Q (1693.086550 sec): 3 clusters Score: Raw -82903.374984 + Penalty 687.301350 = -82216.073634 nChanged 3 SP:Iteration 50Q (1693.135384 sec): 3 clusters Score: Raw -82904.403370 + Penalty 687.301350 = -82217.102020 nChanged 7 SP:Iteration 51Q (1693.174194 sec): 3 clusters Score: Raw -82907.865451 + Penalty 687.301350 = -82220.564102 nChanged 4 SP:Iteration 52Q (1693.227958 sec): 3 clusters Score: Raw -82908.589776 + Penalty 687.301350 = -82221.288426 nChanged 6 SP:Iteration 53Q (1693.276645 sec): 3 clusters Score: Raw -82909.854272 + Penalty 687.301350 = -82222.552922 nChanged 3 SP:Iteration 54Q (1693.322302 sec): 3 clusters Score: Raw -82910.525129 + Penalty 687.301350 = -82223.223779 nChanged 3 SP:Iteration 55Q (1693.369470 sec): 3 clusters Score: Raw -82911.094457 + Penalty 687.301350 = -82223.793107 nChanged 1 SP:Iteration 56Q (1693.419805 sec): 3 clusters Score: Raw -82911.577448 + Penalty 687.301350 = -82224.276099 nChanged 1 SP:Iteration 57Q (1693.467300 sec): 3 clusters Score: Raw -82911.624829 + Penalty 687.301350 = -82224.323479 nChanged 1 SP:Iteration 58Q (1693.516396 sec): 3 clusters Score: Raw -82911.895688 + Penalty 687.301350 = -82224.594338 nChanged 1 SP:Iteration 59Q (1693.563749 sec): 3 clusters Score: Raw -82912.062291 + Penalty 687.301350 = -82224.760942 nChanged 2 SP:Iteration 60F (1693.616099 sec): 3 clusters Score: Raw -82912.206537 + Penalty 687.301350 = -82224.905187 nChanged 0 Trying to split cluster 21 (1816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1693.643463 sec): 2 clusters Score: Raw -70238.848651 + Penalty 341.449816 = -69897.398835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1693.693978 sec): 3 clusters Score: Raw -69268.533438 + Penalty 682.899632 = -68585.633806 nChanged 741 SP:Iteration 1F (1693.745138 sec): 3 clusters Score: Raw -69718.455391 + Penalty 682.899632 = -69035.555759 nChanged 151 SP:Iteration 2F (1693.783892 sec): 3 clusters Score: Raw -69810.113485 + Penalty 682.899632 = -69127.213853 nChanged 116 SP:Iteration 3F (1693.834148 sec): 3 clusters Score: Raw -69889.577379 + Penalty 682.899632 = -69206.677747 nChanged 94 SP:Iteration 4F (1693.879551 sec): 3 clusters Score: Raw -69960.474772 + Penalty 682.899632 = -69277.575140 nChanged 94 SP:Iteration 5F (1693.920857 sec): 3 clusters Score: Raw -70037.468711 + Penalty 682.899632 = -69354.569079 nChanged 88 SP:Iteration 6Q (1693.967155 sec): 3 clusters Score: Raw -70096.695927 + Penalty 682.899632 = -69413.796296 nChanged 68 SP:Iteration 7Q (1694.022189 sec): 3 clusters Score: Raw -70142.549125 + Penalty 682.899632 = -69459.649493 nChanged 50 SP:Iteration 8Q (1694.066285 sec): 3 clusters Score: Raw -70172.160851 + Penalty 682.899632 = -69489.261219 nChanged 37 SP:Iteration 9Q (1694.111642 sec): 3 clusters Score: Raw -70198.256779 + Penalty 682.899632 = -69515.357148 nChanged 36 SP:Iteration 10Q (1694.153270 sec): 3 clusters Score: Raw -70225.331272 + Penalty 682.899632 = -69542.431640 nChanged 27 SP:Iteration 11Q (1694.201668 sec): 3 clusters Score: Raw -70246.429818 + Penalty 682.899632 = -69563.530186 nChanged 23 SP:Iteration 12Q (1694.245399 sec): 3 clusters Score: Raw -70269.248971 + Penalty 682.899632 = -69586.349339 nChanged 16 SP:Iteration 13Q (1694.294763 sec): 3 clusters Score: Raw -70288.087801 + Penalty 682.899632 = -69605.188169 nChanged 11 SP:Iteration 14Q (1694.334742 sec): 3 clusters Score: Raw -70296.472426 + Penalty 682.899632 = -69613.572794 nChanged 8 SP:Iteration 15Q (1694.377734 sec): 3 clusters Score: Raw -70305.001473 + Penalty 682.899632 = -69622.101841 nChanged 7 SP:Iteration 16Q (1694.434361 sec): 3 clusters Score: Raw -70310.512834 + Penalty 682.899632 = -69627.613202 nChanged 4 SP:Iteration 17Q (1694.478412 sec): 3 clusters Score: Raw -70314.394517 + Penalty 682.899632 = -69631.494886 nChanged 4 SP:Iteration 18Q (1694.523470 sec): 3 clusters Score: Raw -70318.872569 + Penalty 682.899632 = -69635.972937 nChanged 1 SP:Iteration 19Q (1694.574554 sec): 3 clusters Score: Raw -70320.129654 + Penalty 682.899632 = -69637.230022 nChanged 2 SP:Iteration 20F (1694.618271 sec): 3 clusters Score: Raw -70320.970886 + Penalty 682.899632 = -69638.071254 nChanged 1 SP:Iteration 21Q (1694.657655 sec): 3 clusters Score: Raw -70324.066635 + Penalty 682.899632 = -69641.167003 nChanged 3 SP:Iteration 22Q (1694.713773 sec): 3 clusters Score: Raw -70325.348028 + Penalty 682.899632 = -69642.448397 nChanged 0 SP:Iteration 23F (1694.758470 sec): 3 clusters Score: Raw -70325.348028 + Penalty 682.899632 = -69642.448397 nChanged 0 Trying to split cluster 22 (38353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1694.820463 sec): 2 clusters Score: Raw -1579303.094421 + Penalty 480.233755 = -1578822.860665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1694.905244 sec): 3 clusters Score: Raw -1554125.507833 + Penalty 960.467511 = -1553165.040322 nChanged 18461 SP:Iteration 1F (1694.985995 sec): 3 clusters Score: Raw -1565945.522492 + Penalty 960.467511 = -1564985.054981 nChanged 2241 SP:Iteration 2F (1695.066442 sec): 3 clusters Score: Raw -1567153.900795 + Penalty 960.467511 = -1566193.433285 nChanged 2480 SP:Iteration 3F (1695.140791 sec): 3 clusters Score: Raw -1568659.189847 + Penalty 960.467511 = -1567698.722336 nChanged 2513 SP:Iteration 4F (1695.219117 sec): 3 clusters Score: Raw -1570236.493818 + Penalty 960.467511 = -1569276.026307 nChanged 2260 SP:Iteration 5F (1695.308078 sec): 3 clusters Score: Raw -1571681.328589 + Penalty 960.467511 = -1570720.861079 nChanged 1946 SP:Iteration 6F (1695.387252 sec): 3 clusters Score: Raw -1572834.252869 + Penalty 960.467511 = -1571873.785358 nChanged 1495 SP:Iteration 7Q (1695.471885 sec): 3 clusters Score: Raw -1573563.861776 + Penalty 960.467511 = -1572603.394265 nChanged 1061 SP:Iteration 8Q (1695.554083 sec): 3 clusters Score: Raw -1573924.801575 + Penalty 960.467511 = -1572964.334064 nChanged 675 SP:Iteration 9Q (1695.633157 sec): 3 clusters Score: Raw -1574093.429252 + Penalty 960.467511 = -1573132.961742 nChanged 505 SP:Iteration 10Q (1695.717953 sec): 3 clusters Score: Raw -1574210.213797 + Penalty 960.467511 = -1573249.746286 nChanged 469 SP:Iteration 11Q (1695.800492 sec): 3 clusters Score: Raw -1574309.020459 + Penalty 960.467511 = -1573348.552948 nChanged 455 SP:Iteration 12Q (1695.875548 sec): 3 clusters Score: Raw -1574410.360937 + Penalty 960.467511 = -1573449.893426 nChanged 474 SP:Iteration 13Q (1695.965522 sec): 3 clusters Score: Raw -1574520.733264 + Penalty 960.467511 = -1573560.265753 nChanged 493 SP:Iteration 14Q (1696.047753 sec): 3 clusters Score: Raw -1574634.106269 + Penalty 960.467511 = -1573673.638758 nChanged 492 SP:Iteration 15Q (1696.119297 sec): 3 clusters Score: Raw -1574745.178304 + Penalty 960.467511 = -1573784.710794 nChanged 475 SP:Iteration 16Q (1696.214635 sec): 3 clusters Score: Raw -1574853.866966 + Penalty 960.467511 = -1573893.399456 nChanged 484 SP:Iteration 17Q (1696.301256 sec): 3 clusters Score: Raw -1574968.036013 + Penalty 960.467511 = -1574007.568502 nChanged 508 SP:Iteration 18Q (1696.383378 sec): 3 clusters Score: Raw -1575089.768344 + Penalty 960.467511 = -1574129.300833 nChanged 544 SP:Iteration 19Q (1696.465758 sec): 3 clusters Score: Raw -1575226.052691 + Penalty 960.467511 = -1574265.585180 nChanged 548 SP:Iteration 20F (1696.547547 sec): 3 clusters Score: Raw -1575377.166523 + Penalty 960.467511 = -1574416.699012 nChanged 599 SP:Iteration 21Q (1696.633316 sec): 3 clusters Score: Raw -1575560.807998 + Penalty 960.467511 = -1574600.340488 nChanged 623 SP:Iteration 22Q (1696.713706 sec): 3 clusters Score: Raw -1575775.337433 + Penalty 960.467511 = -1574814.869923 nChanged 681 SP:Iteration 23Q (1696.790511 sec): 3 clusters Score: Raw -1576029.638110 + Penalty 960.467511 = -1575069.170599 nChanged 712 SP:Iteration 24Q (1696.868863 sec): 3 clusters Score: Raw -1576319.790088 + Penalty 960.467511 = -1575359.322577 nChanged 714 SP:Iteration 25Q (1696.935256 sec): 3 clusters Score: Raw -1576615.730554 + Penalty 960.467511 = -1575655.263043 nChanged 691 SP:Iteration 26Q (1697.023205 sec): 3 clusters Score: Raw -1576913.102852 + Penalty 960.467511 = -1575952.635341 nChanged 681 SP:Iteration 27Q (1697.095805 sec): 3 clusters Score: Raw -1577248.522876 + Penalty 960.467511 = -1576288.055365 nChanged 681 SP:Iteration 28Q (1697.181814 sec): 3 clusters Score: Raw -1577608.821859 + Penalty 960.467511 = -1576648.354348 nChanged 602 SP:Iteration 29Q (1697.265771 sec): 3 clusters Score: Raw -1577934.575273 + Penalty 960.467511 = -1576974.107762 nChanged 522 SP:Iteration 30Q (1697.344252 sec): 3 clusters Score: Raw -1578222.388166 + Penalty 960.467511 = -1577261.920655 nChanged 429 SP:Iteration 31Q (1697.416552 sec): 3 clusters Score: Raw -1578463.594428 + Penalty 960.467511 = -1577503.126917 nChanged 367 SP:Iteration 32Q (1697.500080 sec): 3 clusters Score: Raw -1578672.945129 + Penalty 960.467511 = -1577712.477618 nChanged 310 SP:Iteration 33Q (1697.582952 sec): 3 clusters Score: Raw -1578849.456934 + Penalty 960.467511 = -1577888.989423 nChanged 259 SP:Iteration 34Q (1697.652707 sec): 3 clusters Score: Raw -1579000.222886 + Penalty 960.467511 = -1578039.755375 nChanged 180 SP:Iteration 35Q (1697.739579 sec): 3 clusters Score: Raw -1579103.724433 + Penalty 960.467511 = -1578143.256922 nChanged 140 SP:Iteration 36Q (1697.814715 sec): 3 clusters Score: Raw -1579178.160978 + Penalty 960.467511 = -1578217.693468 nChanged 101 SP:Iteration 37Q (1697.890428 sec): 3 clusters Score: Raw -1579229.589041 + Penalty 960.467511 = -1578269.121530 nChanged 74 SP:Iteration 38Q (1697.961509 sec): 3 clusters Score: Raw -1579266.010606 + Penalty 960.467511 = -1578305.543095 nChanged 67 SP:Iteration 39Q (1698.038623 sec): 3 clusters Score: Raw -1579300.854264 + Penalty 960.467511 = -1578340.386753 nChanged 50 SP:Iteration 40F (1698.116690 sec): 3 clusters Score: Raw -1579324.023831 + Penalty 960.467511 = -1578363.556320 nChanged 25 SP:Iteration 41Q (1698.193104 sec): 3 clusters Score: Raw -1579337.270206 + Penalty 960.467511 = -1578376.802696 nChanged 14 SP:Iteration 42Q (1698.268945 sec): 3 clusters Score: Raw -1579346.716370 + Penalty 960.467511 = -1578386.248859 nChanged 14 SP:Iteration 43Q (1698.344309 sec): 3 clusters Score: Raw -1579353.753563 + Penalty 960.467511 = -1578393.286053 nChanged 11 SP:Iteration 44Q (1698.422389 sec): 3 clusters Score: Raw -1579363.601879 + Penalty 960.467511 = -1578403.134368 nChanged 13 SP:Iteration 45Q (1698.500364 sec): 3 clusters Score: Raw -1579373.970650 + Penalty 960.467511 = -1578413.503139 nChanged 11 SP:Iteration 46Q (1698.579850 sec): 3 clusters Score: Raw -1579379.090242 + Penalty 960.467511 = -1578418.622732 nChanged 7 SP:Iteration 47Q (1698.646395 sec): 3 clusters Score: Raw -1579381.676446 + Penalty 960.467511 = -1578421.208935 nChanged 1 SP:Iteration 48Q (1698.734521 sec): 3 clusters Score: Raw -1579382.200103 + Penalty 960.467511 = -1578421.732592 nChanged 0 SP:Iteration 49F (1698.818122 sec): 3 clusters Score: Raw -1579382.200103 + Penalty 960.467511 = -1578421.732592 nChanged 0 Trying to split cluster 23 (107415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1698.928085 sec): 2 clusters Score: Raw -4349883.081799 + Penalty 527.092708 = -4349355.989091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1699.073914 sec): 3 clusters Score: Raw -4278081.382029 + Penalty 1054.185416 = -4277027.196614 nChanged 52429 SP:Iteration 1F (1699.216680 sec): 3 clusters Score: Raw -4310075.370581 + Penalty 1054.185416 = -4309021.185165 nChanged 4664 SP:Iteration 2Q (1699.371082 sec): 3 clusters Score: Raw -4311935.347635 + Penalty 1054.185416 = -4310881.162220 nChanged 5532 SP:Iteration 3F (1699.515377 sec): 3 clusters Score: Raw -4314682.179216 + Penalty 1054.185416 = -4313627.993800 nChanged 6244 SP:Iteration 4F (1699.654817 sec): 3 clusters Score: Raw -4318533.034769 + Penalty 1054.185416 = -4317478.849354 nChanged 6860 SP:Iteration 5F (1699.799854 sec): 3 clusters Score: Raw -4323370.382415 + Penalty 1054.185416 = -4322316.197000 nChanged 6697 SP:Iteration 6F (1699.942555 sec): 3 clusters Score: Raw -4328036.814675 + Penalty 1054.185416 = -4326982.629259 nChanged 6049 SP:Iteration 7F (1700.086473 sec): 3 clusters Score: Raw -4331620.343373 + Penalty 1054.185416 = -4330566.157958 nChanged 4853 SP:Iteration 8Q (1700.236284 sec): 3 clusters Score: Raw -4333789.745577 + Penalty 1054.185416 = -4332735.560161 nChanged 3478 SP:Iteration 9Q (1700.379165 sec): 3 clusters Score: Raw -4334943.445236 + Penalty 1054.185416 = -4333889.259820 nChanged 2539 SP:Iteration 10Q (1700.530447 sec): 3 clusters Score: Raw -4335633.272339 + Penalty 1054.185416 = -4334579.086923 nChanged 2099 SP:Iteration 11Q (1700.681499 sec): 3 clusters Score: Raw -4336167.820951 + Penalty 1054.185416 = -4335113.635536 nChanged 1866 SP:Iteration 12Q (1700.827845 sec): 3 clusters Score: Raw -4336660.973723 + Penalty 1054.185416 = -4335606.788307 nChanged 1924 SP:Iteration 13Q (1700.982921 sec): 3 clusters Score: Raw -4337192.039484 + Penalty 1054.185416 = -4336137.854069 nChanged 1853 SP:Iteration 14Q (1701.133423 sec): 3 clusters Score: Raw -4337732.158211 + Penalty 1054.185416 = -4336677.972796 nChanged 1998 SP:Iteration 15Q (1701.279407 sec): 3 clusters Score: Raw -4338373.947245 + Penalty 1054.185416 = -4337319.761829 nChanged 2092 SP:Iteration 16Q (1701.422659 sec): 3 clusters Score: Raw -4339086.941232 + Penalty 1054.185416 = -4338032.755816 nChanged 2104 SP:Iteration 17Q (1701.565436 sec): 3 clusters Score: Raw -4339861.508327 + Penalty 1054.185416 = -4338807.322911 nChanged 2141 SP:Iteration 18Q (1701.701955 sec): 3 clusters Score: Raw -4340693.574821 + Penalty 1054.185416 = -4339639.389406 nChanged 2165 SP:Iteration 19Q (1701.847257 sec): 3 clusters Score: Raw -4341603.457485 + Penalty 1054.185416 = -4340549.272070 nChanged 2104 SP:Iteration 20F (1701.977784 sec): 3 clusters Score: Raw -4342531.365540 + Penalty 1054.185416 = -4341477.180124 nChanged 1976 SP:Iteration 21Q (1702.121085 sec): 3 clusters Score: Raw -4343436.605356 + Penalty 1054.185416 = -4342382.419940 nChanged 1878 SP:Iteration 22Q (1702.250931 sec): 3 clusters Score: Raw -4344338.596240 + Penalty 1054.185416 = -4343284.410824 nChanged 1795 SP:Iteration 23Q (1702.379441 sec): 3 clusters Score: Raw -4345252.189346 + Penalty 1054.185416 = -4344198.003931 nChanged 1642 SP:Iteration 24Q (1702.518976 sec): 3 clusters Score: Raw -4346118.360677 + Penalty 1054.185416 = -4345064.175262 nChanged 1442 SP:Iteration 25Q (1702.650344 sec): 3 clusters Score: Raw -4346911.205458 + Penalty 1054.185416 = -4345857.020042 nChanged 1251 SP:Iteration 26Q (1702.783764 sec): 3 clusters Score: Raw -4347612.696009 + Penalty 1054.185416 = -4346558.510593 nChanged 1017 SP:Iteration 27Q (1702.920789 sec): 3 clusters Score: Raw -4348188.398451 + Penalty 1054.185416 = -4347134.213035 nChanged 789 SP:Iteration 28Q (1703.058142 sec): 3 clusters Score: Raw -4348629.174181 + Penalty 1054.185416 = -4347574.988766 nChanged 662 SP:Iteration 29Q (1703.189486 sec): 3 clusters Score: Raw -4348981.763389 + Penalty 1054.185416 = -4347927.577974 nChanged 504 SP:Iteration 30Q (1703.322659 sec): 3 clusters Score: Raw -4349247.036655 + Penalty 1054.185416 = -4348192.851239 nChanged 384 SP:Iteration 31Q (1703.450336 sec): 3 clusters Score: Raw -4349455.824521 + Penalty 1054.185416 = -4348401.639106 nChanged 295 SP:Iteration 32Q (1703.601667 sec): 3 clusters Score: Raw -4349604.742170 + Penalty 1054.185416 = -4348550.556755 nChanged 204 SP:Iteration 33Q (1703.738204 sec): 3 clusters Score: Raw -4349705.937314 + Penalty 1054.185416 = -4348651.751898 nChanged 151 SP:Iteration 34Q (1703.863823 sec): 3 clusters Score: Raw -4349778.990891 + Penalty 1054.185416 = -4348724.805476 nChanged 125 SP:Iteration 35Q (1703.990520 sec): 3 clusters Score: Raw -4349829.337675 + Penalty 1054.185416 = -4348775.152260 nChanged 96 SP:Iteration 36Q (1704.117958 sec): 3 clusters Score: Raw -4349866.683242 + Penalty 1054.185416 = -4348812.497826 nChanged 78 SP:Iteration 37Q (1704.256054 sec): 3 clusters Score: Raw -4349894.724259 + Penalty 1054.185416 = -4348840.538844 nChanged 67 SP:Iteration 38Q (1704.385169 sec): 3 clusters Score: Raw -4349918.390766 + Penalty 1054.185416 = -4348864.205351 nChanged 44 SP:Iteration 39Q (1704.502281 sec): 3 clusters Score: Raw -4349935.587208 + Penalty 1054.185416 = -4348881.401792 nChanged 40 SP:Iteration 40F (1704.647821 sec): 3 clusters Score: Raw -4349950.244651 + Penalty 1054.185416 = -4348896.059235 nChanged 31 SP:Iteration 41Q (1704.767882 sec): 3 clusters Score: Raw -4349959.878733 + Penalty 1054.185416 = -4348905.693317 nChanged 21 SP:Iteration 42Q (1704.892371 sec): 3 clusters Score: Raw -4349967.763876 + Penalty 1054.185416 = -4348913.578461 nChanged 14 SP:Iteration 43Q (1705.012817 sec): 3 clusters Score: Raw -4349973.061310 + Penalty 1054.185416 = -4348918.875895 nChanged 15 SP:Iteration 44Q (1705.145706 sec): 3 clusters Score: Raw -4349982.956986 + Penalty 1054.185416 = -4348928.771570 nChanged 17 SP:Iteration 45Q (1705.267089 sec): 3 clusters Score: Raw -4349990.847607 + Penalty 1054.185416 = -4348936.662192 nChanged 20 SP:Iteration 46Q (1705.394735 sec): 3 clusters Score: Raw -4349997.816700 + Penalty 1054.185416 = -4348943.631284 nChanged 12 SP:Iteration 47Q (1705.516424 sec): 3 clusters Score: Raw -4350001.906126 + Penalty 1054.185416 = -4348947.720711 nChanged 14 SP:Iteration 48Q (1705.644262 sec): 3 clusters Score: Raw -4350006.196733 + Penalty 1054.185416 = -4348952.011318 nChanged 12 SP:Iteration 49Q (1705.755659 sec): 3 clusters Score: Raw -4350009.058395 + Penalty 1054.185416 = -4348954.872980 nChanged 9 SP:Iteration 50Q (1705.883052 sec): 3 clusters Score: Raw -4350010.404615 + Penalty 1054.185416 = -4348956.219199 nChanged 3 SP:Iteration 51Q (1706.007357 sec): 3 clusters Score: Raw -4350011.413117 + Penalty 1054.185416 = -4348957.227702 nChanged 5 SP:Iteration 52Q (1706.142618 sec): 3 clusters Score: Raw -4350012.462297 + Penalty 1054.185416 = -4348958.276881 nChanged 6 SP:Iteration 53Q (1706.264601 sec): 3 clusters Score: Raw -4350013.492145 + Penalty 1054.185416 = -4348959.306730 nChanged 2 SP:Iteration 54Q (1706.396688 sec): 3 clusters Score: Raw -4350014.091560 + Penalty 1054.185416 = -4348959.906145 nChanged 3 SP:Iteration 55Q (1706.516826 sec): 3 clusters Score: Raw -4350014.879066 + Penalty 1054.185416 = -4348960.693650 nChanged 1 SP:Iteration 56Q (1706.633877 sec): 3 clusters Score: Raw -4350015.152139 + Penalty 1054.185416 = -4348960.966723 nChanged 3 SP:Iteration 57Q (1706.762273 sec): 3 clusters Score: Raw -4350015.793433 + Penalty 1054.185416 = -4348961.608017 nChanged 1 SP:Iteration 58Q (1706.883017 sec): 3 clusters Score: Raw -4350016.044988 + Penalty 1054.185416 = -4348961.859573 nChanged 0 SP:Iteration 59F (1707.044094 sec): 3 clusters Score: Raw -4350016.044988 + Penalty 1054.185416 = -4348961.859573 nChanged 0 Trying to split cluster 24 (5919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1707.083787 sec): 2 clusters Score: Raw -231497.821370 + Penalty 395.209487 = -231102.611883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1707.133933 sec): 3 clusters Score: Raw -227907.784506 + Penalty 790.418974 = -227117.365531 nChanged 2703 SP:Iteration 1F (1707.183436 sec): 3 clusters Score: Raw -229515.412528 + Penalty 790.418974 = -228724.993553 nChanged 388 SP:Iteration 2F (1707.241247 sec): 3 clusters Score: Raw -229714.501778 + Penalty 790.418974 = -228924.082803 nChanged 395 SP:Iteration 3F (1707.293341 sec): 3 clusters Score: Raw -229952.063965 + Penalty 790.418974 = -229161.644991 nChanged 399 SP:Iteration 4F (1707.335595 sec): 3 clusters Score: Raw -230246.071650 + Penalty 790.418974 = -229455.652676 nChanged 425 SP:Iteration 5F (1707.394930 sec): 3 clusters Score: Raw -230602.648640 + Penalty 790.418974 = -229812.229665 nChanged 330 SP:Iteration 6F (1707.446241 sec): 3 clusters Score: Raw -230868.470953 + Penalty 790.418974 = -230078.051979 nChanged 265 SP:Iteration 7Q (1707.501461 sec): 3 clusters Score: Raw -231080.511432 + Penalty 790.418974 = -230290.092458 nChanged 198 SP:Iteration 8Q (1707.559046 sec): 3 clusters Score: Raw -231244.050022 + Penalty 790.418974 = -230453.631047 nChanged 146 SP:Iteration 9Q (1707.612224 sec): 3 clusters Score: Raw -231350.115428 + Penalty 790.418974 = -230559.696453 nChanged 96 SP:Iteration 10Q (1707.661679 sec): 3 clusters Score: Raw -231416.505727 + Penalty 790.418974 = -230626.086753 nChanged 67 SP:Iteration 11Q (1707.715491 sec): 3 clusters Score: Raw -231452.694916 + Penalty 790.418974 = -230662.275942 nChanged 42 SP:Iteration 12Q (1707.758840 sec): 3 clusters Score: Raw -231474.316959 + Penalty 790.418974 = -230683.897985 nChanged 35 SP:Iteration 13Q (1707.806797 sec): 3 clusters Score: Raw -231498.751832 + Penalty 790.418974 = -230708.332857 nChanged 27 SP:Iteration 14Q (1707.858712 sec): 3 clusters Score: Raw -231519.624070 + Penalty 790.418974 = -230729.205096 nChanged 25 SP:Iteration 15Q (1707.905019 sec): 3 clusters Score: Raw -231539.069536 + Penalty 790.418974 = -230748.650561 nChanged 18 SP:Iteration 16Q (1707.959004 sec): 3 clusters Score: Raw -231555.131056 + Penalty 790.418974 = -230764.712082 nChanged 12 SP:Iteration 17Q (1708.019784 sec): 3 clusters Score: Raw -231563.037204 + Penalty 790.418974 = -230772.618230 nChanged 6 SP:Iteration 18Q (1708.073747 sec): 3 clusters Score: Raw -231567.885522 + Penalty 790.418974 = -230777.466548 nChanged 8 SP:Iteration 19Q (1708.127453 sec): 3 clusters Score: Raw -231573.313066 + Penalty 790.418974 = -230782.894092 nChanged 3 SP:Iteration 20F (1708.167438 sec): 3 clusters Score: Raw -231575.853076 + Penalty 790.418974 = -230785.434101 nChanged 2 SP:Iteration 21Q (1708.217601 sec): 3 clusters Score: Raw -231576.856394 + Penalty 790.418974 = -230786.437420 nChanged 1 SP:Iteration 22Q (1708.271286 sec): 3 clusters Score: Raw -231577.763426 + Penalty 790.418974 = -230787.344451 nChanged 1 SP:Iteration 23Q (1708.323071 sec): 3 clusters Score: Raw -231579.199583 + Penalty 790.418974 = -230788.780608 nChanged 1 SP:Iteration 24Q (1708.375516 sec): 3 clusters Score: Raw -231580.008061 + Penalty 790.418974 = -230789.589087 nChanged 1 SP:Iteration 25Q (1708.421500 sec): 3 clusters Score: Raw -231580.473659 + Penalty 790.418974 = -230790.054684 nChanged 0 SP:Iteration 26F (1708.468762 sec): 3 clusters Score: Raw -231580.473659 + Penalty 790.418974 = -230790.054684 nChanged 0 Trying to split cluster 25 (1950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1708.497632 sec): 2 clusters Score: Raw -85477.904920 + Penalty 344.689102 = -85133.215818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1708.535569 sec): 3 clusters Score: Raw -84446.194401 + Penalty 689.378203 = -83756.816197 nChanged 810 SP:Iteration 1F (1708.576539 sec): 3 clusters Score: Raw -84896.170924 + Penalty 689.378203 = -84206.792721 nChanged 104 SP:Iteration 2F (1708.633924 sec): 3 clusters Score: Raw -84940.751745 + Penalty 689.378203 = -84251.373542 nChanged 85 SP:Iteration 3Q (1708.681631 sec): 3 clusters Score: Raw -84977.959463 + Penalty 689.378203 = -84288.581260 nChanged 82 SP:Iteration 4Q (1708.727829 sec): 3 clusters Score: Raw -85018.902843 + Penalty 689.378203 = -84329.524640 nChanged 76 SP:Iteration 5Q (1708.767700 sec): 3 clusters Score: Raw -85060.561511 + Penalty 689.378203 = -84371.183308 nChanged 69 SP:Iteration 6Q (1708.815944 sec): 3 clusters Score: Raw -85103.058478 + Penalty 689.378203 = -84413.680275 nChanged 55 SP:Iteration 7Q (1708.862060 sec): 3 clusters Score: Raw -85139.930692 + Penalty 689.378203 = -84450.552488 nChanged 58 SP:Iteration 8Q (1708.909209 sec): 3 clusters Score: Raw -85180.906183 + Penalty 689.378203 = -84491.527980 nChanged 56 SP:Iteration 9Q (1708.954382 sec): 3 clusters Score: Raw -85220.543454 + Penalty 689.378203 = -84531.165251 nChanged 49 SP:Iteration 10Q (1709.001672 sec): 3 clusters Score: Raw -85251.882702 + Penalty 689.378203 = -84562.504499 nChanged 34 SP:Iteration 11Q (1709.036982 sec): 3 clusters Score: Raw -85270.241199 + Penalty 689.378203 = -84580.862996 nChanged 40 SP:Iteration 12Q (1709.083877 sec): 3 clusters Score: Raw -85298.976320 + Penalty 689.378203 = -84609.598116 nChanged 41 SP:Iteration 13Q (1709.136361 sec): 3 clusters Score: Raw -85323.540515 + Penalty 689.378203 = -84634.162312 nChanged 22 SP:Iteration 14Q (1709.187143 sec): 3 clusters Score: Raw -85339.543549 + Penalty 689.378203 = -84650.165346 nChanged 23 SP:Iteration 15Q (1709.223385 sec): 3 clusters Score: Raw -85352.847599 + Penalty 689.378203 = -84663.469396 nChanged 17 SP:Iteration 16Q (1709.271119 sec): 3 clusters Score: Raw -85361.231149 + Penalty 689.378203 = -84671.852946 nChanged 12 SP:Iteration 17Q (1709.315927 sec): 3 clusters Score: Raw -85365.432031 + Penalty 689.378203 = -84676.053828 nChanged 10 SP:Iteration 18Q (1709.370762 sec): 3 clusters Score: Raw -85371.550666 + Penalty 689.378203 = -84682.172463 nChanged 14 SP:Iteration 19Q (1709.411655 sec): 3 clusters Score: Raw -85379.647309 + Penalty 689.378203 = -84690.269105 nChanged 11 SP:Iteration 20F (1709.458193 sec): 3 clusters Score: Raw -85384.141917 + Penalty 689.378203 = -84694.763713 nChanged 11 SP:Iteration 21Q (1709.510904 sec): 3 clusters Score: Raw -85389.314104 + Penalty 689.378203 = -84699.935901 nChanged 15 SP:Iteration 22Q (1709.550478 sec): 3 clusters Score: Raw -85396.412259 + Penalty 689.378203 = -84707.034055 nChanged 10 SP:Iteration 23Q (1709.602216 sec): 3 clusters Score: Raw -85402.772749 + Penalty 689.378203 = -84713.394546 nChanged 9 SP:Iteration 24Q (1709.644468 sec): 3 clusters Score: Raw -85407.097770 + Penalty 689.378203 = -84717.719566 nChanged 14 SP:Iteration 25Q (1709.698449 sec): 3 clusters Score: Raw -85414.855354 + Penalty 689.378203 = -84725.477151 nChanged 13 SP:Iteration 26Q (1709.738131 sec): 3 clusters Score: Raw -85424.132880 + Penalty 689.378203 = -84734.754677 nChanged 13 SP:Iteration 27Q (1709.779410 sec): 3 clusters Score: Raw -85433.848407 + Penalty 689.378203 = -84744.470203 nChanged 14 SP:Iteration 28Q (1709.833585 sec): 3 clusters Score: Raw -85442.483235 + Penalty 689.378203 = -84753.105032 nChanged 9 SP:Iteration 29Q (1709.877361 sec): 3 clusters Score: Raw -85449.214157 + Penalty 689.378203 = -84759.835954 nChanged 6 SP:Iteration 30Q (1709.923660 sec): 3 clusters Score: Raw -85451.775118 + Penalty 689.378203 = -84762.396915 nChanged 3 SP:Iteration 31Q (1709.973716 sec): 3 clusters Score: Raw -85452.546359 + Penalty 689.378203 = -84763.168155 nChanged 1 SP:Iteration 32Q (1710.026946 sec): 3 clusters Score: Raw -85453.460609 + Penalty 689.378203 = -84764.082406 nChanged 2 SP:Iteration 33Q (1710.074017 sec): 3 clusters Score: Raw -85453.993308 + Penalty 689.378203 = -84764.615105 nChanged 1 SP:Iteration 34Q (1710.124649 sec): 3 clusters Score: Raw -85454.232787 + Penalty 689.378203 = -84764.854584 nChanged 0 SP:Iteration 35F (1710.173802 sec): 3 clusters Score: Raw -85454.232787 + Penalty 689.378203 = -84764.854584 nChanged 0 Trying to split cluster 26 (14920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1710.208500 sec): 2 clusters Score: Raw -622725.477846 + Penalty 437.275833 = -622288.202013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1710.265643 sec): 3 clusters Score: Raw -613248.480840 + Penalty 874.551667 = -612373.929174 nChanged 6980 SP:Iteration 1F (1710.333656 sec): 3 clusters Score: Raw -617556.426410 + Penalty 874.551667 = -616681.874743 nChanged 952 SP:Iteration 2F (1710.394934 sec): 3 clusters Score: Raw -618142.495392 + Penalty 874.551667 = -617267.943725 nChanged 943 SP:Iteration 3F (1710.444224 sec): 3 clusters Score: Raw -618849.714679 + Penalty 874.551667 = -617975.163013 nChanged 956 SP:Iteration 4F (1710.501867 sec): 3 clusters Score: Raw -619589.829631 + Penalty 874.551667 = -618715.277965 nChanged 797 SP:Iteration 5F (1710.558126 sec): 3 clusters Score: Raw -620185.637867 + Penalty 874.551667 = -619311.086201 nChanged 640 SP:Iteration 6Q (1710.612855 sec): 3 clusters Score: Raw -620580.662800 + Penalty 874.551667 = -619706.111133 nChanged 525 SP:Iteration 7Q (1710.671227 sec): 3 clusters Score: Raw -620836.087256 + Penalty 874.551667 = -619961.535589 nChanged 371 SP:Iteration 8Q (1710.736509 sec): 3 clusters Score: Raw -620992.449303 + Penalty 874.551667 = -620117.897637 nChanged 320 SP:Iteration 9Q (1710.792935 sec): 3 clusters Score: Raw -621111.426026 + Penalty 874.551667 = -620236.874359 nChanged 277 SP:Iteration 10Q (1710.845061 sec): 3 clusters Score: Raw -621220.596999 + Penalty 874.551667 = -620346.045332 nChanged 270 SP:Iteration 11Q (1710.913726 sec): 3 clusters Score: Raw -621336.494425 + Penalty 874.551667 = -620461.942759 nChanged 285 SP:Iteration 12Q (1710.970694 sec): 3 clusters Score: Raw -621460.368579 + Penalty 874.551667 = -620585.816913 nChanged 268 SP:Iteration 13Q (1711.030679 sec): 3 clusters Score: Raw -621582.916525 + Penalty 874.551667 = -620708.364858 nChanged 290 SP:Iteration 14Q (1711.088222 sec): 3 clusters Score: Raw -621717.622441 + Penalty 874.551667 = -620843.070775 nChanged 280 SP:Iteration 15Q (1711.144990 sec): 3 clusters Score: Raw -621843.302430 + Penalty 874.551667 = -620968.750763 nChanged 237 SP:Iteration 16Q (1711.206578 sec): 3 clusters Score: Raw -621947.457898 + Penalty 874.551667 = -621072.906232 nChanged 217 SP:Iteration 17Q (1711.256828 sec): 3 clusters Score: Raw -622045.849989 + Penalty 874.551667 = -621171.298323 nChanged 202 SP:Iteration 18Q (1711.319605 sec): 3 clusters Score: Raw -622139.822299 + Penalty 874.551667 = -621265.270633 nChanged 202 SP:Iteration 19Q (1711.381336 sec): 3 clusters Score: Raw -622239.744694 + Penalty 874.551667 = -621365.193027 nChanged 189 SP:Iteration 20F (1711.445312 sec): 3 clusters Score: Raw -622342.841993 + Penalty 874.551667 = -621468.290326 nChanged 169 SP:Iteration 21Q (1711.506271 sec): 3 clusters Score: Raw -622440.528013 + Penalty 874.551667 = -621565.976347 nChanged 132 SP:Iteration 22Q (1711.551958 sec): 3 clusters Score: Raw -622522.387070 + Penalty 874.551667 = -621647.835404 nChanged 117 SP:Iteration 23Q (1711.615195 sec): 3 clusters Score: Raw -622593.365631 + Penalty 874.551667 = -621718.813964 nChanged 97 SP:Iteration 24Q (1711.677087 sec): 3 clusters Score: Raw -622652.630721 + Penalty 874.551667 = -621778.079055 nChanged 70 SP:Iteration 25Q (1711.728953 sec): 3 clusters Score: Raw -622688.755794 + Penalty 874.551667 = -621814.204127 nChanged 58 SP:Iteration 26Q (1711.782785 sec): 3 clusters Score: Raw -622716.170845 + Penalty 874.551667 = -621841.619178 nChanged 34 SP:Iteration 27Q (1711.834711 sec): 3 clusters Score: Raw -622735.594266 + Penalty 874.551667 = -621861.042600 nChanged 25 SP:Iteration 28Q (1711.899711 sec): 3 clusters Score: Raw -622750.148176 + Penalty 874.551667 = -621875.596509 nChanged 23 SP:Iteration 29Q (1711.956669 sec): 3 clusters Score: Raw -622759.739849 + Penalty 874.551667 = -621885.188182 nChanged 15 SP:Iteration 30Q (1712.011770 sec): 3 clusters Score: Raw -622767.061483 + Penalty 874.551667 = -621892.509817 nChanged 15 SP:Iteration 31Q (1712.072503 sec): 3 clusters Score: Raw -622773.901572 + Penalty 874.551667 = -621899.349905 nChanged 6 SP:Iteration 32Q (1712.126623 sec): 3 clusters Score: Raw -622777.393734 + Penalty 874.551667 = -621902.842067 nChanged 5 SP:Iteration 33Q (1712.180943 sec): 3 clusters Score: Raw -622779.822733 + Penalty 874.551667 = -621905.271066 nChanged 1 SP:Iteration 34Q (1712.241204 sec): 3 clusters Score: Raw -622780.142751 + Penalty 874.551667 = -621905.591085 nChanged 2 SP:Iteration 35Q (1712.304494 sec): 3 clusters Score: Raw -622780.575013 + Penalty 874.551667 = -621906.023346 nChanged 1 SP:Iteration 36Q (1712.354034 sec): 3 clusters Score: Raw -622780.898769 + Penalty 874.551667 = -621906.347102 nChanged 0 SP:Iteration 37F (1712.415141 sec): 3 clusters Score: Raw -622780.898769 + Penalty 874.551667 = -621906.347102 nChanged 0 Trying to split cluster 27 (661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1712.441486 sec): 2 clusters Score: Raw -23458.790152 + Penalty 295.465800 = -23163.324352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1712.496960 sec): 3 clusters Score: Raw -23174.618318 + Penalty 590.931599 = -22583.686719 nChanged 241 SP:Iteration 1F (1712.535604 sec): 3 clusters Score: Raw -23337.810611 + Penalty 590.931599 = -22746.879012 nChanged 66 SP:Iteration 2F (1712.575828 sec): 3 clusters Score: Raw -23387.823998 + Penalty 590.931599 = -22796.892399 nChanged 37 SP:Iteration 3F (1712.625323 sec): 3 clusters Score: Raw -23409.296867 + Penalty 590.931599 = -22818.365268 nChanged 21 SP:Iteration 4Q (1712.668367 sec): 3 clusters Score: Raw -23427.793131 + Penalty 590.931599 = -22836.861531 nChanged 21 SP:Iteration 5Q (1712.715760 sec): 3 clusters Score: Raw -23448.853486 + Penalty 590.931599 = -22857.921887 nChanged 22 SP:Iteration 6Q (1712.755406 sec): 3 clusters Score: Raw -23467.198463 + Penalty 590.931599 = -22876.266863 nChanged 24 SP:Iteration 7Q (1712.806895 sec): 3 clusters Score: Raw -23484.877284 + Penalty 590.931599 = -22893.945685 nChanged 16 SP:Iteration 8Q (1712.851620 sec): 3 clusters Score: Raw -23496.349948 + Penalty 590.931599 = -22905.418349 nChanged 16 SP:Iteration 9Q (1712.898346 sec): 3 clusters Score: Raw -23509.224082 + Penalty 590.931599 = -22918.292482 nChanged 18 SP:Iteration 10Q (1712.947941 sec): 3 clusters Score: Raw -23522.459530 + Penalty 590.931599 = -22931.527931 nChanged 8 SP:Iteration 11Q (1712.993067 sec): 3 clusters Score: Raw -23524.847668 + Penalty 590.931599 = -22933.916068 nChanged 3 SP:Iteration 12Q (1713.030273 sec): 3 clusters Score: Raw -23526.022648 + Penalty 590.931599 = -22935.091049 nChanged 1 SP:Iteration 13Q (1713.077955 sec): 3 clusters Score: Raw -23526.419305 + Penalty 590.931599 = -22935.487706 nChanged 2 SP:Iteration 14Q (1713.126649 sec): 3 clusters Score: Raw -23527.140475 + Penalty 590.931599 = -22936.208875 nChanged 2 SP:Iteration 15Q (1713.172663 sec): 3 clusters Score: Raw -23527.906049 + Penalty 590.931599 = -22936.974449 nChanged 1 SP:Iteration 16Q (1713.226487 sec): 3 clusters Score: Raw -23528.145572 + Penalty 590.931599 = -22937.213972 nChanged 1 SP:Iteration 17Q (1713.276359 sec): 3 clusters Score: Raw -23528.253521 + Penalty 590.931599 = -22937.321922 nChanged 0 SP:Iteration 18F (1713.317995 sec): 3 clusters Score: Raw -23528.253521 + Penalty 590.931599 = -22937.321922 nChanged 0 Trying to split cluster 28 (5263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1713.352390 sec): 2 clusters Score: Raw -185070.584503 + Penalty 389.864770 = -184680.719733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1713.391507 sec): 3 clusters Score: Raw -181919.086350 + Penalty 779.729540 = -181139.356810 nChanged 2371 SP:Iteration 1F (1713.450520 sec): 3 clusters Score: Raw -183363.755990 + Penalty 779.729540 = -182584.026450 nChanged 389 SP:Iteration 2F (1713.493793 sec): 3 clusters Score: Raw -183555.088818 + Penalty 779.729540 = -182775.359278 nChanged 313 SP:Iteration 3F (1713.542658 sec): 3 clusters Score: Raw -183712.787907 + Penalty 779.729540 = -182933.058366 nChanged 301 SP:Iteration 4F (1713.598589 sec): 3 clusters Score: Raw -183925.328818 + Penalty 779.729540 = -183145.599278 nChanged 304 SP:Iteration 5F (1713.643779 sec): 3 clusters Score: Raw -184167.442052 + Penalty 779.729540 = -183387.712512 nChanged 278 SP:Iteration 6F (1713.690596 sec): 3 clusters Score: Raw -184387.605123 + Penalty 779.729540 = -183607.875583 nChanged 257 SP:Iteration 7Q (1713.746316 sec): 3 clusters Score: Raw -184574.537958 + Penalty 779.729540 = -183794.808418 nChanged 198 SP:Iteration 8Q (1713.788195 sec): 3 clusters Score: Raw -184720.285594 + Penalty 779.729540 = -183940.556054 nChanged 149 SP:Iteration 9Q (1713.838818 sec): 3 clusters Score: Raw -184815.025171 + Penalty 779.729540 = -184035.295631 nChanged 97 SP:Iteration 10Q (1713.886666 sec): 3 clusters Score: Raw -184872.007555 + Penalty 779.729540 = -184092.278014 nChanged 84 SP:Iteration 11Q (1713.937136 sec): 3 clusters Score: Raw -184924.444176 + Penalty 779.729540 = -184144.714635 nChanged 90 SP:Iteration 12Q (1713.985515 sec): 3 clusters Score: Raw -184975.379556 + Penalty 779.729540 = -184195.650016 nChanged 67 SP:Iteration 13Q (1714.031383 sec): 3 clusters Score: Raw -185014.897231 + Penalty 779.729540 = -184235.167691 nChanged 54 SP:Iteration 14Q (1714.090771 sec): 3 clusters Score: Raw -185048.111740 + Penalty 779.729540 = -184268.382200 nChanged 35 SP:Iteration 15Q (1714.133182 sec): 3 clusters Score: Raw -185068.740020 + Penalty 779.729540 = -184289.010480 nChanged 28 SP:Iteration 16Q (1714.182902 sec): 3 clusters Score: Raw -185082.895800 + Penalty 779.729540 = -184303.166260 nChanged 19 SP:Iteration 17Q (1714.223097 sec): 3 clusters Score: Raw -185090.373374 + Penalty 779.729540 = -184310.643833 nChanged 18 SP:Iteration 18Q (1714.273943 sec): 3 clusters Score: Raw -185096.098220 + Penalty 779.729540 = -184316.368680 nChanged 10 SP:Iteration 19Q (1714.325223 sec): 3 clusters Score: Raw -185100.623694 + Penalty 779.729540 = -184320.894154 nChanged 11 SP:Iteration 20F (1714.365906 sec): 3 clusters Score: Raw -185104.331226 + Penalty 779.729540 = -184324.601686 nChanged 11 SP:Iteration 21Q (1714.416848 sec): 3 clusters Score: Raw -185107.367650 + Penalty 779.729540 = -184327.638110 nChanged 9 SP:Iteration 22Q (1714.469848 sec): 3 clusters Score: Raw -185111.086756 + Penalty 779.729540 = -184331.357216 nChanged 8 SP:Iteration 23Q (1714.525810 sec): 3 clusters Score: Raw -185116.293297 + Penalty 779.729540 = -184336.563757 nChanged 9 SP:Iteration 24Q (1714.568300 sec): 3 clusters Score: Raw -185119.514562 + Penalty 779.729540 = -184339.785022 nChanged 5 SP:Iteration 25Q (1714.626710 sec): 3 clusters Score: Raw -185120.979484 + Penalty 779.729540 = -184341.249943 nChanged 5 SP:Iteration 26Q (1714.672018 sec): 3 clusters Score: Raw -185122.391068 + Penalty 779.729540 = -184342.661527 nChanged 4 SP:Iteration 27Q (1714.730196 sec): 3 clusters Score: Raw -185124.806224 + Penalty 779.729540 = -184345.076684 nChanged 3 SP:Iteration 28Q (1714.784237 sec): 3 clusters Score: Raw -185126.534355 + Penalty 779.729540 = -184346.804815 nChanged 5 SP:Iteration 29Q (1714.830806 sec): 3 clusters Score: Raw -185129.131928 + Penalty 779.729540 = -184349.402388 nChanged 7 SP:Iteration 30Q (1714.884077 sec): 3 clusters Score: Raw -185132.230469 + Penalty 779.729540 = -184352.500929 nChanged 6 SP:Iteration 31Q (1714.942047 sec): 3 clusters Score: Raw -185134.346031 + Penalty 779.729540 = -184354.616491 nChanged 4 SP:Iteration 32Q (1714.992446 sec): 3 clusters Score: Raw -185135.160683 + Penalty 779.729540 = -184355.431143 nChanged 1 SP:Iteration 33Q (1715.047080 sec): 3 clusters Score: Raw -185135.241554 + Penalty 779.729540 = -184355.512013 nChanged 0 SP:Iteration 34F (1715.088341 sec): 3 clusters Score: Raw -185135.241554 + Penalty 779.729540 = -184355.512013 nChanged 0 Trying to split cluster 29 (7235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1715.121758 sec): 2 clusters Score: Raw -270560.574741 + Penalty 404.344197 = -270156.230544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1715.176060 sec): 3 clusters Score: Raw -266210.770557 + Penalty 808.688393 = -265402.082164 nChanged 3282 SP:Iteration 1F (1715.229986 sec): 3 clusters Score: Raw -268192.666041 + Penalty 808.688393 = -267383.977647 nChanged 463 SP:Iteration 2F (1715.283845 sec): 3 clusters Score: Raw -268438.325568 + Penalty 808.688393 = -267629.637174 nChanged 407 SP:Iteration 3F (1715.337344 sec): 3 clusters Score: Raw -268671.157957 + Penalty 808.688393 = -267862.469563 nChanged 414 SP:Iteration 4F (1715.386148 sec): 3 clusters Score: Raw -268905.456162 + Penalty 808.688393 = -268096.767769 nChanged 347 SP:Iteration 5Q (1715.437637 sec): 3 clusters Score: Raw -269117.982102 + Penalty 808.688393 = -268309.293709 nChanged 342 SP:Iteration 6Q (1715.492815 sec): 3 clusters Score: Raw -269318.323737 + Penalty 808.688393 = -268509.635344 nChanged 309 SP:Iteration 7Q (1715.546287 sec): 3 clusters Score: Raw -269493.041641 + Penalty 808.688393 = -268684.353248 nChanged 249 SP:Iteration 8Q (1715.600080 sec): 3 clusters Score: Raw -269601.296095 + Penalty 808.688393 = -268792.607701 nChanged 204 SP:Iteration 9Q (1715.666547 sec): 3 clusters Score: Raw -269669.841370 + Penalty 808.688393 = -268861.152977 nChanged 145 SP:Iteration 10Q (1715.723562 sec): 3 clusters Score: Raw -269716.291235 + Penalty 808.688393 = -268907.602842 nChanged 114 SP:Iteration 11Q (1715.779664 sec): 3 clusters Score: Raw -269749.274484 + Penalty 808.688393 = -268940.586091 nChanged 105 SP:Iteration 12Q (1715.825986 sec): 3 clusters Score: Raw -269783.423537 + Penalty 808.688393 = -268974.735144 nChanged 118 SP:Iteration 13Q (1715.879165 sec): 3 clusters Score: Raw -269829.808942 + Penalty 808.688393 = -269021.120548 nChanged 114 SP:Iteration 14Q (1715.935192 sec): 3 clusters Score: Raw -269869.727908 + Penalty 808.688393 = -269061.039515 nChanged 103 SP:Iteration 15Q (1715.993960 sec): 3 clusters Score: Raw -269901.269443 + Penalty 808.688393 = -269092.581050 nChanged 93 SP:Iteration 16Q (1716.043777 sec): 3 clusters Score: Raw -269929.803393 + Penalty 808.688393 = -269121.115000 nChanged 78 SP:Iteration 17Q (1716.095696 sec): 3 clusters Score: Raw -269952.757656 + Penalty 808.688393 = -269144.069263 nChanged 78 SP:Iteration 18Q (1716.136850 sec): 3 clusters Score: Raw -269976.164846 + Penalty 808.688393 = -269167.476453 nChanged 76 SP:Iteration 19Q (1716.199178 sec): 3 clusters Score: Raw -269999.235315 + Penalty 808.688393 = -269190.546922 nChanged 73 SP:Iteration 20F (1716.254911 sec): 3 clusters Score: Raw -270020.408839 + Penalty 808.688393 = -269211.720446 nChanged 62 SP:Iteration 21Q (1716.302065 sec): 3 clusters Score: Raw -270036.762952 + Penalty 808.688393 = -269228.074559 nChanged 66 SP:Iteration 22Q (1716.359065 sec): 3 clusters Score: Raw -270055.000329 + Penalty 808.688393 = -269246.311935 nChanged 71 SP:Iteration 23Q (1716.413021 sec): 3 clusters Score: Raw -270080.663892 + Penalty 808.688393 = -269271.975499 nChanged 77 SP:Iteration 24Q (1716.469333 sec): 3 clusters Score: Raw -270106.461740 + Penalty 808.688393 = -269297.773346 nChanged 65 SP:Iteration 25Q (1716.519594 sec): 3 clusters Score: Raw -270132.279846 + Penalty 808.688393 = -269323.591453 nChanged 81 SP:Iteration 26Q (1716.575617 sec): 3 clusters Score: Raw -270166.298408 + Penalty 808.688393 = -269357.610015 nChanged 108 SP:Iteration 27Q (1716.613554 sec): 3 clusters Score: Raw -270211.081237 + Penalty 808.688393 = -269402.392844 nChanged 86 SP:Iteration 28Q (1716.670018 sec): 3 clusters Score: Raw -270244.238801 + Penalty 808.688393 = -269435.550408 nChanged 93 SP:Iteration 29Q (1716.716222 sec): 3 clusters Score: Raw -270286.398716 + Penalty 808.688393 = -269477.710323 nChanged 96 SP:Iteration 30Q (1716.767107 sec): 3 clusters Score: Raw -270331.066989 + Penalty 808.688393 = -269522.378596 nChanged 95 SP:Iteration 31Q (1716.817211 sec): 3 clusters Score: Raw -270381.357835 + Penalty 808.688393 = -269572.669442 nChanged 89 SP:Iteration 32Q (1716.870173 sec): 3 clusters Score: Raw -270421.170404 + Penalty 808.688393 = -269612.482010 nChanged 63 SP:Iteration 33Q (1716.927710 sec): 3 clusters Score: Raw -270443.804237 + Penalty 808.688393 = -269635.115843 nChanged 56 SP:Iteration 34Q (1716.967758 sec): 3 clusters Score: Raw -270460.728458 + Penalty 808.688393 = -269652.040064 nChanged 66 SP:Iteration 35Q (1717.021048 sec): 3 clusters Score: Raw -270478.976666 + Penalty 808.688393 = -269670.288272 nChanged 49 SP:Iteration 36Q (1717.083559 sec): 3 clusters Score: Raw -270489.601250 + Penalty 808.688393 = -269680.912857 nChanged 45 SP:Iteration 37Q (1717.124021 sec): 3 clusters Score: Raw -270499.765227 + Penalty 808.688393 = -269691.076833 nChanged 37 SP:Iteration 38Q (1717.175231 sec): 3 clusters Score: Raw -270507.374546 + Penalty 808.688393 = -269698.686153 nChanged 39 SP:Iteration 39Q (1717.229462 sec): 3 clusters Score: Raw -270521.051282 + Penalty 808.688393 = -269712.362888 nChanged 48 SP:Iteration 40F (1717.275466 sec): 3 clusters Score: Raw -270534.889327 + Penalty 808.688393 = -269726.200934 nChanged 47 SP:Iteration 41Q (1717.327205 sec): 3 clusters Score: Raw -270548.254630 + Penalty 808.688393 = -269739.566237 nChanged 45 SP:Iteration 42Q (1717.379911 sec): 3 clusters Score: Raw -270560.688811 + Penalty 808.688393 = -269752.000418 nChanged 38 SP:Iteration 43Q (1717.442747 sec): 3 clusters Score: Raw -270572.650368 + Penalty 808.688393 = -269763.961975 nChanged 38 SP:Iteration 44Q (1717.492199 sec): 3 clusters Score: Raw -270583.776082 + Penalty 808.688393 = -269775.087689 nChanged 35 SP:Iteration 45Q (1717.532432 sec): 3 clusters Score: Raw -270595.288307 + Penalty 808.688393 = -269786.599914 nChanged 34 SP:Iteration 46Q (1717.593899 sec): 3 clusters Score: Raw -270604.030531 + Penalty 808.688393 = -269795.342137 nChanged 27 SP:Iteration 47Q (1717.642258 sec): 3 clusters Score: Raw -270612.738235 + Penalty 808.688393 = -269804.049842 nChanged 23 SP:Iteration 48Q (1717.687751 sec): 3 clusters Score: Raw -270618.163131 + Penalty 808.688393 = -269809.474738 nChanged 22 SP:Iteration 49Q (1717.746784 sec): 3 clusters Score: Raw -270622.511393 + Penalty 808.688393 = -269813.823000 nChanged 18 SP:Iteration 50Q (1717.800813 sec): 3 clusters Score: Raw -270626.691522 + Penalty 808.688393 = -269818.003129 nChanged 14 SP:Iteration 51Q (1717.863037 sec): 3 clusters Score: Raw -270629.297477 + Penalty 808.688393 = -269820.609084 nChanged 8 SP:Iteration 52Q (1717.922048 sec): 3 clusters Score: Raw -270630.749112 + Penalty 808.688393 = -269822.060719 nChanged 9 SP:Iteration 53Q (1717.962556 sec): 3 clusters Score: Raw -270632.439639 + Penalty 808.688393 = -269823.751246 nChanged 6 SP:Iteration 54Q (1718.013198 sec): 3 clusters Score: Raw -270633.401230 + Penalty 808.688393 = -269824.712837 nChanged 5 SP:Iteration 55Q (1718.072964 sec): 3 clusters Score: Raw -270633.980465 + Penalty 808.688393 = -269825.292072 nChanged 3 SP:Iteration 56Q (1718.129124 sec): 3 clusters Score: Raw -270634.266080 + Penalty 808.688393 = -269825.577687 nChanged 2 SP:Iteration 57Q (1718.170425 sec): 3 clusters Score: Raw -270634.655927 + Penalty 808.688393 = -269825.967534 nChanged 4 SP:Iteration 58Q (1718.229112 sec): 3 clusters Score: Raw -270635.478412 + Penalty 808.688393 = -269826.790018 nChanged 6 SP:Iteration 59Q (1718.282010 sec): 3 clusters Score: Raw -270636.702756 + Penalty 808.688393 = -269828.014363 nChanged 6 SP:Iteration 60F (1718.332039 sec): 3 clusters Score: Raw -270637.632781 + Penalty 808.688393 = -269828.944388 nChanged 6 SP:Iteration 61Q (1718.377877 sec): 3 clusters Score: Raw -270639.494947 + Penalty 808.688393 = -269830.806554 nChanged 6 SP:Iteration 62Q (1718.429984 sec): 3 clusters Score: Raw -270640.832041 + Penalty 808.688393 = -269832.143648 nChanged 7 SP:Iteration 63Q (1718.483961 sec): 3 clusters Score: Raw -270641.727274 + Penalty 808.688393 = -269833.038881 nChanged 1 SP:Iteration 64Q (1718.543848 sec): 3 clusters Score: Raw -270641.831238 + Penalty 808.688393 = -269833.142844 nChanged 0 SP:Iteration 65F (1718.592944 sec): 3 clusters Score: Raw -270641.831238 + Penalty 808.688393 = -269833.142844 nChanged 0 Trying to split cluster 30 (2687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1718.607818 sec): 2 clusters Score: Raw -96333.877478 + Penalty 359.276218 = -95974.601261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1718.657375 sec): 3 clusters Score: Raw -94791.980302 + Penalty 718.552435 = -94073.427867 nChanged 1172 SP:Iteration 1F (1718.709660 sec): 3 clusters Score: Raw -95494.009898 + Penalty 718.552435 = -94775.457463 nChanged 169 SP:Iteration 2F (1718.759584 sec): 3 clusters Score: Raw -95597.880252 + Penalty 718.552435 = -94879.327816 nChanged 144 SP:Iteration 3F (1718.801712 sec): 3 clusters Score: Raw -95669.756881 + Penalty 718.552435 = -94951.204446 nChanged 123 SP:Iteration 4Q (1718.850357 sec): 3 clusters Score: Raw -95733.470947 + Penalty 718.552435 = -95014.918511 nChanged 118 SP:Iteration 5Q (1718.900119 sec): 3 clusters Score: Raw -95802.706091 + Penalty 718.552435 = -95084.153656 nChanged 124 SP:Iteration 6Q (1718.940219 sec): 3 clusters Score: Raw -95875.951661 + Penalty 718.552435 = -95157.399225 nChanged 130 SP:Iteration 7Q (1718.985906 sec): 3 clusters Score: Raw -95950.785622 + Penalty 718.552435 = -95232.233187 nChanged 103 SP:Iteration 8Q (1719.037678 sec): 3 clusters Score: Raw -96008.881412 + Penalty 718.552435 = -95290.328976 nChanged 94 SP:Iteration 9Q (1719.090751 sec): 3 clusters Score: Raw -96066.544519 + Penalty 718.552435 = -95347.992084 nChanged 84 SP:Iteration 10Q (1719.136976 sec): 3 clusters Score: Raw -96117.294791 + Penalty 718.552435 = -95398.742356 nChanged 65 SP:Iteration 11Q (1719.186111 sec): 3 clusters Score: Raw -96149.764063 + Penalty 718.552435 = -95431.211628 nChanged 53 SP:Iteration 12Q (1719.220845 sec): 3 clusters Score: Raw -96176.377685 + Penalty 718.552435 = -95457.825249 nChanged 52 SP:Iteration 13Q (1719.280602 sec): 3 clusters Score: Raw -96205.236019 + Penalty 718.552435 = -95486.683583 nChanged 51 SP:Iteration 14Q (1719.329140 sec): 3 clusters Score: Raw -96233.146535 + Penalty 718.552435 = -95514.594099 nChanged 47 SP:Iteration 15Q (1719.365659 sec): 3 clusters Score: Raw -96263.075911 + Penalty 718.552435 = -95544.523475 nChanged 37 SP:Iteration 16Q (1719.409721 sec): 3 clusters Score: Raw -96289.635657 + Penalty 718.552435 = -95571.083221 nChanged 38 SP:Iteration 17Q (1719.464166 sec): 3 clusters Score: Raw -96315.405086 + Penalty 718.552435 = -95596.852651 nChanged 34 SP:Iteration 18Q (1719.508081 sec): 3 clusters Score: Raw -96339.030926 + Penalty 718.552435 = -95620.478491 nChanged 33 SP:Iteration 19Q (1719.557901 sec): 3 clusters Score: Raw -96367.546745 + Penalty 718.552435 = -95648.994310 nChanged 32 SP:Iteration 20F (1719.607533 sec): 3 clusters Score: Raw -96385.972124 + Penalty 718.552435 = -95667.419688 nChanged 33 SP:Iteration 21Q (1719.659484 sec): 3 clusters Score: Raw -96410.947624 + Penalty 718.552435 = -95692.395189 nChanged 30 SP:Iteration 22Q (1719.699773 sec): 3 clusters Score: Raw -96436.520402 + Penalty 718.552435 = -95717.967967 nChanged 31 SP:Iteration 23Q (1719.748722 sec): 3 clusters Score: Raw -96462.261270 + Penalty 718.552435 = -95743.708835 nChanged 34 SP:Iteration 24Q (1719.799751 sec): 3 clusters Score: Raw -96488.360095 + Penalty 718.552435 = -95769.807660 nChanged 32 SP:Iteration 25Q (1719.835414 sec): 3 clusters Score: Raw -96512.440062 + Penalty 718.552435 = -95793.887627 nChanged 21 SP:Iteration 26Q (1719.888937 sec): 3 clusters Score: Raw -96520.130378 + Penalty 718.552435 = -95801.577942 nChanged 9 SP:Iteration 27Q (1719.930531 sec): 3 clusters Score: Raw -96521.984180 + Penalty 718.552435 = -95803.431744 nChanged 4 SP:Iteration 28Q (1719.979597 sec): 3 clusters Score: Raw -96522.809527 + Penalty 718.552435 = -95804.257092 nChanged 3 SP:Iteration 29Q (1720.020515 sec): 3 clusters Score: Raw -96523.621869 + Penalty 718.552435 = -95805.069434 nChanged 6 SP:Iteration 30Q (1720.058496 sec): 3 clusters Score: Raw -96526.578619 + Penalty 718.552435 = -95808.026183 nChanged 6 SP:Iteration 31Q (1720.113483 sec): 3 clusters Score: Raw -96528.723987 + Penalty 718.552435 = -95810.171552 nChanged 3 SP:Iteration 32Q (1720.148008 sec): 3 clusters Score: Raw -96529.305870 + Penalty 718.552435 = -95810.753434 nChanged 3 SP:Iteration 33Q (1720.198850 sec): 3 clusters Score: Raw -96529.725207 + Penalty 718.552435 = -95811.172771 nChanged 2 SP:Iteration 34Q (1720.237305 sec): 3 clusters Score: Raw -96529.990009 + Penalty 718.552435 = -95811.437574 nChanged 1 SP:Iteration 35Q (1720.284231 sec): 3 clusters Score: Raw -96530.065881 + Penalty 718.552435 = -95811.513445 nChanged 0 SP:Iteration 36F (1720.330300 sec): 3 clusters Score: Raw -96530.065881 + Penalty 718.552435 = -95811.513445 nChanged 0 Trying to split cluster 31 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1720.358128 sec): 2 clusters Score: Raw -19251.069390 + Penalty 288.726454 = -18962.342935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1720.395132 sec): 3 clusters Score: Raw -19086.813656 + Penalty 577.452909 = -18509.360747 nChanged 199 SP:Iteration 1F (1720.438935 sec): 3 clusters Score: Raw -19368.572867 + Penalty 577.452909 = -18791.119958 nChanged 66 SP:Iteration 2F (1720.485482 sec): 3 clusters Score: Raw -19472.324818 + Penalty 577.452909 = -18894.871909 nChanged 38 SP:Iteration 3F (1720.534271 sec): 3 clusters Score: Raw -19544.173786 + Penalty 577.452909 = -18966.720877 nChanged 21 SP:Iteration 4Q (1720.577428 sec): 3 clusters Score: Raw -19562.880392 + Penalty 577.452909 = -18985.427484 nChanged 15 SP:Iteration 5Q (1720.626621 sec): 3 clusters Score: Raw -19575.597375 + Penalty 577.452909 = -18998.144466 nChanged 10 SP:Iteration 6Q (1720.669064 sec): 3 clusters Score: Raw -19580.916967 + Penalty 577.452909 = -19003.464058 nChanged 6 SP:Iteration 7Q (1720.719949 sec): 3 clusters Score: Raw -19585.973345 + Penalty 577.452909 = -19008.520436 nChanged 5 SP:Iteration 8Q (1720.754458 sec): 3 clusters Score: Raw -19587.041713 + Penalty 577.452909 = -19009.588804 nChanged 3 SP:Iteration 9Q (1720.811058 sec): 3 clusters Score: Raw -19588.024879 + Penalty 577.452909 = -19010.571970 nChanged 1 SP:Iteration 10Q (1720.849784 sec): 3 clusters Score: Raw -19588.479496 + Penalty 577.452909 = -19011.026587 nChanged 0 SP:Iteration 11F (1720.903812 sec): 3 clusters Score: Raw -19588.479496 + Penalty 577.452909 = -19011.026587 nChanged 0 Score: Raw -17402214.136195 + Penalty 29100.177627 = -17373113.958568 Splitting cluster 31 changes total score from -17373273.024121 to -17373113.958568 So it's not getting split. Trying to split cluster 32 (14049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1729.340741 sec): 2 clusters Score: Raw -563045.652530 + Penalty 434.538946 = -562611.113584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1729.398796 sec): 3 clusters Score: Raw -554085.598551 + Penalty 869.077891 = -553216.520660 nChanged 6699 SP:Iteration 1F (1729.458441 sec): 3 clusters Score: Raw -558207.363595 + Penalty 869.077891 = -557338.285704 nChanged 781 SP:Iteration 2F (1729.514913 sec): 3 clusters Score: Raw -558633.255032 + Penalty 869.077891 = -557764.177141 nChanged 881 SP:Iteration 3F (1729.560191 sec): 3 clusters Score: Raw -559214.505183 + Penalty 869.077891 = -558345.427292 nChanged 898 SP:Iteration 4F (1729.622246 sec): 3 clusters Score: Raw -559978.602868 + Penalty 869.077891 = -559109.524977 nChanged 915 SP:Iteration 5F (1729.686995 sec): 3 clusters Score: Raw -560786.704596 + Penalty 869.077891 = -559917.626705 nChanged 777 SP:Iteration 6F (1729.735749 sec): 3 clusters Score: Raw -561441.966516 + Penalty 869.077891 = -560572.888625 nChanged 590 SP:Iteration 7Q (1729.807909 sec): 3 clusters Score: Raw -561814.684478 + Penalty 869.077891 = -560945.606587 nChanged 421 SP:Iteration 8Q (1729.869126 sec): 3 clusters Score: Raw -562035.181882 + Penalty 869.077891 = -561166.103991 nChanged 359 SP:Iteration 9Q (1729.919742 sec): 3 clusters Score: Raw -562215.337704 + Penalty 869.077891 = -561346.259812 nChanged 315 SP:Iteration 10Q (1729.978018 sec): 3 clusters Score: Raw -562365.117981 + Penalty 869.077891 = -561496.040090 nChanged 252 SP:Iteration 11Q (1730.039724 sec): 3 clusters Score: Raw -562485.223894 + Penalty 869.077891 = -561616.146003 nChanged 233 SP:Iteration 12Q (1730.095723 sec): 3 clusters Score: Raw -562593.266136 + Penalty 869.077891 = -561724.188245 nChanged 210 SP:Iteration 13Q (1730.152981 sec): 3 clusters Score: Raw -562701.576685 + Penalty 869.077891 = -561832.498793 nChanged 199 SP:Iteration 14Q (1730.207711 sec): 3 clusters Score: Raw -562813.993365 + Penalty 869.077891 = -561944.915474 nChanged 175 SP:Iteration 15Q (1730.265272 sec): 3 clusters Score: Raw -562908.112261 + Penalty 869.077891 = -562039.034370 nChanged 118 SP:Iteration 16Q (1730.333809 sec): 3 clusters Score: Raw -562961.750134 + Penalty 869.077891 = -562092.672243 nChanged 99 SP:Iteration 17Q (1730.377460 sec): 3 clusters Score: Raw -563012.140015 + Penalty 869.077891 = -562143.062124 nChanged 74 SP:Iteration 18Q (1730.443560 sec): 3 clusters Score: Raw -563047.038459 + Penalty 869.077891 = -562177.960568 nChanged 63 SP:Iteration 19Q (1730.501874 sec): 3 clusters Score: Raw -563075.693989 + Penalty 869.077891 = -562206.616097 nChanged 51 SP:Iteration 20F (1730.567147 sec): 3 clusters Score: Raw -563096.264955 + Penalty 869.077891 = -562227.187064 nChanged 38 SP:Iteration 21Q (1730.611643 sec): 3 clusters Score: Raw -563116.076139 + Penalty 869.077891 = -562246.998248 nChanged 40 SP:Iteration 22Q (1730.672340 sec): 3 clusters Score: Raw -563135.874762 + Penalty 869.077891 = -562266.796871 nChanged 28 SP:Iteration 23Q (1730.732728 sec): 3 clusters Score: Raw -563148.172713 + Penalty 869.077891 = -562279.094821 nChanged 23 SP:Iteration 24Q (1730.798841 sec): 3 clusters Score: Raw -563158.393639 + Penalty 869.077891 = -562289.315747 nChanged 25 SP:Iteration 25Q (1730.842893 sec): 3 clusters Score: Raw -563167.184244 + Penalty 869.077891 = -562298.106353 nChanged 17 SP:Iteration 26Q (1730.901339 sec): 3 clusters Score: Raw -563174.369041 + Penalty 869.077891 = -562305.291150 nChanged 16 SP:Iteration 27Q (1730.954979 sec): 3 clusters Score: Raw -563179.973371 + Penalty 869.077891 = -562310.895480 nChanged 17 SP:Iteration 28Q (1731.019639 sec): 3 clusters Score: Raw -563186.243453 + Penalty 869.077891 = -562317.165562 nChanged 17 SP:Iteration 29Q (1731.073713 sec): 3 clusters Score: Raw -563190.199582 + Penalty 869.077891 = -562321.121690 nChanged 9 SP:Iteration 30Q (1731.126617 sec): 3 clusters Score: Raw -563192.747123 + Penalty 869.077891 = -562323.669232 nChanged 6 SP:Iteration 31Q (1731.183530 sec): 3 clusters Score: Raw -563194.507991 + Penalty 869.077891 = -562325.430100 nChanged 3 SP:Iteration 32Q (1731.227641 sec): 3 clusters Score: Raw -563194.927368 + Penalty 869.077891 = -562325.849477 nChanged 5 SP:Iteration 33Q (1731.290161 sec): 3 clusters Score: Raw -563196.039306 + Penalty 869.077891 = -562326.961414 nChanged 5 SP:Iteration 34Q (1731.344642 sec): 3 clusters Score: Raw -563196.745435 + Penalty 869.077891 = -562327.667544 nChanged 2 SP:Iteration 35Q (1731.391883 sec): 3 clusters Score: Raw -563197.109230 + Penalty 869.077891 = -562328.031339 nChanged 1 SP:Iteration 36Q (1731.445357 sec): 3 clusters Score: Raw -563197.291666 + Penalty 869.077891 = -562328.213775 nChanged 1 SP:Iteration 37Q (1731.501722 sec): 3 clusters Score: Raw -563197.486369 + Penalty 869.077891 = -562328.408478 nChanged 0 SP:Iteration 38F (1731.554743 sec): 3 clusters Score: Raw -563197.486369 + Penalty 869.077891 = -562328.408478 nChanged 0 Trying to split cluster 33 (6003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1731.593149 sec): 2 clusters Score: Raw -252563.153479 + Penalty 395.850665 = -252167.302814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1731.633450 sec): 3 clusters Score: Raw -248942.760714 + Penalty 791.701331 = -248151.059384 nChanged 2733 SP:Iteration 1F (1731.686747 sec): 3 clusters Score: Raw -250567.812673 + Penalty 791.701331 = -249776.111342 nChanged 401 SP:Iteration 2F (1731.732169 sec): 3 clusters Score: Raw -250792.121453 + Penalty 791.701331 = -250000.420122 nChanged 367 SP:Iteration 3F (1731.775389 sec): 3 clusters Score: Raw -251004.599628 + Penalty 791.701331 = -250212.898298 nChanged 313 SP:Iteration 4F (1731.830786 sec): 3 clusters Score: Raw -251204.160527 + Penalty 791.701331 = -250412.459196 nChanged 305 SP:Iteration 5F (1731.883755 sec): 3 clusters Score: Raw -251409.967921 + Penalty 791.701331 = -250618.266591 nChanged 270 SP:Iteration 6Q (1731.934535 sec): 3 clusters Score: Raw -251554.035517 + Penalty 791.701331 = -250762.334186 nChanged 235 SP:Iteration 7Q (1731.989263 sec): 3 clusters Score: Raw -251676.047067 + Penalty 791.701331 = -250884.345736 nChanged 212 SP:Iteration 8Q (1732.045093 sec): 3 clusters Score: Raw -251796.953463 + Penalty 791.701331 = -251005.252132 nChanged 171 SP:Iteration 9Q (1732.088322 sec): 3 clusters Score: Raw -251896.961465 + Penalty 791.701331 = -251105.260135 nChanged 143 SP:Iteration 10Q (1732.141217 sec): 3 clusters Score: Raw -251963.392436 + Penalty 791.701331 = -251171.691106 nChanged 114 SP:Iteration 11Q (1732.186505 sec): 3 clusters Score: Raw -252006.702844 + Penalty 791.701331 = -251215.001513 nChanged 94 SP:Iteration 12Q (1732.236363 sec): 3 clusters Score: Raw -252038.556355 + Penalty 791.701331 = -251246.855025 nChanged 68 SP:Iteration 13Q (1732.290856 sec): 3 clusters Score: Raw -252063.837769 + Penalty 791.701331 = -251272.136439 nChanged 77 SP:Iteration 14Q (1732.335220 sec): 3 clusters Score: Raw -252096.481260 + Penalty 791.701331 = -251304.779930 nChanged 88 SP:Iteration 15Q (1732.385756 sec): 3 clusters Score: Raw -252143.369431 + Penalty 791.701331 = -251351.668100 nChanged 99 SP:Iteration 16Q (1732.434526 sec): 3 clusters Score: Raw -252207.309381 + Penalty 791.701331 = -251415.608050 nChanged 108 SP:Iteration 17Q (1732.486455 sec): 3 clusters Score: Raw -252274.415794 + Penalty 791.701331 = -251482.714463 nChanged 94 SP:Iteration 18Q (1732.544639 sec): 3 clusters Score: Raw -252346.117400 + Penalty 791.701331 = -251554.416069 nChanged 105 SP:Iteration 19Q (1732.600145 sec): 3 clusters Score: Raw -252431.477866 + Penalty 791.701331 = -251639.776536 nChanged 83 SP:Iteration 20F (1732.652554 sec): 3 clusters Score: Raw -252499.762883 + Penalty 791.701331 = -251708.061552 nChanged 62 SP:Iteration 21Q (1732.692060 sec): 3 clusters Score: Raw -252550.136172 + Penalty 791.701331 = -251758.434842 nChanged 52 SP:Iteration 22Q (1732.752774 sec): 3 clusters Score: Raw -252585.822370 + Penalty 791.701331 = -251794.121039 nChanged 56 SP:Iteration 23Q (1732.791838 sec): 3 clusters Score: Raw -252621.214124 + Penalty 791.701331 = -251829.512793 nChanged 45 SP:Iteration 24Q (1732.847596 sec): 3 clusters Score: Raw -252646.499506 + Penalty 791.701331 = -251854.798175 nChanged 36 SP:Iteration 25Q (1732.896833 sec): 3 clusters Score: Raw -252666.424724 + Penalty 791.701331 = -251874.723394 nChanged 30 SP:Iteration 26Q (1732.949339 sec): 3 clusters Score: Raw -252681.350440 + Penalty 791.701331 = -251889.649109 nChanged 22 SP:Iteration 27Q (1733.001884 sec): 3 clusters Score: Raw -252688.754704 + Penalty 791.701331 = -251897.053373 nChanged 12 SP:Iteration 28Q (1733.052835 sec): 3 clusters Score: Raw -252692.121035 + Penalty 791.701331 = -251900.419705 nChanged 4 SP:Iteration 29Q (1733.105555 sec): 3 clusters Score: Raw -252692.630407 + Penalty 791.701331 = -251900.929076 nChanged 4 SP:Iteration 30Q (1733.152133 sec): 3 clusters Score: Raw -252693.315074 + Penalty 791.701331 = -251901.613744 nChanged 4 SP:Iteration 31Q (1733.210684 sec): 3 clusters Score: Raw -252694.204256 + Penalty 791.701331 = -251902.502925 nChanged 4 SP:Iteration 32Q (1733.260451 sec): 3 clusters Score: Raw -252694.982613 + Penalty 791.701331 = -251903.281282 nChanged 1 SP:Iteration 33Q (1733.314470 sec): 3 clusters Score: Raw -252695.265196 + Penalty 791.701331 = -251903.563865 nChanged 1 SP:Iteration 34Q (1733.358556 sec): 3 clusters Score: Raw -252695.396928 + Penalty 791.701331 = -251903.695597 nChanged 1 SP:Iteration 35Q (1733.408462 sec): 3 clusters Score: Raw -252695.578709 + Penalty 791.701331 = -251903.877378 nChanged 1 SP:Iteration 36Q (1733.463565 sec): 3 clusters Score: Raw -252695.927547 + Penalty 791.701331 = -251904.226216 nChanged 0 SP:Iteration 37F (1733.512047 sec): 3 clusters Score: Raw -252695.927547 + Penalty 791.701331 = -251904.226216 nChanged 0 Trying to split cluster 34 (881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1733.527379 sec): 2 clusters Score: Raw -35931.157335 + Penalty 308.538122 = -35622.619213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1733.573894 sec): 3 clusters Score: Raw -35513.277985 + Penalty 617.076244 = -34896.201741 nChanged 322 SP:Iteration 1F (1733.618511 sec): 3 clusters Score: Raw -35702.498599 + Penalty 617.076244 = -35085.422355 nChanged 82 SP:Iteration 2F (1733.657644 sec): 3 clusters Score: Raw -35757.068785 + Penalty 617.076244 = -35139.992541 nChanged 44 SP:Iteration 3Q (1733.705245 sec): 3 clusters Score: Raw -35791.679012 + Penalty 617.076244 = -35174.602768 nChanged 32 SP:Iteration 4Q (1733.755794 sec): 3 clusters Score: Raw -35813.835152 + Penalty 617.076244 = -35196.758908 nChanged 23 SP:Iteration 5Q (1733.804521 sec): 3 clusters Score: Raw -35826.786536 + Penalty 617.076244 = -35209.710292 nChanged 27 SP:Iteration 6Q (1733.838768 sec): 3 clusters Score: Raw -35843.124657 + Penalty 617.076244 = -35226.048413 nChanged 18 SP:Iteration 7Q (1733.883280 sec): 3 clusters Score: Raw -35856.648366 + Penalty 617.076244 = -35239.572122 nChanged 17 SP:Iteration 8Q (1733.932258 sec): 3 clusters Score: Raw -35869.162442 + Penalty 617.076244 = -35252.086198 nChanged 15 SP:Iteration 9Q (1733.983625 sec): 3 clusters Score: Raw -35880.629242 + Penalty 617.076244 = -35263.552998 nChanged 16 SP:Iteration 10Q (1734.024901 sec): 3 clusters Score: Raw -35890.664648 + Penalty 617.076244 = -35273.588404 nChanged 13 SP:Iteration 11Q (1734.073053 sec): 3 clusters Score: Raw -35898.097867 + Penalty 617.076244 = -35281.021623 nChanged 17 SP:Iteration 12Q (1734.131282 sec): 3 clusters Score: Raw -35908.884495 + Penalty 617.076244 = -35291.808251 nChanged 15 SP:Iteration 13Q (1734.178146 sec): 3 clusters Score: Raw -35917.519052 + Penalty 617.076244 = -35300.442808 nChanged 14 SP:Iteration 14Q (1734.226275 sec): 3 clusters Score: Raw -35925.196286 + Penalty 617.076244 = -35308.120042 nChanged 15 SP:Iteration 15Q (1734.276158 sec): 3 clusters Score: Raw -35938.488345 + Penalty 617.076244 = -35321.412101 nChanged 15 SP:Iteration 16Q (1734.322985 sec): 3 clusters Score: Raw -35955.168122 + Penalty 617.076244 = -35338.091878 nChanged 14 SP:Iteration 17Q (1734.371319 sec): 3 clusters Score: Raw -35963.731178 + Penalty 617.076244 = -35346.654934 nChanged 14 SP:Iteration 18Q (1734.426768 sec): 3 clusters Score: Raw -35975.096646 + Penalty 617.076244 = -35358.020402 nChanged 14 SP:Iteration 19Q (1734.465080 sec): 3 clusters Score: Raw -35985.570852 + Penalty 617.076244 = -35368.494608 nChanged 8 SP:Iteration 20F (1734.512872 sec): 3 clusters Score: Raw -35995.634730 + Penalty 617.076244 = -35378.558486 nChanged 9 SP:Iteration 21Q (1734.567562 sec): 3 clusters Score: Raw -36000.245636 + Penalty 617.076244 = -35383.169392 nChanged 9 SP:Iteration 22Q (1734.613320 sec): 3 clusters Score: Raw -36004.340561 + Penalty 617.076244 = -35387.264317 nChanged 8 SP:Iteration 23Q (1734.649768 sec): 3 clusters Score: Raw -36006.944806 + Penalty 617.076244 = -35389.868562 nChanged 1 SP:Iteration 24Q (1734.694045 sec): 3 clusters Score: Raw -36007.471326 + Penalty 617.076244 = -35390.395082 nChanged 0 SP:Iteration 25F (1734.747151 sec): 3 clusters Score: Raw -36007.471326 + Penalty 617.076244 = -35390.395082 nChanged 0 Trying to split cluster 35 (9802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1734.768158 sec): 2 clusters Score: Raw -413081.360383 + Penalty 418.160549 = -412663.199835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1734.833149 sec): 3 clusters Score: Raw -406955.779606 + Penalty 836.321097 = -406119.458509 nChanged 4545 SP:Iteration 1F (1734.874199 sec): 3 clusters Score: Raw -409565.034166 + Penalty 836.321097 = -408728.713069 nChanged 519 SP:Iteration 2F (1734.930724 sec): 3 clusters Score: Raw -409780.220945 + Penalty 836.321097 = -408943.899848 nChanged 509 SP:Iteration 3F (1734.993732 sec): 3 clusters Score: Raw -410032.716514 + Penalty 836.321097 = -409196.395417 nChanged 515 SP:Iteration 4F (1735.041023 sec): 3 clusters Score: Raw -410346.016021 + Penalty 836.321097 = -409509.694924 nChanged 602 SP:Iteration 5F (1735.093687 sec): 3 clusters Score: Raw -410782.784102 + Penalty 836.321097 = -409946.463005 nChanged 650 SP:Iteration 6F (1735.156001 sec): 3 clusters Score: Raw -411310.179343 + Penalty 836.321097 = -410473.858246 nChanged 602 SP:Iteration 7F (1735.217119 sec): 3 clusters Score: Raw -411841.196683 + Penalty 836.321097 = -411004.875586 nChanged 531 SP:Iteration 8F (1735.273217 sec): 3 clusters Score: Raw -412315.158667 + Penalty 836.321097 = -411478.837570 nChanged 381 SP:Iteration 9Q (1735.328249 sec): 3 clusters Score: Raw -412661.361605 + Penalty 836.321097 = -411825.040508 nChanged 254 SP:Iteration 10Q (1735.370561 sec): 3 clusters Score: Raw -412887.354417 + Penalty 836.321097 = -412051.033320 nChanged 135 SP:Iteration 11Q (1735.424721 sec): 3 clusters Score: Raw -412995.290205 + Penalty 836.321097 = -412158.969108 nChanged 88 SP:Iteration 12Q (1735.484804 sec): 3 clusters Score: Raw -413064.078183 + Penalty 836.321097 = -412227.757086 nChanged 55 SP:Iteration 13Q (1735.539737 sec): 3 clusters Score: Raw -413106.313562 + Penalty 836.321097 = -412269.992465 nChanged 33 SP:Iteration 14Q (1735.594963 sec): 3 clusters Score: Raw -413131.002129 + Penalty 836.321097 = -412294.681032 nChanged 26 SP:Iteration 15Q (1735.654451 sec): 3 clusters Score: Raw -413148.552823 + Penalty 836.321097 = -412312.231726 nChanged 19 SP:Iteration 16Q (1735.711212 sec): 3 clusters Score: Raw -413164.504319 + Penalty 836.321097 = -412328.183222 nChanged 18 SP:Iteration 17Q (1735.753883 sec): 3 clusters Score: Raw -413175.678777 + Penalty 836.321097 = -412339.357680 nChanged 11 SP:Iteration 18Q (1735.808746 sec): 3 clusters Score: Raw -413183.895299 + Penalty 836.321097 = -412347.574202 nChanged 10 SP:Iteration 19Q (1735.875855 sec): 3 clusters Score: Raw -413190.960693 + Penalty 836.321097 = -412354.639596 nChanged 5 SP:Iteration 20F (1735.930692 sec): 3 clusters Score: Raw -413194.145390 + Penalty 836.321097 = -412357.824293 nChanged 2 SP:Iteration 21Q (1735.989949 sec): 3 clusters Score: Raw -413195.322048 + Penalty 836.321097 = -412359.000951 nChanged 0 SP:Iteration 22F (1736.045381 sec): 3 clusters Score: Raw -413195.322048 + Penalty 836.321097 = -412359.000951 nChanged 0 Trying to split cluster 36 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1736.069698 sec): 2 clusters Score: Raw -34843.116658 + Penalty 307.068559 = -34536.048098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1736.122336 sec): 3 clusters Score: Raw -34450.998249 + Penalty 614.137119 = -33836.861130 nChanged 323 SP:Iteration 1F (1736.162258 sec): 3 clusters Score: Raw -34654.523264 + Penalty 614.137119 = -34040.386145 nChanged 66 SP:Iteration 2F (1736.222641 sec): 3 clusters Score: Raw -34696.986781 + Penalty 614.137119 = -34082.849662 nChanged 44 SP:Iteration 3F (1736.259093 sec): 3 clusters Score: Raw -34728.774696 + Penalty 614.137119 = -34114.637577 nChanged 37 SP:Iteration 4Q (1736.308292 sec): 3 clusters Score: Raw -34761.654011 + Penalty 614.137119 = -34147.516892 nChanged 24 SP:Iteration 5Q (1736.364645 sec): 3 clusters Score: Raw -34783.219361 + Penalty 614.137119 = -34169.082242 nChanged 32 SP:Iteration 6Q (1736.412115 sec): 3 clusters Score: Raw -34820.157338 + Penalty 614.137119 = -34206.020219 nChanged 34 SP:Iteration 7Q (1736.451327 sec): 3 clusters Score: Raw -34854.693628 + Penalty 614.137119 = -34240.556509 nChanged 29 SP:Iteration 8Q (1736.503033 sec): 3 clusters Score: Raw -34879.836196 + Penalty 614.137119 = -34265.699078 nChanged 22 SP:Iteration 9Q (1736.546894 sec): 3 clusters Score: Raw -34894.426942 + Penalty 614.137119 = -34280.289823 nChanged 17 SP:Iteration 10Q (1736.590151 sec): 3 clusters Score: Raw -34907.808717 + Penalty 614.137119 = -34293.671599 nChanged 14 SP:Iteration 11Q (1736.631283 sec): 3 clusters Score: Raw -34917.402182 + Penalty 614.137119 = -34303.265063 nChanged 16 SP:Iteration 12Q (1736.680370 sec): 3 clusters Score: Raw -34926.367037 + Penalty 614.137119 = -34312.229918 nChanged 8 SP:Iteration 13Q (1736.720479 sec): 3 clusters Score: Raw -34932.195508 + Penalty 614.137119 = -34318.058389 nChanged 11 SP:Iteration 14Q (1736.769502 sec): 3 clusters Score: Raw -34937.250904 + Penalty 614.137119 = -34323.113785 nChanged 10 SP:Iteration 15Q (1736.809529 sec): 3 clusters Score: Raw -34943.037312 + Penalty 614.137119 = -34328.900193 nChanged 8 SP:Iteration 16Q (1736.855801 sec): 3 clusters Score: Raw -34946.933688 + Penalty 614.137119 = -34332.796569 nChanged 3 SP:Iteration 17Q (1736.894064 sec): 3 clusters Score: Raw -34948.779693 + Penalty 614.137119 = -34334.642574 nChanged 5 SP:Iteration 18Q (1736.940697 sec): 3 clusters Score: Raw -34950.384573 + Penalty 614.137119 = -34336.247455 nChanged 1 SP:Iteration 19Q (1736.977188 sec): 3 clusters Score: Raw -34952.226175 + Penalty 614.137119 = -34338.089056 nChanged 5 SP:Iteration 20F (1737.032257 sec): 3 clusters Score: Raw -34957.796985 + Penalty 614.137119 = -34343.659867 nChanged 4 SP:Iteration 21Q (1737.063994 sec): 3 clusters Score: Raw -34958.678739 + Penalty 614.137119 = -34344.541620 nChanged 2 SP:Iteration 22Q (1737.109168 sec): 3 clusters Score: Raw -34959.958258 + Penalty 614.137119 = -34345.821139 nChanged 4 SP:Iteration 23Q (1737.156844 sec): 3 clusters Score: Raw -34961.942748 + Penalty 614.137119 = -34347.805629 nChanged 6 SP:Iteration 24Q (1737.204767 sec): 3 clusters Score: Raw -34963.927328 + Penalty 614.137119 = -34349.790209 nChanged 2 SP:Iteration 25Q (1737.250239 sec): 3 clusters Score: Raw -34964.117713 + Penalty 614.137119 = -34349.980594 nChanged 0 SP:Iteration 26F (1737.288038 sec): 3 clusters Score: Raw -34964.117713 + Penalty 614.137119 = -34349.980594 nChanged 0 Trying to split cluster 37 (4221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1737.317161 sec): 2 clusters Score: Raw -174113.092671 + Penalty 379.826144 = -173733.266527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1737.371513 sec): 3 clusters Score: Raw -171630.632777 + Penalty 759.652288 = -170870.980488 nChanged 1892 SP:Iteration 1F (1737.407943 sec): 3 clusters Score: Raw -172795.987500 + Penalty 759.652288 = -172036.335212 nChanged 315 SP:Iteration 2F (1737.456687 sec): 3 clusters Score: Raw -173011.618850 + Penalty 759.652288 = -172251.966561 nChanged 356 SP:Iteration 3F (1737.510134 sec): 3 clusters Score: Raw -173274.702247 + Penalty 759.652288 = -172515.049959 nChanged 290 SP:Iteration 4F (1737.556723 sec): 3 clusters Score: Raw -173498.135724 + Penalty 759.652288 = -172738.483436 nChanged 264 SP:Iteration 5F (1737.604431 sec): 3 clusters Score: Raw -173707.154592 + Penalty 759.652288 = -172947.502304 nChanged 190 SP:Iteration 6Q (1737.650364 sec): 3 clusters Score: Raw -173863.070263 + Penalty 759.652288 = -173103.417974 nChanged 143 SP:Iteration 7Q (1737.698175 sec): 3 clusters Score: Raw -173998.396559 + Penalty 759.652288 = -173238.744271 nChanged 99 SP:Iteration 8Q (1737.736760 sec): 3 clusters Score: Raw -174063.711260 + Penalty 759.652288 = -173304.058972 nChanged 71 SP:Iteration 9Q (1737.786176 sec): 3 clusters Score: Raw -174106.300118 + Penalty 759.652288 = -173346.647829 nChanged 49 SP:Iteration 10Q (1737.847459 sec): 3 clusters Score: Raw -174133.424604 + Penalty 759.652288 = -173373.772316 nChanged 53 SP:Iteration 11Q (1737.888588 sec): 3 clusters Score: Raw -174164.229321 + Penalty 759.652288 = -173404.577033 nChanged 37 SP:Iteration 12Q (1737.946783 sec): 3 clusters Score: Raw -174180.948675 + Penalty 759.652288 = -173421.296386 nChanged 27 SP:Iteration 13Q (1737.983976 sec): 3 clusters Score: Raw -174190.993877 + Penalty 759.652288 = -173431.341588 nChanged 15 SP:Iteration 14Q (1738.029136 sec): 3 clusters Score: Raw -174197.469431 + Penalty 759.652288 = -173437.817142 nChanged 9 SP:Iteration 15Q (1738.075970 sec): 3 clusters Score: Raw -174200.951018 + Penalty 759.652288 = -173441.298729 nChanged 9 SP:Iteration 16Q (1738.125434 sec): 3 clusters Score: Raw -174207.242483 + Penalty 759.652288 = -173447.590194 nChanged 16 SP:Iteration 17Q (1738.185485 sec): 3 clusters Score: Raw -174216.798758 + Penalty 759.652288 = -173457.146469 nChanged 14 SP:Iteration 18Q (1738.224536 sec): 3 clusters Score: Raw -174225.765098 + Penalty 759.652288 = -173466.112809 nChanged 8 SP:Iteration 19Q (1738.269682 sec): 3 clusters Score: Raw -174228.073171 + Penalty 759.652288 = -173468.420882 nChanged 2 SP:Iteration 20F (1738.328370 sec): 3 clusters Score: Raw -174228.319749 + Penalty 759.652288 = -173468.667460 nChanged 0 Trying to split cluster 38 (934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1738.356846 sec): 2 clusters Score: Raw -35351.365951 + Penalty 311.196178 = -35040.169773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1738.400362 sec): 3 clusters Score: Raw -34881.478672 + Penalty 622.392356 = -34259.086316 nChanged 362 SP:Iteration 1F (1738.459075 sec): 3 clusters Score: Raw -35090.400270 + Penalty 622.392356 = -34468.007914 nChanged 73 SP:Iteration 2F (1738.498858 sec): 3 clusters Score: Raw -35145.500503 + Penalty 622.392356 = -34523.108147 nChanged 58 SP:Iteration 3F (1738.547865 sec): 3 clusters Score: Raw -35187.472501 + Penalty 622.392356 = -34565.080145 nChanged 49 SP:Iteration 4F (1738.596849 sec): 3 clusters Score: Raw -35223.635308 + Penalty 622.392356 = -34601.242952 nChanged 36 SP:Iteration 5Q (1738.643009 sec): 3 clusters Score: Raw -35251.985018 + Penalty 622.392356 = -34629.592662 nChanged 33 SP:Iteration 6Q (1738.693601 sec): 3 clusters Score: Raw -35279.849065 + Penalty 622.392356 = -34657.456709 nChanged 30 SP:Iteration 7Q (1738.738711 sec): 3 clusters Score: Raw -35305.084492 + Penalty 622.392356 = -34682.692136 nChanged 22 SP:Iteration 8Q (1738.785880 sec): 3 clusters Score: Raw -35321.974826 + Penalty 622.392356 = -34699.582470 nChanged 18 SP:Iteration 9Q (1738.836924 sec): 3 clusters Score: Raw -35345.130848 + Penalty 622.392356 = -34722.738493 nChanged 13 SP:Iteration 10Q (1738.885782 sec): 3 clusters Score: Raw -35358.152944 + Penalty 622.392356 = -34735.760588 nChanged 8 SP:Iteration 11Q (1738.925957 sec): 3 clusters Score: Raw -35366.664005 + Penalty 622.392356 = -34744.271649 nChanged 4 SP:Iteration 12Q (1738.976971 sec): 3 clusters Score: Raw -35371.601721 + Penalty 622.392356 = -34749.209365 nChanged 4 SP:Iteration 13Q (1739.027650 sec): 3 clusters Score: Raw -35375.292045 + Penalty 622.392356 = -34752.899689 nChanged 5 SP:Iteration 14Q (1739.071332 sec): 3 clusters Score: Raw -35382.425125 + Penalty 622.392356 = -34760.032769 nChanged 6 SP:Iteration 15Q (1739.126247 sec): 3 clusters Score: Raw -35388.576856 + Penalty 622.392356 = -34766.184500 nChanged 4 SP:Iteration 16Q (1739.175068 sec): 3 clusters Score: Raw -35390.631234 + Penalty 622.392356 = -34768.238879 nChanged 2 SP:Iteration 17Q (1739.225815 sec): 3 clusters Score: Raw -35391.444833 + Penalty 622.392356 = -34769.052477 nChanged 0 SP:Iteration 18F (1739.272109 sec): 3 clusters Score: Raw -35391.444833 + Penalty 622.392356 = -34769.052477 nChanged 0 Trying to split cluster 39 (39951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1739.332808 sec): 2 clusters Score: Raw -1636798.968493 + Penalty 482.091109 = -1636316.877384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1739.417436 sec): 3 clusters Score: Raw -1610661.422180 + Penalty 964.182217 = -1609697.239963 nChanged 19208 SP:Iteration 1F (1739.502727 sec): 3 clusters Score: Raw -1622602.505576 + Penalty 964.182217 = -1621638.323359 nChanged 2182 SP:Iteration 2F (1739.584070 sec): 3 clusters Score: Raw -1623754.104292 + Penalty 964.182217 = -1622789.922075 nChanged 2472 SP:Iteration 3F (1739.668400 sec): 3 clusters Score: Raw -1625384.446209 + Penalty 964.182217 = -1624420.263992 nChanged 2670 SP:Iteration 4F (1739.752418 sec): 3 clusters Score: Raw -1627344.166759 + Penalty 964.182217 = -1626379.984542 nChanged 2602 SP:Iteration 5F (1739.832223 sec): 3 clusters Score: Raw -1629246.984871 + Penalty 964.182217 = -1628282.802654 nChanged 2231 SP:Iteration 6F (1739.917440 sec): 3 clusters Score: Raw -1630634.512202 + Penalty 964.182217 = -1629670.329985 nChanged 1605 SP:Iteration 7Q (1740.007105 sec): 3 clusters Score: Raw -1631334.211559 + Penalty 964.182217 = -1630370.029342 nChanged 1081 SP:Iteration 8Q (1740.094699 sec): 3 clusters Score: Raw -1631680.568884 + Penalty 964.182217 = -1630716.386667 nChanged 762 SP:Iteration 9Q (1740.182855 sec): 3 clusters Score: Raw -1631895.773680 + Penalty 964.182217 = -1630931.591462 nChanged 618 SP:Iteration 10Q (1740.270720 sec): 3 clusters Score: Raw -1632062.395794 + Penalty 964.182217 = -1631098.213576 nChanged 595 SP:Iteration 11Q (1740.362103 sec): 3 clusters Score: Raw -1632234.005768 + Penalty 964.182217 = -1631269.823551 nChanged 605 SP:Iteration 12Q (1740.459101 sec): 3 clusters Score: Raw -1632419.465655 + Penalty 964.182217 = -1631455.283438 nChanged 591 SP:Iteration 13Q (1740.547707 sec): 3 clusters Score: Raw -1632591.273491 + Penalty 964.182217 = -1631627.091273 nChanged 578 SP:Iteration 14Q (1740.636259 sec): 3 clusters Score: Raw -1632762.054081 + Penalty 964.182217 = -1631797.871864 nChanged 571 SP:Iteration 15Q (1740.731272 sec): 3 clusters Score: Raw -1632928.040578 + Penalty 964.182217 = -1631963.858361 nChanged 544 SP:Iteration 16Q (1740.815424 sec): 3 clusters Score: Raw -1633086.991213 + Penalty 964.182217 = -1632122.808995 nChanged 569 SP:Iteration 17Q (1740.900588 sec): 3 clusters Score: Raw -1633260.126383 + Penalty 964.182217 = -1632295.944165 nChanged 597 SP:Iteration 18Q (1740.994539 sec): 3 clusters Score: Raw -1633437.792765 + Penalty 964.182217 = -1632473.610548 nChanged 539 SP:Iteration 19Q (1741.083093 sec): 3 clusters Score: Raw -1633593.965860 + Penalty 964.182217 = -1632629.783643 nChanged 545 SP:Iteration 20F (1741.165790 sec): 3 clusters Score: Raw -1633754.519129 + Penalty 964.182217 = -1632790.336912 nChanged 544 SP:Iteration 21Q (1741.250862 sec): 3 clusters Score: Raw -1633915.483609 + Penalty 964.182217 = -1632951.301392 nChanged 554 SP:Iteration 22Q (1741.334577 sec): 3 clusters Score: Raw -1634085.457418 + Penalty 964.182217 = -1633121.275201 nChanged 502 SP:Iteration 23Q (1741.411778 sec): 3 clusters Score: Raw -1634248.422427 + Penalty 964.182217 = -1633284.240210 nChanged 539 SP:Iteration 24Q (1741.491248 sec): 3 clusters Score: Raw -1634435.718038 + Penalty 964.182217 = -1633471.535820 nChanged 520 SP:Iteration 25Q (1741.576634 sec): 3 clusters Score: Raw -1634609.771820 + Penalty 964.182217 = -1633645.589603 nChanged 492 SP:Iteration 26Q (1741.659175 sec): 3 clusters Score: Raw -1634776.445105 + Penalty 964.182217 = -1633812.262888 nChanged 456 SP:Iteration 27Q (1741.739253 sec): 3 clusters Score: Raw -1634931.823627 + Penalty 964.182217 = -1633967.641409 nChanged 446 SP:Iteration 28Q (1741.828589 sec): 3 clusters Score: Raw -1635088.192202 + Penalty 964.182217 = -1634124.009985 nChanged 417 SP:Iteration 29Q (1741.912283 sec): 3 clusters Score: Raw -1635237.535123 + Penalty 964.182217 = -1634273.352906 nChanged 425 SP:Iteration 30Q (1741.982352 sec): 3 clusters Score: Raw -1635397.471201 + Penalty 964.182217 = -1634433.288984 nChanged 418 SP:Iteration 31Q (1742.077776 sec): 3 clusters Score: Raw -1635564.922903 + Penalty 964.182217 = -1634600.740686 nChanged 413 SP:Iteration 32Q (1742.151919 sec): 3 clusters Score: Raw -1635745.748045 + Penalty 964.182217 = -1634781.565828 nChanged 372 SP:Iteration 33Q (1742.238725 sec): 3 clusters Score: Raw -1635912.609715 + Penalty 964.182217 = -1634948.427498 nChanged 334 SP:Iteration 34Q (1742.313202 sec): 3 clusters Score: Raw -1636060.464640 + Penalty 964.182217 = -1635096.282423 nChanged 300 SP:Iteration 35Q (1742.398159 sec): 3 clusters Score: Raw -1636193.134227 + Penalty 964.182217 = -1635228.952010 nChanged 240 SP:Iteration 36Q (1742.480365 sec): 3 clusters Score: Raw -1636291.510979 + Penalty 964.182217 = -1635327.328762 nChanged 198 SP:Iteration 37Q (1742.553654 sec): 3 clusters Score: Raw -1636378.432191 + Penalty 964.182217 = -1635414.249974 nChanged 177 SP:Iteration 38Q (1742.636067 sec): 3 clusters Score: Raw -1636465.064876 + Penalty 964.182217 = -1635500.882659 nChanged 173 SP:Iteration 39Q (1742.712627 sec): 3 clusters Score: Raw -1636552.053076 + Penalty 964.182217 = -1635587.870859 nChanged 164 SP:Iteration 40F (1742.792803 sec): 3 clusters Score: Raw -1636629.123990 + Penalty 964.182217 = -1635664.941773 nChanged 127 SP:Iteration 41Q (1742.873476 sec): 3 clusters Score: Raw -1636687.401528 + Penalty 964.182217 = -1635723.219310 nChanged 90 SP:Iteration 42Q (1742.948045 sec): 3 clusters Score: Raw -1636730.104903 + Penalty 964.182217 = -1635765.922686 nChanged 74 SP:Iteration 43Q (1743.026641 sec): 3 clusters Score: Raw -1636769.792458 + Penalty 964.182217 = -1635805.610241 nChanged 58 SP:Iteration 44Q (1743.101495 sec): 3 clusters Score: Raw -1636801.258149 + Penalty 964.182217 = -1635837.075932 nChanged 63 SP:Iteration 45Q (1743.178899 sec): 3 clusters Score: Raw -1636837.072771 + Penalty 964.182217 = -1635872.890554 nChanged 43 SP:Iteration 46Q (1743.259662 sec): 3 clusters Score: Raw -1636860.161424 + Penalty 964.182217 = -1635895.979207 nChanged 35 SP:Iteration 47Q (1743.337846 sec): 3 clusters Score: Raw -1636878.703376 + Penalty 964.182217 = -1635914.521159 nChanged 35 SP:Iteration 48Q (1743.416852 sec): 3 clusters Score: Raw -1636899.630488 + Penalty 964.182217 = -1635935.448270 nChanged 25 SP:Iteration 49Q (1743.497448 sec): 3 clusters Score: Raw -1636914.736445 + Penalty 964.182217 = -1635950.554228 nChanged 12 SP:Iteration 50Q (1743.566890 sec): 3 clusters Score: Raw -1636918.245011 + Penalty 964.182217 = -1635954.062793 nChanged 4 SP:Iteration 51Q (1743.643933 sec): 3 clusters Score: Raw -1636919.003501 + Penalty 964.182217 = -1635954.821284 nChanged 2 SP:Iteration 52Q (1743.711549 sec): 3 clusters Score: Raw -1636920.656220 + Penalty 964.182217 = -1635956.474003 nChanged 1 SP:Iteration 53Q (1743.791445 sec): 3 clusters Score: Raw -1636921.567385 + Penalty 964.182217 = -1635957.385167 nChanged 2 SP:Iteration 54Q (1743.862454 sec): 3 clusters Score: Raw -1636922.207308 + Penalty 964.182217 = -1635958.025090 nChanged 5 SP:Iteration 55Q (1743.944297 sec): 3 clusters Score: Raw -1636925.638453 + Penalty 964.182217 = -1635961.456236 nChanged 5 SP:Iteration 56Q (1744.025077 sec): 3 clusters Score: Raw -1636928.519212 + Penalty 964.182217 = -1635964.336995 nChanged 8 SP:Iteration 57Q (1744.100083 sec): 3 clusters Score: Raw -1636934.922723 + Penalty 964.182217 = -1635970.740506 nChanged 6 SP:Iteration 58Q (1744.175819 sec): 3 clusters Score: Raw -1636937.707778 + Penalty 964.182217 = -1635973.525561 nChanged 6 SP:Iteration 59Q (1744.241537 sec): 3 clusters Score: Raw -1636941.422299 + Penalty 964.182217 = -1635977.240081 nChanged 4 SP:Iteration 60F (1744.331230 sec): 3 clusters Score: Raw -1636943.631864 + Penalty 964.182217 = -1635979.449647 nChanged 4 SP:Iteration 61Q (1744.403954 sec): 3 clusters Score: Raw -1636945.677108 + Penalty 964.182217 = -1635981.494891 nChanged 1 SP:Iteration 62Q (1744.483278 sec): 3 clusters Score: Raw -1636945.923851 + Penalty 964.182217 = -1635981.741634 nChanged 1 SP:Iteration 63Q (1744.564778 sec): 3 clusters Score: Raw -1636946.125295 + Penalty 964.182217 = -1635981.943077 nChanged 0 SP:Iteration 64F (1744.646478 sec): 3 clusters Score: Raw -1636946.125295 + Penalty 964.182217 = -1635981.943077 nChanged 0 Trying to split cluster 40 (2319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1744.665104 sec): 2 clusters Score: Raw -86903.593732 + Penalty 352.574556 = -86551.019177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1744.712297 sec): 3 clusters Score: Raw -85611.629815 + Penalty 705.149112 = -84906.480703 nChanged 958 SP:Iteration 1F (1744.757285 sec): 3 clusters Score: Raw -86100.420105 + Penalty 705.149112 = -85395.270993 nChanged 165 SP:Iteration 2F (1744.801249 sec): 3 clusters Score: Raw -86238.017804 + Penalty 705.149112 = -85532.868692 nChanged 170 SP:Iteration 3F (1744.851308 sec): 3 clusters Score: Raw -86366.426160 + Penalty 705.149112 = -85661.277048 nChanged 136 SP:Iteration 4F (1744.905557 sec): 3 clusters Score: Raw -86446.870600 + Penalty 705.149112 = -85741.721488 nChanged 134 SP:Iteration 5F (1744.939911 sec): 3 clusters Score: Raw -86551.438440 + Penalty 705.149112 = -85846.289328 nChanged 144 SP:Iteration 6F (1744.999718 sec): 3 clusters Score: Raw -86639.725760 + Penalty 705.149112 = -85934.576648 nChanged 106 SP:Iteration 7Q (1745.049046 sec): 3 clusters Score: Raw -86706.847329 + Penalty 705.149112 = -86001.698217 nChanged 77 SP:Iteration 8Q (1745.101201 sec): 3 clusters Score: Raw -86749.167187 + Penalty 705.149112 = -86044.018075 nChanged 73 SP:Iteration 9Q (1745.144063 sec): 3 clusters Score: Raw -86791.153461 + Penalty 705.149112 = -86086.004350 nChanged 63 SP:Iteration 10Q (1745.191382 sec): 3 clusters Score: Raw -86820.830912 + Penalty 705.149112 = -86115.681801 nChanged 55 SP:Iteration 11Q (1745.241741 sec): 3 clusters Score: Raw -86837.730972 + Penalty 705.149112 = -86132.581860 nChanged 33 SP:Iteration 12Q (1745.284782 sec): 3 clusters Score: Raw -86844.685400 + Penalty 705.149112 = -86139.536288 nChanged 20 SP:Iteration 13Q (1745.332689 sec): 3 clusters Score: Raw -86849.594309 + Penalty 705.149112 = -86144.445197 nChanged 19 SP:Iteration 14Q (1745.386789 sec): 3 clusters Score: Raw -86852.875898 + Penalty 705.149112 = -86147.726786 nChanged 10 SP:Iteration 15Q (1745.429839 sec): 3 clusters Score: Raw -86854.433391 + Penalty 705.149112 = -86149.284280 nChanged 5 SP:Iteration 16Q (1745.476497 sec): 3 clusters Score: Raw -86854.925129 + Penalty 705.149112 = -86149.776017 nChanged 3 SP:Iteration 17Q (1745.522238 sec): 3 clusters Score: Raw -86855.695528 + Penalty 705.149112 = -86150.546416 nChanged 7 SP:Iteration 18Q (1745.568912 sec): 3 clusters Score: Raw -86857.157216 + Penalty 705.149112 = -86152.008104 nChanged 5 SP:Iteration 19Q (1745.616304 sec): 3 clusters Score: Raw -86857.910923 + Penalty 705.149112 = -86152.761811 nChanged 6 SP:Iteration 20F (1745.672951 sec): 3 clusters Score: Raw -86858.963308 + Penalty 705.149112 = -86153.814196 nChanged 9 SP:Iteration 21Q (1745.713089 sec): 3 clusters Score: Raw -86861.214103 + Penalty 705.149112 = -86156.064992 nChanged 13 SP:Iteration 22Q (1745.768569 sec): 3 clusters Score: Raw -86862.839413 + Penalty 705.149112 = -86157.690302 nChanged 6 SP:Iteration 23Q (1745.815978 sec): 3 clusters Score: Raw -86864.360183 + Penalty 705.149112 = -86159.211071 nChanged 9 SP:Iteration 24Q (1745.859244 sec): 3 clusters Score: Raw -86868.180622 + Penalty 705.149112 = -86163.031510 nChanged 15 SP:Iteration 25Q (1745.914972 sec): 3 clusters Score: Raw -86871.714795 + Penalty 705.149112 = -86166.565683 nChanged 11 SP:Iteration 26Q (1745.962524 sec): 3 clusters Score: Raw -86873.341370 + Penalty 705.149112 = -86168.192259 nChanged 7 SP:Iteration 27Q (1746.009177 sec): 3 clusters Score: Raw -86874.067533 + Penalty 705.149112 = -86168.918421 nChanged 10 SP:Iteration 28Q (1746.061604 sec): 3 clusters Score: Raw -86875.064020 + Penalty 705.149112 = -86169.914908 nChanged 9 SP:Iteration 29Q (1746.122503 sec): 3 clusters Score: Raw -86877.199803 + Penalty 705.149112 = -86172.050691 nChanged 10 SP:Iteration 30Q (1746.174983 sec): 3 clusters Score: Raw -86880.841767 + Penalty 705.149112 = -86175.692655 nChanged 13 SP:Iteration 31Q (1746.220854 sec): 3 clusters Score: Raw -86885.609609 + Penalty 705.149112 = -86180.460497 nChanged 13 SP:Iteration 32Q (1746.261721 sec): 3 clusters Score: Raw -86889.143926 + Penalty 705.149112 = -86183.994815 nChanged 15 SP:Iteration 33Q (1746.299865 sec): 3 clusters Score: Raw -86892.610045 + Penalty 705.149112 = -86187.460933 nChanged 18 SP:Iteration 34Q (1746.342692 sec): 3 clusters Score: Raw -86898.671605 + Penalty 705.149112 = -86193.522493 nChanged 25 SP:Iteration 35Q (1746.393001 sec): 3 clusters Score: Raw -86905.148747 + Penalty 705.149112 = -86199.999635 nChanged 23 SP:Iteration 36Q (1746.440029 sec): 3 clusters Score: Raw -86911.572347 + Penalty 705.149112 = -86206.423235 nChanged 29 SP:Iteration 37Q (1746.476962 sec): 3 clusters Score: Raw -86921.088612 + Penalty 705.149112 = -86215.939500 nChanged 30 SP:Iteration 38Q (1746.525858 sec): 3 clusters Score: Raw -86930.178935 + Penalty 705.149112 = -86225.029823 nChanged 23 SP:Iteration 39Q (1746.575640 sec): 3 clusters Score: Raw -86937.105115 + Penalty 705.149112 = -86231.956004 nChanged 18 SP:Iteration 40F (1746.625757 sec): 3 clusters Score: Raw -86946.594391 + Penalty 705.149112 = -86241.445279 nChanged 19 SP:Iteration 41Q (1746.666238 sec): 3 clusters Score: Raw -86961.180094 + Penalty 705.149112 = -86256.030983 nChanged 27 SP:Iteration 42Q (1746.707467 sec): 3 clusters Score: Raw -86980.180648 + Penalty 705.149112 = -86275.031537 nChanged 29 SP:Iteration 43Q (1746.764269 sec): 3 clusters Score: Raw -86988.010244 + Penalty 705.149112 = -86282.861132 nChanged 17 SP:Iteration 44Q (1746.815346 sec): 3 clusters Score: Raw -86992.133096 + Penalty 705.149112 = -86286.983985 nChanged 15 SP:Iteration 45Q (1746.857880 sec): 3 clusters Score: Raw -86995.088390 + Penalty 705.149112 = -86289.939279 nChanged 10 SP:Iteration 46Q (1746.900674 sec): 3 clusters Score: Raw -86996.726793 + Penalty 705.149112 = -86291.577681 nChanged 8 SP:Iteration 47Q (1746.950954 sec): 3 clusters Score: Raw -86997.965243 + Penalty 705.149112 = -86292.816132 nChanged 6 SP:Iteration 48Q (1747.000460 sec): 3 clusters Score: Raw -86998.740015 + Penalty 705.149112 = -86293.590904 nChanged 9 SP:Iteration 49Q (1747.048212 sec): 3 clusters Score: Raw -87000.730080 + Penalty 705.149112 = -86295.580969 nChanged 14 SP:Iteration 50Q (1747.098507 sec): 3 clusters Score: Raw -87006.718172 + Penalty 705.149112 = -86301.569060 nChanged 14 SP:Iteration 51Q (1747.157192 sec): 3 clusters Score: Raw -87013.623993 + Penalty 705.149112 = -86308.474882 nChanged 16 SP:Iteration 52Q (1747.199286 sec): 3 clusters Score: Raw -87020.137925 + Penalty 705.149112 = -86314.988813 nChanged 17 SP:Iteration 53Q (1747.249354 sec): 3 clusters Score: Raw -87027.012931 + Penalty 705.149112 = -86321.863820 nChanged 18 SP:Iteration 54Q (1747.304145 sec): 3 clusters Score: Raw -87032.977530 + Penalty 705.149112 = -86327.828418 nChanged 16 SP:Iteration 55Q (1747.340215 sec): 3 clusters Score: Raw -87038.806533 + Penalty 705.149112 = -86333.657422 nChanged 23 SP:Iteration 56Q (1747.393195 sec): 3 clusters Score: Raw -87052.203052 + Penalty 705.149112 = -86347.053940 nChanged 29 SP:Iteration 57Q (1747.442855 sec): 3 clusters Score: Raw -87077.327881 + Penalty 705.149112 = -86372.178770 nChanged 34 SP:Iteration 58Q (1747.488253 sec): 3 clusters Score: Raw -87117.335363 + Penalty 705.149112 = -86412.186251 nChanged 22 SP:Iteration 59Q (1747.535963 sec): 3 clusters Score: Raw -87133.870017 + Penalty 705.149112 = -86428.720905 nChanged 17 SP:Iteration 60F (1747.577000 sec): 3 clusters Score: Raw -87139.058872 + Penalty 705.149112 = -86433.909761 nChanged 9 SP:Iteration 61Q (1747.619818 sec): 3 clusters Score: Raw -87140.955579 + Penalty 705.149112 = -86435.806467 nChanged 4 SP:Iteration 62Q (1747.668329 sec): 3 clusters Score: Raw -87141.527561 + Penalty 705.149112 = -86436.378450 nChanged 5 SP:Iteration 63Q (1747.719355 sec): 3 clusters Score: Raw -87143.003541 + Penalty 705.149112 = -86437.854430 nChanged 6 SP:Iteration 64Q (1747.768474 sec): 3 clusters Score: Raw -87143.923926 + Penalty 705.149112 = -86438.774814 nChanged 2 SP:Iteration 65Q (1747.806791 sec): 3 clusters Score: Raw -87144.113514 + Penalty 705.149112 = -86438.964403 nChanged 2 SP:Iteration 66Q (1747.864074 sec): 3 clusters Score: Raw -87144.284437 + Penalty 705.149112 = -86439.135326 nChanged 0 SP:Iteration 67F (1747.898714 sec): 3 clusters Score: Raw -87144.284437 + Penalty 705.149112 = -86439.135326 nChanged 0 Trying to split cluster 41 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1747.920453 sec): 2 clusters Score: Raw -11611.055631 + Penalty 261.306645 = -11349.748986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1747.979034 sec): 3 clusters Score: Raw -11505.041949 + Penalty 522.613290 = -10982.428659 nChanged 98 SP:Iteration 1F (1748.019488 sec): 3 clusters Score: Raw -11615.537489 + Penalty 522.613290 = -11092.924199 nChanged 31 SP:Iteration 2F (1748.064275 sec): 3 clusters Score: Raw -11652.098582 + Penalty 522.613290 = -11129.485292 nChanged 16 SP:Iteration 3F (1748.113101 sec): 3 clusters Score: Raw -11677.825278 + Penalty 522.613290 = -11155.211988 nChanged 7 SP:Iteration 4Q (1748.156653 sec): 3 clusters Score: Raw -11690.122225 + Penalty 522.613290 = -11167.508934 nChanged 10 SP:Iteration 5Q (1748.197662 sec): 3 clusters Score: Raw -11698.500296 + Penalty 522.613290 = -11175.887006 nChanged 6 SP:Iteration 6Q (1748.235246 sec): 3 clusters Score: Raw -11701.173066 + Penalty 522.613290 = -11178.559776 nChanged 2 SP:Iteration 7Q (1748.279790 sec): 3 clusters Score: Raw -11703.144864 + Penalty 522.613290 = -11180.531574 nChanged 0 SP:Iteration 8F (1748.329490 sec): 3 clusters Score: Raw -11703.144864 + Penalty 522.613290 = -11180.531574 nChanged 0 Trying to split cluster 42 (1566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1748.362646 sec): 2 clusters Score: Raw -68724.339816 + Penalty 334.710734 = -68389.629082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1748.409669 sec): 3 clusters Score: Raw -67892.138852 + Penalty 669.421469 = -67222.717384 nChanged 626 SP:Iteration 1F (1748.454548 sec): 3 clusters Score: Raw -68252.225957 + Penalty 669.421469 = -67582.804488 nChanged 124 SP:Iteration 2F (1748.498872 sec): 3 clusters Score: Raw -68322.382789 + Penalty 669.421469 = -67652.961320 nChanged 92 SP:Iteration 3F (1748.548157 sec): 3 clusters Score: Raw -68377.111409 + Penalty 669.421469 = -67707.689941 nChanged 92 SP:Iteration 4F (1748.594015 sec): 3 clusters Score: Raw -68429.037126 + Penalty 669.421469 = -67759.615657 nChanged 79 SP:Iteration 5F (1748.640382 sec): 3 clusters Score: Raw -68474.711348 + Penalty 669.421469 = -67805.289880 nChanged 76 SP:Iteration 6Q (1748.674445 sec): 3 clusters Score: Raw -68529.201481 + Penalty 669.421469 = -67859.780013 nChanged 63 SP:Iteration 7Q (1748.725427 sec): 3 clusters Score: Raw -68574.165428 + Penalty 669.421469 = -67904.743959 nChanged 75 SP:Iteration 8Q (1748.763834 sec): 3 clusters Score: Raw -68636.096876 + Penalty 669.421469 = -67966.675407 nChanged 65 SP:Iteration 9Q (1748.825097 sec): 3 clusters Score: Raw -68703.232666 + Penalty 669.421469 = -68033.811197 nChanged 47 SP:Iteration 10Q (1748.873657 sec): 3 clusters Score: Raw -68750.581064 + Penalty 669.421469 = -68081.159595 nChanged 31 SP:Iteration 11Q (1748.921868 sec): 3 clusters Score: Raw -68772.823381 + Penalty 669.421469 = -68103.401913 nChanged 21 SP:Iteration 12Q (1748.966468 sec): 3 clusters Score: Raw -68788.607485 + Penalty 669.421469 = -68119.186017 nChanged 24 SP:Iteration 13Q (1749.003832 sec): 3 clusters Score: Raw -68808.480866 + Penalty 669.421469 = -68139.059397 nChanged 12 SP:Iteration 14Q (1749.062117 sec): 3 clusters Score: Raw -68816.257691 + Penalty 669.421469 = -68146.836222 nChanged 7 SP:Iteration 15Q (1749.105868 sec): 3 clusters Score: Raw -68820.804864 + Penalty 669.421469 = -68151.383395 nChanged 8 SP:Iteration 16Q (1749.141577 sec): 3 clusters Score: Raw -68828.078081 + Penalty 669.421469 = -68158.656612 nChanged 4 SP:Iteration 17Q (1749.195326 sec): 3 clusters Score: Raw -68829.652717 + Penalty 669.421469 = -68160.231249 nChanged 4 SP:Iteration 18Q (1749.235584 sec): 3 clusters Score: Raw -68832.738155 + Penalty 669.421469 = -68163.316686 nChanged 4 SP:Iteration 19Q (1749.286098 sec): 3 clusters Score: Raw -68834.810945 + Penalty 669.421469 = -68165.389476 nChanged 4 SP:Iteration 20F (1749.326337 sec): 3 clusters Score: Raw -68835.579490 + Penalty 669.421469 = -68166.158021 nChanged 2 SP:Iteration 21Q (1749.369764 sec): 3 clusters Score: Raw -68837.024774 + Penalty 669.421469 = -68167.603305 nChanged 2 SP:Iteration 22Q (1749.419028 sec): 3 clusters Score: Raw -68837.654860 + Penalty 669.421469 = -68168.233391 nChanged 2 SP:Iteration 23Q (1749.467017 sec): 3 clusters Score: Raw -68838.240813 + Penalty 669.421469 = -68168.819344 nChanged 3 SP:Iteration 24Q (1749.514743 sec): 3 clusters Score: Raw -68839.087298 + Penalty 669.421469 = -68169.665829 nChanged 2 SP:Iteration 25Q (1749.553352 sec): 3 clusters Score: Raw -68839.831380 + Penalty 669.421469 = -68170.409912 nChanged 2 SP:Iteration 26Q (1749.601264 sec): 3 clusters Score: Raw -68840.812525 + Penalty 669.421469 = -68171.391056 nChanged 1 SP:Iteration 27Q (1749.658394 sec): 3 clusters Score: Raw -68841.275437 + Penalty 669.421469 = -68171.853969 nChanged 1 SP:Iteration 28Q (1749.693824 sec): 3 clusters Score: Raw -68841.549163 + Penalty 669.421469 = -68172.127694 nChanged 0 SP:Iteration 29F (1749.746201 sec): 3 clusters Score: Raw -68841.549163 + Penalty 669.421469 = -68172.127694 nChanged 0 Trying to split cluster 43 (10472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1749.778823 sec): 2 clusters Score: Raw -392712.830983 + Penalty 421.168944 = -392291.662039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1749.834081 sec): 3 clusters Score: Raw -386145.681404 + Penalty 842.337888 = -385303.343516 nChanged 4883 SP:Iteration 1F (1749.878751 sec): 3 clusters Score: Raw -388876.878302 + Penalty 842.337888 = -388034.540414 nChanged 539 SP:Iteration 2F (1749.932414 sec): 3 clusters Score: Raw -389083.028498 + Penalty 842.337888 = -388240.690610 nChanged 570 SP:Iteration 3F (1749.986108 sec): 3 clusters Score: Raw -389349.931268 + Penalty 842.337888 = -388507.593380 nChanged 567 SP:Iteration 4F (1750.044580 sec): 3 clusters Score: Raw -389679.405305 + Penalty 842.337888 = -388837.067417 nChanged 661 SP:Iteration 5F (1750.108432 sec): 3 clusters Score: Raw -390140.474717 + Penalty 842.337888 = -389298.136829 nChanged 706 SP:Iteration 6F (1750.162331 sec): 3 clusters Score: Raw -390640.237436 + Penalty 842.337888 = -389797.899548 nChanged 589 SP:Iteration 7F (1750.218840 sec): 3 clusters Score: Raw -391028.719625 + Penalty 842.337888 = -390186.381737 nChanged 492 SP:Iteration 8Q (1750.274449 sec): 3 clusters Score: Raw -391321.083872 + Penalty 842.337888 = -390478.745984 nChanged 380 SP:Iteration 9Q (1750.331561 sec): 3 clusters Score: Raw -391521.494857 + Penalty 842.337888 = -390679.156969 nChanged 291 SP:Iteration 10Q (1750.379503 sec): 3 clusters Score: Raw -391652.903146 + Penalty 842.337888 = -390810.565258 nChanged 246 SP:Iteration 11Q (1750.435413 sec): 3 clusters Score: Raw -391779.335623 + Penalty 842.337888 = -390936.997735 nChanged 250 SP:Iteration 12Q (1750.491329 sec): 3 clusters Score: Raw -391922.880259 + Penalty 842.337888 = -391080.542371 nChanged 221 SP:Iteration 13Q (1750.548427 sec): 3 clusters Score: Raw -392047.438065 + Penalty 842.337888 = -391205.100177 nChanged 209 SP:Iteration 14Q (1750.607166 sec): 3 clusters Score: Raw -392162.945631 + Penalty 842.337888 = -391320.607743 nChanged 182 SP:Iteration 15Q (1750.667002 sec): 3 clusters Score: Raw -392271.815143 + Penalty 842.337888 = -391429.477255 nChanged 163 SP:Iteration 16Q (1750.718147 sec): 3 clusters Score: Raw -392377.749138 + Penalty 842.337888 = -391535.411250 nChanged 154 SP:Iteration 17Q (1750.776430 sec): 3 clusters Score: Raw -392485.052553 + Penalty 842.337888 = -391642.714665 nChanged 132 SP:Iteration 18Q (1750.835129 sec): 3 clusters Score: Raw -392574.778477 + Penalty 842.337888 = -391732.440589 nChanged 117 SP:Iteration 19Q (1750.890455 sec): 3 clusters Score: Raw -392647.683625 + Penalty 842.337888 = -391805.345737 nChanged 111 SP:Iteration 20F (1750.940391 sec): 3 clusters Score: Raw -392712.790464 + Penalty 842.337888 = -391870.452576 nChanged 90 SP:Iteration 21Q (1750.994919 sec): 3 clusters Score: Raw -392767.353662 + Penalty 842.337888 = -391925.015774 nChanged 85 SP:Iteration 22Q (1751.051330 sec): 3 clusters Score: Raw -392806.822370 + Penalty 842.337888 = -391964.484482 nChanged 70 SP:Iteration 23Q (1751.102942 sec): 3 clusters Score: Raw -392841.049644 + Penalty 842.337888 = -391998.711756 nChanged 64 SP:Iteration 24Q (1751.161614 sec): 3 clusters Score: Raw -392870.073189 + Penalty 842.337888 = -392027.735301 nChanged 49 SP:Iteration 25Q (1751.214853 sec): 3 clusters Score: Raw -392889.442740 + Penalty 842.337888 = -392047.104852 nChanged 44 SP:Iteration 26Q (1751.260339 sec): 3 clusters Score: Raw -392906.179922 + Penalty 842.337888 = -392063.842034 nChanged 38 SP:Iteration 27Q (1751.322917 sec): 3 clusters Score: Raw -392916.532976 + Penalty 842.337888 = -392074.195088 nChanged 27 SP:Iteration 28Q (1751.372430 sec): 3 clusters Score: Raw -392924.975530 + Penalty 842.337888 = -392082.637642 nChanged 23 SP:Iteration 29Q (1751.428334 sec): 3 clusters Score: Raw -392931.849016 + Penalty 842.337888 = -392089.511128 nChanged 23 SP:Iteration 30Q (1751.483126 sec): 3 clusters Score: Raw -392936.323839 + Penalty 842.337888 = -392093.985951 nChanged 16 SP:Iteration 31Q (1751.540666 sec): 3 clusters Score: Raw -392939.636777 + Penalty 842.337888 = -392097.298889 nChanged 15 SP:Iteration 32Q (1751.603140 sec): 3 clusters Score: Raw -392942.006666 + Penalty 842.337888 = -392099.668778 nChanged 14 SP:Iteration 33Q (1751.645864 sec): 3 clusters Score: Raw -392945.363731 + Penalty 842.337888 = -392103.025843 nChanged 10 SP:Iteration 34Q (1751.702434 sec): 3 clusters Score: Raw -392947.213134 + Penalty 842.337888 = -392104.875246 nChanged 9 SP:Iteration 35Q (1751.763665 sec): 3 clusters Score: Raw -392948.360742 + Penalty 842.337888 = -392106.022854 nChanged 10 SP:Iteration 36Q (1751.810496 sec): 3 clusters Score: Raw -392949.858773 + Penalty 842.337888 = -392107.520885 nChanged 5 SP:Iteration 37Q (1751.875346 sec): 3 clusters Score: Raw -392950.770236 + Penalty 842.337888 = -392108.432348 nChanged 8 SP:Iteration 38Q (1751.924133 sec): 3 clusters Score: Raw -392952.304035 + Penalty 842.337888 = -392109.966147 nChanged 11 SP:Iteration 39Q (1751.979466 sec): 3 clusters Score: Raw -392954.086882 + Penalty 842.337888 = -392111.748994 nChanged 8 SP:Iteration 40F (1752.024668 sec): 3 clusters Score: Raw -392957.554991 + Penalty 842.337888 = -392115.217103 nChanged 7 SP:Iteration 41Q (1752.089658 sec): 3 clusters Score: Raw -392958.633685 + Penalty 842.337888 = -392116.295797 nChanged 2 SP:Iteration 42Q (1752.148425 sec): 3 clusters Score: Raw -392958.789332 + Penalty 842.337888 = -392116.451444 nChanged 3 SP:Iteration 43Q (1752.200497 sec): 3 clusters Score: Raw -392959.270327 + Penalty 842.337888 = -392116.932439 nChanged 3 SP:Iteration 44Q (1752.244320 sec): 3 clusters Score: Raw -392959.559320 + Penalty 842.337888 = -392117.221432 nChanged 0 SP:Iteration 45F (1752.300691 sec): 3 clusters Score: Raw -392959.559320 + Penalty 842.337888 = -392117.221432 nChanged 0 Trying to split cluster 44 (3630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1752.340780 sec): 2 clusters Score: Raw -137136.850661 + Penalty 372.962951 = -136763.887711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1752.385831 sec): 3 clusters Score: Raw -134998.485145 + Penalty 745.925901 = -134252.559244 nChanged 1614 SP:Iteration 1F (1752.439250 sec): 3 clusters Score: Raw -135999.096621 + Penalty 745.925901 = -135253.170720 nChanged 261 SP:Iteration 2F (1752.484886 sec): 3 clusters Score: Raw -136190.547764 + Penalty 745.925901 = -135444.621862 nChanged 248 SP:Iteration 3F (1752.531025 sec): 3 clusters Score: Raw -136413.535486 + Penalty 745.925901 = -135667.609585 nChanged 257 SP:Iteration 4F (1752.575107 sec): 3 clusters Score: Raw -136608.892403 + Penalty 745.925901 = -135862.966502 nChanged 226 SP:Iteration 5F (1752.625779 sec): 3 clusters Score: Raw -136763.336245 + Penalty 745.925901 = -136017.410343 nChanged 160 SP:Iteration 6Q (1752.673897 sec): 3 clusters Score: Raw -136855.203115 + Penalty 745.925901 = -136109.277213 nChanged 144 SP:Iteration 7Q (1752.720442 sec): 3 clusters Score: Raw -136925.807134 + Penalty 745.925901 = -136179.881233 nChanged 106 SP:Iteration 8Q (1752.780476 sec): 3 clusters Score: Raw -136982.659962 + Penalty 745.925901 = -136236.734061 nChanged 89 SP:Iteration 9Q (1752.825870 sec): 3 clusters Score: Raw -137018.475788 + Penalty 745.925901 = -136272.549886 nChanged 53 SP:Iteration 10Q (1752.869476 sec): 3 clusters Score: Raw -137034.547551 + Penalty 745.925901 = -136288.621650 nChanged 44 SP:Iteration 11Q (1752.918323 sec): 3 clusters Score: Raw -137047.584449 + Penalty 745.925901 = -136301.658548 nChanged 38 SP:Iteration 12Q (1752.971651 sec): 3 clusters Score: Raw -137058.174582 + Penalty 745.925901 = -136312.248680 nChanged 28 SP:Iteration 13Q (1753.023728 sec): 3 clusters Score: Raw -137067.219350 + Penalty 745.925901 = -136321.293449 nChanged 26 SP:Iteration 14Q (1753.068865 sec): 3 clusters Score: Raw -137073.663433 + Penalty 745.925901 = -136327.737532 nChanged 21 SP:Iteration 15Q (1753.125212 sec): 3 clusters Score: Raw -137078.108689 + Penalty 745.925901 = -136332.182787 nChanged 26 SP:Iteration 16Q (1753.174449 sec): 3 clusters Score: Raw -137084.043427 + Penalty 745.925901 = -136338.117525 nChanged 21 SP:Iteration 17Q (1753.220271 sec): 3 clusters Score: Raw -137090.654057 + Penalty 745.925901 = -136344.728156 nChanged 30 SP:Iteration 18Q (1753.271577 sec): 3 clusters Score: Raw -137102.278153 + Penalty 745.925901 = -136356.352252 nChanged 31 SP:Iteration 19Q (1753.312523 sec): 3 clusters Score: Raw -137109.311871 + Penalty 745.925901 = -136363.385970 nChanged 22 SP:Iteration 20F (1753.371606 sec): 3 clusters Score: Raw -137115.159889 + Penalty 745.925901 = -136369.233988 nChanged 21 SP:Iteration 21Q (1753.422543 sec): 3 clusters Score: Raw -137120.614476 + Penalty 745.925901 = -136374.688574 nChanged 24 SP:Iteration 22Q (1753.469797 sec): 3 clusters Score: Raw -137127.395121 + Penalty 745.925901 = -136381.469220 nChanged 27 SP:Iteration 23Q (1753.515422 sec): 3 clusters Score: Raw -137135.843733 + Penalty 745.925901 = -136389.917831 nChanged 27 SP:Iteration 24Q (1753.559012 sec): 3 clusters Score: Raw -137143.560503 + Penalty 745.925901 = -136397.634601 nChanged 21 SP:Iteration 25Q (1753.606593 sec): 3 clusters Score: Raw -137149.342272 + Penalty 745.925901 = -136403.416371 nChanged 26 SP:Iteration 26Q (1753.657002 sec): 3 clusters Score: Raw -137155.511270 + Penalty 745.925901 = -136409.585368 nChanged 18 SP:Iteration 27Q (1753.706122 sec): 3 clusters Score: Raw -137159.651473 + Penalty 745.925901 = -136413.725571 nChanged 22 SP:Iteration 28Q (1753.752924 sec): 3 clusters Score: Raw -137166.496682 + Penalty 745.925901 = -136420.570781 nChanged 26 SP:Iteration 29Q (1753.799166 sec): 3 clusters Score: Raw -137172.645146 + Penalty 745.925901 = -136426.719245 nChanged 18 SP:Iteration 30Q (1753.857034 sec): 3 clusters Score: Raw -137176.822012 + Penalty 745.925901 = -136430.896110 nChanged 13 SP:Iteration 31Q (1753.901746 sec): 3 clusters Score: Raw -137178.632291 + Penalty 745.925901 = -136432.706389 nChanged 6 SP:Iteration 32Q (1753.945800 sec): 3 clusters Score: Raw -137179.176572 + Penalty 745.925901 = -136433.250670 nChanged 5 SP:Iteration 33Q (1754.001721 sec): 3 clusters Score: Raw -137179.825520 + Penalty 745.925901 = -136433.899618 nChanged 7 SP:Iteration 34Q (1754.039780 sec): 3 clusters Score: Raw -137181.495138 + Penalty 745.925901 = -136435.569237 nChanged 9 SP:Iteration 35Q (1754.090932 sec): 3 clusters Score: Raw -137183.076992 + Penalty 745.925901 = -136437.151091 nChanged 7 SP:Iteration 36Q (1754.140915 sec): 3 clusters Score: Raw -137183.610793 + Penalty 745.925901 = -136437.684891 nChanged 6 SP:Iteration 37Q (1754.198721 sec): 3 clusters Score: Raw -137184.058410 + Penalty 745.925901 = -136438.132508 nChanged 5 SP:Iteration 38Q (1754.244265 sec): 3 clusters Score: Raw -137184.572491 + Penalty 745.925901 = -136438.646589 nChanged 8 SP:Iteration 39Q (1754.294441 sec): 3 clusters Score: Raw -137185.973934 + Penalty 745.925901 = -136440.048033 nChanged 9 SP:Iteration 40F (1754.350399 sec): 3 clusters Score: Raw -137187.364515 + Penalty 745.925901 = -136441.438613 nChanged 6 SP:Iteration 41Q (1754.398876 sec): 3 clusters Score: Raw -137188.321590 + Penalty 745.925901 = -136442.395688 nChanged 12 SP:Iteration 42Q (1754.448784 sec): 3 clusters Score: Raw -137191.707140 + Penalty 745.925901 = -136445.781238 nChanged 16 SP:Iteration 43Q (1754.488794 sec): 3 clusters Score: Raw -137198.251959 + Penalty 745.925901 = -136452.326058 nChanged 18 SP:Iteration 44Q (1754.533344 sec): 3 clusters Score: Raw -137206.178256 + Penalty 745.925901 = -136460.252354 nChanged 20 SP:Iteration 45Q (1754.587475 sec): 3 clusters Score: Raw -137217.149233 + Penalty 745.925901 = -136471.223331 nChanged 20 SP:Iteration 46Q (1754.627810 sec): 3 clusters Score: Raw -137225.643384 + Penalty 745.925901 = -136479.717483 nChanged 20 SP:Iteration 47Q (1754.682150 sec): 3 clusters Score: Raw -137238.900806 + Penalty 745.925901 = -136492.974904 nChanged 21 SP:Iteration 48Q (1754.732268 sec): 3 clusters Score: Raw -137247.972252 + Penalty 745.925901 = -136502.046351 nChanged 15 SP:Iteration 49Q (1754.776563 sec): 3 clusters Score: Raw -137254.886295 + Penalty 745.925901 = -136508.960393 nChanged 17 SP:Iteration 50Q (1754.820030 sec): 3 clusters Score: Raw -137262.063325 + Penalty 745.925901 = -136516.137424 nChanged 17 SP:Iteration 51Q (1754.869331 sec): 3 clusters Score: Raw -137267.716434 + Penalty 745.925901 = -136521.790533 nChanged 15 SP:Iteration 52Q (1754.922962 sec): 3 clusters Score: Raw -137273.582897 + Penalty 745.925901 = -136527.656996 nChanged 16 SP:Iteration 53Q (1754.967280 sec): 3 clusters Score: Raw -137279.302426 + Penalty 745.925901 = -136533.376525 nChanged 13 SP:Iteration 54Q (1755.018300 sec): 3 clusters Score: Raw -137283.171227 + Penalty 745.925901 = -136537.245326 nChanged 12 SP:Iteration 55Q (1755.070138 sec): 3 clusters Score: Raw -137287.189132 + Penalty 745.925901 = -136541.263231 nChanged 15 SP:Iteration 56Q (1755.114058 sec): 3 clusters Score: Raw -137293.698077 + Penalty 745.925901 = -136547.772175 nChanged 12 SP:Iteration 57Q (1755.162690 sec): 3 clusters Score: Raw -137297.163039 + Penalty 745.925901 = -136551.237138 nChanged 14 SP:Iteration 58Q (1755.208825 sec): 3 clusters Score: Raw -137301.272922 + Penalty 745.925901 = -136555.347021 nChanged 9 SP:Iteration 59Q (1755.260085 sec): 3 clusters Score: Raw -137303.196114 + Penalty 745.925901 = -136557.270213 nChanged 8 SP:Iteration 60F (1755.304251 sec): 3 clusters Score: Raw -137305.116331 + Penalty 745.925901 = -136559.190430 nChanged 10 SP:Iteration 61Q (1755.359144 sec): 3 clusters Score: Raw -137307.463910 + Penalty 745.925901 = -136561.538008 nChanged 7 SP:Iteration 62Q (1755.403958 sec): 3 clusters Score: Raw -137308.668828 + Penalty 745.925901 = -136562.742927 nChanged 5 SP:Iteration 63Q (1755.448277 sec): 3 clusters Score: Raw -137309.436052 + Penalty 745.925901 = -136563.510151 nChanged 3 SP:Iteration 64Q (1755.495709 sec): 3 clusters Score: Raw -137309.969780 + Penalty 745.925901 = -136564.043879 nChanged 6 SP:Iteration 65Q (1755.540845 sec): 3 clusters Score: Raw -137310.609127 + Penalty 745.925901 = -136564.683226 nChanged 2 SP:Iteration 66Q (1755.598282 sec): 3 clusters Score: Raw -137310.969490 + Penalty 745.925901 = -136565.043588 nChanged 3 SP:Iteration 67Q (1755.646019 sec): 3 clusters Score: Raw -137311.904610 + Penalty 745.925901 = -136565.978709 nChanged 2 SP:Iteration 68Q (1755.691507 sec): 3 clusters Score: Raw -137312.295532 + Penalty 745.925901 = -136566.369630 nChanged 4 SP:Iteration 69Q (1755.729353 sec): 3 clusters Score: Raw -137313.050049 + Penalty 745.925901 = -136567.124148 nChanged 2 SP:Iteration 70Q (1755.777453 sec): 3 clusters Score: Raw -137313.195856 + Penalty 745.925901 = -136567.269955 nChanged 3 SP:Iteration 71Q (1755.828652 sec): 3 clusters Score: Raw -137313.381433 + Penalty 745.925901 = -136567.455532 nChanged 2 SP:Iteration 72Q (1755.879406 sec): 3 clusters Score: Raw -137313.518788 + Penalty 745.925901 = -136567.592887 nChanged 2 SP:Iteration 73Q (1755.925841 sec): 3 clusters Score: Raw -137313.770708 + Penalty 745.925901 = -136567.844806 nChanged 3 SP:Iteration 74Q (1755.980892 sec): 3 clusters Score: Raw -137314.224512 + Penalty 745.925901 = -136568.298610 nChanged 3 SP:Iteration 75Q (1756.025924 sec): 3 clusters Score: Raw -137314.615130 + Penalty 745.925901 = -136568.689229 nChanged 3 SP:Iteration 76Q (1756.065774 sec): 3 clusters Score: Raw -137315.079814 + Penalty 745.925901 = -136569.153913 nChanged 3 SP:Iteration 77Q (1756.124067 sec): 3 clusters Score: Raw -137315.388738 + Penalty 745.925901 = -136569.462837 nChanged 2 SP:Iteration 78Q (1756.176348 sec): 3 clusters Score: Raw -137315.527209 + Penalty 745.925901 = -136569.601308 nChanged 2 SP:Iteration 79Q (1756.222966 sec): 3 clusters Score: Raw -137315.664376 + Penalty 745.925901 = -136569.738475 nChanged 1 SP:Iteration 80F (1756.269839 sec): 3 clusters Score: Raw -137315.689162 + Penalty 745.925901 = -136569.763261 nChanged 0 Trying to split cluster 45 (11732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1756.304200 sec): 2 clusters Score: Raw -494642.393881 + Penalty 426.338432 = -494216.055449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1756.352047 sec): 3 clusters Score: Raw -487230.148358 + Penalty 852.676864 = -486377.471494 nChanged 5503 SP:Iteration 1F (1756.410962 sec): 3 clusters Score: Raw -490689.501481 + Penalty 852.676864 = -489836.824617 nChanged 686 SP:Iteration 2F (1756.478730 sec): 3 clusters Score: Raw -491066.223849 + Penalty 852.676864 = -490213.546985 nChanged 747 SP:Iteration 3F (1756.534718 sec): 3 clusters Score: Raw -491562.006589 + Penalty 852.676864 = -490709.329725 nChanged 787 SP:Iteration 4F (1756.591514 sec): 3 clusters Score: Raw -492128.324360 + Penalty 852.676864 = -491275.647495 nChanged 728 SP:Iteration 5F (1756.648346 sec): 3 clusters Score: Raw -492688.993710 + Penalty 852.676864 = -491836.316845 nChanged 585 SP:Iteration 6Q (1756.709472 sec): 3 clusters Score: Raw -493096.817004 + Penalty 852.676864 = -492244.140140 nChanged 479 SP:Iteration 7Q (1756.758591 sec): 3 clusters Score: Raw -493467.708670 + Penalty 852.676864 = -492615.031805 nChanged 393 SP:Iteration 8Q (1756.827147 sec): 3 clusters Score: Raw -493759.142953 + Penalty 852.676864 = -492906.466089 nChanged 308 SP:Iteration 9Q (1756.878218 sec): 3 clusters Score: Raw -493946.462029 + Penalty 852.676864 = -493093.785165 nChanged 251 SP:Iteration 10Q (1756.934392 sec): 3 clusters Score: Raw -494127.909526 + Penalty 852.676864 = -493275.232662 nChanged 233 SP:Iteration 11Q (1756.983686 sec): 3 clusters Score: Raw -494313.240922 + Penalty 852.676864 = -493460.564058 nChanged 203 SP:Iteration 12Q (1757.045139 sec): 3 clusters Score: Raw -494430.898472 + Penalty 852.676864 = -493578.221608 nChanged 155 SP:Iteration 13Q (1757.100073 sec): 3 clusters Score: Raw -494503.462242 + Penalty 852.676864 = -493650.785378 nChanged 143 SP:Iteration 14Q (1757.157820 sec): 3 clusters Score: Raw -494559.828913 + Penalty 852.676864 = -493707.152049 nChanged 133 SP:Iteration 15Q (1757.216191 sec): 3 clusters Score: Raw -494610.566967 + Penalty 852.676864 = -493757.890103 nChanged 112 SP:Iteration 16Q (1757.270316 sec): 3 clusters Score: Raw -494642.106431 + Penalty 852.676864 = -493789.429567 nChanged 95 SP:Iteration 17Q (1757.313142 sec): 3 clusters Score: Raw -494668.315260 + Penalty 852.676864 = -493815.638396 nChanged 76 SP:Iteration 18Q (1757.367451 sec): 3 clusters Score: Raw -494685.602612 + Penalty 852.676864 = -493832.925748 nChanged 57 SP:Iteration 19Q (1757.434091 sec): 3 clusters Score: Raw -494699.169623 + Penalty 852.676864 = -493846.492759 nChanged 54 SP:Iteration 20F (1757.481599 sec): 3 clusters Score: Raw -494711.477049 + Penalty 852.676864 = -493858.800185 nChanged 44 SP:Iteration 21Q (1757.541363 sec): 3 clusters Score: Raw -494720.167721 + Penalty 852.676864 = -493867.490857 nChanged 41 SP:Iteration 22Q (1757.599459 sec): 3 clusters Score: Raw -494728.484252 + Penalty 852.676864 = -493875.807388 nChanged 41 SP:Iteration 23Q (1757.644232 sec): 3 clusters Score: Raw -494737.150501 + Penalty 852.676864 = -493884.473637 nChanged 49 SP:Iteration 24Q (1757.702080 sec): 3 clusters Score: Raw -494749.753664 + Penalty 852.676864 = -493897.076800 nChanged 44 SP:Iteration 25Q (1757.752377 sec): 3 clusters Score: Raw -494762.309196 + Penalty 852.676864 = -493909.632332 nChanged 44 SP:Iteration 26Q (1757.807543 sec): 3 clusters Score: Raw -494769.555371 + Penalty 852.676864 = -493916.878507 nChanged 38 SP:Iteration 27Q (1757.872089 sec): 3 clusters Score: Raw -494776.656769 + Penalty 852.676864 = -493923.979905 nChanged 21 SP:Iteration 28Q (1757.928583 sec): 3 clusters Score: Raw -494781.341426 + Penalty 852.676864 = -493928.664561 nChanged 25 SP:Iteration 29Q (1757.977694 sec): 3 clusters Score: Raw -494785.786888 + Penalty 852.676864 = -493933.110024 nChanged 20 SP:Iteration 30Q (1758.039013 sec): 3 clusters Score: Raw -494789.693539 + Penalty 852.676864 = -493937.016675 nChanged 17 SP:Iteration 31Q (1758.089523 sec): 3 clusters Score: Raw -494792.672982 + Penalty 852.676864 = -493939.996118 nChanged 13 SP:Iteration 32Q (1758.152963 sec): 3 clusters Score: Raw -494795.065329 + Penalty 852.676864 = -493942.388465 nChanged 13 SP:Iteration 33Q (1758.209600 sec): 3 clusters Score: Raw -494797.062074 + Penalty 852.676864 = -493944.385210 nChanged 12 SP:Iteration 34Q (1758.254821 sec): 3 clusters Score: Raw -494798.168138 + Penalty 852.676864 = -493945.491274 nChanged 12 SP:Iteration 35Q (1758.308786 sec): 3 clusters Score: Raw -494799.532924 + Penalty 852.676864 = -493946.856060 nChanged 6 SP:Iteration 36Q (1758.364053 sec): 3 clusters Score: Raw -494800.323589 + Penalty 852.676864 = -493947.646725 nChanged 9 SP:Iteration 37Q (1758.427004 sec): 3 clusters Score: Raw -494801.403366 + Penalty 852.676864 = -493948.726502 nChanged 5 SP:Iteration 38Q (1758.489616 sec): 3 clusters Score: Raw -494801.958974 + Penalty 852.676864 = -493949.282110 nChanged 3 SP:Iteration 39Q (1758.544130 sec): 3 clusters Score: Raw -494802.122145 + Penalty 852.676864 = -493949.445281 nChanged 1 SP:Iteration 40F (1758.597498 sec): 3 clusters Score: Raw -494802.280748 + Penalty 852.676864 = -493949.603884 nChanged 3 SP:Iteration 41Q (1758.640014 sec): 3 clusters Score: Raw -494802.651100 + Penalty 852.676864 = -493949.974236 nChanged 4 SP:Iteration 42Q (1758.695797 sec): 3 clusters Score: Raw -494803.114753 + Penalty 852.676864 = -493950.437889 nChanged 6 SP:Iteration 43Q (1758.756524 sec): 3 clusters Score: Raw -494803.829592 + Penalty 852.676864 = -493951.152728 nChanged 7 SP:Iteration 44Q (1758.800864 sec): 3 clusters Score: Raw -494804.932125 + Penalty 852.676864 = -493952.255261 nChanged 8 SP:Iteration 45Q (1758.862256 sec): 3 clusters Score: Raw -494806.037509 + Penalty 852.676864 = -493953.360645 nChanged 5 SP:Iteration 46Q (1758.921962 sec): 3 clusters Score: Raw -494806.705588 + Penalty 852.676864 = -493954.028724 nChanged 3 SP:Iteration 47Q (1758.978372 sec): 3 clusters Score: Raw -494806.955977 + Penalty 852.676864 = -493954.279112 nChanged 3 SP:Iteration 48Q (1759.034958 sec): 3 clusters Score: Raw -494807.108286 + Penalty 852.676864 = -493954.431422 nChanged 0 SP:Iteration 49F (1759.092845 sec): 3 clusters Score: Raw -494807.108286 + Penalty 852.676864 = -493954.431422 nChanged 0 Trying to split cluster 46 (26350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1759.138536 sec): 2 clusters Score: Raw -1052018.851550 + Penalty 463.154672 = -1051555.696878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1759.208370 sec): 3 clusters Score: Raw -1034782.608554 + Penalty 926.309343 = -1033856.299211 nChanged 12643 SP:Iteration 1F (1759.277594 sec): 3 clusters Score: Raw -1042371.710842 + Penalty 926.309343 = -1041445.401499 nChanged 1541 SP:Iteration 2F (1759.346605 sec): 3 clusters Score: Raw -1043113.095490 + Penalty 926.309343 = -1042186.786146 nChanged 1752 SP:Iteration 3F (1759.405049 sec): 3 clusters Score: Raw -1044233.806306 + Penalty 926.309343 = -1043307.496962 nChanged 1942 SP:Iteration 4F (1759.473698 sec): 3 clusters Score: Raw -1045717.881115 + Penalty 926.309343 = -1044791.571772 nChanged 1907 SP:Iteration 5F (1759.552796 sec): 3 clusters Score: Raw -1047340.797805 + Penalty 926.309343 = -1046414.488461 nChanged 1603 SP:Iteration 6F (1759.620323 sec): 3 clusters Score: Raw -1048811.138921 + Penalty 926.309343 = -1047884.829578 nChanged 1178 SP:Iteration 7Q (1759.695369 sec): 3 clusters Score: Raw -1049904.504352 + Penalty 926.309343 = -1048978.195008 nChanged 861 SP:Iteration 8Q (1759.769360 sec): 3 clusters Score: Raw -1050655.159101 + Penalty 926.309343 = -1049728.849757 nChanged 572 SP:Iteration 9Q (1759.843839 sec): 3 clusters Score: Raw -1051096.387575 + Penalty 926.309343 = -1050170.078232 nChanged 439 SP:Iteration 10Q (1759.916408 sec): 3 clusters Score: Raw -1051399.045509 + Penalty 926.309343 = -1050472.736165 nChanged 331 SP:Iteration 11Q (1759.983619 sec): 3 clusters Score: Raw -1051602.380791 + Penalty 926.309343 = -1050676.071447 nChanged 258 SP:Iteration 12Q (1760.056962 sec): 3 clusters Score: Raw -1051783.985853 + Penalty 926.309343 = -1050857.676510 nChanged 193 SP:Iteration 13Q (1760.125755 sec): 3 clusters Score: Raw -1051907.199769 + Penalty 926.309343 = -1050980.890426 nChanged 128 SP:Iteration 14Q (1760.192629 sec): 3 clusters Score: Raw -1051978.655559 + Penalty 926.309343 = -1051052.346216 nChanged 92 SP:Iteration 15Q (1760.256606 sec): 3 clusters Score: Raw -1052029.525447 + Penalty 926.309343 = -1051103.216104 nChanged 64 SP:Iteration 16Q (1760.323094 sec): 3 clusters Score: Raw -1052068.125080 + Penalty 926.309343 = -1051141.815737 nChanged 43 SP:Iteration 17Q (1760.387288 sec): 3 clusters Score: Raw -1052088.478066 + Penalty 926.309343 = -1051162.168723 nChanged 27 SP:Iteration 18Q (1760.458837 sec): 3 clusters Score: Raw -1052101.901425 + Penalty 926.309343 = -1051175.592082 nChanged 22 SP:Iteration 19Q (1760.520609 sec): 3 clusters Score: Raw -1052113.219428 + Penalty 926.309343 = -1051186.910085 nChanged 19 SP:Iteration 20F (1760.593795 sec): 3 clusters Score: Raw -1052121.111171 + Penalty 926.309343 = -1051194.801828 nChanged 18 SP:Iteration 21Q (1760.661920 sec): 3 clusters Score: Raw -1052130.723699 + Penalty 926.309343 = -1051204.414356 nChanged 16 SP:Iteration 22Q (1760.727875 sec): 3 clusters Score: Raw -1052138.458681 + Penalty 926.309343 = -1051212.149338 nChanged 11 SP:Iteration 23Q (1760.799101 sec): 3 clusters Score: Raw -1052142.412617 + Penalty 926.309343 = -1051216.103274 nChanged 4 SP:Iteration 24Q (1760.864086 sec): 3 clusters Score: Raw -1052143.952202 + Penalty 926.309343 = -1051217.642859 nChanged 3 SP:Iteration 25Q (1760.927558 sec): 3 clusters Score: Raw -1052144.672922 + Penalty 926.309343 = -1051218.363579 nChanged 5 SP:Iteration 26Q (1760.991366 sec): 3 clusters Score: Raw -1052145.913724 + Penalty 926.309343 = -1051219.604381 nChanged 3 SP:Iteration 27Q (1761.064676 sec): 3 clusters Score: Raw -1052146.586287 + Penalty 926.309343 = -1051220.276944 nChanged 2 SP:Iteration 28Q (1761.128290 sec): 3 clusters Score: Raw -1052147.396549 + Penalty 926.309343 = -1051221.087206 nChanged 3 SP:Iteration 29Q (1761.197952 sec): 3 clusters Score: Raw -1052149.632091 + Penalty 926.309343 = -1051223.322748 nChanged 8 SP:Iteration 30Q (1761.271298 sec): 3 clusters Score: Raw -1052155.030385 + Penalty 926.309343 = -1051228.721042 nChanged 7 SP:Iteration 31Q (1761.341232 sec): 3 clusters Score: Raw -1052159.669634 + Penalty 926.309343 = -1051233.360291 nChanged 4 SP:Iteration 32Q (1761.410959 sec): 3 clusters Score: Raw -1052162.038018 + Penalty 926.309343 = -1051235.728675 nChanged 4 SP:Iteration 33Q (1761.471866 sec): 3 clusters Score: Raw -1052163.065591 + Penalty 926.309343 = -1051236.756248 nChanged 1 SP:Iteration 34Q (1761.542073 sec): 3 clusters Score: Raw -1052163.462588 + Penalty 926.309343 = -1051237.153244 nChanged 3 SP:Iteration 35Q (1761.607291 sec): 3 clusters Score: Raw -1052164.660300 + Penalty 926.309343 = -1051238.350956 nChanged 3 SP:Iteration 36Q (1761.677628 sec): 3 clusters Score: Raw -1052165.581853 + Penalty 926.309343 = -1051239.272510 nChanged 2 SP:Iteration 37Q (1761.742908 sec): 3 clusters Score: Raw -1052166.070357 + Penalty 926.309343 = -1051239.761013 nChanged 1 SP:Iteration 38Q (1761.812150 sec): 3 clusters Score: Raw -1052166.430186 + Penalty 926.309343 = -1051240.120842 nChanged 0 SP:Iteration 39F (1761.883719 sec): 3 clusters Score: Raw -1052166.430186 + Penalty 926.309343 = -1051240.120842 nChanged 0 Trying to split cluster 47 (2511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1761.912320 sec): 2 clusters Score: Raw -107310.254100 + Penalty 356.193854 = -106954.060246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1761.950322 sec): 3 clusters Score: Raw -105903.936518 + Penalty 712.387709 = -105191.548809 nChanged 1066 SP:Iteration 1F (1761.998106 sec): 3 clusters Score: Raw -106586.834363 + Penalty 712.387709 = -105874.446654 nChanged 176 SP:Iteration 2F (1762.055310 sec): 3 clusters Score: Raw -106696.767030 + Penalty 712.387709 = -105984.379321 nChanged 167 SP:Iteration 3F (1762.105655 sec): 3 clusters Score: Raw -106824.217764 + Penalty 712.387709 = -106111.830056 nChanged 154 SP:Iteration 4F (1762.151776 sec): 3 clusters Score: Raw -106954.216612 + Penalty 712.387709 = -106241.828903 nChanged 135 SP:Iteration 5F (1762.201009 sec): 3 clusters Score: Raw -107087.578158 + Penalty 712.387709 = -106375.190449 nChanged 117 SP:Iteration 6Q (1762.239290 sec): 3 clusters Score: Raw -107215.465444 + Penalty 712.387709 = -106503.077736 nChanged 94 SP:Iteration 7Q (1762.291083 sec): 3 clusters Score: Raw -107307.555031 + Penalty 712.387709 = -106595.167322 nChanged 48 SP:Iteration 8Q (1762.329585 sec): 3 clusters Score: Raw -107357.733569 + Penalty 712.387709 = -106645.345861 nChanged 19 SP:Iteration 9Q (1762.382223 sec): 3 clusters Score: Raw -107379.023760 + Penalty 712.387709 = -106666.636052 nChanged 8 SP:Iteration 10Q (1762.425038 sec): 3 clusters Score: Raw -107396.379954 + Penalty 712.387709 = -106683.992245 nChanged 3 SP:Iteration 11Q (1762.468464 sec): 3 clusters Score: Raw -107397.188696 + Penalty 712.387709 = -106684.800988 nChanged 3 SP:Iteration 12Q (1762.514442 sec): 3 clusters Score: Raw -107400.781148 + Penalty 712.387709 = -106688.393439 nChanged 2 SP:Iteration 13Q (1762.560468 sec): 3 clusters Score: Raw -107402.437233 + Penalty 712.387709 = -106690.049524 nChanged 1 SP:Iteration 14Q (1762.609031 sec): 3 clusters Score: Raw -107403.994227 + Penalty 712.387709 = -106691.606519 nChanged 0 SP:Iteration 15F (1762.660616 sec): 3 clusters Score: Raw -107403.994227 + Penalty 712.387709 = -106691.606519 nChanged 0 Iteration 219Q (1767.549571 sec): 49 clusters Score: Raw -17401934.085882 + Penalty 28506.296451 = -17373427.789431 nChanged 194 Iteration 220F (1775.661869 sec): 49 clusters Score: Raw -17402021.031483 + Penalty 28506.296451 = -17373514.735032 nChanged 223 Iteration 221Q (1780.478824 sec): 49 clusters Score: Raw -17402071.473522 + Penalty 28506.296451 = -17373565.177071 nChanged 186 Iteration 222Q (1785.661815 sec): 49 clusters Score: Raw -17402097.633698 + Penalty 28506.296451 = -17373591.337247 nChanged 165 Iteration 223Q (1790.674470 sec): 49 clusters Score: Raw -17402112.153674 + Penalty 28506.296451 = -17373605.857223 nChanged 149 Iteration 224Q (1795.368045 sec): 49 clusters Score: Raw -17402121.734216 + Penalty 28506.296451 = -17373615.437765 nChanged 135 Iteration 225Q (1799.980233 sec): 49 clusters Score: Raw -17402131.035285 + Penalty 28506.296451 = -17373624.738834 nChanged 114 Iteration 226Q (1804.543450 sec): 49 clusters Score: Raw -17402138.252575 + Penalty 28506.296451 = -17373631.956124 nChanged 108 Iteration 227Q (1809.731550 sec): 49 clusters Score: Raw -17402145.334371 + Penalty 28506.296451 = -17373639.037920 nChanged 101 Iteration 228Q (1814.965199 sec): 49 clusters Score: Raw -17402151.690108 + Penalty 28506.296451 = -17373645.393657 nChanged 114 Iteration 229Q (1819.566369 sec): 49 clusters Score: Raw -17402159.668485 + Penalty 28506.296451 = -17373653.372034 nChanged 117 Iteration 230Q (1824.539838 sec): 49 clusters Score: Raw -17402166.094566 + Penalty 28506.296451 = -17373659.798115 nChanged 107 Iteration 231Q (1829.122528 sec): 49 clusters Score: Raw -17402170.082657 + Penalty 28506.296451 = -17373663.786206 nChanged 89 Iteration 232Q (1834.175897 sec): 49 clusters Score: Raw -17402173.488445 + Penalty 28506.296451 = -17373667.191994 nChanged 89 Iteration 233Q (1838.904705 sec): 49 clusters Score: Raw -17402178.261526 + Penalty 28506.296451 = -17373671.965075 nChanged 83 Iteration 234Q (1843.762438 sec): 49 clusters Score: Raw -17402184.213738 + Penalty 28506.296451 = -17373677.917287 nChanged 96 Iteration 235Q (1848.566584 sec): 49 clusters Score: Raw -17402191.303981 + Penalty 28506.296451 = -17373685.007530 nChanged 102 Iteration 236Q (1853.408166 sec): 49 clusters Score: Raw -17402199.392674 + Penalty 28506.296451 = -17373693.096223 nChanged 107 Iteration 237Q (1858.314300 sec): 49 clusters Score: Raw -17402206.949514 + Penalty 28506.296451 = -17373700.653063 nChanged 107 Iteration 238Q (1863.246248 sec): 49 clusters Score: Raw -17402213.636293 + Penalty 28506.296451 = -17373707.339842 nChanged 86 Iteration 239Q (1868.124642 sec): 49 clusters Score: Raw -17402217.612058 + Penalty 28506.296451 = -17373711.315607 nChanged 76 Iteration 240F (1876.292771 sec): 49 clusters Score: Raw -17402221.203072 + Penalty 28506.296451 = -17373714.906621 nChanged 73 Iteration 241Q (1881.079024 sec): 49 clusters Score: Raw -17402224.553774 + Penalty 28506.296451 = -17373718.257323 nChanged 68 Iteration 242Q (1885.621624 sec): 49 clusters Score: Raw -17402226.735826 + Penalty 28506.296451 = -17373720.439375 nChanged 64 Iteration 243Q (1890.271090 sec): 49 clusters Score: Raw -17402228.699268 + Penalty 28506.296451 = -17373722.402817 nChanged 57 Iteration 244Q (1894.677200 sec): 49 clusters Score: Raw -17402230.068825 + Penalty 28506.296451 = -17373723.772374 nChanged 52 Iteration 245Q (1898.973795 sec): 49 clusters Score: Raw -17402231.300209 + Penalty 28506.296451 = -17373725.003758 nChanged 59 Iteration 246Q (1904.159112 sec): 49 clusters Score: Raw -17402233.021228 + Penalty 28506.296451 = -17373726.724777 nChanged 54 Iteration 247Q (1908.961494 sec): 49 clusters Score: Raw -17402234.688782 + Penalty 28506.296451 = -17373728.392331 nChanged 57 Iteration 248Q (1913.797435 sec): 49 clusters Score: Raw -17402236.252354 + Penalty 28506.296451 = -17373729.955903 nChanged 60 Iteration 249Q (1918.821763 sec): 49 clusters Score: Raw -17402238.032080 + Penalty 28506.296451 = -17373731.735629 nChanged 61 Iteration 250Q (1923.654880 sec): 49 clusters Score: Raw -17402239.895498 + Penalty 28506.296451 = -17373733.599047 nChanged 58 Iteration 251Q (1928.528442 sec): 49 clusters Score: Raw -17402241.800200 + Penalty 28506.296451 = -17373735.503749 nChanged 36 Iteration 252Q (1933.456328 sec): 49 clusters Score: Raw -17402242.493245 + Penalty 28506.296451 = -17373736.196794 nChanged 30 Iteration 253Q (1938.217741 sec): 49 clusters Score: Raw -17402242.917982 + Penalty 28506.296451 = -17373736.621531 nChanged 23 Iteration 254Q (1943.326866 sec): 49 clusters Score: Raw -17402243.370447 + Penalty 28506.296451 = -17373737.073996 nChanged 19 Iteration 255Q (1948.404389 sec): 49 clusters Score: Raw -17402243.674892 + Penalty 28506.296451 = -17373737.378441 nChanged 19 Iteration 256Q (1953.207954 sec): 49 clusters Score: Raw -17402243.928520 + Penalty 28506.296451 = -17373737.632069 nChanged 13 Iteration 257Q (1958.177819 sec): 49 clusters Score: Raw -17402244.077623 + Penalty 28506.296451 = -17373737.781172 nChanged 6 Iteration 258Q (1963.010632 sec): 49 clusters Score: Raw -17402244.139854 + Penalty 28506.296451 = -17373737.843403 nChanged 7 Writing temp clu file Because OldScore, -17373737.781172, is greater than current (better) Score,-17373737.843403 Won't try splitting - already at maximum number of clusters Iteration 259Q (1967.986933 sec): 49 clusters Score: Raw -17402244.272848 + Penalty 28506.296451 = -17373737.976397 nChanged 11 Iteration 260F (1976.126075 sec): 49 clusters Score: Raw -17402244.442281 + Penalty 28506.296451 = -17373738.145830 nChanged 6 Iteration 261Q (1981.321737 sec): 49 clusters Score: Raw -17402244.760909 + Penalty 28506.296451 = -17373738.464457 nChanged 11 Iteration 262Q (1985.970752 sec): 49 clusters Score: Raw -17402245.040428 + Penalty 28506.296451 = -17373738.743977 nChanged 10 Iteration 263Q (1990.877297 sec): 49 clusters Score: Raw -17402245.282188 + Penalty 28506.296451 = -17373738.985737 nChanged 6 Iteration 264Q (1995.588483 sec): 49 clusters Score: Raw -17402245.364425 + Penalty 28506.296451 = -17373739.067974 nChanged 9 Iteration 265Q (2000.438494 sec): 49 clusters Score: Raw -17402245.477173 + Penalty 28506.296451 = -17373739.180722 nChanged 10 Iteration 266Q (2005.428689 sec): 49 clusters Score: Raw -17402245.645003 + Penalty 28506.296451 = -17373739.348552 nChanged 12 Iteration 267Q (2010.004122 sec): 49 clusters Score: Raw -17402245.795198 + Penalty 28506.296451 = -17373739.498747 nChanged 10 Iteration 268Q (2014.944416 sec): 49 clusters Score: Raw -17402245.913285 + Penalty 28506.296451 = -17373739.616834 nChanged 5 Iteration 269Q (2019.811566 sec): 49 clusters Score: Raw -17402245.971161 + Penalty 28506.296451 = -17373739.674710 nChanged 4 Iteration 270Q (2024.827005 sec): 49 clusters Score: Raw -17402246.006921 + Penalty 28506.296451 = -17373739.710470 nChanged 4 Iteration 271Q (2029.883502 sec): 49 clusters Score: Raw -17402246.240283 + Penalty 28506.296451 = -17373739.943832 nChanged 5 Iteration 272Q (2034.473353 sec): 49 clusters Score: Raw -17402246.316951 + Penalty 28506.296451 = -17373740.020500 nChanged 1 Iteration 273Q (2039.454993 sec): 49 clusters Score: Raw -17402246.331724 + Penalty 28506.296451 = -17373740.035273 nChanged 2 Iteration 274Q (2044.366998 sec): 49 clusters Score: Raw -17402246.369983 + Penalty 28506.296451 = -17373740.073531 nChanged 1 Iteration 275Q (2049.078568 sec): 49 clusters Score: Raw -17402246.373446 + Penalty 28506.296451 = -17373740.076995 nChanged 0 Iteration 276F (2057.137923 sec): 49 clusters Score: Raw -17402246.373446 + Penalty 28506.296451 = -17373740.076995 nChanged 0 Won't try splitting - already at maximum number of clusters Time taken for this iteration:2054.116131 seconds. 20->49 Clusters: Score -17373740.076995, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 466183 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 9 (3767 points): Lose 153.332236 but Gain 593.881176 Iteration 0F (2060.758660 sec): 20 clusters Score: Raw -14695535.622645 + Penalty 11283.742345 = -14684251.880300 nChanged 441483 Iteration 1F (2064.058745 sec): 20 clusters Score: Raw -16207034.194175 + Penalty 11283.742345 = -16195750.451830 nChanged 160601 Iteration 2F (2067.281609 sec): 20 clusters Score: Raw -16639522.960143 + Penalty 11283.742345 = -16628239.217798 nChanged 110989 Deleting Class 18 (382 points): Lose 422.841983 but Gain 593.881176 Iteration 3F (2070.623582 sec): 19 clusters Score: Raw -16877228.474762 + Penalty 10689.861169 = -16866538.613592 nChanged 70370 Iteration 4F (2073.758802 sec): 19 clusters Score: Raw -16984863.992696 + Penalty 10689.861169 = -16974174.131526 nChanged 50677 Iteration 5F (2076.908585 sec): 19 clusters Score: Raw -17038429.896133 + Penalty 10689.861169 = -17027740.034964 nChanged 38519 Iteration 6F (2080.004552 sec): 19 clusters Score: Raw -17079304.429433 + Penalty 10689.861169 = -17068614.568264 nChanged 32699 Iteration 7F (2083.144356 sec): 19 clusters Score: Raw -17110621.916482 + Penalty 10689.861169 = -17099932.055312 nChanged 29585 Iteration 8F (2086.314183 sec): 19 clusters Score: Raw -17138148.747797 + Penalty 10689.861169 = -17127458.886628 nChanged 27176 Iteration 9F (2089.482942 sec): 19 clusters Score: Raw -17161915.906032 + Penalty 10689.861169 = -17151226.044863 nChanged 24463 Iteration 10F (2092.648222 sec): 19 clusters Score: Raw -17180804.332756 + Penalty 10689.861169 = -17170114.471587 nChanged 21688 Iteration 11Q (2094.922146 sec): 19 clusters Score: Raw -17196486.602026 + Penalty 10689.861169 = -17185796.740857 nChanged 19251 Iteration 12Q (2097.175995 sec): 19 clusters Score: Raw -17210222.831038 + Penalty 10689.861169 = -17199532.969868 nChanged 17974 Iteration 13Q (2099.377652 sec): 19 clusters Score: Raw -17223477.296304 + Penalty 10689.861169 = -17212787.435135 nChanged 16978 Iteration 14Q (2101.476194 sec): 19 clusters Score: Raw -17237320.491237 + Penalty 10689.861169 = -17226630.630067 nChanged 16340 Iteration 15Q (2103.500448 sec): 19 clusters Score: Raw -17253456.535471 + Penalty 10689.861169 = -17242766.674302 nChanged 14945 Iteration 16Q (2105.621475 sec): 19 clusters Score: Raw -17273308.759531 + Penalty 10689.861169 = -17262618.898362 nChanged 12574 Iteration 17Q (2107.869561 sec): 19 clusters Score: Raw -17291688.094867 + Penalty 10689.861169 = -17280998.233698 nChanged 9715 Iteration 18Q (2109.945464 sec): 19 clusters Score: Raw -17300007.993823 + Penalty 10689.861169 = -17289318.132654 nChanged 7370 Iteration 19Q (2111.969282 sec): 19 clusters Score: Raw -17302876.794716 + Penalty 10689.861169 = -17292186.933547 nChanged 6087 Writing temp clu file Because OldScore, -17289318.132654, is greater than current (better) Score,-17292186.933547 Compute initial score before splitting: Score: Raw -17302876.794716 + Penalty 10689.861169 = -17292186.933547 Trying to split cluster 1 (31157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2112.164176 sec): 2 clusters Score: Raw -1237496.195922 + Penalty 470.779137 = -1237025.416786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2112.238784 sec): 3 clusters Score: Raw -1217282.118808 + Penalty 941.558274 = -1216340.560535 nChanged 14914 SP:Iteration 1F (2112.312464 sec): 3 clusters Score: Raw -1229070.455595 + Penalty 941.558274 = -1228128.897321 nChanged 3026 SP:Iteration 2F (2112.385851 sec): 3 clusters Score: Raw -1231645.266940 + Penalty 941.558274 = -1230703.708667 nChanged 2624 SP:Iteration 3F (2112.462189 sec): 3 clusters Score: Raw -1233915.867248 + Penalty 941.558274 = -1232974.308975 nChanged 1974 SP:Iteration 4F (2112.536228 sec): 3 clusters Score: Raw -1235492.302727 + Penalty 941.558274 = -1234550.744453 nChanged 1340 SP:Iteration 5Q (2112.611220 sec): 3 clusters Score: Raw -1236403.505928 + Penalty 941.558274 = -1235461.947654 nChanged 906 SP:Iteration 6Q (2112.685535 sec): 3 clusters Score: Raw -1236795.095364 + Penalty 941.558274 = -1235853.537091 nChanged 571 SP:Iteration 7Q (2112.760645 sec): 3 clusters Score: Raw -1236966.444025 + Penalty 941.558274 = -1236024.885751 nChanged 409 SP:Iteration 8Q (2112.841408 sec): 3 clusters Score: Raw -1237060.990087 + Penalty 941.558274 = -1236119.431813 nChanged 317 SP:Iteration 9Q (2112.912559 sec): 3 clusters Score: Raw -1237128.732175 + Penalty 941.558274 = -1236187.173901 nChanged 279 SP:Iteration 10Q (2112.994044 sec): 3 clusters Score: Raw -1237181.577713 + Penalty 941.558274 = -1236240.019440 nChanged 222 SP:Iteration 11Q (2113.075609 sec): 3 clusters Score: Raw -1237222.853906 + Penalty 941.558274 = -1236281.295632 nChanged 205 SP:Iteration 12Q (2113.145854 sec): 3 clusters Score: Raw -1237255.686153 + Penalty 941.558274 = -1236314.127879 nChanged 188 SP:Iteration 13Q (2113.233697 sec): 3 clusters Score: Raw -1237283.008869 + Penalty 941.558274 = -1236341.450595 nChanged 172 SP:Iteration 14Q (2113.313449 sec): 3 clusters Score: Raw -1237312.331009 + Penalty 941.558274 = -1236370.772735 nChanged 173 SP:Iteration 15Q (2113.391474 sec): 3 clusters Score: Raw -1237342.862408 + Penalty 941.558274 = -1236401.304134 nChanged 174 SP:Iteration 16Q (2113.453401 sec): 3 clusters Score: Raw -1237378.707524 + Penalty 941.558274 = -1236437.149250 nChanged 182 SP:Iteration 17Q (2113.529882 sec): 3 clusters Score: Raw -1237421.495336 + Penalty 941.558274 = -1236479.937062 nChanged 193 SP:Iteration 18Q (2113.605509 sec): 3 clusters Score: Raw -1237468.839392 + Penalty 941.558274 = -1236527.281118 nChanged 194 SP:Iteration 19Q (2113.689131 sec): 3 clusters Score: Raw -1237527.658922 + Penalty 941.558274 = -1236586.100648 nChanged 203 SP:Iteration 20F (2113.759454 sec): 3 clusters Score: Raw -1237601.150134 + Penalty 941.558274 = -1236659.591860 nChanged 232 SP:Iteration 21Q (2113.836308 sec): 3 clusters Score: Raw -1237685.500519 + Penalty 941.558274 = -1236743.942245 nChanged 241 SP:Iteration 22Q (2113.911892 sec): 3 clusters Score: Raw -1237769.979564 + Penalty 941.558274 = -1236828.421291 nChanged 245 SP:Iteration 23Q (2113.988817 sec): 3 clusters Score: Raw -1237856.006506 + Penalty 941.558274 = -1236914.448232 nChanged 233 SP:Iteration 24Q (2114.055401 sec): 3 clusters Score: Raw -1237931.921165 + Penalty 941.558274 = -1236990.362891 nChanged 223 SP:Iteration 25Q (2114.132398 sec): 3 clusters Score: Raw -1238000.182245 + Penalty 941.558274 = -1237058.623971 nChanged 214 SP:Iteration 26Q (2114.219580 sec): 3 clusters Score: Raw -1238060.621820 + Penalty 941.558274 = -1237119.063546 nChanged 179 SP:Iteration 27Q (2114.294150 sec): 3 clusters Score: Raw -1238103.318359 + Penalty 941.558274 = -1237161.760085 nChanged 180 SP:Iteration 28Q (2114.365545 sec): 3 clusters Score: Raw -1238149.365368 + Penalty 941.558274 = -1237207.807094 nChanged 169 SP:Iteration 29Q (2114.442542 sec): 3 clusters Score: Raw -1238190.190310 + Penalty 941.558274 = -1237248.632036 nChanged 158 SP:Iteration 30Q (2114.514044 sec): 3 clusters Score: Raw -1238225.711310 + Penalty 941.558274 = -1237284.153036 nChanged 150 SP:Iteration 31Q (2114.588699 sec): 3 clusters Score: Raw -1238255.736648 + Penalty 941.558274 = -1237314.178374 nChanged 121 SP:Iteration 32Q (2114.660984 sec): 3 clusters Score: Raw -1238278.230924 + Penalty 941.558274 = -1237336.672650 nChanged 118 SP:Iteration 33Q (2114.736762 sec): 3 clusters Score: Raw -1238297.932089 + Penalty 941.558274 = -1237356.373815 nChanged 99 SP:Iteration 34Q (2114.812726 sec): 3 clusters Score: Raw -1238313.446266 + Penalty 941.558274 = -1237371.887993 nChanged 87 SP:Iteration 35Q (2114.888295 sec): 3 clusters Score: Raw -1238324.307120 + Penalty 941.558274 = -1237382.748846 nChanged 79 SP:Iteration 36Q (2114.964769 sec): 3 clusters Score: Raw -1238333.913910 + Penalty 941.558274 = -1237392.355636 nChanged 74 SP:Iteration 37Q (2115.030822 sec): 3 clusters Score: Raw -1238341.565138 + Penalty 941.558274 = -1237400.006864 nChanged 58 SP:Iteration 38Q (2115.111253 sec): 3 clusters Score: Raw -1238346.555712 + Penalty 941.558274 = -1237404.997438 nChanged 46 SP:Iteration 39Q (2115.181698 sec): 3 clusters Score: Raw -1238350.678383 + Penalty 941.558274 = -1237409.120109 nChanged 45 SP:Iteration 40F (2115.263445 sec): 3 clusters Score: Raw -1238354.091720 + Penalty 941.558274 = -1237412.533446 nChanged 34 SP:Iteration 41Q (2115.327450 sec): 3 clusters Score: Raw -1238356.346423 + Penalty 941.558274 = -1237414.788149 nChanged 35 SP:Iteration 42Q (2115.405659 sec): 3 clusters Score: Raw -1238358.474374 + Penalty 941.558274 = -1237416.916101 nChanged 27 SP:Iteration 43Q (2115.483381 sec): 3 clusters Score: Raw -1238359.998433 + Penalty 941.558274 = -1237418.440159 nChanged 32 SP:Iteration 44Q (2115.556854 sec): 3 clusters Score: Raw -1238362.368583 + Penalty 941.558274 = -1237420.810309 nChanged 31 SP:Iteration 45Q (2115.627381 sec): 3 clusters Score: Raw -1238364.990045 + Penalty 941.558274 = -1237423.431771 nChanged 25 SP:Iteration 46Q (2115.697735 sec): 3 clusters Score: Raw -1238366.583118 + Penalty 941.558274 = -1237425.024844 nChanged 24 SP:Iteration 47Q (2115.771444 sec): 3 clusters Score: Raw -1238367.978531 + Penalty 941.558274 = -1237426.420257 nChanged 24 SP:Iteration 48Q (2115.841378 sec): 3 clusters Score: Raw -1238369.443498 + Penalty 941.558274 = -1237427.885224 nChanged 22 SP:Iteration 49Q (2115.915615 sec): 3 clusters Score: Raw -1238370.891562 + Penalty 941.558274 = -1237429.333289 nChanged 19 SP:Iteration 50Q (2115.989938 sec): 3 clusters Score: Raw -1238371.596270 + Penalty 941.558274 = -1237430.037996 nChanged 12 SP:Iteration 51Q (2116.061821 sec): 3 clusters Score: Raw -1238371.968556 + Penalty 941.558274 = -1237430.410282 nChanged 10 SP:Iteration 52Q (2116.125586 sec): 3 clusters Score: Raw -1238372.334737 + Penalty 941.558274 = -1237430.776463 nChanged 9 SP:Iteration 53Q (2116.206974 sec): 3 clusters Score: Raw -1238372.677579 + Penalty 941.558274 = -1237431.119305 nChanged 13 SP:Iteration 54Q (2116.280656 sec): 3 clusters Score: Raw -1238373.246121 + Penalty 941.558274 = -1237431.687847 nChanged 15 SP:Iteration 55Q (2116.356679 sec): 3 clusters Score: Raw -1238373.876222 + Penalty 941.558274 = -1237432.317948 nChanged 15 SP:Iteration 56Q (2116.433468 sec): 3 clusters Score: Raw -1238374.595242 + Penalty 941.558274 = -1237433.036968 nChanged 16 SP:Iteration 57Q (2116.511004 sec): 3 clusters Score: Raw -1238375.058857 + Penalty 941.558274 = -1237433.500583 nChanged 9 SP:Iteration 58Q (2116.587803 sec): 3 clusters Score: Raw -1238375.379265 + Penalty 941.558274 = -1237433.820991 nChanged 13 SP:Iteration 59Q (2116.651800 sec): 3 clusters Score: Raw -1238375.927274 + Penalty 941.558274 = -1237434.369000 nChanged 19 SP:Iteration 60F (2116.733975 sec): 3 clusters Score: Raw -1238376.669052 + Penalty 941.558274 = -1237435.110779 nChanged 11 SP:Iteration 61Q (2116.795700 sec): 3 clusters Score: Raw -1238376.933187 + Penalty 941.558274 = -1237435.374913 nChanged 5 SP:Iteration 62Q (2116.880793 sec): 3 clusters Score: Raw -1238377.134377 + Penalty 941.558274 = -1237435.576103 nChanged 8 SP:Iteration 63Q (2116.943095 sec): 3 clusters Score: Raw -1238377.612441 + Penalty 941.558274 = -1237436.054167 nChanged 7 SP:Iteration 64Q (2117.022335 sec): 3 clusters Score: Raw -1238377.940868 + Penalty 941.558274 = -1237436.382594 nChanged 4 SP:Iteration 65Q (2117.096054 sec): 3 clusters Score: Raw -1238378.188755 + Penalty 941.558274 = -1237436.630481 nChanged 5 SP:Iteration 66Q (2117.158455 sec): 3 clusters Score: Raw -1238378.452656 + Penalty 941.558274 = -1237436.894382 nChanged 7 SP:Iteration 67Q (2117.240417 sec): 3 clusters Score: Raw -1238378.788729 + Penalty 941.558274 = -1237437.230455 nChanged 14 SP:Iteration 68Q (2117.313362 sec): 3 clusters Score: Raw -1238379.340003 + Penalty 941.558274 = -1237437.781730 nChanged 14 SP:Iteration 69Q (2117.385497 sec): 3 clusters Score: Raw -1238379.871601 + Penalty 941.558274 = -1237438.313327 nChanged 10 SP:Iteration 70Q (2117.456592 sec): 3 clusters Score: Raw -1238380.311475 + Penalty 941.558274 = -1237438.753201 nChanged 8 SP:Iteration 71Q (2117.531237 sec): 3 clusters Score: Raw -1238380.490982 + Penalty 941.558274 = -1237438.932708 nChanged 6 SP:Iteration 72Q (2117.608845 sec): 3 clusters Score: Raw -1238380.587710 + Penalty 941.558274 = -1237439.029436 nChanged 3 SP:Iteration 73Q (2117.686369 sec): 3 clusters Score: Raw -1238380.634625 + Penalty 941.558274 = -1237439.076351 nChanged 2 SP:Iteration 74Q (2117.759575 sec): 3 clusters Score: Raw -1238380.666955 + Penalty 941.558274 = -1237439.108681 nChanged 1 SP:Iteration 75Q (2117.831554 sec): 3 clusters Score: Raw -1238380.687885 + Penalty 941.558274 = -1237439.129611 nChanged 0 SP:Iteration 76F (2117.911322 sec): 3 clusters Score: Raw -1238380.687885 + Penalty 941.558274 = -1237439.129611 nChanged 0 Score: Raw -17304889.552288 + Penalty 11283.742345 = -17293605.809942 Splitting cluster 1 changes total score from -17292186.933547 to -17293605.809942 So it's getting split into cluster 9. Trying to split cluster 2 (76824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2121.241835 sec): 2 clusters Score: Raw -3009200.745278 + Penalty 511.841893 = -3008688.903385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2121.367660 sec): 3 clusters Score: Raw -2958027.738507 + Penalty 1023.683786 = -2957004.054721 nChanged 37318 SP:Iteration 1F (2121.470288 sec): 3 clusters Score: Raw -2983193.500739 + Penalty 1023.683786 = -2982169.816954 nChanged 5458 SP:Iteration 2F (2121.590625 sec): 3 clusters Score: Raw -2986793.566134 + Penalty 1023.683786 = -2985769.882348 nChanged 5974 SP:Iteration 3F (2121.706853 sec): 3 clusters Score: Raw -2991726.995804 + Penalty 1023.683786 = -2990703.312019 nChanged 6138 SP:Iteration 4F (2121.817035 sec): 3 clusters Score: Raw -2997175.383212 + Penalty 1023.683786 = -2996151.699427 nChanged 5486 SP:Iteration 5F (2121.926877 sec): 3 clusters Score: Raw -3001467.753936 + Penalty 1023.683786 = -3000444.070150 nChanged 4398 SP:Iteration 6F (2122.044230 sec): 3 clusters Score: Raw -3004502.622001 + Penalty 1023.683786 = -3003478.938215 nChanged 3394 SP:Iteration 7Q (2122.164364 sec): 3 clusters Score: Raw -3006612.884231 + Penalty 1023.683786 = -3005589.200445 nChanged 2541 SP:Iteration 8Q (2122.277026 sec): 3 clusters Score: Raw -3007955.846588 + Penalty 1023.683786 = -3006932.162802 nChanged 1847 SP:Iteration 9Q (2122.392730 sec): 3 clusters Score: Raw -3008846.661037 + Penalty 1023.683786 = -3007822.977251 nChanged 1415 SP:Iteration 10Q (2122.510193 sec): 3 clusters Score: Raw -3009461.085155 + Penalty 1023.683786 = -3008437.401369 nChanged 1142 SP:Iteration 11Q (2122.626276 sec): 3 clusters Score: Raw -3009890.781041 + Penalty 1023.683786 = -3008867.097255 nChanged 956 SP:Iteration 12Q (2122.742179 sec): 3 clusters Score: Raw -3010196.600075 + Penalty 1023.683786 = -3009172.916289 nChanged 772 SP:Iteration 13Q (2122.845250 sec): 3 clusters Score: Raw -3010410.217227 + Penalty 1023.683786 = -3009386.533441 nChanged 668 SP:Iteration 14Q (2122.965714 sec): 3 clusters Score: Raw -3010571.086603 + Penalty 1023.683786 = -3009547.402817 nChanged 598 SP:Iteration 15Q (2123.088365 sec): 3 clusters Score: Raw -3010694.258988 + Penalty 1023.683786 = -3009670.575203 nChanged 494 SP:Iteration 16Q (2123.202786 sec): 3 clusters Score: Raw -3010779.048286 + Penalty 1023.683786 = -3009755.364500 nChanged 444 SP:Iteration 17Q (2123.324605 sec): 3 clusters Score: Raw -3010843.459771 + Penalty 1023.683786 = -3009819.775985 nChanged 383 SP:Iteration 18Q (2123.438862 sec): 3 clusters Score: Raw -3010892.540454 + Penalty 1023.683786 = -3009868.856668 nChanged 341 SP:Iteration 19Q (2123.556206 sec): 3 clusters Score: Raw -3010930.514481 + Penalty 1023.683786 = -3009906.830696 nChanged 302 SP:Iteration 20F (2123.673064 sec): 3 clusters Score: Raw -3010956.541751 + Penalty 1023.683786 = -3009932.857965 nChanged 246 SP:Iteration 21Q (2123.784977 sec): 3 clusters Score: Raw -3010976.010425 + Penalty 1023.683786 = -3009952.326640 nChanged 211 SP:Iteration 22Q (2123.887598 sec): 3 clusters Score: Raw -3010993.024740 + Penalty 1023.683786 = -3009969.340955 nChanged 205 SP:Iteration 23Q (2123.996539 sec): 3 clusters Score: Raw -3011008.992091 + Penalty 1023.683786 = -3009985.308305 nChanged 198 SP:Iteration 24Q (2124.123670 sec): 3 clusters Score: Raw -3011023.209980 + Penalty 1023.683786 = -3009999.526194 nChanged 198 SP:Iteration 25Q (2124.232285 sec): 3 clusters Score: Raw -3011037.560810 + Penalty 1023.683786 = -3010013.877024 nChanged 169 SP:Iteration 26Q (2124.343378 sec): 3 clusters Score: Raw -3011047.719793 + Penalty 1023.683786 = -3010024.036007 nChanged 138 SP:Iteration 27Q (2124.454900 sec): 3 clusters Score: Raw -3011055.293329 + Penalty 1023.683786 = -3010031.609543 nChanged 131 SP:Iteration 28Q (2124.573612 sec): 3 clusters Score: Raw -3011062.669189 + Penalty 1023.683786 = -3010038.985403 nChanged 132 SP:Iteration 29Q (2124.688763 sec): 3 clusters Score: Raw -3011070.511759 + Penalty 1023.683786 = -3010046.827973 nChanged 111 SP:Iteration 30Q (2124.809220 sec): 3 clusters Score: Raw -3011076.218795 + Penalty 1023.683786 = -3010052.535009 nChanged 102 SP:Iteration 31Q (2124.926471 sec): 3 clusters Score: Raw -3011081.962869 + Penalty 1023.683786 = -3010058.279083 nChanged 100 SP:Iteration 32Q (2125.037407 sec): 3 clusters Score: Raw -3011088.040913 + Penalty 1023.683786 = -3010064.357127 nChanged 108 SP:Iteration 33Q (2125.149382 sec): 3 clusters Score: Raw -3011096.239459 + Penalty 1023.683786 = -3010072.555673 nChanged 120 SP:Iteration 34Q (2125.272183 sec): 3 clusters Score: Raw -3011104.988667 + Penalty 1023.683786 = -3010081.304882 nChanged 114 SP:Iteration 35Q (2125.389897 sec): 3 clusters Score: Raw -3011113.387172 + Penalty 1023.683786 = -3010089.703386 nChanged 133 SP:Iteration 36Q (2125.519772 sec): 3 clusters Score: Raw -3011123.693315 + Penalty 1023.683786 = -3010100.009530 nChanged 123 SP:Iteration 37Q (2125.636773 sec): 3 clusters Score: Raw -3011131.588222 + Penalty 1023.683786 = -3010107.904437 nChanged 105 SP:Iteration 38Q (2125.743958 sec): 3 clusters Score: Raw -3011139.262115 + Penalty 1023.683786 = -3010115.578329 nChanged 94 SP:Iteration 39Q (2125.853749 sec): 3 clusters Score: Raw -3011146.161284 + Penalty 1023.683786 = -3010122.477498 nChanged 95 SP:Iteration 40F (2125.969121 sec): 3 clusters Score: Raw -3011153.344857 + Penalty 1023.683786 = -3010129.661072 nChanged 110 SP:Iteration 41Q (2126.084506 sec): 3 clusters Score: Raw -3011162.186638 + Penalty 1023.683786 = -3010138.502852 nChanged 109 SP:Iteration 42Q (2126.194493 sec): 3 clusters Score: Raw -3011171.736507 + Penalty 1023.683786 = -3010148.052721 nChanged 108 SP:Iteration 43Q (2126.309414 sec): 3 clusters Score: Raw -3011179.448124 + Penalty 1023.683786 = -3010155.764339 nChanged 85 SP:Iteration 44Q (2126.431214 sec): 3 clusters Score: Raw -3011184.968106 + Penalty 1023.683786 = -3010161.284320 nChanged 76 SP:Iteration 45Q (2126.544872 sec): 3 clusters Score: Raw -3011188.940395 + Penalty 1023.683786 = -3010165.256610 nChanged 77 SP:Iteration 46Q (2126.654854 sec): 3 clusters Score: Raw -3011192.595207 + Penalty 1023.683786 = -3010168.911421 nChanged 79 SP:Iteration 47Q (2126.762444 sec): 3 clusters Score: Raw -3011196.846170 + Penalty 1023.683786 = -3010173.162384 nChanged 79 SP:Iteration 48Q (2126.873416 sec): 3 clusters Score: Raw -3011201.090029 + Penalty 1023.683786 = -3010177.406243 nChanged 74 SP:Iteration 49Q (2126.993167 sec): 3 clusters Score: Raw -3011204.631026 + Penalty 1023.683786 = -3010180.947241 nChanged 61 SP:Iteration 50Q (2127.108838 sec): 3 clusters Score: Raw -3011207.237653 + Penalty 1023.683786 = -3010183.553868 nChanged 61 SP:Iteration 51Q (2127.217477 sec): 3 clusters Score: Raw -3011209.558752 + Penalty 1023.683786 = -3010185.874967 nChanged 50 SP:Iteration 52Q (2127.326178 sec): 3 clusters Score: Raw -3011211.448007 + Penalty 1023.683786 = -3010187.764221 nChanged 42 SP:Iteration 53Q (2127.437038 sec): 3 clusters Score: Raw -3011213.188117 + Penalty 1023.683786 = -3010189.504332 nChanged 44 SP:Iteration 54Q (2127.547237 sec): 3 clusters Score: Raw -3011215.540420 + Penalty 1023.683786 = -3010191.856634 nChanged 47 SP:Iteration 55Q (2127.657253 sec): 3 clusters Score: Raw -3011217.147308 + Penalty 1023.683786 = -3010193.463522 nChanged 36 SP:Iteration 56Q (2127.776842 sec): 3 clusters Score: Raw -3011218.081400 + Penalty 1023.683786 = -3010194.397614 nChanged 34 SP:Iteration 57Q (2127.883130 sec): 3 clusters Score: Raw -3011218.770474 + Penalty 1023.683786 = -3010195.086688 nChanged 25 SP:Iteration 58Q (2127.994954 sec): 3 clusters Score: Raw -3011219.352345 + Penalty 1023.683786 = -3010195.668560 nChanged 25 SP:Iteration 59Q (2128.111942 sec): 3 clusters Score: Raw -3011219.818182 + Penalty 1023.683786 = -3010196.134396 nChanged 21 SP:Iteration 60F (2128.228336 sec): 3 clusters Score: Raw -3011220.144226 + Penalty 1023.683786 = -3010196.460441 nChanged 18 SP:Iteration 61Q (2128.344039 sec): 3 clusters Score: Raw -3011220.475334 + Penalty 1023.683786 = -3010196.791549 nChanged 17 SP:Iteration 62Q (2128.458787 sec): 3 clusters Score: Raw -3011220.863251 + Penalty 1023.683786 = -3010197.179466 nChanged 23 SP:Iteration 63Q (2128.572097 sec): 3 clusters Score: Raw -3011221.567565 + Penalty 1023.683786 = -3010197.883780 nChanged 20 SP:Iteration 64Q (2128.682746 sec): 3 clusters Score: Raw -3011222.107999 + Penalty 1023.683786 = -3010198.424213 nChanged 17 SP:Iteration 65Q (2128.793661 sec): 3 clusters Score: Raw -3011222.496804 + Penalty 1023.683786 = -3010198.813018 nChanged 15 SP:Iteration 66Q (2128.905771 sec): 3 clusters Score: Raw -3011222.820351 + Penalty 1023.683786 = -3010199.136566 nChanged 20 SP:Iteration 67Q (2129.018336 sec): 3 clusters Score: Raw -3011223.188757 + Penalty 1023.683786 = -3010199.504972 nChanged 20 SP:Iteration 68Q (2129.137080 sec): 3 clusters Score: Raw -3011223.551125 + Penalty 1023.683786 = -3010199.867339 nChanged 18 SP:Iteration 69Q (2129.247337 sec): 3 clusters Score: Raw -3011224.006764 + Penalty 1023.683786 = -3010200.322978 nChanged 21 SP:Iteration 70Q (2129.354955 sec): 3 clusters Score: Raw -3011224.391309 + Penalty 1023.683786 = -3010200.707523 nChanged 19 SP:Iteration 71Q (2129.467126 sec): 3 clusters Score: Raw -3011224.983830 + Penalty 1023.683786 = -3010201.300044 nChanged 27 SP:Iteration 72Q (2129.577530 sec): 3 clusters Score: Raw -3011225.773745 + Penalty 1023.683786 = -3010202.089959 nChanged 29 SP:Iteration 73Q (2129.698915 sec): 3 clusters Score: Raw -3011226.467066 + Penalty 1023.683786 = -3010202.783280 nChanged 35 SP:Iteration 74Q (2129.819994 sec): 3 clusters Score: Raw -3011227.340495 + Penalty 1023.683786 = -3010203.656709 nChanged 35 SP:Iteration 75Q (2129.931206 sec): 3 clusters Score: Raw -3011228.361112 + Penalty 1023.683786 = -3010204.677326 nChanged 29 SP:Iteration 76Q (2130.039974 sec): 3 clusters Score: Raw -3011229.370790 + Penalty 1023.683786 = -3010205.687005 nChanged 32 SP:Iteration 77Q (2130.159993 sec): 3 clusters Score: Raw -3011230.273580 + Penalty 1023.683786 = -3010206.589794 nChanged 22 SP:Iteration 78Q (2130.268329 sec): 3 clusters Score: Raw -3011230.857030 + Penalty 1023.683786 = -3010207.173245 nChanged 27 SP:Iteration 79Q (2130.378472 sec): 3 clusters Score: Raw -3011231.837928 + Penalty 1023.683786 = -3010208.154143 nChanged 25 SP:Iteration 80F (2130.495663 sec): 3 clusters Score: Raw -3011232.586559 + Penalty 1023.683786 = -3010208.902774 nChanged 26 SP:Iteration 81Q (2130.604362 sec): 3 clusters Score: Raw -3011233.475678 + Penalty 1023.683786 = -3010209.791892 nChanged 32 SP:Iteration 82Q (2130.727209 sec): 3 clusters Score: Raw -3011234.500821 + Penalty 1023.683786 = -3010210.817035 nChanged 34 SP:Iteration 83Q (2130.851611 sec): 3 clusters Score: Raw -3011235.623124 + Penalty 1023.683786 = -3010211.939339 nChanged 38 SP:Iteration 84Q (2130.972679 sec): 3 clusters Score: Raw -3011236.752261 + Penalty 1023.683786 = -3010213.068476 nChanged 34 SP:Iteration 85Q (2131.080544 sec): 3 clusters Score: Raw -3011237.944694 + Penalty 1023.683786 = -3010214.260908 nChanged 30 SP:Iteration 86Q (2131.202041 sec): 3 clusters Score: Raw -3011238.869951 + Penalty 1023.683786 = -3010215.186165 nChanged 22 SP:Iteration 87Q (2131.321912 sec): 3 clusters Score: Raw -3011239.672755 + Penalty 1023.683786 = -3010215.988969 nChanged 30 SP:Iteration 88Q (2131.445429 sec): 3 clusters Score: Raw -3011240.572882 + Penalty 1023.683786 = -3010216.889096 nChanged 29 SP:Iteration 89Q (2131.563186 sec): 3 clusters Score: Raw -3011241.634579 + Penalty 1023.683786 = -3010217.950793 nChanged 39 SP:Iteration 90Q (2131.681888 sec): 3 clusters Score: Raw -3011243.309662 + Penalty 1023.683786 = -3010219.625877 nChanged 41 SP:Iteration 91Q (2131.801088 sec): 3 clusters Score: Raw -3011244.978624 + Penalty 1023.683786 = -3010221.294838 nChanged 38 SP:Iteration 92Q (2131.912253 sec): 3 clusters Score: Raw -3011246.369252 + Penalty 1023.683786 = -3010222.685467 nChanged 37 SP:Iteration 93Q (2132.023967 sec): 3 clusters Score: Raw -3011247.728237 + Penalty 1023.683786 = -3010224.044451 nChanged 34 SP:Iteration 94Q (2132.132264 sec): 3 clusters Score: Raw -3011249.160094 + Penalty 1023.683786 = -3010225.476308 nChanged 40 SP:Iteration 95Q (2132.247643 sec): 3 clusters Score: Raw -3011250.529984 + Penalty 1023.683786 = -3010226.846199 nChanged 35 SP:Iteration 96Q (2132.373873 sec): 3 clusters Score: Raw -3011251.398276 + Penalty 1023.683786 = -3010227.714490 nChanged 24 SP:Iteration 97Q (2132.486105 sec): 3 clusters Score: Raw -3011251.843170 + Penalty 1023.683786 = -3010228.159385 nChanged 18 SP:Iteration 98Q (2132.605066 sec): 3 clusters Score: Raw -3011252.162245 + Penalty 1023.683786 = -3010228.478459 nChanged 16 SP:Iteration 99Q (2132.711631 sec): 3 clusters Score: Raw -3011252.367685 + Penalty 1023.683786 = -3010228.683899 nChanged 13 SP:Iteration 100F (2132.834052 sec): 3 clusters Score: Raw -3011252.524251 + Penalty 1023.683786 = -3010228.840465 nChanged 10 SP:Iteration 101Q (2132.953213 sec): 3 clusters Score: Raw -3011252.690557 + Penalty 1023.683786 = -3010229.006771 nChanged 14 SP:Iteration 102Q (2133.066580 sec): 3 clusters Score: Raw -3011253.124933 + Penalty 1023.683786 = -3010229.441148 nChanged 9 SP:Iteration 103Q (2133.191168 sec): 3 clusters Score: Raw -3011253.286186 + Penalty 1023.683786 = -3010229.602401 nChanged 11 SP:Iteration 104Q (2133.310974 sec): 3 clusters Score: Raw -3011253.457738 + Penalty 1023.683786 = -3010229.773953 nChanged 9 SP:Iteration 105Q (2133.428610 sec): 3 clusters Score: Raw -3011253.556660 + Penalty 1023.683786 = -3010229.872874 nChanged 9 SP:Iteration 106Q (2133.540373 sec): 3 clusters Score: Raw -3011253.871252 + Penalty 1023.683786 = -3010230.187466 nChanged 7 SP:Iteration 107Q (2133.656000 sec): 3 clusters Score: Raw -3011253.938360 + Penalty 1023.683786 = -3010230.254575 nChanged 5 SP:Iteration 108Q (2133.768704 sec): 3 clusters Score: Raw -3011253.991147 + Penalty 1023.683786 = -3010230.307361 nChanged 1 SP:Iteration 109Q (2133.875915 sec): 3 clusters Score: Raw -3011253.994652 + Penalty 1023.683786 = -3010230.310867 nChanged 0 SP:Iteration 110F (2134.004742 sec): 3 clusters Score: Raw -3011253.994652 + Penalty 1023.683786 = -3010230.310867 nChanged 0 Score: Raw -17306942.801662 + Penalty 11877.623521 = -17295065.178141 Splitting cluster 2 changes total score from -17292186.933547 to -17295065.178141 So it's getting split into cluster 18. Trying to split cluster 3 (5677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2137.477831 sec): 2 clusters Score: Raw -216963.298447 + Penalty 393.310108 = -216569.988339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2137.526903 sec): 3 clusters Score: Raw -213482.333744 + Penalty 786.620216 = -212695.713528 nChanged 2617 SP:Iteration 1F (2137.574439 sec): 3 clusters Score: Raw -215263.626263 + Penalty 786.620216 = -214477.006047 nChanged 506 SP:Iteration 2F (2137.618259 sec): 3 clusters Score: Raw -215712.619030 + Penalty 786.620216 = -214925.998814 nChanged 471 SP:Iteration 3F (2137.671531 sec): 3 clusters Score: Raw -216101.259932 + Penalty 786.620216 = -215314.639715 nChanged 342 SP:Iteration 4F (2137.722723 sec): 3 clusters Score: Raw -216327.960195 + Penalty 786.620216 = -215541.339978 nChanged 236 SP:Iteration 5Q (2137.758387 sec): 3 clusters Score: Raw -216453.467304 + Penalty 786.620216 = -215666.847088 nChanged 191 SP:Iteration 6Q (2137.819650 sec): 3 clusters Score: Raw -216555.103437 + Penalty 786.620216 = -215768.483220 nChanged 133 SP:Iteration 7Q (2137.873445 sec): 3 clusters Score: Raw -216615.288027 + Penalty 786.620216 = -215828.667810 nChanged 106 SP:Iteration 8Q (2137.923214 sec): 3 clusters Score: Raw -216659.948434 + Penalty 786.620216 = -215873.328217 nChanged 98 SP:Iteration 9Q (2137.972087 sec): 3 clusters Score: Raw -216704.835005 + Penalty 786.620216 = -215918.214789 nChanged 103 SP:Iteration 10Q (2138.007026 sec): 3 clusters Score: Raw -216753.319014 + Penalty 786.620216 = -215966.698798 nChanged 77 SP:Iteration 11Q (2138.070177 sec): 3 clusters Score: Raw -216795.575935 + Penalty 786.620216 = -216008.955719 nChanged 90 SP:Iteration 12Q (2138.117023 sec): 3 clusters Score: Raw -216851.125675 + Penalty 786.620216 = -216064.505459 nChanged 83 SP:Iteration 13Q (2138.160164 sec): 3 clusters Score: Raw -216900.329452 + Penalty 786.620216 = -216113.709236 nChanged 72 SP:Iteration 14Q (2138.201199 sec): 3 clusters Score: Raw -216945.038302 + Penalty 786.620216 = -216158.418086 nChanged 70 SP:Iteration 15Q (2138.252864 sec): 3 clusters Score: Raw -216985.218192 + Penalty 786.620216 = -216198.597975 nChanged 65 SP:Iteration 16Q (2138.311954 sec): 3 clusters Score: Raw -217024.026417 + Penalty 786.620216 = -216237.406201 nChanged 54 SP:Iteration 17Q (2138.364307 sec): 3 clusters Score: Raw -217051.646506 + Penalty 786.620216 = -216265.026289 nChanged 54 SP:Iteration 18Q (2138.416213 sec): 3 clusters Score: Raw -217081.239803 + Penalty 786.620216 = -216294.619587 nChanged 60 SP:Iteration 19Q (2138.456121 sec): 3 clusters Score: Raw -217106.572394 + Penalty 786.620216 = -216319.952177 nChanged 53 SP:Iteration 20F (2138.515588 sec): 3 clusters Score: Raw -217135.452061 + Penalty 786.620216 = -216348.831844 nChanged 50 SP:Iteration 21Q (2138.554679 sec): 3 clusters Score: Raw -217167.848462 + Penalty 786.620216 = -216381.228246 nChanged 48 SP:Iteration 22Q (2138.614104 sec): 3 clusters Score: Raw -217198.885289 + Penalty 786.620216 = -216412.265073 nChanged 48 SP:Iteration 23Q (2138.664326 sec): 3 clusters Score: Raw -217230.083904 + Penalty 786.620216 = -216443.463687 nChanged 43 SP:Iteration 24Q (2138.712650 sec): 3 clusters Score: Raw -217257.783058 + Penalty 786.620216 = -216471.162841 nChanged 41 SP:Iteration 25Q (2138.760420 sec): 3 clusters Score: Raw -217277.438661 + Penalty 786.620216 = -216490.818444 nChanged 27 SP:Iteration 26Q (2138.812251 sec): 3 clusters Score: Raw -217289.972440 + Penalty 786.620216 = -216503.352224 nChanged 32 SP:Iteration 27Q (2138.864090 sec): 3 clusters Score: Raw -217300.735357 + Penalty 786.620216 = -216514.115141 nChanged 20 SP:Iteration 28Q (2138.902127 sec): 3 clusters Score: Raw -217307.657281 + Penalty 786.620216 = -216521.037065 nChanged 16 SP:Iteration 29Q (2138.962917 sec): 3 clusters Score: Raw -217315.054602 + Penalty 786.620216 = -216528.434385 nChanged 20 SP:Iteration 30Q (2139.013301 sec): 3 clusters Score: Raw -217325.210623 + Penalty 786.620216 = -216538.590407 nChanged 14 SP:Iteration 31Q (2139.065409 sec): 3 clusters Score: Raw -217329.206774 + Penalty 786.620216 = -216542.586558 nChanged 10 SP:Iteration 32Q (2139.115318 sec): 3 clusters Score: Raw -217331.125996 + Penalty 786.620216 = -216544.505779 nChanged 5 SP:Iteration 33Q (2139.167126 sec): 3 clusters Score: Raw -217332.389398 + Penalty 786.620216 = -216545.769182 nChanged 5 SP:Iteration 34Q (2139.212274 sec): 3 clusters Score: Raw -217333.305905 + Penalty 786.620216 = -216546.685689 nChanged 2 SP:Iteration 35Q (2139.255756 sec): 3 clusters Score: Raw -217333.488460 + Penalty 786.620216 = -216546.868243 nChanged 1 SP:Iteration 36Q (2139.312850 sec): 3 clusters Score: Raw -217333.520418 + Penalty 786.620216 = -216546.900201 nChanged 0 SP:Iteration 37F (2139.366253 sec): 3 clusters Score: Raw -217333.520418 + Penalty 786.620216 = -216546.900201 nChanged 0 Trying to split cluster 4 (4370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2139.392222 sec): 2 clusters Score: Raw -169016.099327 + Penalty 381.404582 = -168634.694745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2139.433237 sec): 3 clusters Score: Raw -166423.436252 + Penalty 762.809164 = -165660.627088 nChanged 1963 SP:Iteration 1F (2139.488487 sec): 3 clusters Score: Raw -167831.967680 + Penalty 762.809164 = -167069.158516 nChanged 477 SP:Iteration 2F (2139.530999 sec): 3 clusters Score: Raw -168508.148884 + Penalty 762.809164 = -167745.339719 nChanged 507 SP:Iteration 3F (2139.580266 sec): 3 clusters Score: Raw -169056.976388 + Penalty 762.809164 = -168294.167223 nChanged 378 SP:Iteration 4F (2139.636091 sec): 3 clusters Score: Raw -169366.443313 + Penalty 762.809164 = -168603.634149 nChanged 270 SP:Iteration 5F (2139.687045 sec): 3 clusters Score: Raw -169583.413414 + Penalty 762.809164 = -168820.604250 nChanged 202 SP:Iteration 6Q (2139.730938 sec): 3 clusters Score: Raw -169746.275749 + Penalty 762.809164 = -168983.466585 nChanged 135 SP:Iteration 7Q (2139.787594 sec): 3 clusters Score: Raw -169860.370466 + Penalty 762.809164 = -169097.561301 nChanged 90 SP:Iteration 8Q (2139.834376 sec): 3 clusters Score: Raw -169958.089823 + Penalty 762.809164 = -169195.280659 nChanged 69 SP:Iteration 9Q (2139.879076 sec): 3 clusters Score: Raw -170049.163275 + Penalty 762.809164 = -169286.354110 nChanged 52 SP:Iteration 10Q (2139.923866 sec): 3 clusters Score: Raw -170135.822624 + Penalty 762.809164 = -169373.013460 nChanged 41 SP:Iteration 11Q (2139.978630 sec): 3 clusters Score: Raw -170182.061631 + Penalty 762.809164 = -169419.252466 nChanged 40 SP:Iteration 12Q (2140.020158 sec): 3 clusters Score: Raw -170218.880189 + Penalty 762.809164 = -169456.071024 nChanged 21 SP:Iteration 13Q (2140.068991 sec): 3 clusters Score: Raw -170229.884027 + Penalty 762.809164 = -169467.074863 nChanged 15 SP:Iteration 14Q (2140.114222 sec): 3 clusters Score: Raw -170235.014042 + Penalty 762.809164 = -169472.204878 nChanged 9 SP:Iteration 15Q (2140.167692 sec): 3 clusters Score: Raw -170236.913669 + Penalty 762.809164 = -169474.104504 nChanged 5 SP:Iteration 16Q (2140.210375 sec): 3 clusters Score: Raw -170238.054992 + Penalty 762.809164 = -169475.245828 nChanged 4 SP:Iteration 17Q (2140.259809 sec): 3 clusters Score: Raw -170238.790765 + Penalty 762.809164 = -169475.981601 nChanged 1 SP:Iteration 18Q (2140.317797 sec): 3 clusters Score: Raw -170238.961676 + Penalty 762.809164 = -169476.152512 nChanged 1 SP:Iteration 19Q (2140.365310 sec): 3 clusters Score: Raw -170239.128315 + Penalty 762.809164 = -169476.319151 nChanged 0 SP:Iteration 20F (2140.409811 sec): 3 clusters Score: Raw -170239.128315 + Penalty 762.809164 = -169476.319151 nChanged 0 Score: Raw -17308165.830650 + Penalty 12471.504697 = -17295694.325953 Splitting cluster 4 changes total score from -17292186.933547 to -17295694.325953 So it's getting split into cluster 21. Trying to split cluster 5 (5242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2144.022664 sec): 2 clusters Score: Raw -188268.432636 + Penalty 389.682856 = -187878.749780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2144.066394 sec): 3 clusters Score: Raw -185081.150282 + Penalty 779.365713 = -184301.784569 nChanged 2396 SP:Iteration 1F (2144.112835 sec): 3 clusters Score: Raw -186599.829791 + Penalty 779.365713 = -185820.464078 nChanged 427 SP:Iteration 2F (2144.158019 sec): 3 clusters Score: Raw -186927.903757 + Penalty 779.365713 = -186148.538044 nChanged 440 SP:Iteration 3F (2144.220903 sec): 3 clusters Score: Raw -187401.777975 + Penalty 779.365713 = -186622.412262 nChanged 469 SP:Iteration 4F (2144.263524 sec): 3 clusters Score: Raw -188015.387400 + Penalty 779.365713 = -187236.021687 nChanged 430 SP:Iteration 5F (2144.308316 sec): 3 clusters Score: Raw -188580.818874 + Penalty 779.365713 = -187801.453161 nChanged 310 SP:Iteration 6F (2144.360245 sec): 3 clusters Score: Raw -188906.237838 + Penalty 779.365713 = -188126.872125 nChanged 210 SP:Iteration 7Q (2144.419089 sec): 3 clusters Score: Raw -189092.058180 + Penalty 779.365713 = -188312.692467 nChanged 167 SP:Iteration 8Q (2144.466547 sec): 3 clusters Score: Raw -189213.911336 + Penalty 779.365713 = -188434.545623 nChanged 128 SP:Iteration 9Q (2144.516422 sec): 3 clusters Score: Raw -189306.678796 + Penalty 779.365713 = -188527.313083 nChanged 137 SP:Iteration 10Q (2144.570502 sec): 3 clusters Score: Raw -189443.383584 + Penalty 779.365713 = -188664.017871 nChanged 150 SP:Iteration 11Q (2144.617935 sec): 3 clusters Score: Raw -189666.576219 + Penalty 779.365713 = -188887.210506 nChanged 173 SP:Iteration 12Q (2144.670090 sec): 3 clusters Score: Raw -190070.253394 + Penalty 779.365713 = -189290.887681 nChanged 159 SP:Iteration 13Q (2144.719794 sec): 3 clusters Score: Raw -190597.341677 + Penalty 779.365713 = -189817.975964 nChanged 117 SP:Iteration 14Q (2144.763487 sec): 3 clusters Score: Raw -190812.531040 + Penalty 779.365713 = -190033.165327 nChanged 80 SP:Iteration 15Q (2144.811417 sec): 3 clusters Score: Raw -190928.938353 + Penalty 779.365713 = -190149.572640 nChanged 59 SP:Iteration 16Q (2144.869291 sec): 3 clusters Score: Raw -191033.967347 + Penalty 779.365713 = -190254.601634 nChanged 53 SP:Iteration 17Q (2144.921901 sec): 3 clusters Score: Raw -191143.027437 + Penalty 779.365713 = -190363.661724 nChanged 49 SP:Iteration 18Q (2144.968541 sec): 3 clusters Score: Raw -191230.446107 + Penalty 779.365713 = -190451.080394 nChanged 40 SP:Iteration 19Q (2145.009479 sec): 3 clusters Score: Raw -191372.677086 + Penalty 779.365713 = -190593.311373 nChanged 48 SP:Iteration 20F (2145.056348 sec): 3 clusters Score: Raw -191943.897914 + Penalty 779.365713 = -191164.532201 nChanged 135 SP:Iteration 21Q (2145.109423 sec): 3 clusters Score: Raw -192868.351712 + Penalty 779.365713 = -192088.985999 nChanged 62 SP:Iteration 22Q (2145.153598 sec): 3 clusters Score: Raw -193036.480126 + Penalty 779.365713 = -192257.114413 nChanged 30 SP:Iteration 23Q (2145.207357 sec): 3 clusters Score: Raw -193074.115849 + Penalty 779.365713 = -192294.750137 nChanged 14 SP:Iteration 24Q (2145.250935 sec): 3 clusters Score: Raw -193083.646456 + Penalty 779.365713 = -192304.280743 nChanged 10 SP:Iteration 25Q (2145.306519 sec): 3 clusters Score: Raw -193088.279273 + Penalty 779.365713 = -192308.913560 nChanged 7 SP:Iteration 26Q (2145.343745 sec): 3 clusters Score: Raw -193090.465744 + Penalty 779.365713 = -192311.100031 nChanged 3 SP:Iteration 27Q (2145.407607 sec): 3 clusters Score: Raw -193091.175230 + Penalty 779.365713 = -192311.809517 nChanged 3 SP:Iteration 28Q (2145.456637 sec): 3 clusters Score: Raw -193091.821880 + Penalty 779.365713 = -192312.456167 nChanged 3 SP:Iteration 29Q (2145.510526 sec): 3 clusters Score: Raw -193092.308759 + Penalty 779.365713 = -192312.943046 nChanged 2 SP:Iteration 30Q (2145.558965 sec): 3 clusters Score: Raw -193092.640570 + Penalty 779.365713 = -192313.274857 nChanged 0 SP:Iteration 31F (2145.607474 sec): 3 clusters Score: Raw -193092.640570 + Penalty 779.365713 = -192313.274857 nChanged 0 Score: Raw -17312990.038584 + Penalty 13065.385873 = -17299924.652711 Splitting cluster 5 changes total score from -17292186.933547 to -17299924.652711 So it's getting split into cluster 22. Trying to split cluster 6 (54713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2149.349511 sec): 2 clusters Score: Raw -2132210.960663 + Penalty 496.398476 = -2131714.562187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2149.437556 sec): 3 clusters Score: Raw -2096173.651771 + Penalty 992.796952 = -2095180.854819 nChanged 26371 SP:Iteration 1F (2149.543742 sec): 3 clusters Score: Raw -2116893.534059 + Penalty 992.796952 = -2115900.737106 nChanged 5335 SP:Iteration 2F (2149.629444 sec): 3 clusters Score: Raw -2123267.548500 + Penalty 992.796952 = -2122274.751547 nChanged 5215 SP:Iteration 3F (2149.726175 sec): 3 clusters Score: Raw -2129055.534835 + Penalty 992.796952 = -2128062.737883 nChanged 4117 SP:Iteration 4F (2149.825116 sec): 3 clusters Score: Raw -2132492.089041 + Penalty 992.796952 = -2131499.292089 nChanged 2663 SP:Iteration 5Q (2149.926885 sec): 3 clusters Score: Raw -2134047.800105 + Penalty 992.796952 = -2133055.003153 nChanged 1582 SP:Iteration 6Q (2150.031786 sec): 3 clusters Score: Raw -2134749.191812 + Penalty 992.796952 = -2133756.394860 nChanged 1149 SP:Iteration 7Q (2150.131214 sec): 3 clusters Score: Raw -2135190.856373 + Penalty 992.796952 = -2134198.059420 nChanged 1013 SP:Iteration 8Q (2150.225092 sec): 3 clusters Score: Raw -2135548.649094 + Penalty 992.796952 = -2134555.852142 nChanged 955 SP:Iteration 9Q (2150.328291 sec): 3 clusters Score: Raw -2135877.319044 + Penalty 992.796952 = -2134884.522092 nChanged 902 SP:Iteration 10Q (2150.424254 sec): 3 clusters Score: Raw -2136191.951308 + Penalty 992.796952 = -2135199.154356 nChanged 872 SP:Iteration 11Q (2150.514398 sec): 3 clusters Score: Raw -2136499.617034 + Penalty 992.796952 = -2135506.820082 nChanged 829 SP:Iteration 12Q (2150.608346 sec): 3 clusters Score: Raw -2136795.620963 + Penalty 992.796952 = -2135802.824011 nChanged 744 SP:Iteration 13Q (2150.708895 sec): 3 clusters Score: Raw -2137060.786559 + Penalty 992.796952 = -2136067.989607 nChanged 697 SP:Iteration 14Q (2150.797152 sec): 3 clusters Score: Raw -2137326.346786 + Penalty 992.796952 = -2136333.549833 nChanged 659 SP:Iteration 15Q (2150.897009 sec): 3 clusters Score: Raw -2137579.104844 + Penalty 992.796952 = -2136586.307891 nChanged 625 SP:Iteration 16Q (2150.995811 sec): 3 clusters Score: Raw -2137824.693855 + Penalty 992.796952 = -2136831.896902 nChanged 571 SP:Iteration 17Q (2151.083421 sec): 3 clusters Score: Raw -2138050.757681 + Penalty 992.796952 = -2137057.960729 nChanged 537 SP:Iteration 18Q (2151.180498 sec): 3 clusters Score: Raw -2138261.936189 + Penalty 992.796952 = -2137269.139237 nChanged 478 SP:Iteration 19Q (2151.277144 sec): 3 clusters Score: Raw -2138438.020489 + Penalty 992.796952 = -2137445.223536 nChanged 433 SP:Iteration 20F (2151.366294 sec): 3 clusters Score: Raw -2138559.858920 + Penalty 992.796952 = -2137567.061968 nChanged 359 SP:Iteration 21Q (2151.471528 sec): 3 clusters Score: Raw -2138645.719336 + Penalty 992.796952 = -2137652.922383 nChanged 307 SP:Iteration 22Q (2151.578997 sec): 3 clusters Score: Raw -2138713.183752 + Penalty 992.796952 = -2137720.386800 nChanged 264 SP:Iteration 23Q (2151.667265 sec): 3 clusters Score: Raw -2138761.796230 + Penalty 992.796952 = -2137768.999277 nChanged 222 SP:Iteration 24Q (2151.777809 sec): 3 clusters Score: Raw -2138801.680683 + Penalty 992.796952 = -2137808.883730 nChanged 195 SP:Iteration 25Q (2151.874117 sec): 3 clusters Score: Raw -2138834.350211 + Penalty 992.796952 = -2137841.553259 nChanged 172 SP:Iteration 26Q (2151.978383 sec): 3 clusters Score: Raw -2138857.043548 + Penalty 992.796952 = -2137864.246596 nChanged 147 SP:Iteration 27Q (2152.070717 sec): 3 clusters Score: Raw -2138873.641746 + Penalty 992.796952 = -2137880.844794 nChanged 131 SP:Iteration 28Q (2152.169943 sec): 3 clusters Score: Raw -2138889.557095 + Penalty 992.796952 = -2137896.760143 nChanged 132 SP:Iteration 29Q (2152.262865 sec): 3 clusters Score: Raw -2138903.687901 + Penalty 992.796952 = -2137910.890948 nChanged 105 SP:Iteration 30Q (2152.360124 sec): 3 clusters Score: Raw -2138914.136992 + Penalty 992.796952 = -2137921.340040 nChanged 84 SP:Iteration 31Q (2152.452349 sec): 3 clusters Score: Raw -2138921.466393 + Penalty 992.796952 = -2137928.669441 nChanged 76 SP:Iteration 32Q (2152.542155 sec): 3 clusters Score: Raw -2138925.972723 + Penalty 992.796952 = -2137933.175771 nChanged 52 SP:Iteration 33Q (2152.640606 sec): 3 clusters Score: Raw -2138928.251448 + Penalty 992.796952 = -2137935.454495 nChanged 46 SP:Iteration 34Q (2152.729962 sec): 3 clusters Score: Raw -2138929.888620 + Penalty 992.796952 = -2137937.091668 nChanged 35 SP:Iteration 35Q (2152.818611 sec): 3 clusters Score: Raw -2138931.101541 + Penalty 992.796952 = -2137938.304588 nChanged 34 SP:Iteration 36Q (2152.905647 sec): 3 clusters Score: Raw -2138931.825980 + Penalty 992.796952 = -2137939.029027 nChanged 24 SP:Iteration 37Q (2152.994612 sec): 3 clusters Score: Raw -2138932.348182 + Penalty 992.796952 = -2137939.551229 nChanged 17 SP:Iteration 38Q (2153.096553 sec): 3 clusters Score: Raw -2138932.723930 + Penalty 992.796952 = -2137939.926978 nChanged 10 SP:Iteration 39Q (2153.192163 sec): 3 clusters Score: Raw -2138932.861552 + Penalty 992.796952 = -2137940.064600 nChanged 7 SP:Iteration 40F (2153.280308 sec): 3 clusters Score: Raw -2138932.932460 + Penalty 992.796952 = -2137940.135508 nChanged 5 SP:Iteration 41Q (2153.372684 sec): 3 clusters Score: Raw -2138933.014581 + Penalty 992.796952 = -2137940.217629 nChanged 2 SP:Iteration 42Q (2153.469114 sec): 3 clusters Score: Raw -2138933.038022 + Penalty 992.796952 = -2137940.241069 nChanged 2 SP:Iteration 43Q (2153.559326 sec): 3 clusters Score: Raw -2138933.060441 + Penalty 992.796952 = -2137940.263489 nChanged 5 SP:Iteration 44Q (2153.659877 sec): 3 clusters Score: Raw -2138933.084721 + Penalty 992.796952 = -2137940.287769 nChanged 1 SP:Iteration 45Q (2153.755234 sec): 3 clusters Score: Raw -2138933.100397 + Penalty 992.796952 = -2137940.303444 nChanged 0 SP:Iteration 46F (2153.848800 sec): 3 clusters Score: Raw -2138933.100397 + Penalty 992.796952 = -2137940.303444 nChanged 0 Score: Raw -17319712.178318 + Penalty 13659.267049 = -17306052.911269 Splitting cluster 6 changes total score from -17292186.933547 to -17306052.911269 So it's getting split into cluster 23. Trying to split cluster 7 (19098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2157.843292 sec): 2 clusters Score: Raw -795717.307238 + Penalty 448.508920 = -795268.798319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2157.905831 sec): 3 clusters Score: Raw -783444.912882 + Penalty 897.017840 = -782547.895042 nChanged 9077 SP:Iteration 1F (2157.970558 sec): 3 clusters Score: Raw -788960.647114 + Penalty 897.017840 = -788063.629274 nChanged 1086 SP:Iteration 2F (2158.033890 sec): 3 clusters Score: Raw -789588.978990 + Penalty 897.017840 = -788691.961150 nChanged 1171 SP:Iteration 3F (2158.091436 sec): 3 clusters Score: Raw -790404.934409 + Penalty 897.017840 = -789507.916569 nChanged 1193 SP:Iteration 4F (2158.162461 sec): 3 clusters Score: Raw -791275.911533 + Penalty 897.017840 = -790378.893693 nChanged 1151 SP:Iteration 5F (2158.222368 sec): 3 clusters Score: Raw -792116.420668 + Penalty 897.017840 = -791219.402829 nChanged 1085 SP:Iteration 6F (2158.293665 sec): 3 clusters Score: Raw -792815.681478 + Penalty 897.017840 = -791918.663639 nChanged 895 SP:Iteration 7Q (2158.349829 sec): 3 clusters Score: Raw -793272.961605 + Penalty 897.017840 = -792375.943765 nChanged 641 SP:Iteration 8Q (2158.411185 sec): 3 clusters Score: Raw -793534.922680 + Penalty 897.017840 = -792637.904841 nChanged 491 SP:Iteration 9Q (2158.485150 sec): 3 clusters Score: Raw -793687.724841 + Penalty 897.017840 = -792790.707001 nChanged 386 SP:Iteration 10Q (2158.544300 sec): 3 clusters Score: Raw -793815.416625 + Penalty 897.017840 = -792918.398785 nChanged 337 SP:Iteration 11Q (2158.605494 sec): 3 clusters Score: Raw -793927.607227 + Penalty 897.017840 = -793030.589387 nChanged 327 SP:Iteration 12Q (2158.669380 sec): 3 clusters Score: Raw -794047.355289 + Penalty 897.017840 = -793150.337450 nChanged 312 SP:Iteration 13Q (2158.738420 sec): 3 clusters Score: Raw -794167.304469 + Penalty 897.017840 = -793270.286630 nChanged 297 SP:Iteration 14Q (2158.798307 sec): 3 clusters Score: Raw -794279.881461 + Penalty 897.017840 = -793382.863622 nChanged 285 SP:Iteration 15Q (2158.864036 sec): 3 clusters Score: Raw -794381.567337 + Penalty 897.017840 = -793484.549498 nChanged 283 SP:Iteration 16Q (2158.935236 sec): 3 clusters Score: Raw -794490.594336 + Penalty 897.017840 = -793593.576496 nChanged 301 SP:Iteration 17Q (2158.998282 sec): 3 clusters Score: Raw -794594.241141 + Penalty 897.017840 = -793697.223301 nChanged 255 SP:Iteration 18Q (2159.054411 sec): 3 clusters Score: Raw -794683.087551 + Penalty 897.017840 = -793786.069712 nChanged 256 SP:Iteration 19Q (2159.118282 sec): 3 clusters Score: Raw -794764.528746 + Penalty 897.017840 = -793867.510907 nChanged 244 SP:Iteration 20F (2159.187048 sec): 3 clusters Score: Raw -794845.913743 + Penalty 897.017840 = -793948.895903 nChanged 228 SP:Iteration 21Q (2159.245655 sec): 3 clusters Score: Raw -794911.849603 + Penalty 897.017840 = -794014.831764 nChanged 215 SP:Iteration 22Q (2159.312739 sec): 3 clusters Score: Raw -794970.859980 + Penalty 897.017840 = -794073.842141 nChanged 208 SP:Iteration 23Q (2159.390752 sec): 3 clusters Score: Raw -795023.083775 + Penalty 897.017840 = -794126.065935 nChanged 195 SP:Iteration 24Q (2159.447974 sec): 3 clusters Score: Raw -795069.629777 + Penalty 897.017840 = -794172.611937 nChanged 179 SP:Iteration 25Q (2159.514740 sec): 3 clusters Score: Raw -795109.040294 + Penalty 897.017840 = -794212.022454 nChanged 173 SP:Iteration 26Q (2159.577218 sec): 3 clusters Score: Raw -795147.192412 + Penalty 897.017840 = -794250.174572 nChanged 173 SP:Iteration 27Q (2159.653335 sec): 3 clusters Score: Raw -795183.368420 + Penalty 897.017840 = -794286.350581 nChanged 157 SP:Iteration 28Q (2159.704559 sec): 3 clusters Score: Raw -795214.995622 + Penalty 897.017840 = -794317.977782 nChanged 155 SP:Iteration 29Q (2159.773283 sec): 3 clusters Score: Raw -795246.094841 + Penalty 897.017840 = -794349.077002 nChanged 145 SP:Iteration 30Q (2159.840385 sec): 3 clusters Score: Raw -795273.661622 + Penalty 897.017840 = -794376.643783 nChanged 132 SP:Iteration 31Q (2159.910791 sec): 3 clusters Score: Raw -795299.453250 + Penalty 897.017840 = -794402.435411 nChanged 136 SP:Iteration 32Q (2159.977516 sec): 3 clusters Score: Raw -795327.666596 + Penalty 897.017840 = -794430.648756 nChanged 142 SP:Iteration 33Q (2160.039737 sec): 3 clusters Score: Raw -795360.860342 + Penalty 897.017840 = -794463.842503 nChanged 156 SP:Iteration 34Q (2160.103102 sec): 3 clusters Score: Raw -795397.879160 + Penalty 897.017840 = -794500.861320 nChanged 148 SP:Iteration 35Q (2160.164735 sec): 3 clusters Score: Raw -795432.622228 + Penalty 897.017840 = -794535.604389 nChanged 135 SP:Iteration 36Q (2160.229692 sec): 3 clusters Score: Raw -795462.917467 + Penalty 897.017840 = -794565.899627 nChanged 148 SP:Iteration 37Q (2160.294090 sec): 3 clusters Score: Raw -795497.250446 + Penalty 897.017840 = -794600.232606 nChanged 153 SP:Iteration 38Q (2160.356564 sec): 3 clusters Score: Raw -795532.132565 + Penalty 897.017840 = -794635.114726 nChanged 135 SP:Iteration 39Q (2160.426775 sec): 3 clusters Score: Raw -795560.951419 + Penalty 897.017840 = -794663.933579 nChanged 119 SP:Iteration 40F (2160.490672 sec): 3 clusters Score: Raw -795582.838104 + Penalty 897.017840 = -794685.820265 nChanged 109 SP:Iteration 41Q (2160.545685 sec): 3 clusters Score: Raw -795602.446937 + Penalty 897.017840 = -794705.429097 nChanged 114 SP:Iteration 42Q (2160.600637 sec): 3 clusters Score: Raw -795624.108578 + Penalty 897.017840 = -794727.090738 nChanged 112 SP:Iteration 43Q (2160.662741 sec): 3 clusters Score: Raw -795645.089087 + Penalty 897.017840 = -794748.071247 nChanged 109 SP:Iteration 44Q (2160.730317 sec): 3 clusters Score: Raw -795664.820784 + Penalty 897.017840 = -794767.802945 nChanged 99 SP:Iteration 45Q (2160.799201 sec): 3 clusters Score: Raw -795680.824422 + Penalty 897.017840 = -794783.806582 nChanged 85 SP:Iteration 46Q (2160.866412 sec): 3 clusters Score: Raw -795693.864163 + Penalty 897.017840 = -794796.846324 nChanged 79 SP:Iteration 47Q (2160.926898 sec): 3 clusters Score: Raw -795707.778425 + Penalty 897.017840 = -794810.760586 nChanged 73 SP:Iteration 48Q (2160.981552 sec): 3 clusters Score: Raw -795720.903274 + Penalty 897.017840 = -794823.885434 nChanged 64 SP:Iteration 49Q (2161.046656 sec): 3 clusters Score: Raw -795730.062136 + Penalty 897.017840 = -794833.044296 nChanged 58 SP:Iteration 50Q (2161.117685 sec): 3 clusters Score: Raw -795739.274205 + Penalty 897.017840 = -794842.256366 nChanged 54 SP:Iteration 51Q (2161.181343 sec): 3 clusters Score: Raw -795748.607048 + Penalty 897.017840 = -794851.589208 nChanged 56 SP:Iteration 52Q (2161.244801 sec): 3 clusters Score: Raw -795757.211826 + Penalty 897.017840 = -794860.193986 nChanged 46 SP:Iteration 53Q (2161.306905 sec): 3 clusters Score: Raw -795765.058673 + Penalty 897.017840 = -794868.040833 nChanged 45 SP:Iteration 54Q (2161.366009 sec): 3 clusters Score: Raw -795774.144706 + Penalty 897.017840 = -794877.126867 nChanged 58 SP:Iteration 55Q (2161.431543 sec): 3 clusters Score: Raw -795785.907183 + Penalty 897.017840 = -794888.889344 nChanged 52 SP:Iteration 56Q (2161.489914 sec): 3 clusters Score: Raw -795794.494128 + Penalty 897.017840 = -794897.476288 nChanged 47 SP:Iteration 57Q (2161.560732 sec): 3 clusters Score: Raw -795801.367878 + Penalty 897.017840 = -794904.350038 nChanged 40 SP:Iteration 58Q (2161.623047 sec): 3 clusters Score: Raw -795808.827668 + Penalty 897.017840 = -794911.809828 nChanged 36 SP:Iteration 59Q (2161.682217 sec): 3 clusters Score: Raw -795816.398257 + Penalty 897.017840 = -794919.380418 nChanged 47 SP:Iteration 60F (2161.745362 sec): 3 clusters Score: Raw -795826.704571 + Penalty 897.017840 = -794929.686732 nChanged 47 SP:Iteration 61Q (2161.796346 sec): 3 clusters Score: Raw -795835.346714 + Penalty 897.017840 = -794938.328875 nChanged 33 SP:Iteration 62Q (2161.857933 sec): 3 clusters Score: Raw -795840.408375 + Penalty 897.017840 = -794943.390536 nChanged 27 SP:Iteration 63Q (2161.915856 sec): 3 clusters Score: Raw -795844.124173 + Penalty 897.017840 = -794947.106333 nChanged 28 SP:Iteration 64Q (2161.975175 sec): 3 clusters Score: Raw -795848.800556 + Penalty 897.017840 = -794951.782717 nChanged 33 SP:Iteration 65Q (2162.041790 sec): 3 clusters Score: Raw -795853.525831 + Penalty 897.017840 = -794956.507992 nChanged 25 SP:Iteration 66Q (2162.090035 sec): 3 clusters Score: Raw -795857.437966 + Penalty 897.017840 = -794960.420127 nChanged 21 SP:Iteration 67Q (2162.164187 sec): 3 clusters Score: Raw -795859.922142 + Penalty 897.017840 = -794962.904302 nChanged 20 SP:Iteration 68Q (2162.222589 sec): 3 clusters Score: Raw -795862.604322 + Penalty 897.017840 = -794965.586483 nChanged 18 SP:Iteration 69Q (2162.284408 sec): 3 clusters Score: Raw -795864.747167 + Penalty 897.017840 = -794967.729328 nChanged 14 SP:Iteration 70Q (2162.345288 sec): 3 clusters Score: Raw -795867.762914 + Penalty 897.017840 = -794970.745074 nChanged 18 SP:Iteration 71Q (2162.406967 sec): 3 clusters Score: Raw -795870.540441 + Penalty 897.017840 = -794973.522601 nChanged 15 SP:Iteration 72Q (2162.467226 sec): 3 clusters Score: Raw -795872.247019 + Penalty 897.017840 = -794975.229180 nChanged 13 SP:Iteration 73Q (2162.521279 sec): 3 clusters Score: Raw -795873.602750 + Penalty 897.017840 = -794976.584911 nChanged 7 SP:Iteration 74Q (2162.583027 sec): 3 clusters Score: Raw -795874.334354 + Penalty 897.017840 = -794977.316514 nChanged 4 SP:Iteration 75Q (2162.645176 sec): 3 clusters Score: Raw -795874.641116 + Penalty 897.017840 = -794977.623276 nChanged 5 SP:Iteration 76Q (2162.716156 sec): 3 clusters Score: Raw -795875.148789 + Penalty 897.017840 = -794978.130950 nChanged 3 SP:Iteration 77Q (2162.778868 sec): 3 clusters Score: Raw -795875.405861 + Penalty 897.017840 = -794978.388021 nChanged 5 SP:Iteration 78Q (2162.834191 sec): 3 clusters Score: Raw -795875.877830 + Penalty 897.017840 = -794978.859991 nChanged 4 SP:Iteration 79Q (2162.901514 sec): 3 clusters Score: Raw -795876.130934 + Penalty 897.017840 = -794979.113095 nChanged 2 SP:Iteration 80F (2162.968302 sec): 3 clusters Score: Raw -795876.304218 + Penalty 897.017840 = -794979.286379 nChanged 3 SP:Iteration 81Q (2163.023919 sec): 3 clusters Score: Raw -795876.494563 + Penalty 897.017840 = -794979.476724 nChanged 1 SP:Iteration 82Q (2163.093916 sec): 3 clusters Score: Raw -795876.617697 + Penalty 897.017840 = -794979.599858 nChanged 2 SP:Iteration 83Q (2163.155805 sec): 3 clusters Score: Raw -795876.767879 + Penalty 897.017840 = -794979.750039 nChanged 2 SP:Iteration 84Q (2163.216686 sec): 3 clusters Score: Raw -795876.946259 + Penalty 897.017840 = -794979.928420 nChanged 4 SP:Iteration 85Q (2163.268593 sec): 3 clusters Score: Raw -795877.397231 + Penalty 897.017840 = -794980.379391 nChanged 6 SP:Iteration 86Q (2163.327684 sec): 3 clusters Score: Raw -795878.162481 + Penalty 897.017840 = -794981.144641 nChanged 6 SP:Iteration 87Q (2163.390335 sec): 3 clusters Score: Raw -795878.580695 + Penalty 897.017840 = -794981.562856 nChanged 1 SP:Iteration 88Q (2163.461134 sec): 3 clusters Score: Raw -795878.656182 + Penalty 897.017840 = -794981.638342 nChanged 2 SP:Iteration 89Q (2163.529333 sec): 3 clusters Score: Raw -795878.852882 + Penalty 897.017840 = -794981.835042 nChanged 2 SP:Iteration 90Q (2163.592047 sec): 3 clusters Score: Raw -795879.027622 + Penalty 897.017840 = -794982.009782 nChanged 1 SP:Iteration 91Q (2163.649647 sec): 3 clusters Score: Raw -795879.125442 + Penalty 897.017840 = -794982.107602 nChanged 3 SP:Iteration 92Q (2163.714079 sec): 3 clusters Score: Raw -795879.346544 + Penalty 897.017840 = -794982.328704 nChanged 1 SP:Iteration 93Q (2163.783198 sec): 3 clusters Score: Raw -795879.390778 + Penalty 897.017840 = -794982.372939 nChanged 0 SP:Iteration 94F (2163.846938 sec): 3 clusters Score: Raw -795879.390778 + Penalty 897.017840 = -794982.372939 nChanged 0 Trying to split cluster 8 (17431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2163.877678 sec): 2 clusters Score: Raw -740175.738544 + Penalty 444.353251 = -739731.385293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2163.933782 sec): 3 clusters Score: Raw -729051.613419 + Penalty 888.706501 = -728162.906918 nChanged 8262 SP:Iteration 1F (2163.995443 sec): 3 clusters Score: Raw -734477.972091 + Penalty 888.706501 = -733589.265590 nChanged 1194 SP:Iteration 2F (2164.053488 sec): 3 clusters Score: Raw -735513.261583 + Penalty 888.706501 = -734624.555081 nChanged 1309 SP:Iteration 3F (2164.118940 sec): 3 clusters Score: Raw -737001.337322 + Penalty 888.706501 = -736112.630821 nChanged 1314 SP:Iteration 4F (2164.186185 sec): 3 clusters Score: Raw -738455.797515 + Penalty 888.706501 = -737567.091014 nChanged 1201 SP:Iteration 5F (2164.237328 sec): 3 clusters Score: Raw -739567.625925 + Penalty 888.706501 = -738678.919424 nChanged 905 SP:Iteration 6F (2164.301723 sec): 3 clusters Score: Raw -740318.026640 + Penalty 888.706501 = -739429.320138 nChanged 719 SP:Iteration 7Q (2164.368043 sec): 3 clusters Score: Raw -740903.898575 + Penalty 888.706501 = -740015.192074 nChanged 619 SP:Iteration 8Q (2164.430313 sec): 3 clusters Score: Raw -741338.632239 + Penalty 888.706501 = -740449.925737 nChanged 501 SP:Iteration 9Q (2164.497749 sec): 3 clusters Score: Raw -741631.919672 + Penalty 888.706501 = -740743.213170 nChanged 415 SP:Iteration 10Q (2164.563085 sec): 3 clusters Score: Raw -741847.254382 + Penalty 888.706501 = -740958.547881 nChanged 347 SP:Iteration 11Q (2164.630537 sec): 3 clusters Score: Raw -742004.098419 + Penalty 888.706501 = -741115.391918 nChanged 274 SP:Iteration 12Q (2164.691603 sec): 3 clusters Score: Raw -742108.628451 + Penalty 888.706501 = -741219.921949 nChanged 195 SP:Iteration 13Q (2164.745302 sec): 3 clusters Score: Raw -742163.635717 + Penalty 888.706501 = -741274.929216 nChanged 147 SP:Iteration 14Q (2164.812450 sec): 3 clusters Score: Raw -742191.667254 + Penalty 888.706501 = -741302.960752 nChanged 115 SP:Iteration 15Q (2164.871696 sec): 3 clusters Score: Raw -742207.808601 + Penalty 888.706501 = -741319.102100 nChanged 96 SP:Iteration 16Q (2164.935957 sec): 3 clusters Score: Raw -742220.185537 + Penalty 888.706501 = -741331.479036 nChanged 67 SP:Iteration 17Q (2164.996375 sec): 3 clusters Score: Raw -742226.954187 + Penalty 888.706501 = -741338.247686 nChanged 43 SP:Iteration 18Q (2165.065164 sec): 3 clusters Score: Raw -742229.759227 + Penalty 888.706501 = -741341.052725 nChanged 29 SP:Iteration 19Q (2165.128858 sec): 3 clusters Score: Raw -742233.022117 + Penalty 888.706501 = -741344.315616 nChanged 30 SP:Iteration 20F (2165.194749 sec): 3 clusters Score: Raw -742243.910916 + Penalty 888.706501 = -741355.204415 nChanged 39 SP:Iteration 21Q (2165.248138 sec): 3 clusters Score: Raw -742249.924760 + Penalty 888.706501 = -741361.218258 nChanged 39 SP:Iteration 22Q (2165.316115 sec): 3 clusters Score: Raw -742254.328811 + Penalty 888.706501 = -741365.622309 nChanged 39 SP:Iteration 23Q (2165.372338 sec): 3 clusters Score: Raw -742258.398873 + Penalty 888.706501 = -741369.692371 nChanged 39 SP:Iteration 24Q (2165.437893 sec): 3 clusters Score: Raw -742262.059485 + Penalty 888.706501 = -741373.352984 nChanged 44 SP:Iteration 25Q (2165.495265 sec): 3 clusters Score: Raw -742266.033977 + Penalty 888.706501 = -741377.327476 nChanged 43 SP:Iteration 26Q (2165.565114 sec): 3 clusters Score: Raw -742269.255200 + Penalty 888.706501 = -741380.548699 nChanged 45 SP:Iteration 27Q (2165.624009 sec): 3 clusters Score: Raw -742273.723380 + Penalty 888.706501 = -741385.016879 nChanged 45 SP:Iteration 28Q (2165.685305 sec): 3 clusters Score: Raw -742277.726503 + Penalty 888.706501 = -741389.020002 nChanged 35 SP:Iteration 29Q (2165.743957 sec): 3 clusters Score: Raw -742280.243463 + Penalty 888.706501 = -741391.536962 nChanged 28 SP:Iteration 30Q (2165.810256 sec): 3 clusters Score: Raw -742281.785856 + Penalty 888.706501 = -741393.079355 nChanged 30 SP:Iteration 31Q (2165.882755 sec): 3 clusters Score: Raw -742284.135428 + Penalty 888.706501 = -741395.428927 nChanged 37 SP:Iteration 32Q (2165.943319 sec): 3 clusters Score: Raw -742286.700895 + Penalty 888.706501 = -741397.994394 nChanged 41 SP:Iteration 33Q (2165.999673 sec): 3 clusters Score: Raw -742289.792586 + Penalty 888.706501 = -741401.086085 nChanged 37 SP:Iteration 34Q (2166.066869 sec): 3 clusters Score: Raw -742292.137550 + Penalty 888.706501 = -741403.431048 nChanged 36 SP:Iteration 35Q (2166.132510 sec): 3 clusters Score: Raw -742294.505662 + Penalty 888.706501 = -741405.799161 nChanged 36 SP:Iteration 36Q (2166.187996 sec): 3 clusters Score: Raw -742297.298756 + Penalty 888.706501 = -741408.592255 nChanged 44 SP:Iteration 37Q (2166.247872 sec): 3 clusters Score: Raw -742301.332996 + Penalty 888.706501 = -741412.626495 nChanged 48 SP:Iteration 38Q (2166.316641 sec): 3 clusters Score: Raw -742305.317425 + Penalty 888.706501 = -741416.610923 nChanged 50 SP:Iteration 39Q (2166.378764 sec): 3 clusters Score: Raw -742309.144357 + Penalty 888.706501 = -741420.437856 nChanged 42 SP:Iteration 40F (2166.431864 sec): 3 clusters Score: Raw -742311.850009 + Penalty 888.706501 = -741423.143507 nChanged 32 SP:Iteration 41Q (2166.498607 sec): 3 clusters Score: Raw -742314.064434 + Penalty 888.706501 = -741425.357932 nChanged 30 SP:Iteration 42Q (2166.561393 sec): 3 clusters Score: Raw -742315.717998 + Penalty 888.706501 = -741427.011496 nChanged 30 SP:Iteration 43Q (2166.620964 sec): 3 clusters Score: Raw -742317.523198 + Penalty 888.706501 = -741428.816696 nChanged 24 SP:Iteration 44Q (2166.685744 sec): 3 clusters Score: Raw -742319.139663 + Penalty 888.706501 = -741430.433162 nChanged 28 SP:Iteration 45Q (2166.752689 sec): 3 clusters Score: Raw -742321.158146 + Penalty 888.706501 = -741432.451645 nChanged 32 SP:Iteration 46Q (2166.809829 sec): 3 clusters Score: Raw -742323.172583 + Penalty 888.706501 = -741434.466082 nChanged 28 SP:Iteration 47Q (2166.873363 sec): 3 clusters Score: Raw -742324.526724 + Penalty 888.706501 = -741435.820223 nChanged 22 SP:Iteration 48Q (2166.929003 sec): 3 clusters Score: Raw -742325.570710 + Penalty 888.706501 = -741436.864209 nChanged 23 SP:Iteration 49Q (2166.988590 sec): 3 clusters Score: Raw -742326.807068 + Penalty 888.706501 = -741438.100567 nChanged 25 SP:Iteration 50Q (2167.053689 sec): 3 clusters Score: Raw -742328.294890 + Penalty 888.706501 = -741439.588389 nChanged 29 SP:Iteration 51Q (2167.113535 sec): 3 clusters Score: Raw -742330.147704 + Penalty 888.706501 = -741441.441202 nChanged 32 SP:Iteration 52Q (2167.176184 sec): 3 clusters Score: Raw -742332.141432 + Penalty 888.706501 = -741443.434931 nChanged 31 SP:Iteration 53Q (2167.232334 sec): 3 clusters Score: Raw -742334.258130 + Penalty 888.706501 = -741445.551629 nChanged 26 SP:Iteration 54Q (2167.306696 sec): 3 clusters Score: Raw -742336.169535 + Penalty 888.706501 = -741447.463033 nChanged 29 SP:Iteration 55Q (2167.367139 sec): 3 clusters Score: Raw -742338.170256 + Penalty 888.706501 = -741449.463755 nChanged 34 SP:Iteration 56Q (2167.424863 sec): 3 clusters Score: Raw -742340.554838 + Penalty 888.706501 = -741451.848337 nChanged 26 SP:Iteration 57Q (2167.479646 sec): 3 clusters Score: Raw -742342.257725 + Penalty 888.706501 = -741453.551224 nChanged 31 SP:Iteration 58Q (2167.544149 sec): 3 clusters Score: Raw -742344.737375 + Penalty 888.706501 = -741456.030873 nChanged 33 SP:Iteration 59Q (2167.604185 sec): 3 clusters Score: Raw -742348.002618 + Penalty 888.706501 = -741459.296117 nChanged 28 SP:Iteration 60F (2167.677142 sec): 3 clusters Score: Raw -742350.659910 + Penalty 888.706501 = -741461.953408 nChanged 33 SP:Iteration 61Q (2167.743681 sec): 3 clusters Score: Raw -742353.523196 + Penalty 888.706501 = -741464.816694 nChanged 31 SP:Iteration 62Q (2167.803497 sec): 3 clusters Score: Raw -742356.748594 + Penalty 888.706501 = -741468.042093 nChanged 35 SP:Iteration 63Q (2167.855266 sec): 3 clusters Score: Raw -742360.814436 + Penalty 888.706501 = -741472.107935 nChanged 38 SP:Iteration 64Q (2167.920192 sec): 3 clusters Score: Raw -742366.320276 + Penalty 888.706501 = -741477.613775 nChanged 44 SP:Iteration 65Q (2167.985549 sec): 3 clusters Score: Raw -742371.468048 + Penalty 888.706501 = -741482.761547 nChanged 48 SP:Iteration 66Q (2168.056098 sec): 3 clusters Score: Raw -742377.423247 + Penalty 888.706501 = -741488.716745 nChanged 60 SP:Iteration 67Q (2168.119982 sec): 3 clusters Score: Raw -742387.038867 + Penalty 888.706501 = -741498.332365 nChanged 63 SP:Iteration 68Q (2168.185852 sec): 3 clusters Score: Raw -742398.170339 + Penalty 888.706501 = -741509.463837 nChanged 63 SP:Iteration 69Q (2168.250634 sec): 3 clusters Score: Raw -742407.724677 + Penalty 888.706501 = -741519.018176 nChanged 63 SP:Iteration 70Q (2168.311154 sec): 3 clusters Score: Raw -742418.455414 + Penalty 888.706501 = -741529.748913 nChanged 57 SP:Iteration 71Q (2168.374021 sec): 3 clusters Score: Raw -742429.850266 + Penalty 888.706501 = -741541.143765 nChanged 84 SP:Iteration 72Q (2168.426483 sec): 3 clusters Score: Raw -742449.809740 + Penalty 888.706501 = -741561.103239 nChanged 78 SP:Iteration 73Q (2168.495528 sec): 3 clusters Score: Raw -742472.366428 + Penalty 888.706501 = -741583.659927 nChanged 92 SP:Iteration 74Q (2168.558639 sec): 3 clusters Score: Raw -742494.416447 + Penalty 888.706501 = -741605.709946 nChanged 85 SP:Iteration 75Q (2168.613118 sec): 3 clusters Score: Raw -742515.392551 + Penalty 888.706501 = -741626.686050 nChanged 90 SP:Iteration 76Q (2168.677114 sec): 3 clusters Score: Raw -742533.359900 + Penalty 888.706501 = -741644.653398 nChanged 78 SP:Iteration 77Q (2168.744687 sec): 3 clusters Score: Raw -742544.562681 + Penalty 888.706501 = -741655.856179 nChanged 64 SP:Iteration 78Q (2168.805542 sec): 3 clusters Score: Raw -742554.666309 + Penalty 888.706501 = -741665.959808 nChanged 57 SP:Iteration 79Q (2168.866492 sec): 3 clusters Score: Raw -742563.305958 + Penalty 888.706501 = -741674.599456 nChanged 55 SP:Iteration 80F (2168.923682 sec): 3 clusters Score: Raw -742570.201090 + Penalty 888.706501 = -741681.494589 nChanged 40 SP:Iteration 81Q (2168.976889 sec): 3 clusters Score: Raw -742574.341033 + Penalty 888.706501 = -741685.634531 nChanged 32 SP:Iteration 82Q (2169.046902 sec): 3 clusters Score: Raw -742576.702685 + Penalty 888.706501 = -741687.996184 nChanged 19 SP:Iteration 83Q (2169.107316 sec): 3 clusters Score: Raw -742577.930455 + Penalty 888.706501 = -741689.223954 nChanged 20 SP:Iteration 84Q (2169.172371 sec): 3 clusters Score: Raw -742579.409939 + Penalty 888.706501 = -741690.703437 nChanged 21 SP:Iteration 85Q (2169.234118 sec): 3 clusters Score: Raw -742581.147871 + Penalty 888.706501 = -741692.441369 nChanged 18 SP:Iteration 86Q (2169.294543 sec): 3 clusters Score: Raw -742582.003362 + Penalty 888.706501 = -741693.296860 nChanged 7 SP:Iteration 87Q (2169.357828 sec): 3 clusters Score: Raw -742582.201186 + Penalty 888.706501 = -741693.494685 nChanged 7 SP:Iteration 88Q (2169.410515 sec): 3 clusters Score: Raw -742582.451359 + Penalty 888.706501 = -741693.744858 nChanged 5 SP:Iteration 89Q (2169.472475 sec): 3 clusters Score: Raw -742582.569020 + Penalty 888.706501 = -741693.862519 nChanged 3 SP:Iteration 90Q (2169.538618 sec): 3 clusters Score: Raw -742582.641057 + Penalty 888.706501 = -741693.934556 nChanged 6 SP:Iteration 91Q (2169.588270 sec): 3 clusters Score: Raw -742582.829934 + Penalty 888.706501 = -741694.123432 nChanged 6 SP:Iteration 92Q (2169.659544 sec): 3 clusters Score: Raw -742583.017508 + Penalty 888.706501 = -741694.311007 nChanged 9 SP:Iteration 93Q (2169.719402 sec): 3 clusters Score: Raw -742583.291578 + Penalty 888.706501 = -741694.585076 nChanged 4 SP:Iteration 94Q (2169.769704 sec): 3 clusters Score: Raw -742583.420775 + Penalty 888.706501 = -741694.714273 nChanged 4 SP:Iteration 95Q (2169.828848 sec): 3 clusters Score: Raw -742583.490970 + Penalty 888.706501 = -741694.784469 nChanged 1 SP:Iteration 96Q (2169.901405 sec): 3 clusters Score: Raw -742583.506797 + Penalty 888.706501 = -741694.800296 nChanged 2 SP:Iteration 97Q (2169.965795 sec): 3 clusters Score: Raw -742583.536044 + Penalty 888.706501 = -741694.829542 nChanged 0 SP:Iteration 98F (2170.028394 sec): 3 clusters Score: Raw -742583.536044 + Penalty 888.706501 = -741694.829542 nChanged 0 Score: Raw -17322119.975818 + Penalty 14253.148226 = -17307866.827592 Splitting cluster 8 changes total score from -17292186.933547 to -17307866.827592 So it's getting split into cluster 24. Trying to split cluster 10 (3617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2174.185429 sec): 2 clusters Score: Raw -124002.467746 + Penalty 372.799711 = -123629.668035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2174.238240 sec): 3 clusters Score: Raw -121969.178442 + Penalty 745.599421 = -121223.579021 nChanged 1609 SP:Iteration 1F (2174.280471 sec): 3 clusters Score: Raw -124681.292180 + Penalty 745.599421 = -123935.692759 nChanged 704 SP:Iteration 2F (2174.323837 sec): 3 clusters Score: Raw -126181.323819 + Penalty 745.599421 = -125435.724398 nChanged 326 SP:Iteration 3F (2174.376765 sec): 3 clusters Score: Raw -126783.253154 + Penalty 745.599421 = -126037.653733 nChanged 153 SP:Iteration 4Q (2174.419309 sec): 3 clusters Score: Raw -127031.293853 + Penalty 745.599421 = -126285.694432 nChanged 97 SP:Iteration 5Q (2174.469949 sec): 3 clusters Score: Raw -127161.634953 + Penalty 745.599421 = -126416.035532 nChanged 78 SP:Iteration 6Q (2174.522204 sec): 3 clusters Score: Raw -127229.996481 + Penalty 745.599421 = -126484.397060 nChanged 51 SP:Iteration 7Q (2174.570755 sec): 3 clusters Score: Raw -127256.520838 + Penalty 745.599421 = -126510.921417 nChanged 25 SP:Iteration 8Q (2174.618805 sec): 3 clusters Score: Raw -127271.765446 + Penalty 745.599421 = -126526.166025 nChanged 17 SP:Iteration 9Q (2174.673792 sec): 3 clusters Score: Raw -127288.147197 + Penalty 745.599421 = -126542.547776 nChanged 18 SP:Iteration 10Q (2174.722785 sec): 3 clusters Score: Raw -127310.764643 + Penalty 745.599421 = -126565.165222 nChanged 31 SP:Iteration 11Q (2174.760860 sec): 3 clusters Score: Raw -127325.730742 + Penalty 745.599421 = -126580.131321 nChanged 17 SP:Iteration 12Q (2174.818879 sec): 3 clusters Score: Raw -127330.584231 + Penalty 745.599421 = -126584.984810 nChanged 12 SP:Iteration 13Q (2174.865563 sec): 3 clusters Score: Raw -127332.951798 + Penalty 745.599421 = -126587.352377 nChanged 12 SP:Iteration 14Q (2174.918654 sec): 3 clusters Score: Raw -127336.086476 + Penalty 745.599421 = -126590.487054 nChanged 11 SP:Iteration 15Q (2174.961760 sec): 3 clusters Score: Raw -127338.010288 + Penalty 745.599421 = -126592.410867 nChanged 6 SP:Iteration 16Q (2175.005127 sec): 3 clusters Score: Raw -127338.743163 + Penalty 745.599421 = -126593.143742 nChanged 5 SP:Iteration 17Q (2175.062948 sec): 3 clusters Score: Raw -127339.169292 + Penalty 745.599421 = -126593.569871 nChanged 4 SP:Iteration 18Q (2175.115979 sec): 3 clusters Score: Raw -127339.522491 + Penalty 745.599421 = -126593.923070 nChanged 1 SP:Iteration 19Q (2175.166331 sec): 3 clusters Score: Raw -127339.553855 + Penalty 745.599421 = -126593.954434 nChanged 0 SP:Iteration 20F (2175.212154 sec): 3 clusters Score: Raw -127340.337709 + Penalty 745.599421 = -126594.738288 nChanged 1 SP:Iteration 21Q (2175.257827 sec): 3 clusters Score: Raw -127345.250648 + Penalty 745.599421 = -126599.651227 nChanged 11 SP:Iteration 22Q (2175.312329 sec): 3 clusters Score: Raw -127355.183831 + Penalty 745.599421 = -126609.584410 nChanged 13 SP:Iteration 23Q (2175.353882 sec): 3 clusters Score: Raw -127385.227545 + Penalty 745.599421 = -126639.628124 nChanged 14 SP:Iteration 24Q (2175.409069 sec): 3 clusters Score: Raw -127412.251079 + Penalty 745.599421 = -126666.651658 nChanged 24 SP:Iteration 25Q (2175.448766 sec): 3 clusters Score: Raw -127429.140409 + Penalty 745.599421 = -126683.540988 nChanged 18 SP:Iteration 26Q (2175.498550 sec): 3 clusters Score: Raw -127434.825969 + Penalty 745.599421 = -126689.226548 nChanged 10 SP:Iteration 27Q (2175.552311 sec): 3 clusters Score: Raw -127439.642934 + Penalty 745.599421 = -126694.043513 nChanged 9 SP:Iteration 28Q (2175.599537 sec): 3 clusters Score: Raw -127446.375889 + Penalty 745.599421 = -126700.776468 nChanged 4 SP:Iteration 29Q (2175.648417 sec): 3 clusters Score: Raw -127453.783506 + Penalty 745.599421 = -126708.184085 nChanged 7 SP:Iteration 30Q (2175.700730 sec): 3 clusters Score: Raw -127458.048346 + Penalty 745.599421 = -126712.448925 nChanged 5 SP:Iteration 31Q (2175.744665 sec): 3 clusters Score: Raw -127458.968133 + Penalty 745.599421 = -126713.368712 nChanged 1 SP:Iteration 32Q (2175.790328 sec): 3 clusters Score: Raw -127460.469074 + Penalty 745.599421 = -126714.869652 nChanged 5 SP:Iteration 33Q (2175.842718 sec): 3 clusters Score: Raw -127462.416788 + Penalty 745.599421 = -126716.817367 nChanged 3 SP:Iteration 34Q (2175.903972 sec): 3 clusters Score: Raw -127463.011372 + Penalty 745.599421 = -126717.411951 nChanged 2 SP:Iteration 35Q (2175.941194 sec): 3 clusters Score: Raw -127463.287242 + Penalty 745.599421 = -126717.687821 nChanged 2 SP:Iteration 36Q (2175.991119 sec): 3 clusters Score: Raw -127463.408280 + Penalty 745.599421 = -126717.808859 nChanged 1 SP:Iteration 37Q (2176.035084 sec): 3 clusters Score: Raw -127463.441465 + Penalty 745.599421 = -126717.842044 nChanged 0 SP:Iteration 38F (2176.080694 sec): 3 clusters Score: Raw -127463.441465 + Penalty 745.599421 = -126717.842044 nChanged 0 Score: Raw -17325580.949537 + Penalty 14847.029402 = -17310733.920135 Splitting cluster 10 changes total score from -17292186.933547 to -17310733.920135 So it's getting split into cluster 25. Trying to split cluster 11 (3319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2180.437966 sec): 2 clusters Score: Raw -118235.326766 + Penalty 368.887556 = -117866.439210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2180.488608 sec): 3 clusters Score: Raw -116321.657617 + Penalty 737.775112 = -115583.882505 nChanged 1463 SP:Iteration 1F (2180.540749 sec): 3 clusters Score: Raw -117287.882677 + Penalty 737.775112 = -116550.107566 nChanged 262 SP:Iteration 2F (2180.581275 sec): 3 clusters Score: Raw -117462.279768 + Penalty 737.775112 = -116724.504657 nChanged 223 SP:Iteration 3F (2180.644105 sec): 3 clusters Score: Raw -117626.299399 + Penalty 737.775112 = -116888.524288 nChanged 208 SP:Iteration 4F (2180.686455 sec): 3 clusters Score: Raw -117785.558417 + Penalty 737.775112 = -117047.783306 nChanged 185 SP:Iteration 5F (2180.729052 sec): 3 clusters Score: Raw -117978.149523 + Penalty 737.775112 = -117240.374411 nChanged 208 SP:Iteration 6F (2180.784332 sec): 3 clusters Score: Raw -118208.781797 + Penalty 737.775112 = -117471.006685 nChanged 196 SP:Iteration 7F (2180.826857 sec): 3 clusters Score: Raw -118391.571675 + Penalty 737.775112 = -117653.796563 nChanged 157 SP:Iteration 8Q (2180.876367 sec): 3 clusters Score: Raw -118518.904465 + Penalty 737.775112 = -117781.129353 nChanged 109 SP:Iteration 9Q (2180.922039 sec): 3 clusters Score: Raw -118602.288236 + Penalty 737.775112 = -117864.513124 nChanged 96 SP:Iteration 10Q (2180.974447 sec): 3 clusters Score: Raw -118670.109700 + Penalty 737.775112 = -117932.334588 nChanged 70 SP:Iteration 11Q (2181.028480 sec): 3 clusters Score: Raw -118711.759431 + Penalty 737.775112 = -117973.984319 nChanged 70 SP:Iteration 12Q (2181.075405 sec): 3 clusters Score: Raw -118750.910207 + Penalty 737.775112 = -118013.135095 nChanged 58 SP:Iteration 13Q (2181.117970 sec): 3 clusters Score: Raw -118776.795149 + Penalty 737.775112 = -118039.020037 nChanged 44 SP:Iteration 14Q (2181.160595 sec): 3 clusters Score: Raw -118796.424143 + Penalty 737.775112 = -118058.649031 nChanged 35 SP:Iteration 15Q (2181.210646 sec): 3 clusters Score: Raw -118807.181876 + Penalty 737.775112 = -118069.406764 nChanged 18 SP:Iteration 16Q (2181.261040 sec): 3 clusters Score: Raw -118811.101319 + Penalty 737.775112 = -118073.326207 nChanged 19 SP:Iteration 17Q (2181.303804 sec): 3 clusters Score: Raw -118815.094629 + Penalty 737.775112 = -118077.319517 nChanged 11 SP:Iteration 18Q (2181.350820 sec): 3 clusters Score: Raw -118816.927558 + Penalty 737.775112 = -118079.152446 nChanged 11 SP:Iteration 19Q (2181.395765 sec): 3 clusters Score: Raw -118819.327183 + Penalty 737.775112 = -118081.552071 nChanged 11 SP:Iteration 20F (2181.442902 sec): 3 clusters Score: Raw -118820.373013 + Penalty 737.775112 = -118082.597901 nChanged 5 SP:Iteration 21Q (2181.488839 sec): 3 clusters Score: Raw -118820.737280 + Penalty 737.775112 = -118082.962168 nChanged 4 SP:Iteration 22Q (2181.550679 sec): 3 clusters Score: Raw -118821.347736 + Penalty 737.775112 = -118083.572624 nChanged 2 SP:Iteration 23Q (2181.588252 sec): 3 clusters Score: Raw -118821.505508 + Penalty 737.775112 = -118083.730396 nChanged 2 SP:Iteration 24Q (2181.636709 sec): 3 clusters Score: Raw -118821.723643 + Penalty 737.775112 = -118083.948531 nChanged 0 SP:Iteration 25F (2181.678479 sec): 3 clusters Score: Raw -118821.723643 + Penalty 737.775112 = -118083.948531 nChanged 0 Score: Raw -17326167.346414 + Penalty 15440.910578 = -17310726.435836 Splitting cluster 11 changes total score from -17292186.933547 to -17310726.435836 So it's getting split into cluster 26. Trying to split cluster 12 (67617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2186.225174 sec): 2 clusters Score: Raw -2735318.768026 + Penalty 506.033469 = -2734812.734557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2186.334093 sec): 3 clusters Score: Raw -2690377.685364 + Penalty 1012.066939 = -2689365.618426 nChanged 32901 SP:Iteration 1F (2186.444053 sec): 3 clusters Score: Raw -2711926.764751 + Penalty 1012.066939 = -2710914.697812 nChanged 4032 SP:Iteration 2F (2186.551020 sec): 3 clusters Score: Raw -2714679.500513 + Penalty 1012.066939 = -2713667.433575 nChanged 4833 SP:Iteration 3F (2186.660032 sec): 3 clusters Score: Raw -2718789.846086 + Penalty 1012.066939 = -2717777.779147 nChanged 5093 SP:Iteration 4F (2186.767866 sec): 3 clusters Score: Raw -2723478.898216 + Penalty 1012.066939 = -2722466.831278 nChanged 4539 SP:Iteration 5F (2186.874946 sec): 3 clusters Score: Raw -2727000.450339 + Penalty 1012.066939 = -2725988.383401 nChanged 3190 SP:Iteration 6Q (2186.994526 sec): 3 clusters Score: Raw -2728601.873960 + Penalty 1012.066939 = -2727589.807021 nChanged 1884 SP:Iteration 7Q (2187.113356 sec): 3 clusters Score: Raw -2729276.465378 + Penalty 1012.066939 = -2728264.398439 nChanged 1253 SP:Iteration 8Q (2187.241344 sec): 3 clusters Score: Raw -2729644.189450 + Penalty 1012.066939 = -2728632.122511 nChanged 944 SP:Iteration 9Q (2187.356710 sec): 3 clusters Score: Raw -2729876.285771 + Penalty 1012.066939 = -2728864.218832 nChanged 768 SP:Iteration 10Q (2187.469102 sec): 3 clusters Score: Raw -2730039.712524 + Penalty 1012.066939 = -2729027.645585 nChanged 632 SP:Iteration 11Q (2187.585990 sec): 3 clusters Score: Raw -2730148.539070 + Penalty 1012.066939 = -2729136.472131 nChanged 519 SP:Iteration 12Q (2187.705707 sec): 3 clusters Score: Raw -2730232.863717 + Penalty 1012.066939 = -2729220.796779 nChanged 470 SP:Iteration 13Q (2187.821210 sec): 3 clusters Score: Raw -2730311.200867 + Penalty 1012.066939 = -2729299.133929 nChanged 452 SP:Iteration 14Q (2187.930349 sec): 3 clusters Score: Raw -2730378.058737 + Penalty 1012.066939 = -2729365.991798 nChanged 364 SP:Iteration 15Q (2188.044063 sec): 3 clusters Score: Raw -2730424.148051 + Penalty 1012.066939 = -2729412.081113 nChanged 346 SP:Iteration 16Q (2188.151386 sec): 3 clusters Score: Raw -2730466.135425 + Penalty 1012.066939 = -2729454.068486 nChanged 322 SP:Iteration 17Q (2188.267860 sec): 3 clusters Score: Raw -2730499.745448 + Penalty 1012.066939 = -2729487.678509 nChanged 286 SP:Iteration 18Q (2188.386700 sec): 3 clusters Score: Raw -2730527.164082 + Penalty 1012.066939 = -2729515.097143 nChanged 275 SP:Iteration 19Q (2188.502893 sec): 3 clusters Score: Raw -2730555.413187 + Penalty 1012.066939 = -2729543.346248 nChanged 283 SP:Iteration 20F (2188.616548 sec): 3 clusters Score: Raw -2730583.304534 + Penalty 1012.066939 = -2729571.237595 nChanged 263 SP:Iteration 21Q (2188.727670 sec): 3 clusters Score: Raw -2730606.363579 + Penalty 1012.066939 = -2729594.296641 nChanged 225 SP:Iteration 22Q (2188.836423 sec): 3 clusters Score: Raw -2730622.931712 + Penalty 1012.066939 = -2729610.864774 nChanged 207 SP:Iteration 23Q (2188.943456 sec): 3 clusters Score: Raw -2730636.860829 + Penalty 1012.066939 = -2729624.793891 nChanged 208 SP:Iteration 24Q (2189.063232 sec): 3 clusters Score: Raw -2730651.234711 + Penalty 1012.066939 = -2729639.167772 nChanged 200 SP:Iteration 25Q (2189.169925 sec): 3 clusters Score: Raw -2730663.780827 + Penalty 1012.066939 = -2729651.713889 nChanged 177 SP:Iteration 26Q (2189.288499 sec): 3 clusters Score: Raw -2730674.402104 + Penalty 1012.066939 = -2729662.335165 nChanged 192 SP:Iteration 27Q (2189.397631 sec): 3 clusters Score: Raw -2730685.393727 + Penalty 1012.066939 = -2729673.326789 nChanged 173 SP:Iteration 28Q (2189.511371 sec): 3 clusters Score: Raw -2730694.347569 + Penalty 1012.066939 = -2729682.280631 nChanged 163 SP:Iteration 29Q (2189.619697 sec): 3 clusters Score: Raw -2730702.042784 + Penalty 1012.066939 = -2729689.975845 nChanged 145 SP:Iteration 30Q (2189.731114 sec): 3 clusters Score: Raw -2730708.358171 + Penalty 1012.066939 = -2729696.291233 nChanged 122 SP:Iteration 31Q (2189.846143 sec): 3 clusters Score: Raw -2730713.712718 + Penalty 1012.066939 = -2729701.645779 nChanged 120 SP:Iteration 32Q (2189.961878 sec): 3 clusters Score: Raw -2730719.189559 + Penalty 1012.066939 = -2729707.122620 nChanged 126 SP:Iteration 33Q (2190.070664 sec): 3 clusters Score: Raw -2730724.911765 + Penalty 1012.066939 = -2729712.844827 nChanged 126 SP:Iteration 34Q (2190.189962 sec): 3 clusters Score: Raw -2730730.242434 + Penalty 1012.066939 = -2729718.175495 nChanged 107 SP:Iteration 35Q (2190.297916 sec): 3 clusters Score: Raw -2730734.483197 + Penalty 1012.066939 = -2729722.416258 nChanged 94 SP:Iteration 36Q (2190.411770 sec): 3 clusters Score: Raw -2730737.473494 + Penalty 1012.066939 = -2729725.406555 nChanged 84 SP:Iteration 37Q (2190.529593 sec): 3 clusters Score: Raw -2730740.377669 + Penalty 1012.066939 = -2729728.310731 nChanged 94 SP:Iteration 38Q (2190.637522 sec): 3 clusters Score: Raw -2730743.237218 + Penalty 1012.066939 = -2729731.170280 nChanged 100 SP:Iteration 39Q (2190.755689 sec): 3 clusters Score: Raw -2730746.164059 + Penalty 1012.066939 = -2729734.097121 nChanged 95 SP:Iteration 40F (2190.866657 sec): 3 clusters Score: Raw -2730749.196527 + Penalty 1012.066939 = -2729737.129588 nChanged 106 SP:Iteration 41Q (2190.976193 sec): 3 clusters Score: Raw -2730752.562748 + Penalty 1012.066939 = -2729740.495810 nChanged 97 SP:Iteration 42Q (2191.093563 sec): 3 clusters Score: Raw -2730755.221659 + Penalty 1012.066939 = -2729743.154720 nChanged 103 SP:Iteration 43Q (2191.199877 sec): 3 clusters Score: Raw -2730758.526207 + Penalty 1012.066939 = -2729746.459269 nChanged 99 SP:Iteration 44Q (2191.325212 sec): 3 clusters Score: Raw -2730761.425479 + Penalty 1012.066939 = -2729749.358541 nChanged 101 SP:Iteration 45Q (2191.434490 sec): 3 clusters Score: Raw -2730764.360206 + Penalty 1012.066939 = -2729752.293267 nChanged 97 SP:Iteration 46Q (2191.547365 sec): 3 clusters Score: Raw -2730767.414996 + Penalty 1012.066939 = -2729755.348057 nChanged 106 SP:Iteration 47Q (2191.665526 sec): 3 clusters Score: Raw -2730770.894136 + Penalty 1012.066939 = -2729758.827197 nChanged 109 SP:Iteration 48Q (2191.776103 sec): 3 clusters Score: Raw -2730774.795706 + Penalty 1012.066939 = -2729762.728767 nChanged 108 SP:Iteration 49Q (2191.879534 sec): 3 clusters Score: Raw -2730778.150662 + Penalty 1012.066939 = -2729766.083724 nChanged 106 SP:Iteration 50Q (2191.998650 sec): 3 clusters Score: Raw -2730781.104585 + Penalty 1012.066939 = -2729769.037647 nChanged 91 SP:Iteration 51Q (2192.115863 sec): 3 clusters Score: Raw -2730783.415869 + Penalty 1012.066939 = -2729771.348931 nChanged 81 SP:Iteration 52Q (2192.233136 sec): 3 clusters Score: Raw -2730785.193389 + Penalty 1012.066939 = -2729773.126450 nChanged 72 SP:Iteration 53Q (2192.343280 sec): 3 clusters Score: Raw -2730786.904498 + Penalty 1012.066939 = -2729774.837559 nChanged 84 SP:Iteration 54Q (2192.457115 sec): 3 clusters Score: Raw -2730789.153223 + Penalty 1012.066939 = -2729777.086284 nChanged 81 SP:Iteration 55Q (2192.573484 sec): 3 clusters Score: Raw -2730791.015941 + Penalty 1012.066939 = -2729778.949003 nChanged 59 SP:Iteration 56Q (2192.680792 sec): 3 clusters Score: Raw -2730792.171654 + Penalty 1012.066939 = -2729780.104715 nChanged 71 SP:Iteration 57Q (2192.798617 sec): 3 clusters Score: Raw -2730794.236415 + Penalty 1012.066939 = -2729782.169477 nChanged 83 SP:Iteration 58Q (2192.920110 sec): 3 clusters Score: Raw -2730796.837970 + Penalty 1012.066939 = -2729784.771031 nChanged 92 SP:Iteration 59Q (2193.029402 sec): 3 clusters Score: Raw -2730799.803200 + Penalty 1012.066939 = -2729787.736262 nChanged 86 SP:Iteration 60F (2193.138520 sec): 3 clusters Score: Raw -2730802.521826 + Penalty 1012.066939 = -2729790.454888 nChanged 74 SP:Iteration 61Q (2193.262558 sec): 3 clusters Score: Raw -2730805.181497 + Penalty 1012.066939 = -2729793.114558 nChanged 92 SP:Iteration 62Q (2193.375530 sec): 3 clusters Score: Raw -2730808.629205 + Penalty 1012.066939 = -2729796.562266 nChanged 86 SP:Iteration 63Q (2193.489756 sec): 3 clusters Score: Raw -2730811.112277 + Penalty 1012.066939 = -2729799.045339 nChanged 91 SP:Iteration 64Q (2193.603454 sec): 3 clusters Score: Raw -2730813.759261 + Penalty 1012.066939 = -2729801.692323 nChanged 80 SP:Iteration 65Q (2193.719104 sec): 3 clusters Score: Raw -2730816.094413 + Penalty 1012.066939 = -2729804.027474 nChanged 86 SP:Iteration 66Q (2193.843437 sec): 3 clusters Score: Raw -2730819.071476 + Penalty 1012.066939 = -2729807.004538 nChanged 84 SP:Iteration 67Q (2193.957162 sec): 3 clusters Score: Raw -2730822.077019 + Penalty 1012.066939 = -2729810.010080 nChanged 111 SP:Iteration 68Q (2194.063467 sec): 3 clusters Score: Raw -2730825.818348 + Penalty 1012.066939 = -2729813.751410 nChanged 99 SP:Iteration 69Q (2194.171334 sec): 3 clusters Score: Raw -2730828.999916 + Penalty 1012.066939 = -2729816.932977 nChanged 105 SP:Iteration 70Q (2194.289426 sec): 3 clusters Score: Raw -2730832.979976 + Penalty 1012.066939 = -2729820.913037 nChanged 112 SP:Iteration 71Q (2194.398873 sec): 3 clusters Score: Raw -2730836.931751 + Penalty 1012.066939 = -2729824.864812 nChanged 112 SP:Iteration 72Q (2194.511730 sec): 3 clusters Score: Raw -2730840.482552 + Penalty 1012.066939 = -2729828.415613 nChanged 91 SP:Iteration 73Q (2194.624540 sec): 3 clusters Score: Raw -2730842.745656 + Penalty 1012.066939 = -2729830.678718 nChanged 61 SP:Iteration 74Q (2194.731621 sec): 3 clusters Score: Raw -2730843.977489 + Penalty 1012.066939 = -2729831.910550 nChanged 58 SP:Iteration 75Q (2194.848967 sec): 3 clusters Score: Raw -2730845.134677 + Penalty 1012.066939 = -2729833.067739 nChanged 52 SP:Iteration 76Q (2194.950359 sec): 3 clusters Score: Raw -2730846.204701 + Penalty 1012.066939 = -2729834.137763 nChanged 54 SP:Iteration 77Q (2195.074596 sec): 3 clusters Score: Raw -2730847.245320 + Penalty 1012.066939 = -2729835.178381 nChanged 47 SP:Iteration 78Q (2195.180901 sec): 3 clusters Score: Raw -2730848.011381 + Penalty 1012.066939 = -2729835.944442 nChanged 50 SP:Iteration 79Q (2195.294086 sec): 3 clusters Score: Raw -2730848.876090 + Penalty 1012.066939 = -2729836.809151 nChanged 49 SP:Iteration 80F (2195.402611 sec): 3 clusters Score: Raw -2730849.866800 + Penalty 1012.066939 = -2729837.799862 nChanged 51 SP:Iteration 81Q (2195.518512 sec): 3 clusters Score: Raw -2730850.685409 + Penalty 1012.066939 = -2729838.618471 nChanged 42 SP:Iteration 82Q (2195.630848 sec): 3 clusters Score: Raw -2730851.402696 + Penalty 1012.066939 = -2729839.335758 nChanged 50 SP:Iteration 83Q (2195.737521 sec): 3 clusters Score: Raw -2730852.461209 + Penalty 1012.066939 = -2729840.394270 nChanged 57 SP:Iteration 84Q (2195.856243 sec): 3 clusters Score: Raw -2730853.711618 + Penalty 1012.066939 = -2729841.644680 nChanged 42 SP:Iteration 85Q (2195.966893 sec): 3 clusters Score: Raw -2730854.597366 + Penalty 1012.066939 = -2729842.530427 nChanged 42 SP:Iteration 86Q (2196.086143 sec): 3 clusters Score: Raw -2730855.238932 + Penalty 1012.066939 = -2729843.171993 nChanged 37 SP:Iteration 87Q (2196.203099 sec): 3 clusters Score: Raw -2730855.676968 + Penalty 1012.066939 = -2729843.610030 nChanged 28 SP:Iteration 88Q (2196.321308 sec): 3 clusters Score: Raw -2730856.019853 + Penalty 1012.066939 = -2729843.952915 nChanged 30 SP:Iteration 89Q (2196.444430 sec): 3 clusters Score: Raw -2730856.484440 + Penalty 1012.066939 = -2729844.417501 nChanged 31 SP:Iteration 90Q (2196.564740 sec): 3 clusters Score: Raw -2730856.934672 + Penalty 1012.066939 = -2729844.867734 nChanged 38 SP:Iteration 91Q (2196.676753 sec): 3 clusters Score: Raw -2730857.424724 + Penalty 1012.066939 = -2729845.357785 nChanged 25 SP:Iteration 92Q (2196.790857 sec): 3 clusters Score: Raw -2730857.705808 + Penalty 1012.066939 = -2729845.638869 nChanged 25 SP:Iteration 93Q (2196.898612 sec): 3 clusters Score: Raw -2730857.957407 + Penalty 1012.066939 = -2729845.890468 nChanged 19 SP:Iteration 94Q (2197.007476 sec): 3 clusters Score: Raw -2730858.160810 + Penalty 1012.066939 = -2729846.093871 nChanged 21 SP:Iteration 95Q (2197.123034 sec): 3 clusters Score: Raw -2730858.371507 + Penalty 1012.066939 = -2729846.304568 nChanged 20 SP:Iteration 96Q (2197.236838 sec): 3 clusters Score: Raw -2730858.536191 + Penalty 1012.066939 = -2729846.469253 nChanged 18 SP:Iteration 97Q (2197.353054 sec): 3 clusters Score: Raw -2730858.691312 + Penalty 1012.066939 = -2729846.624374 nChanged 22 SP:Iteration 98Q (2197.462397 sec): 3 clusters Score: Raw -2730858.946160 + Penalty 1012.066939 = -2729846.879222 nChanged 22 SP:Iteration 99Q (2197.571371 sec): 3 clusters Score: Raw -2730859.158072 + Penalty 1012.066939 = -2729847.091134 nChanged 15 SP:Iteration 100F (2197.676152 sec): 3 clusters Score: Raw -2730859.274480 + Penalty 1012.066939 = -2729847.207541 nChanged 15 SP:Iteration 101Q (2197.791776 sec): 3 clusters Score: Raw -2730859.388360 + Penalty 1012.066939 = -2729847.321421 nChanged 12 SP:Iteration 102Q (2197.893358 sec): 3 clusters Score: Raw -2730859.486845 + Penalty 1012.066939 = -2729847.419907 nChanged 7 SP:Iteration 103Q (2198.023061 sec): 3 clusters Score: Raw -2730859.541950 + Penalty 1012.066939 = -2729847.475012 nChanged 8 SP:Iteration 104Q (2198.134674 sec): 3 clusters Score: Raw -2730859.628673 + Penalty 1012.066939 = -2729847.561735 nChanged 11 SP:Iteration 105Q (2198.249300 sec): 3 clusters Score: Raw -2730859.760134 + Penalty 1012.066939 = -2729847.693196 nChanged 13 SP:Iteration 106Q (2198.363464 sec): 3 clusters Score: Raw -2730859.885339 + Penalty 1012.066939 = -2729847.818401 nChanged 13 SP:Iteration 107Q (2198.471146 sec): 3 clusters Score: Raw -2730860.086529 + Penalty 1012.066939 = -2729848.019590 nChanged 15 SP:Iteration 108Q (2198.602905 sec): 3 clusters Score: Raw -2730860.228802 + Penalty 1012.066939 = -2729848.161864 nChanged 18 SP:Iteration 109Q (2198.734131 sec): 3 clusters Score: Raw -2730860.414868 + Penalty 1012.066939 = -2729848.347929 nChanged 16 SP:Iteration 110Q (2198.851355 sec): 3 clusters Score: Raw -2730860.552281 + Penalty 1012.066939 = -2729848.485342 nChanged 15 SP:Iteration 111Q (2198.961570 sec): 3 clusters Score: Raw -2730860.719941 + Penalty 1012.066939 = -2729848.653002 nChanged 20 SP:Iteration 112Q (2199.073797 sec): 3 clusters Score: Raw -2730860.992106 + Penalty 1012.066939 = -2729848.925168 nChanged 22 SP:Iteration 113Q (2199.187493 sec): 3 clusters Score: Raw -2730861.312602 + Penalty 1012.066939 = -2729849.245663 nChanged 27 SP:Iteration 114Q (2199.297571 sec): 3 clusters Score: Raw -2730861.671620 + Penalty 1012.066939 = -2729849.604681 nChanged 31 SP:Iteration 115Q (2199.402456 sec): 3 clusters Score: Raw -2730862.073180 + Penalty 1012.066939 = -2729850.006241 nChanged 28 SP:Iteration 116Q (2199.514369 sec): 3 clusters Score: Raw -2730862.455779 + Penalty 1012.066939 = -2729850.388840 nChanged 19 SP:Iteration 117Q (2199.641569 sec): 3 clusters Score: Raw -2730862.709092 + Penalty 1012.066939 = -2729850.642154 nChanged 22 SP:Iteration 118Q (2199.753022 sec): 3 clusters Score: Raw -2730863.024297 + Penalty 1012.066939 = -2729850.957359 nChanged 30 SP:Iteration 119Q (2199.863125 sec): 3 clusters Score: Raw -2730863.441327 + Penalty 1012.066939 = -2729851.374389 nChanged 21 SP:Iteration 120F (2199.965528 sec): 3 clusters Score: Raw -2730863.797154 + Penalty 1012.066939 = -2729851.730215 nChanged 25 SP:Iteration 121Q (2200.070373 sec): 3 clusters Score: Raw -2730864.263069 + Penalty 1012.066939 = -2729852.196131 nChanged 28 SP:Iteration 122Q (2200.195205 sec): 3 clusters Score: Raw -2730864.733675 + Penalty 1012.066939 = -2729852.666737 nChanged 27 SP:Iteration 123Q (2200.307143 sec): 3 clusters Score: Raw -2730865.068893 + Penalty 1012.066939 = -2729853.001955 nChanged 23 SP:Iteration 124Q (2200.422863 sec): 3 clusters Score: Raw -2730865.287041 + Penalty 1012.066939 = -2729853.220102 nChanged 19 SP:Iteration 125Q (2200.545975 sec): 3 clusters Score: Raw -2730865.490614 + Penalty 1012.066939 = -2729853.423675 nChanged 21 SP:Iteration 126Q (2200.660608 sec): 3 clusters Score: Raw -2730865.780530 + Penalty 1012.066939 = -2729853.713592 nChanged 24 SP:Iteration 127Q (2200.770370 sec): 3 clusters Score: Raw -2730866.095778 + Penalty 1012.066939 = -2729854.028839 nChanged 29 SP:Iteration 128Q (2200.869636 sec): 3 clusters Score: Raw -2730866.493545 + Penalty 1012.066939 = -2729854.426607 nChanged 30 SP:Iteration 129Q (2200.983043 sec): 3 clusters Score: Raw -2730866.851838 + Penalty 1012.066939 = -2729854.784899 nChanged 28 SP:Iteration 130Q (2201.091704 sec): 3 clusters Score: Raw -2730867.211742 + Penalty 1012.066939 = -2729855.144804 nChanged 31 SP:Iteration 131Q (2201.203879 sec): 3 clusters Score: Raw -2730867.655089 + Penalty 1012.066939 = -2729855.588151 nChanged 25 SP:Iteration 132Q (2201.318279 sec): 3 clusters Score: Raw -2730868.020015 + Penalty 1012.066939 = -2729855.953077 nChanged 20 SP:Iteration 133Q (2201.430829 sec): 3 clusters Score: Raw -2730868.220340 + Penalty 1012.066939 = -2729856.153402 nChanged 15 SP:Iteration 134Q (2201.543585 sec): 3 clusters Score: Raw -2730868.319068 + Penalty 1012.066939 = -2729856.252129 nChanged 10 SP:Iteration 135Q (2201.651394 sec): 3 clusters Score: Raw -2730868.374434 + Penalty 1012.066939 = -2729856.307495 nChanged 9 SP:Iteration 136Q (2201.768368 sec): 3 clusters Score: Raw -2730868.434195 + Penalty 1012.066939 = -2729856.367256 nChanged 9 SP:Iteration 137Q (2201.873828 sec): 3 clusters Score: Raw -2730868.519713 + Penalty 1012.066939 = -2729856.452775 nChanged 5 SP:Iteration 138Q (2201.983282 sec): 3 clusters Score: Raw -2730868.550257 + Penalty 1012.066939 = -2729856.483318 nChanged 9 SP:Iteration 139Q (2202.090423 sec): 3 clusters Score: Raw -2730868.629907 + Penalty 1012.066939 = -2729856.562969 nChanged 13 SP:Iteration 140F (2202.196298 sec): 3 clusters Score: Raw -2730868.756706 + Penalty 1012.066939 = -2729856.689767 nChanged 10 SP:Iteration 141Q (2202.307827 sec): 3 clusters Score: Raw -2730868.865203 + Penalty 1012.066939 = -2729856.798265 nChanged 14 SP:Iteration 142Q (2202.418235 sec): 3 clusters Score: Raw -2730869.060283 + Penalty 1012.066939 = -2729856.993345 nChanged 16 SP:Iteration 143Q (2202.536187 sec): 3 clusters Score: Raw -2730869.251530 + Penalty 1012.066939 = -2729857.184592 nChanged 26 SP:Iteration 144Q (2202.652500 sec): 3 clusters Score: Raw -2730869.537325 + Penalty 1012.066939 = -2729857.470387 nChanged 25 SP:Iteration 145Q (2202.767866 sec): 3 clusters Score: Raw -2730869.812199 + Penalty 1012.066939 = -2729857.745260 nChanged 23 SP:Iteration 146Q (2202.875993 sec): 3 clusters Score: Raw -2730870.070829 + Penalty 1012.066939 = -2729858.003891 nChanged 24 SP:Iteration 147Q (2202.989728 sec): 3 clusters Score: Raw -2730870.368552 + Penalty 1012.066939 = -2729858.301613 nChanged 29 SP:Iteration 148Q (2203.104487 sec): 3 clusters Score: Raw -2730870.736048 + Penalty 1012.066939 = -2729858.669110 nChanged 32 SP:Iteration 149Q (2203.206545 sec): 3 clusters Score: Raw -2730871.132773 + Penalty 1012.066939 = -2729859.065834 nChanged 31 SP:Iteration 150Q (2203.322898 sec): 3 clusters Score: Raw -2730871.714179 + Penalty 1012.066939 = -2729859.647241 nChanged 43 SP:Iteration 151Q (2203.428419 sec): 3 clusters Score: Raw -2730872.722162 + Penalty 1012.066939 = -2729860.655223 nChanged 41 SP:Iteration 152Q (2203.540791 sec): 3 clusters Score: Raw -2730873.812082 + Penalty 1012.066939 = -2729861.745143 nChanged 49 SP:Iteration 153Q (2203.638713 sec): 3 clusters Score: Raw -2730874.821365 + Penalty 1012.066939 = -2729862.754426 nChanged 46 SP:Iteration 154Q (2203.760290 sec): 3 clusters Score: Raw -2730875.908892 + Penalty 1012.066939 = -2729863.841953 nChanged 59 SP:Iteration 155Q (2203.880848 sec): 3 clusters Score: Raw -2730877.262786 + Penalty 1012.066939 = -2729865.195847 nChanged 57 SP:Iteration 156Q (2203.998403 sec): 3 clusters Score: Raw -2730878.751693 + Penalty 1012.066939 = -2729866.684755 nChanged 62 SP:Iteration 157Q (2204.111039 sec): 3 clusters Score: Raw -2730880.060373 + Penalty 1012.066939 = -2729867.993434 nChanged 66 SP:Iteration 158Q (2204.224097 sec): 3 clusters Score: Raw -2730881.561394 + Penalty 1012.066939 = -2729869.494456 nChanged 53 SP:Iteration 159Q (2204.330714 sec): 3 clusters Score: Raw -2730882.747384 + Penalty 1012.066939 = -2729870.680446 nChanged 57 SP:Iteration 160F (2204.435480 sec): 3 clusters Score: Raw -2730883.900120 + Penalty 1012.066939 = -2729871.833182 nChanged 45 SP:Iteration 161Q (2204.539061 sec): 3 clusters Score: Raw -2730884.564954 + Penalty 1012.066939 = -2729872.498015 nChanged 32 SP:Iteration 162Q (2204.658686 sec): 3 clusters Score: Raw -2730885.007446 + Penalty 1012.066939 = -2729872.940508 nChanged 27 SP:Iteration 163Q (2204.766038 sec): 3 clusters Score: Raw -2730885.449883 + Penalty 1012.066939 = -2729873.382944 nChanged 26 SP:Iteration 164Q (2204.876487 sec): 3 clusters Score: Raw -2730885.882678 + Penalty 1012.066939 = -2729873.815740 nChanged 31 SP:Iteration 165Q (2204.986129 sec): 3 clusters Score: Raw -2730886.412236 + Penalty 1012.066939 = -2729874.345297 nChanged 33 SP:Iteration 166Q (2205.104157 sec): 3 clusters Score: Raw -2730886.898442 + Penalty 1012.066939 = -2729874.831503 nChanged 25 SP:Iteration 167Q (2205.215271 sec): 3 clusters Score: Raw -2730887.211247 + Penalty 1012.066939 = -2729875.144309 nChanged 16 SP:Iteration 168Q (2205.326428 sec): 3 clusters Score: Raw -2730887.436485 + Penalty 1012.066939 = -2729875.369547 nChanged 23 SP:Iteration 169Q (2205.437602 sec): 3 clusters Score: Raw -2730887.753826 + Penalty 1012.066939 = -2729875.686888 nChanged 31 SP:Iteration 170Q (2205.542745 sec): 3 clusters Score: Raw -2730888.214904 + Penalty 1012.066939 = -2729876.147965 nChanged 24 SP:Iteration 171Q (2205.660930 sec): 3 clusters Score: Raw -2730888.555161 + Penalty 1012.066939 = -2729876.488223 nChanged 31 SP:Iteration 172Q (2205.791022 sec): 3 clusters Score: Raw -2730888.990581 + Penalty 1012.066939 = -2729876.923642 nChanged 29 SP:Iteration 173Q (2205.902577 sec): 3 clusters Score: Raw -2730889.391526 + Penalty 1012.066939 = -2729877.324587 nChanged 30 SP:Iteration 174Q (2206.011821 sec): 3 clusters Score: Raw -2730889.976880 + Penalty 1012.066939 = -2729877.909942 nChanged 38 SP:Iteration 175Q (2206.130721 sec): 3 clusters Score: Raw -2730890.648320 + Penalty 1012.066939 = -2729878.581381 nChanged 42 SP:Iteration 176Q (2206.245092 sec): 3 clusters Score: Raw -2730891.428335 + Penalty 1012.066939 = -2729879.361397 nChanged 44 SP:Iteration 177Q (2206.353710 sec): 3 clusters Score: Raw -2730892.237498 + Penalty 1012.066939 = -2729880.170559 nChanged 45 SP:Iteration 178Q (2206.464643 sec): 3 clusters Score: Raw -2730893.033684 + Penalty 1012.066939 = -2729880.966746 nChanged 38 SP:Iteration 179Q (2206.578213 sec): 3 clusters Score: Raw -2730893.597812 + Penalty 1012.066939 = -2729881.530873 nChanged 31 SP:Iteration 180F (2206.689437 sec): 3 clusters Score: Raw -2730894.009169 + Penalty 1012.066939 = -2729881.942230 nChanged 39 SP:Iteration 181Q (2206.793282 sec): 3 clusters Score: Raw -2730894.627689 + Penalty 1012.066939 = -2729882.560750 nChanged 47 SP:Iteration 182Q (2206.914230 sec): 3 clusters Score: Raw -2730895.433950 + Penalty 1012.066939 = -2729883.367011 nChanged 40 SP:Iteration 183Q (2207.027045 sec): 3 clusters Score: Raw -2730896.148632 + Penalty 1012.066939 = -2729884.081694 nChanged 32 SP:Iteration 184Q (2207.139265 sec): 3 clusters Score: Raw -2730896.631984 + Penalty 1012.066939 = -2729884.565045 nChanged 30 SP:Iteration 185Q (2207.255733 sec): 3 clusters Score: Raw -2730897.071425 + Penalty 1012.066939 = -2729885.004486 nChanged 29 SP:Iteration 186Q (2207.371516 sec): 3 clusters Score: Raw -2730897.606113 + Penalty 1012.066939 = -2729885.539174 nChanged 38 SP:Iteration 187Q (2207.485508 sec): 3 clusters Score: Raw -2730898.307796 + Penalty 1012.066939 = -2729886.240858 nChanged 35 SP:Iteration 188Q (2207.582316 sec): 3 clusters Score: Raw -2730898.891011 + Penalty 1012.066939 = -2729886.824072 nChanged 27 SP:Iteration 189Q (2207.705298 sec): 3 clusters Score: Raw -2730899.313915 + Penalty 1012.066939 = -2729887.246977 nChanged 34 SP:Iteration 190Q (2207.820304 sec): 3 clusters Score: Raw -2730899.850883 + Penalty 1012.066939 = -2729887.783945 nChanged 34 SP:Iteration 191Q (2207.930872 sec): 3 clusters Score: Raw -2730900.475658 + Penalty 1012.066939 = -2729888.408720 nChanged 32 SP:Iteration 192Q (2208.048488 sec): 3 clusters Score: Raw -2730900.955988 + Penalty 1012.066939 = -2729888.889049 nChanged 25 SP:Iteration 193Q (2208.157561 sec): 3 clusters Score: Raw -2730901.276937 + Penalty 1012.066939 = -2729889.209998 nChanged 22 SP:Iteration 194Q (2208.283163 sec): 3 clusters Score: Raw -2730901.545328 + Penalty 1012.066939 = -2729889.478389 nChanged 23 SP:Iteration 195Q (2208.388547 sec): 3 clusters Score: Raw -2730901.778852 + Penalty 1012.066939 = -2729889.711913 nChanged 14 SP:Iteration 196Q (2208.510173 sec): 3 clusters Score: Raw -2730901.922127 + Penalty 1012.066939 = -2729889.855188 nChanged 11 SP:Iteration 197Q (2208.619022 sec): 3 clusters Score: Raw -2730902.013896 + Penalty 1012.066939 = -2729889.946958 nChanged 13 SP:Iteration 198Q (2208.724091 sec): 3 clusters Score: Raw -2730902.155855 + Penalty 1012.066939 = -2729890.088917 nChanged 14 SP:Iteration 199Q (2208.833595 sec): 3 clusters Score: Raw -2730902.341028 + Penalty 1012.066939 = -2729890.274089 nChanged 16 SP:Iteration 200F (2208.949572 sec): 3 clusters Score: Raw -2730902.607480 + Penalty 1012.066939 = -2729890.540542 nChanged 14 SP:Iteration 201Q (2209.072692 sec): 3 clusters Score: Raw -2730902.878744 + Penalty 1012.066939 = -2729890.811805 nChanged 19 SP:Iteration 202Q (2209.185812 sec): 3 clusters Score: Raw -2730903.166551 + Penalty 1012.066939 = -2729891.099612 nChanged 24 SP:Iteration 203Q (2209.288261 sec): 3 clusters Score: Raw -2730903.528757 + Penalty 1012.066939 = -2729891.461818 nChanged 22 SP:Iteration 204Q (2209.406776 sec): 3 clusters Score: Raw -2730903.857807 + Penalty 1012.066939 = -2729891.790868 nChanged 26 SP:Iteration 205Q (2209.521115 sec): 3 clusters Score: Raw -2730904.289026 + Penalty 1012.066939 = -2729892.222088 nChanged 27 SP:Iteration 206Q (2209.619546 sec): 3 clusters Score: Raw -2730904.721359 + Penalty 1012.066939 = -2729892.654421 nChanged 20 SP:Iteration 207Q (2209.743501 sec): 3 clusters Score: Raw -2730905.070568 + Penalty 1012.066939 = -2729893.003630 nChanged 19 SP:Iteration 208Q (2209.858049 sec): 3 clusters Score: Raw -2730905.452384 + Penalty 1012.066939 = -2729893.385446 nChanged 27 SP:Iteration 209Q (2209.970645 sec): 3 clusters Score: Raw -2730906.085966 + Penalty 1012.066939 = -2729894.019028 nChanged 36 SP:Iteration 210Q (2210.085776 sec): 3 clusters Score: Raw -2730906.842469 + Penalty 1012.066939 = -2729894.775530 nChanged 33 SP:Iteration 211Q (2210.196076 sec): 3 clusters Score: Raw -2730907.490412 + Penalty 1012.066939 = -2729895.423474 nChanged 29 SP:Iteration 212Q (2210.304446 sec): 3 clusters Score: Raw -2730907.916731 + Penalty 1012.066939 = -2729895.849792 nChanged 32 SP:Iteration 213Q (2210.418240 sec): 3 clusters Score: Raw -2730908.281844 + Penalty 1012.066939 = -2729896.214906 nChanged 23 SP:Iteration 214Q (2210.527154 sec): 3 clusters Score: Raw -2730908.478928 + Penalty 1012.066939 = -2729896.411990 nChanged 18 SP:Iteration 215Q (2210.627994 sec): 3 clusters Score: Raw -2730908.648466 + Penalty 1012.066939 = -2729896.581527 nChanged 19 SP:Iteration 216Q (2210.738748 sec): 3 clusters Score: Raw -2730908.823502 + Penalty 1012.066939 = -2729896.756563 nChanged 17 SP:Iteration 217Q (2210.858344 sec): 3 clusters Score: Raw -2730908.988389 + Penalty 1012.066939 = -2729896.921451 nChanged 19 SP:Iteration 218Q (2210.969783 sec): 3 clusters Score: Raw -2730909.196579 + Penalty 1012.066939 = -2729897.129640 nChanged 14 SP:Iteration 219Q (2211.084471 sec): 3 clusters Score: Raw -2730909.350350 + Penalty 1012.066939 = -2729897.283412 nChanged 17 SP:Iteration 220F (2211.184895 sec): 3 clusters Score: Raw -2730909.626156 + Penalty 1012.066939 = -2729897.559218 nChanged 13 SP:Iteration 221Q (2211.298986 sec): 3 clusters Score: Raw -2730909.775541 + Penalty 1012.066939 = -2729897.708602 nChanged 17 SP:Iteration 222Q (2211.408858 sec): 3 clusters Score: Raw -2730909.934553 + Penalty 1012.066939 = -2729897.867614 nChanged 16 SP:Iteration 223Q (2211.514002 sec): 3 clusters Score: Raw -2730910.170097 + Penalty 1012.066939 = -2729898.103158 nChanged 15 SP:Iteration 224Q (2211.623042 sec): 3 clusters Score: Raw -2730910.340578 + Penalty 1012.066939 = -2729898.273640 nChanged 18 SP:Iteration 225Q (2211.733997 sec): 3 clusters Score: Raw -2730910.635940 + Penalty 1012.066939 = -2729898.569001 nChanged 20 SP:Iteration 226Q (2211.842570 sec): 3 clusters Score: Raw -2730910.920660 + Penalty 1012.066939 = -2729898.853722 nChanged 16 SP:Iteration 227Q (2211.949581 sec): 3 clusters Score: Raw -2730911.098515 + Penalty 1012.066939 = -2729899.031577 nChanged 11 SP:Iteration 228Q (2212.060367 sec): 3 clusters Score: Raw -2730911.197350 + Penalty 1012.066939 = -2729899.130412 nChanged 8 SP:Iteration 229Q (2212.170811 sec): 3 clusters Score: Raw -2730911.286062 + Penalty 1012.066939 = -2729899.219124 nChanged 7 SP:Iteration 230Q (2212.277918 sec): 3 clusters Score: Raw -2730911.359068 + Penalty 1012.066939 = -2729899.292130 nChanged 9 SP:Iteration 231Q (2212.398934 sec): 3 clusters Score: Raw -2730911.456917 + Penalty 1012.066939 = -2729899.389978 nChanged 12 SP:Iteration 232Q (2212.512955 sec): 3 clusters Score: Raw -2730911.559629 + Penalty 1012.066939 = -2729899.492690 nChanged 8 SP:Iteration 233Q (2212.619244 sec): 3 clusters Score: Raw -2730911.666632 + Penalty 1012.066939 = -2729899.599693 nChanged 15 SP:Iteration 234Q (2212.735702 sec): 3 clusters Score: Raw -2730911.792429 + Penalty 1012.066939 = -2729899.725491 nChanged 7 SP:Iteration 235Q (2212.855024 sec): 3 clusters Score: Raw -2730911.816503 + Penalty 1012.066939 = -2729899.749565 nChanged 1 SP:Iteration 236Q (2212.967555 sec): 3 clusters Score: Raw -2730911.817299 + Penalty 1012.066939 = -2729899.750360 nChanged 1 SP:Iteration 237Q (2213.087226 sec): 3 clusters Score: Raw -2730911.819060 + Penalty 1012.066939 = -2729899.752122 nChanged 0 SP:Iteration 238F (2213.187084 sec): 3 clusters Score: Raw -2730911.819060 + Penalty 1012.066939 = -2729899.752122 nChanged 0 Trying to split cluster 13 (19935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2213.242027 sec): 2 clusters Score: Raw -810445.576935 + Penalty 450.460568 = -809995.116367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2213.301377 sec): 3 clusters Score: Raw -797692.733149 + Penalty 900.921136 = -796791.812013 nChanged 9480 SP:Iteration 1F (2213.363017 sec): 3 clusters Score: Raw -804152.608452 + Penalty 900.921136 = -803251.687316 nChanged 1628 SP:Iteration 2F (2213.422434 sec): 3 clusters Score: Raw -805355.209944 + Penalty 900.921136 = -804454.288809 nChanged 1576 SP:Iteration 3F (2213.497036 sec): 3 clusters Score: Raw -806519.512366 + Penalty 900.921136 = -805618.591231 nChanged 1360 SP:Iteration 4F (2213.551265 sec): 3 clusters Score: Raw -807542.527323 + Penalty 900.921136 = -806641.606188 nChanged 1105 SP:Iteration 5F (2213.621680 sec): 3 clusters Score: Raw -808290.718897 + Penalty 900.921136 = -807389.797761 nChanged 777 SP:Iteration 6Q (2213.696995 sec): 3 clusters Score: Raw -808673.824089 + Penalty 900.921136 = -807772.902953 nChanged 553 SP:Iteration 7Q (2213.759394 sec): 3 clusters Score: Raw -808870.988732 + Penalty 900.921136 = -807970.067597 nChanged 402 SP:Iteration 8Q (2213.826212 sec): 3 clusters Score: Raw -808993.825222 + Penalty 900.921136 = -808092.904086 nChanged 333 SP:Iteration 9Q (2213.887822 sec): 3 clusters Score: Raw -809089.795864 + Penalty 900.921136 = -808188.874728 nChanged 280 SP:Iteration 10Q (2213.959442 sec): 3 clusters Score: Raw -809161.905519 + Penalty 900.921136 = -808260.984384 nChanged 273 SP:Iteration 11Q (2214.017336 sec): 3 clusters Score: Raw -809241.644782 + Penalty 900.921136 = -808340.723647 nChanged 275 SP:Iteration 12Q (2214.095635 sec): 3 clusters Score: Raw -809325.561047 + Penalty 900.921136 = -808424.639912 nChanged 273 SP:Iteration 13Q (2214.163237 sec): 3 clusters Score: Raw -809405.666428 + Penalty 900.921136 = -808504.745292 nChanged 252 SP:Iteration 14Q (2214.223245 sec): 3 clusters Score: Raw -809475.159355 + Penalty 900.921136 = -808574.238219 nChanged 226 SP:Iteration 15Q (2214.290686 sec): 3 clusters Score: Raw -809533.376292 + Penalty 900.921136 = -808632.455156 nChanged 224 SP:Iteration 16Q (2214.358767 sec): 3 clusters Score: Raw -809591.009644 + Penalty 900.921136 = -808690.088508 nChanged 220 SP:Iteration 17Q (2214.433144 sec): 3 clusters Score: Raw -809641.806825 + Penalty 900.921136 = -808740.885690 nChanged 188 SP:Iteration 18Q (2214.489460 sec): 3 clusters Score: Raw -809684.014458 + Penalty 900.921136 = -808783.093323 nChanged 156 SP:Iteration 19Q (2214.562996 sec): 3 clusters Score: Raw -809717.482133 + Penalty 900.921136 = -808816.560998 nChanged 158 SP:Iteration 20F (2214.617088 sec): 3 clusters Score: Raw -809752.070205 + Penalty 900.921136 = -808851.149069 nChanged 153 SP:Iteration 21Q (2214.692112 sec): 3 clusters Score: Raw -809788.736973 + Penalty 900.921136 = -808887.815837 nChanged 164 SP:Iteration 22Q (2214.758385 sec): 3 clusters Score: Raw -809827.944758 + Penalty 900.921136 = -808927.023622 nChanged 140 SP:Iteration 23Q (2214.814698 sec): 3 clusters Score: Raw -809860.891892 + Penalty 900.921136 = -808959.970756 nChanged 150 SP:Iteration 24Q (2214.884420 sec): 3 clusters Score: Raw -809892.910299 + Penalty 900.921136 = -808991.989163 nChanged 147 SP:Iteration 25Q (2214.939751 sec): 3 clusters Score: Raw -809927.130521 + Penalty 900.921136 = -809026.209386 nChanged 173 SP:Iteration 26Q (2215.014787 sec): 3 clusters Score: Raw -809980.245583 + Penalty 900.921136 = -809079.324448 nChanged 198 SP:Iteration 27Q (2215.082876 sec): 3 clusters Score: Raw -810047.116325 + Penalty 900.921136 = -809146.195190 nChanged 229 SP:Iteration 28Q (2215.143376 sec): 3 clusters Score: Raw -810134.627051 + Penalty 900.921136 = -809233.705915 nChanged 244 SP:Iteration 29Q (2215.210127 sec): 3 clusters Score: Raw -810228.524150 + Penalty 900.921136 = -809327.603014 nChanged 228 SP:Iteration 30Q (2215.278292 sec): 3 clusters Score: Raw -810305.469911 + Penalty 900.921136 = -809404.548776 nChanged 206 SP:Iteration 31Q (2215.337474 sec): 3 clusters Score: Raw -810361.289188 + Penalty 900.921136 = -809460.368052 nChanged 180 SP:Iteration 32Q (2215.391196 sec): 3 clusters Score: Raw -810407.566407 + Penalty 900.921136 = -809506.645271 nChanged 169 SP:Iteration 33Q (2215.452649 sec): 3 clusters Score: Raw -810444.851403 + Penalty 900.921136 = -809543.930268 nChanged 168 SP:Iteration 34Q (2215.532418 sec): 3 clusters Score: Raw -810471.319889 + Penalty 900.921136 = -809570.398753 nChanged 122 SP:Iteration 35Q (2215.596686 sec): 3 clusters Score: Raw -810491.338299 + Penalty 900.921136 = -809590.417164 nChanged 117 SP:Iteration 36Q (2215.669431 sec): 3 clusters Score: Raw -810508.207392 + Penalty 900.921136 = -809607.286257 nChanged 95 SP:Iteration 37Q (2215.737001 sec): 3 clusters Score: Raw -810523.005060 + Penalty 900.921136 = -809622.083925 nChanged 93 SP:Iteration 38Q (2215.803167 sec): 3 clusters Score: Raw -810535.987800 + Penalty 900.921136 = -809635.066664 nChanged 78 SP:Iteration 39Q (2215.860230 sec): 3 clusters Score: Raw -810544.577405 + Penalty 900.921136 = -809643.656269 nChanged 78 SP:Iteration 40F (2215.925373 sec): 3 clusters Score: Raw -810556.253427 + Penalty 900.921136 = -809655.332292 nChanged 66 SP:Iteration 41Q (2215.985529 sec): 3 clusters Score: Raw -810562.738098 + Penalty 900.921136 = -809661.816962 nChanged 58 SP:Iteration 42Q (2216.041739 sec): 3 clusters Score: Raw -810567.761838 + Penalty 900.921136 = -809666.840702 nChanged 39 SP:Iteration 43Q (2216.105627 sec): 3 clusters Score: Raw -810571.588386 + Penalty 900.921136 = -809670.667250 nChanged 42 SP:Iteration 44Q (2216.177687 sec): 3 clusters Score: Raw -810575.040145 + Penalty 900.921136 = -809674.119009 nChanged 41 SP:Iteration 45Q (2216.230739 sec): 3 clusters Score: Raw -810578.004371 + Penalty 900.921136 = -809677.083235 nChanged 38 SP:Iteration 46Q (2216.302174 sec): 3 clusters Score: Raw -810580.763349 + Penalty 900.921136 = -809679.842214 nChanged 33 SP:Iteration 47Q (2216.369617 sec): 3 clusters Score: Raw -810583.054448 + Penalty 900.921136 = -809682.133312 nChanged 40 SP:Iteration 48Q (2216.426511 sec): 3 clusters Score: Raw -810585.868384 + Penalty 900.921136 = -809684.947248 nChanged 37 SP:Iteration 49Q (2216.497757 sec): 3 clusters Score: Raw -810589.117805 + Penalty 900.921136 = -809688.196670 nChanged 45 SP:Iteration 50Q (2216.554448 sec): 3 clusters Score: Raw -810593.423792 + Penalty 900.921136 = -809692.502657 nChanged 43 SP:Iteration 51Q (2216.621539 sec): 3 clusters Score: Raw -810597.627928 + Penalty 900.921136 = -809696.706792 nChanged 50 SP:Iteration 52Q (2216.693010 sec): 3 clusters Score: Raw -810603.595814 + Penalty 900.921136 = -809702.674679 nChanged 58 SP:Iteration 53Q (2216.748176 sec): 3 clusters Score: Raw -810609.399936 + Penalty 900.921136 = -809708.478800 nChanged 50 SP:Iteration 54Q (2216.821682 sec): 3 clusters Score: Raw -810613.002148 + Penalty 900.921136 = -809712.081012 nChanged 42 SP:Iteration 55Q (2216.877993 sec): 3 clusters Score: Raw -810616.151565 + Penalty 900.921136 = -809715.230429 nChanged 39 SP:Iteration 56Q (2216.944266 sec): 3 clusters Score: Raw -810619.793426 + Penalty 900.921136 = -809718.872290 nChanged 46 SP:Iteration 57Q (2217.015735 sec): 3 clusters Score: Raw -810623.917343 + Penalty 900.921136 = -809722.996208 nChanged 49 SP:Iteration 58Q (2217.083663 sec): 3 clusters Score: Raw -810628.088052 + Penalty 900.921136 = -809727.166916 nChanged 45 SP:Iteration 59Q (2217.139536 sec): 3 clusters Score: Raw -810631.568149 + Penalty 900.921136 = -809730.647013 nChanged 51 SP:Iteration 60F (2217.205486 sec): 3 clusters Score: Raw -810635.234160 + Penalty 900.921136 = -809734.313025 nChanged 52 SP:Iteration 61Q (2217.279093 sec): 3 clusters Score: Raw -810639.024624 + Penalty 900.921136 = -809738.103488 nChanged 50 SP:Iteration 62Q (2217.341039 sec): 3 clusters Score: Raw -810642.393016 + Penalty 900.921136 = -809741.471880 nChanged 37 SP:Iteration 63Q (2217.405225 sec): 3 clusters Score: Raw -810645.550711 + Penalty 900.921136 = -809744.629575 nChanged 43 SP:Iteration 64Q (2217.476148 sec): 3 clusters Score: Raw -810648.803602 + Penalty 900.921136 = -809747.882466 nChanged 40 SP:Iteration 65Q (2217.537556 sec): 3 clusters Score: Raw -810652.052162 + Penalty 900.921136 = -809751.131026 nChanged 41 SP:Iteration 66Q (2217.600085 sec): 3 clusters Score: Raw -810655.505706 + Penalty 900.921136 = -809754.584571 nChanged 44 SP:Iteration 67Q (2217.671876 sec): 3 clusters Score: Raw -810658.922113 + Penalty 900.921136 = -809758.000978 nChanged 47 SP:Iteration 68Q (2217.729998 sec): 3 clusters Score: Raw -810663.473803 + Penalty 900.921136 = -809762.552667 nChanged 67 SP:Iteration 69Q (2217.799486 sec): 3 clusters Score: Raw -810670.391440 + Penalty 900.921136 = -809769.470304 nChanged 84 SP:Iteration 70Q (2217.863872 sec): 3 clusters Score: Raw -810680.395406 + Penalty 900.921136 = -809779.474271 nChanged 86 SP:Iteration 71Q (2217.932663 sec): 3 clusters Score: Raw -810690.227986 + Penalty 900.921136 = -809789.306851 nChanged 87 SP:Iteration 72Q (2218.002915 sec): 3 clusters Score: Raw -810700.331161 + Penalty 900.921136 = -809799.410026 nChanged 93 SP:Iteration 73Q (2218.060304 sec): 3 clusters Score: Raw -810711.408169 + Penalty 900.921136 = -809810.487033 nChanged 93 SP:Iteration 74Q (2218.130757 sec): 3 clusters Score: Raw -810722.446583 + Penalty 900.921136 = -809821.525448 nChanged 90 SP:Iteration 75Q (2218.194710 sec): 3 clusters Score: Raw -810733.903042 + Penalty 900.921136 = -809832.981907 nChanged 104 SP:Iteration 76Q (2218.254894 sec): 3 clusters Score: Raw -810748.946995 + Penalty 900.921136 = -809848.025859 nChanged 99 SP:Iteration 77Q (2218.329384 sec): 3 clusters Score: Raw -810763.157838 + Penalty 900.921136 = -809862.236702 nChanged 81 SP:Iteration 78Q (2218.391882 sec): 3 clusters Score: Raw -810773.239869 + Penalty 900.921136 = -809872.318733 nChanged 87 SP:Iteration 79Q (2218.460927 sec): 3 clusters Score: Raw -810787.334405 + Penalty 900.921136 = -809886.413269 nChanged 86 SP:Iteration 80F (2218.514468 sec): 3 clusters Score: Raw -810803.072976 + Penalty 900.921136 = -809902.151840 nChanged 98 SP:Iteration 81Q (2218.589121 sec): 3 clusters Score: Raw -810818.659112 + Penalty 900.921136 = -809917.737977 nChanged 106 SP:Iteration 82Q (2218.649844 sec): 3 clusters Score: Raw -810834.834939 + Penalty 900.921136 = -809933.913803 nChanged 97 SP:Iteration 83Q (2218.719381 sec): 3 clusters Score: Raw -810853.211137 + Penalty 900.921136 = -809952.290002 nChanged 109 SP:Iteration 84Q (2218.779701 sec): 3 clusters Score: Raw -810879.289340 + Penalty 900.921136 = -809978.368205 nChanged 117 SP:Iteration 85Q (2218.836935 sec): 3 clusters Score: Raw -810909.520198 + Penalty 900.921136 = -810008.599062 nChanged 142 SP:Iteration 86Q (2218.906040 sec): 3 clusters Score: Raw -810947.507430 + Penalty 900.921136 = -810046.586294 nChanged 152 SP:Iteration 87Q (2218.962248 sec): 3 clusters Score: Raw -810997.414770 + Penalty 900.921136 = -810096.493634 nChanged 162 SP:Iteration 88Q (2219.033491 sec): 3 clusters Score: Raw -811046.821780 + Penalty 900.921136 = -810145.900644 nChanged 164 SP:Iteration 89Q (2219.093608 sec): 3 clusters Score: Raw -811095.011363 + Penalty 900.921136 = -810194.090227 nChanged 172 SP:Iteration 90Q (2219.162800 sec): 3 clusters Score: Raw -811153.834602 + Penalty 900.921136 = -810252.913466 nChanged 176 SP:Iteration 91Q (2219.221488 sec): 3 clusters Score: Raw -811212.297217 + Penalty 900.921136 = -810311.376081 nChanged 183 SP:Iteration 92Q (2219.295920 sec): 3 clusters Score: Raw -811261.727586 + Penalty 900.921136 = -810360.806451 nChanged 164 SP:Iteration 93Q (2219.360819 sec): 3 clusters Score: Raw -811303.977342 + Penalty 900.921136 = -810403.056206 nChanged 159 SP:Iteration 94Q (2219.431092 sec): 3 clusters Score: Raw -811341.131108 + Penalty 900.921136 = -810440.209972 nChanged 151 SP:Iteration 95Q (2219.491417 sec): 3 clusters Score: Raw -811372.307750 + Penalty 900.921136 = -810471.386614 nChanged 124 SP:Iteration 96Q (2219.544419 sec): 3 clusters Score: Raw -811393.615270 + Penalty 900.921136 = -810492.694134 nChanged 109 SP:Iteration 97Q (2219.612777 sec): 3 clusters Score: Raw -811411.291325 + Penalty 900.921136 = -810510.370190 nChanged 91 SP:Iteration 98Q (2219.681199 sec): 3 clusters Score: Raw -811423.008990 + Penalty 900.921136 = -810522.087854 nChanged 84 SP:Iteration 99Q (2219.750897 sec): 3 clusters Score: Raw -811433.050001 + Penalty 900.921136 = -810532.128865 nChanged 79 SP:Iteration 100F (2219.807277 sec): 3 clusters Score: Raw -811440.993174 + Penalty 900.921136 = -810540.072039 nChanged 70 SP:Iteration 101Q (2219.879440 sec): 3 clusters Score: Raw -811448.170197 + Penalty 900.921136 = -810547.249062 nChanged 76 SP:Iteration 102Q (2219.933455 sec): 3 clusters Score: Raw -811456.954293 + Penalty 900.921136 = -810556.033158 nChanged 76 SP:Iteration 103Q (2220.009938 sec): 3 clusters Score: Raw -811467.116226 + Penalty 900.921136 = -810566.195090 nChanged 80 SP:Iteration 104Q (2220.074137 sec): 3 clusters Score: Raw -811477.102754 + Penalty 900.921136 = -810576.181618 nChanged 72 SP:Iteration 105Q (2220.137351 sec): 3 clusters Score: Raw -811485.838685 + Penalty 900.921136 = -810584.917550 nChanged 78 SP:Iteration 106Q (2220.191870 sec): 3 clusters Score: Raw -811495.844798 + Penalty 900.921136 = -810594.923662 nChanged 75 SP:Iteration 107Q (2220.263063 sec): 3 clusters Score: Raw -811505.200102 + Penalty 900.921136 = -810604.278967 nChanged 56 SP:Iteration 108Q (2220.334470 sec): 3 clusters Score: Raw -811510.528223 + Penalty 900.921136 = -810609.607088 nChanged 50 SP:Iteration 109Q (2220.390200 sec): 3 clusters Score: Raw -811514.379465 + Penalty 900.921136 = -810613.458329 nChanged 48 SP:Iteration 110Q (2220.457840 sec): 3 clusters Score: Raw -811519.244341 + Penalty 900.921136 = -810618.323206 nChanged 52 SP:Iteration 111Q (2220.521705 sec): 3 clusters Score: Raw -811524.517417 + Penalty 900.921136 = -810623.596281 nChanged 60 SP:Iteration 112Q (2220.597724 sec): 3 clusters Score: Raw -811530.039779 + Penalty 900.921136 = -810629.118643 nChanged 55 SP:Iteration 113Q (2220.653410 sec): 3 clusters Score: Raw -811535.052391 + Penalty 900.921136 = -810634.131255 nChanged 51 SP:Iteration 114Q (2220.715812 sec): 3 clusters Score: Raw -811539.182439 + Penalty 900.921136 = -810638.261303 nChanged 44 SP:Iteration 115Q (2220.790285 sec): 3 clusters Score: Raw -811544.906282 + Penalty 900.921136 = -810643.985147 nChanged 55 SP:Iteration 116Q (2220.848030 sec): 3 clusters Score: Raw -811551.188913 + Penalty 900.921136 = -810650.267778 nChanged 57 SP:Iteration 117Q (2220.911509 sec): 3 clusters Score: Raw -811556.227915 + Penalty 900.921136 = -810655.306779 nChanged 57 SP:Iteration 118Q (2220.990113 sec): 3 clusters Score: Raw -811560.985326 + Penalty 900.921136 = -810660.064191 nChanged 54 SP:Iteration 119Q (2221.054329 sec): 3 clusters Score: Raw -811564.919011 + Penalty 900.921136 = -810663.997875 nChanged 45 SP:Iteration 120F (2221.120581 sec): 3 clusters Score: Raw -811567.340013 + Penalty 900.921136 = -810666.418877 nChanged 33 SP:Iteration 121Q (2221.186090 sec): 3 clusters Score: Raw -811569.067757 + Penalty 900.921136 = -810668.146621 nChanged 25 SP:Iteration 122Q (2221.253465 sec): 3 clusters Score: Raw -811570.335534 + Penalty 900.921136 = -810669.414398 nChanged 24 SP:Iteration 123Q (2221.315477 sec): 3 clusters Score: Raw -811571.161151 + Penalty 900.921136 = -810670.240015 nChanged 15 SP:Iteration 124Q (2221.372284 sec): 3 clusters Score: Raw -811571.699686 + Penalty 900.921136 = -810670.778551 nChanged 13 SP:Iteration 125Q (2221.436619 sec): 3 clusters Score: Raw -811572.195144 + Penalty 900.921136 = -810671.274008 nChanged 18 SP:Iteration 126Q (2221.514433 sec): 3 clusters Score: Raw -811572.920726 + Penalty 900.921136 = -810671.999591 nChanged 15 SP:Iteration 127Q (2221.580503 sec): 3 clusters Score: Raw -811573.532071 + Penalty 900.921136 = -810672.610935 nChanged 18 SP:Iteration 128Q (2221.647858 sec): 3 clusters Score: Raw -811574.131781 + Penalty 900.921136 = -810673.210646 nChanged 9 SP:Iteration 129Q (2221.715615 sec): 3 clusters Score: Raw -811574.455902 + Penalty 900.921136 = -810673.534766 nChanged 12 SP:Iteration 130Q (2221.783629 sec): 3 clusters Score: Raw -811574.914059 + Penalty 900.921136 = -810673.992923 nChanged 11 SP:Iteration 131Q (2221.847989 sec): 3 clusters Score: Raw -811575.400886 + Penalty 900.921136 = -810674.479750 nChanged 17 SP:Iteration 132Q (2221.916517 sec): 3 clusters Score: Raw -811575.871489 + Penalty 900.921136 = -810674.950353 nChanged 11 SP:Iteration 133Q (2221.979305 sec): 3 clusters Score: Raw -811576.139268 + Penalty 900.921136 = -810675.218133 nChanged 8 SP:Iteration 134Q (2222.046972 sec): 3 clusters Score: Raw -811576.260299 + Penalty 900.921136 = -810675.339163 nChanged 7 SP:Iteration 135Q (2222.101125 sec): 3 clusters Score: Raw -811576.391338 + Penalty 900.921136 = -810675.470203 nChanged 10 SP:Iteration 136Q (2222.163296 sec): 3 clusters Score: Raw -811576.621999 + Penalty 900.921136 = -810675.700864 nChanged 3 SP:Iteration 137Q (2222.239237 sec): 3 clusters Score: Raw -811576.666741 + Penalty 900.921136 = -810675.745606 nChanged 4 SP:Iteration 138Q (2222.302171 sec): 3 clusters Score: Raw -811576.777998 + Penalty 900.921136 = -810675.856862 nChanged 3 SP:Iteration 139Q (2222.367992 sec): 3 clusters Score: Raw -811576.796644 + Penalty 900.921136 = -810675.875508 nChanged 0 SP:Iteration 140F (2222.431366 sec): 3 clusters Score: Raw -811576.796644 + Penalty 900.921136 = -810675.875508 nChanged 0 Score: Raw -17327298.566122 + Penalty 16034.791754 = -17311263.774368 Splitting cluster 13 changes total score from -17292186.933547 to -17311263.774368 So it's getting split into cluster 27. Trying to split cluster 14 (9478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2227.083193 sec): 2 clusters Score: Raw -381378.041953 + Penalty 416.631151 = -380961.410801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2227.136358 sec): 3 clusters Score: Raw -375437.443561 + Penalty 833.262303 = -374604.181258 nChanged 4428 SP:Iteration 1F (2227.185223 sec): 3 clusters Score: Raw -378000.931951 + Penalty 833.262303 = -377167.669649 nChanged 655 SP:Iteration 2F (2227.247527 sec): 3 clusters Score: Raw -378424.444613 + Penalty 833.262303 = -377591.182311 nChanged 684 SP:Iteration 3F (2227.301139 sec): 3 clusters Score: Raw -378933.610383 + Penalty 833.262303 = -378100.348081 nChanged 741 SP:Iteration 4F (2227.349682 sec): 3 clusters Score: Raw -379542.886631 + Penalty 833.262303 = -378709.624328 nChanged 643 SP:Iteration 5F (2227.409062 sec): 3 clusters Score: Raw -380092.577844 + Penalty 833.262303 = -379259.315541 nChanged 558 SP:Iteration 6F (2227.459027 sec): 3 clusters Score: Raw -380524.481936 + Penalty 833.262303 = -379691.219633 nChanged 437 SP:Iteration 7Q (2227.508731 sec): 3 clusters Score: Raw -380850.019769 + Penalty 833.262303 = -380016.757466 nChanged 329 SP:Iteration 8Q (2227.563423 sec): 3 clusters Score: Raw -381081.477676 + Penalty 833.262303 = -380248.215373 nChanged 226 SP:Iteration 9Q (2227.621215 sec): 3 clusters Score: Raw -381251.023940 + Penalty 833.262303 = -380417.761637 nChanged 165 SP:Iteration 10Q (2227.670674 sec): 3 clusters Score: Raw -381361.701071 + Penalty 833.262303 = -380528.438768 nChanged 128 SP:Iteration 11Q (2227.728002 sec): 3 clusters Score: Raw -381427.741728 + Penalty 833.262303 = -380594.479425 nChanged 102 SP:Iteration 12Q (2227.785871 sec): 3 clusters Score: Raw -381474.889470 + Penalty 833.262303 = -380641.627168 nChanged 82 SP:Iteration 13Q (2227.829493 sec): 3 clusters Score: Raw -381511.192960 + Penalty 833.262303 = -380677.930657 nChanged 77 SP:Iteration 14Q (2227.885019 sec): 3 clusters Score: Raw -381538.329811 + Penalty 833.262303 = -380705.067508 nChanged 70 SP:Iteration 15Q (2227.945372 sec): 3 clusters Score: Raw -381567.507937 + Penalty 833.262303 = -380734.245634 nChanged 64 SP:Iteration 16Q (2227.998236 sec): 3 clusters Score: Raw -381592.385171 + Penalty 833.262303 = -380759.122868 nChanged 56 SP:Iteration 17Q (2228.053681 sec): 3 clusters Score: Raw -381612.247658 + Penalty 833.262303 = -380778.985355 nChanged 46 SP:Iteration 18Q (2228.098220 sec): 3 clusters Score: Raw -381629.754003 + Penalty 833.262303 = -380796.491700 nChanged 46 SP:Iteration 19Q (2228.157389 sec): 3 clusters Score: Raw -381649.862696 + Penalty 833.262303 = -380816.600394 nChanged 43 SP:Iteration 20F (2228.209422 sec): 3 clusters Score: Raw -381661.505695 + Penalty 833.262303 = -380828.243392 nChanged 24 SP:Iteration 21Q (2228.258027 sec): 3 clusters Score: Raw -381665.427554 + Penalty 833.262303 = -380832.165251 nChanged 15 SP:Iteration 22Q (2228.319419 sec): 3 clusters Score: Raw -381667.421758 + Penalty 833.262303 = -380834.159455 nChanged 14 SP:Iteration 23Q (2228.376680 sec): 3 clusters Score: Raw -381669.495666 + Penalty 833.262303 = -380836.233364 nChanged 18 SP:Iteration 24Q (2228.430534 sec): 3 clusters Score: Raw -381672.326557 + Penalty 833.262303 = -380839.064254 nChanged 20 SP:Iteration 25Q (2228.478715 sec): 3 clusters Score: Raw -381676.232257 + Penalty 833.262303 = -380842.969954 nChanged 21 SP:Iteration 26Q (2228.519463 sec): 3 clusters Score: Raw -381680.376142 + Penalty 833.262303 = -380847.113839 nChanged 17 SP:Iteration 27Q (2228.581517 sec): 3 clusters Score: Raw -381683.669055 + Penalty 833.262303 = -380850.406752 nChanged 22 SP:Iteration 28Q (2228.634178 sec): 3 clusters Score: Raw -381688.280709 + Penalty 833.262303 = -380855.018406 nChanged 28 SP:Iteration 29Q (2228.691851 sec): 3 clusters Score: Raw -381693.911453 + Penalty 833.262303 = -380860.649150 nChanged 21 SP:Iteration 30Q (2228.745544 sec): 3 clusters Score: Raw -381699.390138 + Penalty 833.262303 = -380866.127836 nChanged 18 SP:Iteration 31Q (2228.789097 sec): 3 clusters Score: Raw -381702.805642 + Penalty 833.262303 = -380869.543339 nChanged 10 SP:Iteration 32Q (2228.840129 sec): 3 clusters Score: Raw -381704.080332 + Penalty 833.262303 = -380870.818029 nChanged 7 SP:Iteration 33Q (2228.905685 sec): 3 clusters Score: Raw -381705.266188 + Penalty 833.262303 = -380872.003885 nChanged 5 SP:Iteration 34Q (2228.945421 sec): 3 clusters Score: Raw -381705.855964 + Penalty 833.262303 = -380872.593661 nChanged 4 SP:Iteration 35Q (2228.997965 sec): 3 clusters Score: Raw -381706.316003 + Penalty 833.262303 = -380873.053701 nChanged 1 SP:Iteration 36Q (2229.063453 sec): 3 clusters Score: Raw -381706.363501 + Penalty 833.262303 = -380873.101198 nChanged 1 SP:Iteration 37Q (2229.108858 sec): 3 clusters Score: Raw -381706.391902 + Penalty 833.262303 = -380873.129599 nChanged 0 SP:Iteration 38F (2229.168845 sec): 3 clusters Score: Raw -381706.391902 + Penalty 833.262303 = -380873.129599 nChanged 0 Trying to split cluster 15 (102171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2229.281728 sec): 2 clusters Score: Raw -4143464.445036 + Penalty 524.815344 = -4142939.629692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2229.424868 sec): 3 clusters Score: Raw -4074789.312932 + Penalty 1049.630687 = -4073739.682244 nChanged 50102 SP:Iteration 1F (2229.559027 sec): 3 clusters Score: Raw -4106119.089002 + Penalty 1049.630687 = -4105069.458314 nChanged 4036 SP:Iteration 2Q (2229.699300 sec): 3 clusters Score: Raw -4107415.619037 + Penalty 1049.630687 = -4106365.988349 nChanged 4536 SP:Iteration 3Q (2229.860766 sec): 3 clusters Score: Raw -4109254.333226 + Penalty 1049.630687 = -4108204.702539 nChanged 5188 SP:Iteration 4F (2229.999097 sec): 3 clusters Score: Raw -4111896.807451 + Penalty 1049.630687 = -4110847.176764 nChanged 5875 SP:Iteration 5F (2230.136488 sec): 3 clusters Score: Raw -4115793.027006 + Penalty 1049.630687 = -4114743.396318 nChanged 6692 SP:Iteration 6F (2230.277406 sec): 3 clusters Score: Raw -4120967.694850 + Penalty 1049.630687 = -4119918.064162 nChanged 6352 SP:Iteration 7F (2230.409325 sec): 3 clusters Score: Raw -4125573.461712 + Penalty 1049.630687 = -4124523.831025 nChanged 4820 SP:Iteration 8Q (2230.552618 sec): 3 clusters Score: Raw -4128049.791116 + Penalty 1049.630687 = -4127000.160429 nChanged 3110 SP:Iteration 9Q (2230.709893 sec): 3 clusters Score: Raw -4129172.206458 + Penalty 1049.630687 = -4128122.575770 nChanged 2151 SP:Iteration 10Q (2230.855331 sec): 3 clusters Score: Raw -4129864.933109 + Penalty 1049.630687 = -4128815.302422 nChanged 1848 SP:Iteration 11Q (2230.995780 sec): 3 clusters Score: Raw -4130472.148985 + Penalty 1049.630687 = -4129422.518298 nChanged 1847 SP:Iteration 12Q (2231.138951 sec): 3 clusters Score: Raw -4131079.046299 + Penalty 1049.630687 = -4130029.415612 nChanged 1866 SP:Iteration 13Q (2231.290230 sec): 3 clusters Score: Raw -4131689.419940 + Penalty 1049.630687 = -4130639.789253 nChanged 1805 SP:Iteration 14Q (2231.442107 sec): 3 clusters Score: Raw -4132292.532634 + Penalty 1049.630687 = -4131242.901947 nChanged 1853 SP:Iteration 15Q (2231.588843 sec): 3 clusters Score: Raw -4132941.597553 + Penalty 1049.630687 = -4131891.966865 nChanged 1935 SP:Iteration 16Q (2231.725463 sec): 3 clusters Score: Raw -4133657.957091 + Penalty 1049.630687 = -4132608.326404 nChanged 1932 SP:Iteration 17Q (2231.877384 sec): 3 clusters Score: Raw -4134401.036147 + Penalty 1049.630687 = -4133351.405460 nChanged 1964 SP:Iteration 18Q (2232.022373 sec): 3 clusters Score: Raw -4135217.882652 + Penalty 1049.630687 = -4134168.251964 nChanged 1983 SP:Iteration 19Q (2232.157670 sec): 3 clusters Score: Raw -4136076.822586 + Penalty 1049.630687 = -4135027.191898 nChanged 1853 SP:Iteration 20F (2232.294558 sec): 3 clusters Score: Raw -4136903.953053 + Penalty 1049.630687 = -4135854.322366 nChanged 1777 SP:Iteration 21Q (2232.439042 sec): 3 clusters Score: Raw -4137717.655910 + Penalty 1049.630687 = -4136668.025222 nChanged 1668 SP:Iteration 22Q (2232.573046 sec): 3 clusters Score: Raw -4138494.069087 + Penalty 1049.630687 = -4137444.438400 nChanged 1554 SP:Iteration 23Q (2232.704574 sec): 3 clusters Score: Raw -4139250.963450 + Penalty 1049.630687 = -4138201.332762 nChanged 1408 SP:Iteration 24Q (2232.836071 sec): 3 clusters Score: Raw -4139949.317696 + Penalty 1049.630687 = -4138899.687008 nChanged 1251 SP:Iteration 25Q (2232.962844 sec): 3 clusters Score: Raw -4140559.148739 + Penalty 1049.630687 = -4139509.518051 nChanged 1151 SP:Iteration 26Q (2233.100726 sec): 3 clusters Score: Raw -4141127.427700 + Penalty 1049.630687 = -4140077.797013 nChanged 1009 SP:Iteration 27Q (2233.246531 sec): 3 clusters Score: Raw -4141630.576606 + Penalty 1049.630687 = -4140580.945918 nChanged 840 SP:Iteration 28Q (2233.383941 sec): 3 clusters Score: Raw -4142037.522988 + Penalty 1049.630687 = -4140987.892300 nChanged 678 SP:Iteration 29Q (2233.522158 sec): 3 clusters Score: Raw -4142368.164102 + Penalty 1049.630687 = -4141318.533415 nChanged 592 SP:Iteration 30Q (2233.662292 sec): 3 clusters Score: Raw -4142651.207358 + Penalty 1049.630687 = -4141601.576671 nChanged 459 SP:Iteration 31Q (2233.789733 sec): 3 clusters Score: Raw -4142850.971298 + Penalty 1049.630687 = -4141801.340610 nChanged 378 SP:Iteration 32Q (2233.926817 sec): 3 clusters Score: Raw -4143007.483703 + Penalty 1049.630687 = -4141957.853016 nChanged 303 SP:Iteration 33Q (2234.050191 sec): 3 clusters Score: Raw -4143129.284390 + Penalty 1049.630687 = -4142079.653703 nChanged 248 SP:Iteration 34Q (2234.188492 sec): 3 clusters Score: Raw -4143221.100426 + Penalty 1049.630687 = -4142171.469738 nChanged 249 SP:Iteration 35Q (2234.296861 sec): 3 clusters Score: Raw -4143316.644850 + Penalty 1049.630687 = -4142267.014163 nChanged 197 SP:Iteration 36Q (2234.423604 sec): 3 clusters Score: Raw -4143383.519014 + Penalty 1049.630687 = -4142333.888326 nChanged 160 SP:Iteration 37Q (2234.548182 sec): 3 clusters Score: Raw -4143437.378905 + Penalty 1049.630687 = -4142387.748217 nChanged 127 SP:Iteration 38Q (2234.670865 sec): 3 clusters Score: Raw -4143472.678956 + Penalty 1049.630687 = -4142423.048269 nChanged 106 SP:Iteration 39Q (2234.809579 sec): 3 clusters Score: Raw -4143502.905592 + Penalty 1049.630687 = -4142453.274905 nChanged 93 SP:Iteration 40F (2234.940936 sec): 3 clusters Score: Raw -4143531.853278 + Penalty 1049.630687 = -4142482.222590 nChanged 84 SP:Iteration 41Q (2235.072608 sec): 3 clusters Score: Raw -4143557.591568 + Penalty 1049.630687 = -4142507.960880 nChanged 76 SP:Iteration 42Q (2235.205217 sec): 3 clusters Score: Raw -4143579.314932 + Penalty 1049.630687 = -4142529.684244 nChanged 69 SP:Iteration 43Q (2235.331042 sec): 3 clusters Score: Raw -4143595.475885 + Penalty 1049.630687 = -4142545.845197 nChanged 51 SP:Iteration 44Q (2235.445780 sec): 3 clusters Score: Raw -4143607.449431 + Penalty 1049.630687 = -4142557.818744 nChanged 43 SP:Iteration 45Q (2235.572205 sec): 3 clusters Score: Raw -4143616.534949 + Penalty 1049.630687 = -4142566.904261 nChanged 34 SP:Iteration 46Q (2235.712879 sec): 3 clusters Score: Raw -4143624.051380 + Penalty 1049.630687 = -4142574.420693 nChanged 28 SP:Iteration 47Q (2235.839230 sec): 3 clusters Score: Raw -4143629.712839 + Penalty 1049.630687 = -4142580.082151 nChanged 28 SP:Iteration 48Q (2235.972725 sec): 3 clusters Score: Raw -4143636.146210 + Penalty 1049.630687 = -4142586.515523 nChanged 28 SP:Iteration 49Q (2236.099222 sec): 3 clusters Score: Raw -4143643.827962 + Penalty 1049.630687 = -4142594.197274 nChanged 24 SP:Iteration 50Q (2236.227857 sec): 3 clusters Score: Raw -4143650.155470 + Penalty 1049.630687 = -4142600.524783 nChanged 24 SP:Iteration 51Q (2236.360905 sec): 3 clusters Score: Raw -4143656.106998 + Penalty 1049.630687 = -4142606.476310 nChanged 19 SP:Iteration 52Q (2236.482085 sec): 3 clusters Score: Raw -4143660.454300 + Penalty 1049.630687 = -4142610.823612 nChanged 12 SP:Iteration 53Q (2236.616947 sec): 3 clusters Score: Raw -4143662.854490 + Penalty 1049.630687 = -4142613.223803 nChanged 8 SP:Iteration 54Q (2236.739057 sec): 3 clusters Score: Raw -4143663.965795 + Penalty 1049.630687 = -4142614.335107 nChanged 12 SP:Iteration 55Q (2236.864220 sec): 3 clusters Score: Raw -4143666.347687 + Penalty 1049.630687 = -4142616.716999 nChanged 10 SP:Iteration 56Q (2236.983183 sec): 3 clusters Score: Raw -4143668.727972 + Penalty 1049.630687 = -4142619.097285 nChanged 11 SP:Iteration 57Q (2237.091396 sec): 3 clusters Score: Raw -4143671.150863 + Penalty 1049.630687 = -4142621.520175 nChanged 17 SP:Iteration 58Q (2237.198633 sec): 3 clusters Score: Raw -4143674.290839 + Penalty 1049.630687 = -4142624.660152 nChanged 7 SP:Iteration 59Q (2237.331045 sec): 3 clusters Score: Raw -4143675.150329 + Penalty 1049.630687 = -4142625.519641 nChanged 6 SP:Iteration 60F (2237.457468 sec): 3 clusters Score: Raw -4143676.115978 + Penalty 1049.630687 = -4142626.485290 nChanged 8 SP:Iteration 61Q (2237.587601 sec): 3 clusters Score: Raw -4143677.262227 + Penalty 1049.630687 = -4142627.631540 nChanged 5 SP:Iteration 62Q (2237.711108 sec): 3 clusters Score: Raw -4143678.054988 + Penalty 1049.630687 = -4142628.424301 nChanged 8 SP:Iteration 63Q (2237.827488 sec): 3 clusters Score: Raw -4143679.515453 + Penalty 1049.630687 = -4142629.884765 nChanged 4 SP:Iteration 64Q (2237.945407 sec): 3 clusters Score: Raw -4143680.207030 + Penalty 1049.630687 = -4142630.576343 nChanged 5 SP:Iteration 65Q (2238.065776 sec): 3 clusters Score: Raw -4143681.106345 + Penalty 1049.630687 = -4142631.475657 nChanged 7 SP:Iteration 66Q (2238.187266 sec): 3 clusters Score: Raw -4143682.234630 + Penalty 1049.630687 = -4142632.603942 nChanged 8 SP:Iteration 67Q (2238.317610 sec): 3 clusters Score: Raw -4143683.845940 + Penalty 1049.630687 = -4142634.215252 nChanged 3 SP:Iteration 68Q (2238.448274 sec): 3 clusters Score: Raw -4143684.330606 + Penalty 1049.630687 = -4142634.699918 nChanged 3 SP:Iteration 69Q (2238.576234 sec): 3 clusters Score: Raw -4143684.839167 + Penalty 1049.630687 = -4142635.208480 nChanged 9 SP:Iteration 70Q (2238.700752 sec): 3 clusters Score: Raw -4143686.650627 + Penalty 1049.630687 = -4142637.019939 nChanged 8 SP:Iteration 71Q (2238.824545 sec): 3 clusters Score: Raw -4143687.440616 + Penalty 1049.630687 = -4142637.809928 nChanged 6 SP:Iteration 72Q (2238.948946 sec): 3 clusters Score: Raw -4143688.419871 + Penalty 1049.630687 = -4142638.789183 nChanged 5 SP:Iteration 73Q (2239.063248 sec): 3 clusters Score: Raw -4143689.288879 + Penalty 1049.630687 = -4142639.658191 nChanged 7 SP:Iteration 74Q (2239.196149 sec): 3 clusters Score: Raw -4143690.242028 + Penalty 1049.630687 = -4142640.611341 nChanged 3 SP:Iteration 75Q (2239.320471 sec): 3 clusters Score: Raw -4143690.652438 + Penalty 1049.630687 = -4142641.021751 nChanged 3 SP:Iteration 76Q (2239.454499 sec): 3 clusters Score: Raw -4143691.115365 + Penalty 1049.630687 = -4142641.484677 nChanged 3 SP:Iteration 77Q (2239.585721 sec): 3 clusters Score: Raw -4143691.405775 + Penalty 1049.630687 = -4142641.775087 nChanged 2 SP:Iteration 78Q (2239.716589 sec): 3 clusters Score: Raw -4143691.671544 + Penalty 1049.630687 = -4142642.040856 nChanged 0 SP:Iteration 79F (2239.854588 sec): 3 clusters Score: Raw -4143691.671544 + Penalty 1049.630687 = -4142642.040856 nChanged 0 Trying to split cluster 16 (2465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2239.888964 sec): 2 clusters Score: Raw -70189.792072 + Penalty 355.352592 = -69834.439480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2239.933235 sec): 3 clusters Score: Raw -68900.676016 + Penalty 710.705185 = -68189.970831 nChanged 1085 SP:Iteration 1F (2239.984514 sec): 3 clusters Score: Raw -70118.479598 + Penalty 710.705185 = -69407.774413 nChanged 304 SP:Iteration 2F (2240.022903 sec): 3 clusters Score: Raw -70455.766067 + Penalty 710.705185 = -69745.060882 nChanged 212 SP:Iteration 3F (2240.067326 sec): 3 clusters Score: Raw -70749.932802 + Penalty 710.705185 = -70039.227618 nChanged 149 SP:Iteration 4F (2240.111220 sec): 3 clusters Score: Raw -70937.411548 + Penalty 710.705185 = -70226.706364 nChanged 109 SP:Iteration 5Q (2240.164001 sec): 3 clusters Score: Raw -71089.512340 + Penalty 710.705185 = -70378.807155 nChanged 108 SP:Iteration 6Q (2240.204693 sec): 3 clusters Score: Raw -71254.290121 + Penalty 710.705185 = -70543.584936 nChanged 108 SP:Iteration 7Q (2240.252482 sec): 3 clusters Score: Raw -71391.824032 + Penalty 710.705185 = -70681.118847 nChanged 80 SP:Iteration 8Q (2240.291980 sec): 3 clusters Score: Raw -71452.704960 + Penalty 710.705185 = -70741.999776 nChanged 65 SP:Iteration 9Q (2240.347789 sec): 3 clusters Score: Raw -71505.297745 + Penalty 710.705185 = -70794.592560 nChanged 48 SP:Iteration 10Q (2240.386750 sec): 3 clusters Score: Raw -71531.210345 + Penalty 710.705185 = -70820.505160 nChanged 34 SP:Iteration 11Q (2240.426621 sec): 3 clusters Score: Raw -71544.476771 + Penalty 710.705185 = -70833.771586 nChanged 25 SP:Iteration 12Q (2240.469792 sec): 3 clusters Score: Raw -71552.187922 + Penalty 710.705185 = -70841.482738 nChanged 26 SP:Iteration 13Q (2240.519716 sec): 3 clusters Score: Raw -71560.255032 + Penalty 710.705185 = -70849.549847 nChanged 23 SP:Iteration 14Q (2240.572767 sec): 3 clusters Score: Raw -71564.997250 + Penalty 710.705185 = -70854.292065 nChanged 14 SP:Iteration 15Q (2240.618834 sec): 3 clusters Score: Raw -71567.547943 + Penalty 710.705185 = -70856.842758 nChanged 9 SP:Iteration 16Q (2240.660266 sec): 3 clusters Score: Raw -71569.326420 + Penalty 710.705185 = -70858.621236 nChanged 5 SP:Iteration 17Q (2240.701447 sec): 3 clusters Score: Raw -71570.056134 + Penalty 710.705185 = -70859.350949 nChanged 3 SP:Iteration 18Q (2240.754795 sec): 3 clusters Score: Raw -71570.816084 + Penalty 710.705185 = -70860.110899 nChanged 6 SP:Iteration 19Q (2240.805330 sec): 3 clusters Score: Raw -71574.203187 + Penalty 710.705185 = -70863.498002 nChanged 10 SP:Iteration 20F (2240.843192 sec): 3 clusters Score: Raw -71576.846177 + Penalty 710.705185 = -70866.140992 nChanged 6 SP:Iteration 21Q (2240.899413 sec): 3 clusters Score: Raw -71578.513355 + Penalty 710.705185 = -70867.808170 nChanged 7 SP:Iteration 22Q (2240.938577 sec): 3 clusters Score: Raw -71580.479508 + Penalty 710.705185 = -70869.774323 nChanged 11 SP:Iteration 23Q (2240.993968 sec): 3 clusters Score: Raw -71583.902763 + Penalty 710.705185 = -70873.197578 nChanged 12 SP:Iteration 24Q (2241.040013 sec): 3 clusters Score: Raw -71588.887463 + Penalty 710.705185 = -70878.182278 nChanged 11 SP:Iteration 25Q (2241.088738 sec): 3 clusters Score: Raw -71593.592604 + Penalty 710.705185 = -70882.887419 nChanged 16 SP:Iteration 26Q (2241.126750 sec): 3 clusters Score: Raw -71601.571105 + Penalty 710.705185 = -70890.865920 nChanged 17 SP:Iteration 27Q (2241.171160 sec): 3 clusters Score: Raw -71610.332350 + Penalty 710.705185 = -70899.627166 nChanged 20 SP:Iteration 28Q (2241.221179 sec): 3 clusters Score: Raw -71619.937930 + Penalty 710.705185 = -70909.232745 nChanged 21 SP:Iteration 29Q (2241.268249 sec): 3 clusters Score: Raw -71628.374241 + Penalty 710.705185 = -70917.669057 nChanged 14 SP:Iteration 30Q (2241.312089 sec): 3 clusters Score: Raw -71633.613085 + Penalty 710.705185 = -70922.907900 nChanged 6 SP:Iteration 31Q (2241.363238 sec): 3 clusters Score: Raw -71634.842711 + Penalty 710.705185 = -70924.137526 nChanged 3 SP:Iteration 32Q (2241.411124 sec): 3 clusters Score: Raw -71635.055205 + Penalty 710.705185 = -70924.350020 nChanged 0 SP:Iteration 33F (2241.455081 sec): 3 clusters Score: Raw -71635.055205 + Penalty 710.705185 = -70924.350020 nChanged 0 Score: Raw -17328743.829255 + Penalty 16628.672930 = -17312115.156325 Splitting cluster 16 changes total score from -17292186.933547 to -17312115.156325 So it's getting split into cluster 28. Trying to split cluster 17 (4982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2246.099183 sec): 2 clusters Score: Raw -174210.114824 + Penalty 387.368195 = -173822.746629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2246.143535 sec): 3 clusters Score: Raw -171266.769185 + Penalty 774.736389 = -170492.032796 nChanged 2257 SP:Iteration 1F (2246.193842 sec): 3 clusters Score: Raw -172938.203309 + Penalty 774.736389 = -172163.466920 nChanged 510 SP:Iteration 2F (2246.229331 sec): 3 clusters Score: Raw -173495.277142 + Penalty 774.736389 = -172720.540753 nChanged 537 SP:Iteration 3F (2246.286559 sec): 3 clusters Score: Raw -174429.367848 + Penalty 774.736389 = -173654.631458 nChanged 585 SP:Iteration 4F (2246.331404 sec): 3 clusters Score: Raw -175927.867981 + Penalty 774.736389 = -175153.131592 nChanged 448 SP:Iteration 5F (2246.383850 sec): 3 clusters Score: Raw -176749.838373 + Penalty 774.736389 = -175975.101984 nChanged 186 SP:Iteration 6Q (2246.429389 sec): 3 clusters Score: Raw -176882.536653 + Penalty 774.736389 = -176107.800264 nChanged 64 SP:Iteration 7Q (2246.485773 sec): 3 clusters Score: Raw -176899.622163 + Penalty 774.736389 = -176124.885774 nChanged 25 SP:Iteration 8Q (2246.533846 sec): 3 clusters Score: Raw -176902.675013 + Penalty 774.736389 = -176127.938623 nChanged 7 SP:Iteration 9Q (2246.578844 sec): 3 clusters Score: Raw -176903.361330 + Penalty 774.736389 = -176128.624941 nChanged 2 SP:Iteration 10Q (2246.634098 sec): 3 clusters Score: Raw -176903.425871 + Penalty 774.736389 = -176128.689482 nChanged 1 SP:Iteration 11Q (2246.679509 sec): 3 clusters Score: Raw -176903.536897 + Penalty 774.736389 = -176128.800508 nChanged 3 SP:Iteration 12Q (2246.727248 sec): 3 clusters Score: Raw -176903.726630 + Penalty 774.736389 = -176128.990240 nChanged 0 SP:Iteration 13F (2246.775259 sec): 3 clusters Score: Raw -176903.726630 + Penalty 774.736389 = -176128.990240 nChanged 0 Score: Raw -17331437.441061 + Penalty 17222.554106 = -17314214.886955 Splitting cluster 17 changes total score from -17292186.933547 to -17314214.886955 So it's getting split into cluster 29. Trying to split cluster 19 (10449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2251.691079 sec): 2 clusters Score: Raw -427746.943832 + Penalty 421.068901 = -427325.874931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2251.742054 sec): 3 clusters Score: Raw -421215.841014 + Penalty 842.137802 = -420373.703212 nChanged 4937 SP:Iteration 1F (2251.797114 sec): 3 clusters Score: Raw -426230.895115 + Penalty 842.137802 = -425388.757313 nChanged 1318 SP:Iteration 2F (2251.843543 sec): 3 clusters Score: Raw -428512.357088 + Penalty 842.137802 = -427670.219286 nChanged 1142 SP:Iteration 3F (2251.905902 sec): 3 clusters Score: Raw -429683.980898 + Penalty 842.137802 = -428841.843096 nChanged 629 SP:Iteration 4F (2251.950726 sec): 3 clusters Score: Raw -430251.303232 + Penalty 842.137802 = -429409.165430 nChanged 380 SP:Iteration 5Q (2252.003643 sec): 3 clusters Score: Raw -430658.193075 + Penalty 842.137802 = -429816.055273 nChanged 285 SP:Iteration 6Q (2252.063226 sec): 3 clusters Score: Raw -431031.785267 + Penalty 842.137802 = -430189.647465 nChanged 213 SP:Iteration 7Q (2252.125088 sec): 3 clusters Score: Raw -431436.241161 + Penalty 842.137802 = -430594.103359 nChanged 164 SP:Iteration 8Q (2252.174284 sec): 3 clusters Score: Raw -432038.445627 + Penalty 842.137802 = -431196.307825 nChanged 103 SP:Iteration 9Q (2252.225530 sec): 3 clusters Score: Raw -432654.668223 + Penalty 842.137802 = -431812.530422 nChanged 34 SP:Iteration 10Q (2252.288445 sec): 3 clusters Score: Raw -432719.854128 + Penalty 842.137802 = -431877.716326 nChanged 8 SP:Iteration 11Q (2252.343599 sec): 3 clusters Score: Raw -432722.033491 + Penalty 842.137802 = -431879.895689 nChanged 1 SP:Iteration 12Q (2252.397419 sec): 3 clusters Score: Raw -432722.150416 + Penalty 842.137802 = -431880.012614 nChanged 0 SP:Iteration 13F (2252.448010 sec): 3 clusters Score: Raw -432722.150416 + Penalty 842.137802 = -431880.012614 nChanged 0 Score: Raw -17336412.647645 + Penalty 17816.435282 = -17318596.212364 Splitting cluster 19 changes total score from -17292186.933547 to -17318596.212364 So it's getting split into cluster 30. Trying to split cluster 20 (27607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2257.512140 sec): 2 clusters Score: Raw -930177.315120 + Penalty 465.275021 = -929712.040098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2257.585161 sec): 3 clusters Score: Raw -912227.661218 + Penalty 930.550042 = -911297.111176 nChanged 13162 SP:Iteration 1F (2257.654837 sec): 3 clusters Score: Raw -921454.762903 + Penalty 930.550042 = -920524.212860 nChanged 1982 SP:Iteration 2F (2257.725991 sec): 3 clusters Score: Raw -922743.498183 + Penalty 930.550042 = -921812.948140 nChanged 1923 SP:Iteration 3F (2257.790082 sec): 3 clusters Score: Raw -924079.517421 + Penalty 930.550042 = -923148.967378 nChanged 1781 SP:Iteration 4F (2257.854072 sec): 3 clusters Score: Raw -925446.174505 + Penalty 930.550042 = -924515.624463 nChanged 1585 SP:Iteration 5F (2257.924587 sec): 3 clusters Score: Raw -926732.645558 + Penalty 930.550042 = -925802.095516 nChanged 1313 SP:Iteration 6Q (2258.005344 sec): 3 clusters Score: Raw -927796.681435 + Penalty 930.550042 = -926866.131392 nChanged 1059 SP:Iteration 7Q (2258.070748 sec): 3 clusters Score: Raw -928433.897639 + Penalty 930.550042 = -927503.347596 nChanged 754 SP:Iteration 8Q (2258.157212 sec): 3 clusters Score: Raw -928766.384954 + Penalty 930.550042 = -927835.834912 nChanged 487 SP:Iteration 9Q (2258.227137 sec): 3 clusters Score: Raw -928962.032935 + Penalty 930.550042 = -928031.482893 nChanged 341 SP:Iteration 10Q (2258.296684 sec): 3 clusters Score: Raw -929080.672214 + Penalty 930.550042 = -928150.122171 nChanged 312 SP:Iteration 11Q (2258.364499 sec): 3 clusters Score: Raw -929188.045905 + Penalty 930.550042 = -928257.495863 nChanged 291 SP:Iteration 12Q (2258.444241 sec): 3 clusters Score: Raw -929277.941041 + Penalty 930.550042 = -928347.390999 nChanged 278 SP:Iteration 13Q (2258.518475 sec): 3 clusters Score: Raw -929360.881502 + Penalty 930.550042 = -928430.331459 nChanged 276 SP:Iteration 14Q (2258.588471 sec): 3 clusters Score: Raw -929454.568255 + Penalty 930.550042 = -928524.018212 nChanged 318 SP:Iteration 15Q (2258.654873 sec): 3 clusters Score: Raw -929551.225155 + Penalty 930.550042 = -928620.675113 nChanged 319 SP:Iteration 16Q (2258.740364 sec): 3 clusters Score: Raw -929645.604165 + Penalty 930.550042 = -928715.054123 nChanged 303 SP:Iteration 17Q (2258.811176 sec): 3 clusters Score: Raw -929751.281430 + Penalty 930.550042 = -928820.731388 nChanged 347 SP:Iteration 18Q (2258.882808 sec): 3 clusters Score: Raw -929906.455580 + Penalty 930.550042 = -928975.905537 nChanged 375 SP:Iteration 19Q (2258.953335 sec): 3 clusters Score: Raw -930088.443026 + Penalty 930.550042 = -929157.892984 nChanged 418 SP:Iteration 20F (2259.029293 sec): 3 clusters Score: Raw -930312.266284 + Penalty 930.550042 = -929381.716241 nChanged 427 SP:Iteration 21Q (2259.106153 sec): 3 clusters Score: Raw -930561.478190 + Penalty 930.550042 = -929630.928147 nChanged 491 SP:Iteration 22Q (2259.163700 sec): 3 clusters Score: Raw -930824.586753 + Penalty 930.550042 = -929894.036711 nChanged 537 SP:Iteration 23Q (2259.244807 sec): 3 clusters Score: Raw -931135.355087 + Penalty 930.550042 = -930204.805044 nChanged 578 SP:Iteration 24Q (2259.317401 sec): 3 clusters Score: Raw -931473.264239 + Penalty 930.550042 = -930542.714196 nChanged 534 SP:Iteration 25Q (2259.379444 sec): 3 clusters Score: Raw -931812.638768 + Penalty 930.550042 = -930882.088726 nChanged 553 SP:Iteration 26Q (2259.451961 sec): 3 clusters Score: Raw -932256.096615 + Penalty 930.550042 = -931325.546572 nChanged 553 SP:Iteration 27Q (2259.531163 sec): 3 clusters Score: Raw -932929.229921 + Penalty 930.550042 = -931998.679878 nChanged 504 SP:Iteration 28Q (2259.599598 sec): 3 clusters Score: Raw -934046.739781 + Penalty 930.550042 = -933116.189739 nChanged 325 SP:Iteration 29Q (2259.683533 sec): 3 clusters Score: Raw -935011.330815 + Penalty 930.550042 = -934080.780772 nChanged 86 SP:Iteration 30Q (2259.739943 sec): 3 clusters Score: Raw -935072.817631 + Penalty 930.550042 = -934142.267589 nChanged 23 SP:Iteration 31Q (2259.814452 sec): 3 clusters Score: Raw -935074.030834 + Penalty 930.550042 = -934143.480792 nChanged 2 SP:Iteration 32Q (2259.875042 sec): 3 clusters Score: Raw -935074.093483 + Penalty 930.550042 = -934143.543441 nChanged 1 SP:Iteration 33Q (2259.939728 sec): 3 clusters Score: Raw -935074.105520 + Penalty 930.550042 = -934143.555478 nChanged 0 SP:Iteration 34F (2260.016021 sec): 3 clusters Score: Raw -935081.827098 + Penalty 930.550042 = -934151.277056 nChanged 6 SP:Iteration 35Q (2260.091427 sec): 3 clusters Score: Raw -935082.692246 + Penalty 930.550042 = -934152.142204 nChanged 1 SP:Iteration 36Q (2260.156292 sec): 3 clusters Score: Raw -935082.782448 + Penalty 930.550042 = -934152.232405 nChanged 1 SP:Iteration 37Q (2260.229825 sec): 3 clusters Score: Raw -935082.995075 + Penalty 930.550042 = -934152.445032 nChanged 3 SP:Iteration 38Q (2260.308922 sec): 3 clusters Score: Raw -935083.273082 + Penalty 930.550042 = -934152.723039 nChanged 0 SP:Iteration 39F (2260.372583 sec): 3 clusters Score: Raw -935083.273082 + Penalty 930.550042 = -934152.723039 nChanged 0 Score: Raw -17341318.605608 + Penalty 18410.316458 = -17322908.289150 Splitting cluster 20 changes total score from -17292186.933547 to -17322908.289150 So it's getting split into cluster 31. Iteration 20F (2270.873834 sec): 32 clusters Score: Raw -17351076.584413 + Penalty 18410.316458 = -17332666.267955 nChanged 15999 Iteration 21Q (2274.432740 sec): 32 clusters Score: Raw -17357402.893401 + Penalty 18410.316458 = -17338992.576943 nChanged 8545 Iteration 22Q (2277.886248 sec): 32 clusters Score: Raw -17360581.786138 + Penalty 18410.316458 = -17342171.469680 nChanged 6630 Iteration 23Q (2281.112486 sec): 32 clusters Score: Raw -17362745.962926 + Penalty 18410.316458 = -17344335.646468 nChanged 5495 Iteration 24Q (2284.386601 sec): 32 clusters Score: Raw -17364412.342909 + Penalty 18410.316458 = -17346002.026451 nChanged 4822 Iteration 25Q (2287.745716 sec): 32 clusters Score: Raw -17365816.069685 + Penalty 18410.316458 = -17347405.753227 nChanged 4289 Iteration 26Q (2290.919209 sec): 32 clusters Score: Raw -17367030.077535 + Penalty 18410.316458 = -17348619.761077 nChanged 3925 Iteration 27Q (2294.141478 sec): 32 clusters Score: Raw -17368030.429594 + Penalty 18410.316458 = -17349620.113136 nChanged 3434 Iteration 28Q (2297.270538 sec): 32 clusters Score: Raw -17368823.445106 + Penalty 18410.316458 = -17350413.128648 nChanged 3044 Iteration 29Q (2300.322198 sec): 32 clusters Score: Raw -17369478.340015 + Penalty 18410.316458 = -17351068.023557 nChanged 2743 Iteration 30Q (2303.659575 sec): 32 clusters Score: Raw -17370018.072488 + Penalty 18410.316458 = -17351607.756030 nChanged 2480 Iteration 31Q (2306.993332 sec): 32 clusters Score: Raw -17370491.550018 + Penalty 18410.316458 = -17352081.233560 nChanged 2235 Iteration 32Q (2310.396977 sec): 32 clusters Score: Raw -17370896.221320 + Penalty 18410.316458 = -17352485.904862 nChanged 2034 Iteration 33Q (2313.445168 sec): 32 clusters Score: Raw -17371223.947717 + Penalty 18410.316458 = -17352813.631259 nChanged 1748 Iteration 34Q (2316.822728 sec): 32 clusters Score: Raw -17371481.480164 + Penalty 18410.316458 = -17353071.163706 nChanged 1580 Iteration 35Q (2320.001314 sec): 32 clusters Score: Raw -17371693.778746 + Penalty 18410.316458 = -17353283.462288 nChanged 1439 Iteration 36Q (2323.325458 sec): 32 clusters Score: Raw -17371887.027208 + Penalty 18410.316458 = -17353476.710750 nChanged 1360 Iteration 37Q (2326.591806 sec): 32 clusters Score: Raw -17372052.975976 + Penalty 18410.316458 = -17353642.659518 nChanged 1186 Iteration 38Q (2329.632396 sec): 32 clusters Score: Raw -17372197.814110 + Penalty 18410.316458 = -17353787.497652 nChanged 1134 Iteration 39Q (2332.706806 sec): 32 clusters Score: Raw -17372336.982710 + Penalty 18410.316458 = -17353926.666252 nChanged 989 Iteration 40F (2338.052675 sec): 32 clusters Score: Raw -17372717.748840 + Penalty 18410.316458 = -17354307.432382 nChanged 1353 Iteration 41Q (2341.192889 sec): 32 clusters Score: Raw -17373046.516912 + Penalty 18410.316458 = -17354636.200454 nChanged 1378 Iteration 42Q (2344.547152 sec): 32 clusters Score: Raw -17373331.295727 + Penalty 18410.316458 = -17354920.979269 nChanged 1372 Iteration 43Q (2347.894818 sec): 32 clusters Score: Raw -17373593.749862 + Penalty 18410.316458 = -17355183.433404 nChanged 1324 Iteration 44Q (2350.838143 sec): 32 clusters Score: Raw -17373820.928292 + Penalty 18410.316458 = -17355410.611834 nChanged 1244 Iteration 45Q (2353.668469 sec): 32 clusters Score: Raw -17374047.366517 + Penalty 18410.316458 = -17355637.050059 nChanged 1263 Iteration 46Q (2356.759357 sec): 32 clusters Score: Raw -17374269.188930 + Penalty 18410.316458 = -17355858.872472 nChanged 1231 Iteration 47Q (2360.223462 sec): 32 clusters Score: Raw -17374470.173697 + Penalty 18410.316458 = -17356059.857239 nChanged 1132 Iteration 48Q (2363.149331 sec): 32 clusters Score: Raw -17374652.356769 + Penalty 18410.316458 = -17356242.040311 nChanged 1106 Iteration 49Q (2366.636243 sec): 32 clusters Score: Raw -17374821.000030 + Penalty 18410.316458 = -17356410.683572 nChanged 1080 Iteration 50Q (2369.812627 sec): 32 clusters Score: Raw -17374972.555251 + Penalty 18410.316458 = -17356562.238793 nChanged 1010 Iteration 51Q (2372.974349 sec): 32 clusters Score: Raw -17375104.225922 + Penalty 18410.316458 = -17356693.909464 nChanged 904 Iteration 52Q (2376.190577 sec): 32 clusters Score: Raw -17375203.238501 + Penalty 18410.316458 = -17356792.922043 nChanged 755 Iteration 53Q (2379.377407 sec): 32 clusters Score: Raw -17375280.149025 + Penalty 18410.316458 = -17356869.832567 nChanged 675 Iteration 54Q (2382.831956 sec): 32 clusters Score: Raw -17375350.920109 + Penalty 18410.316458 = -17356940.603651 nChanged 606 Iteration 55Q (2385.766666 sec): 32 clusters Score: Raw -17375401.208515 + Penalty 18410.316458 = -17356990.892057 nChanged 572 Iteration 56Q (2388.896326 sec): 32 clusters Score: Raw -17375447.910460 + Penalty 18410.316458 = -17357037.594002 nChanged 583 Iteration 57Q (2392.199123 sec): 32 clusters Score: Raw -17375495.956584 + Penalty 18410.316458 = -17357085.640126 nChanged 474 Iteration 58Q (2395.323865 sec): 32 clusters Score: Raw -17375535.810223 + Penalty 18410.316458 = -17357125.493765 nChanged 489 Writing temp clu file Because OldScore, -17357085.640126, is greater than current (better) Score,-17357125.493765 Compute initial score before splitting: Score: Raw -17375535.810223 + Penalty 18410.316458 = -17357125.493765 Trying to split cluster 1 (11377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2395.501362 sec): 2 clusters Score: Raw -472892.221647 + Penalty 424.940382 = -472467.281265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2395.564529 sec): 3 clusters Score: Raw -465887.417074 + Penalty 849.880764 = -465037.536310 nChanged 5201 SP:Iteration 1F (2395.620020 sec): 3 clusters Score: Raw -469115.440875 + Penalty 849.880764 = -468265.560111 nChanged 751 SP:Iteration 2F (2395.666259 sec): 3 clusters Score: Raw -469626.556162 + Penalty 849.880764 = -468776.675398 nChanged 772 SP:Iteration 3F (2395.734304 sec): 3 clusters Score: Raw -470266.005758 + Penalty 849.880764 = -469416.124994 nChanged 773 SP:Iteration 4F (2395.784537 sec): 3 clusters Score: Raw -470886.690622 + Penalty 849.880764 = -470036.809858 nChanged 650 SP:Iteration 5F (2395.845120 sec): 3 clusters Score: Raw -471330.372713 + Penalty 849.880764 = -470480.491949 nChanged 507 SP:Iteration 6Q (2395.892891 sec): 3 clusters Score: Raw -471558.853939 + Penalty 849.880764 = -470708.973175 nChanged 320 SP:Iteration 7Q (2395.957861 sec): 3 clusters Score: Raw -471662.183185 + Penalty 849.880764 = -470812.302421 nChanged 212 SP:Iteration 8Q (2396.019518 sec): 3 clusters Score: Raw -471727.559318 + Penalty 849.880764 = -470877.678554 nChanged 185 SP:Iteration 9Q (2396.069321 sec): 3 clusters Score: Raw -471783.127424 + Penalty 849.880764 = -470933.246660 nChanged 181 SP:Iteration 10Q (2396.133853 sec): 3 clusters Score: Raw -471847.491899 + Penalty 849.880764 = -470997.611135 nChanged 179 SP:Iteration 11Q (2396.192332 sec): 3 clusters Score: Raw -471909.496638 + Penalty 849.880764 = -471059.615874 nChanged 157 SP:Iteration 12Q (2396.240621 sec): 3 clusters Score: Raw -471966.118549 + Penalty 849.880764 = -471116.237785 nChanged 157 SP:Iteration 13Q (2396.303818 sec): 3 clusters Score: Raw -472019.063660 + Penalty 849.880764 = -471169.182896 nChanged 146 SP:Iteration 14Q (2396.356913 sec): 3 clusters Score: Raw -472068.701556 + Penalty 849.880764 = -471218.820792 nChanged 149 SP:Iteration 15Q (2396.417993 sec): 3 clusters Score: Raw -472120.023392 + Penalty 849.880764 = -471270.142628 nChanged 131 SP:Iteration 16Q (2396.465558 sec): 3 clusters Score: Raw -472157.185715 + Penalty 849.880764 = -471307.304951 nChanged 122 SP:Iteration 17Q (2396.524885 sec): 3 clusters Score: Raw -472192.053316 + Penalty 849.880764 = -471342.172552 nChanged 117 SP:Iteration 18Q (2396.592351 sec): 3 clusters Score: Raw -472224.400698 + Penalty 849.880764 = -471374.519935 nChanged 110 SP:Iteration 19Q (2396.634554 sec): 3 clusters Score: Raw -472248.566041 + Penalty 849.880764 = -471398.685277 nChanged 100 SP:Iteration 20F (2396.695917 sec): 3 clusters Score: Raw -472269.051166 + Penalty 849.880764 = -471419.170402 nChanged 93 SP:Iteration 21Q (2396.755937 sec): 3 clusters Score: Raw -472287.847701 + Penalty 849.880764 = -471437.966938 nChanged 101 SP:Iteration 22Q (2396.810192 sec): 3 clusters Score: Raw -472308.130587 + Penalty 849.880764 = -471458.249823 nChanged 94 SP:Iteration 23Q (2396.859736 sec): 3 clusters Score: Raw -472328.249381 + Penalty 849.880764 = -471478.368617 nChanged 103 SP:Iteration 24Q (2396.917716 sec): 3 clusters Score: Raw -472353.163155 + Penalty 849.880764 = -471503.282391 nChanged 111 SP:Iteration 25Q (2396.965952 sec): 3 clusters Score: Raw -472381.893429 + Penalty 849.880764 = -471532.012665 nChanged 125 SP:Iteration 26Q (2397.022193 sec): 3 clusters Score: Raw -472420.562253 + Penalty 849.880764 = -471570.681489 nChanged 129 SP:Iteration 27Q (2397.082201 sec): 3 clusters Score: Raw -472460.565809 + Penalty 849.880764 = -471610.685045 nChanged 119 SP:Iteration 28Q (2397.140669 sec): 3 clusters Score: Raw -472498.076751 + Penalty 849.880764 = -471648.195988 nChanged 121 SP:Iteration 29Q (2397.197476 sec): 3 clusters Score: Raw -472540.051852 + Penalty 849.880764 = -471690.171088 nChanged 113 SP:Iteration 30Q (2397.256579 sec): 3 clusters Score: Raw -472580.463483 + Penalty 849.880764 = -471730.582719 nChanged 116 SP:Iteration 31Q (2397.315842 sec): 3 clusters Score: Raw -472624.080369 + Penalty 849.880764 = -471774.199606 nChanged 116 SP:Iteration 32Q (2397.369696 sec): 3 clusters Score: Raw -472665.717170 + Penalty 849.880764 = -471815.836406 nChanged 114 SP:Iteration 33Q (2397.437306 sec): 3 clusters Score: Raw -472707.183477 + Penalty 849.880764 = -471857.302713 nChanged 91 SP:Iteration 34Q (2397.497269 sec): 3 clusters Score: Raw -472738.142138 + Penalty 849.880764 = -471888.261374 nChanged 84 SP:Iteration 35Q (2397.553679 sec): 3 clusters Score: Raw -472768.829133 + Penalty 849.880764 = -471918.948369 nChanged 72 SP:Iteration 36Q (2397.614555 sec): 3 clusters Score: Raw -472793.354859 + Penalty 849.880764 = -471943.474096 nChanged 66 SP:Iteration 37Q (2397.676415 sec): 3 clusters Score: Raw -472814.520719 + Penalty 849.880764 = -471964.639955 nChanged 46 SP:Iteration 38Q (2397.733259 sec): 3 clusters Score: Raw -472832.272166 + Penalty 849.880764 = -471982.391403 nChanged 57 SP:Iteration 39Q (2397.781341 sec): 3 clusters Score: Raw -472858.811130 + Penalty 849.880764 = -472008.930366 nChanged 57 SP:Iteration 40F (2397.841831 sec): 3 clusters Score: Raw -472881.815430 + Penalty 849.880764 = -472031.934666 nChanged 47 SP:Iteration 41Q (2397.892063 sec): 3 clusters Score: Raw -472899.134686 + Penalty 849.880764 = -472049.253922 nChanged 39 SP:Iteration 42Q (2397.938393 sec): 3 clusters Score: Raw -472912.351605 + Penalty 849.880764 = -472062.470841 nChanged 29 SP:Iteration 43Q (2397.999879 sec): 3 clusters Score: Raw -472923.102741 + Penalty 849.880764 = -472073.221978 nChanged 32 SP:Iteration 44Q (2398.054191 sec): 3 clusters Score: Raw -472937.812526 + Penalty 849.880764 = -472087.931762 nChanged 23 SP:Iteration 45Q (2398.101921 sec): 3 clusters Score: Raw -472946.976954 + Penalty 849.880764 = -472097.096190 nChanged 17 SP:Iteration 46Q (2398.157226 sec): 3 clusters Score: Raw -472950.849806 + Penalty 849.880764 = -472100.969043 nChanged 10 SP:Iteration 47Q (2398.225107 sec): 3 clusters Score: Raw -472954.782184 + Penalty 849.880764 = -472104.901421 nChanged 6 SP:Iteration 48Q (2398.274437 sec): 3 clusters Score: Raw -472957.162894 + Penalty 849.880764 = -472107.282130 nChanged 7 SP:Iteration 49Q (2398.340102 sec): 3 clusters Score: Raw -472959.336111 + Penalty 849.880764 = -472109.455347 nChanged 7 SP:Iteration 50Q (2398.385106 sec): 3 clusters Score: Raw -472961.858241 + Penalty 849.880764 = -472111.977477 nChanged 8 SP:Iteration 51Q (2398.441538 sec): 3 clusters Score: Raw -472965.115461 + Penalty 849.880764 = -472115.234697 nChanged 9 SP:Iteration 52Q (2398.496688 sec): 3 clusters Score: Raw -472968.680729 + Penalty 849.880764 = -472118.799965 nChanged 10 SP:Iteration 53Q (2398.555471 sec): 3 clusters Score: Raw -472973.508741 + Penalty 849.880764 = -472123.627977 nChanged 7 SP:Iteration 54Q (2398.607812 sec): 3 clusters Score: Raw -472976.207909 + Penalty 849.880764 = -472126.327145 nChanged 6 SP:Iteration 55Q (2398.667099 sec): 3 clusters Score: Raw -472977.725457 + Penalty 849.880764 = -472127.844694 nChanged 6 SP:Iteration 56Q (2398.726967 sec): 3 clusters Score: Raw -472978.666250 + Penalty 849.880764 = -472128.785486 nChanged 5 SP:Iteration 57Q (2398.773687 sec): 3 clusters Score: Raw -472979.801567 + Penalty 849.880764 = -472129.920804 nChanged 2 SP:Iteration 58Q (2398.840385 sec): 3 clusters Score: Raw -472980.063600 + Penalty 849.880764 = -472130.182837 nChanged 1 SP:Iteration 59Q (2398.890640 sec): 3 clusters Score: Raw -472980.164710 + Penalty 849.880764 = -472130.283946 nChanged 0 SP:Iteration 60F (2398.942216 sec): 3 clusters Score: Raw -472980.164710 + Penalty 849.880764 = -472130.283946 nChanged 0 Trying to split cluster 2 (11057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2398.977833 sec): 2 clusters Score: Raw -466181.606593 + Penalty 423.642264 = -465757.964329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2399.026721 sec): 3 clusters Score: Raw -459271.900636 + Penalty 847.284528 = -458424.616108 nChanged 5193 SP:Iteration 1F (2399.084582 sec): 3 clusters Score: Raw -462717.047152 + Penalty 847.284528 = -461869.762624 nChanged 874 SP:Iteration 2F (2399.145898 sec): 3 clusters Score: Raw -463353.704937 + Penalty 847.284528 = -462506.420409 nChanged 795 SP:Iteration 3F (2399.203908 sec): 3 clusters Score: Raw -464004.674005 + Penalty 847.284528 = -463157.389477 nChanged 671 SP:Iteration 4F (2399.265853 sec): 3 clusters Score: Raw -464535.290632 + Penalty 847.284528 = -463688.006103 nChanged 520 SP:Iteration 5Q (2399.321404 sec): 3 clusters Score: Raw -464888.346121 + Penalty 847.284528 = -464041.061593 nChanged 367 SP:Iteration 6Q (2399.389321 sec): 3 clusters Score: Raw -465040.090745 + Penalty 847.284528 = -464192.806216 nChanged 216 SP:Iteration 7Q (2399.446417 sec): 3 clusters Score: Raw -465110.164456 + Penalty 847.284528 = -464262.879928 nChanged 183 SP:Iteration 8Q (2399.502286 sec): 3 clusters Score: Raw -465174.024724 + Penalty 847.284528 = -464326.740196 nChanged 169 SP:Iteration 9Q (2399.550041 sec): 3 clusters Score: Raw -465236.990719 + Penalty 847.284528 = -464389.706190 nChanged 170 SP:Iteration 10Q (2399.612583 sec): 3 clusters Score: Raw -465298.903104 + Penalty 847.284528 = -464451.618576 nChanged 167 SP:Iteration 11Q (2399.662567 sec): 3 clusters Score: Raw -465354.741106 + Penalty 847.284528 = -464507.456578 nChanged 139 SP:Iteration 12Q (2399.723710 sec): 3 clusters Score: Raw -465395.670082 + Penalty 847.284528 = -464548.385554 nChanged 131 SP:Iteration 13Q (2399.782431 sec): 3 clusters Score: Raw -465434.366392 + Penalty 847.284528 = -464587.081864 nChanged 134 SP:Iteration 14Q (2399.831738 sec): 3 clusters Score: Raw -465477.884445 + Penalty 847.284528 = -464630.599917 nChanged 131 SP:Iteration 15Q (2399.890759 sec): 3 clusters Score: Raw -465525.882301 + Penalty 847.284528 = -464678.597773 nChanged 139 SP:Iteration 16Q (2399.959974 sec): 3 clusters Score: Raw -465576.523991 + Penalty 847.284528 = -464729.239463 nChanged 131 SP:Iteration 17Q (2400.015275 sec): 3 clusters Score: Raw -465622.220666 + Penalty 847.284528 = -464774.936138 nChanged 126 SP:Iteration 18Q (2400.060285 sec): 3 clusters Score: Raw -465665.748183 + Penalty 847.284528 = -464818.463655 nChanged 128 SP:Iteration 19Q (2400.116710 sec): 3 clusters Score: Raw -465716.622171 + Penalty 847.284528 = -464869.337643 nChanged 139 SP:Iteration 20F (2400.176882 sec): 3 clusters Score: Raw -465771.919268 + Penalty 847.284528 = -464924.634740 nChanged 144 SP:Iteration 21Q (2400.230360 sec): 3 clusters Score: Raw -465830.405331 + Penalty 847.284528 = -464983.120803 nChanged 115 SP:Iteration 22Q (2400.286412 sec): 3 clusters Score: Raw -465870.585193 + Penalty 847.284528 = -465023.300665 nChanged 97 SP:Iteration 23Q (2400.353244 sec): 3 clusters Score: Raw -465903.081537 + Penalty 847.284528 = -465055.797009 nChanged 104 SP:Iteration 24Q (2400.412311 sec): 3 clusters Score: Raw -465941.015582 + Penalty 847.284528 = -465093.731054 nChanged 100 SP:Iteration 25Q (2400.460250 sec): 3 clusters Score: Raw -465979.875830 + Penalty 847.284528 = -465132.591301 nChanged 89 SP:Iteration 26Q (2400.515151 sec): 3 clusters Score: Raw -466011.772796 + Penalty 847.284528 = -465164.488268 nChanged 78 SP:Iteration 27Q (2400.576555 sec): 3 clusters Score: Raw -466038.398962 + Penalty 847.284528 = -465191.114434 nChanged 56 SP:Iteration 28Q (2400.634442 sec): 3 clusters Score: Raw -466054.804052 + Penalty 847.284528 = -465207.519523 nChanged 45 SP:Iteration 29Q (2400.691353 sec): 3 clusters Score: Raw -466071.592413 + Penalty 847.284528 = -465224.307885 nChanged 39 SP:Iteration 30Q (2400.750056 sec): 3 clusters Score: Raw -466087.486714 + Penalty 847.284528 = -465240.202186 nChanged 41 SP:Iteration 31Q (2400.807668 sec): 3 clusters Score: Raw -466104.830741 + Penalty 847.284528 = -465257.546212 nChanged 32 SP:Iteration 32Q (2400.863925 sec): 3 clusters Score: Raw -466115.243950 + Penalty 847.284528 = -465267.959422 nChanged 29 SP:Iteration 33Q (2400.909340 sec): 3 clusters Score: Raw -466124.234516 + Penalty 847.284528 = -465276.949988 nChanged 35 SP:Iteration 34Q (2400.974228 sec): 3 clusters Score: Raw -466137.266661 + Penalty 847.284528 = -465289.982133 nChanged 33 SP:Iteration 35Q (2401.021986 sec): 3 clusters Score: Raw -466149.329982 + Penalty 847.284528 = -465302.045454 nChanged 28 SP:Iteration 36Q (2401.070383 sec): 3 clusters Score: Raw -466156.263589 + Penalty 847.284528 = -465308.979061 nChanged 23 SP:Iteration 37Q (2401.124933 sec): 3 clusters Score: Raw -466161.518552 + Penalty 847.284528 = -465314.234024 nChanged 23 SP:Iteration 38Q (2401.178058 sec): 3 clusters Score: Raw -466168.025787 + Penalty 847.284528 = -465320.741259 nChanged 24 SP:Iteration 39Q (2401.240051 sec): 3 clusters Score: Raw -466173.096137 + Penalty 847.284528 = -465325.811609 nChanged 15 SP:Iteration 40F (2401.286366 sec): 3 clusters Score: Raw -466175.934472 + Penalty 847.284528 = -465328.649944 nChanged 15 SP:Iteration 41Q (2401.340857 sec): 3 clusters Score: Raw -466178.349876 + Penalty 847.284528 = -465331.065347 nChanged 13 SP:Iteration 42Q (2401.392418 sec): 3 clusters Score: Raw -466180.659282 + Penalty 847.284528 = -465333.374754 nChanged 10 SP:Iteration 43Q (2401.441116 sec): 3 clusters Score: Raw -466182.365123 + Penalty 847.284528 = -465335.080595 nChanged 10 SP:Iteration 44Q (2401.502573 sec): 3 clusters Score: Raw -466184.695695 + Penalty 847.284528 = -465337.411167 nChanged 20 SP:Iteration 45Q (2401.560401 sec): 3 clusters Score: Raw -466189.483939 + Penalty 847.284528 = -465342.199411 nChanged 13 SP:Iteration 46Q (2401.613696 sec): 3 clusters Score: Raw -466193.311918 + Penalty 847.284528 = -465346.027390 nChanged 16 SP:Iteration 47Q (2401.659131 sec): 3 clusters Score: Raw -466198.537682 + Penalty 847.284528 = -465351.253153 nChanged 11 SP:Iteration 48Q (2401.712655 sec): 3 clusters Score: Raw -466201.435487 + Penalty 847.284528 = -465354.150958 nChanged 14 SP:Iteration 49Q (2401.765415 sec): 3 clusters Score: Raw -466205.523217 + Penalty 847.284528 = -465358.238689 nChanged 14 SP:Iteration 50Q (2401.833455 sec): 3 clusters Score: Raw -466208.447187 + Penalty 847.284528 = -465361.162659 nChanged 11 SP:Iteration 51Q (2401.887781 sec): 3 clusters Score: Raw -466211.231109 + Penalty 847.284528 = -465363.946581 nChanged 15 SP:Iteration 52Q (2401.932995 sec): 3 clusters Score: Raw -466217.145549 + Penalty 847.284528 = -465369.861020 nChanged 14 SP:Iteration 53Q (2401.998929 sec): 3 clusters Score: Raw -466221.364413 + Penalty 847.284528 = -465374.079885 nChanged 12 SP:Iteration 54Q (2402.047541 sec): 3 clusters Score: Raw -466225.194642 + Penalty 847.284528 = -465377.910114 nChanged 12 SP:Iteration 55Q (2402.102345 sec): 3 clusters Score: Raw -466227.222354 + Penalty 847.284528 = -465379.937826 nChanged 5 SP:Iteration 56Q (2402.166312 sec): 3 clusters Score: Raw -466228.394566 + Penalty 847.284528 = -465381.110038 nChanged 4 SP:Iteration 57Q (2402.227257 sec): 3 clusters Score: Raw -466228.894509 + Penalty 847.284528 = -465381.609981 nChanged 2 SP:Iteration 58Q (2402.281000 sec): 3 clusters Score: Raw -466229.022393 + Penalty 847.284528 = -465381.737865 nChanged 1 SP:Iteration 59Q (2402.329109 sec): 3 clusters Score: Raw -466229.050673 + Penalty 847.284528 = -465381.766144 nChanged 0 SP:Iteration 60F (2402.390664 sec): 3 clusters Score: Raw -466229.050673 + Penalty 847.284528 = -465381.766144 nChanged 0 Trying to split cluster 3 (1007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2402.409667 sec): 2 clusters Score: Raw -38249.751115 + Penalty 314.620256 = -37935.130860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2402.457850 sec): 3 clusters Score: Raw -37743.411679 + Penalty 629.240511 = -37114.171168 nChanged 394 SP:Iteration 1F (2402.511119 sec): 3 clusters Score: Raw -37954.910480 + Penalty 629.240511 = -37325.669969 nChanged 76 SP:Iteration 2F (2402.563375 sec): 3 clusters Score: Raw -38018.147322 + Penalty 629.240511 = -37388.906811 nChanged 73 SP:Iteration 3F (2402.599075 sec): 3 clusters Score: Raw -38080.893315 + Penalty 629.240511 = -37451.652804 nChanged 53 SP:Iteration 4F (2402.650239 sec): 3 clusters Score: Raw -38129.055260 + Penalty 629.240511 = -37499.814749 nChanged 36 SP:Iteration 5Q (2402.710671 sec): 3 clusters Score: Raw -38158.337066 + Penalty 629.240511 = -37529.096555 nChanged 33 SP:Iteration 6Q (2402.751890 sec): 3 clusters Score: Raw -38192.680938 + Penalty 629.240511 = -37563.440427 nChanged 27 SP:Iteration 7Q (2402.799238 sec): 3 clusters Score: Raw -38214.204174 + Penalty 629.240511 = -37584.963663 nChanged 21 SP:Iteration 8Q (2402.848399 sec): 3 clusters Score: Raw -38230.345893 + Penalty 629.240511 = -37601.105382 nChanged 14 SP:Iteration 9Q (2402.884855 sec): 3 clusters Score: Raw -38240.846561 + Penalty 629.240511 = -37611.606050 nChanged 9 SP:Iteration 10Q (2402.924583 sec): 3 clusters Score: Raw -38244.792619 + Penalty 629.240511 = -37615.552107 nChanged 5 SP:Iteration 11Q (2402.976875 sec): 3 clusters Score: Raw -38247.080609 + Penalty 629.240511 = -37617.840098 nChanged 6 SP:Iteration 12Q (2403.012606 sec): 3 clusters Score: Raw -38251.433797 + Penalty 629.240511 = -37622.193286 nChanged 7 SP:Iteration 13Q (2403.064751 sec): 3 clusters Score: Raw -38255.388628 + Penalty 629.240511 = -37626.148117 nChanged 8 SP:Iteration 14Q (2403.101091 sec): 3 clusters Score: Raw -38259.812364 + Penalty 629.240511 = -37630.571853 nChanged 7 SP:Iteration 15Q (2403.149204 sec): 3 clusters Score: Raw -38263.091397 + Penalty 629.240511 = -37633.850885 nChanged 7 SP:Iteration 16Q (2403.193043 sec): 3 clusters Score: Raw -38265.754833 + Penalty 629.240511 = -37636.514321 nChanged 5 SP:Iteration 17Q (2403.238333 sec): 3 clusters Score: Raw -38268.738909 + Penalty 629.240511 = -37639.498398 nChanged 2 SP:Iteration 18Q (2403.286435 sec): 3 clusters Score: Raw -38269.520953 + Penalty 629.240511 = -37640.280441 nChanged 2 SP:Iteration 19Q (2403.324113 sec): 3 clusters Score: Raw -38269.721276 + Penalty 629.240511 = -37640.480765 nChanged 0 SP:Iteration 20F (2403.372539 sec): 3 clusters Score: Raw -38269.721276 + Penalty 629.240511 = -37640.480765 nChanged 0 Trying to split cluster 4 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2403.400189 sec): 2 clusters Score: Raw -31897.956451 + Penalty 306.423921 = -31591.532531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2403.447079 sec): 3 clusters Score: Raw -31511.062935 + Penalty 612.847841 = -30898.215094 nChanged 321 SP:Iteration 1F (2403.487697 sec): 3 clusters Score: Raw -31714.518874 + Penalty 612.847841 = -31101.671033 nChanged 70 SP:Iteration 2F (2403.532362 sec): 3 clusters Score: Raw -31775.194898 + Penalty 612.847841 = -31162.347057 nChanged 50 SP:Iteration 3F (2403.575936 sec): 3 clusters Score: Raw -31820.298733 + Penalty 612.847841 = -31207.450892 nChanged 41 SP:Iteration 4Q (2403.618287 sec): 3 clusters Score: Raw -31856.908750 + Penalty 612.847841 = -31244.060908 nChanged 32 SP:Iteration 5Q (2403.662852 sec): 3 clusters Score: Raw -31884.956181 + Penalty 612.847841 = -31272.108340 nChanged 31 SP:Iteration 6Q (2403.695634 sec): 3 clusters Score: Raw -31909.595702 + Penalty 612.847841 = -31296.747861 nChanged 26 SP:Iteration 7Q (2403.742109 sec): 3 clusters Score: Raw -31935.168434 + Penalty 612.847841 = -31322.320593 nChanged 22 SP:Iteration 8Q (2403.782512 sec): 3 clusters Score: Raw -31952.032103 + Penalty 612.847841 = -31339.184262 nChanged 10 SP:Iteration 9Q (2403.835942 sec): 3 clusters Score: Raw -31958.352539 + Penalty 612.847841 = -31345.504698 nChanged 8 SP:Iteration 10Q (2403.880452 sec): 3 clusters Score: Raw -31965.105149 + Penalty 612.847841 = -31352.257308 nChanged 11 SP:Iteration 11Q (2403.927281 sec): 3 clusters Score: Raw -31971.835420 + Penalty 612.847841 = -31358.987579 nChanged 6 SP:Iteration 12Q (2403.974213 sec): 3 clusters Score: Raw -31975.989712 + Penalty 612.847841 = -31363.141871 nChanged 6 SP:Iteration 13Q (2404.025529 sec): 3 clusters Score: Raw -31981.073102 + Penalty 612.847841 = -31368.225261 nChanged 10 SP:Iteration 14Q (2404.075553 sec): 3 clusters Score: Raw -31992.296563 + Penalty 612.847841 = -31379.448722 nChanged 13 SP:Iteration 15Q (2404.128547 sec): 3 clusters Score: Raw -32003.509575 + Penalty 612.847841 = -31390.661734 nChanged 12 SP:Iteration 16Q (2404.173815 sec): 3 clusters Score: Raw -32013.476943 + Penalty 612.847841 = -31400.629102 nChanged 12 SP:Iteration 17Q (2404.223319 sec): 3 clusters Score: Raw -32030.086268 + Penalty 612.847841 = -31417.238427 nChanged 12 SP:Iteration 18Q (2404.263119 sec): 3 clusters Score: Raw -32042.615814 + Penalty 612.847841 = -31429.767973 nChanged 10 SP:Iteration 19Q (2404.317711 sec): 3 clusters Score: Raw -32050.953381 + Penalty 612.847841 = -31438.105540 nChanged 4 SP:Iteration 20F (2404.359815 sec): 3 clusters Score: Raw -32058.108347 + Penalty 612.847841 = -31445.260506 nChanged 2 SP:Iteration 21Q (2404.413860 sec): 3 clusters Score: Raw -32061.586010 + Penalty 612.847841 = -31448.738169 nChanged 1 SP:Iteration 22Q (2404.464451 sec): 3 clusters Score: Raw -32062.044124 + Penalty 612.847841 = -31449.196283 nChanged 2 SP:Iteration 23Q (2404.514755 sec): 3 clusters Score: Raw -32062.736650 + Penalty 612.847841 = -31449.888809 nChanged 3 SP:Iteration 24Q (2404.560700 sec): 3 clusters Score: Raw -32063.709817 + Penalty 612.847841 = -31450.861976 nChanged 0 SP:Iteration 25F (2404.615016 sec): 3 clusters Score: Raw -32063.709817 + Penalty 612.847841 = -31450.861976 nChanged 0 Trying to split cluster 5 (2235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2404.642585 sec): 2 clusters Score: Raw -80840.868815 + Penalty 350.895841 = -80489.972974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2404.688519 sec): 3 clusters Score: Raw -79618.387018 + Penalty 701.791682 = -78916.595336 nChanged 939 SP:Iteration 1F (2404.743168 sec): 3 clusters Score: Raw -80218.659096 + Penalty 701.791682 = -79516.867414 nChanged 207 SP:Iteration 2F (2404.781335 sec): 3 clusters Score: Raw -80380.840961 + Penalty 701.791682 = -79679.049278 nChanged 161 SP:Iteration 3F (2404.842692 sec): 3 clusters Score: Raw -80523.872947 + Penalty 701.791682 = -79822.081265 nChanged 138 SP:Iteration 4F (2404.887494 sec): 3 clusters Score: Raw -80644.218455 + Penalty 701.791682 = -79942.426773 nChanged 127 SP:Iteration 5F (2404.930232 sec): 3 clusters Score: Raw -80759.618811 + Penalty 701.791682 = -80057.827129 nChanged 97 SP:Iteration 6Q (2404.978086 sec): 3 clusters Score: Raw -80865.083565 + Penalty 701.791682 = -80163.291883 nChanged 66 SP:Iteration 7Q (2405.028686 sec): 3 clusters Score: Raw -80949.464492 + Penalty 701.791682 = -80247.672810 nChanged 45 SP:Iteration 8Q (2405.073259 sec): 3 clusters Score: Raw -81032.183339 + Penalty 701.791682 = -80330.391657 nChanged 33 SP:Iteration 9Q (2405.114291 sec): 3 clusters Score: Raw -81056.374381 + Penalty 701.791682 = -80354.582699 nChanged 34 SP:Iteration 10Q (2405.161372 sec): 3 clusters Score: Raw -81073.681248 + Penalty 701.791682 = -80371.889566 nChanged 27 SP:Iteration 11Q (2405.212735 sec): 3 clusters Score: Raw -81090.049641 + Penalty 701.791682 = -80388.257959 nChanged 28 SP:Iteration 12Q (2405.257949 sec): 3 clusters Score: Raw -81110.030842 + Penalty 701.791682 = -80408.239160 nChanged 23 SP:Iteration 13Q (2405.309957 sec): 3 clusters Score: Raw -81122.339971 + Penalty 701.791682 = -80420.548289 nChanged 19 SP:Iteration 14Q (2405.356464 sec): 3 clusters Score: Raw -81133.041444 + Penalty 701.791682 = -80431.249762 nChanged 18 SP:Iteration 15Q (2405.402365 sec): 3 clusters Score: Raw -81140.720696 + Penalty 701.791682 = -80438.929013 nChanged 16 SP:Iteration 16Q (2405.434325 sec): 3 clusters Score: Raw -81147.978479 + Penalty 701.791682 = -80446.186797 nChanged 12 SP:Iteration 17Q (2405.485578 sec): 3 clusters Score: Raw -81153.306892 + Penalty 701.791682 = -80451.515210 nChanged 12 SP:Iteration 18Q (2405.526289 sec): 3 clusters Score: Raw -81158.626812 + Penalty 701.791682 = -80456.835130 nChanged 17 SP:Iteration 19Q (2405.577333 sec): 3 clusters Score: Raw -81168.053569 + Penalty 701.791682 = -80466.261887 nChanged 22 SP:Iteration 20F (2405.625098 sec): 3 clusters Score: Raw -81185.330768 + Penalty 701.791682 = -80483.539086 nChanged 24 SP:Iteration 21Q (2405.674943 sec): 3 clusters Score: Raw -81200.795557 + Penalty 701.791682 = -80499.003875 nChanged 18 SP:Iteration 22Q (2405.723977 sec): 3 clusters Score: Raw -81210.640095 + Penalty 701.791682 = -80508.848413 nChanged 21 SP:Iteration 23Q (2405.772917 sec): 3 clusters Score: Raw -81222.355777 + Penalty 701.791682 = -80520.564095 nChanged 12 SP:Iteration 24Q (2405.820867 sec): 3 clusters Score: Raw -81227.625931 + Penalty 701.791682 = -80525.834249 nChanged 14 SP:Iteration 25Q (2405.874953 sec): 3 clusters Score: Raw -81233.088082 + Penalty 701.791682 = -80531.296400 nChanged 10 SP:Iteration 26Q (2405.920827 sec): 3 clusters Score: Raw -81236.440327 + Penalty 701.791682 = -80534.648645 nChanged 11 SP:Iteration 27Q (2405.971290 sec): 3 clusters Score: Raw -81239.455846 + Penalty 701.791682 = -80537.664164 nChanged 10 SP:Iteration 28Q (2406.020467 sec): 3 clusters Score: Raw -81242.329794 + Penalty 701.791682 = -80540.538112 nChanged 7 SP:Iteration 29Q (2406.061711 sec): 3 clusters Score: Raw -81243.318843 + Penalty 701.791682 = -80541.527161 nChanged 3 SP:Iteration 30Q (2406.118895 sec): 3 clusters Score: Raw -81243.629678 + Penalty 701.791682 = -80541.837996 nChanged 2 SP:Iteration 31Q (2406.165954 sec): 3 clusters Score: Raw -81244.208391 + Penalty 701.791682 = -80542.416709 nChanged 0 SP:Iteration 32F (2406.211394 sec): 3 clusters Score: Raw -81244.208391 + Penalty 701.791682 = -80542.416709 nChanged 0 Score: Raw -17375962.208295 + Penalty 19004.197634 = -17356958.010661 Splitting cluster 5 changes total score from -17357125.493765 to -17356958.010661 So it's not getting split. Trying to split cluster 6 (43772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2411.672145 sec): 2 clusters Score: Raw -1716792.901721 + Penalty 486.247108 = -1716306.654614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2411.760872 sec): 3 clusters Score: Raw -1687881.935428 + Penalty 972.494216 = -1686909.441212 nChanged 21298 SP:Iteration 1F (2411.845872 sec): 3 clusters Score: Raw -1703000.037812 + Penalty 972.494216 = -1702027.543596 nChanged 3314 SP:Iteration 2F (2411.928854 sec): 3 clusters Score: Raw -1705147.319826 + Penalty 972.494216 = -1704174.825611 nChanged 3142 SP:Iteration 3F (2412.019476 sec): 3 clusters Score: Raw -1707270.208463 + Penalty 972.494216 = -1706297.714248 nChanged 2829 SP:Iteration 4F (2412.098100 sec): 3 clusters Score: Raw -1709298.896155 + Penalty 972.494216 = -1708326.401939 nChanged 2380 SP:Iteration 5F (2412.180687 sec): 3 clusters Score: Raw -1711196.400747 + Penalty 972.494216 = -1710223.906532 nChanged 1957 SP:Iteration 6Q (2412.271132 sec): 3 clusters Score: Raw -1712687.104717 + Penalty 972.494216 = -1711714.610501 nChanged 1555 SP:Iteration 7Q (2412.364828 sec): 3 clusters Score: Raw -1713734.377522 + Penalty 972.494216 = -1712761.883307 nChanged 1223 SP:Iteration 8Q (2412.463831 sec): 3 clusters Score: Raw -1714474.032880 + Penalty 972.494216 = -1713501.538664 nChanged 889 SP:Iteration 9Q (2412.554831 sec): 3 clusters Score: Raw -1715045.254388 + Penalty 972.494216 = -1714072.760172 nChanged 712 SP:Iteration 10Q (2412.641200 sec): 3 clusters Score: Raw -1715596.692554 + Penalty 972.494216 = -1714624.198338 nChanged 695 SP:Iteration 11Q (2412.729958 sec): 3 clusters Score: Raw -1716194.821216 + Penalty 972.494216 = -1715222.327000 nChanged 689 SP:Iteration 12Q (2412.817633 sec): 3 clusters Score: Raw -1716789.619934 + Penalty 972.494216 = -1715817.125718 nChanged 666 SP:Iteration 13Q (2412.895524 sec): 3 clusters Score: Raw -1717286.476598 + Penalty 972.494216 = -1716313.982383 nChanged 603 SP:Iteration 14Q (2412.988065 sec): 3 clusters Score: Raw -1717616.597022 + Penalty 972.494216 = -1716644.102806 nChanged 512 SP:Iteration 15Q (2413.072252 sec): 3 clusters Score: Raw -1717849.638994 + Penalty 972.494216 = -1716877.144778 nChanged 445 SP:Iteration 16Q (2413.148207 sec): 3 clusters Score: Raw -1718016.922242 + Penalty 972.494216 = -1717044.428026 nChanged 382 SP:Iteration 17Q (2413.226116 sec): 3 clusters Score: Raw -1718151.449768 + Penalty 972.494216 = -1717178.955552 nChanged 330 SP:Iteration 18Q (2413.316011 sec): 3 clusters Score: Raw -1718254.397015 + Penalty 972.494216 = -1717281.902799 nChanged 276 SP:Iteration 19Q (2413.401654 sec): 3 clusters Score: Raw -1718317.484779 + Penalty 972.494216 = -1717344.990563 nChanged 220 SP:Iteration 20F (2413.488737 sec): 3 clusters Score: Raw -1718359.849433 + Penalty 972.494216 = -1717387.355217 nChanged 185 SP:Iteration 21Q (2413.573727 sec): 3 clusters Score: Raw -1718392.552358 + Penalty 972.494216 = -1717420.058143 nChanged 158 SP:Iteration 22Q (2413.659419 sec): 3 clusters Score: Raw -1718422.838585 + Penalty 972.494216 = -1717450.344370 nChanged 162 SP:Iteration 23Q (2413.748239 sec): 3 clusters Score: Raw -1718452.514285 + Penalty 972.494216 = -1717480.020070 nChanged 171 SP:Iteration 24Q (2413.836355 sec): 3 clusters Score: Raw -1718488.737904 + Penalty 972.494216 = -1717516.243689 nChanged 166 SP:Iteration 25Q (2413.923948 sec): 3 clusters Score: Raw -1718522.126358 + Penalty 972.494216 = -1717549.632143 nChanged 156 SP:Iteration 26Q (2414.008423 sec): 3 clusters Score: Raw -1718550.769732 + Penalty 972.494216 = -1717578.275516 nChanged 125 SP:Iteration 27Q (2414.099141 sec): 3 clusters Score: Raw -1718570.751327 + Penalty 972.494216 = -1717598.257111 nChanged 104 SP:Iteration 28Q (2414.190157 sec): 3 clusters Score: Raw -1718584.446473 + Penalty 972.494216 = -1717611.952257 nChanged 108 SP:Iteration 29Q (2414.276577 sec): 3 clusters Score: Raw -1718597.183853 + Penalty 972.494216 = -1717624.689637 nChanged 90 SP:Iteration 30Q (2414.362506 sec): 3 clusters Score: Raw -1718608.459783 + Penalty 972.494216 = -1717635.965567 nChanged 86 SP:Iteration 31Q (2414.447375 sec): 3 clusters Score: Raw -1718617.620676 + Penalty 972.494216 = -1717645.126460 nChanged 74 SP:Iteration 32Q (2414.535341 sec): 3 clusters Score: Raw -1718624.467981 + Penalty 972.494216 = -1717651.973765 nChanged 66 SP:Iteration 33Q (2414.621600 sec): 3 clusters Score: Raw -1718629.051063 + Penalty 972.494216 = -1717656.556847 nChanged 52 SP:Iteration 34Q (2414.698760 sec): 3 clusters Score: Raw -1718632.305053 + Penalty 972.494216 = -1717659.810837 nChanged 39 SP:Iteration 35Q (2414.794280 sec): 3 clusters Score: Raw -1718634.052922 + Penalty 972.494216 = -1717661.558706 nChanged 33 SP:Iteration 36Q (2414.874678 sec): 3 clusters Score: Raw -1718635.421098 + Penalty 972.494216 = -1717662.926882 nChanged 36 SP:Iteration 37Q (2414.952390 sec): 3 clusters Score: Raw -1718637.962310 + Penalty 972.494216 = -1717665.468095 nChanged 34 SP:Iteration 38Q (2415.043612 sec): 3 clusters Score: Raw -1718639.666517 + Penalty 972.494216 = -1717667.172302 nChanged 38 SP:Iteration 39Q (2415.127915 sec): 3 clusters Score: Raw -1718642.525324 + Penalty 972.494216 = -1717670.031108 nChanged 38 SP:Iteration 40F (2415.213682 sec): 3 clusters Score: Raw -1718645.331516 + Penalty 972.494216 = -1717672.837301 nChanged 46 SP:Iteration 41Q (2415.300429 sec): 3 clusters Score: Raw -1718649.178469 + Penalty 972.494216 = -1717676.684253 nChanged 58 SP:Iteration 42Q (2415.386862 sec): 3 clusters Score: Raw -1718654.248486 + Penalty 972.494216 = -1717681.754271 nChanged 44 SP:Iteration 43Q (2415.465046 sec): 3 clusters Score: Raw -1718657.831617 + Penalty 972.494216 = -1717685.337401 nChanged 49 SP:Iteration 44Q (2415.550097 sec): 3 clusters Score: Raw -1718662.193694 + Penalty 972.494216 = -1717689.699478 nChanged 48 SP:Iteration 45Q (2415.639554 sec): 3 clusters Score: Raw -1718666.085551 + Penalty 972.494216 = -1717693.591335 nChanged 38 SP:Iteration 46Q (2415.727344 sec): 3 clusters Score: Raw -1718668.568299 + Penalty 972.494216 = -1717696.074084 nChanged 33 SP:Iteration 47Q (2415.800664 sec): 3 clusters Score: Raw -1718670.592987 + Penalty 972.494216 = -1717698.098771 nChanged 35 SP:Iteration 48Q (2415.896613 sec): 3 clusters Score: Raw -1718673.431076 + Penalty 972.494216 = -1717700.936860 nChanged 34 SP:Iteration 49Q (2415.973420 sec): 3 clusters Score: Raw -1718675.839688 + Penalty 972.494216 = -1717703.345472 nChanged 28 SP:Iteration 50Q (2416.065079 sec): 3 clusters Score: Raw -1718677.769319 + Penalty 972.494216 = -1717705.275104 nChanged 34 SP:Iteration 51Q (2416.144364 sec): 3 clusters Score: Raw -1718679.961549 + Penalty 972.494216 = -1717707.467333 nChanged 32 SP:Iteration 52Q (2416.226824 sec): 3 clusters Score: Raw -1718681.460686 + Penalty 972.494216 = -1717708.966470 nChanged 22 SP:Iteration 53Q (2416.308611 sec): 3 clusters Score: Raw -1718682.336396 + Penalty 972.494216 = -1717709.842180 nChanged 12 SP:Iteration 54Q (2416.391876 sec): 3 clusters Score: Raw -1718682.767878 + Penalty 972.494216 = -1717710.273663 nChanged 13 SP:Iteration 55Q (2416.479020 sec): 3 clusters Score: Raw -1718683.385446 + Penalty 972.494216 = -1717710.891231 nChanged 15 SP:Iteration 56Q (2416.548429 sec): 3 clusters Score: Raw -1718684.030032 + Penalty 972.494216 = -1717711.535816 nChanged 13 SP:Iteration 57Q (2416.641288 sec): 3 clusters Score: Raw -1718684.473661 + Penalty 972.494216 = -1717711.979446 nChanged 10 SP:Iteration 58Q (2416.728207 sec): 3 clusters Score: Raw -1718684.759524 + Penalty 972.494216 = -1717712.265308 nChanged 8 SP:Iteration 59Q (2416.810632 sec): 3 clusters Score: Raw -1718685.021779 + Penalty 972.494216 = -1717712.527563 nChanged 6 SP:Iteration 60F (2416.890698 sec): 3 clusters Score: Raw -1718685.178690 + Penalty 972.494216 = -1717712.684474 nChanged 5 SP:Iteration 61Q (2416.978729 sec): 3 clusters Score: Raw -1718685.341042 + Penalty 972.494216 = -1717712.846826 nChanged 6 SP:Iteration 62Q (2417.079890 sec): 3 clusters Score: Raw -1718685.458392 + Penalty 972.494216 = -1717712.964177 nChanged 6 SP:Iteration 63Q (2417.163719 sec): 3 clusters Score: Raw -1718685.597394 + Penalty 972.494216 = -1717713.103179 nChanged 5 SP:Iteration 64Q (2417.259961 sec): 3 clusters Score: Raw -1718685.696249 + Penalty 972.494216 = -1717713.202033 nChanged 3 SP:Iteration 65Q (2417.344910 sec): 3 clusters Score: Raw -1718685.754334 + Penalty 972.494216 = -1717713.260118 nChanged 6 SP:Iteration 66Q (2417.426379 sec): 3 clusters Score: Raw -1718685.938476 + Penalty 972.494216 = -1717713.444261 nChanged 4 SP:Iteration 67Q (2417.520965 sec): 3 clusters Score: Raw -1718686.056238 + Penalty 972.494216 = -1717713.562022 nChanged 7 SP:Iteration 68Q (2417.609289 sec): 3 clusters Score: Raw -1718686.262382 + Penalty 972.494216 = -1717713.768166 nChanged 11 SP:Iteration 69Q (2417.690132 sec): 3 clusters Score: Raw -1718686.668212 + Penalty 972.494216 = -1717714.173996 nChanged 9 SP:Iteration 70Q (2417.779655 sec): 3 clusters Score: Raw -1718687.104455 + Penalty 972.494216 = -1717714.610239 nChanged 7 SP:Iteration 71Q (2417.867831 sec): 3 clusters Score: Raw -1718687.515418 + Penalty 972.494216 = -1717715.021202 nChanged 9 SP:Iteration 72Q (2417.955077 sec): 3 clusters Score: Raw -1718688.090088 + Penalty 972.494216 = -1717715.595872 nChanged 15 SP:Iteration 73Q (2418.039944 sec): 3 clusters Score: Raw -1718688.682455 + Penalty 972.494216 = -1717716.188240 nChanged 6 SP:Iteration 74Q (2418.129618 sec): 3 clusters Score: Raw -1718688.814613 + Penalty 972.494216 = -1717716.320397 nChanged 4 SP:Iteration 75Q (2418.218020 sec): 3 clusters Score: Raw -1718688.863022 + Penalty 972.494216 = -1717716.368807 nChanged 3 SP:Iteration 76Q (2418.298706 sec): 3 clusters Score: Raw -1718688.902664 + Penalty 972.494216 = -1717716.408449 nChanged 3 SP:Iteration 77Q (2418.377157 sec): 3 clusters Score: Raw -1718688.940798 + Penalty 972.494216 = -1717716.446582 nChanged 1 SP:Iteration 78Q (2418.450407 sec): 3 clusters Score: Raw -1718688.950041 + Penalty 972.494216 = -1717716.455826 nChanged 2 SP:Iteration 79Q (2418.539354 sec): 3 clusters Score: Raw -1718688.975145 + Penalty 972.494216 = -1717716.480929 nChanged 2 SP:Iteration 80F (2418.620815 sec): 3 clusters Score: Raw -1718689.006001 + Penalty 972.494216 = -1717716.511785 nChanged 1 SP:Iteration 81Q (2418.695481 sec): 3 clusters Score: Raw -1718689.028051 + Penalty 972.494216 = -1717716.533836 nChanged 2 SP:Iteration 82Q (2418.787348 sec): 3 clusters Score: Raw -1718689.088787 + Penalty 972.494216 = -1717716.594571 nChanged 1 SP:Iteration 83Q (2418.874341 sec): 3 clusters Score: Raw -1718689.116846 + Penalty 972.494216 = -1717716.622630 nChanged 2 SP:Iteration 84Q (2418.961229 sec): 3 clusters Score: Raw -1718689.137508 + Penalty 972.494216 = -1717716.643293 nChanged 0 SP:Iteration 85F (2419.043473 sec): 3 clusters Score: Raw -1718689.137508 + Penalty 972.494216 = -1717716.643293 nChanged 0 Score: Raw -17377455.104506 + Penalty 19004.197634 = -17358450.906872 Splitting cluster 6 changes total score from -17357125.493765 to -17358450.906872 So it's getting split into cluster 32. Trying to split cluster 7 (27258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2424.649575 sec): 2 clusters Score: Raw -1121533.064889 + Penalty 464.696156 = -1121068.368733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2424.721800 sec): 3 clusters Score: Raw -1103790.616935 + Penalty 929.392312 = -1102861.224622 nChanged 13155 SP:Iteration 1F (2424.790479 sec): 3 clusters Score: Raw -1112073.129097 + Penalty 929.392312 = -1111143.736785 nChanged 1821 SP:Iteration 2F (2424.862939 sec): 3 clusters Score: Raw -1113229.652409 + Penalty 929.392312 = -1112300.260097 nChanged 2045 SP:Iteration 3F (2424.932441 sec): 3 clusters Score: Raw -1114669.905418 + Penalty 929.392312 = -1113740.513106 nChanged 2039 SP:Iteration 4F (2425.003779 sec): 3 clusters Score: Raw -1116141.566839 + Penalty 929.392312 = -1115212.174526 nChanged 1865 SP:Iteration 5F (2425.060450 sec): 3 clusters Score: Raw -1117369.452764 + Penalty 929.392312 = -1116440.060452 nChanged 1342 SP:Iteration 6Q (2425.134608 sec): 3 clusters Score: Raw -1118073.155652 + Penalty 929.392312 = -1117143.763340 nChanged 961 SP:Iteration 7Q (2425.217662 sec): 3 clusters Score: Raw -1118433.085362 + Penalty 929.392312 = -1117503.693050 nChanged 619 SP:Iteration 8Q (2425.295603 sec): 3 clusters Score: Raw -1118623.357752 + Penalty 929.392312 = -1117693.965439 nChanged 478 SP:Iteration 9Q (2425.369334 sec): 3 clusters Score: Raw -1118767.873060 + Penalty 929.392312 = -1117838.480747 nChanged 422 SP:Iteration 10Q (2425.444742 sec): 3 clusters Score: Raw -1118891.216577 + Penalty 929.392312 = -1117961.824264 nChanged 397 SP:Iteration 11Q (2425.524326 sec): 3 clusters Score: Raw -1118997.134257 + Penalty 929.392312 = -1118067.741944 nChanged 397 SP:Iteration 12Q (2425.601736 sec): 3 clusters Score: Raw -1119105.663510 + Penalty 929.392312 = -1118176.271198 nChanged 424 SP:Iteration 13Q (2425.677478 sec): 3 clusters Score: Raw -1119237.440984 + Penalty 929.392312 = -1118308.048672 nChanged 426 SP:Iteration 14Q (2425.749410 sec): 3 clusters Score: Raw -1119363.728802 + Penalty 929.392312 = -1118434.336489 nChanged 421 SP:Iteration 15Q (2425.828787 sec): 3 clusters Score: Raw -1119485.820990 + Penalty 929.392312 = -1118556.428677 nChanged 391 SP:Iteration 16Q (2425.895873 sec): 3 clusters Score: Raw -1119595.711804 + Penalty 929.392312 = -1118666.319491 nChanged 382 SP:Iteration 17Q (2425.976793 sec): 3 clusters Score: Raw -1119708.914559 + Penalty 929.392312 = -1118779.522246 nChanged 407 SP:Iteration 18Q (2426.041091 sec): 3 clusters Score: Raw -1119835.052658 + Penalty 929.392312 = -1118905.660346 nChanged 401 SP:Iteration 19Q (2426.120888 sec): 3 clusters Score: Raw -1119964.820356 + Penalty 929.392312 = -1119035.428044 nChanged 419 SP:Iteration 20F (2426.195242 sec): 3 clusters Score: Raw -1120099.589694 + Penalty 929.392312 = -1119170.197382 nChanged 407 SP:Iteration 21Q (2426.253536 sec): 3 clusters Score: Raw -1120229.932207 + Penalty 929.392312 = -1119300.539895 nChanged 411 SP:Iteration 22Q (2426.325039 sec): 3 clusters Score: Raw -1120360.908519 + Penalty 929.392312 = -1119431.516207 nChanged 396 SP:Iteration 23Q (2426.401548 sec): 3 clusters Score: Raw -1120488.811925 + Penalty 929.392312 = -1119559.419612 nChanged 379 SP:Iteration 24Q (2426.477288 sec): 3 clusters Score: Raw -1120610.594988 + Penalty 929.392312 = -1119681.202676 nChanged 364 SP:Iteration 25Q (2426.554239 sec): 3 clusters Score: Raw -1120728.488213 + Penalty 929.392312 = -1119799.095901 nChanged 323 SP:Iteration 26Q (2426.626412 sec): 3 clusters Score: Raw -1120827.106967 + Penalty 929.392312 = -1119897.714654 nChanged 289 SP:Iteration 27Q (2426.696156 sec): 3 clusters Score: Raw -1120903.597512 + Penalty 929.392312 = -1119974.205200 nChanged 258 SP:Iteration 28Q (2426.770407 sec): 3 clusters Score: Raw -1120970.705814 + Penalty 929.392312 = -1120041.313501 nChanged 246 SP:Iteration 29Q (2426.842700 sec): 3 clusters Score: Raw -1121032.188126 + Penalty 929.392312 = -1120102.795813 nChanged 241 SP:Iteration 30Q (2426.905851 sec): 3 clusters Score: Raw -1121094.496591 + Penalty 929.392312 = -1120165.104279 nChanged 244 SP:Iteration 31Q (2426.980612 sec): 3 clusters Score: Raw -1121163.745823 + Penalty 929.392312 = -1120234.353510 nChanged 237 SP:Iteration 32Q (2427.037889 sec): 3 clusters Score: Raw -1121222.139537 + Penalty 929.392312 = -1120292.747224 nChanged 195 SP:Iteration 33Q (2427.108807 sec): 3 clusters Score: Raw -1121268.699760 + Penalty 929.392312 = -1120339.307447 nChanged 197 SP:Iteration 34Q (2427.188569 sec): 3 clusters Score: Raw -1121320.469191 + Penalty 929.392312 = -1120391.076879 nChanged 200 SP:Iteration 35Q (2427.259157 sec): 3 clusters Score: Raw -1121371.654298 + Penalty 929.392312 = -1120442.261985 nChanged 187 SP:Iteration 36Q (2427.328380 sec): 3 clusters Score: Raw -1121420.851454 + Penalty 929.392312 = -1120491.459141 nChanged 188 SP:Iteration 37Q (2427.398185 sec): 3 clusters Score: Raw -1121466.876040 + Penalty 929.392312 = -1120537.483727 nChanged 169 SP:Iteration 38Q (2427.470302 sec): 3 clusters Score: Raw -1121505.498349 + Penalty 929.392312 = -1120576.106036 nChanged 163 SP:Iteration 39Q (2427.539246 sec): 3 clusters Score: Raw -1121544.358897 + Penalty 929.392312 = -1120614.966584 nChanged 135 SP:Iteration 40F (2427.608850 sec): 3 clusters Score: Raw -1121572.618516 + Penalty 929.392312 = -1120643.226203 nChanged 119 SP:Iteration 41Q (2427.679565 sec): 3 clusters Score: Raw -1121597.305541 + Penalty 929.392312 = -1120667.913228 nChanged 115 SP:Iteration 42Q (2427.745726 sec): 3 clusters Score: Raw -1121621.119781 + Penalty 929.392312 = -1120691.727469 nChanged 103 SP:Iteration 43Q (2427.805880 sec): 3 clusters Score: Raw -1121642.065390 + Penalty 929.392312 = -1120712.673077 nChanged 91 SP:Iteration 44Q (2427.878558 sec): 3 clusters Score: Raw -1121661.087482 + Penalty 929.392312 = -1120731.695169 nChanged 87 SP:Iteration 45Q (2427.944618 sec): 3 clusters Score: Raw -1121676.339103 + Penalty 929.392312 = -1120746.946791 nChanged 82 SP:Iteration 46Q (2428.011865 sec): 3 clusters Score: Raw -1121692.145144 + Penalty 929.392312 = -1120762.752831 nChanged 85 SP:Iteration 47Q (2428.083568 sec): 3 clusters Score: Raw -1121708.480387 + Penalty 929.392312 = -1120779.088074 nChanged 66 SP:Iteration 48Q (2428.146783 sec): 3 clusters Score: Raw -1121719.870548 + Penalty 929.392312 = -1120790.478235 nChanged 59 SP:Iteration 49Q (2428.208813 sec): 3 clusters Score: Raw -1121730.332982 + Penalty 929.392312 = -1120800.940669 nChanged 50 SP:Iteration 50Q (2428.272666 sec): 3 clusters Score: Raw -1121738.592118 + Penalty 929.392312 = -1120809.199805 nChanged 53 SP:Iteration 51Q (2428.338529 sec): 3 clusters Score: Raw -1121747.619641 + Penalty 929.392312 = -1120818.227329 nChanged 55 SP:Iteration 52Q (2428.418517 sec): 3 clusters Score: Raw -1121756.871190 + Penalty 929.392312 = -1120827.478878 nChanged 40 SP:Iteration 53Q (2428.491368 sec): 3 clusters Score: Raw -1121763.482403 + Penalty 929.392312 = -1120834.090090 nChanged 37 SP:Iteration 54Q (2428.561015 sec): 3 clusters Score: Raw -1121768.485190 + Penalty 929.392312 = -1120839.092877 nChanged 30 SP:Iteration 55Q (2428.635245 sec): 3 clusters Score: Raw -1121772.537957 + Penalty 929.392312 = -1120843.145644 nChanged 29 SP:Iteration 56Q (2428.709278 sec): 3 clusters Score: Raw -1121776.052992 + Penalty 929.392312 = -1120846.660680 nChanged 35 SP:Iteration 57Q (2428.779145 sec): 3 clusters Score: Raw -1121779.207781 + Penalty 929.392312 = -1120849.815469 nChanged 23 SP:Iteration 58Q (2428.847430 sec): 3 clusters Score: Raw -1121781.303596 + Penalty 929.392312 = -1120851.911284 nChanged 26 SP:Iteration 59Q (2428.917629 sec): 3 clusters Score: Raw -1121784.202126 + Penalty 929.392312 = -1120854.809814 nChanged 31 SP:Iteration 60F (2428.982979 sec): 3 clusters Score: Raw -1121787.350057 + Penalty 929.392312 = -1120857.957744 nChanged 29 SP:Iteration 61Q (2429.060403 sec): 3 clusters Score: Raw -1121790.372749 + Penalty 929.392312 = -1120860.980436 nChanged 24 SP:Iteration 62Q (2429.131378 sec): 3 clusters Score: Raw -1121792.578092 + Penalty 929.392312 = -1120863.185779 nChanged 19 SP:Iteration 63Q (2429.203957 sec): 3 clusters Score: Raw -1121795.424194 + Penalty 929.392312 = -1120866.031882 nChanged 24 SP:Iteration 64Q (2429.275673 sec): 3 clusters Score: Raw -1121798.753494 + Penalty 929.392312 = -1120869.361182 nChanged 15 SP:Iteration 65Q (2429.347977 sec): 3 clusters Score: Raw -1121800.257192 + Penalty 929.392312 = -1120870.864879 nChanged 13 SP:Iteration 66Q (2429.414772 sec): 3 clusters Score: Raw -1121801.709021 + Penalty 929.392312 = -1120872.316709 nChanged 11 SP:Iteration 67Q (2429.488388 sec): 3 clusters Score: Raw -1121802.695128 + Penalty 929.392312 = -1120873.302815 nChanged 16 SP:Iteration 68Q (2429.559028 sec): 3 clusters Score: Raw -1121804.746954 + Penalty 929.392312 = -1120875.354641 nChanged 15 SP:Iteration 69Q (2429.625003 sec): 3 clusters Score: Raw -1121807.186712 + Penalty 929.392312 = -1120877.794400 nChanged 24 SP:Iteration 70Q (2429.681911 sec): 3 clusters Score: Raw -1121809.723086 + Penalty 929.392312 = -1120880.330774 nChanged 14 SP:Iteration 71Q (2429.754507 sec): 3 clusters Score: Raw -1121811.144563 + Penalty 929.392312 = -1120881.752251 nChanged 20 SP:Iteration 72Q (2429.814140 sec): 3 clusters Score: Raw -1121813.237919 + Penalty 929.392312 = -1120883.845606 nChanged 19 SP:Iteration 73Q (2429.878432 sec): 3 clusters Score: Raw -1121815.287745 + Penalty 929.392312 = -1120885.895432 nChanged 14 SP:Iteration 74Q (2429.953623 sec): 3 clusters Score: Raw -1121816.719319 + Penalty 929.392312 = -1120887.327007 nChanged 11 SP:Iteration 75Q (2430.022322 sec): 3 clusters Score: Raw -1121817.661705 + Penalty 929.392312 = -1120888.269393 nChanged 7 SP:Iteration 76Q (2430.086760 sec): 3 clusters Score: Raw -1121818.184106 + Penalty 929.392312 = -1120888.791794 nChanged 4 SP:Iteration 77Q (2430.143594 sec): 3 clusters Score: Raw -1121818.582278 + Penalty 929.392312 = -1120889.189965 nChanged 9 SP:Iteration 78Q (2430.218302 sec): 3 clusters Score: Raw -1121819.501514 + Penalty 929.392312 = -1120890.109201 nChanged 9 SP:Iteration 79Q (2430.283023 sec): 3 clusters Score: Raw -1121820.462282 + Penalty 929.392312 = -1120891.069969 nChanged 8 SP:Iteration 80F (2430.354015 sec): 3 clusters Score: Raw -1121820.860005 + Penalty 929.392312 = -1120891.467692 nChanged 5 SP:Iteration 81Q (2430.419801 sec): 3 clusters Score: Raw -1121821.097143 + Penalty 929.392312 = -1120891.704830 nChanged 6 SP:Iteration 82Q (2430.477616 sec): 3 clusters Score: Raw -1121821.409120 + Penalty 929.392312 = -1120892.016807 nChanged 5 SP:Iteration 83Q (2430.555694 sec): 3 clusters Score: Raw -1121821.852925 + Penalty 929.392312 = -1120892.460613 nChanged 8 SP:Iteration 84Q (2430.621977 sec): 3 clusters Score: Raw -1121822.643359 + Penalty 929.392312 = -1120893.251046 nChanged 6 SP:Iteration 85Q (2430.693033 sec): 3 clusters Score: Raw -1121823.078961 + Penalty 929.392312 = -1120893.686649 nChanged 6 SP:Iteration 86Q (2430.755575 sec): 3 clusters Score: Raw -1121823.594794 + Penalty 929.392312 = -1120894.202482 nChanged 7 SP:Iteration 87Q (2430.827702 sec): 3 clusters Score: Raw -1121824.104094 + Penalty 929.392312 = -1120894.711782 nChanged 6 SP:Iteration 88Q (2430.897071 sec): 3 clusters Score: Raw -1121824.820577 + Penalty 929.392312 = -1120895.428264 nChanged 8 SP:Iteration 89Q (2430.964564 sec): 3 clusters Score: Raw -1121826.051099 + Penalty 929.392312 = -1120896.658787 nChanged 10 SP:Iteration 90Q (2431.023711 sec): 3 clusters Score: Raw -1121827.021822 + Penalty 929.392312 = -1120897.629509 nChanged 7 SP:Iteration 91Q (2431.095112 sec): 3 clusters Score: Raw -1121827.780732 + Penalty 929.392312 = -1120898.388420 nChanged 4 SP:Iteration 92Q (2431.159215 sec): 3 clusters Score: Raw -1121827.982270 + Penalty 929.392312 = -1120898.589958 nChanged 2 SP:Iteration 93Q (2431.221339 sec): 3 clusters Score: Raw -1121828.083841 + Penalty 929.392312 = -1120898.691529 nChanged 4 SP:Iteration 94Q (2431.291287 sec): 3 clusters Score: Raw -1121828.419104 + Penalty 929.392312 = -1120899.026791 nChanged 3 SP:Iteration 95Q (2431.372473 sec): 3 clusters Score: Raw -1121828.658795 + Penalty 929.392312 = -1120899.266483 nChanged 2 SP:Iteration 96Q (2431.442511 sec): 3 clusters Score: Raw -1121828.827922 + Penalty 929.392312 = -1120899.435609 nChanged 2 SP:Iteration 97Q (2431.503617 sec): 3 clusters Score: Raw -1121828.948612 + Penalty 929.392312 = -1120899.556299 nChanged 2 SP:Iteration 98Q (2431.579339 sec): 3 clusters Score: Raw -1121829.066968 + Penalty 929.392312 = -1120899.674655 nChanged 1 SP:Iteration 99Q (2431.650543 sec): 3 clusters Score: Raw -1121829.096071 + Penalty 929.392312 = -1120899.703759 nChanged 2 SP:Iteration 100F (2431.720465 sec): 3 clusters Score: Raw -1121829.157098 + Penalty 929.392312 = -1120899.764785 nChanged 1 SP:Iteration 101Q (2431.783099 sec): 3 clusters Score: Raw -1121829.249081 + Penalty 929.392312 = -1120899.856769 nChanged 2 SP:Iteration 102Q (2431.852854 sec): 3 clusters Score: Raw -1121829.374003 + Penalty 929.392312 = -1120899.981691 nChanged 2 SP:Iteration 103Q (2431.936047 sec): 3 clusters Score: Raw -1121829.476082 + Penalty 929.392312 = -1120900.083770 nChanged 0 SP:Iteration 104F (2432.004275 sec): 3 clusters Score: Raw -1121829.476082 + Penalty 929.392312 = -1120900.083770 nChanged 0 Trying to split cluster 8 (9116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2432.039879 sec): 2 clusters Score: Raw -389577.313914 + Penalty 414.859281 = -389162.454633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2432.093937 sec): 3 clusters Score: Raw -383988.727403 + Penalty 829.718562 = -383159.008841 nChanged 4132 SP:Iteration 1F (2432.146441 sec): 3 clusters Score: Raw -386349.318575 + Penalty 829.718562 = -385519.600014 nChanged 585 SP:Iteration 2F (2432.205808 sec): 3 clusters Score: Raw -386683.167889 + Penalty 829.718562 = -385853.449327 nChanged 568 SP:Iteration 3F (2432.262403 sec): 3 clusters Score: Raw -387074.893829 + Penalty 829.718562 = -386245.175268 nChanged 570 SP:Iteration 4F (2432.313846 sec): 3 clusters Score: Raw -387499.873295 + Penalty 829.718562 = -386670.154734 nChanged 572 SP:Iteration 5F (2432.370415 sec): 3 clusters Score: Raw -387913.617308 + Penalty 829.718562 = -387083.898747 nChanged 517 SP:Iteration 6F (2432.411848 sec): 3 clusters Score: Raw -388309.695106 + Penalty 829.718562 = -387479.976544 nChanged 418 SP:Iteration 7Q (2432.468741 sec): 3 clusters Score: Raw -388628.319930 + Penalty 829.718562 = -387798.601368 nChanged 390 SP:Iteration 8Q (2432.532432 sec): 3 clusters Score: Raw -388885.537368 + Penalty 829.718562 = -388055.818806 nChanged 306 SP:Iteration 9Q (2432.587993 sec): 3 clusters Score: Raw -389049.768096 + Penalty 829.718562 = -388220.049535 nChanged 247 SP:Iteration 10Q (2432.644210 sec): 3 clusters Score: Raw -389169.579135 + Penalty 829.718562 = -388339.860573 nChanged 185 SP:Iteration 11Q (2432.702378 sec): 3 clusters Score: Raw -389254.254345 + Penalty 829.718562 = -388424.535784 nChanged 138 SP:Iteration 12Q (2432.752381 sec): 3 clusters Score: Raw -389309.292242 + Penalty 829.718562 = -388479.573681 nChanged 110 SP:Iteration 13Q (2432.806277 sec): 3 clusters Score: Raw -389354.433087 + Penalty 829.718562 = -388524.714526 nChanged 112 SP:Iteration 14Q (2432.867922 sec): 3 clusters Score: Raw -389400.376029 + Penalty 829.718562 = -388570.657467 nChanged 101 SP:Iteration 15Q (2432.920704 sec): 3 clusters Score: Raw -389439.977707 + Penalty 829.718562 = -388610.259145 nChanged 97 SP:Iteration 16Q (2432.974429 sec): 3 clusters Score: Raw -389470.101026 + Penalty 829.718562 = -388640.382465 nChanged 86 SP:Iteration 17Q (2433.022021 sec): 3 clusters Score: Raw -389492.188954 + Penalty 829.718562 = -388662.470392 nChanged 66 SP:Iteration 18Q (2433.071152 sec): 3 clusters Score: Raw -389509.025265 + Penalty 829.718562 = -388679.306704 nChanged 76 SP:Iteration 19Q (2433.138053 sec): 3 clusters Score: Raw -389526.179960 + Penalty 829.718562 = -388696.461399 nChanged 60 SP:Iteration 20F (2433.191842 sec): 3 clusters Score: Raw -389538.690135 + Penalty 829.718562 = -388708.971574 nChanged 62 SP:Iteration 21Q (2433.245273 sec): 3 clusters Score: Raw -389550.802545 + Penalty 829.718562 = -388721.083984 nChanged 51 SP:Iteration 22Q (2433.301964 sec): 3 clusters Score: Raw -389560.530120 + Penalty 829.718562 = -388730.811559 nChanged 49 SP:Iteration 23Q (2433.355203 sec): 3 clusters Score: Raw -389570.376201 + Penalty 829.718562 = -388740.657639 nChanged 39 SP:Iteration 24Q (2433.402922 sec): 3 clusters Score: Raw -389577.116857 + Penalty 829.718562 = -388747.398295 nChanged 33 SP:Iteration 25Q (2433.456431 sec): 3 clusters Score: Raw -389582.284176 + Penalty 829.718562 = -388752.565614 nChanged 27 SP:Iteration 26Q (2433.512400 sec): 3 clusters Score: Raw -389586.657955 + Penalty 829.718562 = -388756.939394 nChanged 29 SP:Iteration 27Q (2433.562623 sec): 3 clusters Score: Raw -389591.100653 + Penalty 829.718562 = -388761.382092 nChanged 24 SP:Iteration 28Q (2433.613497 sec): 3 clusters Score: Raw -389594.841619 + Penalty 829.718562 = -388765.123057 nChanged 26 SP:Iteration 29Q (2433.671075 sec): 3 clusters Score: Raw -389598.887951 + Penalty 829.718562 = -388769.169390 nChanged 17 SP:Iteration 30Q (2433.723777 sec): 3 clusters Score: Raw -389600.879609 + Penalty 829.718562 = -388771.161048 nChanged 11 SP:Iteration 31Q (2433.770720 sec): 3 clusters Score: Raw -389602.044299 + Penalty 829.718562 = -388772.325737 nChanged 9 SP:Iteration 32Q (2433.826085 sec): 3 clusters Score: Raw -389603.199321 + Penalty 829.718562 = -388773.480760 nChanged 11 SP:Iteration 33Q (2433.876471 sec): 3 clusters Score: Raw -389604.168047 + Penalty 829.718562 = -388774.449486 nChanged 9 SP:Iteration 34Q (2433.937568 sec): 3 clusters Score: Raw -389605.144947 + Penalty 829.718562 = -388775.426385 nChanged 12 SP:Iteration 35Q (2433.982227 sec): 3 clusters Score: Raw -389606.380032 + Penalty 829.718562 = -388776.661471 nChanged 12 SP:Iteration 36Q (2434.042464 sec): 3 clusters Score: Raw -389608.287338 + Penalty 829.718562 = -388778.568776 nChanged 16 SP:Iteration 37Q (2434.086115 sec): 3 clusters Score: Raw -389610.000809 + Penalty 829.718562 = -388780.282248 nChanged 11 SP:Iteration 38Q (2434.137182 sec): 3 clusters Score: Raw -389611.442569 + Penalty 829.718562 = -388781.724007 nChanged 15 SP:Iteration 39Q (2434.203096 sec): 3 clusters Score: Raw -389614.290655 + Penalty 829.718562 = -388784.572093 nChanged 20 SP:Iteration 40F (2434.253775 sec): 3 clusters Score: Raw -389616.793269 + Penalty 829.718562 = -388787.074707 nChanged 14 SP:Iteration 41Q (2434.311383 sec): 3 clusters Score: Raw -389618.147308 + Penalty 829.718562 = -388788.428747 nChanged 13 SP:Iteration 42Q (2434.357760 sec): 3 clusters Score: Raw -389619.532711 + Penalty 829.718562 = -388789.814149 nChanged 6 SP:Iteration 43Q (2434.421817 sec): 3 clusters Score: Raw -389620.305425 + Penalty 829.718562 = -388790.586863 nChanged 6 SP:Iteration 44Q (2434.470432 sec): 3 clusters Score: Raw -389621.026927 + Penalty 829.718562 = -388791.308365 nChanged 9 SP:Iteration 45Q (2434.529139 sec): 3 clusters Score: Raw -389621.882826 + Penalty 829.718562 = -388792.164265 nChanged 8 SP:Iteration 46Q (2434.577902 sec): 3 clusters Score: Raw -389623.366650 + Penalty 829.718562 = -388793.648088 nChanged 9 SP:Iteration 47Q (2434.629484 sec): 3 clusters Score: Raw -389624.860154 + Penalty 829.718562 = -388795.141592 nChanged 13 SP:Iteration 48Q (2434.685049 sec): 3 clusters Score: Raw -389626.249812 + Penalty 829.718562 = -388796.531251 nChanged 12 SP:Iteration 49Q (2434.730409 sec): 3 clusters Score: Raw -389627.267458 + Penalty 829.718562 = -388797.548897 nChanged 11 SP:Iteration 50Q (2434.791006 sec): 3 clusters Score: Raw -389628.155654 + Penalty 829.718562 = -388798.437092 nChanged 7 SP:Iteration 51Q (2434.851187 sec): 3 clusters Score: Raw -389628.635056 + Penalty 829.718562 = -388798.916495 nChanged 5 SP:Iteration 52Q (2434.906000 sec): 3 clusters Score: Raw -389628.983780 + Penalty 829.718562 = -388799.265219 nChanged 2 SP:Iteration 53Q (2434.961471 sec): 3 clusters Score: Raw -389629.058354 + Penalty 829.718562 = -388799.339793 nChanged 2 SP:Iteration 54Q (2435.010857 sec): 3 clusters Score: Raw -389629.135191 + Penalty 829.718562 = -388799.416629 nChanged 1 SP:Iteration 55Q (2435.077957 sec): 3 clusters Score: Raw -389629.194478 + Penalty 829.718562 = -388799.475917 nChanged 1 SP:Iteration 56Q (2435.135425 sec): 3 clusters Score: Raw -389629.226775 + Penalty 829.718562 = -388799.508214 nChanged 1 SP:Iteration 57Q (2435.187143 sec): 3 clusters Score: Raw -389629.233211 + Penalty 829.718562 = -388799.514649 nChanged 0 SP:Iteration 58F (2435.249347 sec): 3 clusters Score: Raw -389629.233211 + Penalty 829.718562 = -388799.514649 nChanged 0 Trying to split cluster 9 (11215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2435.280053 sec): 2 clusters Score: Raw -421424.536431 + Penalty 424.287839 = -421000.248592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2435.340185 sec): 3 clusters Score: Raw -414380.333205 + Penalty 848.575678 = -413531.757527 nChanged 5297 SP:Iteration 1F (2435.400785 sec): 3 clusters Score: Raw -417817.053664 + Penalty 848.575678 = -416968.477986 nChanged 919 SP:Iteration 2F (2435.451770 sec): 3 clusters Score: Raw -418487.111612 + Penalty 848.575678 = -417638.535934 nChanged 966 SP:Iteration 3F (2435.514666 sec): 3 clusters Score: Raw -419313.053151 + Penalty 848.575678 = -418464.477474 nChanged 813 SP:Iteration 4F (2435.577143 sec): 3 clusters Score: Raw -419938.443178 + Penalty 848.575678 = -419089.867500 nChanged 611 SP:Iteration 5F (2435.628280 sec): 3 clusters Score: Raw -420366.536913 + Penalty 848.575678 = -419517.961236 nChanged 452 SP:Iteration 6Q (2435.683481 sec): 3 clusters Score: Raw -420601.186606 + Penalty 848.575678 = -419752.610928 nChanged 310 SP:Iteration 7Q (2435.734288 sec): 3 clusters Score: Raw -420741.606084 + Penalty 848.575678 = -419893.030406 nChanged 249 SP:Iteration 8Q (2435.788274 sec): 3 clusters Score: Raw -420857.751992 + Penalty 848.575678 = -420009.176314 nChanged 213 SP:Iteration 9Q (2435.852055 sec): 3 clusters Score: Raw -420961.881314 + Penalty 848.575678 = -420113.305636 nChanged 174 SP:Iteration 10Q (2435.910984 sec): 3 clusters Score: Raw -421068.008652 + Penalty 848.575678 = -420219.432974 nChanged 175 SP:Iteration 11Q (2435.962281 sec): 3 clusters Score: Raw -421165.531032 + Penalty 848.575678 = -420316.955354 nChanged 142 SP:Iteration 12Q (2436.011173 sec): 3 clusters Score: Raw -421237.902483 + Penalty 848.575678 = -420389.326805 nChanged 138 SP:Iteration 13Q (2436.078619 sec): 3 clusters Score: Raw -421297.204974 + Penalty 848.575678 = -420448.629296 nChanged 126 SP:Iteration 14Q (2436.133980 sec): 3 clusters Score: Raw -421343.003652 + Penalty 848.575678 = -420494.427974 nChanged 97 SP:Iteration 15Q (2436.188706 sec): 3 clusters Score: Raw -421376.249751 + Penalty 848.575678 = -420527.674073 nChanged 89 SP:Iteration 16Q (2436.250207 sec): 3 clusters Score: Raw -421409.259326 + Penalty 848.575678 = -420560.683648 nChanged 86 SP:Iteration 17Q (2436.309225 sec): 3 clusters Score: Raw -421441.516302 + Penalty 848.575678 = -420592.940625 nChanged 86 SP:Iteration 18Q (2436.368521 sec): 3 clusters Score: Raw -421473.616333 + Penalty 848.575678 = -420625.040655 nChanged 84 SP:Iteration 19Q (2436.422413 sec): 3 clusters Score: Raw -421502.816744 + Penalty 848.575678 = -420654.241066 nChanged 76 SP:Iteration 20F (2436.480013 sec): 3 clusters Score: Raw -421529.155444 + Penalty 848.575678 = -420680.579766 nChanged 69 SP:Iteration 21Q (2436.524535 sec): 3 clusters Score: Raw -421556.411488 + Penalty 848.575678 = -420707.835811 nChanged 67 SP:Iteration 22Q (2436.580984 sec): 3 clusters Score: Raw -421577.696918 + Penalty 848.575678 = -420729.121240 nChanged 49 SP:Iteration 23Q (2436.647837 sec): 3 clusters Score: Raw -421593.361713 + Penalty 848.575678 = -420744.786035 nChanged 49 SP:Iteration 24Q (2436.706505 sec): 3 clusters Score: Raw -421605.804610 + Penalty 848.575678 = -420757.228933 nChanged 41 SP:Iteration 25Q (2436.754493 sec): 3 clusters Score: Raw -421616.635528 + Penalty 848.575678 = -420768.059850 nChanged 37 SP:Iteration 26Q (2436.802300 sec): 3 clusters Score: Raw -421626.568039 + Penalty 848.575678 = -420777.992362 nChanged 37 SP:Iteration 27Q (2436.865207 sec): 3 clusters Score: Raw -421634.241251 + Penalty 848.575678 = -420785.665573 nChanged 32 SP:Iteration 28Q (2436.921046 sec): 3 clusters Score: Raw -421642.841908 + Penalty 848.575678 = -420794.266230 nChanged 28 SP:Iteration 29Q (2436.978288 sec): 3 clusters Score: Raw -421649.763423 + Penalty 848.575678 = -420801.187745 nChanged 25 SP:Iteration 30Q (2437.034710 sec): 3 clusters Score: Raw -421655.907544 + Penalty 848.575678 = -420807.331867 nChanged 27 SP:Iteration 31Q (2437.078212 sec): 3 clusters Score: Raw -421661.423699 + Penalty 848.575678 = -420812.848022 nChanged 21 SP:Iteration 32Q (2437.130116 sec): 3 clusters Score: Raw -421665.207502 + Penalty 848.575678 = -420816.631824 nChanged 19 SP:Iteration 33Q (2437.184705 sec): 3 clusters Score: Raw -421668.421542 + Penalty 848.575678 = -420819.845864 nChanged 13 SP:Iteration 34Q (2437.245756 sec): 3 clusters Score: Raw -421671.358424 + Penalty 848.575678 = -420822.782747 nChanged 10 SP:Iteration 35Q (2437.293561 sec): 3 clusters Score: Raw -421673.349735 + Penalty 848.575678 = -420824.774058 nChanged 13 SP:Iteration 36Q (2437.358988 sec): 3 clusters Score: Raw -421675.151894 + Penalty 848.575678 = -420826.576216 nChanged 9 SP:Iteration 37Q (2437.407761 sec): 3 clusters Score: Raw -421676.562354 + Penalty 848.575678 = -420827.986676 nChanged 9 SP:Iteration 38Q (2437.472622 sec): 3 clusters Score: Raw -421677.444520 + Penalty 848.575678 = -420828.868842 nChanged 3 SP:Iteration 39Q (2437.515996 sec): 3 clusters Score: Raw -421677.653721 + Penalty 848.575678 = -420829.078043 nChanged 3 SP:Iteration 40F (2437.574959 sec): 3 clusters Score: Raw -421677.917229 + Penalty 848.575678 = -420829.341552 nChanged 4 SP:Iteration 41Q (2437.626078 sec): 3 clusters Score: Raw -421678.375039 + Penalty 848.575678 = -420829.799362 nChanged 4 SP:Iteration 42Q (2437.670685 sec): 3 clusters Score: Raw -421678.725878 + Penalty 848.575678 = -420830.150201 nChanged 2 SP:Iteration 43Q (2437.738208 sec): 3 clusters Score: Raw -421678.912733 + Penalty 848.575678 = -420830.337055 nChanged 1 SP:Iteration 44Q (2437.793664 sec): 3 clusters Score: Raw -421679.042344 + Penalty 848.575678 = -420830.466666 nChanged 2 SP:Iteration 45Q (2437.838444 sec): 3 clusters Score: Raw -421679.298779 + Penalty 848.575678 = -420830.723101 nChanged 2 SP:Iteration 46Q (2437.902685 sec): 3 clusters Score: Raw -421679.505677 + Penalty 848.575678 = -420830.929999 nChanged 3 SP:Iteration 47Q (2437.960675 sec): 3 clusters Score: Raw -421679.634535 + Penalty 848.575678 = -420831.058858 nChanged 2 SP:Iteration 48Q (2438.019242 sec): 3 clusters Score: Raw -421679.842681 + Penalty 848.575678 = -420831.267003 nChanged 0 SP:Iteration 49F (2438.066775 sec): 3 clusters Score: Raw -421679.842681 + Penalty 848.575678 = -420831.267003 nChanged 0 Trying to split cluster 10 (2368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2438.097061 sec): 2 clusters Score: Raw -87202.570965 + Penalty 353.525945 = -86849.045019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2438.143343 sec): 3 clusters Score: Raw -86195.639752 + Penalty 707.051891 = -85488.587861 nChanged 999 SP:Iteration 1F (2438.179007 sec): 3 clusters Score: Raw -88056.880640 + Penalty 707.051891 = -87349.828749 nChanged 292 SP:Iteration 2F (2438.229513 sec): 3 clusters Score: Raw -88706.264474 + Penalty 707.051891 = -87999.212583 nChanged 139 SP:Iteration 3F (2438.276171 sec): 3 clusters Score: Raw -88876.953821 + Penalty 707.051891 = -88169.901930 nChanged 60 SP:Iteration 4Q (2438.314659 sec): 3 clusters Score: Raw -88931.487534 + Penalty 707.051891 = -88224.435643 nChanged 27 SP:Iteration 5Q (2438.354305 sec): 3 clusters Score: Raw -88948.747633 + Penalty 707.051891 = -88241.695743 nChanged 28 SP:Iteration 6Q (2438.397644 sec): 3 clusters Score: Raw -88963.811458 + Penalty 707.051891 = -88256.759567 nChanged 18 SP:Iteration 7Q (2438.448491 sec): 3 clusters Score: Raw -88970.946200 + Penalty 707.051891 = -88263.894310 nChanged 16 SP:Iteration 8Q (2438.496661 sec): 3 clusters Score: Raw -88976.407385 + Penalty 707.051891 = -88269.355495 nChanged 7 SP:Iteration 9Q (2438.538948 sec): 3 clusters Score: Raw -88977.256246 + Penalty 707.051891 = -88270.204356 nChanged 2 SP:Iteration 10Q (2438.581252 sec): 3 clusters Score: Raw -88977.441059 + Penalty 707.051891 = -88270.389168 nChanged 1 SP:Iteration 11Q (2438.629555 sec): 3 clusters Score: Raw -88977.593910 + Penalty 707.051891 = -88270.542019 nChanged 0 SP:Iteration 12F (2438.674580 sec): 3 clusters Score: Raw -88977.593910 + Penalty 707.051891 = -88270.542019 nChanged 0 Score: Raw -17379230.127451 + Penalty 19598.078810 = -17359632.048641 Splitting cluster 10 changes total score from -17357125.493765 to -17359632.048641 So it's getting split into cluster 33. Trying to split cluster 11 (1473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2444.225872 sec): 2 clusters Score: Raw -52737.541413 + Penalty 331.925067 = -52405.616346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2444.271204 sec): 3 clusters Score: Raw -51972.864599 + Penalty 663.850134 = -51309.014465 nChanged 587 SP:Iteration 1F (2444.318132 sec): 3 clusters Score: Raw -52412.227399 + Penalty 663.850134 = -51748.377265 nChanged 132 SP:Iteration 2F (2444.371562 sec): 3 clusters Score: Raw -52536.317714 + Penalty 663.850134 = -51872.467580 nChanged 104 SP:Iteration 3F (2444.413308 sec): 3 clusters Score: Raw -52614.221093 + Penalty 663.850134 = -51950.370959 nChanged 82 SP:Iteration 4F (2444.459925 sec): 3 clusters Score: Raw -52672.031380 + Penalty 663.850134 = -52008.181246 nChanged 56 SP:Iteration 5Q (2444.509663 sec): 3 clusters Score: Raw -52714.346978 + Penalty 663.850134 = -52050.496844 nChanged 53 SP:Iteration 6Q (2444.556404 sec): 3 clusters Score: Raw -52755.793136 + Penalty 663.850134 = -52091.943002 nChanged 59 SP:Iteration 7Q (2444.605440 sec): 3 clusters Score: Raw -52818.843698 + Penalty 663.850134 = -52154.993564 nChanged 50 SP:Iteration 8Q (2444.652593 sec): 3 clusters Score: Raw -52864.623522 + Penalty 663.850134 = -52200.773388 nChanged 46 SP:Iteration 9Q (2444.696082 sec): 3 clusters Score: Raw -52903.493189 + Penalty 663.850134 = -52239.643055 nChanged 40 SP:Iteration 10Q (2444.748521 sec): 3 clusters Score: Raw -52939.771589 + Penalty 663.850134 = -52275.921455 nChanged 34 SP:Iteration 11Q (2444.788061 sec): 3 clusters Score: Raw -52968.882940 + Penalty 663.850134 = -52305.032807 nChanged 29 SP:Iteration 12Q (2444.840447 sec): 3 clusters Score: Raw -52996.848878 + Penalty 663.850134 = -52332.998744 nChanged 29 SP:Iteration 13Q (2444.887007 sec): 3 clusters Score: Raw -53032.788344 + Penalty 663.850134 = -52368.938210 nChanged 21 SP:Iteration 14Q (2444.929837 sec): 3 clusters Score: Raw -53052.632131 + Penalty 663.850134 = -52388.781997 nChanged 17 SP:Iteration 15Q (2444.979627 sec): 3 clusters Score: Raw -53065.018604 + Penalty 663.850134 = -52401.168470 nChanged 6 SP:Iteration 16Q (2445.022173 sec): 3 clusters Score: Raw -53069.719229 + Penalty 663.850134 = -52405.869095 nChanged 10 SP:Iteration 17Q (2445.077585 sec): 3 clusters Score: Raw -53074.689741 + Penalty 663.850134 = -52410.839607 nChanged 6 SP:Iteration 18Q (2445.130445 sec): 3 clusters Score: Raw -53077.432328 + Penalty 663.850134 = -52413.582194 nChanged 1 SP:Iteration 19Q (2445.173195 sec): 3 clusters Score: Raw -53078.385576 + Penalty 663.850134 = -52414.535442 nChanged 2 SP:Iteration 20F (2445.219181 sec): 3 clusters Score: Raw -53079.535096 + Penalty 663.850134 = -52415.684962 nChanged 1 SP:Iteration 21Q (2445.274347 sec): 3 clusters Score: Raw -53081.210349 + Penalty 663.850134 = -52417.360215 nChanged 3 SP:Iteration 22Q (2445.316124 sec): 3 clusters Score: Raw -53082.621035 + Penalty 663.850134 = -52418.770901 nChanged 1 SP:Iteration 23Q (2445.351664 sec): 3 clusters Score: Raw -53083.174650 + Penalty 663.850134 = -52419.324516 nChanged 0 SP:Iteration 24F (2445.404855 sec): 3 clusters Score: Raw -53083.174650 + Penalty 663.850134 = -52419.324516 nChanged 0 Score: Raw -17379575.760689 + Penalty 20191.959986 = -17359383.800702 Splitting cluster 11 changes total score from -17357125.493765 to -17359383.800702 So it's getting split into cluster 34. Trying to split cluster 12 (67719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2451.301616 sec): 2 clusters Score: Raw -2738831.135960 + Penalty 506.102054 = -2738325.033906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2451.413105 sec): 3 clusters Score: Raw -2693646.222720 + Penalty 1012.204108 = -2692634.018611 nChanged 32928 SP:Iteration 1F (2451.520728 sec): 3 clusters Score: Raw -2716682.998640 + Penalty 1012.204108 = -2715670.794531 nChanged 4307 SP:Iteration 2F (2451.627357 sec): 3 clusters Score: Raw -2719009.556643 + Penalty 1012.204108 = -2717997.352535 nChanged 4164 SP:Iteration 3F (2451.733232 sec): 3 clusters Score: Raw -2721160.974541 + Penalty 1012.204108 = -2720148.770432 nChanged 3684 SP:Iteration 4F (2451.830184 sec): 3 clusters Score: Raw -2723056.713694 + Penalty 1012.204108 = -2722044.509586 nChanged 3175 SP:Iteration 5Q (2451.955866 sec): 3 clusters Score: Raw -2724789.098084 + Penalty 1012.204108 = -2723776.893975 nChanged 2780 SP:Iteration 6Q (2452.071501 sec): 3 clusters Score: Raw -2726314.916553 + Penalty 1012.204108 = -2725302.712445 nChanged 2296 SP:Iteration 7Q (2452.178350 sec): 3 clusters Score: Raw -2727343.655646 + Penalty 1012.204108 = -2726331.451537 nChanged 1591 SP:Iteration 8Q (2452.291617 sec): 3 clusters Score: Raw -2727856.688389 + Penalty 1012.204108 = -2726844.484281 nChanged 1072 SP:Iteration 9Q (2452.413366 sec): 3 clusters Score: Raw -2728126.478464 + Penalty 1012.204108 = -2727114.274355 nChanged 924 SP:Iteration 10Q (2452.519303 sec): 3 clusters Score: Raw -2728352.491461 + Penalty 1012.204108 = -2727340.287353 nChanged 974 SP:Iteration 11Q (2452.635157 sec): 3 clusters Score: Raw -2728598.499685 + Penalty 1012.204108 = -2727586.295577 nChanged 1038 SP:Iteration 12Q (2452.736861 sec): 3 clusters Score: Raw -2728871.779811 + Penalty 1012.204108 = -2727859.575703 nChanged 1104 SP:Iteration 13Q (2452.858324 sec): 3 clusters Score: Raw -2729179.245256 + Penalty 1012.204108 = -2728167.041148 nChanged 1137 SP:Iteration 14Q (2452.973445 sec): 3 clusters Score: Raw -2729503.002402 + Penalty 1012.204108 = -2728490.798294 nChanged 1230 SP:Iteration 15Q (2453.085816 sec): 3 clusters Score: Raw -2729867.787368 + Penalty 1012.204108 = -2728855.583260 nChanged 1257 SP:Iteration 16Q (2453.191790 sec): 3 clusters Score: Raw -2730251.733231 + Penalty 1012.204108 = -2729239.529122 nChanged 1317 SP:Iteration 17Q (2453.304391 sec): 3 clusters Score: Raw -2730698.645529 + Penalty 1012.204108 = -2729686.441421 nChanged 1398 SP:Iteration 18Q (2453.421093 sec): 3 clusters Score: Raw -2731209.586900 + Penalty 1012.204108 = -2730197.382792 nChanged 1461 SP:Iteration 19Q (2453.530199 sec): 3 clusters Score: Raw -2731798.663879 + Penalty 1012.204108 = -2730786.459770 nChanged 1567 SP:Iteration 20F (2453.637191 sec): 3 clusters Score: Raw -2732506.875907 + Penalty 1012.204108 = -2731494.671799 nChanged 1561 SP:Iteration 21Q (2453.747625 sec): 3 clusters Score: Raw -2733251.064487 + Penalty 1012.204108 = -2732238.860378 nChanged 1515 SP:Iteration 22Q (2453.859453 sec): 3 clusters Score: Raw -2734016.078198 + Penalty 1012.204108 = -2733003.874090 nChanged 1422 SP:Iteration 23Q (2453.965024 sec): 3 clusters Score: Raw -2734748.873397 + Penalty 1012.204108 = -2733736.669288 nChanged 1310 SP:Iteration 24Q (2454.067397 sec): 3 clusters Score: Raw -2735463.359246 + Penalty 1012.204108 = -2734451.155138 nChanged 1207 SP:Iteration 25Q (2454.171848 sec): 3 clusters Score: Raw -2736168.874040 + Penalty 1012.204108 = -2735156.669932 nChanged 1094 SP:Iteration 26Q (2454.262795 sec): 3 clusters Score: Raw -2736874.479760 + Penalty 1012.204108 = -2735862.275652 nChanged 923 SP:Iteration 27Q (2454.363984 sec): 3 clusters Score: Raw -2737454.491431 + Penalty 1012.204108 = -2736442.287323 nChanged 709 SP:Iteration 28Q (2454.462873 sec): 3 clusters Score: Raw -2737862.411026 + Penalty 1012.204108 = -2736850.206918 nChanged 576 SP:Iteration 29Q (2454.574212 sec): 3 clusters Score: Raw -2738175.640307 + Penalty 1012.204108 = -2737163.436198 nChanged 479 SP:Iteration 30Q (2454.675297 sec): 3 clusters Score: Raw -2738430.351799 + Penalty 1012.204108 = -2737418.147690 nChanged 396 SP:Iteration 31Q (2454.777029 sec): 3 clusters Score: Raw -2738641.459356 + Penalty 1012.204108 = -2737629.255248 nChanged 292 SP:Iteration 32Q (2454.872010 sec): 3 clusters Score: Raw -2738790.478585 + Penalty 1012.204108 = -2737778.274477 nChanged 228 SP:Iteration 33Q (2454.969529 sec): 3 clusters Score: Raw -2738896.445535 + Penalty 1012.204108 = -2737884.241426 nChanged 171 SP:Iteration 34Q (2455.063442 sec): 3 clusters Score: Raw -2738973.758358 + Penalty 1012.204108 = -2737961.554250 nChanged 130 SP:Iteration 35Q (2455.155220 sec): 3 clusters Score: Raw -2739035.510037 + Penalty 1012.204108 = -2738023.305929 nChanged 97 SP:Iteration 36Q (2455.246775 sec): 3 clusters Score: Raw -2739073.474453 + Penalty 1012.204108 = -2738061.270345 nChanged 84 SP:Iteration 37Q (2455.348977 sec): 3 clusters Score: Raw -2739107.559179 + Penalty 1012.204108 = -2738095.355071 nChanged 55 SP:Iteration 38Q (2455.445464 sec): 3 clusters Score: Raw -2739122.859154 + Penalty 1012.204108 = -2738110.655046 nChanged 27 SP:Iteration 39Q (2455.533807 sec): 3 clusters Score: Raw -2739127.996701 + Penalty 1012.204108 = -2738115.792593 nChanged 20 SP:Iteration 40F (2455.643062 sec): 3 clusters Score: Raw -2739133.250015 + Penalty 1012.204108 = -2738121.045907 nChanged 18 SP:Iteration 41Q (2455.737927 sec): 3 clusters Score: Raw -2739137.949663 + Penalty 1012.204108 = -2738125.745554 nChanged 20 SP:Iteration 42Q (2455.840557 sec): 3 clusters Score: Raw -2739141.901675 + Penalty 1012.204108 = -2738129.697567 nChanged 17 SP:Iteration 43Q (2455.935671 sec): 3 clusters Score: Raw -2739144.958105 + Penalty 1012.204108 = -2738132.753997 nChanged 17 SP:Iteration 44Q (2456.040552 sec): 3 clusters Score: Raw -2739148.749763 + Penalty 1012.204108 = -2738136.545654 nChanged 18 SP:Iteration 45Q (2456.140658 sec): 3 clusters Score: Raw -2739153.344339 + Penalty 1012.204108 = -2738141.140231 nChanged 17 SP:Iteration 46Q (2456.242449 sec): 3 clusters Score: Raw -2739156.994522 + Penalty 1012.204108 = -2738144.790414 nChanged 8 SP:Iteration 47Q (2456.336310 sec): 3 clusters Score: Raw -2739158.318861 + Penalty 1012.204108 = -2738146.114753 nChanged 5 SP:Iteration 48Q (2456.446161 sec): 3 clusters Score: Raw -2739158.987624 + Penalty 1012.204108 = -2738146.783515 nChanged 3 SP:Iteration 49Q (2456.545784 sec): 3 clusters Score: Raw -2739159.158165 + Penalty 1012.204108 = -2738146.954057 nChanged 0 SP:Iteration 50F (2456.655864 sec): 3 clusters Score: Raw -2739159.158165 + Penalty 1012.204108 = -2738146.954057 nChanged 0 Trying to split cluster 13 (8947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2456.691357 sec): 2 clusters Score: Raw -378793.139304 + Penalty 414.007847 = -378379.131457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2456.749994 sec): 3 clusters Score: Raw -373248.430132 + Penalty 828.015694 = -372420.414439 nChanged 4153 SP:Iteration 1F (2456.802061 sec): 3 clusters Score: Raw -375794.159779 + Penalty 828.015694 = -374966.144085 nChanged 632 SP:Iteration 2F (2456.858276 sec): 3 clusters Score: Raw -376203.186953 + Penalty 828.015694 = -375375.171259 nChanged 722 SP:Iteration 3F (2456.915696 sec): 3 clusters Score: Raw -376798.089401 + Penalty 828.015694 = -375970.073708 nChanged 770 SP:Iteration 4F (2456.958765 sec): 3 clusters Score: Raw -377529.426394 + Penalty 828.015694 = -376701.410700 nChanged 661 SP:Iteration 5F (2457.017667 sec): 3 clusters Score: Raw -378215.317696 + Penalty 828.015694 = -377387.302002 nChanged 374 SP:Iteration 6Q (2457.077894 sec): 3 clusters Score: Raw -378591.227329 + Penalty 828.015694 = -377763.211635 nChanged 149 SP:Iteration 7Q (2457.125611 sec): 3 clusters Score: Raw -378738.554256 + Penalty 828.015694 = -377910.538562 nChanged 47 SP:Iteration 8Q (2457.186686 sec): 3 clusters Score: Raw -378793.308522 + Penalty 828.015694 = -377965.292829 nChanged 11 SP:Iteration 9Q (2457.240804 sec): 3 clusters Score: Raw -378810.347750 + Penalty 828.015694 = -377982.332056 nChanged 6 SP:Iteration 10Q (2457.283071 sec): 3 clusters Score: Raw -378819.178042 + Penalty 828.015694 = -377991.162348 nChanged 4 SP:Iteration 11Q (2457.336736 sec): 3 clusters Score: Raw -378825.353340 + Penalty 828.015694 = -377997.337647 nChanged 5 SP:Iteration 12Q (2457.386608 sec): 3 clusters Score: Raw -378829.894376 + Penalty 828.015694 = -378001.878682 nChanged 1 SP:Iteration 13Q (2457.440925 sec): 3 clusters Score: Raw -378832.600697 + Penalty 828.015694 = -378004.585003 nChanged 1 SP:Iteration 14Q (2457.501633 sec): 3 clusters Score: Raw -378834.937106 + Penalty 828.015694 = -378006.921412 nChanged 3 SP:Iteration 15Q (2457.541186 sec): 3 clusters Score: Raw -378841.135780 + Penalty 828.015694 = -378013.120086 nChanged 1 SP:Iteration 16Q (2457.590423 sec): 3 clusters Score: Raw -378843.071789 + Penalty 828.015694 = -378015.056095 nChanged 1 SP:Iteration 17Q (2457.642089 sec): 3 clusters Score: Raw -378847.798178 + Penalty 828.015694 = -378019.782484 nChanged 3 SP:Iteration 18Q (2457.697624 sec): 3 clusters Score: Raw -378853.440391 + Penalty 828.015694 = -378025.424697 nChanged 1 SP:Iteration 19Q (2457.755803 sec): 3 clusters Score: Raw -378854.171919 + Penalty 828.015694 = -378026.156225 nChanged 0 SP:Iteration 20F (2457.814809 sec): 3 clusters Score: Raw -378854.171919 + Penalty 828.015694 = -378026.156225 nChanged 0 Trying to split cluster 14 (1737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2457.829259 sec): 2 clusters Score: Raw -67225.400977 + Penalty 339.426122 = -66885.974855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2457.882331 sec): 3 clusters Score: Raw -66268.583459 + Penalty 678.852244 = -65589.731215 nChanged 745 SP:Iteration 1F (2457.938020 sec): 3 clusters Score: Raw -66762.871594 + Penalty 678.852244 = -66084.019350 nChanged 146 SP:Iteration 2F (2457.978947 sec): 3 clusters Score: Raw -66873.571098 + Penalty 678.852244 = -66194.718854 nChanged 122 SP:Iteration 3F (2458.016105 sec): 3 clusters Score: Raw -66969.116342 + Penalty 678.852244 = -66290.264099 nChanged 91 SP:Iteration 4F (2458.064956 sec): 3 clusters Score: Raw -67046.860077 + Penalty 678.852244 = -66368.007833 nChanged 89 SP:Iteration 5F (2458.108973 sec): 3 clusters Score: Raw -67130.215675 + Penalty 678.852244 = -66451.363432 nChanged 45 SP:Iteration 6Q (2458.163696 sec): 3 clusters Score: Raw -67179.570164 + Penalty 678.852244 = -66500.717920 nChanged 30 SP:Iteration 7Q (2458.208198 sec): 3 clusters Score: Raw -67208.909100 + Penalty 678.852244 = -66530.056856 nChanged 25 SP:Iteration 8Q (2458.255223 sec): 3 clusters Score: Raw -67228.052327 + Penalty 678.852244 = -66549.200083 nChanged 16 SP:Iteration 9Q (2458.300922 sec): 3 clusters Score: Raw -67242.064047 + Penalty 678.852244 = -66563.211804 nChanged 9 SP:Iteration 10Q (2458.343428 sec): 3 clusters Score: Raw -67252.153370 + Penalty 678.852244 = -66573.301126 nChanged 6 SP:Iteration 11Q (2458.400968 sec): 3 clusters Score: Raw -67257.685011 + Penalty 678.852244 = -66578.832767 nChanged 4 SP:Iteration 12Q (2458.447746 sec): 3 clusters Score: Raw -67260.447196 + Penalty 678.852244 = -66581.594952 nChanged 4 SP:Iteration 13Q (2458.504914 sec): 3 clusters Score: Raw -67262.197095 + Penalty 678.852244 = -66583.344851 nChanged 4 SP:Iteration 14Q (2458.555390 sec): 3 clusters Score: Raw -67266.176136 + Penalty 678.852244 = -66587.323892 nChanged 3 SP:Iteration 15Q (2458.603941 sec): 3 clusters Score: Raw -67270.480808 + Penalty 678.852244 = -66591.628565 nChanged 2 SP:Iteration 16Q (2458.650984 sec): 3 clusters Score: Raw -67271.799789 + Penalty 678.852244 = -66592.947545 nChanged 0 SP:Iteration 17F (2458.702208 sec): 3 clusters Score: Raw -67271.799789 + Penalty 678.852244 = -66592.947545 nChanged 0 Trying to split cluster 15 (108380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2458.810622 sec): 2 clusters Score: Raw -4381519.853200 + Penalty 527.499648 = -4380992.353553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2458.949987 sec): 3 clusters Score: Raw -4308688.301791 + Penalty 1054.999295 = -4307633.302496 nChanged 53045 SP:Iteration 1F (2459.099009 sec): 3 clusters Score: Raw -4342484.350004 + Penalty 1054.999295 = -4341429.350709 nChanged 6085 SP:Iteration 2F (2459.237267 sec): 3 clusters Score: Raw -4345617.451353 + Penalty 1054.999295 = -4344562.452057 nChanged 6730 SP:Iteration 3F (2459.391319 sec): 3 clusters Score: Raw -4349861.436587 + Penalty 1054.999295 = -4348806.437292 nChanged 7324 SP:Iteration 4F (2459.539193 sec): 3 clusters Score: Raw -4354852.065248 + Penalty 1054.999295 = -4353797.065953 nChanged 7038 SP:Iteration 5F (2459.677539 sec): 3 clusters Score: Raw -4359476.380038 + Penalty 1054.999295 = -4358421.380742 nChanged 5959 SP:Iteration 6F (2459.828700 sec): 3 clusters Score: Raw -4362597.060606 + Penalty 1054.999295 = -4361542.061311 nChanged 4238 SP:Iteration 7Q (2459.974581 sec): 3 clusters Score: Raw -4364051.275045 + Penalty 1054.999295 = -4362996.275750 nChanged 2640 SP:Iteration 8Q (2460.121978 sec): 3 clusters Score: Raw -4364751.209227 + Penalty 1054.999295 = -4363696.209932 nChanged 1867 SP:Iteration 9Q (2460.284193 sec): 3 clusters Score: Raw -4365274.714432 + Penalty 1054.999295 = -4364219.715137 nChanged 1647 SP:Iteration 10Q (2460.423059 sec): 3 clusters Score: Raw -4365785.637792 + Penalty 1054.999295 = -4364730.638497 nChanged 1593 SP:Iteration 11Q (2460.581389 sec): 3 clusters Score: Raw -4366272.655373 + Penalty 1054.999295 = -4365217.656078 nChanged 1638 SP:Iteration 12Q (2460.733889 sec): 3 clusters Score: Raw -4366773.387813 + Penalty 1054.999295 = -4365718.388518 nChanged 1749 SP:Iteration 13Q (2460.901283 sec): 3 clusters Score: Raw -4367335.400128 + Penalty 1054.999295 = -4366280.400833 nChanged 1777 SP:Iteration 14Q (2461.051358 sec): 3 clusters Score: Raw -4367902.707607 + Penalty 1054.999295 = -4366847.708312 nChanged 1811 SP:Iteration 15Q (2461.207663 sec): 3 clusters Score: Raw -4368474.838278 + Penalty 1054.999295 = -4367419.838983 nChanged 1826 SP:Iteration 16Q (2461.359430 sec): 3 clusters Score: Raw -4369046.773168 + Penalty 1054.999295 = -4367991.773873 nChanged 1921 SP:Iteration 17Q (2461.518926 sec): 3 clusters Score: Raw -4369668.827549 + Penalty 1054.999295 = -4368613.828254 nChanged 1968 SP:Iteration 18Q (2461.669021 sec): 3 clusters Score: Raw -4370296.190266 + Penalty 1054.999295 = -4369241.190970 nChanged 1966 SP:Iteration 19Q (2461.814016 sec): 3 clusters Score: Raw -4370938.159349 + Penalty 1054.999295 = -4369883.160054 nChanged 2032 SP:Iteration 20F (2461.963090 sec): 3 clusters Score: Raw -4371634.495859 + Penalty 1054.999295 = -4370579.496564 nChanged 2107 SP:Iteration 21Q (2462.119063 sec): 3 clusters Score: Raw -4372398.434532 + Penalty 1054.999295 = -4371343.435237 nChanged 2047 SP:Iteration 22Q (2462.267023 sec): 3 clusters Score: Raw -4373186.209365 + Penalty 1054.999295 = -4372131.210070 nChanged 2134 SP:Iteration 23Q (2462.397796 sec): 3 clusters Score: Raw -4374068.604174 + Penalty 1054.999295 = -4373013.604879 nChanged 2088 SP:Iteration 24Q (2462.559553 sec): 3 clusters Score: Raw -4374979.785163 + Penalty 1054.999295 = -4373924.785868 nChanged 1967 SP:Iteration 25Q (2462.698588 sec): 3 clusters Score: Raw -4375870.040081 + Penalty 1054.999295 = -4374815.040785 nChanged 1868 SP:Iteration 26Q (2462.840570 sec): 3 clusters Score: Raw -4376755.187583 + Penalty 1054.999295 = -4375700.188288 nChanged 1726 SP:Iteration 27Q (2462.977783 sec): 3 clusters Score: Raw -4377598.664647 + Penalty 1054.999295 = -4376543.665352 nChanged 1598 SP:Iteration 28Q (2463.115681 sec): 3 clusters Score: Raw -4378372.153498 + Penalty 1054.999295 = -4377317.154203 nChanged 1421 SP:Iteration 29Q (2463.258095 sec): 3 clusters Score: Raw -4379074.722895 + Penalty 1054.999295 = -4378019.723600 nChanged 1248 SP:Iteration 30Q (2463.406144 sec): 3 clusters Score: Raw -4379677.724503 + Penalty 1054.999295 = -4378622.725208 nChanged 1048 SP:Iteration 31Q (2463.527413 sec): 3 clusters Score: Raw -4380168.986204 + Penalty 1054.999295 = -4379113.986908 nChanged 867 SP:Iteration 32Q (2463.669813 sec): 3 clusters Score: Raw -4380574.751576 + Penalty 1054.999295 = -4379519.752281 nChanged 728 SP:Iteration 33Q (2463.818335 sec): 3 clusters Score: Raw -4380900.431021 + Penalty 1054.999295 = -4379845.431726 nChanged 595 SP:Iteration 34Q (2463.943820 sec): 3 clusters Score: Raw -4381172.173769 + Penalty 1054.999295 = -4380117.174474 nChanged 509 SP:Iteration 35Q (2464.083926 sec): 3 clusters Score: Raw -4381405.934284 + Penalty 1054.999295 = -4380350.934989 nChanged 421 SP:Iteration 36Q (2464.206332 sec): 3 clusters Score: Raw -4381591.547930 + Penalty 1054.999295 = -4380536.548635 nChanged 332 SP:Iteration 37Q (2464.330646 sec): 3 clusters Score: Raw -4381732.923767 + Penalty 1054.999295 = -4380677.924472 nChanged 280 SP:Iteration 38Q (2464.465657 sec): 3 clusters Score: Raw -4381846.919427 + Penalty 1054.999295 = -4380791.920132 nChanged 229 SP:Iteration 39Q (2464.595484 sec): 3 clusters Score: Raw -4381930.141074 + Penalty 1054.999295 = -4380875.141779 nChanged 174 SP:Iteration 40F (2464.736904 sec): 3 clusters Score: Raw -4382000.794781 + Penalty 1054.999295 = -4380945.795485 nChanged 157 SP:Iteration 41Q (2464.871017 sec): 3 clusters Score: Raw -4382069.440688 + Penalty 1054.999295 = -4381014.441392 nChanged 118 SP:Iteration 42Q (2465.001007 sec): 3 clusters Score: Raw -4382116.519838 + Penalty 1054.999295 = -4381061.520543 nChanged 85 SP:Iteration 43Q (2465.123963 sec): 3 clusters Score: Raw -4382145.208320 + Penalty 1054.999295 = -4381090.209024 nChanged 73 SP:Iteration 44Q (2465.250291 sec): 3 clusters Score: Raw -4382168.444611 + Penalty 1054.999295 = -4381113.445316 nChanged 49 SP:Iteration 45Q (2465.375028 sec): 3 clusters Score: Raw -4382182.102100 + Penalty 1054.999295 = -4381127.102805 nChanged 45 SP:Iteration 46Q (2465.491168 sec): 3 clusters Score: Raw -4382198.291062 + Penalty 1054.999295 = -4381143.291767 nChanged 50 SP:Iteration 47Q (2465.619565 sec): 3 clusters Score: Raw -4382215.217855 + Penalty 1054.999295 = -4381160.218559 nChanged 48 SP:Iteration 48Q (2465.756472 sec): 3 clusters Score: Raw -4382234.543874 + Penalty 1054.999295 = -4381179.544579 nChanged 37 SP:Iteration 49Q (2465.890485 sec): 3 clusters Score: Raw -4382245.800330 + Penalty 1054.999295 = -4381190.801035 nChanged 32 SP:Iteration 50Q (2466.023171 sec): 3 clusters Score: Raw -4382256.917846 + Penalty 1054.999295 = -4381201.918550 nChanged 29 SP:Iteration 51Q (2466.150206 sec): 3 clusters Score: Raw -4382264.260472 + Penalty 1054.999295 = -4381209.261177 nChanged 27 SP:Iteration 52Q (2466.291069 sec): 3 clusters Score: Raw -4382271.947554 + Penalty 1054.999295 = -4381216.948258 nChanged 23 SP:Iteration 53Q (2466.419550 sec): 3 clusters Score: Raw -4382277.911444 + Penalty 1054.999295 = -4381222.912148 nChanged 19 SP:Iteration 54Q (2466.542789 sec): 3 clusters Score: Raw -4382284.077323 + Penalty 1054.999295 = -4381229.078028 nChanged 26 SP:Iteration 55Q (2466.674105 sec): 3 clusters Score: Raw -4382291.696935 + Penalty 1054.999295 = -4381236.697640 nChanged 26 SP:Iteration 56Q (2466.804329 sec): 3 clusters Score: Raw -4382297.757346 + Penalty 1054.999295 = -4381242.758050 nChanged 23 SP:Iteration 57Q (2466.945666 sec): 3 clusters Score: Raw -4382302.206681 + Penalty 1054.999295 = -4381247.207386 nChanged 16 SP:Iteration 58Q (2467.073339 sec): 3 clusters Score: Raw -4382305.014497 + Penalty 1054.999295 = -4381250.015202 nChanged 14 SP:Iteration 59Q (2467.208831 sec): 3 clusters Score: Raw -4382308.150263 + Penalty 1054.999295 = -4381253.150967 nChanged 11 SP:Iteration 60F (2467.349292 sec): 3 clusters Score: Raw -4382311.297745 + Penalty 1054.999295 = -4381256.298450 nChanged 11 SP:Iteration 61Q (2467.478242 sec): 3 clusters Score: Raw -4382313.415974 + Penalty 1054.999295 = -4381258.416679 nChanged 12 SP:Iteration 62Q (2467.605167 sec): 3 clusters Score: Raw -4382315.033509 + Penalty 1054.999295 = -4381260.034214 nChanged 5 SP:Iteration 63Q (2467.740892 sec): 3 clusters Score: Raw -4382315.465207 + Penalty 1054.999295 = -4381260.465912 nChanged 6 SP:Iteration 64Q (2467.873543 sec): 3 clusters Score: Raw -4382316.380635 + Penalty 1054.999295 = -4381261.381340 nChanged 7 SP:Iteration 65Q (2467.998591 sec): 3 clusters Score: Raw -4382317.361667 + Penalty 1054.999295 = -4381262.362371 nChanged 5 SP:Iteration 66Q (2468.122151 sec): 3 clusters Score: Raw -4382317.839407 + Penalty 1054.999295 = -4381262.840112 nChanged 1 SP:Iteration 67Q (2468.247400 sec): 3 clusters Score: Raw -4382317.999137 + Penalty 1054.999295 = -4381262.999842 nChanged 2 SP:Iteration 68Q (2468.374419 sec): 3 clusters Score: Raw -4382318.148771 + Penalty 1054.999295 = -4381263.149476 nChanged 1 SP:Iteration 69Q (2468.508975 sec): 3 clusters Score: Raw -4382318.188495 + Penalty 1054.999295 = -4381263.189200 nChanged 0 SP:Iteration 70F (2468.645133 sec): 3 clusters Score: Raw -4382318.188495 + Penalty 1054.999295 = -4381263.189200 nChanged 0 Score: Raw -17380374.095984 + Penalty 20785.841162 = -17359588.254822 Splitting cluster 15 changes total score from -17357125.493765 to -17359588.254822 So it's getting split into cluster 35. Trying to split cluster 16 (1473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2474.567434 sec): 2 clusters Score: Raw -43726.411859 + Penalty 331.925067 = -43394.486792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2474.617383 sec): 3 clusters Score: Raw -42981.689140 + Penalty 663.850134 = -42317.839006 nChanged 639 SP:Iteration 1F (2474.651082 sec): 3 clusters Score: Raw -43610.076337 + Penalty 663.850134 = -42946.226203 nChanged 160 SP:Iteration 2F (2474.699251 sec): 3 clusters Score: Raw -43793.085776 + Penalty 663.850134 = -43129.235642 nChanged 110 SP:Iteration 3F (2474.744357 sec): 3 clusters Score: Raw -43875.030716 + Penalty 663.850134 = -43211.180582 nChanged 58 SP:Iteration 4Q (2474.790390 sec): 3 clusters Score: Raw -43906.749583 + Penalty 663.850134 = -43242.899449 nChanged 39 SP:Iteration 5Q (2474.834702 sec): 3 clusters Score: Raw -43927.272831 + Penalty 663.850134 = -43263.422697 nChanged 26 SP:Iteration 6Q (2474.887237 sec): 3 clusters Score: Raw -43936.983568 + Penalty 663.850134 = -43273.133434 nChanged 13 SP:Iteration 7Q (2474.929790 sec): 3 clusters Score: Raw -43945.076417 + Penalty 663.850134 = -43281.226283 nChanged 16 SP:Iteration 8Q (2474.982562 sec): 3 clusters Score: Raw -43951.383408 + Penalty 663.850134 = -43287.533274 nChanged 11 SP:Iteration 9Q (2475.019750 sec): 3 clusters Score: Raw -43955.071897 + Penalty 663.850134 = -43291.221763 nChanged 13 SP:Iteration 10Q (2475.067079 sec): 3 clusters Score: Raw -43958.828390 + Penalty 663.850134 = -43294.978256 nChanged 11 SP:Iteration 11Q (2475.112710 sec): 3 clusters Score: Raw -43965.259785 + Penalty 663.850134 = -43301.409651 nChanged 11 SP:Iteration 12Q (2475.162601 sec): 3 clusters Score: Raw -43971.280307 + Penalty 663.850134 = -43307.430173 nChanged 10 SP:Iteration 13Q (2475.203227 sec): 3 clusters Score: Raw -43974.519359 + Penalty 663.850134 = -43310.669225 nChanged 6 SP:Iteration 14Q (2475.261012 sec): 3 clusters Score: Raw -43975.995989 + Penalty 663.850134 = -43312.145855 nChanged 4 SP:Iteration 15Q (2475.306743 sec): 3 clusters Score: Raw -43976.783803 + Penalty 663.850134 = -43312.933669 nChanged 4 SP:Iteration 16Q (2475.339171 sec): 3 clusters Score: Raw -43978.221092 + Penalty 663.850134 = -43314.370958 nChanged 6 SP:Iteration 17Q (2475.396593 sec): 3 clusters Score: Raw -43979.589434 + Penalty 663.850134 = -43315.739301 nChanged 3 SP:Iteration 18Q (2475.437535 sec): 3 clusters Score: Raw -43981.030063 + Penalty 663.850134 = -43317.179929 nChanged 8 SP:Iteration 19Q (2475.482977 sec): 3 clusters Score: Raw -43985.007059 + Penalty 663.850134 = -43321.156925 nChanged 6 SP:Iteration 20F (2475.515994 sec): 3 clusters Score: Raw -43987.341647 + Penalty 663.850134 = -43323.491513 nChanged 7 SP:Iteration 21Q (2475.568085 sec): 3 clusters Score: Raw -43991.457061 + Penalty 663.850134 = -43327.606927 nChanged 11 SP:Iteration 22Q (2475.609234 sec): 3 clusters Score: Raw -43996.086115 + Penalty 663.850134 = -43332.235981 nChanged 13 SP:Iteration 23Q (2475.649057 sec): 3 clusters Score: Raw -44012.284120 + Penalty 663.850134 = -43348.433986 nChanged 12 SP:Iteration 24Q (2475.707905 sec): 3 clusters Score: Raw -44021.090845 + Penalty 663.850134 = -43357.240711 nChanged 15 SP:Iteration 25Q (2475.746075 sec): 3 clusters Score: Raw -44035.917535 + Penalty 663.850134 = -43372.067402 nChanged 10 SP:Iteration 26Q (2475.803571 sec): 3 clusters Score: Raw -44041.129969 + Penalty 663.850134 = -43377.279835 nChanged 7 SP:Iteration 27Q (2475.840850 sec): 3 clusters Score: Raw -44043.280208 + Penalty 663.850134 = -43379.430074 nChanged 8 SP:Iteration 28Q (2475.887031 sec): 3 clusters Score: Raw -44045.864776 + Penalty 663.850134 = -43382.014642 nChanged 4 SP:Iteration 29Q (2475.927374 sec): 3 clusters Score: Raw -44047.013768 + Penalty 663.850134 = -43383.163634 nChanged 1 SP:Iteration 30Q (2475.973419 sec): 3 clusters Score: Raw -44047.077607 + Penalty 663.850134 = -43383.227473 nChanged 1 SP:Iteration 31Q (2476.021843 sec): 3 clusters Score: Raw -44047.274660 + Penalty 663.850134 = -43383.424527 nChanged 0 SP:Iteration 32F (2476.063654 sec): 3 clusters Score: Raw -44047.274660 + Penalty 663.850134 = -43383.424527 nChanged 0 Trying to split cluster 17 (2234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2476.089523 sec): 2 clusters Score: Raw -77886.770488 + Penalty 350.875479 = -77535.895010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2476.137448 sec): 3 clusters Score: Raw -76699.794337 + Penalty 701.750957 = -75998.043380 nChanged 939 SP:Iteration 1F (2476.186271 sec): 3 clusters Score: Raw -77407.164007 + Penalty 701.750957 = -76705.413050 nChanged 193 SP:Iteration 2F (2476.226976 sec): 3 clusters Score: Raw -77590.910150 + Penalty 701.750957 = -76889.159192 nChanged 190 SP:Iteration 3F (2476.272750 sec): 3 clusters Score: Raw -77785.905806 + Penalty 701.750957 = -77084.154849 nChanged 168 SP:Iteration 4F (2476.323793 sec): 3 clusters Score: Raw -77946.038947 + Penalty 701.750957 = -77244.287990 nChanged 133 SP:Iteration 5F (2476.375333 sec): 3 clusters Score: Raw -78088.768610 + Penalty 701.750957 = -77387.017653 nChanged 102 SP:Iteration 6Q (2476.429014 sec): 3 clusters Score: Raw -78239.200262 + Penalty 701.750957 = -77537.449305 nChanged 72 SP:Iteration 7Q (2476.473636 sec): 3 clusters Score: Raw -78324.146468 + Penalty 701.750957 = -77622.395511 nChanged 49 SP:Iteration 8Q (2476.511339 sec): 3 clusters Score: Raw -78354.398073 + Penalty 701.750957 = -77652.647116 nChanged 25 SP:Iteration 9Q (2476.564845 sec): 3 clusters Score: Raw -78364.996919 + Penalty 701.750957 = -77663.245962 nChanged 13 SP:Iteration 10Q (2476.603785 sec): 3 clusters Score: Raw -78368.225108 + Penalty 701.750957 = -77666.474151 nChanged 7 SP:Iteration 11Q (2476.652434 sec): 3 clusters Score: Raw -78369.867187 + Penalty 701.750957 = -77668.116230 nChanged 4 SP:Iteration 12Q (2476.693972 sec): 3 clusters Score: Raw -78370.402393 + Penalty 701.750957 = -77668.651435 nChanged 2 SP:Iteration 13Q (2476.737655 sec): 3 clusters Score: Raw -78370.676184 + Penalty 701.750957 = -77668.925227 nChanged 1 SP:Iteration 14Q (2476.787266 sec): 3 clusters Score: Raw -78370.930000 + Penalty 701.750957 = -77669.179042 nChanged 1 SP:Iteration 15Q (2476.835311 sec): 3 clusters Score: Raw -78371.058252 + Penalty 701.750957 = -77669.307294 nChanged 0 SP:Iteration 16F (2476.882218 sec): 3 clusters Score: Raw -78371.058252 + Penalty 701.750957 = -77669.307294 nChanged 0 Score: Raw -17380858.383747 + Penalty 21379.722338 = -17359478.661409 Splitting cluster 17 changes total score from -17357125.493765 to -17359478.661409 So it's getting split into cluster 36. Trying to split cluster 18 (67945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2483.045290 sec): 2 clusters Score: Raw -2643063.551625 + Penalty 506.253649 = -2642557.297975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2483.150440 sec): 3 clusters Score: Raw -2597772.840682 + Penalty 1012.507299 = -2596760.333383 nChanged 33107 SP:Iteration 1F (2483.266059 sec): 3 clusters Score: Raw -2620642.287117 + Penalty 1012.507299 = -2619629.779818 nChanged 5678 SP:Iteration 2F (2483.373611 sec): 3 clusters Score: Raw -2624789.196549 + Penalty 1012.507299 = -2623776.689250 nChanged 6456 SP:Iteration 3F (2483.472551 sec): 3 clusters Score: Raw -2630182.012486 + Penalty 1012.507299 = -2629169.505187 nChanged 5707 SP:Iteration 4F (2483.576351 sec): 3 clusters Score: Raw -2635423.247679 + Penalty 1012.507299 = -2634410.740380 nChanged 3991 SP:Iteration 5F (2483.694442 sec): 3 clusters Score: Raw -2639517.489574 + Penalty 1012.507299 = -2638504.982275 nChanged 2285 SP:Iteration 6Q (2483.810284 sec): 3 clusters Score: Raw -2641566.170238 + Penalty 1012.507299 = -2640553.662939 nChanged 1377 SP:Iteration 7Q (2483.918938 sec): 3 clusters Score: Raw -2642322.007966 + Penalty 1012.507299 = -2641309.500668 nChanged 840 SP:Iteration 8Q (2484.023432 sec): 3 clusters Score: Raw -2642703.019806 + Penalty 1012.507299 = -2641690.512507 nChanged 676 SP:Iteration 9Q (2484.131399 sec): 3 clusters Score: Raw -2642961.026763 + Penalty 1012.507299 = -2641948.519464 nChanged 582 SP:Iteration 10Q (2484.236989 sec): 3 clusters Score: Raw -2643188.949601 + Penalty 1012.507299 = -2642176.442302 nChanged 535 SP:Iteration 11Q (2484.339547 sec): 3 clusters Score: Raw -2643402.389658 + Penalty 1012.507299 = -2642389.882359 nChanged 462 SP:Iteration 12Q (2484.442632 sec): 3 clusters Score: Raw -2643594.904022 + Penalty 1012.507299 = -2642582.396723 nChanged 406 SP:Iteration 13Q (2484.551307 sec): 3 clusters Score: Raw -2643759.071586 + Penalty 1012.507299 = -2642746.564287 nChanged 334 SP:Iteration 14Q (2484.649399 sec): 3 clusters Score: Raw -2643882.702375 + Penalty 1012.507299 = -2642870.195076 nChanged 283 SP:Iteration 15Q (2484.749365 sec): 3 clusters Score: Raw -2643974.844254 + Penalty 1012.507299 = -2642962.336955 nChanged 238 SP:Iteration 16Q (2484.839668 sec): 3 clusters Score: Raw -2644041.036536 + Penalty 1012.507299 = -2643028.529237 nChanged 212 SP:Iteration 17Q (2484.953340 sec): 3 clusters Score: Raw -2644100.316094 + Penalty 1012.507299 = -2643087.808795 nChanged 193 SP:Iteration 18Q (2485.056192 sec): 3 clusters Score: Raw -2644156.821007 + Penalty 1012.507299 = -2643144.313708 nChanged 162 SP:Iteration 19Q (2485.160844 sec): 3 clusters Score: Raw -2644196.494887 + Penalty 1012.507299 = -2643183.987588 nChanged 140 SP:Iteration 20F (2485.260381 sec): 3 clusters Score: Raw -2644225.221537 + Penalty 1012.507299 = -2643212.714238 nChanged 130 SP:Iteration 21Q (2485.375000 sec): 3 clusters Score: Raw -2644252.446790 + Penalty 1012.507299 = -2643239.939491 nChanged 114 SP:Iteration 22Q (2485.473248 sec): 3 clusters Score: Raw -2644272.121101 + Penalty 1012.507299 = -2643259.613802 nChanged 105 SP:Iteration 23Q (2485.580389 sec): 3 clusters Score: Raw -2644290.394491 + Penalty 1012.507299 = -2643277.887192 nChanged 99 SP:Iteration 24Q (2485.683502 sec): 3 clusters Score: Raw -2644308.717615 + Penalty 1012.507299 = -2643296.210316 nChanged 87 SP:Iteration 25Q (2485.787210 sec): 3 clusters Score: Raw -2644321.272565 + Penalty 1012.507299 = -2643308.765266 nChanged 72 SP:Iteration 26Q (2485.892107 sec): 3 clusters Score: Raw -2644329.421663 + Penalty 1012.507299 = -2643316.914364 nChanged 58 SP:Iteration 27Q (2485.986067 sec): 3 clusters Score: Raw -2644336.582508 + Penalty 1012.507299 = -2643324.075209 nChanged 56 SP:Iteration 28Q (2486.091976 sec): 3 clusters Score: Raw -2644341.465083 + Penalty 1012.507299 = -2643328.957784 nChanged 44 SP:Iteration 29Q (2486.192644 sec): 3 clusters Score: Raw -2644344.428081 + Penalty 1012.507299 = -2643331.920783 nChanged 38 SP:Iteration 30Q (2486.287223 sec): 3 clusters Score: Raw -2644347.152125 + Penalty 1012.507299 = -2643334.644827 nChanged 43 SP:Iteration 31Q (2486.386011 sec): 3 clusters Score: Raw -2644350.382475 + Penalty 1012.507299 = -2643337.875176 nChanged 39 SP:Iteration 32Q (2486.483999 sec): 3 clusters Score: Raw -2644352.995768 + Penalty 1012.507299 = -2643340.488469 nChanged 35 SP:Iteration 33Q (2486.590344 sec): 3 clusters Score: Raw -2644355.050903 + Penalty 1012.507299 = -2643342.543604 nChanged 16 SP:Iteration 34Q (2486.692852 sec): 3 clusters Score: Raw -2644355.612138 + Penalty 1012.507299 = -2643343.104839 nChanged 14 SP:Iteration 35Q (2486.787678 sec): 3 clusters Score: Raw -2644356.216493 + Penalty 1012.507299 = -2643343.709194 nChanged 16 SP:Iteration 36Q (2486.894393 sec): 3 clusters Score: Raw -2644356.848692 + Penalty 1012.507299 = -2643344.341393 nChanged 12 SP:Iteration 37Q (2486.996482 sec): 3 clusters Score: Raw -2644357.325240 + Penalty 1012.507299 = -2643344.817941 nChanged 12 SP:Iteration 38Q (2487.105751 sec): 3 clusters Score: Raw -2644357.813795 + Penalty 1012.507299 = -2643345.306496 nChanged 14 SP:Iteration 39Q (2487.205730 sec): 3 clusters Score: Raw -2644358.253906 + Penalty 1012.507299 = -2643345.746607 nChanged 6 SP:Iteration 40F (2487.319339 sec): 3 clusters Score: Raw -2644358.439014 + Penalty 1012.507299 = -2643345.931715 nChanged 9 SP:Iteration 41Q (2487.410968 sec): 3 clusters Score: Raw -2644358.715823 + Penalty 1012.507299 = -2643346.208524 nChanged 2 SP:Iteration 42Q (2487.520276 sec): 3 clusters Score: Raw -2644358.731729 + Penalty 1012.507299 = -2643346.224430 nChanged 0 SP:Iteration 43F (2487.628147 sec): 3 clusters Score: Raw -2644358.731729 + Penalty 1012.507299 = -2643346.224430 nChanged 0 Score: Raw -17382153.563851 + Penalty 21973.603514 = -17360179.960337 Splitting cluster 18 changes total score from -17357125.493765 to -17360179.960337 So it's getting split into cluster 37. Trying to split cluster 19 (4025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2493.904217 sec): 2 clusters Score: Raw -169943.328170 + Penalty 377.662749 = -169565.665422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2493.951701 sec): 3 clusters Score: Raw -167565.570775 + Penalty 755.325497 = -166810.245277 nChanged 1819 SP:Iteration 1F (2493.999289 sec): 3 clusters Score: Raw -168732.281029 + Penalty 755.325497 = -167976.955532 nChanged 323 SP:Iteration 2F (2494.039565 sec): 3 clusters Score: Raw -168942.344367 + Penalty 755.325497 = -168187.018869 nChanged 275 SP:Iteration 3F (2494.085328 sec): 3 clusters Score: Raw -169135.728848 + Penalty 755.325497 = -168380.403351 nChanged 231 SP:Iteration 4F (2494.134921 sec): 3 clusters Score: Raw -169296.037760 + Penalty 755.325497 = -168540.712263 nChanged 193 SP:Iteration 5Q (2494.197018 sec): 3 clusters Score: Raw -169406.864867 + Penalty 755.325497 = -168651.539369 nChanged 147 SP:Iteration 6Q (2494.244514 sec): 3 clusters Score: Raw -169492.620182 + Penalty 755.325497 = -168737.294685 nChanged 135 SP:Iteration 7Q (2494.282926 sec): 3 clusters Score: Raw -169566.036911 + Penalty 755.325497 = -168810.711413 nChanged 127 SP:Iteration 8Q (2494.329946 sec): 3 clusters Score: Raw -169642.697603 + Penalty 755.325497 = -168887.372106 nChanged 108 SP:Iteration 9Q (2494.388554 sec): 3 clusters Score: Raw -169714.342529 + Penalty 755.325497 = -168959.017032 nChanged 94 SP:Iteration 10Q (2494.437349 sec): 3 clusters Score: Raw -169771.228256 + Penalty 755.325497 = -169015.902759 nChanged 82 SP:Iteration 11Q (2494.483571 sec): 3 clusters Score: Raw -169813.400080 + Penalty 755.325497 = -169058.074583 nChanged 62 SP:Iteration 12Q (2494.524850 sec): 3 clusters Score: Raw -169843.943814 + Penalty 755.325497 = -169088.618317 nChanged 59 SP:Iteration 13Q (2494.570266 sec): 3 clusters Score: Raw -169872.067154 + Penalty 755.325497 = -169116.741656 nChanged 54 SP:Iteration 14Q (2494.614023 sec): 3 clusters Score: Raw -169895.773397 + Penalty 755.325497 = -169140.447899 nChanged 50 SP:Iteration 15Q (2494.668040 sec): 3 clusters Score: Raw -169917.485206 + Penalty 755.325497 = -169162.159709 nChanged 41 SP:Iteration 16Q (2494.723671 sec): 3 clusters Score: Raw -169932.935477 + Penalty 755.325497 = -169177.609979 nChanged 38 SP:Iteration 17Q (2494.761809 sec): 3 clusters Score: Raw -169955.249514 + Penalty 755.325497 = -169199.924016 nChanged 44 SP:Iteration 18Q (2494.824311 sec): 3 clusters Score: Raw -169981.420130 + Penalty 755.325497 = -169226.094633 nChanged 37 SP:Iteration 19Q (2494.867913 sec): 3 clusters Score: Raw -170002.487152 + Penalty 755.325497 = -169247.161655 nChanged 31 SP:Iteration 20F (2494.911596 sec): 3 clusters Score: Raw -170019.032728 + Penalty 755.325497 = -169263.707231 nChanged 18 SP:Iteration 21Q (2494.963020 sec): 3 clusters Score: Raw -170027.971505 + Penalty 755.325497 = -169272.646008 nChanged 15 SP:Iteration 22Q (2495.006355 sec): 3 clusters Score: Raw -170038.242581 + Penalty 755.325497 = -169282.917083 nChanged 12 SP:Iteration 23Q (2495.061599 sec): 3 clusters Score: Raw -170044.267268 + Penalty 755.325497 = -169288.941771 nChanged 10 SP:Iteration 24Q (2495.102891 sec): 3 clusters Score: Raw -170051.403476 + Penalty 755.325497 = -169296.077979 nChanged 7 SP:Iteration 25Q (2495.151082 sec): 3 clusters Score: Raw -170055.979377 + Penalty 755.325497 = -169300.653879 nChanged 9 SP:Iteration 26Q (2495.204114 sec): 3 clusters Score: Raw -170059.515291 + Penalty 755.325497 = -169304.189794 nChanged 5 SP:Iteration 27Q (2495.253855 sec): 3 clusters Score: Raw -170061.603515 + Penalty 755.325497 = -169306.278018 nChanged 5 SP:Iteration 28Q (2495.304102 sec): 3 clusters Score: Raw -170062.922311 + Penalty 755.325497 = -169307.596814 nChanged 1 SP:Iteration 29Q (2495.346420 sec): 3 clusters Score: Raw -170063.210915 + Penalty 755.325497 = -169307.885417 nChanged 0 SP:Iteration 30F (2495.389505 sec): 3 clusters Score: Raw -170063.210915 + Penalty 755.325497 = -169307.885417 nChanged 0 Trying to split cluster 20 (4232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2495.426875 sec): 2 clusters Score: Raw -151874.710831 + Penalty 379.944564 = -151494.766267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2495.464356 sec): 3 clusters Score: Raw -149433.349865 + Penalty 759.889128 = -148673.460738 nChanged 1883 SP:Iteration 1F (2495.521225 sec): 3 clusters Score: Raw -151035.704783 + Penalty 759.889128 = -150275.815655 nChanged 492 SP:Iteration 2F (2495.568074 sec): 3 clusters Score: Raw -151664.830248 + Penalty 759.889128 = -150904.941120 nChanged 389 SP:Iteration 3F (2495.616435 sec): 3 clusters Score: Raw -152120.726804 + Penalty 759.889128 = -151360.837677 nChanged 267 SP:Iteration 4F (2495.665927 sec): 3 clusters Score: Raw -152313.558557 + Penalty 759.889128 = -151553.669430 nChanged 148 SP:Iteration 5Q (2495.707722 sec): 3 clusters Score: Raw -152389.201277 + Penalty 759.889128 = -151629.312149 nChanged 97 SP:Iteration 6Q (2495.761488 sec): 3 clusters Score: Raw -152431.246208 + Penalty 759.889128 = -151671.357081 nChanged 75 SP:Iteration 7Q (2495.815060 sec): 3 clusters Score: Raw -152458.233693 + Penalty 759.889128 = -151698.344566 nChanged 61 SP:Iteration 8Q (2495.859563 sec): 3 clusters Score: Raw -152476.059382 + Penalty 759.889128 = -151716.170254 nChanged 54 SP:Iteration 9Q (2495.910733 sec): 3 clusters Score: Raw -152491.292357 + Penalty 759.889128 = -151731.403229 nChanged 38 SP:Iteration 10Q (2495.962821 sec): 3 clusters Score: Raw -152500.343974 + Penalty 759.889128 = -151740.454846 nChanged 32 SP:Iteration 11Q (2496.026153 sec): 3 clusters Score: Raw -152505.927118 + Penalty 759.889128 = -151746.037990 nChanged 27 SP:Iteration 12Q (2496.070673 sec): 3 clusters Score: Raw -152512.091546 + Penalty 759.889128 = -151752.202418 nChanged 28 SP:Iteration 13Q (2496.121575 sec): 3 clusters Score: Raw -152518.361935 + Penalty 759.889128 = -151758.472807 nChanged 30 SP:Iteration 14Q (2496.176722 sec): 3 clusters Score: Raw -152524.387983 + Penalty 759.889128 = -151764.498856 nChanged 31 SP:Iteration 15Q (2496.229196 sec): 3 clusters Score: Raw -152530.950572 + Penalty 759.889128 = -151771.061444 nChanged 31 SP:Iteration 16Q (2496.271758 sec): 3 clusters Score: Raw -152536.608909 + Penalty 759.889128 = -151776.719781 nChanged 22 SP:Iteration 17Q (2496.318541 sec): 3 clusters Score: Raw -152540.210286 + Penalty 759.889128 = -151780.321158 nChanged 21 SP:Iteration 18Q (2496.369137 sec): 3 clusters Score: Raw -152543.658762 + Penalty 759.889128 = -151783.769634 nChanged 23 SP:Iteration 19Q (2496.424333 sec): 3 clusters Score: Raw -152548.707728 + Penalty 759.889128 = -151788.818600 nChanged 24 SP:Iteration 20F (2496.467823 sec): 3 clusters Score: Raw -152555.240992 + Penalty 759.889128 = -151795.351865 nChanged 28 SP:Iteration 21Q (2496.507314 sec): 3 clusters Score: Raw -152562.281230 + Penalty 759.889128 = -151802.392102 nChanged 33 SP:Iteration 22Q (2496.556454 sec): 3 clusters Score: Raw -152573.263627 + Penalty 759.889128 = -151813.374499 nChanged 31 SP:Iteration 23Q (2496.607642 sec): 3 clusters Score: Raw -152581.456664 + Penalty 759.889128 = -151821.567536 nChanged 27 SP:Iteration 24Q (2496.646719 sec): 3 clusters Score: Raw -152591.541467 + Penalty 759.889128 = -151831.652339 nChanged 40 SP:Iteration 25Q (2496.691411 sec): 3 clusters Score: Raw -152603.550145 + Penalty 759.889128 = -151843.661017 nChanged 35 SP:Iteration 26Q (2496.742417 sec): 3 clusters Score: Raw -152612.357338 + Penalty 759.889128 = -151852.468211 nChanged 22 SP:Iteration 27Q (2496.784664 sec): 3 clusters Score: Raw -152615.457038 + Penalty 759.889128 = -151855.567911 nChanged 15 SP:Iteration 28Q (2496.842280 sec): 3 clusters Score: Raw -152617.144394 + Penalty 759.889128 = -151857.255267 nChanged 12 SP:Iteration 29Q (2496.885294 sec): 3 clusters Score: Raw -152618.695753 + Penalty 759.889128 = -151858.806626 nChanged 11 SP:Iteration 30Q (2496.925982 sec): 3 clusters Score: Raw -152620.131164 + Penalty 759.889128 = -151860.242036 nChanged 5 SP:Iteration 31Q (2496.982583 sec): 3 clusters Score: Raw -152620.822216 + Penalty 759.889128 = -151860.933088 nChanged 6 SP:Iteration 32Q (2497.028970 sec): 3 clusters Score: Raw -152621.569095 + Penalty 759.889128 = -151861.679968 nChanged 7 SP:Iteration 33Q (2497.073094 sec): 3 clusters Score: Raw -152622.902653 + Penalty 759.889128 = -151863.013526 nChanged 6 SP:Iteration 34Q (2497.119995 sec): 3 clusters Score: Raw -152623.704761 + Penalty 759.889128 = -151863.815633 nChanged 8 SP:Iteration 35Q (2497.163966 sec): 3 clusters Score: Raw -152625.349617 + Penalty 759.889128 = -151865.460490 nChanged 7 SP:Iteration 36Q (2497.214511 sec): 3 clusters Score: Raw -152627.200138 + Penalty 759.889128 = -151867.311010 nChanged 12 SP:Iteration 37Q (2497.261290 sec): 3 clusters Score: Raw -152628.785939 + Penalty 759.889128 = -151868.896811 nChanged 6 SP:Iteration 38Q (2497.297644 sec): 3 clusters Score: Raw -152629.307844 + Penalty 759.889128 = -151869.418717 nChanged 3 SP:Iteration 39Q (2497.344592 sec): 3 clusters Score: Raw -152629.734366 + Penalty 759.889128 = -151869.845239 nChanged 5 SP:Iteration 40F (2497.392443 sec): 3 clusters Score: Raw -152630.490468 + Penalty 759.889128 = -151870.601341 nChanged 5 SP:Iteration 41Q (2497.446616 sec): 3 clusters Score: Raw -152631.099018 + Penalty 759.889128 = -151871.209890 nChanged 3 SP:Iteration 42Q (2497.488729 sec): 3 clusters Score: Raw -152631.320949 + Penalty 759.889128 = -151871.431822 nChanged 4 SP:Iteration 43Q (2497.545788 sec): 3 clusters Score: Raw -152631.582655 + Penalty 759.889128 = -151871.693528 nChanged 1 SP:Iteration 44Q (2497.592205 sec): 3 clusters Score: Raw -152631.660719 + Penalty 759.889128 = -151871.771592 nChanged 0 SP:Iteration 45F (2497.638661 sec): 3 clusters Score: Raw -152631.660719 + Penalty 759.889128 = -151871.771592 nChanged 0 Score: Raw -17382910.513740 + Penalty 22567.484690 = -17360343.029049 Splitting cluster 20 changes total score from -17357125.493765 to -17360343.029049 So it's getting split into cluster 38. Trying to split cluster 21 (5872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2504.087229 sec): 2 clusters Score: Raw -229865.660105 + Penalty 394.846751 = -229470.813354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2504.129256 sec): 3 clusters Score: Raw -226368.732221 + Penalty 789.693502 = -225579.038719 nChanged 2611 SP:Iteration 1F (2504.176061 sec): 3 clusters Score: Raw -227937.340573 + Penalty 789.693502 = -227147.647072 nChanged 378 SP:Iteration 2F (2504.232901 sec): 3 clusters Score: Raw -228125.300168 + Penalty 789.693502 = -227335.606666 nChanged 349 SP:Iteration 3F (2504.282171 sec): 3 clusters Score: Raw -228321.180427 + Penalty 789.693502 = -227531.486925 nChanged 321 SP:Iteration 4F (2504.328623 sec): 3 clusters Score: Raw -228496.452455 + Penalty 789.693502 = -227706.758953 nChanged 307 SP:Iteration 5F (2504.370300 sec): 3 clusters Score: Raw -228699.514718 + Penalty 789.693502 = -227909.821216 nChanged 281 SP:Iteration 6Q (2504.432608 sec): 3 clusters Score: Raw -228868.315370 + Penalty 789.693502 = -228078.621868 nChanged 221 SP:Iteration 7Q (2504.471346 sec): 3 clusters Score: Raw -228984.401293 + Penalty 789.693502 = -228194.707791 nChanged 184 SP:Iteration 8Q (2504.520290 sec): 3 clusters Score: Raw -229058.576364 + Penalty 789.693502 = -228268.882863 nChanged 122 SP:Iteration 9Q (2504.571719 sec): 3 clusters Score: Raw -229102.490454 + Penalty 789.693502 = -228312.796953 nChanged 102 SP:Iteration 10Q (2504.630648 sec): 3 clusters Score: Raw -229131.133701 + Penalty 789.693502 = -228341.440199 nChanged 89 SP:Iteration 11Q (2504.679373 sec): 3 clusters Score: Raw -229151.361584 + Penalty 789.693502 = -228361.668083 nChanged 75 SP:Iteration 12Q (2504.721908 sec): 3 clusters Score: Raw -229171.988283 + Penalty 789.693502 = -228382.294781 nChanged 80 SP:Iteration 13Q (2504.771739 sec): 3 clusters Score: Raw -229197.393625 + Penalty 789.693502 = -228407.700123 nChanged 88 SP:Iteration 14Q (2504.828587 sec): 3 clusters Score: Raw -229222.933880 + Penalty 789.693502 = -228433.240378 nChanged 83 SP:Iteration 15Q (2504.877685 sec): 3 clusters Score: Raw -229246.574298 + Penalty 789.693502 = -228456.880796 nChanged 66 SP:Iteration 16Q (2504.919393 sec): 3 clusters Score: Raw -229266.527280 + Penalty 789.693502 = -228476.833778 nChanged 80 SP:Iteration 17Q (2504.980713 sec): 3 clusters Score: Raw -229293.412800 + Penalty 789.693502 = -228503.719298 nChanged 80 SP:Iteration 18Q (2505.025919 sec): 3 clusters Score: Raw -229320.124794 + Penalty 789.693502 = -228530.431293 nChanged 70 SP:Iteration 19Q (2505.070686 sec): 3 clusters Score: Raw -229346.694620 + Penalty 789.693502 = -228557.001118 nChanged 72 SP:Iteration 20F (2505.133978 sec): 3 clusters Score: Raw -229377.559945 + Penalty 789.693502 = -228587.866443 nChanged 69 SP:Iteration 21Q (2505.176610 sec): 3 clusters Score: Raw -229405.123771 + Penalty 789.693502 = -228615.430269 nChanged 66 SP:Iteration 22Q (2505.226251 sec): 3 clusters Score: Raw -229425.305174 + Penalty 789.693502 = -228635.611672 nChanged 55 SP:Iteration 23Q (2505.269472 sec): 3 clusters Score: Raw -229438.024871 + Penalty 789.693502 = -228648.331369 nChanged 45 SP:Iteration 24Q (2505.319685 sec): 3 clusters Score: Raw -229450.808259 + Penalty 789.693502 = -228661.114757 nChanged 59 SP:Iteration 25Q (2505.374143 sec): 3 clusters Score: Raw -229476.154671 + Penalty 789.693502 = -228686.461170 nChanged 74 SP:Iteration 26Q (2505.416370 sec): 3 clusters Score: Raw -229508.756960 + Penalty 789.693502 = -228719.063458 nChanged 75 SP:Iteration 27Q (2505.465757 sec): 3 clusters Score: Raw -229549.379398 + Penalty 789.693502 = -228759.685896 nChanged 98 SP:Iteration 28Q (2505.514908 sec): 3 clusters Score: Raw -229612.057601 + Penalty 789.693502 = -228822.364099 nChanged 92 SP:Iteration 29Q (2505.572040 sec): 3 clusters Score: Raw -229661.729355 + Penalty 789.693502 = -228872.035854 nChanged 66 SP:Iteration 30Q (2505.619647 sec): 3 clusters Score: Raw -229698.036231 + Penalty 789.693502 = -228908.342729 nChanged 76 SP:Iteration 31Q (2505.657420 sec): 3 clusters Score: Raw -229737.449229 + Penalty 789.693502 = -228947.755727 nChanged 53 SP:Iteration 32Q (2505.713306 sec): 3 clusters Score: Raw -229763.227485 + Penalty 789.693502 = -228973.533983 nChanged 54 SP:Iteration 33Q (2505.759931 sec): 3 clusters Score: Raw -229790.855134 + Penalty 789.693502 = -229001.161632 nChanged 50 SP:Iteration 34Q (2505.801272 sec): 3 clusters Score: Raw -229817.865486 + Penalty 789.693502 = -229028.171984 nChanged 41 SP:Iteration 35Q (2505.850830 sec): 3 clusters Score: Raw -229839.743591 + Penalty 789.693502 = -229050.050089 nChanged 31 SP:Iteration 36Q (2505.910367 sec): 3 clusters Score: Raw -229853.876208 + Penalty 789.693502 = -229064.182707 nChanged 26 SP:Iteration 37Q (2505.956083 sec): 3 clusters Score: Raw -229868.862041 + Penalty 789.693502 = -229079.168539 nChanged 22 SP:Iteration 38Q (2506.020399 sec): 3 clusters Score: Raw -229881.334353 + Penalty 789.693502 = -229091.640851 nChanged 20 SP:Iteration 39Q (2506.068126 sec): 3 clusters Score: Raw -229894.403383 + Penalty 789.693502 = -229104.709881 nChanged 19 SP:Iteration 40F (2506.122957 sec): 3 clusters Score: Raw -229908.465471 + Penalty 789.693502 = -229118.771969 nChanged 13 SP:Iteration 41Q (2506.165023 sec): 3 clusters Score: Raw -229916.401470 + Penalty 789.693502 = -229126.707968 nChanged 6 SP:Iteration 42Q (2506.218613 sec): 3 clusters Score: Raw -229921.430358 + Penalty 789.693502 = -229131.736856 nChanged 11 SP:Iteration 43Q (2506.279440 sec): 3 clusters Score: Raw -229929.297781 + Penalty 789.693502 = -229139.604279 nChanged 3 SP:Iteration 44Q (2506.327287 sec): 3 clusters Score: Raw -229931.260703 + Penalty 789.693502 = -229141.567202 nChanged 1 SP:Iteration 45Q (2506.367118 sec): 3 clusters Score: Raw -229931.446441 + Penalty 789.693502 = -229141.752939 nChanged 1 SP:Iteration 46Q (2506.415696 sec): 3 clusters Score: Raw -229931.779196 + Penalty 789.693502 = -229142.085694 nChanged 2 SP:Iteration 47Q (2506.463387 sec): 3 clusters Score: Raw -229932.387643 + Penalty 789.693502 = -229142.694142 nChanged 6 SP:Iteration 48Q (2506.521417 sec): 3 clusters Score: Raw -229934.498437 + Penalty 789.693502 = -229144.804935 nChanged 2 SP:Iteration 49Q (2506.568983 sec): 3 clusters Score: Raw -229935.256069 + Penalty 789.693502 = -229145.562567 nChanged 1 SP:Iteration 50Q (2506.607043 sec): 3 clusters Score: Raw -229936.014753 + Penalty 789.693502 = -229146.321252 nChanged 0 SP:Iteration 51F (2506.665961 sec): 3 clusters Score: Raw -229936.014753 + Penalty 789.693502 = -229146.321252 nChanged 0 Trying to split cluster 22 (4642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2506.687752 sec): 2 clusters Score: Raw -180989.657084 + Penalty 384.151977 = -180605.505108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2506.740782 sec): 3 clusters Score: Raw -178191.859793 + Penalty 768.303953 = -177423.555839 nChanged 2063 SP:Iteration 1F (2506.782880 sec): 3 clusters Score: Raw -179473.063305 + Penalty 768.303953 = -178704.759352 nChanged 379 SP:Iteration 2F (2506.843421 sec): 3 clusters Score: Raw -179680.915994 + Penalty 768.303953 = -178912.612041 nChanged 305 SP:Iteration 3F (2506.896232 sec): 3 clusters Score: Raw -179867.453002 + Penalty 768.303953 = -179099.149049 nChanged 313 SP:Iteration 4F (2506.935771 sec): 3 clusters Score: Raw -180044.259206 + Penalty 768.303953 = -179275.955252 nChanged 291 SP:Iteration 5F (2506.984344 sec): 3 clusters Score: Raw -180246.022161 + Penalty 768.303953 = -179477.718208 nChanged 287 SP:Iteration 6F (2507.040047 sec): 3 clusters Score: Raw -180475.168914 + Penalty 768.303953 = -179706.864960 nChanged 237 SP:Iteration 7F (2507.081040 sec): 3 clusters Score: Raw -180680.272410 + Penalty 768.303953 = -179911.968457 nChanged 184 SP:Iteration 8Q (2507.128759 sec): 3 clusters Score: Raw -180789.671485 + Penalty 768.303953 = -180021.367532 nChanged 120 SP:Iteration 9Q (2507.188284 sec): 3 clusters Score: Raw -180841.644938 + Penalty 768.303953 = -180073.340985 nChanged 88 SP:Iteration 10Q (2507.232619 sec): 3 clusters Score: Raw -180876.231282 + Penalty 768.303953 = -180107.927329 nChanged 69 SP:Iteration 11Q (2507.272442 sec): 3 clusters Score: Raw -180904.085780 + Penalty 768.303953 = -180135.781827 nChanged 60 SP:Iteration 12Q (2507.331468 sec): 3 clusters Score: Raw -180924.083292 + Penalty 768.303953 = -180155.779339 nChanged 51 SP:Iteration 13Q (2507.382660 sec): 3 clusters Score: Raw -180941.564420 + Penalty 768.303953 = -180173.260466 nChanged 46 SP:Iteration 14Q (2507.421140 sec): 3 clusters Score: Raw -180961.743836 + Penalty 768.303953 = -180193.439883 nChanged 50 SP:Iteration 15Q (2507.480414 sec): 3 clusters Score: Raw -180981.165076 + Penalty 768.303953 = -180212.861123 nChanged 42 SP:Iteration 16Q (2507.528575 sec): 3 clusters Score: Raw -180994.799364 + Penalty 768.303953 = -180226.495410 nChanged 37 SP:Iteration 17Q (2507.578633 sec): 3 clusters Score: Raw -181007.287217 + Penalty 768.303953 = -180238.983264 nChanged 35 SP:Iteration 18Q (2507.627686 sec): 3 clusters Score: Raw -181017.246986 + Penalty 768.303953 = -180248.943032 nChanged 24 SP:Iteration 19Q (2507.665562 sec): 3 clusters Score: Raw -181026.202314 + Penalty 768.303953 = -180257.898360 nChanged 28 SP:Iteration 20F (2507.719348 sec): 3 clusters Score: Raw -181039.041900 + Penalty 768.303953 = -180270.737947 nChanged 31 SP:Iteration 21Q (2507.769139 sec): 3 clusters Score: Raw -181052.249698 + Penalty 768.303953 = -180283.945745 nChanged 31 SP:Iteration 22Q (2507.817495 sec): 3 clusters Score: Raw -181065.057025 + Penalty 768.303953 = -180296.753072 nChanged 28 SP:Iteration 23Q (2507.865774 sec): 3 clusters Score: Raw -181074.438965 + Penalty 768.303953 = -180306.135012 nChanged 18 SP:Iteration 24Q (2507.903685 sec): 3 clusters Score: Raw -181078.888050 + Penalty 768.303953 = -180310.584096 nChanged 16 SP:Iteration 25Q (2507.955167 sec): 3 clusters Score: Raw -181082.514445 + Penalty 768.303953 = -180314.210492 nChanged 12 SP:Iteration 26Q (2508.000436 sec): 3 clusters Score: Raw -181084.808916 + Penalty 768.303953 = -180316.504963 nChanged 12 SP:Iteration 27Q (2508.050461 sec): 3 clusters Score: Raw -181086.935750 + Penalty 768.303953 = -180318.631797 nChanged 10 SP:Iteration 28Q (2508.101061 sec): 3 clusters Score: Raw -181089.221067 + Penalty 768.303953 = -180320.917113 nChanged 10 SP:Iteration 29Q (2508.159511 sec): 3 clusters Score: Raw -181093.353782 + Penalty 768.303953 = -180325.049829 nChanged 12 SP:Iteration 30Q (2508.209696 sec): 3 clusters Score: Raw -181098.829530 + Penalty 768.303953 = -180330.525577 nChanged 15 SP:Iteration 31Q (2508.261445 sec): 3 clusters Score: Raw -181104.013034 + Penalty 768.303953 = -180335.709081 nChanged 13 SP:Iteration 32Q (2508.303676 sec): 3 clusters Score: Raw -181110.550992 + Penalty 768.303953 = -180342.247039 nChanged 14 SP:Iteration 33Q (2508.358715 sec): 3 clusters Score: Raw -181117.534243 + Penalty 768.303953 = -180349.230289 nChanged 12 SP:Iteration 34Q (2508.408498 sec): 3 clusters Score: Raw -181122.905487 + Penalty 768.303953 = -180354.601533 nChanged 7 SP:Iteration 35Q (2508.455802 sec): 3 clusters Score: Raw -181125.609635 + Penalty 768.303953 = -180357.305682 nChanged 9 SP:Iteration 36Q (2508.517138 sec): 3 clusters Score: Raw -181130.333108 + Penalty 768.303953 = -180362.029154 nChanged 13 SP:Iteration 37Q (2508.570337 sec): 3 clusters Score: Raw -181139.105515 + Penalty 768.303953 = -180370.801562 nChanged 12 SP:Iteration 38Q (2508.621421 sec): 3 clusters Score: Raw -181144.372465 + Penalty 768.303953 = -180376.068512 nChanged 11 SP:Iteration 39Q (2508.669894 sec): 3 clusters Score: Raw -181148.334384 + Penalty 768.303953 = -180380.030430 nChanged 9 SP:Iteration 40F (2508.707111 sec): 3 clusters Score: Raw -181151.842417 + Penalty 768.303953 = -180383.538464 nChanged 11 SP:Iteration 41Q (2508.763289 sec): 3 clusters Score: Raw -181155.793383 + Penalty 768.303953 = -180387.489430 nChanged 9 SP:Iteration 42Q (2508.813564 sec): 3 clusters Score: Raw -181159.993564 + Penalty 768.303953 = -180391.689611 nChanged 5 SP:Iteration 43Q (2508.855666 sec): 3 clusters Score: Raw -181161.016320 + Penalty 768.303953 = -180392.712367 nChanged 2 SP:Iteration 44Q (2508.903101 sec): 3 clusters Score: Raw -181161.863978 + Penalty 768.303953 = -180393.560025 nChanged 1 SP:Iteration 45Q (2508.951192 sec): 3 clusters Score: Raw -181161.957875 + Penalty 768.303953 = -180393.653921 nChanged 0 SP:Iteration 46F (2509.007869 sec): 3 clusters Score: Raw -181161.957875 + Penalty 768.303953 = -180393.653921 nChanged 0 Trying to split cluster 23 (8609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2509.029981 sec): 2 clusters Score: Raw -357579.723294 + Penalty 412.255637 = -357167.467657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2509.092000 sec): 3 clusters Score: Raw -352237.959440 + Penalty 824.511274 = -351413.448166 nChanged 3998 SP:Iteration 1F (2509.149012 sec): 3 clusters Score: Raw -354597.211795 + Penalty 824.511274 = -353772.700522 nChanged 541 SP:Iteration 2F (2509.199764 sec): 3 clusters Score: Raw -354899.625435 + Penalty 824.511274 = -354075.114161 nChanged 525 SP:Iteration 3F (2509.246405 sec): 3 clusters Score: Raw -355176.377237 + Penalty 824.511274 = -354351.865964 nChanged 499 SP:Iteration 4F (2509.308101 sec): 3 clusters Score: Raw -355441.322862 + Penalty 824.511274 = -354616.811588 nChanged 477 SP:Iteration 5F (2509.361583 sec): 3 clusters Score: Raw -355701.477786 + Penalty 824.511274 = -354876.966512 nChanged 456 SP:Iteration 6F (2509.409445 sec): 3 clusters Score: Raw -355954.251988 + Penalty 824.511274 = -355129.740714 nChanged 392 SP:Iteration 7Q (2509.467176 sec): 3 clusters Score: Raw -356172.367201 + Penalty 824.511274 = -355347.855927 nChanged 338 SP:Iteration 8Q (2509.515260 sec): 3 clusters Score: Raw -356372.524400 + Penalty 824.511274 = -355548.013126 nChanged 320 SP:Iteration 9Q (2509.571649 sec): 3 clusters Score: Raw -356523.989541 + Penalty 824.511274 = -355699.478267 nChanged 237 SP:Iteration 10Q (2509.619105 sec): 3 clusters Score: Raw -356614.430659 + Penalty 824.511274 = -355789.919385 nChanged 191 SP:Iteration 11Q (2509.683823 sec): 3 clusters Score: Raw -356680.264903 + Penalty 824.511274 = -355855.753629 nChanged 162 SP:Iteration 12Q (2509.726753 sec): 3 clusters Score: Raw -356736.300540 + Penalty 824.511274 = -355911.789266 nChanged 156 SP:Iteration 13Q (2509.778550 sec): 3 clusters Score: Raw -356776.589496 + Penalty 824.511274 = -355952.078222 nChanged 139 SP:Iteration 14Q (2509.841086 sec): 3 clusters Score: Raw -356812.188799 + Penalty 824.511274 = -355987.677526 nChanged 129 SP:Iteration 15Q (2509.897064 sec): 3 clusters Score: Raw -356846.436354 + Penalty 824.511274 = -356021.925081 nChanged 126 SP:Iteration 16Q (2509.940830 sec): 3 clusters Score: Raw -356877.689878 + Penalty 824.511274 = -356053.178605 nChanged 112 SP:Iteration 17Q (2509.991614 sec): 3 clusters Score: Raw -356905.003810 + Penalty 824.511274 = -356080.492537 nChanged 86 SP:Iteration 18Q (2510.050520 sec): 3 clusters Score: Raw -356928.576146 + Penalty 824.511274 = -356104.064872 nChanged 100 SP:Iteration 19Q (2510.109003 sec): 3 clusters Score: Raw -356954.905842 + Penalty 824.511274 = -356130.394568 nChanged 108 SP:Iteration 20F (2510.162582 sec): 3 clusters Score: Raw -356983.117026 + Penalty 824.511274 = -356158.605752 nChanged 109 SP:Iteration 21Q (2510.212577 sec): 3 clusters Score: Raw -357017.153971 + Penalty 824.511274 = -356192.642698 nChanged 140 SP:Iteration 22Q (2510.277079 sec): 3 clusters Score: Raw -357064.949044 + Penalty 824.511274 = -356240.437771 nChanged 132 SP:Iteration 23Q (2510.318224 sec): 3 clusters Score: Raw -357122.331760 + Penalty 824.511274 = -356297.820486 nChanged 155 SP:Iteration 24Q (2510.384125 sec): 3 clusters Score: Raw -357191.695479 + Penalty 824.511274 = -356367.184206 nChanged 172 SP:Iteration 25Q (2510.433266 sec): 3 clusters Score: Raw -357272.738856 + Penalty 824.511274 = -356448.227582 nChanged 175 SP:Iteration 26Q (2510.483447 sec): 3 clusters Score: Raw -357372.623422 + Penalty 824.511274 = -356548.112148 nChanged 197 SP:Iteration 27Q (2510.539860 sec): 3 clusters Score: Raw -357487.450508 + Penalty 824.511274 = -356662.939234 nChanged 188 SP:Iteration 28Q (2510.598993 sec): 3 clusters Score: Raw -357614.086978 + Penalty 824.511274 = -356789.575705 nChanged 211 SP:Iteration 29Q (2510.646473 sec): 3 clusters Score: Raw -357791.041362 + Penalty 824.511274 = -356966.530089 nChanged 211 SP:Iteration 30Q (2510.697467 sec): 3 clusters Score: Raw -357994.316886 + Penalty 824.511274 = -357169.805612 nChanged 213 SP:Iteration 31Q (2510.757425 sec): 3 clusters Score: Raw -358254.420665 + Penalty 824.511274 = -357429.909391 nChanged 216 SP:Iteration 32Q (2510.808597 sec): 3 clusters Score: Raw -358486.216753 + Penalty 824.511274 = -357661.705479 nChanged 162 SP:Iteration 33Q (2510.853707 sec): 3 clusters Score: Raw -358611.772599 + Penalty 824.511274 = -357787.261326 nChanged 124 SP:Iteration 34Q (2510.907429 sec): 3 clusters Score: Raw -358684.019181 + Penalty 824.511274 = -357859.507907 nChanged 107 SP:Iteration 35Q (2510.969490 sec): 3 clusters Score: Raw -358719.507998 + Penalty 824.511274 = -357894.996725 nChanged 47 SP:Iteration 36Q (2511.009770 sec): 3 clusters Score: Raw -358729.443574 + Penalty 824.511274 = -357904.932301 nChanged 43 SP:Iteration 37Q (2511.059246 sec): 3 clusters Score: Raw -358735.784073 + Penalty 824.511274 = -357911.272800 nChanged 26 SP:Iteration 38Q (2511.123239 sec): 3 clusters Score: Raw -358738.605644 + Penalty 824.511274 = -357914.094370 nChanged 14 SP:Iteration 39Q (2511.165729 sec): 3 clusters Score: Raw -358739.780435 + Penalty 824.511274 = -357915.269162 nChanged 8 SP:Iteration 40F (2511.229328 sec): 3 clusters Score: Raw -358746.065268 + Penalty 824.511274 = -357921.553994 nChanged 7 SP:Iteration 41Q (2511.276784 sec): 3 clusters Score: Raw -358746.691202 + Penalty 824.511274 = -357922.179929 nChanged 6 SP:Iteration 42Q (2511.325993 sec): 3 clusters Score: Raw -358746.974030 + Penalty 824.511274 = -357922.462757 nChanged 7 SP:Iteration 43Q (2511.375970 sec): 3 clusters Score: Raw -358747.201370 + Penalty 824.511274 = -357922.690096 nChanged 3 SP:Iteration 44Q (2511.428581 sec): 3 clusters Score: Raw -358747.346851 + Penalty 824.511274 = -357922.835578 nChanged 3 SP:Iteration 45Q (2511.483808 sec): 3 clusters Score: Raw -358747.421079 + Penalty 824.511274 = -357922.909805 nChanged 1 SP:Iteration 46Q (2511.537488 sec): 3 clusters Score: Raw -358747.430306 + Penalty 824.511274 = -357922.919033 nChanged 0 SP:Iteration 47F (2511.594457 sec): 3 clusters Score: Raw -358747.430306 + Penalty 824.511274 = -357922.919033 nChanged 0 Score: Raw -17384078.220752 + Penalty 23161.365867 = -17360916.854886 Splitting cluster 23 changes total score from -17357125.493765 to -17360916.854886 So it's getting split into cluster 39. Trying to split cluster 24 (13921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2518.162649 sec): 2 clusters Score: Raw -594048.649681 + Penalty 434.122497 = -593614.527185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2518.220786 sec): 3 clusters Score: Raw -585125.589861 + Penalty 868.244993 = -584257.344868 nChanged 6577 SP:Iteration 1F (2518.279610 sec): 3 clusters Score: Raw -589291.143293 + Penalty 868.244993 = -588422.898300 nChanged 1059 SP:Iteration 2F (2518.340901 sec): 3 clusters Score: Raw -589971.320102 + Penalty 868.244993 = -589103.075109 nChanged 1145 SP:Iteration 3F (2518.399998 sec): 3 clusters Score: Raw -590832.595890 + Penalty 868.244993 = -589964.350897 nChanged 1125 SP:Iteration 4F (2518.450607 sec): 3 clusters Score: Raw -591829.000912 + Penalty 868.244993 = -590960.755919 nChanged 956 SP:Iteration 5F (2518.519023 sec): 3 clusters Score: Raw -592729.552706 + Penalty 868.244993 = -591861.307713 nChanged 705 SP:Iteration 6F (2518.571961 sec): 3 clusters Score: Raw -593417.624537 + Penalty 868.244993 = -592549.379544 nChanged 437 SP:Iteration 7Q (2518.632147 sec): 3 clusters Score: Raw -593793.034398 + Penalty 868.244993 = -592924.789405 nChanged 205 SP:Iteration 8Q (2518.683943 sec): 3 clusters Score: Raw -593952.545695 + Penalty 868.244993 = -593084.300702 nChanged 117 SP:Iteration 9Q (2518.743085 sec): 3 clusters Score: Raw -594037.923270 + Penalty 868.244993 = -593169.678277 nChanged 61 SP:Iteration 10Q (2518.804610 sec): 3 clusters Score: Raw -594081.258695 + Penalty 868.244993 = -593213.013702 nChanged 40 SP:Iteration 11Q (2518.863911 sec): 3 clusters Score: Raw -594103.821073 + Penalty 868.244993 = -593235.576080 nChanged 21 SP:Iteration 12Q (2518.910664 sec): 3 clusters Score: Raw -594116.427375 + Penalty 868.244993 = -593248.182382 nChanged 17 SP:Iteration 13Q (2518.966705 sec): 3 clusters Score: Raw -594129.736497 + Penalty 868.244993 = -593261.491504 nChanged 14 SP:Iteration 14Q (2519.020649 sec): 3 clusters Score: Raw -594138.239641 + Penalty 868.244993 = -593269.994648 nChanged 5 SP:Iteration 15Q (2519.078935 sec): 3 clusters Score: Raw -594140.287972 + Penalty 868.244993 = -593272.042978 nChanged 1 SP:Iteration 16Q (2519.141888 sec): 3 clusters Score: Raw -594142.139993 + Penalty 868.244993 = -593273.895000 nChanged 2 SP:Iteration 17Q (2519.191184 sec): 3 clusters Score: Raw -594143.565969 + Penalty 868.244993 = -593275.320976 nChanged 2 SP:Iteration 18Q (2519.251519 sec): 3 clusters Score: Raw -594145.244310 + Penalty 868.244993 = -593276.999317 nChanged 2 SP:Iteration 19Q (2519.299785 sec): 3 clusters Score: Raw -594146.402729 + Penalty 868.244993 = -593278.157736 nChanged 1 SP:Iteration 20F (2519.362041 sec): 3 clusters Score: Raw -594146.573569 + Penalty 868.244993 = -593278.328576 nChanged 1 SP:Iteration 21Q (2519.426608 sec): 3 clusters Score: Raw -594146.962816 + Penalty 868.244993 = -593278.717822 nChanged 0 SP:Iteration 22F (2519.483422 sec): 3 clusters Score: Raw -594146.962816 + Penalty 868.244993 = -593278.717822 nChanged 0 Trying to split cluster 25 (1155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2519.513016 sec): 2 clusters Score: Raw -40222.772332 + Penalty 320.859431 = -39901.912902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2519.564247 sec): 3 clusters Score: Raw -39654.080797 + Penalty 641.718862 = -39012.361935 nChanged 483 SP:Iteration 1F (2519.609715 sec): 3 clusters Score: Raw -40223.711057 + Penalty 641.718862 = -39581.992196 nChanged 175 SP:Iteration 2F (2519.650625 sec): 3 clusters Score: Raw -40524.364402 + Penalty 641.718862 = -39882.645540 nChanged 90 SP:Iteration 3F (2519.697123 sec): 3 clusters Score: Raw -40668.239691 + Penalty 641.718862 = -40026.520829 nChanged 41 SP:Iteration 4Q (2519.738895 sec): 3 clusters Score: Raw -40730.226269 + Penalty 641.718862 = -40088.507408 nChanged 26 SP:Iteration 5Q (2519.782902 sec): 3 clusters Score: Raw -40767.802792 + Penalty 641.718862 = -40126.083931 nChanged 20 SP:Iteration 6Q (2519.838422 sec): 3 clusters Score: Raw -40791.621571 + Penalty 641.718862 = -40149.902709 nChanged 22 SP:Iteration 7Q (2519.880767 sec): 3 clusters Score: Raw -40812.772056 + Penalty 641.718862 = -40171.053195 nChanged 17 SP:Iteration 8Q (2519.936633 sec): 3 clusters Score: Raw -40845.981702 + Penalty 641.718862 = -40204.262840 nChanged 20 SP:Iteration 9Q (2519.981588 sec): 3 clusters Score: Raw -40863.919173 + Penalty 641.718862 = -40222.200311 nChanged 22 SP:Iteration 10Q (2520.033442 sec): 3 clusters Score: Raw -40882.900000 + Penalty 641.718862 = -40241.181138 nChanged 19 SP:Iteration 11Q (2520.078398 sec): 3 clusters Score: Raw -40891.329444 + Penalty 641.718862 = -40249.610582 nChanged 8 SP:Iteration 12Q (2520.115149 sec): 3 clusters Score: Raw -40893.324143 + Penalty 641.718862 = -40251.605281 nChanged 3 SP:Iteration 13Q (2520.159065 sec): 3 clusters Score: Raw -40896.066861 + Penalty 641.718862 = -40254.347999 nChanged 7 SP:Iteration 14Q (2520.210738 sec): 3 clusters Score: Raw -40899.007631 + Penalty 641.718862 = -40257.288770 nChanged 5 SP:Iteration 15Q (2520.252288 sec): 3 clusters Score: Raw -40900.238564 + Penalty 641.718862 = -40258.519703 nChanged 5 SP:Iteration 16Q (2520.308254 sec): 3 clusters Score: Raw -40901.409383 + Penalty 641.718862 = -40259.690521 nChanged 2 SP:Iteration 17Q (2520.352023 sec): 3 clusters Score: Raw -40901.761694 + Penalty 641.718862 = -40260.042832 nChanged 1 SP:Iteration 18Q (2520.405216 sec): 3 clusters Score: Raw -40901.814553 + Penalty 641.718862 = -40260.095691 nChanged 0 SP:Iteration 19F (2520.448376 sec): 3 clusters Score: Raw -40901.814553 + Penalty 641.718862 = -40260.095691 nChanged 0 Score: Raw -17384757.262972 + Penalty 23755.247043 = -17361002.015930 Splitting cluster 25 changes total score from -17357125.493765 to -17361002.015930 So it's getting split into cluster 40. Trying to split cluster 26 (2544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2527.120149 sec): 2 clusters Score: Raw -94621.513571 + Penalty 356.787928 = -94264.725643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2527.155806 sec): 3 clusters Score: Raw -93202.507683 + Penalty 713.575856 = -92488.931826 nChanged 1091 SP:Iteration 1F (2527.211536 sec): 3 clusters Score: Raw -93871.924694 + Penalty 713.575856 = -93158.348838 nChanged 190 SP:Iteration 2F (2527.258896 sec): 3 clusters Score: Raw -93966.279675 + Penalty 713.575856 = -93252.703819 nChanged 126 SP:Iteration 3Q (2527.295106 sec): 3 clusters Score: Raw -94034.869116 + Penalty 713.575856 = -93321.293260 nChanged 120 SP:Iteration 4Q (2527.348006 sec): 3 clusters Score: Raw -94092.885836 + Penalty 713.575856 = -93379.309980 nChanged 107 SP:Iteration 5Q (2527.393537 sec): 3 clusters Score: Raw -94152.062898 + Penalty 713.575856 = -93438.487042 nChanged 119 SP:Iteration 6Q (2527.437129 sec): 3 clusters Score: Raw -94231.160819 + Penalty 713.575856 = -93517.584963 nChanged 101 SP:Iteration 7Q (2527.497148 sec): 3 clusters Score: Raw -94287.277961 + Penalty 713.575856 = -93573.702105 nChanged 69 SP:Iteration 8Q (2527.534808 sec): 3 clusters Score: Raw -94325.902703 + Penalty 713.575856 = -93612.326847 nChanged 58 SP:Iteration 9Q (2527.578743 sec): 3 clusters Score: Raw -94358.273377 + Penalty 713.575856 = -93644.697520 nChanged 76 SP:Iteration 10Q (2527.630552 sec): 3 clusters Score: Raw -94402.566306 + Penalty 713.575856 = -93688.990450 nChanged 65 SP:Iteration 11Q (2527.666919 sec): 3 clusters Score: Raw -94437.459443 + Penalty 713.575856 = -93723.883587 nChanged 67 SP:Iteration 12Q (2527.722367 sec): 3 clusters Score: Raw -94465.095958 + Penalty 713.575856 = -93751.520102 nChanged 51 SP:Iteration 13Q (2527.762854 sec): 3 clusters Score: Raw -94489.633723 + Penalty 713.575856 = -93776.057866 nChanged 48 SP:Iteration 14Q (2527.804619 sec): 3 clusters Score: Raw -94505.355075 + Penalty 713.575856 = -93791.779219 nChanged 34 SP:Iteration 15Q (2527.856453 sec): 3 clusters Score: Raw -94515.155136 + Penalty 713.575856 = -93801.579280 nChanged 23 SP:Iteration 16Q (2527.903183 sec): 3 clusters Score: Raw -94521.517805 + Penalty 713.575856 = -93807.941949 nChanged 15 SP:Iteration 17Q (2527.953755 sec): 3 clusters Score: Raw -94525.022845 + Penalty 713.575856 = -93811.446989 nChanged 20 SP:Iteration 18Q (2527.998747 sec): 3 clusters Score: Raw -94530.766112 + Penalty 713.575856 = -93817.190256 nChanged 20 SP:Iteration 19Q (2528.046659 sec): 3 clusters Score: Raw -94537.999089 + Penalty 713.575856 = -93824.423233 nChanged 19 SP:Iteration 20F (2528.092902 sec): 3 clusters Score: Raw -94543.252336 + Penalty 713.575856 = -93829.676480 nChanged 25 SP:Iteration 21Q (2528.132406 sec): 3 clusters Score: Raw -94550.180327 + Penalty 713.575856 = -93836.604471 nChanged 19 SP:Iteration 22Q (2528.178662 sec): 3 clusters Score: Raw -94555.828199 + Penalty 713.575856 = -93842.252343 nChanged 20 SP:Iteration 23Q (2528.219937 sec): 3 clusters Score: Raw -94563.215012 + Penalty 713.575856 = -93849.639156 nChanged 25 SP:Iteration 24Q (2528.261783 sec): 3 clusters Score: Raw -94573.809469 + Penalty 713.575856 = -93860.233613 nChanged 35 SP:Iteration 25Q (2528.317102 sec): 3 clusters Score: Raw -94586.744125 + Penalty 713.575856 = -93873.168269 nChanged 28 SP:Iteration 26Q (2528.363357 sec): 3 clusters Score: Raw -94596.207856 + Penalty 713.575856 = -93882.632000 nChanged 23 SP:Iteration 27Q (2528.399867 sec): 3 clusters Score: Raw -94603.927546 + Penalty 713.575856 = -93890.351690 nChanged 17 SP:Iteration 28Q (2528.454885 sec): 3 clusters Score: Raw -94609.751819 + Penalty 713.575856 = -93896.175963 nChanged 15 SP:Iteration 29Q (2528.488786 sec): 3 clusters Score: Raw -94613.112885 + Penalty 713.575856 = -93899.537029 nChanged 12 SP:Iteration 30Q (2528.537678 sec): 3 clusters Score: Raw -94615.335536 + Penalty 713.575856 = -93901.759680 nChanged 14 SP:Iteration 31Q (2528.594158 sec): 3 clusters Score: Raw -94617.534658 + Penalty 713.575856 = -93903.958802 nChanged 9 SP:Iteration 32Q (2528.646102 sec): 3 clusters Score: Raw -94618.519194 + Penalty 713.575856 = -93904.943338 nChanged 8 SP:Iteration 33Q (2528.692855 sec): 3 clusters Score: Raw -94619.290082 + Penalty 713.575856 = -93905.714226 nChanged 6 SP:Iteration 34Q (2528.741759 sec): 3 clusters Score: Raw -94620.499544 + Penalty 713.575856 = -93906.923688 nChanged 7 SP:Iteration 35Q (2528.783611 sec): 3 clusters Score: Raw -94622.873301 + Penalty 713.575856 = -93909.297445 nChanged 7 SP:Iteration 36Q (2528.831169 sec): 3 clusters Score: Raw -94625.319363 + Penalty 713.575856 = -93911.743507 nChanged 10 SP:Iteration 37Q (2528.877649 sec): 3 clusters Score: Raw -94627.332426 + Penalty 713.575856 = -93913.756569 nChanged 9 SP:Iteration 38Q (2528.912874 sec): 3 clusters Score: Raw -94628.889346 + Penalty 713.575856 = -93915.313490 nChanged 9 SP:Iteration 39Q (2528.962802 sec): 3 clusters Score: Raw -94630.660996 + Penalty 713.575856 = -93917.085139 nChanged 10 SP:Iteration 40F (2529.016690 sec): 3 clusters Score: Raw -94633.032933 + Penalty 713.575856 = -93919.457077 nChanged 13 SP:Iteration 41Q (2529.064524 sec): 3 clusters Score: Raw -94636.092473 + Penalty 713.575856 = -93922.516617 nChanged 11 SP:Iteration 42Q (2529.104282 sec): 3 clusters Score: Raw -94637.668807 + Penalty 713.575856 = -93924.092951 nChanged 9 SP:Iteration 43Q (2529.142493 sec): 3 clusters Score: Raw -94639.726658 + Penalty 713.575856 = -93926.150801 nChanged 8 SP:Iteration 44Q (2529.195067 sec): 3 clusters Score: Raw -94640.817076 + Penalty 713.575856 = -93927.241220 nChanged 10 SP:Iteration 45Q (2529.237195 sec): 3 clusters Score: Raw -94641.895537 + Penalty 713.575856 = -93928.319681 nChanged 7 SP:Iteration 46Q (2529.292160 sec): 3 clusters Score: Raw -94642.886451 + Penalty 713.575856 = -93929.310595 nChanged 6 SP:Iteration 47Q (2529.336750 sec): 3 clusters Score: Raw -94644.114558 + Penalty 713.575856 = -93930.538702 nChanged 6 SP:Iteration 48Q (2529.381914 sec): 3 clusters Score: Raw -94644.848415 + Penalty 713.575856 = -93931.272559 nChanged 7 SP:Iteration 49Q (2529.430882 sec): 3 clusters Score: Raw -94645.594621 + Penalty 713.575856 = -93932.018765 nChanged 7 SP:Iteration 50Q (2529.473238 sec): 3 clusters Score: Raw -94646.339581 + Penalty 713.575856 = -93932.763725 nChanged 5 SP:Iteration 51Q (2529.517997 sec): 3 clusters Score: Raw -94646.959998 + Penalty 713.575856 = -93933.384142 nChanged 8 SP:Iteration 52Q (2529.577670 sec): 3 clusters Score: Raw -94648.399993 + Penalty 713.575856 = -93934.824136 nChanged 8 SP:Iteration 53Q (2529.613580 sec): 3 clusters Score: Raw -94649.953902 + Penalty 713.575856 = -93936.378046 nChanged 7 SP:Iteration 54Q (2529.659697 sec): 3 clusters Score: Raw -94651.275501 + Penalty 713.575856 = -93937.699644 nChanged 10 SP:Iteration 55Q (2529.705674 sec): 3 clusters Score: Raw -94652.844782 + Penalty 713.575856 = -93939.268925 nChanged 13 SP:Iteration 56Q (2529.763069 sec): 3 clusters Score: Raw -94655.094376 + Penalty 713.575856 = -93941.518519 nChanged 12 SP:Iteration 57Q (2529.809667 sec): 3 clusters Score: Raw -94657.699806 + Penalty 713.575856 = -93944.123950 nChanged 17 SP:Iteration 58Q (2529.853800 sec): 3 clusters Score: Raw -94661.371170 + Penalty 713.575856 = -93947.795314 nChanged 13 SP:Iteration 59Q (2529.891483 sec): 3 clusters Score: Raw -94664.733377 + Penalty 713.575856 = -93951.157521 nChanged 12 SP:Iteration 60F (2529.939671 sec): 3 clusters Score: Raw -94667.083475 + Penalty 713.575856 = -93953.507619 nChanged 13 SP:Iteration 61Q (2529.987764 sec): 3 clusters Score: Raw -94669.645133 + Penalty 713.575856 = -93956.069276 nChanged 7 SP:Iteration 62Q (2530.047416 sec): 3 clusters Score: Raw -94670.462380 + Penalty 713.575856 = -93956.886524 nChanged 5 SP:Iteration 63Q (2530.096795 sec): 3 clusters Score: Raw -94671.007128 + Penalty 713.575856 = -93957.431272 nChanged 3 SP:Iteration 64Q (2530.135613 sec): 3 clusters Score: Raw -94671.456973 + Penalty 713.575856 = -93957.881116 nChanged 1 SP:Iteration 65Q (2530.188210 sec): 3 clusters Score: Raw -94671.526803 + Penalty 713.575856 = -93957.950947 nChanged 1 SP:Iteration 66Q (2530.238709 sec): 3 clusters Score: Raw -94671.757357 + Penalty 713.575856 = -93958.181501 nChanged 1 SP:Iteration 67Q (2530.290380 sec): 3 clusters Score: Raw -94671.833453 + Penalty 713.575856 = -93958.257597 nChanged 1 SP:Iteration 68Q (2530.336962 sec): 3 clusters Score: Raw -94671.941386 + Penalty 713.575856 = -93958.365530 nChanged 1 SP:Iteration 69Q (2530.383978 sec): 3 clusters Score: Raw -94672.003467 + Penalty 713.575856 = -93958.427611 nChanged 1 SP:Iteration 70Q (2530.434723 sec): 3 clusters Score: Raw -94672.039812 + Penalty 713.575856 = -93958.463956 nChanged 1 SP:Iteration 71Q (2530.480272 sec): 3 clusters Score: Raw -94672.061504 + Penalty 713.575856 = -93958.485648 nChanged 1 SP:Iteration 72Q (2530.525413 sec): 3 clusters Score: Raw -94672.116614 + Penalty 713.575856 = -93958.540758 nChanged 2 SP:Iteration 73Q (2530.570626 sec): 3 clusters Score: Raw -94672.237890 + Penalty 713.575856 = -93958.662034 nChanged 0 SP:Iteration 74F (2530.614265 sec): 3 clusters Score: Raw -94672.237890 + Penalty 713.575856 = -93958.662034 nChanged 0 Trying to split cluster 27 (13847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2530.650321 sec): 2 clusters Score: Raw -555730.118940 + Penalty 433.879987 = -555296.238953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2530.711410 sec): 3 clusters Score: Raw -546860.315340 + Penalty 867.759973 = -545992.555366 nChanged 6560 SP:Iteration 1F (2530.759905 sec): 3 clusters Score: Raw -550991.198088 + Penalty 867.759973 = -550123.438115 nChanged 1063 SP:Iteration 2F (2530.824160 sec): 3 clusters Score: Raw -551683.397233 + Penalty 867.759973 = -550815.637260 nChanged 1154 SP:Iteration 3F (2530.885729 sec): 3 clusters Score: Raw -552498.307189 + Penalty 867.759973 = -551630.547216 nChanged 992 SP:Iteration 4F (2530.941038 sec): 3 clusters Score: Raw -553236.245035 + Penalty 867.759973 = -552368.485062 nChanged 838 SP:Iteration 5F (2531.002963 sec): 3 clusters Score: Raw -553900.568050 + Penalty 867.759973 = -553032.808077 nChanged 667 SP:Iteration 6Q (2531.056120 sec): 3 clusters Score: Raw -554304.517972 + Penalty 867.759973 = -553436.757999 nChanged 436 SP:Iteration 7Q (2531.117643 sec): 3 clusters Score: Raw -554484.366696 + Penalty 867.759973 = -553616.606722 nChanged 264 SP:Iteration 8Q (2531.181733 sec): 3 clusters Score: Raw -554567.448941 + Penalty 867.759973 = -553699.688968 nChanged 181 SP:Iteration 9Q (2531.245046 sec): 3 clusters Score: Raw -554617.443856 + Penalty 867.759973 = -553749.683883 nChanged 165 SP:Iteration 10Q (2531.302874 sec): 3 clusters Score: Raw -554659.638867 + Penalty 867.759973 = -553791.878894 nChanged 168 SP:Iteration 11Q (2531.362437 sec): 3 clusters Score: Raw -554705.365389 + Penalty 867.759973 = -553837.605416 nChanged 164 SP:Iteration 12Q (2531.434781 sec): 3 clusters Score: Raw -554750.635568 + Penalty 867.759973 = -553882.875595 nChanged 174 SP:Iteration 13Q (2531.482044 sec): 3 clusters Score: Raw -554803.830696 + Penalty 867.759973 = -553936.070722 nChanged 180 SP:Iteration 14Q (2531.548068 sec): 3 clusters Score: Raw -554853.453096 + Penalty 867.759973 = -553985.693123 nChanged 182 SP:Iteration 15Q (2531.608271 sec): 3 clusters Score: Raw -554901.008347 + Penalty 867.759973 = -554033.248373 nChanged 184 SP:Iteration 16Q (2531.664629 sec): 3 clusters Score: Raw -554954.721406 + Penalty 867.759973 = -554086.961433 nChanged 198 SP:Iteration 17Q (2531.718222 sec): 3 clusters Score: Raw -555017.871538 + Penalty 867.759973 = -554150.111565 nChanged 196 SP:Iteration 18Q (2531.768699 sec): 3 clusters Score: Raw -555083.608417 + Penalty 867.759973 = -554215.848444 nChanged 197 SP:Iteration 19Q (2531.834944 sec): 3 clusters Score: Raw -555150.003453 + Penalty 867.759973 = -554282.243480 nChanged 174 SP:Iteration 20F (2531.881646 sec): 3 clusters Score: Raw -555208.327782 + Penalty 867.759973 = -554340.567809 nChanged 181 SP:Iteration 21Q (2531.950786 sec): 3 clusters Score: Raw -555276.473849 + Penalty 867.759973 = -554408.713876 nChanged 164 SP:Iteration 22Q (2531.998430 sec): 3 clusters Score: Raw -555330.287633 + Penalty 867.759973 = -554462.527660 nChanged 127 SP:Iteration 23Q (2532.052546 sec): 3 clusters Score: Raw -555369.606807 + Penalty 867.759973 = -554501.846834 nChanged 132 SP:Iteration 24Q (2532.108693 sec): 3 clusters Score: Raw -555413.571192 + Penalty 867.759973 = -554545.811219 nChanged 134 SP:Iteration 25Q (2532.171096 sec): 3 clusters Score: Raw -555461.051283 + Penalty 867.759973 = -554593.291309 nChanged 124 SP:Iteration 26Q (2532.222843 sec): 3 clusters Score: Raw -555504.458110 + Penalty 867.759973 = -554636.698137 nChanged 101 SP:Iteration 27Q (2532.292981 sec): 3 clusters Score: Raw -555540.375752 + Penalty 867.759973 = -554672.615778 nChanged 89 SP:Iteration 28Q (2532.339838 sec): 3 clusters Score: Raw -555572.203369 + Penalty 867.759973 = -554704.443396 nChanged 76 SP:Iteration 29Q (2532.406500 sec): 3 clusters Score: Raw -555597.913676 + Penalty 867.759973 = -554730.153703 nChanged 63 SP:Iteration 30Q (2532.472868 sec): 3 clusters Score: Raw -555617.593757 + Penalty 867.759973 = -554749.833784 nChanged 48 SP:Iteration 31Q (2532.523430 sec): 3 clusters Score: Raw -555632.165765 + Penalty 867.759973 = -554764.405792 nChanged 60 SP:Iteration 32Q (2532.570286 sec): 3 clusters Score: Raw -555654.604881 + Penalty 867.759973 = -554786.844907 nChanged 63 SP:Iteration 33Q (2532.627688 sec): 3 clusters Score: Raw -555681.922057 + Penalty 867.759973 = -554814.162084 nChanged 62 SP:Iteration 34Q (2532.683202 sec): 3 clusters Score: Raw -555708.596861 + Penalty 867.759973 = -554840.836888 nChanged 53 SP:Iteration 35Q (2532.739323 sec): 3 clusters Score: Raw -555729.678353 + Penalty 867.759973 = -554861.918380 nChanged 41 SP:Iteration 36Q (2532.795533 sec): 3 clusters Score: Raw -555742.165707 + Penalty 867.759973 = -554874.405734 nChanged 29 SP:Iteration 37Q (2532.862500 sec): 3 clusters Score: Raw -555749.624250 + Penalty 867.759973 = -554881.864277 nChanged 20 SP:Iteration 38Q (2532.919137 sec): 3 clusters Score: Raw -555758.380652 + Penalty 867.759973 = -554890.620679 nChanged 17 SP:Iteration 39Q (2532.976153 sec): 3 clusters Score: Raw -555763.582558 + Penalty 867.759973 = -554895.822584 nChanged 22 SP:Iteration 40F (2533.032087 sec): 3 clusters Score: Raw -555770.063754 + Penalty 867.759973 = -554902.303781 nChanged 18 SP:Iteration 41Q (2533.089976 sec): 3 clusters Score: Raw -555776.520701 + Penalty 867.759973 = -554908.760727 nChanged 19 SP:Iteration 42Q (2533.146464 sec): 3 clusters Score: Raw -555784.966112 + Penalty 867.759973 = -554917.206139 nChanged 22 SP:Iteration 43Q (2533.196290 sec): 3 clusters Score: Raw -555792.782420 + Penalty 867.759973 = -554925.022447 nChanged 20 SP:Iteration 44Q (2533.254851 sec): 3 clusters Score: Raw -555801.201044 + Penalty 867.759973 = -554933.441071 nChanged 24 SP:Iteration 45Q (2533.309259 sec): 3 clusters Score: Raw -555811.935555 + Penalty 867.759973 = -554944.175581 nChanged 26 SP:Iteration 46Q (2533.380294 sec): 3 clusters Score: Raw -555820.123900 + Penalty 867.759973 = -554952.363927 nChanged 19 SP:Iteration 47Q (2533.436690 sec): 3 clusters Score: Raw -555827.133435 + Penalty 867.759973 = -554959.373461 nChanged 22 SP:Iteration 48Q (2533.493529 sec): 3 clusters Score: Raw -555835.499861 + Penalty 867.759973 = -554967.739887 nChanged 25 SP:Iteration 49Q (2533.552379 sec): 3 clusters Score: Raw -555845.038797 + Penalty 867.759973 = -554977.278824 nChanged 21 SP:Iteration 50Q (2533.608848 sec): 3 clusters Score: Raw -555851.735364 + Penalty 867.759973 = -554983.975391 nChanged 16 SP:Iteration 51Q (2533.660394 sec): 3 clusters Score: Raw -555856.536488 + Penalty 867.759973 = -554988.776515 nChanged 10 SP:Iteration 52Q (2533.719244 sec): 3 clusters Score: Raw -555859.423747 + Penalty 867.759973 = -554991.663773 nChanged 4 SP:Iteration 53Q (2533.767131 sec): 3 clusters Score: Raw -555861.923789 + Penalty 867.759973 = -554994.163816 nChanged 5 SP:Iteration 54Q (2533.831757 sec): 3 clusters Score: Raw -555863.463305 + Penalty 867.759973 = -554995.703331 nChanged 1 SP:Iteration 55Q (2533.883456 sec): 3 clusters Score: Raw -555863.667828 + Penalty 867.759973 = -554995.907854 nChanged 1 SP:Iteration 56Q (2533.935663 sec): 3 clusters Score: Raw -555863.966536 + Penalty 867.759973 = -554996.206562 nChanged 1 SP:Iteration 57Q (2533.995330 sec): 3 clusters Score: Raw -555864.205616 + Penalty 867.759973 = -554996.445643 nChanged 1 SP:Iteration 58Q (2534.046394 sec): 3 clusters Score: Raw -555864.567491 + Penalty 867.759973 = -554996.807518 nChanged 3 SP:Iteration 59Q (2534.097399 sec): 3 clusters Score: Raw -555865.606344 + Penalty 867.759973 = -554997.846371 nChanged 6 SP:Iteration 60F (2534.159869 sec): 3 clusters Score: Raw -555870.611904 + Penalty 867.759973 = -555002.851931 nChanged 7 SP:Iteration 61Q (2534.220234 sec): 3 clusters Score: Raw -555872.968896 + Penalty 867.759973 = -555005.208923 nChanged 5 SP:Iteration 62Q (2534.264752 sec): 3 clusters Score: Raw -555874.013205 + Penalty 867.759973 = -555006.253232 nChanged 3 SP:Iteration 63Q (2534.320147 sec): 3 clusters Score: Raw -555874.627169 + Penalty 867.759973 = -555006.867196 nChanged 1 SP:Iteration 64Q (2534.376586 sec): 3 clusters Score: Raw -555874.689123 + Penalty 867.759973 = -555006.929150 nChanged 0 SP:Iteration 65F (2534.440850 sec): 3 clusters Score: Raw -555874.689123 + Penalty 867.759973 = -555006.929150 nChanged 0 Trying to split cluster 28 (1210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2534.464478 sec): 2 clusters Score: Raw -37353.424042 + Penalty 322.976092 = -37030.447950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2534.515469 sec): 3 clusters Score: Raw -36797.828127 + Penalty 645.952183 = -36151.875944 nChanged 512 SP:Iteration 1F (2534.551487 sec): 3 clusters Score: Raw -37234.886016 + Penalty 645.952183 = -36588.933833 nChanged 142 SP:Iteration 2F (2534.600267 sec): 3 clusters Score: Raw -37450.352049 + Penalty 645.952183 = -36804.399866 nChanged 119 SP:Iteration 3F (2534.643418 sec): 3 clusters Score: Raw -37619.136780 + Penalty 645.952183 = -36973.184597 nChanged 95 SP:Iteration 4F (2534.691213 sec): 3 clusters Score: Raw -37749.792194 + Penalty 645.952183 = -37103.840011 nChanged 58 SP:Iteration 5Q (2534.739228 sec): 3 clusters Score: Raw -37784.651084 + Penalty 645.952183 = -37138.698901 nChanged 26 SP:Iteration 6Q (2534.785098 sec): 3 clusters Score: Raw -37797.753927 + Penalty 645.952183 = -37151.801744 nChanged 21 SP:Iteration 7Q (2534.836292 sec): 3 clusters Score: Raw -37805.537107 + Penalty 645.952183 = -37159.584924 nChanged 9 SP:Iteration 8Q (2534.881262 sec): 3 clusters Score: Raw -37808.432946 + Penalty 645.952183 = -37162.480763 nChanged 11 SP:Iteration 9Q (2534.923525 sec): 3 clusters Score: Raw -37814.569614 + Penalty 645.952183 = -37168.617431 nChanged 16 SP:Iteration 10Q (2534.964750 sec): 3 clusters Score: Raw -37822.120162 + Penalty 645.952183 = -37176.167979 nChanged 11 SP:Iteration 11Q (2535.015539 sec): 3 clusters Score: Raw -37825.793268 + Penalty 645.952183 = -37179.841085 nChanged 5 SP:Iteration 12Q (2535.058184 sec): 3 clusters Score: Raw -37827.370501 + Penalty 645.952183 = -37181.418318 nChanged 8 SP:Iteration 13Q (2535.116162 sec): 3 clusters Score: Raw -37831.540948 + Penalty 645.952183 = -37185.588765 nChanged 7 SP:Iteration 14Q (2535.160465 sec): 3 clusters Score: Raw -37834.937047 + Penalty 645.952183 = -37188.984864 nChanged 5 SP:Iteration 15Q (2535.204420 sec): 3 clusters Score: Raw -37838.611386 + Penalty 645.952183 = -37192.659203 nChanged 5 SP:Iteration 16Q (2535.246015 sec): 3 clusters Score: Raw -37839.807695 + Penalty 645.952183 = -37193.855512 nChanged 2 SP:Iteration 17Q (2535.296896 sec): 3 clusters Score: Raw -37840.308041 + Penalty 645.952183 = -37194.355858 nChanged 4 SP:Iteration 18Q (2535.346964 sec): 3 clusters Score: Raw -37841.246135 + Penalty 645.952183 = -37195.293951 nChanged 3 SP:Iteration 19Q (2535.390678 sec): 3 clusters Score: Raw -37841.674270 + Penalty 645.952183 = -37195.722087 nChanged 0 SP:Iteration 20F (2535.433243 sec): 3 clusters Score: Raw -37841.674270 + Penalty 645.952183 = -37195.722087 nChanged 0 Score: Raw -17385245.513201 + Penalty 24349.128219 = -17360896.384982 Splitting cluster 28 changes total score from -17357125.493765 to -17360896.384982 So it's getting split into cluster 41. Trying to split cluster 29 (2461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2542.372260 sec): 2 clusters Score: Raw -92923.251748 + Penalty 355.278699 = -92567.973050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2542.417045 sec): 3 clusters Score: Raw -91510.480576 + Penalty 710.557398 = -90799.923178 nChanged 1065 SP:Iteration 1F (2542.473168 sec): 3 clusters Score: Raw -92144.267939 + Penalty 710.557398 = -91433.710542 nChanged 199 SP:Iteration 2F (2542.516797 sec): 3 clusters Score: Raw -92280.464519 + Penalty 710.557398 = -91569.907121 nChanged 203 SP:Iteration 3F (2542.574600 sec): 3 clusters Score: Raw -92440.651578 + Penalty 710.557398 = -91730.094181 nChanged 206 SP:Iteration 4F (2542.621827 sec): 3 clusters Score: Raw -92629.135285 + Penalty 710.557398 = -91918.577887 nChanged 175 SP:Iteration 5F (2542.659958 sec): 3 clusters Score: Raw -92814.967167 + Penalty 710.557398 = -92104.409770 nChanged 132 SP:Iteration 6F (2542.715183 sec): 3 clusters Score: Raw -92966.243519 + Penalty 710.557398 = -92255.686122 nChanged 81 SP:Iteration 7Q (2542.757934 sec): 3 clusters Score: Raw -93067.214041 + Penalty 710.557398 = -92356.656644 nChanged 67 SP:Iteration 8Q (2542.797999 sec): 3 clusters Score: Raw -93148.601279 + Penalty 710.557398 = -92438.043882 nChanged 51 SP:Iteration 9Q (2542.840681 sec): 3 clusters Score: Raw -93199.923135 + Penalty 710.557398 = -92489.365738 nChanged 32 SP:Iteration 10Q (2542.888668 sec): 3 clusters Score: Raw -93229.181178 + Penalty 710.557398 = -92518.623780 nChanged 25 SP:Iteration 11Q (2542.939299 sec): 3 clusters Score: Raw -93247.267821 + Penalty 710.557398 = -92536.710423 nChanged 21 SP:Iteration 12Q (2542.989323 sec): 3 clusters Score: Raw -93258.859490 + Penalty 710.557398 = -92548.302092 nChanged 12 SP:Iteration 13Q (2543.034323 sec): 3 clusters Score: Raw -93265.894753 + Penalty 710.557398 = -92555.337356 nChanged 15 SP:Iteration 14Q (2543.077703 sec): 3 clusters Score: Raw -93271.843265 + Penalty 710.557398 = -92561.285867 nChanged 10 SP:Iteration 15Q (2543.110707 sec): 3 clusters Score: Raw -93275.267841 + Penalty 710.557398 = -92564.710444 nChanged 11 SP:Iteration 16Q (2543.162199 sec): 3 clusters Score: Raw -93281.391912 + Penalty 710.557398 = -92570.834514 nChanged 10 SP:Iteration 17Q (2543.210219 sec): 3 clusters Score: Raw -93285.575345 + Penalty 710.557398 = -92575.017947 nChanged 7 SP:Iteration 18Q (2543.254982 sec): 3 clusters Score: Raw -93288.698796 + Penalty 710.557398 = -92578.141398 nChanged 12 SP:Iteration 19Q (2543.289085 sec): 3 clusters Score: Raw -93294.163132 + Penalty 710.557398 = -92583.605734 nChanged 11 SP:Iteration 20F (2543.343631 sec): 3 clusters Score: Raw -93299.089929 + Penalty 710.557398 = -92588.532532 nChanged 14 SP:Iteration 21Q (2543.384935 sec): 3 clusters Score: Raw -93306.198428 + Penalty 710.557398 = -92595.641031 nChanged 18 SP:Iteration 22Q (2543.429590 sec): 3 clusters Score: Raw -93314.767830 + Penalty 710.557398 = -92604.210432 nChanged 14 SP:Iteration 23Q (2543.467099 sec): 3 clusters Score: Raw -93321.300163 + Penalty 710.557398 = -92610.742765 nChanged 9 SP:Iteration 24Q (2543.508160 sec): 3 clusters Score: Raw -93324.663030 + Penalty 710.557398 = -92614.105633 nChanged 10 SP:Iteration 25Q (2543.553175 sec): 3 clusters Score: Raw -93327.337040 + Penalty 710.557398 = -92616.779643 nChanged 8 SP:Iteration 26Q (2543.608513 sec): 3 clusters Score: Raw -93329.386861 + Penalty 710.557398 = -92618.829463 nChanged 3 SP:Iteration 27Q (2543.649652 sec): 3 clusters Score: Raw -93329.772653 + Penalty 710.557398 = -92619.215256 nChanged 3 SP:Iteration 28Q (2543.690345 sec): 3 clusters Score: Raw -93330.139953 + Penalty 710.557398 = -92619.582555 nChanged 4 SP:Iteration 29Q (2543.739008 sec): 3 clusters Score: Raw -93330.759307 + Penalty 710.557398 = -92620.201909 nChanged 4 SP:Iteration 30Q (2543.788721 sec): 3 clusters Score: Raw -93331.350751 + Penalty 710.557398 = -92620.793353 nChanged 3 SP:Iteration 31Q (2543.837471 sec): 3 clusters Score: Raw -93332.041569 + Penalty 710.557398 = -92621.484171 nChanged 2 SP:Iteration 32Q (2543.886772 sec): 3 clusters Score: Raw -93332.678231 + Penalty 710.557398 = -92622.120834 nChanged 3 SP:Iteration 33Q (2543.927365 sec): 3 clusters Score: Raw -93333.052313 + Penalty 710.557398 = -92622.494915 nChanged 5 SP:Iteration 34Q (2543.971811 sec): 3 clusters Score: Raw -93333.778515 + Penalty 710.557398 = -92623.221118 nChanged 4 SP:Iteration 35Q (2544.017569 sec): 3 clusters Score: Raw -93334.626972 + Penalty 710.557398 = -92624.069574 nChanged 5 SP:Iteration 36Q (2544.059648 sec): 3 clusters Score: Raw -93335.415615 + Penalty 710.557398 = -92624.858218 nChanged 4 SP:Iteration 37Q (2544.103633 sec): 3 clusters Score: Raw -93336.171479 + Penalty 710.557398 = -92625.614082 nChanged 6 SP:Iteration 38Q (2544.158972 sec): 3 clusters Score: Raw -93337.952337 + Penalty 710.557398 = -92627.394939 nChanged 6 SP:Iteration 39Q (2544.206706 sec): 3 clusters Score: Raw -93339.260525 + Penalty 710.557398 = -92628.703127 nChanged 5 SP:Iteration 40F (2544.254708 sec): 3 clusters Score: Raw -93340.426924 + Penalty 710.557398 = -92629.869527 nChanged 5 SP:Iteration 41Q (2544.291077 sec): 3 clusters Score: Raw -93341.305757 + Penalty 710.557398 = -92630.748359 nChanged 2 SP:Iteration 42Q (2544.349413 sec): 3 clusters Score: Raw -93341.596677 + Penalty 710.557398 = -92631.039280 nChanged 1 SP:Iteration 43Q (2544.395649 sec): 3 clusters Score: Raw -93341.949449 + Penalty 710.557398 = -92631.392052 nChanged 4 SP:Iteration 44Q (2544.431417 sec): 3 clusters Score: Raw -93343.428096 + Penalty 710.557398 = -92632.870699 nChanged 1 SP:Iteration 45Q (2544.477786 sec): 3 clusters Score: Raw -93343.621728 + Penalty 710.557398 = -92633.064331 nChanged 2 SP:Iteration 46Q (2544.531367 sec): 3 clusters Score: Raw -93343.846437 + Penalty 710.557398 = -92633.289039 nChanged 0 SP:Iteration 47F (2544.585670 sec): 3 clusters Score: Raw -93343.846437 + Penalty 710.557398 = -92633.289039 nChanged 0 Score: Raw -17385666.107889 + Penalty 24943.009395 = -17360723.098495 Splitting cluster 29 changes total score from -17357125.493765 to -17360723.098495 So it's getting split into cluster 42. Trying to split cluster 30 (10120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2551.708383 sec): 2 clusters Score: Raw -425819.370381 + Penalty 419.613237 = -425399.757144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2551.764412 sec): 3 clusters Score: Raw -419483.823805 + Penalty 839.226474 = -418644.597332 nChanged 4664 SP:Iteration 1F (2551.820823 sec): 3 clusters Score: Raw -422148.430735 + Penalty 839.226474 = -421309.204261 nChanged 563 SP:Iteration 2F (2551.878486 sec): 3 clusters Score: Raw -422408.777519 + Penalty 839.226474 = -421569.551046 nChanged 552 SP:Iteration 3F (2551.921808 sec): 3 clusters Score: Raw -422679.478400 + Penalty 839.226474 = -421840.251926 nChanged 521 SP:Iteration 4F (2551.979576 sec): 3 clusters Score: Raw -422983.051191 + Penalty 839.226474 = -422143.824717 nChanged 593 SP:Iteration 5F (2552.037340 sec): 3 clusters Score: Raw -423329.927906 + Penalty 839.226474 = -422490.701432 nChanged 574 SP:Iteration 6F (2552.092658 sec): 3 clusters Score: Raw -423658.057180 + Penalty 839.226474 = -422818.830706 nChanged 542 SP:Iteration 7F (2552.146159 sec): 3 clusters Score: Raw -423970.711262 + Penalty 839.226474 = -423131.484788 nChanged 469 SP:Iteration 8Q (2552.206679 sec): 3 clusters Score: Raw -424251.485014 + Penalty 839.226474 = -423412.258540 nChanged 434 SP:Iteration 9Q (2552.248627 sec): 3 clusters Score: Raw -424485.599742 + Penalty 839.226474 = -423646.373268 nChanged 365 SP:Iteration 10Q (2552.306059 sec): 3 clusters Score: Raw -424689.364139 + Penalty 839.226474 = -423850.137665 nChanged 313 SP:Iteration 11Q (2552.362230 sec): 3 clusters Score: Raw -424870.527480 + Penalty 839.226474 = -424031.301007 nChanged 272 SP:Iteration 12Q (2552.418585 sec): 3 clusters Score: Raw -425028.930778 + Penalty 839.226474 = -424189.704304 nChanged 240 SP:Iteration 13Q (2552.480261 sec): 3 clusters Score: Raw -425168.986742 + Penalty 839.226474 = -424329.760268 nChanged 221 SP:Iteration 14Q (2552.522605 sec): 3 clusters Score: Raw -425298.387129 + Penalty 839.226474 = -424459.160656 nChanged 180 SP:Iteration 15Q (2552.574747 sec): 3 clusters Score: Raw -425409.109322 + Penalty 839.226474 = -424569.882848 nChanged 162 SP:Iteration 16Q (2552.632792 sec): 3 clusters Score: Raw -425503.997260 + Penalty 839.226474 = -424664.770786 nChanged 133 SP:Iteration 17Q (2552.679924 sec): 3 clusters Score: Raw -425574.418833 + Penalty 839.226474 = -424735.192359 nChanged 117 SP:Iteration 18Q (2552.734860 sec): 3 clusters Score: Raw -425640.400479 + Penalty 839.226474 = -424801.174006 nChanged 111 SP:Iteration 19Q (2552.782451 sec): 3 clusters Score: Raw -425704.586141 + Penalty 839.226474 = -424865.359667 nChanged 97 SP:Iteration 20F (2552.840301 sec): 3 clusters Score: Raw -425761.930946 + Penalty 839.226474 = -424922.704472 nChanged 71 SP:Iteration 21Q (2552.886128 sec): 3 clusters Score: Raw -425795.875405 + Penalty 839.226474 = -424956.648931 nChanged 66 SP:Iteration 22Q (2552.945352 sec): 3 clusters Score: Raw -425829.394255 + Penalty 839.226474 = -424990.167781 nChanged 63 SP:Iteration 23Q (2552.986930 sec): 3 clusters Score: Raw -425856.153309 + Penalty 839.226474 = -425016.926835 nChanged 50 SP:Iteration 24Q (2553.052672 sec): 3 clusters Score: Raw -425872.087589 + Penalty 839.226474 = -425032.861116 nChanged 31 SP:Iteration 25Q (2553.095712 sec): 3 clusters Score: Raw -425880.869881 + Penalty 839.226474 = -425041.643407 nChanged 24 SP:Iteration 26Q (2553.160856 sec): 3 clusters Score: Raw -425887.577844 + Penalty 839.226474 = -425048.351370 nChanged 23 SP:Iteration 27Q (2553.206888 sec): 3 clusters Score: Raw -425894.380903 + Penalty 839.226474 = -425055.154429 nChanged 15 SP:Iteration 28Q (2553.263831 sec): 3 clusters Score: Raw -425898.310835 + Penalty 839.226474 = -425059.084361 nChanged 16 SP:Iteration 29Q (2553.317183 sec): 3 clusters Score: Raw -425901.983678 + Penalty 839.226474 = -425062.757204 nChanged 8 SP:Iteration 30Q (2553.372575 sec): 3 clusters Score: Raw -425903.956466 + Penalty 839.226474 = -425064.729992 nChanged 8 SP:Iteration 31Q (2553.425658 sec): 3 clusters Score: Raw -425905.923957 + Penalty 839.226474 = -425066.697483 nChanged 8 SP:Iteration 32Q (2553.482449 sec): 3 clusters Score: Raw -425907.388302 + Penalty 839.226474 = -425068.161828 nChanged 9 SP:Iteration 33Q (2553.543374 sec): 3 clusters Score: Raw -425909.956234 + Penalty 839.226474 = -425070.729760 nChanged 7 SP:Iteration 34Q (2553.600008 sec): 3 clusters Score: Raw -425910.957773 + Penalty 839.226474 = -425071.731299 nChanged 5 SP:Iteration 35Q (2553.642772 sec): 3 clusters Score: Raw -425911.914442 + Penalty 839.226474 = -425072.687968 nChanged 4 SP:Iteration 36Q (2553.699185 sec): 3 clusters Score: Raw -425912.485852 + Penalty 839.226474 = -425073.259378 nChanged 2 SP:Iteration 37Q (2553.765666 sec): 3 clusters Score: Raw -425912.835698 + Penalty 839.226474 = -425073.609224 nChanged 3 SP:Iteration 38Q (2553.819066 sec): 3 clusters Score: Raw -425913.070198 + Penalty 839.226474 = -425073.843724 nChanged 2 SP:Iteration 39Q (2553.865415 sec): 3 clusters Score: Raw -425913.278756 + Penalty 839.226474 = -425074.052282 nChanged 1 SP:Iteration 40F (2553.921473 sec): 3 clusters Score: Raw -425913.407076 + Penalty 839.226474 = -425074.180602 nChanged 3 SP:Iteration 41Q (2553.989646 sec): 3 clusters Score: Raw -425913.823436 + Penalty 839.226474 = -425074.596962 nChanged 2 SP:Iteration 42Q (2554.044991 sec): 3 clusters Score: Raw -425914.031527 + Penalty 839.226474 = -425074.805054 nChanged 1 SP:Iteration 43Q (2554.101910 sec): 3 clusters Score: Raw -425914.102192 + Penalty 839.226474 = -425074.875718 nChanged 0 SP:Iteration 44F (2554.161515 sec): 3 clusters Score: Raw -425914.102192 + Penalty 839.226474 = -425074.875718 nChanged 0 Trying to split cluster 31 (13362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2554.197240 sec): 2 clusters Score: Raw -450779.231213 + Penalty 432.257741 = -450346.973472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2554.259179 sec): 3 clusters Score: Raw -442341.167119 + Penalty 864.515482 = -441476.651637 nChanged 6402 SP:Iteration 1F (2554.318696 sec): 3 clusters Score: Raw -449673.410441 + Penalty 864.515482 = -448808.894958 nChanged 1945 SP:Iteration 2F (2554.368561 sec): 3 clusters Score: Raw -452120.281865 + Penalty 864.515482 = -451255.766383 nChanged 1184 SP:Iteration 3F (2554.437780 sec): 3 clusters Score: Raw -452931.833120 + Penalty 864.515482 = -452067.317638 nChanged 507 SP:Iteration 4Q (2554.502701 sec): 3 clusters Score: Raw -453124.742530 + Penalty 864.515482 = -452260.227048 nChanged 251 SP:Iteration 5Q (2554.558905 sec): 3 clusters Score: Raw -453186.379592 + Penalty 864.515482 = -452321.864110 nChanged 144 SP:Iteration 6Q (2554.609356 sec): 3 clusters Score: Raw -453217.958851 + Penalty 864.515482 = -452353.443369 nChanged 126 SP:Iteration 7Q (2554.670907 sec): 3 clusters Score: Raw -453243.832425 + Penalty 864.515482 = -452379.316943 nChanged 114 SP:Iteration 8Q (2554.744687 sec): 3 clusters Score: Raw -453264.340958 + Penalty 864.515482 = -452399.825475 nChanged 108 SP:Iteration 9Q (2554.804793 sec): 3 clusters Score: Raw -453281.998919 + Penalty 864.515482 = -452417.483437 nChanged 100 SP:Iteration 10Q (2554.856732 sec): 3 clusters Score: Raw -453298.748401 + Penalty 864.515482 = -452434.232919 nChanged 101 SP:Iteration 11Q (2554.926778 sec): 3 clusters Score: Raw -453316.356490 + Penalty 864.515482 = -452451.841007 nChanged 83 SP:Iteration 12Q (2554.985549 sec): 3 clusters Score: Raw -453327.601254 + Penalty 864.515482 = -452463.085771 nChanged 72 SP:Iteration 13Q (2555.042605 sec): 3 clusters Score: Raw -453337.929192 + Penalty 864.515482 = -452473.413710 nChanged 78 SP:Iteration 14Q (2555.104215 sec): 3 clusters Score: Raw -453349.118442 + Penalty 864.515482 = -452484.602959 nChanged 80 SP:Iteration 15Q (2555.165975 sec): 3 clusters Score: Raw -453361.951474 + Penalty 864.515482 = -452497.435992 nChanged 77 SP:Iteration 16Q (2555.224411 sec): 3 clusters Score: Raw -453373.239311 + Penalty 864.515482 = -452508.723829 nChanged 64 SP:Iteration 17Q (2555.272813 sec): 3 clusters Score: Raw -453381.359174 + Penalty 864.515482 = -452516.843692 nChanged 60 SP:Iteration 18Q (2555.347781 sec): 3 clusters Score: Raw -453389.536097 + Penalty 864.515482 = -452525.020615 nChanged 59 SP:Iteration 19Q (2555.397419 sec): 3 clusters Score: Raw -453397.482390 + Penalty 864.515482 = -452532.966908 nChanged 66 SP:Iteration 20F (2555.461692 sec): 3 clusters Score: Raw -453407.194952 + Penalty 864.515482 = -452542.679469 nChanged 63 SP:Iteration 21Q (2555.512840 sec): 3 clusters Score: Raw -453416.062639 + Penalty 864.515482 = -452551.547156 nChanged 62 SP:Iteration 22Q (2555.585657 sec): 3 clusters Score: Raw -453423.213338 + Penalty 864.515482 = -452558.697855 nChanged 47 SP:Iteration 23Q (2555.645432 sec): 3 clusters Score: Raw -453428.467579 + Penalty 864.515482 = -452563.952096 nChanged 45 SP:Iteration 24Q (2555.706853 sec): 3 clusters Score: Raw -453432.882297 + Penalty 864.515482 = -452568.366815 nChanged 34 SP:Iteration 25Q (2555.765813 sec): 3 clusters Score: Raw -453436.067214 + Penalty 864.515482 = -452571.551732 nChanged 38 SP:Iteration 26Q (2555.817431 sec): 3 clusters Score: Raw -453440.158556 + Penalty 864.515482 = -452575.643074 nChanged 44 SP:Iteration 27Q (2555.883976 sec): 3 clusters Score: Raw -453445.101240 + Penalty 864.515482 = -452580.585758 nChanged 40 SP:Iteration 28Q (2555.939638 sec): 3 clusters Score: Raw -453450.497965 + Penalty 864.515482 = -452585.982482 nChanged 43 SP:Iteration 29Q (2555.985842 sec): 3 clusters Score: Raw -453455.587176 + Penalty 864.515482 = -452591.071694 nChanged 44 SP:Iteration 30Q (2556.058812 sec): 3 clusters Score: Raw -453459.971598 + Penalty 864.515482 = -452595.456115 nChanged 33 SP:Iteration 31Q (2556.119741 sec): 3 clusters Score: Raw -453464.515916 + Penalty 864.515482 = -452600.000433 nChanged 41 SP:Iteration 32Q (2556.171006 sec): 3 clusters Score: Raw -453469.273929 + Penalty 864.515482 = -452604.758447 nChanged 44 SP:Iteration 33Q (2556.243262 sec): 3 clusters Score: Raw -453474.759190 + Penalty 864.515482 = -452610.243708 nChanged 48 SP:Iteration 34Q (2556.295381 sec): 3 clusters Score: Raw -453480.637602 + Penalty 864.515482 = -452616.122119 nChanged 42 SP:Iteration 35Q (2556.363752 sec): 3 clusters Score: Raw -453485.645196 + Penalty 864.515482 = -452621.129714 nChanged 35 SP:Iteration 36Q (2556.415129 sec): 3 clusters Score: Raw -453489.659578 + Penalty 864.515482 = -452625.144095 nChanged 38 SP:Iteration 37Q (2556.477745 sec): 3 clusters Score: Raw -453494.743289 + Penalty 864.515482 = -452630.227806 nChanged 43 SP:Iteration 38Q (2556.541659 sec): 3 clusters Score: Raw -453501.606039 + Penalty 864.515482 = -452637.090556 nChanged 44 SP:Iteration 39Q (2556.587911 sec): 3 clusters Score: Raw -453507.714480 + Penalty 864.515482 = -452643.198998 nChanged 46 SP:Iteration 40F (2556.637668 sec): 3 clusters Score: Raw -453515.542670 + Penalty 864.515482 = -452651.027188 nChanged 50 SP:Iteration 41Q (2556.694782 sec): 3 clusters Score: Raw -453524.724123 + Penalty 864.515482 = -452660.208640 nChanged 52 SP:Iteration 42Q (2556.748207 sec): 3 clusters Score: Raw -453533.213078 + Penalty 864.515482 = -452668.697596 nChanged 48 SP:Iteration 43Q (2556.812023 sec): 3 clusters Score: Raw -453541.092382 + Penalty 864.515482 = -452676.576899 nChanged 43 SP:Iteration 44Q (2556.870359 sec): 3 clusters Score: Raw -453549.348596 + Penalty 864.515482 = -452684.833113 nChanged 40 SP:Iteration 45Q (2556.930962 sec): 3 clusters Score: Raw -453558.881096 + Penalty 864.515482 = -452694.365613 nChanged 35 SP:Iteration 46Q (2556.986030 sec): 3 clusters Score: Raw -453566.343793 + Penalty 864.515482 = -452701.828310 nChanged 32 SP:Iteration 47Q (2557.052826 sec): 3 clusters Score: Raw -453572.392794 + Penalty 864.515482 = -452707.877312 nChanged 36 SP:Iteration 48Q (2557.107859 sec): 3 clusters Score: Raw -453581.266176 + Penalty 864.515482 = -452716.750694 nChanged 35 SP:Iteration 49Q (2557.178331 sec): 3 clusters Score: Raw -453588.667111 + Penalty 864.515482 = -452724.151629 nChanged 28 SP:Iteration 50Q (2557.222689 sec): 3 clusters Score: Raw -453593.609053 + Penalty 864.515482 = -452729.093571 nChanged 21 SP:Iteration 51Q (2557.286774 sec): 3 clusters Score: Raw -453597.007220 + Penalty 864.515482 = -452732.491738 nChanged 21 SP:Iteration 52Q (2557.340351 sec): 3 clusters Score: Raw -453600.617946 + Penalty 864.515482 = -452736.102464 nChanged 18 SP:Iteration 53Q (2557.399627 sec): 3 clusters Score: Raw -453603.221278 + Penalty 864.515482 = -452738.705796 nChanged 14 SP:Iteration 54Q (2557.452275 sec): 3 clusters Score: Raw -453604.245016 + Penalty 864.515482 = -452739.729533 nChanged 10 SP:Iteration 55Q (2557.511858 sec): 3 clusters Score: Raw -453604.832729 + Penalty 864.515482 = -452740.317247 nChanged 3 SP:Iteration 56Q (2557.575707 sec): 3 clusters Score: Raw -453605.037898 + Penalty 864.515482 = -452740.522415 nChanged 4 SP:Iteration 57Q (2557.632864 sec): 3 clusters Score: Raw -453605.246247 + Penalty 864.515482 = -452740.730764 nChanged 2 SP:Iteration 58Q (2557.690042 sec): 3 clusters Score: Raw -453605.303767 + Penalty 864.515482 = -452740.788285 nChanged 0 SP:Iteration 59F (2557.743018 sec): 3 clusters Score: Raw -453605.303767 + Penalty 864.515482 = -452740.788285 nChanged 0 Score: Raw -17388492.180443 + Penalty 25536.890571 = -17362955.289873 Splitting cluster 31 changes total score from -17357125.493765 to -17362955.289873 So it's getting split into cluster 43. Iteration 59Q (2570.707349 sec): 44 clusters Score: Raw -17391022.091763 + Penalty 25536.890571 = -17365485.201192 nChanged 4875 Iteration 60F (2578.132436 sec): 44 clusters Score: Raw -17393147.057377 + Penalty 25536.890571 = -17367610.166807 nChanged 3926 Iteration 61Q (2582.723337 sec): 44 clusters Score: Raw -17394036.533274 + Penalty 25536.890571 = -17368499.642703 nChanged 2448 Iteration 62Q (2587.308980 sec): 44 clusters Score: Raw -17394529.146648 + Penalty 25536.890571 = -17368992.256077 nChanged 2020 Iteration 63Q (2592.019742 sec): 44 clusters Score: Raw -17394907.400255 + Penalty 25536.890571 = -17369370.509684 nChanged 1685 Iteration 64Q (2596.787864 sec): 44 clusters Score: Raw -17395191.778061 + Penalty 25536.890571 = -17369654.887490 nChanged 1505 Iteration 65Q (2601.646701 sec): 44 clusters Score: Raw -17395421.660267 + Penalty 25536.890571 = -17369884.769697 nChanged 1297 Iteration 66Q (2606.291767 sec): 44 clusters Score: Raw -17395598.850444 + Penalty 25536.890571 = -17370061.959874 nChanged 1204 Iteration 67Q (2610.962162 sec): 44 clusters Score: Raw -17395761.630701 + Penalty 25536.890571 = -17370224.740131 nChanged 1102 Iteration 68Q (2615.418814 sec): 44 clusters Score: Raw -17395899.416347 + Penalty 25536.890571 = -17370362.525776 nChanged 981 Iteration 69Q (2619.885002 sec): 44 clusters Score: Raw -17396013.661968 + Penalty 25536.890571 = -17370476.771397 nChanged 936 Iteration 70Q (2624.011358 sec): 44 clusters Score: Raw -17396118.868501 + Penalty 25536.890571 = -17370581.977930 nChanged 828 Iteration 71Q (2628.588355 sec): 44 clusters Score: Raw -17396207.996778 + Penalty 25536.890571 = -17370671.106207 nChanged 726 Iteration 72Q (2633.201901 sec): 44 clusters Score: Raw -17396284.571116 + Penalty 25536.890571 = -17370747.680546 nChanged 652 Iteration 73Q (2637.793812 sec): 44 clusters Score: Raw -17396346.001658 + Penalty 25536.890571 = -17370809.111087 nChanged 654 Iteration 74Q (2642.404633 sec): 44 clusters Score: Raw -17396399.476300 + Penalty 25536.890571 = -17370862.585729 nChanged 598 Iteration 75Q (2646.810862 sec): 44 clusters Score: Raw -17396450.230190 + Penalty 25536.890571 = -17370913.339619 nChanged 537 Iteration 76Q (2651.449802 sec): 44 clusters Score: Raw -17396494.927597 + Penalty 25536.890571 = -17370958.037026 nChanged 484 Iteration 77Q (2656.161112 sec): 44 clusters Score: Raw -17396534.277312 + Penalty 25536.890571 = -17370997.386741 nChanged 441 Iteration 78Q (2660.721113 sec): 44 clusters Score: Raw -17396563.336990 + Penalty 25536.890571 = -17371026.446419 nChanged 377 Iteration 79Q (2664.807712 sec): 44 clusters Score: Raw -17396586.846007 + Penalty 25536.890571 = -17371049.955437 nChanged 352 Iteration 80F (2672.035918 sec): 44 clusters Score: Raw -17396642.004619 + Penalty 25536.890571 = -17371105.114049 nChanged 386 Iteration 81Q (2675.525635 sec): 44 clusters Score: Raw -17396684.489508 + Penalty 25536.890571 = -17371147.598937 nChanged 430 Iteration 82Q (2679.079216 sec): 44 clusters Score: Raw -17396734.766457 + Penalty 25536.890571 = -17371197.875886 nChanged 425 Iteration 83Q (2683.227298 sec): 44 clusters Score: Raw -17396785.995907 + Penalty 25536.890571 = -17371249.105336 nChanged 412 Iteration 84Q (2687.075405 sec): 44 clusters Score: Raw -17396837.591883 + Penalty 25536.890571 = -17371300.701312 nChanged 411 Iteration 85Q (2691.364548 sec): 44 clusters Score: Raw -17396887.806187 + Penalty 25536.890571 = -17371350.915616 nChanged 403 Iteration 86Q (2695.155838 sec): 44 clusters Score: Raw -17396934.040595 + Penalty 25536.890571 = -17371397.150024 nChanged 386 Iteration 87Q (2699.150869 sec): 44 clusters Score: Raw -17396980.454058 + Penalty 25536.890571 = -17371443.563488 nChanged 418 Iteration 88Q (2703.186400 sec): 44 clusters Score: Raw -17397037.890807 + Penalty 25536.890571 = -17371501.000236 nChanged 391 Iteration 89Q (2707.489340 sec): 44 clusters Score: Raw -17397102.802941 + Penalty 25536.890571 = -17371565.912371 nChanged 409 Iteration 90Q (2711.872868 sec): 44 clusters Score: Raw -17397173.158642 + Penalty 25536.890571 = -17371636.268071 nChanged 425 Iteration 91Q (2716.099909 sec): 44 clusters Score: Raw -17397242.410956 + Penalty 25536.890571 = -17371705.520386 nChanged 438 Iteration 92Q (2720.562323 sec): 44 clusters Score: Raw -17397303.042535 + Penalty 25536.890571 = -17371766.151965 nChanged 431 Iteration 93Q (2724.983352 sec): 44 clusters Score: Raw -17397351.415557 + Penalty 25536.890571 = -17371814.524986 nChanged 413 Iteration 94Q (2728.865093 sec): 44 clusters Score: Raw -17397395.070189 + Penalty 25536.890571 = -17371858.179618 nChanged 420 Iteration 95Q (2732.836755 sec): 44 clusters Score: Raw -17397441.021367 + Penalty 25536.890571 = -17371904.130796 nChanged 406 Iteration 96Q (2736.360650 sec): 44 clusters Score: Raw -17397483.953716 + Penalty 25536.890571 = -17371947.063145 nChanged 355 Iteration 97Q (2739.973169 sec): 44 clusters Score: Raw -17397519.289430 + Penalty 25536.890571 = -17371982.398859 nChanged 332 Iteration 98Q (2744.132276 sec): 44 clusters Score: Raw -17397547.819113 + Penalty 25536.890571 = -17372010.928543 nChanged 314 Writing temp clu file Because OldScore, -17371982.398859, is greater than current (better) Score,-17372010.928543 Compute initial score before splitting: Score: Raw -17397547.819113 + Penalty 25536.890571 = -17372010.928543 Trying to split cluster 1 (9801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2744.308330 sec): 2 clusters Score: Raw -409224.008005 + Penalty 418.155906 = -408805.852098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2744.360867 sec): 3 clusters Score: Raw -403120.055075 + Penalty 836.311813 = -402283.743262 nChanged 4520 SP:Iteration 1F (2744.407958 sec): 3 clusters Score: Raw -405950.761164 + Penalty 836.311813 = -405114.449352 nChanged 633 SP:Iteration 2F (2744.469478 sec): 3 clusters Score: Raw -406306.804233 + Penalty 836.311813 = -405470.492420 nChanged 654 SP:Iteration 3F (2744.511777 sec): 3 clusters Score: Raw -406783.248853 + Penalty 836.311813 = -405946.937040 nChanged 662 SP:Iteration 4F (2744.568259 sec): 3 clusters Score: Raw -407304.310571 + Penalty 836.311813 = -406467.998759 nChanged 595 SP:Iteration 5F (2744.620345 sec): 3 clusters Score: Raw -407762.359053 + Penalty 836.311813 = -406926.047240 nChanged 491 SP:Iteration 6F (2744.673886 sec): 3 clusters Score: Raw -408109.264487 + Penalty 836.311813 = -407272.952674 nChanged 358 SP:Iteration 7Q (2744.728308 sec): 3 clusters Score: Raw -408365.592437 + Penalty 836.311813 = -407529.280625 nChanged 290 SP:Iteration 8Q (2744.777302 sec): 3 clusters Score: Raw -408548.933344 + Penalty 836.311813 = -407712.621531 nChanged 226 SP:Iteration 9Q (2744.828581 sec): 3 clusters Score: Raw -408680.206292 + Penalty 836.311813 = -407843.894479 nChanged 200 SP:Iteration 10Q (2744.881713 sec): 3 clusters Score: Raw -408799.231177 + Penalty 836.311813 = -407962.919365 nChanged 184 SP:Iteration 11Q (2744.938941 sec): 3 clusters Score: Raw -408896.294227 + Penalty 836.311813 = -408059.982415 nChanged 137 SP:Iteration 12Q (2744.989376 sec): 3 clusters Score: Raw -408957.922977 + Penalty 836.311813 = -408121.611164 nChanged 118 SP:Iteration 13Q (2745.048056 sec): 3 clusters Score: Raw -409008.457442 + Penalty 836.311813 = -408172.145629 nChanged 113 SP:Iteration 14Q (2745.108440 sec): 3 clusters Score: Raw -409063.519540 + Penalty 836.311813 = -408227.207727 nChanged 108 SP:Iteration 15Q (2745.156359 sec): 3 clusters Score: Raw -409110.795950 + Penalty 836.311813 = -408274.484138 nChanged 88 SP:Iteration 16Q (2745.207932 sec): 3 clusters Score: Raw -409148.071002 + Penalty 836.311813 = -408311.759189 nChanged 74 SP:Iteration 17Q (2745.250389 sec): 3 clusters Score: Raw -409177.970220 + Penalty 836.311813 = -408341.658407 nChanged 68 SP:Iteration 18Q (2745.292187 sec): 3 clusters Score: Raw -409209.143874 + Penalty 836.311813 = -408372.832061 nChanged 60 SP:Iteration 19Q (2745.346300 sec): 3 clusters Score: Raw -409237.530015 + Penalty 836.311813 = -408401.218202 nChanged 44 SP:Iteration 20F (2745.406257 sec): 3 clusters Score: Raw -409260.474366 + Penalty 836.311813 = -408424.162553 nChanged 35 SP:Iteration 21Q (2745.446005 sec): 3 clusters Score: Raw -409279.030556 + Penalty 836.311813 = -408442.718744 nChanged 35 SP:Iteration 22Q (2745.503980 sec): 3 clusters Score: Raw -409293.222988 + Penalty 836.311813 = -408456.911176 nChanged 26 SP:Iteration 23Q (2745.559734 sec): 3 clusters Score: Raw -409302.132146 + Penalty 836.311813 = -408465.820334 nChanged 21 SP:Iteration 24Q (2745.606193 sec): 3 clusters Score: Raw -409308.246431 + Penalty 836.311813 = -408471.934618 nChanged 18 SP:Iteration 25Q (2745.661981 sec): 3 clusters Score: Raw -409314.019409 + Penalty 836.311813 = -408477.707597 nChanged 16 SP:Iteration 26Q (2745.726840 sec): 3 clusters Score: Raw -409319.423901 + Penalty 836.311813 = -408483.112088 nChanged 17 SP:Iteration 27Q (2745.776239 sec): 3 clusters Score: Raw -409323.289757 + Penalty 836.311813 = -408486.977945 nChanged 10 SP:Iteration 28Q (2745.823885 sec): 3 clusters Score: Raw -409325.699044 + Penalty 836.311813 = -408489.387231 nChanged 11 SP:Iteration 29Q (2745.881086 sec): 3 clusters Score: Raw -409328.339667 + Penalty 836.311813 = -408492.027854 nChanged 10 SP:Iteration 30Q (2745.930100 sec): 3 clusters Score: Raw -409330.538809 + Penalty 836.311813 = -408494.226996 nChanged 10 SP:Iteration 31Q (2745.985389 sec): 3 clusters Score: Raw -409333.527534 + Penalty 836.311813 = -408497.215722 nChanged 9 SP:Iteration 32Q (2746.047277 sec): 3 clusters Score: Raw -409335.914778 + Penalty 836.311813 = -408499.602966 nChanged 9 SP:Iteration 33Q (2746.089224 sec): 3 clusters Score: Raw -409338.197530 + Penalty 836.311813 = -408501.885717 nChanged 8 SP:Iteration 34Q (2746.144657 sec): 3 clusters Score: Raw -409340.097626 + Penalty 836.311813 = -408503.785813 nChanged 5 SP:Iteration 35Q (2746.193132 sec): 3 clusters Score: Raw -409341.047948 + Penalty 836.311813 = -408504.736136 nChanged 4 SP:Iteration 36Q (2746.245813 sec): 3 clusters Score: Raw -409341.388284 + Penalty 836.311813 = -408505.076471 nChanged 3 SP:Iteration 37Q (2746.293188 sec): 3 clusters Score: Raw -409341.708954 + Penalty 836.311813 = -408505.397141 nChanged 0 SP:Iteration 38F (2746.354012 sec): 3 clusters Score: Raw -409341.708954 + Penalty 836.311813 = -408505.397141 nChanged 0 Trying to split cluster 2 (9227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2746.390745 sec): 2 clusters Score: Raw -390246.663973 + Penalty 415.409961 = -389831.254012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2746.444728 sec): 3 clusters Score: Raw -384523.383607 + Penalty 830.819922 = -383692.563686 nChanged 4219 SP:Iteration 1F (2746.498037 sec): 3 clusters Score: Raw -387271.963738 + Penalty 830.819922 = -386441.143817 nChanged 670 SP:Iteration 2F (2746.543351 sec): 3 clusters Score: Raw -387723.995932 + Penalty 830.819922 = -386893.176011 nChanged 634 SP:Iteration 3F (2746.607811 sec): 3 clusters Score: Raw -388167.738107 + Penalty 830.819922 = -387336.918185 nChanged 610 SP:Iteration 4F (2746.651092 sec): 3 clusters Score: Raw -388597.885720 + Penalty 830.819922 = -387767.065798 nChanged 501 SP:Iteration 5F (2746.696404 sec): 3 clusters Score: Raw -388871.718712 + Penalty 830.819922 = -388040.898791 nChanged 342 SP:Iteration 6Q (2746.745266 sec): 3 clusters Score: Raw -388993.578009 + Penalty 830.819922 = -388162.758087 nChanged 235 SP:Iteration 7Q (2746.799229 sec): 3 clusters Score: Raw -389060.891012 + Penalty 830.819922 = -388230.071090 nChanged 165 SP:Iteration 8Q (2746.845305 sec): 3 clusters Score: Raw -389099.876120 + Penalty 830.819922 = -388269.056198 nChanged 134 SP:Iteration 9Q (2746.886919 sec): 3 clusters Score: Raw -389135.803006 + Penalty 830.819922 = -388304.983084 nChanged 127 SP:Iteration 10Q (2746.949358 sec): 3 clusters Score: Raw -389172.514034 + Penalty 830.819922 = -388341.694113 nChanged 126 SP:Iteration 11Q (2747.009641 sec): 3 clusters Score: Raw -389204.797694 + Penalty 830.819922 = -388373.977773 nChanged 97 SP:Iteration 12Q (2747.053945 sec): 3 clusters Score: Raw -389228.891139 + Penalty 830.819922 = -388398.071217 nChanged 99 SP:Iteration 13Q (2747.107315 sec): 3 clusters Score: Raw -389252.305083 + Penalty 830.819922 = -388421.485162 nChanged 100 SP:Iteration 14Q (2747.149126 sec): 3 clusters Score: Raw -389277.562371 + Penalty 830.819922 = -388446.742450 nChanged 102 SP:Iteration 15Q (2747.202629 sec): 3 clusters Score: Raw -389306.135069 + Penalty 830.819922 = -388475.315148 nChanged 110 SP:Iteration 16Q (2747.249938 sec): 3 clusters Score: Raw -389339.928438 + Penalty 830.819922 = -388509.108517 nChanged 125 SP:Iteration 17Q (2747.303861 sec): 3 clusters Score: Raw -389370.121109 + Penalty 830.819922 = -388539.301187 nChanged 103 SP:Iteration 18Q (2747.356744 sec): 3 clusters Score: Raw -389398.339374 + Penalty 830.819922 = -388567.519452 nChanged 92 SP:Iteration 19Q (2747.407235 sec): 3 clusters Score: Raw -389421.809971 + Penalty 830.819922 = -388590.990050 nChanged 101 SP:Iteration 20F (2747.468196 sec): 3 clusters Score: Raw -389447.054967 + Penalty 830.819922 = -388616.235046 nChanged 90 SP:Iteration 21Q (2747.521240 sec): 3 clusters Score: Raw -389465.075041 + Penalty 830.819922 = -388634.255119 nChanged 72 SP:Iteration 22Q (2747.576983 sec): 3 clusters Score: Raw -389476.575182 + Penalty 830.819922 = -388645.755260 nChanged 66 SP:Iteration 23Q (2747.634246 sec): 3 clusters Score: Raw -389486.123052 + Penalty 830.819922 = -388655.303131 nChanged 57 SP:Iteration 24Q (2747.691878 sec): 3 clusters Score: Raw -389494.460230 + Penalty 830.819922 = -388663.640308 nChanged 44 SP:Iteration 25Q (2747.746934 sec): 3 clusters Score: Raw -389500.519470 + Penalty 830.819922 = -388669.699548 nChanged 53 SP:Iteration 26Q (2747.797255 sec): 3 clusters Score: Raw -389508.443926 + Penalty 830.819922 = -388677.624005 nChanged 55 SP:Iteration 27Q (2747.855348 sec): 3 clusters Score: Raw -389515.616396 + Penalty 830.819922 = -388684.796474 nChanged 49 SP:Iteration 28Q (2747.917239 sec): 3 clusters Score: Raw -389521.721389 + Penalty 830.819922 = -388690.901468 nChanged 40 SP:Iteration 29Q (2747.971063 sec): 3 clusters Score: Raw -389525.408062 + Penalty 830.819922 = -388694.588141 nChanged 29 SP:Iteration 30Q (2748.033898 sec): 3 clusters Score: Raw -389528.174295 + Penalty 830.819922 = -388697.354374 nChanged 28 SP:Iteration 31Q (2748.080495 sec): 3 clusters Score: Raw -389531.383553 + Penalty 830.819922 = -388700.563632 nChanged 36 SP:Iteration 32Q (2748.142380 sec): 3 clusters Score: Raw -389535.048396 + Penalty 830.819922 = -388704.228474 nChanged 35 SP:Iteration 33Q (2748.199734 sec): 3 clusters Score: Raw -389538.433678 + Penalty 830.819922 = -388707.613756 nChanged 34 SP:Iteration 34Q (2748.258138 sec): 3 clusters Score: Raw -389542.051748 + Penalty 830.819922 = -388711.231826 nChanged 43 SP:Iteration 35Q (2748.316948 sec): 3 clusters Score: Raw -389547.108515 + Penalty 830.819922 = -388716.288593 nChanged 50 SP:Iteration 36Q (2748.370781 sec): 3 clusters Score: Raw -389554.423810 + Penalty 830.819922 = -388723.603889 nChanged 54 SP:Iteration 37Q (2748.424945 sec): 3 clusters Score: Raw -389562.165278 + Penalty 830.819922 = -388731.345356 nChanged 47 SP:Iteration 38Q (2748.483895 sec): 3 clusters Score: Raw -389567.876541 + Penalty 830.819922 = -388737.056619 nChanged 38 SP:Iteration 39Q (2748.537589 sec): 3 clusters Score: Raw -389570.660122 + Penalty 830.819922 = -388739.840201 nChanged 27 SP:Iteration 40F (2748.596488 sec): 3 clusters Score: Raw -389573.060600 + Penalty 830.819922 = -388742.240678 nChanged 23 SP:Iteration 41Q (2748.640398 sec): 3 clusters Score: Raw -389574.938217 + Penalty 830.819922 = -388744.118296 nChanged 22 SP:Iteration 42Q (2748.704277 sec): 3 clusters Score: Raw -389576.885723 + Penalty 830.819922 = -388746.065802 nChanged 29 SP:Iteration 43Q (2748.751987 sec): 3 clusters Score: Raw -389579.273943 + Penalty 830.819922 = -388748.454021 nChanged 25 SP:Iteration 44Q (2748.812312 sec): 3 clusters Score: Raw -389581.024909 + Penalty 830.819922 = -388750.204987 nChanged 21 SP:Iteration 45Q (2748.874788 sec): 3 clusters Score: Raw -389582.394445 + Penalty 830.819922 = -388751.574523 nChanged 19 SP:Iteration 46Q (2748.927484 sec): 3 clusters Score: Raw -389583.923804 + Penalty 830.819922 = -388753.103883 nChanged 27 SP:Iteration 47Q (2748.983837 sec): 3 clusters Score: Raw -389585.760937 + Penalty 830.819922 = -388754.941016 nChanged 27 SP:Iteration 48Q (2749.039835 sec): 3 clusters Score: Raw -389587.971805 + Penalty 830.819922 = -388757.151884 nChanged 40 SP:Iteration 49Q (2749.084409 sec): 3 clusters Score: Raw -389592.239050 + Penalty 830.819922 = -388761.419129 nChanged 46 SP:Iteration 50Q (2749.134394 sec): 3 clusters Score: Raw -389596.784683 + Penalty 830.819922 = -388765.964761 nChanged 46 SP:Iteration 51Q (2749.187902 sec): 3 clusters Score: Raw -389602.295303 + Penalty 830.819922 = -388771.475382 nChanged 50 SP:Iteration 52Q (2749.233061 sec): 3 clusters Score: Raw -389608.501510 + Penalty 830.819922 = -388777.681589 nChanged 45 SP:Iteration 53Q (2749.290113 sec): 3 clusters Score: Raw -389615.128535 + Penalty 830.819922 = -388784.308613 nChanged 66 SP:Iteration 54Q (2749.346073 sec): 3 clusters Score: Raw -389625.789755 + Penalty 830.819922 = -388794.969834 nChanged 68 SP:Iteration 55Q (2749.401423 sec): 3 clusters Score: Raw -389634.957592 + Penalty 830.819922 = -388804.137671 nChanged 66 SP:Iteration 56Q (2749.446319 sec): 3 clusters Score: Raw -389644.278881 + Penalty 830.819922 = -388813.458960 nChanged 66 SP:Iteration 57Q (2749.502432 sec): 3 clusters Score: Raw -389655.182351 + Penalty 830.819922 = -388824.362430 nChanged 68 SP:Iteration 58Q (2749.569772 sec): 3 clusters Score: Raw -389667.913945 + Penalty 830.819922 = -388837.094023 nChanged 70 SP:Iteration 59Q (2749.622812 sec): 3 clusters Score: Raw -389679.856299 + Penalty 830.819922 = -388849.036378 nChanged 67 SP:Iteration 60F (2749.679416 sec): 3 clusters Score: Raw -389690.891011 + Penalty 830.819922 = -388860.071090 nChanged 59 SP:Iteration 61Q (2749.726261 sec): 3 clusters Score: Raw -389699.508284 + Penalty 830.819922 = -388868.688362 nChanged 59 SP:Iteration 62Q (2749.780039 sec): 3 clusters Score: Raw -389707.944477 + Penalty 830.819922 = -388877.124555 nChanged 65 SP:Iteration 63Q (2749.841629 sec): 3 clusters Score: Raw -389719.432208 + Penalty 830.819922 = -388888.612287 nChanged 67 SP:Iteration 64Q (2749.893002 sec): 3 clusters Score: Raw -389732.634414 + Penalty 830.819922 = -388901.814493 nChanged 67 SP:Iteration 65Q (2749.940779 sec): 3 clusters Score: Raw -389745.344657 + Penalty 830.819922 = -388914.524735 nChanged 51 SP:Iteration 66Q (2749.991057 sec): 3 clusters Score: Raw -389752.955434 + Penalty 830.819922 = -388922.135513 nChanged 44 SP:Iteration 67Q (2750.041880 sec): 3 clusters Score: Raw -389758.499411 + Penalty 830.819922 = -388927.679490 nChanged 41 SP:Iteration 68Q (2750.083571 sec): 3 clusters Score: Raw -389763.844763 + Penalty 830.819922 = -388933.024842 nChanged 45 SP:Iteration 69Q (2750.145412 sec): 3 clusters Score: Raw -389770.506326 + Penalty 830.819922 = -388939.686404 nChanged 48 SP:Iteration 70Q (2750.186693 sec): 3 clusters Score: Raw -389777.143212 + Penalty 830.819922 = -388946.323290 nChanged 47 SP:Iteration 71Q (2750.236913 sec): 3 clusters Score: Raw -389784.631634 + Penalty 830.819922 = -388953.811713 nChanged 39 SP:Iteration 72Q (2750.292361 sec): 3 clusters Score: Raw -389789.456791 + Penalty 830.819922 = -388958.636869 nChanged 34 SP:Iteration 73Q (2750.349659 sec): 3 clusters Score: Raw -389794.138097 + Penalty 830.819922 = -388963.318176 nChanged 31 SP:Iteration 74Q (2750.402306 sec): 3 clusters Score: Raw -389798.139348 + Penalty 830.819922 = -388967.319426 nChanged 30 SP:Iteration 75Q (2750.453205 sec): 3 clusters Score: Raw -389802.799904 + Penalty 830.819922 = -388971.979983 nChanged 28 SP:Iteration 76Q (2750.505340 sec): 3 clusters Score: Raw -389807.630896 + Penalty 830.819922 = -388976.810975 nChanged 23 SP:Iteration 77Q (2750.558477 sec): 3 clusters Score: Raw -389810.453655 + Penalty 830.819922 = -388979.633733 nChanged 26 SP:Iteration 78Q (2750.615896 sec): 3 clusters Score: Raw -389813.843444 + Penalty 830.819922 = -388983.023522 nChanged 37 SP:Iteration 79Q (2750.672406 sec): 3 clusters Score: Raw -389820.073711 + Penalty 830.819922 = -388989.253789 nChanged 43 SP:Iteration 80F (2750.736846 sec): 3 clusters Score: Raw -389826.687409 + Penalty 830.819922 = -388995.867488 nChanged 49 SP:Iteration 81Q (2750.789962 sec): 3 clusters Score: Raw -389835.456033 + Penalty 830.819922 = -389004.636112 nChanged 48 SP:Iteration 82Q (2750.844230 sec): 3 clusters Score: Raw -389842.302862 + Penalty 830.819922 = -389011.482941 nChanged 36 SP:Iteration 83Q (2750.893293 sec): 3 clusters Score: Raw -389846.673751 + Penalty 830.819922 = -389015.853830 nChanged 32 SP:Iteration 84Q (2750.951286 sec): 3 clusters Score: Raw -389851.168082 + Penalty 830.819922 = -389020.348161 nChanged 40 SP:Iteration 85Q (2751.018818 sec): 3 clusters Score: Raw -389857.098643 + Penalty 830.819922 = -389026.278721 nChanged 36 SP:Iteration 86Q (2751.073687 sec): 3 clusters Score: Raw -389862.698273 + Penalty 830.819922 = -389031.878351 nChanged 38 SP:Iteration 87Q (2751.127608 sec): 3 clusters Score: Raw -389870.023016 + Penalty 830.819922 = -389039.203095 nChanged 35 SP:Iteration 88Q (2751.183085 sec): 3 clusters Score: Raw -389875.873734 + Penalty 830.819922 = -389045.053812 nChanged 38 SP:Iteration 89Q (2751.230052 sec): 3 clusters Score: Raw -389883.060943 + Penalty 830.819922 = -389052.241022 nChanged 41 SP:Iteration 90Q (2751.294708 sec): 3 clusters Score: Raw -389890.063894 + Penalty 830.819922 = -389059.243973 nChanged 44 SP:Iteration 91Q (2751.349707 sec): 3 clusters Score: Raw -389897.948904 + Penalty 830.819922 = -389067.128983 nChanged 50 SP:Iteration 92Q (2751.402211 sec): 3 clusters Score: Raw -389907.878571 + Penalty 830.819922 = -389077.058649 nChanged 43 SP:Iteration 93Q (2751.460322 sec): 3 clusters Score: Raw -389916.484717 + Penalty 830.819922 = -389085.664795 nChanged 37 SP:Iteration 94Q (2751.513993 sec): 3 clusters Score: Raw -389922.354542 + Penalty 830.819922 = -389091.534620 nChanged 34 SP:Iteration 95Q (2751.570233 sec): 3 clusters Score: Raw -389927.738640 + Penalty 830.819922 = -389096.918718 nChanged 41 SP:Iteration 96Q (2751.626548 sec): 3 clusters Score: Raw -389935.882391 + Penalty 830.819922 = -389105.062470 nChanged 40 SP:Iteration 97Q (2751.678177 sec): 3 clusters Score: Raw -389944.771767 + Penalty 830.819922 = -389113.951846 nChanged 41 SP:Iteration 98Q (2751.724859 sec): 3 clusters Score: Raw -389954.846549 + Penalty 830.819922 = -389124.026628 nChanged 39 SP:Iteration 99Q (2751.779976 sec): 3 clusters Score: Raw -389963.156654 + Penalty 830.819922 = -389132.336733 nChanged 38 SP:Iteration 100F (2751.824671 sec): 3 clusters Score: Raw -389971.643968 + Penalty 830.819922 = -389140.824047 nChanged 48 SP:Iteration 101Q (2751.889626 sec): 3 clusters Score: Raw -389985.116908 + Penalty 830.819922 = -389154.296986 nChanged 55 SP:Iteration 102Q (2751.941671 sec): 3 clusters Score: Raw -390001.705695 + Penalty 830.819922 = -389170.885773 nChanged 62 SP:Iteration 103Q (2751.989390 sec): 3 clusters Score: Raw -390025.507774 + Penalty 830.819922 = -389194.687852 nChanged 62 SP:Iteration 104Q (2752.053858 sec): 3 clusters Score: Raw -390045.361568 + Penalty 830.819922 = -389214.541647 nChanged 65 SP:Iteration 105Q (2752.098392 sec): 3 clusters Score: Raw -390066.248789 + Penalty 830.819922 = -389235.428868 nChanged 58 SP:Iteration 106Q (2752.156530 sec): 3 clusters Score: Raw -390088.998676 + Penalty 830.819922 = -389258.178754 nChanged 54 SP:Iteration 107Q (2752.216027 sec): 3 clusters Score: Raw -390116.032853 + Penalty 830.819922 = -389285.212932 nChanged 53 SP:Iteration 108Q (2752.270672 sec): 3 clusters Score: Raw -390137.858798 + Penalty 830.819922 = -389307.038877 nChanged 46 SP:Iteration 109Q (2752.329058 sec): 3 clusters Score: Raw -390154.075001 + Penalty 830.819922 = -389323.255079 nChanged 37 SP:Iteration 110Q (2752.381816 sec): 3 clusters Score: Raw -390163.999272 + Penalty 830.819922 = -389333.179350 nChanged 31 SP:Iteration 111Q (2752.421317 sec): 3 clusters Score: Raw -390173.222677 + Penalty 830.819922 = -389342.402756 nChanged 34 SP:Iteration 112Q (2752.478382 sec): 3 clusters Score: Raw -390183.434896 + Penalty 830.819922 = -389352.614975 nChanged 26 SP:Iteration 113Q (2752.531292 sec): 3 clusters Score: Raw -390189.965687 + Penalty 830.819922 = -389359.145765 nChanged 21 SP:Iteration 114Q (2752.576194 sec): 3 clusters Score: Raw -390195.056807 + Penalty 830.819922 = -389364.236886 nChanged 17 SP:Iteration 115Q (2752.631699 sec): 3 clusters Score: Raw -390200.136229 + Penalty 830.819922 = -389369.316307 nChanged 18 SP:Iteration 116Q (2752.687511 sec): 3 clusters Score: Raw -390205.804475 + Penalty 830.819922 = -389374.984554 nChanged 14 SP:Iteration 117Q (2752.743119 sec): 3 clusters Score: Raw -390208.753524 + Penalty 830.819922 = -389377.933603 nChanged 20 SP:Iteration 118Q (2752.802198 sec): 3 clusters Score: Raw -390213.406742 + Penalty 830.819922 = -389382.586820 nChanged 18 SP:Iteration 119Q (2752.859823 sec): 3 clusters Score: Raw -390220.683702 + Penalty 830.819922 = -389389.863780 nChanged 23 SP:Iteration 120F (2752.919216 sec): 3 clusters Score: Raw -390229.398420 + Penalty 830.819922 = -389398.578498 nChanged 21 SP:Iteration 121Q (2752.971472 sec): 3 clusters Score: Raw -390235.067307 + Penalty 830.819922 = -389404.247386 nChanged 13 SP:Iteration 122Q (2753.033553 sec): 3 clusters Score: Raw -390238.302270 + Penalty 830.819922 = -389407.482348 nChanged 11 SP:Iteration 123Q (2753.079093 sec): 3 clusters Score: Raw -390241.354610 + Penalty 830.819922 = -389410.534689 nChanged 15 SP:Iteration 124Q (2753.121380 sec): 3 clusters Score: Raw -390245.430966 + Penalty 830.819922 = -389414.611044 nChanged 15 SP:Iteration 125Q (2753.169658 sec): 3 clusters Score: Raw -390248.345756 + Penalty 830.819922 = -389417.525834 nChanged 12 SP:Iteration 126Q (2753.217599 sec): 3 clusters Score: Raw -390251.513793 + Penalty 830.819922 = -389420.693871 nChanged 9 SP:Iteration 127Q (2753.272999 sec): 3 clusters Score: Raw -390254.665513 + Penalty 830.819922 = -389423.845591 nChanged 18 SP:Iteration 128Q (2753.321228 sec): 3 clusters Score: Raw -390263.008112 + Penalty 830.819922 = -389432.188191 nChanged 23 SP:Iteration 129Q (2753.377503 sec): 3 clusters Score: Raw -390272.078047 + Penalty 830.819922 = -389441.258125 nChanged 17 SP:Iteration 130Q (2753.425446 sec): 3 clusters Score: Raw -390280.446461 + Penalty 830.819922 = -389449.626539 nChanged 14 SP:Iteration 131Q (2753.483277 sec): 3 clusters Score: Raw -390288.276843 + Penalty 830.819922 = -389457.456921 nChanged 16 SP:Iteration 132Q (2753.525353 sec): 3 clusters Score: Raw -390292.965636 + Penalty 830.819922 = -389462.145714 nChanged 12 SP:Iteration 133Q (2753.582377 sec): 3 clusters Score: Raw -390297.537474 + Penalty 830.819922 = -389466.717552 nChanged 6 SP:Iteration 134Q (2753.637343 sec): 3 clusters Score: Raw -390299.101841 + Penalty 830.819922 = -389468.281920 nChanged 8 SP:Iteration 135Q (2753.680068 sec): 3 clusters Score: Raw -390301.982316 + Penalty 830.819922 = -389471.162394 nChanged 8 SP:Iteration 136Q (2753.739509 sec): 3 clusters Score: Raw -390304.415620 + Penalty 830.819922 = -389473.595699 nChanged 6 SP:Iteration 137Q (2753.790376 sec): 3 clusters Score: Raw -390305.980105 + Penalty 830.819922 = -389475.160184 nChanged 4 SP:Iteration 138Q (2753.830863 sec): 3 clusters Score: Raw -390307.022195 + Penalty 830.819922 = -389476.202274 nChanged 6 SP:Iteration 139Q (2753.886670 sec): 3 clusters Score: Raw -390309.219625 + Penalty 830.819922 = -389478.399703 nChanged 5 SP:Iteration 140F (2753.950298 sec): 3 clusters Score: Raw -390310.664059 + Penalty 830.819922 = -389479.844137 nChanged 4 SP:Iteration 141Q (2754.001070 sec): 3 clusters Score: Raw -390311.707629 + Penalty 830.819922 = -389480.887707 nChanged 2 SP:Iteration 142Q (2754.055969 sec): 3 clusters Score: Raw -390312.764542 + Penalty 830.819922 = -389481.944621 nChanged 3 SP:Iteration 143Q (2754.108702 sec): 3 clusters Score: Raw -390313.476222 + Penalty 830.819922 = -389482.656300 nChanged 2 SP:Iteration 144Q (2754.154636 sec): 3 clusters Score: Raw -390314.140544 + Penalty 830.819922 = -389483.320622 nChanged 2 SP:Iteration 145Q (2754.207160 sec): 3 clusters Score: Raw -390314.415775 + Penalty 830.819922 = -389483.595854 nChanged 0 SP:Iteration 146F (2754.263189 sec): 3 clusters Score: Raw -390314.415775 + Penalty 830.819922 = -389483.595854 nChanged 0 Trying to split cluster 3 (1029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2754.286146 sec): 2 clusters Score: Raw -38875.256908 + Penalty 315.603594 = -38559.653314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2754.333631 sec): 3 clusters Score: Raw -38359.731035 + Penalty 631.207189 = -37728.523846 nChanged 420 SP:Iteration 1F (2754.367902 sec): 3 clusters Score: Raw -38653.787520 + Penalty 631.207189 = -38022.580331 nChanged 96 SP:Iteration 2F (2754.408214 sec): 3 clusters Score: Raw -38736.436286 + Penalty 631.207189 = -38105.229097 nChanged 65 SP:Iteration 3F (2754.442627 sec): 3 clusters Score: Raw -38799.108023 + Penalty 631.207189 = -38167.900834 nChanged 54 SP:Iteration 4F (2754.486255 sec): 3 clusters Score: Raw -38850.620306 + Penalty 631.207189 = -38219.413117 nChanged 41 SP:Iteration 5Q (2754.536252 sec): 3 clusters Score: Raw -38879.119105 + Penalty 631.207189 = -38247.911916 nChanged 23 SP:Iteration 6Q (2754.576754 sec): 3 clusters Score: Raw -38893.843352 + Penalty 631.207189 = -38262.636163 nChanged 15 SP:Iteration 7Q (2754.627160 sec): 3 clusters Score: Raw -38902.520895 + Penalty 631.207189 = -38271.313706 nChanged 9 SP:Iteration 8Q (2754.677898 sec): 3 clusters Score: Raw -38905.811930 + Penalty 631.207189 = -38274.604741 nChanged 8 SP:Iteration 9Q (2754.720372 sec): 3 clusters Score: Raw -38909.493763 + Penalty 631.207189 = -38278.286574 nChanged 3 SP:Iteration 10Q (2754.773408 sec): 3 clusters Score: Raw -38911.026646 + Penalty 631.207189 = -38279.819457 nChanged 2 SP:Iteration 11Q (2754.826339 sec): 3 clusters Score: Raw -38912.750421 + Penalty 631.207189 = -38281.543232 nChanged 2 SP:Iteration 12Q (2754.873867 sec): 3 clusters Score: Raw -38914.074192 + Penalty 631.207189 = -38282.867003 nChanged 2 SP:Iteration 13Q (2754.915635 sec): 3 clusters Score: Raw -38914.694885 + Penalty 631.207189 = -38283.487696 nChanged 1 SP:Iteration 14Q (2754.960907 sec): 3 clusters Score: Raw -38915.542111 + Penalty 631.207189 = -38284.334922 nChanged 3 SP:Iteration 15Q (2755.004026 sec): 3 clusters Score: Raw -38917.149702 + Penalty 631.207189 = -38285.942513 nChanged 2 SP:Iteration 16Q (2755.035044 sec): 3 clusters Score: Raw -38918.779599 + Penalty 631.207189 = -38287.572410 nChanged 5 SP:Iteration 17Q (2755.085780 sec): 3 clusters Score: Raw -38923.505852 + Penalty 631.207189 = -38292.298664 nChanged 4 SP:Iteration 18Q (2755.118843 sec): 3 clusters Score: Raw -38926.804650 + Penalty 631.207189 = -38295.597461 nChanged 6 SP:Iteration 19Q (2755.166476 sec): 3 clusters Score: Raw -38929.746500 + Penalty 631.207189 = -38298.539311 nChanged 1 SP:Iteration 20F (2755.216404 sec): 3 clusters Score: Raw -38930.015723 + Penalty 631.207189 = -38298.808534 nChanged 1 SP:Iteration 21Q (2755.254042 sec): 3 clusters Score: Raw -38930.320092 + Penalty 631.207189 = -38299.112903 nChanged 1 SP:Iteration 22Q (2755.302100 sec): 3 clusters Score: Raw -38930.620983 + Penalty 631.207189 = -38299.413794 nChanged 1 SP:Iteration 23Q (2755.354501 sec): 3 clusters Score: Raw -38931.324100 + Penalty 631.207189 = -38300.116911 nChanged 1 SP:Iteration 24Q (2755.393658 sec): 3 clusters Score: Raw -38931.498808 + Penalty 631.207189 = -38300.291619 nChanged 0 SP:Iteration 25F (2755.440699 sec): 3 clusters Score: Raw -38931.498808 + Penalty 631.207189 = -38300.291619 nChanged 0 Trying to split cluster 4 (823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2755.471909 sec): 2 clusters Score: Raw -31240.974909 + Penalty 305.439507 = -30935.535402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2755.501940 sec): 3 clusters Score: Raw -30852.474427 + Penalty 610.879014 = -30241.595412 nChanged 328 SP:Iteration 1F (2755.531347 sec): 3 clusters Score: Raw -31044.841223 + Penalty 610.879014 = -30433.962208 nChanged 67 SP:Iteration 2F (2755.561001 sec): 3 clusters Score: Raw -31092.281823 + Penalty 610.879014 = -30481.402809 nChanged 52 SP:Iteration 3F (2755.589940 sec): 3 clusters Score: Raw -31136.712575 + Penalty 610.879014 = -30525.833561 nChanged 49 SP:Iteration 4F (2755.614441 sec): 3 clusters Score: Raw -31198.691827 + Penalty 610.879014 = -30587.812813 nChanged 31 SP:Iteration 5Q (2755.650863 sec): 3 clusters Score: Raw -31238.310612 + Penalty 610.879014 = -30627.431598 nChanged 29 SP:Iteration 6Q (2755.680717 sec): 3 clusters Score: Raw -31269.751282 + Penalty 610.879014 = -30658.872268 nChanged 25 SP:Iteration 7Q (2755.710476 sec): 3 clusters Score: Raw -31297.601520 + Penalty 610.879014 = -30686.722506 nChanged 15 SP:Iteration 8Q (2755.742034 sec): 3 clusters Score: Raw -31314.572504 + Penalty 610.879014 = -30703.693489 nChanged 18 SP:Iteration 9Q (2755.773026 sec): 3 clusters Score: Raw -31325.329234 + Penalty 610.879014 = -30714.450220 nChanged 12 SP:Iteration 10Q (2755.813840 sec): 3 clusters Score: Raw -31332.956224 + Penalty 610.879014 = -30722.077210 nChanged 11 SP:Iteration 11Q (2755.849188 sec): 3 clusters Score: Raw -31338.493688 + Penalty 610.879014 = -30727.614674 nChanged 7 SP:Iteration 12Q (2755.894076 sec): 3 clusters Score: Raw -31341.948133 + Penalty 610.879014 = -30731.069119 nChanged 0 SP:Iteration 13F (2755.950992 sec): 3 clusters Score: Raw -31341.948133 + Penalty 610.879014 = -30731.069119 nChanged 0 Trying to split cluster 5 (1911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2755.965100 sec): 2 clusters Score: Raw -69482.525058 + Penalty 343.769878 = -69138.755179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2756.009625 sec): 3 clusters Score: Raw -68443.989124 + Penalty 687.539757 = -67756.449367 nChanged 807 SP:Iteration 1F (2756.056779 sec): 3 clusters Score: Raw -68983.989870 + Penalty 687.539757 = -68296.450114 nChanged 145 SP:Iteration 2F (2756.100746 sec): 3 clusters Score: Raw -69115.938123 + Penalty 687.539757 = -68428.398367 nChanged 137 SP:Iteration 3F (2756.148593 sec): 3 clusters Score: Raw -69251.304062 + Penalty 687.539757 = -68563.764305 nChanged 115 SP:Iteration 4F (2756.192679 sec): 3 clusters Score: Raw -69361.008526 + Penalty 687.539757 = -68673.468769 nChanged 105 SP:Iteration 5F (2756.239606 sec): 3 clusters Score: Raw -69457.101632 + Penalty 687.539757 = -68769.561875 nChanged 88 SP:Iteration 6Q (2756.284078 sec): 3 clusters Score: Raw -69535.598738 + Penalty 687.539757 = -68848.058981 nChanged 77 SP:Iteration 7Q (2756.317097 sec): 3 clusters Score: Raw -69640.240687 + Penalty 687.539757 = -68952.700930 nChanged 76 SP:Iteration 8Q (2756.370730 sec): 3 clusters Score: Raw -69739.464514 + Penalty 687.539757 = -69051.924757 nChanged 61 SP:Iteration 9Q (2756.412940 sec): 3 clusters Score: Raw -69796.321626 + Penalty 687.539757 = -69108.781869 nChanged 46 SP:Iteration 10Q (2756.456213 sec): 3 clusters Score: Raw -69833.939146 + Penalty 687.539757 = -69146.399389 nChanged 44 SP:Iteration 11Q (2756.506128 sec): 3 clusters Score: Raw -69868.170593 + Penalty 687.539757 = -69180.630836 nChanged 34 SP:Iteration 12Q (2756.555733 sec): 3 clusters Score: Raw -69893.156436 + Penalty 687.539757 = -69205.616679 nChanged 19 SP:Iteration 13Q (2756.598853 sec): 3 clusters Score: Raw -69902.474884 + Penalty 687.539757 = -69214.935127 nChanged 11 SP:Iteration 14Q (2756.641920 sec): 3 clusters Score: Raw -69906.704134 + Penalty 687.539757 = -69219.164377 nChanged 7 SP:Iteration 15Q (2756.683383 sec): 3 clusters Score: Raw -69909.197301 + Penalty 687.539757 = -69221.657545 nChanged 2 SP:Iteration 16Q (2756.746957 sec): 3 clusters Score: Raw -69909.370765 + Penalty 687.539757 = -69221.831008 nChanged 0 SP:Iteration 17F (2756.786750 sec): 3 clusters Score: Raw -69909.597736 + Penalty 687.539757 = -69222.057979 nChanged 1 SP:Iteration 18Q (2756.834841 sec): 3 clusters Score: Raw -69909.928040 + Penalty 687.539757 = -69222.388283 nChanged 1 SP:Iteration 19Q (2756.884507 sec): 3 clusters Score: Raw -69910.085500 + Penalty 687.539757 = -69222.545743 nChanged 0 SP:Iteration 20F (2756.938800 sec): 3 clusters Score: Raw -69910.085500 + Penalty 687.539757 = -69222.545743 nChanged 0 Score: Raw -17397990.533607 + Penalty 26130.771747 = -17371859.761860 Splitting cluster 5 changes total score from -17372010.928543 to -17371859.761860 So it's not getting split. Trying to split cluster 6 (4306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2764.526332 sec): 2 clusters Score: Raw -181579.146227 + Penalty 380.733293 = -181198.412934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2764.563710 sec): 3 clusters Score: Raw -179051.806289 + Penalty 761.466586 = -178290.339703 nChanged 1937 SP:Iteration 1F (2764.613431 sec): 3 clusters Score: Raw -180054.815532 + Penalty 761.466586 = -179293.348946 nChanged 241 SP:Iteration 2F (2764.673210 sec): 3 clusters Score: Raw -180152.464452 + Penalty 761.466586 = -179390.997866 nChanged 216 SP:Iteration 3F (2764.722362 sec): 3 clusters Score: Raw -180264.237050 + Penalty 761.466586 = -179502.770465 nChanged 256 SP:Iteration 4F (2764.773340 sec): 3 clusters Score: Raw -180434.321870 + Penalty 761.466586 = -179672.855284 nChanged 277 SP:Iteration 5F (2764.824193 sec): 3 clusters Score: Raw -180613.162414 + Penalty 761.466586 = -179851.695829 nChanged 249 SP:Iteration 6F (2764.860865 sec): 3 clusters Score: Raw -180792.052867 + Penalty 761.466586 = -180030.586282 nChanged 237 SP:Iteration 7F (2764.909525 sec): 3 clusters Score: Raw -180967.692942 + Penalty 761.466586 = -180206.226356 nChanged 178 SP:Iteration 8Q (2764.963804 sec): 3 clusters Score: Raw -181126.286400 + Penalty 761.466586 = -180364.819814 nChanged 156 SP:Iteration 9Q (2765.009775 sec): 3 clusters Score: Raw -181247.823477 + Penalty 761.466586 = -180486.356891 nChanged 127 SP:Iteration 10Q (2765.054637 sec): 3 clusters Score: Raw -181309.440243 + Penalty 761.466586 = -180547.973657 nChanged 96 SP:Iteration 11Q (2765.104006 sec): 3 clusters Score: Raw -181359.825677 + Penalty 761.466586 = -180598.359091 nChanged 78 SP:Iteration 12Q (2765.151725 sec): 3 clusters Score: Raw -181409.134911 + Penalty 761.466586 = -180647.668325 nChanged 56 SP:Iteration 13Q (2765.202912 sec): 3 clusters Score: Raw -181447.701856 + Penalty 761.466586 = -180686.235270 nChanged 40 SP:Iteration 14Q (2765.263296 sec): 3 clusters Score: Raw -181469.382187 + Penalty 761.466586 = -180707.915601 nChanged 34 SP:Iteration 15Q (2765.313707 sec): 3 clusters Score: Raw -181488.591540 + Penalty 761.466586 = -180727.124954 nChanged 32 SP:Iteration 16Q (2765.361905 sec): 3 clusters Score: Raw -181504.345925 + Penalty 761.466586 = -180742.879340 nChanged 27 SP:Iteration 17Q (2765.403224 sec): 3 clusters Score: Raw -181515.988967 + Penalty 761.466586 = -180754.522381 nChanged 25 SP:Iteration 18Q (2765.451433 sec): 3 clusters Score: Raw -181528.007205 + Penalty 761.466586 = -180766.540619 nChanged 28 SP:Iteration 19Q (2765.506711 sec): 3 clusters Score: Raw -181540.197513 + Penalty 761.466586 = -180778.730927 nChanged 26 SP:Iteration 20F (2765.550455 sec): 3 clusters Score: Raw -181551.261952 + Penalty 761.466586 = -180789.795366 nChanged 20 SP:Iteration 21Q (2765.605457 sec): 3 clusters Score: Raw -181562.207195 + Penalty 761.466586 = -180800.740609 nChanged 18 SP:Iteration 22Q (2765.655277 sec): 3 clusters Score: Raw -181570.821291 + Penalty 761.466586 = -180809.354705 nChanged 12 SP:Iteration 23Q (2765.713033 sec): 3 clusters Score: Raw -181575.986344 + Penalty 761.466586 = -180814.519758 nChanged 13 SP:Iteration 24Q (2765.759425 sec): 3 clusters Score: Raw -181581.181331 + Penalty 761.466586 = -180819.714745 nChanged 10 SP:Iteration 25Q (2765.804793 sec): 3 clusters Score: Raw -181584.244378 + Penalty 761.466586 = -180822.777793 nChanged 3 SP:Iteration 26Q (2765.850301 sec): 3 clusters Score: Raw -181586.805579 + Penalty 761.466586 = -180825.338993 nChanged 4 SP:Iteration 27Q (2765.907586 sec): 3 clusters Score: Raw -181588.029155 + Penalty 761.466586 = -180826.562569 nChanged 2 SP:Iteration 28Q (2765.949962 sec): 3 clusters Score: Raw -181588.413918 + Penalty 761.466586 = -180826.947333 nChanged 1 SP:Iteration 29Q (2765.994530 sec): 3 clusters Score: Raw -181588.669920 + Penalty 761.466586 = -180827.203335 nChanged 0 SP:Iteration 30F (2766.040099 sec): 3 clusters Score: Raw -181588.669920 + Penalty 761.466586 = -180827.203335 nChanged 0 Trying to split cluster 7 (27590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2766.092865 sec): 2 clusters Score: Raw -1134805.438310 + Penalty 465.246994 = -1134340.191315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2766.167084 sec): 3 clusters Score: Raw -1116852.993787 + Penalty 930.493989 = -1115922.499798 nChanged 13130 SP:Iteration 1F (2766.233849 sec): 3 clusters Score: Raw -1125318.174494 + Penalty 930.493989 = -1124387.680505 nChanged 1910 SP:Iteration 2F (2766.310409 sec): 3 clusters Score: Raw -1126628.424461 + Penalty 930.493989 = -1125697.930472 nChanged 2040 SP:Iteration 3F (2766.376294 sec): 3 clusters Score: Raw -1128154.997869 + Penalty 930.493989 = -1127224.503881 nChanged 1934 SP:Iteration 4F (2766.451969 sec): 3 clusters Score: Raw -1129591.930985 + Penalty 930.493989 = -1128661.436996 nChanged 1633 SP:Iteration 5F (2766.512132 sec): 3 clusters Score: Raw -1130771.565803 + Penalty 930.493989 = -1129841.071814 nChanged 1183 SP:Iteration 6Q (2766.590744 sec): 3 clusters Score: Raw -1131499.977131 + Penalty 930.493989 = -1130569.483142 nChanged 864 SP:Iteration 7Q (2766.659125 sec): 3 clusters Score: Raw -1131955.998062 + Penalty 930.493989 = -1131025.504073 nChanged 692 SP:Iteration 8Q (2766.737817 sec): 3 clusters Score: Raw -1132307.891166 + Penalty 930.493989 = -1131377.397177 nChanged 630 SP:Iteration 9Q (2766.809453 sec): 3 clusters Score: Raw -1132617.871547 + Penalty 930.493989 = -1131687.377558 nChanged 591 SP:Iteration 10Q (2766.882868 sec): 3 clusters Score: Raw -1132910.217657 + Penalty 930.493989 = -1131979.723668 nChanged 540 SP:Iteration 11Q (2766.956756 sec): 3 clusters Score: Raw -1133191.003900 + Penalty 930.493989 = -1132260.509911 nChanged 525 SP:Iteration 12Q (2767.028328 sec): 3 clusters Score: Raw -1133458.673797 + Penalty 930.493989 = -1132528.179808 nChanged 458 SP:Iteration 13Q (2767.086965 sec): 3 clusters Score: Raw -1133696.163522 + Penalty 930.493989 = -1132765.669533 nChanged 408 SP:Iteration 14Q (2767.164908 sec): 3 clusters Score: Raw -1133903.303824 + Penalty 930.493989 = -1132972.809835 nChanged 372 SP:Iteration 15Q (2767.234441 sec): 3 clusters Score: Raw -1134086.336681 + Penalty 930.493989 = -1133155.842692 nChanged 309 SP:Iteration 16Q (2767.304147 sec): 3 clusters Score: Raw -1134224.103247 + Penalty 930.493989 = -1133293.609259 nChanged 257 SP:Iteration 17Q (2767.376726 sec): 3 clusters Score: Raw -1134341.569205 + Penalty 930.493989 = -1133411.075216 nChanged 229 SP:Iteration 18Q (2767.434964 sec): 3 clusters Score: Raw -1134442.546026 + Penalty 930.493989 = -1133512.052038 nChanged 193 SP:Iteration 19Q (2767.506430 sec): 3 clusters Score: Raw -1134518.821292 + Penalty 930.493989 = -1133588.327303 nChanged 185 SP:Iteration 20F (2767.577006 sec): 3 clusters Score: Raw -1134590.881468 + Penalty 930.493989 = -1133660.387480 nChanged 151 SP:Iteration 21Q (2767.631396 sec): 3 clusters Score: Raw -1134638.975149 + Penalty 930.493989 = -1133708.481161 nChanged 134 SP:Iteration 22Q (2767.702278 sec): 3 clusters Score: Raw -1134680.279361 + Penalty 930.493989 = -1133749.785372 nChanged 115 SP:Iteration 23Q (2767.771409 sec): 3 clusters Score: Raw -1134715.228099 + Penalty 930.493989 = -1133784.734110 nChanged 92 SP:Iteration 24Q (2767.844502 sec): 3 clusters Score: Raw -1134738.585929 + Penalty 930.493989 = -1133808.091940 nChanged 87 SP:Iteration 25Q (2767.911972 sec): 3 clusters Score: Raw -1134762.833198 + Penalty 930.493989 = -1133832.339210 nChanged 82 SP:Iteration 26Q (2767.973647 sec): 3 clusters Score: Raw -1134781.489424 + Penalty 930.493989 = -1133850.995435 nChanged 70 SP:Iteration 27Q (2768.050792 sec): 3 clusters Score: Raw -1134797.248716 + Penalty 930.493989 = -1133866.754727 nChanged 56 SP:Iteration 28Q (2768.119125 sec): 3 clusters Score: Raw -1134808.708356 + Penalty 930.493989 = -1133878.214368 nChanged 54 SP:Iteration 29Q (2768.182854 sec): 3 clusters Score: Raw -1134819.726308 + Penalty 930.493989 = -1133889.232319 nChanged 45 SP:Iteration 30Q (2768.241735 sec): 3 clusters Score: Raw -1134829.201392 + Penalty 930.493989 = -1133898.707403 nChanged 48 SP:Iteration 31Q (2768.308118 sec): 3 clusters Score: Raw -1134841.349733 + Penalty 930.493989 = -1133910.855744 nChanged 43 SP:Iteration 32Q (2768.371531 sec): 3 clusters Score: Raw -1134851.866370 + Penalty 930.493989 = -1133921.372381 nChanged 49 SP:Iteration 33Q (2768.435065 sec): 3 clusters Score: Raw -1134866.420736 + Penalty 930.493989 = -1133935.926747 nChanged 50 SP:Iteration 34Q (2768.506492 sec): 3 clusters Score: Raw -1134883.190693 + Penalty 930.493989 = -1133952.696704 nChanged 54 SP:Iteration 35Q (2768.577325 sec): 3 clusters Score: Raw -1134901.506969 + Penalty 930.493989 = -1133971.012980 nChanged 48 SP:Iteration 36Q (2768.637950 sec): 3 clusters Score: Raw -1134916.573878 + Penalty 930.493989 = -1133986.079889 nChanged 47 SP:Iteration 37Q (2768.713493 sec): 3 clusters Score: Raw -1134928.055815 + Penalty 930.493989 = -1133997.561827 nChanged 42 SP:Iteration 38Q (2768.781030 sec): 3 clusters Score: Raw -1134937.944474 + Penalty 930.493989 = -1134007.450485 nChanged 32 SP:Iteration 39Q (2768.849622 sec): 3 clusters Score: Raw -1134944.704693 + Penalty 930.493989 = -1134014.210704 nChanged 28 SP:Iteration 40F (2768.908040 sec): 3 clusters Score: Raw -1134951.339183 + Penalty 930.493989 = -1134020.845195 nChanged 26 SP:Iteration 41Q (2768.983338 sec): 3 clusters Score: Raw -1134958.075957 + Penalty 930.493989 = -1134027.581968 nChanged 29 SP:Iteration 42Q (2769.056101 sec): 3 clusters Score: Raw -1134965.958326 + Penalty 930.493989 = -1134035.464338 nChanged 24 SP:Iteration 43Q (2769.124210 sec): 3 clusters Score: Raw -1134971.736210 + Penalty 930.493989 = -1134041.242222 nChanged 21 SP:Iteration 44Q (2769.194846 sec): 3 clusters Score: Raw -1134976.581243 + Penalty 930.493989 = -1134046.087254 nChanged 18 SP:Iteration 45Q (2769.255606 sec): 3 clusters Score: Raw -1134981.164772 + Penalty 930.493989 = -1134050.670784 nChanged 18 SP:Iteration 46Q (2769.321746 sec): 3 clusters Score: Raw -1134986.451898 + Penalty 930.493989 = -1134055.957909 nChanged 16 SP:Iteration 47Q (2769.388529 sec): 3 clusters Score: Raw -1134991.882850 + Penalty 930.493989 = -1134061.388862 nChanged 20 SP:Iteration 48Q (2769.464436 sec): 3 clusters Score: Raw -1134998.280046 + Penalty 930.493989 = -1134067.786057 nChanged 20 SP:Iteration 49Q (2769.536455 sec): 3 clusters Score: Raw -1135003.469082 + Penalty 930.493989 = -1134072.975093 nChanged 12 SP:Iteration 50Q (2769.595325 sec): 3 clusters Score: Raw -1135005.862174 + Penalty 930.493989 = -1134075.368185 nChanged 8 SP:Iteration 51Q (2769.670172 sec): 3 clusters Score: Raw -1135007.153278 + Penalty 930.493989 = -1134076.659289 nChanged 2 SP:Iteration 52Q (2769.743600 sec): 3 clusters Score: Raw -1135007.727963 + Penalty 930.493989 = -1134077.233975 nChanged 3 SP:Iteration 53Q (2769.799126 sec): 3 clusters Score: Raw -1135008.068616 + Penalty 930.493989 = -1134077.574627 nChanged 2 SP:Iteration 54Q (2769.877194 sec): 3 clusters Score: Raw -1135008.208748 + Penalty 930.493989 = -1134077.714759 nChanged 1 SP:Iteration 55Q (2769.942138 sec): 3 clusters Score: Raw -1135008.292453 + Penalty 930.493989 = -1134077.798465 nChanged 0 SP:Iteration 56F (2770.006354 sec): 3 clusters Score: Raw -1135008.292453 + Penalty 930.493989 = -1134077.798465 nChanged 0 Trying to split cluster 8 (8950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2770.042167 sec): 2 clusters Score: Raw -382288.561519 + Penalty 414.023101 = -381874.538418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2770.086527 sec): 3 clusters Score: Raw -376680.375892 + Penalty 828.046202 = -375852.329691 nChanged 4189 SP:Iteration 1F (2770.142978 sec): 3 clusters Score: Raw -379046.145669 + Penalty 828.046202 = -378218.099468 nChanged 447 SP:Iteration 2Q (2770.206422 sec): 3 clusters Score: Raw -379247.196050 + Penalty 828.046202 = -378419.149849 nChanged 500 SP:Iteration 3F (2770.255077 sec): 3 clusters Score: Raw -379522.353280 + Penalty 828.046202 = -378694.307078 nChanged 566 SP:Iteration 4F (2770.307111 sec): 3 clusters Score: Raw -379891.818596 + Penalty 828.046202 = -379063.772395 nChanged 589 SP:Iteration 5F (2770.366166 sec): 3 clusters Score: Raw -380292.986889 + Penalty 828.046202 = -379464.940687 nChanged 580 SP:Iteration 6F (2770.412028 sec): 3 clusters Score: Raw -380746.784472 + Penalty 828.046202 = -379918.738270 nChanged 505 SP:Iteration 7F (2770.461232 sec): 3 clusters Score: Raw -381106.754599 + Penalty 828.046202 = -380278.708397 nChanged 366 SP:Iteration 8Q (2770.524339 sec): 3 clusters Score: Raw -381324.778710 + Penalty 828.046202 = -380496.732509 nChanged 268 SP:Iteration 9Q (2770.566719 sec): 3 clusters Score: Raw -381459.571231 + Penalty 828.046202 = -380631.525029 nChanged 192 SP:Iteration 10Q (2770.618859 sec): 3 clusters Score: Raw -381547.226189 + Penalty 828.046202 = -380719.179987 nChanged 165 SP:Iteration 11Q (2770.673651 sec): 3 clusters Score: Raw -381618.225153 + Penalty 828.046202 = -380790.178951 nChanged 144 SP:Iteration 12Q (2770.741161 sec): 3 clusters Score: Raw -381675.379082 + Penalty 828.046202 = -380847.332880 nChanged 124 SP:Iteration 13Q (2770.792828 sec): 3 clusters Score: Raw -381718.155221 + Penalty 828.046202 = -380890.109019 nChanged 103 SP:Iteration 14Q (2770.837803 sec): 3 clusters Score: Raw -381752.680733 + Penalty 828.046202 = -380924.634531 nChanged 98 SP:Iteration 15Q (2770.893086 sec): 3 clusters Score: Raw -381783.778775 + Penalty 828.046202 = -380955.732573 nChanged 93 SP:Iteration 16Q (2770.949682 sec): 3 clusters Score: Raw -381811.205064 + Penalty 828.046202 = -380983.158862 nChanged 94 SP:Iteration 17Q (2770.997283 sec): 3 clusters Score: Raw -381844.633891 + Penalty 828.046202 = -381016.587689 nChanged 97 SP:Iteration 18Q (2771.056970 sec): 3 clusters Score: Raw -381875.409973 + Penalty 828.046202 = -381047.363771 nChanged 96 SP:Iteration 19Q (2771.105676 sec): 3 clusters Score: Raw -381901.498420 + Penalty 828.046202 = -381073.452218 nChanged 100 SP:Iteration 20F (2771.157195 sec): 3 clusters Score: Raw -381927.921812 + Penalty 828.046202 = -381099.875610 nChanged 83 SP:Iteration 21Q (2771.204688 sec): 3 clusters Score: Raw -381947.718700 + Penalty 828.046202 = -381119.672498 nChanged 76 SP:Iteration 22Q (2771.238147 sec): 3 clusters Score: Raw -381963.694634 + Penalty 828.046202 = -381135.648433 nChanged 59 SP:Iteration 23Q (2771.290502 sec): 3 clusters Score: Raw -381975.858384 + Penalty 828.046202 = -381147.812183 nChanged 63 SP:Iteration 24Q (2771.343717 sec): 3 clusters Score: Raw -381988.181170 + Penalty 828.046202 = -381160.134969 nChanged 53 SP:Iteration 25Q (2771.400981 sec): 3 clusters Score: Raw -382000.547389 + Penalty 828.046202 = -381172.501188 nChanged 70 SP:Iteration 26Q (2771.462010 sec): 3 clusters Score: Raw -382024.609275 + Penalty 828.046202 = -381196.563073 nChanged 84 SP:Iteration 27Q (2771.523172 sec): 3 clusters Score: Raw -382053.003170 + Penalty 828.046202 = -381224.956968 nChanged 66 SP:Iteration 28Q (2771.572110 sec): 3 clusters Score: Raw -382071.856252 + Penalty 828.046202 = -381243.810050 nChanged 73 SP:Iteration 29Q (2771.617323 sec): 3 clusters Score: Raw -382091.636903 + Penalty 828.046202 = -381263.590701 nChanged 64 SP:Iteration 30Q (2771.665213 sec): 3 clusters Score: Raw -382111.638261 + Penalty 828.046202 = -381283.592059 nChanged 76 SP:Iteration 31Q (2771.731765 sec): 3 clusters Score: Raw -382137.442466 + Penalty 828.046202 = -381309.396264 nChanged 66 SP:Iteration 32Q (2771.786488 sec): 3 clusters Score: Raw -382157.391791 + Penalty 828.046202 = -381329.345589 nChanged 65 SP:Iteration 33Q (2771.829948 sec): 3 clusters Score: Raw -382179.815294 + Penalty 828.046202 = -381351.769092 nChanged 77 SP:Iteration 34Q (2771.892311 sec): 3 clusters Score: Raw -382208.024112 + Penalty 828.046202 = -381379.977911 nChanged 71 SP:Iteration 35Q (2771.940207 sec): 3 clusters Score: Raw -382235.693912 + Penalty 828.046202 = -381407.647710 nChanged 66 SP:Iteration 36Q (2771.992109 sec): 3 clusters Score: Raw -382262.534368 + Penalty 828.046202 = -381434.488166 nChanged 71 SP:Iteration 37Q (2772.040074 sec): 3 clusters Score: Raw -382293.721108 + Penalty 828.046202 = -381465.674906 nChanged 67 SP:Iteration 38Q (2772.091902 sec): 3 clusters Score: Raw -382324.511176 + Penalty 828.046202 = -381496.464974 nChanged 49 SP:Iteration 39Q (2772.155589 sec): 3 clusters Score: Raw -382346.791919 + Penalty 828.046202 = -381518.745718 nChanged 48 SP:Iteration 40F (2772.200614 sec): 3 clusters Score: Raw -382365.085223 + Penalty 828.046202 = -381537.039021 nChanged 45 SP:Iteration 41Q (2772.248280 sec): 3 clusters Score: Raw -382384.269525 + Penalty 828.046202 = -381556.223323 nChanged 35 SP:Iteration 42Q (2772.312610 sec): 3 clusters Score: Raw -382398.827935 + Penalty 828.046202 = -381570.781733 nChanged 29 SP:Iteration 43Q (2772.366301 sec): 3 clusters Score: Raw -382408.175164 + Penalty 828.046202 = -381580.128963 nChanged 23 SP:Iteration 44Q (2772.412421 sec): 3 clusters Score: Raw -382415.551157 + Penalty 828.046202 = -381587.504955 nChanged 12 SP:Iteration 45Q (2772.466048 sec): 3 clusters Score: Raw -382419.948161 + Penalty 828.046202 = -381591.901959 nChanged 15 SP:Iteration 46Q (2772.516920 sec): 3 clusters Score: Raw -382425.428180 + Penalty 828.046202 = -381597.381978 nChanged 8 SP:Iteration 47Q (2772.564772 sec): 3 clusters Score: Raw -382428.253246 + Penalty 828.046202 = -381600.207044 nChanged 4 SP:Iteration 48Q (2772.619906 sec): 3 clusters Score: Raw -382428.698877 + Penalty 828.046202 = -381600.652675 nChanged 4 SP:Iteration 49Q (2772.681467 sec): 3 clusters Score: Raw -382429.186461 + Penalty 828.046202 = -381601.140259 nChanged 3 SP:Iteration 50Q (2772.725531 sec): 3 clusters Score: Raw -382429.857021 + Penalty 828.046202 = -381601.810819 nChanged 4 SP:Iteration 51Q (2772.773079 sec): 3 clusters Score: Raw -382430.565567 + Penalty 828.046202 = -381602.519366 nChanged 5 SP:Iteration 52Q (2772.833491 sec): 3 clusters Score: Raw -382431.258820 + Penalty 828.046202 = -381603.212619 nChanged 3 SP:Iteration 53Q (2772.894252 sec): 3 clusters Score: Raw -382432.267013 + Penalty 828.046202 = -381604.220812 nChanged 4 SP:Iteration 54Q (2772.934490 sec): 3 clusters Score: Raw -382433.392617 + Penalty 828.046202 = -381605.346415 nChanged 1 SP:Iteration 55Q (2772.999218 sec): 3 clusters Score: Raw -382433.455142 + Penalty 828.046202 = -381605.408941 nChanged 1 SP:Iteration 56Q (2773.039295 sec): 3 clusters Score: Raw -382433.680043 + Penalty 828.046202 = -381605.633841 nChanged 2 SP:Iteration 57Q (2773.091817 sec): 3 clusters Score: Raw -382434.425720 + Penalty 828.046202 = -381606.379518 nChanged 4 SP:Iteration 58Q (2773.144529 sec): 3 clusters Score: Raw -382435.421747 + Penalty 828.046202 = -381607.375545 nChanged 3 SP:Iteration 59Q (2773.209679 sec): 3 clusters Score: Raw -382436.588769 + Penalty 828.046202 = -381608.542567 nChanged 6 SP:Iteration 60F (2773.252930 sec): 3 clusters Score: Raw -382438.814623 + Penalty 828.046202 = -381610.768421 nChanged 6 SP:Iteration 61Q (2773.313361 sec): 3 clusters Score: Raw -382440.651295 + Penalty 828.046202 = -381612.605093 nChanged 6 SP:Iteration 62Q (2773.365067 sec): 3 clusters Score: Raw -382441.962852 + Penalty 828.046202 = -381613.916650 nChanged 3 SP:Iteration 63Q (2773.426753 sec): 3 clusters Score: Raw -382443.146615 + Penalty 828.046202 = -381615.100413 nChanged 2 SP:Iteration 64Q (2773.468171 sec): 3 clusters Score: Raw -382443.442835 + Penalty 828.046202 = -381615.396634 nChanged 1 SP:Iteration 65Q (2773.524456 sec): 3 clusters Score: Raw -382443.672700 + Penalty 828.046202 = -381615.626498 nChanged 1 SP:Iteration 66Q (2773.566777 sec): 3 clusters Score: Raw -382443.923175 + Penalty 828.046202 = -381615.876973 nChanged 0 SP:Iteration 67F (2773.621781 sec): 3 clusters Score: Raw -382443.923175 + Penalty 828.046202 = -381615.876973 nChanged 0 Trying to split cluster 9 (11860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2773.647497 sec): 2 clusters Score: Raw -446856.006437 + Penalty 426.832164 = -446429.174273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2773.700908 sec): 3 clusters Score: Raw -439321.704768 + Penalty 853.664327 = -438468.040440 nChanged 5597 SP:Iteration 1F (2773.763875 sec): 3 clusters Score: Raw -442975.543466 + Penalty 853.664327 = -442121.879139 nChanged 846 SP:Iteration 2F (2773.818228 sec): 3 clusters Score: Raw -443404.576726 + Penalty 853.664327 = -442550.912398 nChanged 667 SP:Iteration 3F (2773.865776 sec): 3 clusters Score: Raw -443750.166314 + Penalty 853.664327 = -442896.501987 nChanged 654 SP:Iteration 4F (2773.914451 sec): 3 clusters Score: Raw -444100.116077 + Penalty 853.664327 = -443246.451750 nChanged 600 SP:Iteration 5F (2773.970440 sec): 3 clusters Score: Raw -444463.584897 + Penalty 853.664327 = -443609.920569 nChanged 585 SP:Iteration 6Q (2774.022870 sec): 3 clusters Score: Raw -444798.228497 + Penalty 853.664327 = -443944.564170 nChanged 494 SP:Iteration 7Q (2774.080388 sec): 3 clusters Score: Raw -445028.324535 + Penalty 853.664327 = -444174.660208 nChanged 382 SP:Iteration 8Q (2774.138435 sec): 3 clusters Score: Raw -445163.230404 + Penalty 853.664327 = -444309.566077 nChanged 260 SP:Iteration 9Q (2774.182625 sec): 3 clusters Score: Raw -445223.926138 + Penalty 853.664327 = -444370.261810 nChanged 180 SP:Iteration 10Q (2774.227303 sec): 3 clusters Score: Raw -445259.624728 + Penalty 853.664327 = -444405.960401 nChanged 146 SP:Iteration 11Q (2774.290657 sec): 3 clusters Score: Raw -445289.179348 + Penalty 853.664327 = -444435.515020 nChanged 112 SP:Iteration 12Q (2774.343433 sec): 3 clusters Score: Raw -445309.287245 + Penalty 853.664327 = -444455.622918 nChanged 102 SP:Iteration 13Q (2774.392947 sec): 3 clusters Score: Raw -445323.727046 + Penalty 853.664327 = -444470.062718 nChanged 87 SP:Iteration 14Q (2774.459173 sec): 3 clusters Score: Raw -445334.870150 + Penalty 853.664327 = -444481.205822 nChanged 76 SP:Iteration 15Q (2774.503537 sec): 3 clusters Score: Raw -445344.205090 + Penalty 853.664327 = -444490.540763 nChanged 78 SP:Iteration 16Q (2774.561264 sec): 3 clusters Score: Raw -445354.265638 + Penalty 853.664327 = -444500.601311 nChanged 89 SP:Iteration 17Q (2774.630557 sec): 3 clusters Score: Raw -445370.425091 + Penalty 853.664327 = -444516.760764 nChanged 97 SP:Iteration 18Q (2774.673652 sec): 3 clusters Score: Raw -445388.419829 + Penalty 853.664327 = -444534.755502 nChanged 103 SP:Iteration 19Q (2774.739948 sec): 3 clusters Score: Raw -445407.997116 + Penalty 853.664327 = -444554.332789 nChanged 106 SP:Iteration 20F (2774.799764 sec): 3 clusters Score: Raw -445428.710841 + Penalty 853.664327 = -444575.046513 nChanged 103 SP:Iteration 21Q (2774.842956 sec): 3 clusters Score: Raw -445445.539761 + Penalty 853.664327 = -444591.875434 nChanged 95 SP:Iteration 22Q (2774.909971 sec): 3 clusters Score: Raw -445460.059409 + Penalty 853.664327 = -444606.395081 nChanged 76 SP:Iteration 23Q (2774.970493 sec): 3 clusters Score: Raw -445470.136839 + Penalty 853.664327 = -444616.472512 nChanged 73 SP:Iteration 24Q (2775.012249 sec): 3 clusters Score: Raw -445478.127183 + Penalty 853.664327 = -444624.462856 nChanged 54 SP:Iteration 25Q (2775.075640 sec): 3 clusters Score: Raw -445483.489736 + Penalty 853.664327 = -444629.825408 nChanged 48 SP:Iteration 26Q (2775.128020 sec): 3 clusters Score: Raw -445487.904403 + Penalty 853.664327 = -444634.240076 nChanged 35 SP:Iteration 27Q (2775.176663 sec): 3 clusters Score: Raw -445491.912249 + Penalty 853.664327 = -444638.247921 nChanged 45 SP:Iteration 28Q (2775.239213 sec): 3 clusters Score: Raw -445495.802894 + Penalty 853.664327 = -444642.138567 nChanged 35 SP:Iteration 29Q (2775.303634 sec): 3 clusters Score: Raw -445499.646831 + Penalty 853.664327 = -444645.982504 nChanged 42 SP:Iteration 30Q (2775.358596 sec): 3 clusters Score: Raw -445504.004878 + Penalty 853.664327 = -444650.340551 nChanged 42 SP:Iteration 31Q (2775.429451 sec): 3 clusters Score: Raw -445508.788826 + Penalty 853.664327 = -444655.124499 nChanged 49 SP:Iteration 32Q (2775.479420 sec): 3 clusters Score: Raw -445514.016648 + Penalty 853.664327 = -444660.352321 nChanged 48 SP:Iteration 33Q (2775.540815 sec): 3 clusters Score: Raw -445518.634838 + Penalty 853.664327 = -444664.970511 nChanged 46 SP:Iteration 34Q (2775.599226 sec): 3 clusters Score: Raw -445523.316487 + Penalty 853.664327 = -444669.652160 nChanged 54 SP:Iteration 35Q (2775.661056 sec): 3 clusters Score: Raw -445528.275878 + Penalty 853.664327 = -444674.611551 nChanged 40 SP:Iteration 36Q (2775.716357 sec): 3 clusters Score: Raw -445532.029030 + Penalty 853.664327 = -444678.364703 nChanged 46 SP:Iteration 37Q (2775.777128 sec): 3 clusters Score: Raw -445537.561557 + Penalty 853.664327 = -444683.897230 nChanged 47 SP:Iteration 38Q (2775.827923 sec): 3 clusters Score: Raw -445543.688911 + Penalty 853.664327 = -444690.024584 nChanged 47 SP:Iteration 39Q (2775.886843 sec): 3 clusters Score: Raw -445549.932802 + Penalty 853.664327 = -444696.268475 nChanged 56 SP:Iteration 40F (2775.935891 sec): 3 clusters Score: Raw -445556.986098 + Penalty 853.664327 = -444703.321771 nChanged 52 SP:Iteration 41Q (2775.984682 sec): 3 clusters Score: Raw -445563.551575 + Penalty 853.664327 = -444709.887248 nChanged 44 SP:Iteration 42Q (2776.042042 sec): 3 clusters Score: Raw -445568.407280 + Penalty 853.664327 = -444714.742953 nChanged 53 SP:Iteration 43Q (2776.091482 sec): 3 clusters Score: Raw -445574.896166 + Penalty 853.664327 = -444721.231839 nChanged 57 SP:Iteration 44Q (2776.146941 sec): 3 clusters Score: Raw -445584.154330 + Penalty 853.664327 = -444730.490003 nChanged 69 SP:Iteration 45Q (2776.215471 sec): 3 clusters Score: Raw -445598.959458 + Penalty 853.664327 = -444745.295131 nChanged 79 SP:Iteration 46Q (2776.272549 sec): 3 clusters Score: Raw -445617.813680 + Penalty 853.664327 = -444764.149353 nChanged 84 SP:Iteration 47Q (2776.334223 sec): 3 clusters Score: Raw -445637.385151 + Penalty 853.664327 = -444783.720824 nChanged 101 SP:Iteration 48Q (2776.384431 sec): 3 clusters Score: Raw -445658.002483 + Penalty 853.664327 = -444804.338155 nChanged 108 SP:Iteration 49Q (2776.441067 sec): 3 clusters Score: Raw -445680.769429 + Penalty 853.664327 = -444827.105102 nChanged 108 SP:Iteration 50Q (2776.496950 sec): 3 clusters Score: Raw -445703.116068 + Penalty 853.664327 = -444849.451740 nChanged 108 SP:Iteration 51Q (2776.554780 sec): 3 clusters Score: Raw -445726.228939 + Penalty 853.664327 = -444872.564611 nChanged 117 SP:Iteration 52Q (2776.616307 sec): 3 clusters Score: Raw -445753.656920 + Penalty 853.664327 = -444899.992593 nChanged 116 SP:Iteration 53Q (2776.668765 sec): 3 clusters Score: Raw -445784.961816 + Penalty 853.664327 = -444931.297489 nChanged 135 SP:Iteration 54Q (2776.709073 sec): 3 clusters Score: Raw -445834.287748 + Penalty 853.664327 = -444980.623421 nChanged 164 SP:Iteration 55Q (2776.770019 sec): 3 clusters Score: Raw -445909.346699 + Penalty 853.664327 = -445055.682371 nChanged 184 SP:Iteration 56Q (2776.820420 sec): 3 clusters Score: Raw -445995.741171 + Penalty 853.664327 = -445142.076844 nChanged 186 SP:Iteration 57Q (2776.885839 sec): 3 clusters Score: Raw -446094.079507 + Penalty 853.664327 = -445240.415180 nChanged 211 SP:Iteration 58Q (2776.938144 sec): 3 clusters Score: Raw -446211.787655 + Penalty 853.664327 = -445358.123327 nChanged 209 SP:Iteration 59Q (2776.999828 sec): 3 clusters Score: Raw -446343.481811 + Penalty 853.664327 = -445489.817484 nChanged 210 SP:Iteration 60F (2777.052185 sec): 3 clusters Score: Raw -446468.202492 + Penalty 853.664327 = -445614.538165 nChanged 203 SP:Iteration 61Q (2777.103164 sec): 3 clusters Score: Raw -446579.983215 + Penalty 853.664327 = -445726.318887 nChanged 189 SP:Iteration 62Q (2777.155638 sec): 3 clusters Score: Raw -446680.925970 + Penalty 853.664327 = -445827.261642 nChanged 163 SP:Iteration 63Q (2777.206158 sec): 3 clusters Score: Raw -446762.914888 + Penalty 853.664327 = -445909.250561 nChanged 137 SP:Iteration 64Q (2777.255556 sec): 3 clusters Score: Raw -446822.492792 + Penalty 853.664327 = -445968.828465 nChanged 115 SP:Iteration 65Q (2777.312589 sec): 3 clusters Score: Raw -446870.792249 + Penalty 853.664327 = -446017.127922 nChanged 109 SP:Iteration 66Q (2777.358975 sec): 3 clusters Score: Raw -446907.994394 + Penalty 853.664327 = -446054.330067 nChanged 68 SP:Iteration 67Q (2777.411479 sec): 3 clusters Score: Raw -446923.249564 + Penalty 853.664327 = -446069.585237 nChanged 61 SP:Iteration 68Q (2777.472079 sec): 3 clusters Score: Raw -446937.622690 + Penalty 853.664327 = -446083.958363 nChanged 55 SP:Iteration 69Q (2777.522334 sec): 3 clusters Score: Raw -446955.889744 + Penalty 853.664327 = -446102.225417 nChanged 44 SP:Iteration 70Q (2777.573138 sec): 3 clusters Score: Raw -446969.642791 + Penalty 853.664327 = -446115.978464 nChanged 38 SP:Iteration 71Q (2777.620594 sec): 3 clusters Score: Raw -446980.046722 + Penalty 853.664327 = -446126.382395 nChanged 32 SP:Iteration 72Q (2777.677523 sec): 3 clusters Score: Raw -446988.716623 + Penalty 853.664327 = -446135.052296 nChanged 27 SP:Iteration 73Q (2777.727406 sec): 3 clusters Score: Raw -446997.352554 + Penalty 853.664327 = -446143.688227 nChanged 31 SP:Iteration 74Q (2777.783586 sec): 3 clusters Score: Raw -447004.285943 + Penalty 853.664327 = -446150.621616 nChanged 22 SP:Iteration 75Q (2777.829217 sec): 3 clusters Score: Raw -447007.887836 + Penalty 853.664327 = -446154.223509 nChanged 24 SP:Iteration 76Q (2777.893251 sec): 3 clusters Score: Raw -447012.185080 + Penalty 853.664327 = -446158.520753 nChanged 19 SP:Iteration 77Q (2777.934014 sec): 3 clusters Score: Raw -447015.245093 + Penalty 853.664327 = -446161.580766 nChanged 14 SP:Iteration 78Q (2777.988047 sec): 3 clusters Score: Raw -447017.630263 + Penalty 853.664327 = -446163.965936 nChanged 13 SP:Iteration 79Q (2778.046440 sec): 3 clusters Score: Raw -447019.730966 + Penalty 853.664327 = -446166.066639 nChanged 16 SP:Iteration 80F (2778.092492 sec): 3 clusters Score: Raw -447022.006077 + Penalty 853.664327 = -446168.341750 nChanged 17 SP:Iteration 81Q (2778.145354 sec): 3 clusters Score: Raw -447024.742138 + Penalty 853.664327 = -446171.077811 nChanged 11 SP:Iteration 82Q (2778.200225 sec): 3 clusters Score: Raw -447026.464416 + Penalty 853.664327 = -446172.800089 nChanged 13 SP:Iteration 83Q (2778.245707 sec): 3 clusters Score: Raw -447029.732302 + Penalty 853.664327 = -446176.067975 nChanged 15 SP:Iteration 84Q (2778.310851 sec): 3 clusters Score: Raw -447031.867271 + Penalty 853.664327 = -446178.202944 nChanged 11 SP:Iteration 85Q (2778.353844 sec): 3 clusters Score: Raw -447033.471438 + Penalty 853.664327 = -446179.807111 nChanged 12 SP:Iteration 86Q (2778.410052 sec): 3 clusters Score: Raw -447035.981404 + Penalty 853.664327 = -446182.317076 nChanged 13 SP:Iteration 87Q (2778.470166 sec): 3 clusters Score: Raw -447038.323294 + Penalty 853.664327 = -446184.658966 nChanged 12 SP:Iteration 88Q (2778.526835 sec): 3 clusters Score: Raw -447041.342728 + Penalty 853.664327 = -446187.678401 nChanged 10 SP:Iteration 89Q (2778.570222 sec): 3 clusters Score: Raw -447043.798790 + Penalty 853.664327 = -446190.134463 nChanged 10 SP:Iteration 90Q (2778.627499 sec): 3 clusters Score: Raw -447046.159499 + Penalty 853.664327 = -446192.495171 nChanged 13 SP:Iteration 91Q (2778.679788 sec): 3 clusters Score: Raw -447050.301400 + Penalty 853.664327 = -446196.637073 nChanged 11 SP:Iteration 92Q (2778.745744 sec): 3 clusters Score: Raw -447052.373907 + Penalty 853.664327 = -446198.709580 nChanged 12 SP:Iteration 93Q (2778.799846 sec): 3 clusters Score: Raw -447054.387220 + Penalty 853.664327 = -446200.722893 nChanged 9 SP:Iteration 94Q (2778.848001 sec): 3 clusters Score: Raw -447056.417267 + Penalty 853.664327 = -446202.752940 nChanged 8 SP:Iteration 95Q (2778.903274 sec): 3 clusters Score: Raw -447057.827611 + Penalty 853.664327 = -446204.163284 nChanged 8 SP:Iteration 96Q (2778.960388 sec): 3 clusters Score: Raw -447059.703933 + Penalty 853.664327 = -446206.039606 nChanged 3 SP:Iteration 97Q (2779.016992 sec): 3 clusters Score: Raw -447059.863115 + Penalty 853.664327 = -446206.198787 nChanged 0 SP:Iteration 98F (2779.083581 sec): 3 clusters Score: Raw -447059.863115 + Penalty 853.664327 = -446206.198787 nChanged 0 Trying to split cluster 10 (613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2779.105570 sec): 2 clusters Score: Raw -21084.841308 + Penalty 292.035605 = -20792.805703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2779.148829 sec): 3 clusters Score: Raw -20842.576458 + Penalty 584.071209 = -20258.505249 nChanged 240 SP:Iteration 1F (2779.180365 sec): 3 clusters Score: Raw -21089.068587 + Penalty 584.071209 = -20504.997378 nChanged 55 SP:Iteration 2F (2779.220186 sec): 3 clusters Score: Raw -21221.734494 + Penalty 584.071209 = -20637.663285 nChanged 54 SP:Iteration 3F (2779.273086 sec): 3 clusters Score: Raw -21326.475594 + Penalty 584.071209 = -20742.404384 nChanged 45 SP:Iteration 4F (2779.318860 sec): 3 clusters Score: Raw -21395.492544 + Penalty 584.071209 = -20811.421335 nChanged 31 SP:Iteration 5F (2779.359888 sec): 3 clusters Score: Raw -21433.949778 + Penalty 584.071209 = -20849.878569 nChanged 17 SP:Iteration 6Q (2779.413594 sec): 3 clusters Score: Raw -21447.213193 + Penalty 584.071209 = -20863.141983 nChanged 16 SP:Iteration 7Q (2779.454211 sec): 3 clusters Score: Raw -21459.041785 + Penalty 584.071209 = -20874.970576 nChanged 10 SP:Iteration 8Q (2779.501220 sec): 3 clusters Score: Raw -21464.233101 + Penalty 584.071209 = -20880.161892 nChanged 6 SP:Iteration 9Q (2779.551143 sec): 3 clusters Score: Raw -21469.160967 + Penalty 584.071209 = -20885.089758 nChanged 6 SP:Iteration 10Q (2779.591370 sec): 3 clusters Score: Raw -21479.624029 + Penalty 584.071209 = -20895.552820 nChanged 4 SP:Iteration 11Q (2779.627679 sec): 3 clusters Score: Raw -21497.399691 + Penalty 584.071209 = -20913.328481 nChanged 10 SP:Iteration 12Q (2779.672202 sec): 3 clusters Score: Raw -21514.846754 + Penalty 584.071209 = -20930.775545 nChanged 7 SP:Iteration 13Q (2779.718997 sec): 3 clusters Score: Raw -21518.341176 + Penalty 584.071209 = -20934.269966 nChanged 0 SP:Iteration 14F (2779.760858 sec): 3 clusters Score: Raw -21518.341176 + Penalty 584.071209 = -20934.269966 nChanged 0 Score: Raw -17397996.473032 + Penalty 26130.771747 = -17371865.701285 Splitting cluster 10 changes total score from -17372010.928543 to -17371865.701285 So it's not getting split. Trying to split cluster 11 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2787.082982 sec): 2 clusters Score: Raw -13427.770448 + Penalty 269.064387 = -13158.706061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2787.120037 sec): 3 clusters Score: Raw -13293.450082 + Penalty 538.128774 = -12755.321308 nChanged 134 SP:Iteration 1F (2787.176603 sec): 3 clusters Score: Raw -13394.338927 + Penalty 538.128774 = -12856.210153 nChanged 30 SP:Iteration 2F (2787.221817 sec): 3 clusters Score: Raw -13425.668504 + Penalty 538.128774 = -12887.539731 nChanged 19 SP:Iteration 3F (2787.266930 sec): 3 clusters Score: Raw -13449.796238 + Penalty 538.128774 = -12911.667465 nChanged 10 SP:Iteration 4Q (2787.309630 sec): 3 clusters Score: Raw -13459.792295 + Penalty 538.128774 = -12921.663522 nChanged 9 SP:Iteration 5Q (2787.363554 sec): 3 clusters Score: Raw -13472.598887 + Penalty 538.128774 = -12934.470113 nChanged 13 SP:Iteration 6Q (2787.405944 sec): 3 clusters Score: Raw -13496.135288 + Penalty 538.128774 = -12958.006515 nChanged 14 SP:Iteration 7Q (2787.462896 sec): 3 clusters Score: Raw -13507.958572 + Penalty 538.128774 = -12969.829798 nChanged 7 SP:Iteration 8Q (2787.495867 sec): 3 clusters Score: Raw -13511.192672 + Penalty 538.128774 = -12973.063898 nChanged 3 SP:Iteration 9Q (2787.535088 sec): 3 clusters Score: Raw -13515.512549 + Penalty 538.128774 = -12977.383775 nChanged 2 SP:Iteration 10Q (2787.575906 sec): 3 clusters Score: Raw -13517.195321 + Penalty 538.128774 = -12979.066547 nChanged 1 SP:Iteration 11Q (2787.623706 sec): 3 clusters Score: Raw -13517.421534 + Penalty 538.128774 = -12979.292761 nChanged 1 SP:Iteration 12Q (2787.681288 sec): 3 clusters Score: Raw -13517.570954 + Penalty 538.128774 = -12979.442181 nChanged 0 SP:Iteration 13F (2787.731623 sec): 3 clusters Score: Raw -13517.570954 + Penalty 538.128774 = -12979.442181 nChanged 0 Trying to split cluster 12 (67025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2787.814223 sec): 2 clusters Score: Raw -2714403.887758 + Penalty 505.633354 = -2713898.254404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2787.921817 sec): 3 clusters Score: Raw -2670073.755107 + Penalty 1011.266708 = -2669062.488400 nChanged 32462 SP:Iteration 1F (2788.038264 sec): 3 clusters Score: Raw -2691375.928704 + Penalty 1011.266708 = -2690364.661996 nChanged 3888 SP:Iteration 2F (2788.142917 sec): 3 clusters Score: Raw -2693321.668198 + Penalty 1011.266708 = -2692310.401490 nChanged 3963 SP:Iteration 3F (2788.250347 sec): 3 clusters Score: Raw -2695544.197982 + Penalty 1011.266708 = -2694532.931275 nChanged 4011 SP:Iteration 4F (2788.361756 sec): 3 clusters Score: Raw -2698010.340739 + Penalty 1011.266708 = -2696999.074031 nChanged 3786 SP:Iteration 5F (2788.470585 sec): 3 clusters Score: Raw -2700411.050627 + Penalty 1011.266708 = -2699399.783919 nChanged 3272 SP:Iteration 6Q (2788.580303 sec): 3 clusters Score: Raw -2702093.779378 + Penalty 1011.266708 = -2701082.512671 nChanged 2347 SP:Iteration 7Q (2788.703389 sec): 3 clusters Score: Raw -2702926.928090 + Penalty 1011.266708 = -2701915.661383 nChanged 1554 SP:Iteration 8Q (2788.817384 sec): 3 clusters Score: Raw -2703333.268974 + Penalty 1011.266708 = -2702322.002266 nChanged 1101 SP:Iteration 9Q (2788.933552 sec): 3 clusters Score: Raw -2703558.675159 + Penalty 1011.266708 = -2702547.408451 nChanged 908 SP:Iteration 10Q (2789.048722 sec): 3 clusters Score: Raw -2703741.518993 + Penalty 1011.266708 = -2702730.252286 nChanged 942 SP:Iteration 11Q (2789.155993 sec): 3 clusters Score: Raw -2703944.065566 + Penalty 1011.266708 = -2702932.798858 nChanged 1023 SP:Iteration 12Q (2789.264014 sec): 3 clusters Score: Raw -2704181.246435 + Penalty 1011.266708 = -2703169.979727 nChanged 1120 SP:Iteration 13Q (2789.366586 sec): 3 clusters Score: Raw -2704471.721145 + Penalty 1011.266708 = -2703460.454437 nChanged 1220 SP:Iteration 14Q (2789.476278 sec): 3 clusters Score: Raw -2704815.711360 + Penalty 1011.266708 = -2703804.444653 nChanged 1378 SP:Iteration 15Q (2789.580786 sec): 3 clusters Score: Raw -2705257.808991 + Penalty 1011.266708 = -2704246.542284 nChanged 1462 SP:Iteration 16Q (2789.685315 sec): 3 clusters Score: Raw -2705764.617705 + Penalty 1011.266708 = -2704753.350997 nChanged 1522 SP:Iteration 17Q (2789.788721 sec): 3 clusters Score: Raw -2706328.871643 + Penalty 1011.266708 = -2705317.604935 nChanged 1553 SP:Iteration 18Q (2789.895533 sec): 3 clusters Score: Raw -2706967.092282 + Penalty 1011.266708 = -2705955.825574 nChanged 1643 SP:Iteration 19Q (2790.017249 sec): 3 clusters Score: Raw -2707712.431670 + Penalty 1011.266708 = -2706701.164963 nChanged 1637 SP:Iteration 20F (2790.118543 sec): 3 clusters Score: Raw -2708531.832585 + Penalty 1011.266708 = -2707520.565877 nChanged 1681 SP:Iteration 21Q (2790.224250 sec): 3 clusters Score: Raw -2709461.370976 + Penalty 1011.266708 = -2708450.104268 nChanged 1610 SP:Iteration 22Q (2790.337634 sec): 3 clusters Score: Raw -2710403.199332 + Penalty 1011.266708 = -2709391.932624 nChanged 1436 SP:Iteration 23Q (2790.444497 sec): 3 clusters Score: Raw -2711314.115505 + Penalty 1011.266708 = -2710302.848797 nChanged 1297 SP:Iteration 24Q (2790.549355 sec): 3 clusters Score: Raw -2712180.751175 + Penalty 1011.266708 = -2711169.484468 nChanged 1117 SP:Iteration 25Q (2790.657090 sec): 3 clusters Score: Raw -2712947.022253 + Penalty 1011.266708 = -2711935.755546 nChanged 840 SP:Iteration 26Q (2790.764095 sec): 3 clusters Score: Raw -2713512.975673 + Penalty 1011.266708 = -2712501.708965 nChanged 629 SP:Iteration 27Q (2790.856020 sec): 3 clusters Score: Raw -2713894.667684 + Penalty 1011.266708 = -2712883.400977 nChanged 431 SP:Iteration 28Q (2790.967750 sec): 3 clusters Score: Raw -2714133.793934 + Penalty 1011.266708 = -2713122.527227 nChanged 305 SP:Iteration 29Q (2791.063574 sec): 3 clusters Score: Raw -2714291.708517 + Penalty 1011.266708 = -2713280.441809 nChanged 228 SP:Iteration 30Q (2791.161101 sec): 3 clusters Score: Raw -2714396.177075 + Penalty 1011.266708 = -2713384.910368 nChanged 160 SP:Iteration 31Q (2791.260034 sec): 3 clusters Score: Raw -2714458.770501 + Penalty 1011.266708 = -2713447.503794 nChanged 133 SP:Iteration 32Q (2791.353056 sec): 3 clusters Score: Raw -2714501.839847 + Penalty 1011.266708 = -2713490.573140 nChanged 123 SP:Iteration 33Q (2791.449129 sec): 3 clusters Score: Raw -2714536.348065 + Penalty 1011.266708 = -2713525.081357 nChanged 96 SP:Iteration 34Q (2791.545194 sec): 3 clusters Score: Raw -2714559.588779 + Penalty 1011.266708 = -2713548.322072 nChanged 75 SP:Iteration 35Q (2791.636055 sec): 3 clusters Score: Raw -2714575.910198 + Penalty 1011.266708 = -2713564.643491 nChanged 61 SP:Iteration 36Q (2791.732196 sec): 3 clusters Score: Raw -2714590.558509 + Penalty 1011.266708 = -2713579.291802 nChanged 52 SP:Iteration 37Q (2791.826385 sec): 3 clusters Score: Raw -2714601.285318 + Penalty 1011.266708 = -2713590.018610 nChanged 54 SP:Iteration 38Q (2791.916508 sec): 3 clusters Score: Raw -2714611.643556 + Penalty 1011.266708 = -2713600.376849 nChanged 35 SP:Iteration 39Q (2792.017836 sec): 3 clusters Score: Raw -2714618.530713 + Penalty 1011.266708 = -2713607.264006 nChanged 41 SP:Iteration 40F (2792.118310 sec): 3 clusters Score: Raw -2714625.899012 + Penalty 1011.266708 = -2713614.632304 nChanged 22 SP:Iteration 41Q (2792.209534 sec): 3 clusters Score: Raw -2714629.699940 + Penalty 1011.266708 = -2713618.433232 nChanged 15 SP:Iteration 42Q (2792.302841 sec): 3 clusters Score: Raw -2714631.907786 + Penalty 1011.266708 = -2713620.641079 nChanged 14 SP:Iteration 43Q (2792.398050 sec): 3 clusters Score: Raw -2714633.556255 + Penalty 1011.266708 = -2713622.289547 nChanged 11 SP:Iteration 44Q (2792.504374 sec): 3 clusters Score: Raw -2714634.900992 + Penalty 1011.266708 = -2713623.634285 nChanged 9 SP:Iteration 45Q (2792.599734 sec): 3 clusters Score: Raw -2714636.658890 + Penalty 1011.266708 = -2713625.392182 nChanged 12 SP:Iteration 46Q (2792.694107 sec): 3 clusters Score: Raw -2714638.795865 + Penalty 1011.266708 = -2713627.529157 nChanged 11 SP:Iteration 47Q (2792.791541 sec): 3 clusters Score: Raw -2714640.168181 + Penalty 1011.266708 = -2713628.901474 nChanged 9 SP:Iteration 48Q (2792.882411 sec): 3 clusters Score: Raw -2714641.503593 + Penalty 1011.266708 = -2713630.236886 nChanged 7 SP:Iteration 49Q (2792.977825 sec): 3 clusters Score: Raw -2714642.644627 + Penalty 1011.266708 = -2713631.377919 nChanged 10 SP:Iteration 50Q (2793.074521 sec): 3 clusters Score: Raw -2714643.759390 + Penalty 1011.266708 = -2713632.492683 nChanged 5 SP:Iteration 51Q (2793.193709 sec): 3 clusters Score: Raw -2714644.296933 + Penalty 1011.266708 = -2713633.030225 nChanged 3 SP:Iteration 52Q (2793.292622 sec): 3 clusters Score: Raw -2714644.674574 + Penalty 1011.266708 = -2713633.407867 nChanged 4 SP:Iteration 53Q (2793.399289 sec): 3 clusters Score: Raw -2714645.283188 + Penalty 1011.266708 = -2713634.016481 nChanged 2 SP:Iteration 54Q (2793.507986 sec): 3 clusters Score: Raw -2714645.378990 + Penalty 1011.266708 = -2713634.112282 nChanged 1 SP:Iteration 55Q (2793.612417 sec): 3 clusters Score: Raw -2714645.397309 + Penalty 1011.266708 = -2713634.130601 nChanged 0 SP:Iteration 56F (2793.724773 sec): 3 clusters Score: Raw -2714645.397309 + Penalty 1011.266708 = -2713634.130601 nChanged 0 Trying to split cluster 13 (8742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2793.758952 sec): 2 clusters Score: Raw -370126.242336 + Penalty 412.953190 = -369713.289146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2793.807069 sec): 3 clusters Score: Raw -364694.901307 + Penalty 825.906379 = -363868.994928 nChanged 3981 SP:Iteration 1F (2793.873080 sec): 3 clusters Score: Raw -367178.409388 + Penalty 825.906379 = -366352.503009 nChanged 570 SP:Iteration 2F (2793.929589 sec): 3 clusters Score: Raw -367483.051488 + Penalty 825.906379 = -366657.145109 nChanged 522 SP:Iteration 3F (2793.978732 sec): 3 clusters Score: Raw -367784.545689 + Penalty 825.906379 = -366958.639310 nChanged 514 SP:Iteration 4F (2794.032577 sec): 3 clusters Score: Raw -368203.273418 + Penalty 825.906379 = -367377.367039 nChanged 563 SP:Iteration 5F (2794.089488 sec): 3 clusters Score: Raw -368688.084424 + Penalty 825.906379 = -367862.178045 nChanged 461 SP:Iteration 6F (2794.139658 sec): 3 clusters Score: Raw -368969.779129 + Penalty 825.906379 = -368143.872750 nChanged 294 SP:Iteration 7Q (2794.195933 sec): 3 clusters Score: Raw -369083.586417 + Penalty 825.906379 = -368257.680038 nChanged 159 SP:Iteration 8Q (2794.257398 sec): 3 clusters Score: Raw -369126.221792 + Penalty 825.906379 = -368300.315413 nChanged 111 SP:Iteration 9Q (2794.315596 sec): 3 clusters Score: Raw -369153.543487 + Penalty 825.906379 = -368327.637108 nChanged 96 SP:Iteration 10Q (2794.371485 sec): 3 clusters Score: Raw -369177.516684 + Penalty 825.906379 = -368351.610305 nChanged 80 SP:Iteration 11Q (2794.420172 sec): 3 clusters Score: Raw -369197.239181 + Penalty 825.906379 = -368371.332802 nChanged 78 SP:Iteration 12Q (2794.479780 sec): 3 clusters Score: Raw -369217.840104 + Penalty 825.906379 = -368391.933725 nChanged 65 SP:Iteration 13Q (2794.531017 sec): 3 clusters Score: Raw -369231.660644 + Penalty 825.906379 = -368405.754265 nChanged 70 SP:Iteration 14Q (2794.576282 sec): 3 clusters Score: Raw -369249.917932 + Penalty 825.906379 = -368424.011553 nChanged 61 SP:Iteration 15Q (2794.625751 sec): 3 clusters Score: Raw -369265.263139 + Penalty 825.906379 = -368439.356760 nChanged 59 SP:Iteration 16Q (2794.693496 sec): 3 clusters Score: Raw -369279.369718 + Penalty 825.906379 = -368453.463339 nChanged 67 SP:Iteration 17Q (2794.750695 sec): 3 clusters Score: Raw -369293.209000 + Penalty 825.906379 = -368467.302621 nChanged 60 SP:Iteration 18Q (2794.807670 sec): 3 clusters Score: Raw -369302.468383 + Penalty 825.906379 = -368476.562004 nChanged 47 SP:Iteration 19Q (2794.853806 sec): 3 clusters Score: Raw -369308.362113 + Penalty 825.906379 = -368482.455734 nChanged 33 SP:Iteration 20F (2794.920831 sec): 3 clusters Score: Raw -369311.876615 + Penalty 825.906379 = -368485.970236 nChanged 27 SP:Iteration 21Q (2794.967540 sec): 3 clusters Score: Raw -369314.005870 + Penalty 825.906379 = -368488.099491 nChanged 16 SP:Iteration 22Q (2795.023455 sec): 3 clusters Score: Raw -369315.171674 + Penalty 825.906379 = -368489.265295 nChanged 17 SP:Iteration 23Q (2795.081266 sec): 3 clusters Score: Raw -369316.185592 + Penalty 825.906379 = -368490.279213 nChanged 18 SP:Iteration 24Q (2795.136536 sec): 3 clusters Score: Raw -369318.183315 + Penalty 825.906379 = -368492.276936 nChanged 23 SP:Iteration 25Q (2795.191526 sec): 3 clusters Score: Raw -369320.881966 + Penalty 825.906379 = -368494.975587 nChanged 33 SP:Iteration 26Q (2795.245867 sec): 3 clusters Score: Raw -369325.173999 + Penalty 825.906379 = -368499.267620 nChanged 38 SP:Iteration 27Q (2795.309016 sec): 3 clusters Score: Raw -369330.958742 + Penalty 825.906379 = -368505.052363 nChanged 41 SP:Iteration 28Q (2795.358755 sec): 3 clusters Score: Raw -369338.652642 + Penalty 825.906379 = -368512.746263 nChanged 53 SP:Iteration 29Q (2795.410181 sec): 3 clusters Score: Raw -369347.840903 + Penalty 825.906379 = -368521.934524 nChanged 47 SP:Iteration 30Q (2795.464364 sec): 3 clusters Score: Raw -369355.825365 + Penalty 825.906379 = -368529.918986 nChanged 59 SP:Iteration 31Q (2795.519825 sec): 3 clusters Score: Raw -369367.083833 + Penalty 825.906379 = -368541.177454 nChanged 65 SP:Iteration 32Q (2795.569349 sec): 3 clusters Score: Raw -369378.965446 + Penalty 825.906379 = -368553.059067 nChanged 47 SP:Iteration 33Q (2795.632132 sec): 3 clusters Score: Raw -369390.472267 + Penalty 825.906379 = -368564.565888 nChanged 57 SP:Iteration 34Q (2795.690298 sec): 3 clusters Score: Raw -369405.317358 + Penalty 825.906379 = -368579.410979 nChanged 69 SP:Iteration 35Q (2795.742906 sec): 3 clusters Score: Raw -369422.020830 + Penalty 825.906379 = -368596.114451 nChanged 89 SP:Iteration 36Q (2795.790307 sec): 3 clusters Score: Raw -369446.089894 + Penalty 825.906379 = -368620.183515 nChanged 90 SP:Iteration 37Q (2795.855457 sec): 3 clusters Score: Raw -369473.483677 + Penalty 825.906379 = -368647.577298 nChanged 93 SP:Iteration 38Q (2795.912069 sec): 3 clusters Score: Raw -369503.626156 + Penalty 825.906379 = -368677.719777 nChanged 107 SP:Iteration 39Q (2795.959912 sec): 3 clusters Score: Raw -369541.553457 + Penalty 825.906379 = -368715.647078 nChanged 107 SP:Iteration 40F (2796.017430 sec): 3 clusters Score: Raw -369574.127594 + Penalty 825.906379 = -368748.221215 nChanged 87 SP:Iteration 41Q (2796.075877 sec): 3 clusters Score: Raw -369597.660973 + Penalty 825.906379 = -368771.754594 nChanged 79 SP:Iteration 42Q (2796.132623 sec): 3 clusters Score: Raw -369620.869783 + Penalty 825.906379 = -368794.963404 nChanged 81 SP:Iteration 43Q (2796.186654 sec): 3 clusters Score: Raw -369645.576755 + Penalty 825.906379 = -368819.670376 nChanged 84 SP:Iteration 44Q (2796.243411 sec): 3 clusters Score: Raw -369671.598588 + Penalty 825.906379 = -368845.692209 nChanged 75 SP:Iteration 45Q (2796.304008 sec): 3 clusters Score: Raw -369695.045527 + Penalty 825.906379 = -368869.139148 nChanged 74 SP:Iteration 46Q (2796.357780 sec): 3 clusters Score: Raw -369717.923178 + Penalty 825.906379 = -368892.016799 nChanged 70 SP:Iteration 47Q (2796.421447 sec): 3 clusters Score: Raw -369744.490096 + Penalty 825.906379 = -368918.583717 nChanged 73 SP:Iteration 48Q (2796.477831 sec): 3 clusters Score: Raw -369770.944258 + Penalty 825.906379 = -368945.037879 nChanged 72 SP:Iteration 49Q (2796.521369 sec): 3 clusters Score: Raw -369797.044860 + Penalty 825.906379 = -368971.138481 nChanged 68 SP:Iteration 50Q (2796.574044 sec): 3 clusters Score: Raw -369821.140966 + Penalty 825.906379 = -368995.234587 nChanged 72 SP:Iteration 51Q (2796.631279 sec): 3 clusters Score: Raw -369849.538369 + Penalty 825.906379 = -369023.631990 nChanged 65 SP:Iteration 52Q (2796.684323 sec): 3 clusters Score: Raw -369874.273168 + Penalty 825.906379 = -369048.366789 nChanged 69 SP:Iteration 53Q (2796.733343 sec): 3 clusters Score: Raw -369901.606780 + Penalty 825.906379 = -369075.700401 nChanged 54 SP:Iteration 54Q (2796.786543 sec): 3 clusters Score: Raw -369920.837098 + Penalty 825.906379 = -369094.930719 nChanged 53 SP:Iteration 55Q (2796.847493 sec): 3 clusters Score: Raw -369938.503978 + Penalty 825.906379 = -369112.597599 nChanged 45 SP:Iteration 56Q (2796.899993 sec): 3 clusters Score: Raw -369957.100409 + Penalty 825.906379 = -369131.194030 nChanged 54 SP:Iteration 57Q (2796.950743 sec): 3 clusters Score: Raw -369983.462409 + Penalty 825.906379 = -369157.556029 nChanged 58 SP:Iteration 58Q (2797.012404 sec): 3 clusters Score: Raw -370010.886612 + Penalty 825.906379 = -369184.980233 nChanged 45 SP:Iteration 59Q (2797.069203 sec): 3 clusters Score: Raw -370029.418718 + Penalty 825.906379 = -369203.512339 nChanged 41 SP:Iteration 60F (2797.113909 sec): 3 clusters Score: Raw -370048.256045 + Penalty 825.906379 = -369222.349666 nChanged 38 SP:Iteration 61Q (2797.169758 sec): 3 clusters Score: Raw -370066.486357 + Penalty 825.906379 = -369240.579978 nChanged 39 SP:Iteration 62Q (2797.228839 sec): 3 clusters Score: Raw -370081.084705 + Penalty 825.906379 = -369255.178325 nChanged 36 SP:Iteration 63Q (2797.281084 sec): 3 clusters Score: Raw -370099.423723 + Penalty 825.906379 = -369273.517344 nChanged 33 SP:Iteration 64Q (2797.334626 sec): 3 clusters Score: Raw -370116.098589 + Penalty 825.906379 = -369290.192210 nChanged 29 SP:Iteration 65Q (2797.383388 sec): 3 clusters Score: Raw -370132.989730 + Penalty 825.906379 = -369307.083351 nChanged 22 SP:Iteration 66Q (2797.440060 sec): 3 clusters Score: Raw -370141.635427 + Penalty 825.906379 = -369315.729048 nChanged 16 SP:Iteration 67Q (2797.496937 sec): 3 clusters Score: Raw -370147.573048 + Penalty 825.906379 = -369321.666669 nChanged 13 SP:Iteration 68Q (2797.554082 sec): 3 clusters Score: Raw -370150.442248 + Penalty 825.906379 = -369324.535869 nChanged 8 SP:Iteration 69Q (2797.608420 sec): 3 clusters Score: Raw -370152.818176 + Penalty 825.906379 = -369326.911797 nChanged 9 SP:Iteration 70Q (2797.662361 sec): 3 clusters Score: Raw -370155.016536 + Penalty 825.906379 = -369329.110157 nChanged 9 SP:Iteration 71Q (2797.718739 sec): 3 clusters Score: Raw -370157.377358 + Penalty 825.906379 = -369331.470979 nChanged 13 SP:Iteration 72Q (2797.775129 sec): 3 clusters Score: Raw -370162.310454 + Penalty 825.906379 = -369336.404075 nChanged 9 SP:Iteration 73Q (2797.830169 sec): 3 clusters Score: Raw -370165.410025 + Penalty 825.906379 = -369339.503645 nChanged 5 SP:Iteration 74Q (2797.892861 sec): 3 clusters Score: Raw -370166.858622 + Penalty 825.906379 = -369340.952243 nChanged 4 SP:Iteration 75Q (2797.942072 sec): 3 clusters Score: Raw -370167.551501 + Penalty 825.906379 = -369341.645122 nChanged 2 SP:Iteration 76Q (2797.998598 sec): 3 clusters Score: Raw -370167.913173 + Penalty 825.906379 = -369342.006794 nChanged 1 SP:Iteration 77Q (2798.041382 sec): 3 clusters Score: Raw -370168.140127 + Penalty 825.906379 = -369342.233748 nChanged 2 SP:Iteration 78Q (2798.092730 sec): 3 clusters Score: Raw -370168.705020 + Penalty 825.906379 = -369342.798641 nChanged 2 SP:Iteration 79Q (2798.131798 sec): 3 clusters Score: Raw -370169.772276 + Penalty 825.906379 = -369343.865897 nChanged 3 SP:Iteration 80F (2798.182365 sec): 3 clusters Score: Raw -370171.393377 + Penalty 825.906379 = -369345.486998 nChanged 4 SP:Iteration 81Q (2798.242462 sec): 3 clusters Score: Raw -370173.437938 + Penalty 825.906379 = -369347.531559 nChanged 2 SP:Iteration 82Q (2798.281689 sec): 3 clusters Score: Raw -370174.714640 + Penalty 825.906379 = -369348.808261 nChanged 2 SP:Iteration 83Q (2798.334417 sec): 3 clusters Score: Raw -370175.257700 + Penalty 825.906379 = -369349.351321 nChanged 3 SP:Iteration 84Q (2798.390794 sec): 3 clusters Score: Raw -370175.771356 + Penalty 825.906379 = -369349.864977 nChanged 1 SP:Iteration 85Q (2798.440496 sec): 3 clusters Score: Raw -370175.883337 + Penalty 825.906379 = -369349.976958 nChanged 0 SP:Iteration 86F (2798.480734 sec): 3 clusters Score: Raw -370175.883337 + Penalty 825.906379 = -369349.976958 nChanged 0 Trying to split cluster 14 (1412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2798.517958 sec): 2 clusters Score: Raw -54632.110260 + Penalty 330.000690 = -54302.109570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2798.563619 sec): 3 clusters Score: Raw -53905.542924 + Penalty 660.001380 = -53245.541544 nChanged 565 SP:Iteration 1F (2798.613650 sec): 3 clusters Score: Raw -54264.299714 + Penalty 660.001380 = -53604.298334 nChanged 130 SP:Iteration 2F (2798.656447 sec): 3 clusters Score: Raw -54363.803534 + Penalty 660.001380 = -53703.802154 nChanged 102 SP:Iteration 3F (2798.715660 sec): 3 clusters Score: Raw -54440.791238 + Penalty 660.001380 = -53780.789858 nChanged 68 SP:Iteration 4Q (2798.767870 sec): 3 clusters Score: Raw -54482.872101 + Penalty 660.001380 = -53822.870721 nChanged 49 SP:Iteration 5Q (2798.820939 sec): 3 clusters Score: Raw -54516.880770 + Penalty 660.001380 = -53856.879390 nChanged 45 SP:Iteration 6Q (2798.868333 sec): 3 clusters Score: Raw -54553.326826 + Penalty 660.001380 = -53893.325446 nChanged 49 SP:Iteration 7Q (2798.908697 sec): 3 clusters Score: Raw -54596.234665 + Penalty 660.001380 = -53936.233285 nChanged 45 SP:Iteration 8Q (2798.956704 sec): 3 clusters Score: Raw -54626.416408 + Penalty 660.001380 = -53966.415028 nChanged 34 SP:Iteration 9Q (2799.012324 sec): 3 clusters Score: Raw -54640.657079 + Penalty 660.001380 = -53980.655699 nChanged 23 SP:Iteration 10Q (2799.042914 sec): 3 clusters Score: Raw -54647.983953 + Penalty 660.001380 = -53987.982573 nChanged 12 SP:Iteration 11Q (2799.096793 sec): 3 clusters Score: Raw -54652.010301 + Penalty 660.001380 = -53992.008921 nChanged 4 SP:Iteration 12Q (2799.141756 sec): 3 clusters Score: Raw -54652.845067 + Penalty 660.001380 = -53992.843687 nChanged 8 SP:Iteration 13Q (2799.187180 sec): 3 clusters Score: Raw -54654.715700 + Penalty 660.001380 = -53994.714320 nChanged 4 SP:Iteration 14Q (2799.233346 sec): 3 clusters Score: Raw -54655.637948 + Penalty 660.001380 = -53995.636568 nChanged 2 SP:Iteration 15Q (2799.278715 sec): 3 clusters Score: Raw -54655.940483 + Penalty 660.001380 = -53995.939103 nChanged 3 SP:Iteration 16Q (2799.335157 sec): 3 clusters Score: Raw -54656.609829 + Penalty 660.001380 = -53996.608449 nChanged 3 SP:Iteration 17Q (2799.373865 sec): 3 clusters Score: Raw -54657.059728 + Penalty 660.001380 = -53997.058348 nChanged 1 SP:Iteration 18Q (2799.434881 sec): 3 clusters Score: Raw -54657.290086 + Penalty 660.001380 = -53997.288706 nChanged 0 SP:Iteration 19F (2799.482866 sec): 3 clusters Score: Raw -54657.290086 + Penalty 660.001380 = -53997.288706 nChanged 0 Trying to split cluster 15 (107181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2799.597442 sec): 2 clusters Score: Raw -4341249.522486 + Penalty 526.993479 = -4340722.529006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2799.734908 sec): 3 clusters Score: Raw -4269109.401809 + Penalty 1053.986959 = -4268055.414850 nChanged 52505 SP:Iteration 1F (2799.868667 sec): 3 clusters Score: Raw -4302191.778311 + Penalty 1053.986959 = -4301137.791352 nChanged 6360 SP:Iteration 2F (2799.993031 sec): 3 clusters Score: Raw -4305248.858482 + Penalty 1053.986959 = -4304194.871523 nChanged 7156 SP:Iteration 3F (2800.130093 sec): 3 clusters Score: Raw -4309363.783126 + Penalty 1053.986959 = -4308309.796167 nChanged 7348 SP:Iteration 4F (2800.270096 sec): 3 clusters Score: Raw -4313773.465297 + Penalty 1053.986959 = -4312719.478338 nChanged 6867 SP:Iteration 5F (2800.409034 sec): 3 clusters Score: Raw -4318044.987791 + Penalty 1053.986959 = -4316991.000832 nChanged 5921 SP:Iteration 6F (2800.549360 sec): 3 clusters Score: Raw -4322027.691929 + Penalty 1053.986959 = -4320973.704970 nChanged 4819 SP:Iteration 7Q (2800.704409 sec): 3 clusters Score: Raw -4325473.321956 + Penalty 1053.986959 = -4324419.334998 nChanged 3890 SP:Iteration 8Q (2800.860474 sec): 3 clusters Score: Raw -4328027.978651 + Penalty 1053.986959 = -4326973.991692 nChanged 2970 SP:Iteration 9Q (2801.009654 sec): 3 clusters Score: Raw -4329622.627469 + Penalty 1053.986959 = -4328568.640510 nChanged 2412 SP:Iteration 10Q (2801.160256 sec): 3 clusters Score: Raw -4330828.935712 + Penalty 1053.986959 = -4329774.948753 nChanged 2320 SP:Iteration 11Q (2801.302870 sec): 3 clusters Score: Raw -4331903.397324 + Penalty 1053.986959 = -4330849.410365 nChanged 2233 SP:Iteration 12Q (2801.431348 sec): 3 clusters Score: Raw -4332960.648773 + Penalty 1053.986959 = -4331906.661814 nChanged 2185 SP:Iteration 13Q (2801.577667 sec): 3 clusters Score: Raw -4334032.577835 + Penalty 1053.986959 = -4332978.590876 nChanged 2031 SP:Iteration 14Q (2801.726406 sec): 3 clusters Score: Raw -4335074.319271 + Penalty 1053.986959 = -4334020.332312 nChanged 1883 SP:Iteration 15Q (2801.868438 sec): 3 clusters Score: Raw -4336098.274420 + Penalty 1053.986959 = -4335044.287461 nChanged 1733 SP:Iteration 16Q (2802.010086 sec): 3 clusters Score: Raw -4337081.940126 + Penalty 1053.986959 = -4336027.953167 nChanged 1504 SP:Iteration 17Q (2802.160751 sec): 3 clusters Score: Raw -4337954.404347 + Penalty 1053.986959 = -4336900.417388 nChanged 1241 SP:Iteration 18Q (2802.301732 sec): 3 clusters Score: Raw -4338677.173738 + Penalty 1053.986959 = -4337623.186779 nChanged 1022 SP:Iteration 19Q (2802.435944 sec): 3 clusters Score: Raw -4339295.441736 + Penalty 1053.986959 = -4338241.454777 nChanged 845 SP:Iteration 20F (2802.576879 sec): 3 clusters Score: Raw -4339835.983517 + Penalty 1053.986959 = -4338781.996559 nChanged 673 SP:Iteration 21Q (2802.711713 sec): 3 clusters Score: Raw -4340259.767277 + Penalty 1053.986959 = -4339205.780318 nChanged 492 SP:Iteration 22Q (2802.841378 sec): 3 clusters Score: Raw -4340559.252851 + Penalty 1053.986959 = -4339505.265892 nChanged 371 SP:Iteration 23Q (2802.972749 sec): 3 clusters Score: Raw -4340802.853300 + Penalty 1053.986959 = -4339748.866341 nChanged 272 SP:Iteration 24Q (2803.110067 sec): 3 clusters Score: Raw -4340989.697046 + Penalty 1053.986959 = -4339935.710087 nChanged 188 SP:Iteration 25Q (2803.244589 sec): 3 clusters Score: Raw -4341112.532469 + Penalty 1053.986959 = -4340058.545510 nChanged 134 SP:Iteration 26Q (2803.375565 sec): 3 clusters Score: Raw -4341209.748271 + Penalty 1053.986959 = -4340155.761312 nChanged 74 SP:Iteration 27Q (2803.507497 sec): 3 clusters Score: Raw -4341255.567630 + Penalty 1053.986959 = -4340201.580671 nChanged 45 SP:Iteration 28Q (2803.625720 sec): 3 clusters Score: Raw -4341284.338073 + Penalty 1053.986959 = -4340230.351114 nChanged 28 SP:Iteration 29Q (2803.762942 sec): 3 clusters Score: Raw -4341301.832909 + Penalty 1053.986959 = -4340247.845950 nChanged 16 SP:Iteration 30Q (2803.891948 sec): 3 clusters Score: Raw -4341308.711205 + Penalty 1053.986959 = -4340254.724246 nChanged 10 SP:Iteration 31Q (2804.027517 sec): 3 clusters Score: Raw -4341313.321917 + Penalty 1053.986959 = -4340259.334958 nChanged 6 SP:Iteration 32Q (2804.144225 sec): 3 clusters Score: Raw -4341316.913140 + Penalty 1053.986959 = -4340262.926181 nChanged 4 SP:Iteration 33Q (2804.287220 sec): 3 clusters Score: Raw -4341320.158412 + Penalty 1053.986959 = -4340266.171453 nChanged 6 SP:Iteration 34Q (2804.422745 sec): 3 clusters Score: Raw -4341328.405361 + Penalty 1053.986959 = -4340274.418403 nChanged 8 SP:Iteration 35Q (2804.533364 sec): 3 clusters Score: Raw -4341334.664152 + Penalty 1053.986959 = -4340280.677193 nChanged 7 SP:Iteration 36Q (2804.652259 sec): 3 clusters Score: Raw -4341338.671906 + Penalty 1053.986959 = -4340284.684947 nChanged 3 SP:Iteration 37Q (2804.788682 sec): 3 clusters Score: Raw -4341340.101513 + Penalty 1053.986959 = -4340286.114554 nChanged 3 SP:Iteration 38Q (2804.911754 sec): 3 clusters Score: Raw -4341342.013401 + Penalty 1053.986959 = -4340288.026442 nChanged 3 SP:Iteration 39Q (2805.043096 sec): 3 clusters Score: Raw -4341344.895970 + Penalty 1053.986959 = -4340290.909011 nChanged 7 SP:Iteration 40F (2805.196688 sec): 3 clusters Score: Raw -4341348.587634 + Penalty 1053.986959 = -4340294.600675 nChanged 2 SP:Iteration 41Q (2805.337253 sec): 3 clusters Score: Raw -4341349.028116 + Penalty 1053.986959 = -4340295.041157 nChanged 1 SP:Iteration 42Q (2805.455973 sec): 3 clusters Score: Raw -4341349.517620 + Penalty 1053.986959 = -4340295.530661 nChanged 0 SP:Iteration 43F (2805.594463 sec): 3 clusters Score: Raw -4341349.517620 + Penalty 1053.986959 = -4340295.530661 nChanged 0 Trying to split cluster 16 (1468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2805.628802 sec): 2 clusters Score: Raw -43367.818884 + Penalty 331.770358 = -43036.048527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2805.667212 sec): 3 clusters Score: Raw -42617.767460 + Penalty 663.540715 = -41954.226745 nChanged 607 SP:Iteration 1F (2805.717997 sec): 3 clusters Score: Raw -43144.587718 + Penalty 663.540715 = -42481.047003 nChanged 158 SP:Iteration 2F (2805.778583 sec): 3 clusters Score: Raw -43278.223891 + Penalty 663.540715 = -42614.683176 nChanged 96 SP:Iteration 3F (2805.815211 sec): 3 clusters Score: Raw -43368.661921 + Penalty 663.540715 = -42705.121206 nChanged 72 SP:Iteration 4Q (2805.869292 sec): 3 clusters Score: Raw -43430.432862 + Penalty 663.540715 = -42766.892147 nChanged 60 SP:Iteration 5Q (2805.910811 sec): 3 clusters Score: Raw -43484.777416 + Penalty 663.540715 = -42821.236701 nChanged 51 SP:Iteration 6Q (2805.963635 sec): 3 clusters Score: Raw -43534.521481 + Penalty 663.540715 = -42870.980766 nChanged 46 SP:Iteration 7Q (2806.014402 sec): 3 clusters Score: Raw -43589.222498 + Penalty 663.540715 = -42925.681783 nChanged 44 SP:Iteration 8Q (2806.054888 sec): 3 clusters Score: Raw -43641.073816 + Penalty 663.540715 = -42977.533101 nChanged 45 SP:Iteration 9Q (2806.095022 sec): 3 clusters Score: Raw -43681.109623 + Penalty 663.540715 = -43017.568908 nChanged 26 SP:Iteration 10Q (2806.151655 sec): 3 clusters Score: Raw -43713.383115 + Penalty 663.540715 = -43049.842400 nChanged 26 SP:Iteration 11Q (2806.200848 sec): 3 clusters Score: Raw -43736.639758 + Penalty 663.540715 = -43073.099043 nChanged 15 SP:Iteration 12Q (2806.244243 sec): 3 clusters Score: Raw -43746.426426 + Penalty 663.540715 = -43082.885710 nChanged 8 SP:Iteration 13Q (2806.293489 sec): 3 clusters Score: Raw -43750.149576 + Penalty 663.540715 = -43086.608860 nChanged 4 SP:Iteration 14Q (2806.340725 sec): 3 clusters Score: Raw -43751.563286 + Penalty 663.540715 = -43088.022571 nChanged 3 SP:Iteration 15Q (2806.384989 sec): 3 clusters Score: Raw -43752.753536 + Penalty 663.540715 = -43089.212821 nChanged 3 SP:Iteration 16Q (2806.428042 sec): 3 clusters Score: Raw -43755.380752 + Penalty 663.540715 = -43091.840037 nChanged 3 SP:Iteration 17Q (2806.466175 sec): 3 clusters Score: Raw -43757.298553 + Penalty 663.540715 = -43093.757838 nChanged 3 SP:Iteration 18Q (2806.504437 sec): 3 clusters Score: Raw -43758.496386 + Penalty 663.540715 = -43094.955671 nChanged 2 SP:Iteration 19Q (2806.544511 sec): 3 clusters Score: Raw -43758.934717 + Penalty 663.540715 = -43095.394002 nChanged 1 SP:Iteration 20F (2806.593186 sec): 3 clusters Score: Raw -43759.214868 + Penalty 663.540715 = -43095.674153 nChanged 1 SP:Iteration 21Q (2806.639837 sec): 3 clusters Score: Raw -43760.116362 + Penalty 663.540715 = -43096.575647 nChanged 1 SP:Iteration 22Q (2806.689915 sec): 3 clusters Score: Raw -43764.250608 + Penalty 663.540715 = -43100.709893 nChanged 6 SP:Iteration 23Q (2806.726985 sec): 3 clusters Score: Raw -43767.859951 + Penalty 663.540715 = -43104.319236 nChanged 3 SP:Iteration 24Q (2806.768688 sec): 3 clusters Score: Raw -43768.705364 + Penalty 663.540715 = -43105.164649 nChanged 1 SP:Iteration 25Q (2806.816447 sec): 3 clusters Score: Raw -43768.932855 + Penalty 663.540715 = -43105.392139 nChanged 0 SP:Iteration 26F (2806.855188 sec): 3 clusters Score: Raw -43768.932855 + Penalty 663.540715 = -43105.392139 nChanged 0 Score: Raw -17397964.087135 + Penalty 26130.771747 = -17371833.315388 Splitting cluster 16 changes total score from -17372010.928543 to -17371833.315388 So it's not getting split. Trying to split cluster 17 (2036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2814.374812 sec): 2 clusters Score: Raw -76310.773937 + Penalty 346.652778 = -75964.121159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2814.421515 sec): 3 clusters Score: Raw -75213.735338 + Penalty 693.305556 = -74520.429782 nChanged 882 SP:Iteration 1F (2814.474131 sec): 3 clusters Score: Raw -75843.569102 + Penalty 693.305556 = -75150.263546 nChanged 190 SP:Iteration 2F (2814.527136 sec): 3 clusters Score: Raw -76010.895989 + Penalty 693.305556 = -75317.590433 nChanged 146 SP:Iteration 3F (2814.576308 sec): 3 clusters Score: Raw -76120.697448 + Penalty 693.305556 = -75427.391892 nChanged 103 SP:Iteration 4F (2814.620657 sec): 3 clusters Score: Raw -76195.834619 + Penalty 693.305556 = -75502.529063 nChanged 90 SP:Iteration 5Q (2814.653301 sec): 3 clusters Score: Raw -76266.370560 + Penalty 693.305556 = -75573.065004 nChanged 77 SP:Iteration 6Q (2814.716683 sec): 3 clusters Score: Raw -76320.196855 + Penalty 693.305556 = -75626.891298 nChanged 60 SP:Iteration 7Q (2814.751478 sec): 3 clusters Score: Raw -76357.175336 + Penalty 693.305556 = -75663.869780 nChanged 40 SP:Iteration 8Q (2814.802204 sec): 3 clusters Score: Raw -76376.324885 + Penalty 693.305556 = -75683.019329 nChanged 28 SP:Iteration 9Q (2814.851438 sec): 3 clusters Score: Raw -76388.234835 + Penalty 693.305556 = -75694.929278 nChanged 27 SP:Iteration 10Q (2814.909172 sec): 3 clusters Score: Raw -76394.634585 + Penalty 693.305556 = -75701.329029 nChanged 10 SP:Iteration 11Q (2814.957560 sec): 3 clusters Score: Raw -76396.961075 + Penalty 693.305556 = -75703.655518 nChanged 10 SP:Iteration 12Q (2815.002574 sec): 3 clusters Score: Raw -76399.034364 + Penalty 693.305556 = -75705.728808 nChanged 9 SP:Iteration 13Q (2815.052882 sec): 3 clusters Score: Raw -76400.803890 + Penalty 693.305556 = -75707.498334 nChanged 9 SP:Iteration 14Q (2815.101997 sec): 3 clusters Score: Raw -76402.287028 + Penalty 693.305556 = -75708.981472 nChanged 6 SP:Iteration 15Q (2815.148870 sec): 3 clusters Score: Raw -76402.920530 + Penalty 693.305556 = -75709.614974 nChanged 2 SP:Iteration 16Q (2815.190459 sec): 3 clusters Score: Raw -76403.024532 + Penalty 693.305556 = -75709.718975 nChanged 3 SP:Iteration 17Q (2815.235301 sec): 3 clusters Score: Raw -76403.565711 + Penalty 693.305556 = -75710.260154 nChanged 5 SP:Iteration 18Q (2815.283479 sec): 3 clusters Score: Raw -76405.229554 + Penalty 693.305556 = -75711.923998 nChanged 4 SP:Iteration 19Q (2815.334847 sec): 3 clusters Score: Raw -76406.072135 + Penalty 693.305556 = -75712.766579 nChanged 2 SP:Iteration 20F (2815.384088 sec): 3 clusters Score: Raw -76406.168194 + Penalty 693.305556 = -75712.862638 nChanged 0 Trying to split cluster 18 (9533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2815.426842 sec): 2 clusters Score: Raw -364299.805199 + Penalty 416.894421 = -363882.910778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2815.485670 sec): 3 clusters Score: Raw -358315.993222 + Penalty 833.788842 = -357482.204380 nChanged 4434 SP:Iteration 1F (2815.543773 sec): 3 clusters Score: Raw -361124.743836 + Penalty 833.788842 = -360290.954995 nChanged 698 SP:Iteration 2F (2815.590038 sec): 3 clusters Score: Raw -361630.128635 + Penalty 833.788842 = -360796.339794 nChanged 718 SP:Iteration 3F (2815.646255 sec): 3 clusters Score: Raw -362232.746363 + Penalty 833.788842 = -361398.957522 nChanged 635 SP:Iteration 4F (2815.710456 sec): 3 clusters Score: Raw -362681.783165 + Penalty 833.788842 = -361847.994323 nChanged 538 SP:Iteration 5F (2815.762923 sec): 3 clusters Score: Raw -362996.524908 + Penalty 833.788842 = -362162.736066 nChanged 384 SP:Iteration 6Q (2815.820490 sec): 3 clusters Score: Raw -363168.489310 + Penalty 833.788842 = -362334.700468 nChanged 264 SP:Iteration 7Q (2815.882634 sec): 3 clusters Score: Raw -363255.901153 + Penalty 833.788842 = -362422.112312 nChanged 183 SP:Iteration 8Q (2815.938938 sec): 3 clusters Score: Raw -363298.858158 + Penalty 833.788842 = -362465.069316 nChanged 142 SP:Iteration 9Q (2815.987793 sec): 3 clusters Score: Raw -363327.898236 + Penalty 833.788842 = -362494.109394 nChanged 99 SP:Iteration 10Q (2816.043724 sec): 3 clusters Score: Raw -363349.068402 + Penalty 833.788842 = -362515.279560 nChanged 90 SP:Iteration 11Q (2816.099422 sec): 3 clusters Score: Raw -363366.457234 + Penalty 833.788842 = -362532.668392 nChanged 84 SP:Iteration 12Q (2816.156844 sec): 3 clusters Score: Raw -363381.840276 + Penalty 833.788842 = -362548.051434 nChanged 72 SP:Iteration 13Q (2816.213152 sec): 3 clusters Score: Raw -363394.342551 + Penalty 833.788842 = -362560.553710 nChanged 74 SP:Iteration 14Q (2816.263150 sec): 3 clusters Score: Raw -363409.758258 + Penalty 833.788842 = -362575.969416 nChanged 95 SP:Iteration 15Q (2816.312510 sec): 3 clusters Score: Raw -363425.967007 + Penalty 833.788842 = -362592.178166 nChanged 77 SP:Iteration 16Q (2816.366385 sec): 3 clusters Score: Raw -363440.444812 + Penalty 833.788842 = -362606.655970 nChanged 75 SP:Iteration 17Q (2816.410649 sec): 3 clusters Score: Raw -363455.806733 + Penalty 833.788842 = -362622.017891 nChanged 73 SP:Iteration 18Q (2816.457748 sec): 3 clusters Score: Raw -363470.420966 + Penalty 833.788842 = -362636.632124 nChanged 76 SP:Iteration 19Q (2816.504116 sec): 3 clusters Score: Raw -363483.723029 + Penalty 833.788842 = -362649.934188 nChanged 74 SP:Iteration 20F (2816.549557 sec): 3 clusters Score: Raw -363495.964159 + Penalty 833.788842 = -362662.175318 nChanged 62 SP:Iteration 21Q (2816.599875 sec): 3 clusters Score: Raw -363506.003643 + Penalty 833.788842 = -362672.214801 nChanged 65 SP:Iteration 22Q (2816.647965 sec): 3 clusters Score: Raw -363517.071330 + Penalty 833.788842 = -362683.282489 nChanged 70 SP:Iteration 23Q (2816.702432 sec): 3 clusters Score: Raw -363528.115894 + Penalty 833.788842 = -362694.327052 nChanged 72 SP:Iteration 24Q (2816.743929 sec): 3 clusters Score: Raw -363540.052107 + Penalty 833.788842 = -362706.263266 nChanged 65 SP:Iteration 25Q (2816.793269 sec): 3 clusters Score: Raw -363548.761893 + Penalty 833.788842 = -362714.973051 nChanged 56 SP:Iteration 26Q (2816.860012 sec): 3 clusters Score: Raw -363556.629290 + Penalty 833.788842 = -362722.840448 nChanged 61 SP:Iteration 27Q (2816.910079 sec): 3 clusters Score: Raw -363565.703898 + Penalty 833.788842 = -362731.915057 nChanged 61 SP:Iteration 28Q (2816.951800 sec): 3 clusters Score: Raw -363574.930528 + Penalty 833.788842 = -362741.141687 nChanged 58 SP:Iteration 29Q (2817.002884 sec): 3 clusters Score: Raw -363582.809489 + Penalty 833.788842 = -362749.020647 nChanged 55 SP:Iteration 30Q (2817.055292 sec): 3 clusters Score: Raw -363588.861614 + Penalty 833.788842 = -362755.072773 nChanged 52 SP:Iteration 31Q (2817.111022 sec): 3 clusters Score: Raw -363597.116808 + Penalty 833.788842 = -362763.327966 nChanged 56 SP:Iteration 32Q (2817.163266 sec): 3 clusters Score: Raw -363607.003997 + Penalty 833.788842 = -362773.215155 nChanged 62 SP:Iteration 33Q (2817.220963 sec): 3 clusters Score: Raw -363619.614790 + Penalty 833.788842 = -362785.825948 nChanged 70 SP:Iteration 34Q (2817.271929 sec): 3 clusters Score: Raw -363631.104521 + Penalty 833.788842 = -362797.315679 nChanged 58 SP:Iteration 35Q (2817.316692 sec): 3 clusters Score: Raw -363639.448626 + Penalty 833.788842 = -362805.659785 nChanged 61 SP:Iteration 36Q (2817.374170 sec): 3 clusters Score: Raw -363648.655899 + Penalty 833.788842 = -362814.867057 nChanged 66 SP:Iteration 37Q (2817.437410 sec): 3 clusters Score: Raw -363657.149603 + Penalty 833.788842 = -362823.360762 nChanged 58 SP:Iteration 38Q (2817.479812 sec): 3 clusters Score: Raw -363663.489052 + Penalty 833.788842 = -362829.700210 nChanged 40 SP:Iteration 39Q (2817.545551 sec): 3 clusters Score: Raw -363667.334080 + Penalty 833.788842 = -362833.545239 nChanged 39 SP:Iteration 40F (2817.598465 sec): 3 clusters Score: Raw -363670.976672 + Penalty 833.788842 = -362837.187831 nChanged 36 SP:Iteration 41Q (2817.645642 sec): 3 clusters Score: Raw -363674.078136 + Penalty 833.788842 = -362840.289295 nChanged 27 SP:Iteration 42Q (2817.698416 sec): 3 clusters Score: Raw -363676.878074 + Penalty 833.788842 = -362843.089232 nChanged 41 SP:Iteration 43Q (2817.761725 sec): 3 clusters Score: Raw -363680.585200 + Penalty 833.788842 = -362846.796358 nChanged 32 SP:Iteration 44Q (2817.819772 sec): 3 clusters Score: Raw -363685.718317 + Penalty 833.788842 = -362851.929475 nChanged 41 SP:Iteration 45Q (2817.863197 sec): 3 clusters Score: Raw -363691.099624 + Penalty 833.788842 = -362857.310783 nChanged 47 SP:Iteration 46Q (2817.920942 sec): 3 clusters Score: Raw -363697.656578 + Penalty 833.788842 = -362863.867737 nChanged 51 SP:Iteration 47Q (2817.973676 sec): 3 clusters Score: Raw -363703.418574 + Penalty 833.788842 = -362869.629732 nChanged 41 SP:Iteration 48Q (2818.037403 sec): 3 clusters Score: Raw -363709.055695 + Penalty 833.788842 = -362875.266853 nChanged 30 SP:Iteration 49Q (2818.078853 sec): 3 clusters Score: Raw -363714.383230 + Penalty 833.788842 = -362880.594389 nChanged 36 SP:Iteration 50Q (2818.144115 sec): 3 clusters Score: Raw -363718.053189 + Penalty 833.788842 = -362884.264347 nChanged 33 SP:Iteration 51Q (2818.191529 sec): 3 clusters Score: Raw -363721.496404 + Penalty 833.788842 = -362887.707562 nChanged 39 SP:Iteration 52Q (2818.245465 sec): 3 clusters Score: Raw -363726.286588 + Penalty 833.788842 = -362892.497747 nChanged 47 SP:Iteration 53Q (2818.298364 sec): 3 clusters Score: Raw -363732.056395 + Penalty 833.788842 = -362898.267554 nChanged 40 SP:Iteration 54Q (2818.341951 sec): 3 clusters Score: Raw -363737.399551 + Penalty 833.788842 = -362903.610709 nChanged 47 SP:Iteration 55Q (2818.400018 sec): 3 clusters Score: Raw -363745.022640 + Penalty 833.788842 = -362911.233799 nChanged 49 SP:Iteration 56Q (2818.455606 sec): 3 clusters Score: Raw -363750.632487 + Penalty 833.788842 = -362916.843645 nChanged 44 SP:Iteration 57Q (2818.503351 sec): 3 clusters Score: Raw -363755.995097 + Penalty 833.788842 = -362922.206255 nChanged 39 SP:Iteration 58Q (2818.568897 sec): 3 clusters Score: Raw -363760.410479 + Penalty 833.788842 = -362926.621638 nChanged 35 SP:Iteration 59Q (2818.623837 sec): 3 clusters Score: Raw -363764.096069 + Penalty 833.788842 = -362930.307227 nChanged 36 SP:Iteration 60F (2818.676374 sec): 3 clusters Score: Raw -363767.976621 + Penalty 833.788842 = -362934.187779 nChanged 25 SP:Iteration 61Q (2818.734100 sec): 3 clusters Score: Raw -363770.766585 + Penalty 833.788842 = -362936.977744 nChanged 30 SP:Iteration 62Q (2818.791449 sec): 3 clusters Score: Raw -363773.851770 + Penalty 833.788842 = -362940.062928 nChanged 25 SP:Iteration 63Q (2818.838793 sec): 3 clusters Score: Raw -363776.348212 + Penalty 833.788842 = -362942.559370 nChanged 26 SP:Iteration 64Q (2818.883495 sec): 3 clusters Score: Raw -363778.079585 + Penalty 833.788842 = -362944.290744 nChanged 17 SP:Iteration 65Q (2818.945162 sec): 3 clusters Score: Raw -363778.983900 + Penalty 833.788842 = -362945.195059 nChanged 12 SP:Iteration 66Q (2818.989048 sec): 3 clusters Score: Raw -363780.036754 + Penalty 833.788842 = -362946.247912 nChanged 12 SP:Iteration 67Q (2819.053064 sec): 3 clusters Score: Raw -363781.081989 + Penalty 833.788842 = -362947.293147 nChanged 15 SP:Iteration 68Q (2819.101734 sec): 3 clusters Score: Raw -363781.976345 + Penalty 833.788842 = -362948.187504 nChanged 12 SP:Iteration 69Q (2819.168696 sec): 3 clusters Score: Raw -363783.093649 + Penalty 833.788842 = -362949.304807 nChanged 13 SP:Iteration 70Q (2819.216723 sec): 3 clusters Score: Raw -363783.662155 + Penalty 833.788842 = -362949.873313 nChanged 10 SP:Iteration 71Q (2819.279342 sec): 3 clusters Score: Raw -363784.542419 + Penalty 833.788842 = -362950.753577 nChanged 13 SP:Iteration 72Q (2819.337764 sec): 3 clusters Score: Raw -363785.394639 + Penalty 833.788842 = -362951.605797 nChanged 12 SP:Iteration 73Q (2819.394748 sec): 3 clusters Score: Raw -363786.359017 + Penalty 833.788842 = -362952.570176 nChanged 14 SP:Iteration 74Q (2819.441533 sec): 3 clusters Score: Raw -363787.222502 + Penalty 833.788842 = -362953.433660 nChanged 16 SP:Iteration 75Q (2819.509005 sec): 3 clusters Score: Raw -363788.191753 + Penalty 833.788842 = -362954.402911 nChanged 15 SP:Iteration 76Q (2819.554262 sec): 3 clusters Score: Raw -363788.801873 + Penalty 833.788842 = -362955.013032 nChanged 8 SP:Iteration 77Q (2819.609869 sec): 3 clusters Score: Raw -363789.086794 + Penalty 833.788842 = -362955.297953 nChanged 6 SP:Iteration 78Q (2819.664303 sec): 3 clusters Score: Raw -363789.433988 + Penalty 833.788842 = -362955.645147 nChanged 8 SP:Iteration 79Q (2819.726752 sec): 3 clusters Score: Raw -363790.031098 + Penalty 833.788842 = -362956.242257 nChanged 12 SP:Iteration 80F (2819.777146 sec): 3 clusters Score: Raw -363791.342452 + Penalty 833.788842 = -362957.553610 nChanged 12 SP:Iteration 81Q (2819.831871 sec): 3 clusters Score: Raw -363792.146976 + Penalty 833.788842 = -362958.358134 nChanged 7 SP:Iteration 82Q (2819.895948 sec): 3 clusters Score: Raw -363792.527949 + Penalty 833.788842 = -362958.739108 nChanged 12 SP:Iteration 83Q (2819.942514 sec): 3 clusters Score: Raw -363793.239401 + Penalty 833.788842 = -362959.450559 nChanged 13 SP:Iteration 84Q (2819.998262 sec): 3 clusters Score: Raw -363794.425981 + Penalty 833.788842 = -362960.637140 nChanged 18 SP:Iteration 85Q (2820.057470 sec): 3 clusters Score: Raw -363796.341053 + Penalty 833.788842 = -362962.552212 nChanged 22 SP:Iteration 86Q (2820.120164 sec): 3 clusters Score: Raw -363798.904636 + Penalty 833.788842 = -362965.115794 nChanged 26 SP:Iteration 87Q (2820.165180 sec): 3 clusters Score: Raw -363802.829199 + Penalty 833.788842 = -362969.040357 nChanged 24 SP:Iteration 88Q (2820.233015 sec): 3 clusters Score: Raw -363805.753858 + Penalty 833.788842 = -362971.965017 nChanged 28 SP:Iteration 89Q (2820.278771 sec): 3 clusters Score: Raw -363808.699790 + Penalty 833.788842 = -362974.910949 nChanged 30 SP:Iteration 90Q (2820.344161 sec): 3 clusters Score: Raw -363812.030519 + Penalty 833.788842 = -362978.241677 nChanged 31 SP:Iteration 91Q (2820.393751 sec): 3 clusters Score: Raw -363814.889424 + Penalty 833.788842 = -362981.100583 nChanged 33 SP:Iteration 92Q (2820.446709 sec): 3 clusters Score: Raw -363819.705209 + Penalty 833.788842 = -362985.916367 nChanged 52 SP:Iteration 93Q (2820.488016 sec): 3 clusters Score: Raw -363828.371769 + Penalty 833.788842 = -362994.582927 nChanged 53 SP:Iteration 94Q (2820.540381 sec): 3 clusters Score: Raw -363836.251449 + Penalty 833.788842 = -363002.462608 nChanged 45 SP:Iteration 95Q (2820.591500 sec): 3 clusters Score: Raw -363842.866571 + Penalty 833.788842 = -363009.077729 nChanged 50 SP:Iteration 96Q (2820.643256 sec): 3 clusters Score: Raw -363850.302032 + Penalty 833.788842 = -363016.513190 nChanged 40 SP:Iteration 97Q (2820.701940 sec): 3 clusters Score: Raw -363856.027788 + Penalty 833.788842 = -363022.238946 nChanged 45 SP:Iteration 98Q (2820.757548 sec): 3 clusters Score: Raw -363861.931076 + Penalty 833.788842 = -363028.142234 nChanged 49 SP:Iteration 99Q (2820.808235 sec): 3 clusters Score: Raw -363873.187951 + Penalty 833.788842 = -363039.399110 nChanged 70 SP:Iteration 100F (2820.853551 sec): 3 clusters Score: Raw -363900.772831 + Penalty 833.788842 = -363066.983990 nChanged 107 SP:Iteration 101Q (2820.911613 sec): 3 clusters Score: Raw -363963.148822 + Penalty 833.788842 = -363129.359980 nChanged 113 SP:Iteration 102Q (2820.964440 sec): 3 clusters Score: Raw -364037.987898 + Penalty 833.788842 = -363204.199056 nChanged 119 SP:Iteration 103Q (2821.022766 sec): 3 clusters Score: Raw -364108.158237 + Penalty 833.788842 = -363274.369396 nChanged 115 SP:Iteration 104Q (2821.076953 sec): 3 clusters Score: Raw -364160.735549 + Penalty 833.788842 = -363326.946707 nChanged 98 SP:Iteration 105Q (2821.125621 sec): 3 clusters Score: Raw -364196.980197 + Penalty 833.788842 = -363363.191355 nChanged 105 SP:Iteration 106Q (2821.185340 sec): 3 clusters Score: Raw -364234.886479 + Penalty 833.788842 = -363401.097638 nChanged 88 SP:Iteration 107Q (2821.243196 sec): 3 clusters Score: Raw -364263.349117 + Penalty 833.788842 = -363429.560275 nChanged 78 SP:Iteration 108Q (2821.299961 sec): 3 clusters Score: Raw -364283.989088 + Penalty 833.788842 = -363450.200247 nChanged 88 SP:Iteration 109Q (2821.358733 sec): 3 clusters Score: Raw -364306.542849 + Penalty 833.788842 = -363472.754008 nChanged 75 SP:Iteration 110Q (2821.398441 sec): 3 clusters Score: Raw -364323.569211 + Penalty 833.788842 = -363489.780369 nChanged 60 SP:Iteration 111Q (2821.454804 sec): 3 clusters Score: Raw -364337.557902 + Penalty 833.788842 = -363503.769060 nChanged 68 SP:Iteration 112Q (2821.510742 sec): 3 clusters Score: Raw -364351.239421 + Penalty 833.788842 = -363517.450580 nChanged 67 SP:Iteration 113Q (2821.566632 sec): 3 clusters Score: Raw -364364.774436 + Penalty 833.788842 = -363530.985595 nChanged 50 SP:Iteration 114Q (2821.612570 sec): 3 clusters Score: Raw -364372.790059 + Penalty 833.788842 = -363539.001217 nChanged 39 SP:Iteration 115Q (2821.665601 sec): 3 clusters Score: Raw -364380.208349 + Penalty 833.788842 = -363546.419508 nChanged 48 SP:Iteration 116Q (2821.707765 sec): 3 clusters Score: Raw -364387.319097 + Penalty 833.788842 = -363553.530256 nChanged 41 SP:Iteration 117Q (2821.760349 sec): 3 clusters Score: Raw -364393.560084 + Penalty 833.788842 = -363559.771243 nChanged 41 SP:Iteration 118Q (2821.818534 sec): 3 clusters Score: Raw -364400.165168 + Penalty 833.788842 = -363566.376326 nChanged 46 SP:Iteration 119Q (2821.860229 sec): 3 clusters Score: Raw -364406.943350 + Penalty 833.788842 = -363573.154508 nChanged 41 SP:Iteration 120F (2821.901393 sec): 3 clusters Score: Raw -364413.073118 + Penalty 833.788842 = -363579.284277 nChanged 32 SP:Iteration 121Q (2821.957754 sec): 3 clusters Score: Raw -364418.160981 + Penalty 833.788842 = -363584.372139 nChanged 43 SP:Iteration 122Q (2822.014465 sec): 3 clusters Score: Raw -364424.775752 + Penalty 833.788842 = -363590.986910 nChanged 36 SP:Iteration 123Q (2822.057702 sec): 3 clusters Score: Raw -364430.341917 + Penalty 833.788842 = -363596.553076 nChanged 30 SP:Iteration 124Q (2822.113446 sec): 3 clusters Score: Raw -364434.391427 + Penalty 833.788842 = -363600.602585 nChanged 31 SP:Iteration 125Q (2822.159349 sec): 3 clusters Score: Raw -364438.596309 + Penalty 833.788842 = -363604.807468 nChanged 35 SP:Iteration 126Q (2822.211590 sec): 3 clusters Score: Raw -364443.649770 + Penalty 833.788842 = -363609.860928 nChanged 34 SP:Iteration 127Q (2822.272821 sec): 3 clusters Score: Raw -364448.105556 + Penalty 833.788842 = -363614.316714 nChanged 33 SP:Iteration 128Q (2822.320828 sec): 3 clusters Score: Raw -364453.061577 + Penalty 833.788842 = -363619.272735 nChanged 35 SP:Iteration 129Q (2822.372518 sec): 3 clusters Score: Raw -364458.046159 + Penalty 833.788842 = -363624.257317 nChanged 25 SP:Iteration 130Q (2822.427855 sec): 3 clusters Score: Raw -364460.475187 + Penalty 833.788842 = -363626.686346 nChanged 13 SP:Iteration 131Q (2822.481433 sec): 3 clusters Score: Raw -364461.722285 + Penalty 833.788842 = -363627.933444 nChanged 10 SP:Iteration 132Q (2822.527887 sec): 3 clusters Score: Raw -364462.286519 + Penalty 833.788842 = -363628.497677 nChanged 7 SP:Iteration 133Q (2822.578251 sec): 3 clusters Score: Raw -364462.589719 + Penalty 833.788842 = -363628.800878 nChanged 7 SP:Iteration 134Q (2822.628070 sec): 3 clusters Score: Raw -364462.876530 + Penalty 833.788842 = -363629.087689 nChanged 6 SP:Iteration 135Q (2822.678625 sec): 3 clusters Score: Raw -364463.140428 + Penalty 833.788842 = -363629.351587 nChanged 2 SP:Iteration 136Q (2822.740111 sec): 3 clusters Score: Raw -364463.212358 + Penalty 833.788842 = -363629.423517 nChanged 2 SP:Iteration 137Q (2822.792240 sec): 3 clusters Score: Raw -364463.314214 + Penalty 833.788842 = -363629.525372 nChanged 1 SP:Iteration 138Q (2822.841600 sec): 3 clusters Score: Raw -364463.347668 + Penalty 833.788842 = -363629.558827 nChanged 3 SP:Iteration 139Q (2822.886242 sec): 3 clusters Score: Raw -364463.443187 + Penalty 833.788842 = -363629.654345 nChanged 1 SP:Iteration 140F (2822.936854 sec): 3 clusters Score: Raw -364463.482454 + Penalty 833.788842 = -363629.693612 nChanged 4 SP:Iteration 141Q (2822.989811 sec): 3 clusters Score: Raw -364463.687580 + Penalty 833.788842 = -363629.898738 nChanged 0 SP:Iteration 142F (2823.058090 sec): 3 clusters Score: Raw -364463.687580 + Penalty 833.788842 = -363629.898738 nChanged 0 Trying to split cluster 19 (5177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2823.083888 sec): 2 clusters Score: Raw -217690.068560 + Penalty 389.115136 = -217300.953423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2823.134075 sec): 3 clusters Score: Raw -214692.070083 + Penalty 778.230273 = -213913.839810 nChanged 2360 SP:Iteration 1F (2823.180455 sec): 3 clusters Score: Raw -216138.292881 + Penalty 778.230273 = -215360.062609 nChanged 408 SP:Iteration 2F (2823.232517 sec): 3 clusters Score: Raw -216384.332581 + Penalty 778.230273 = -215606.102309 nChanged 377 SP:Iteration 3F (2823.287192 sec): 3 clusters Score: Raw -216593.540941 + Penalty 778.230273 = -215815.310668 nChanged 324 SP:Iteration 4F (2823.326645 sec): 3 clusters Score: Raw -216794.609535 + Penalty 778.230273 = -216016.379262 nChanged 269 SP:Iteration 5F (2823.379792 sec): 3 clusters Score: Raw -216971.362486 + Penalty 778.230273 = -216193.132213 nChanged 239 SP:Iteration 6Q (2823.427753 sec): 3 clusters Score: Raw -217129.243068 + Penalty 778.230273 = -216351.012796 nChanged 212 SP:Iteration 7Q (2823.473974 sec): 3 clusters Score: Raw -217272.887033 + Penalty 778.230273 = -216494.656761 nChanged 172 SP:Iteration 8Q (2823.525685 sec): 3 clusters Score: Raw -217397.702184 + Penalty 778.230273 = -216619.471912 nChanged 156 SP:Iteration 9Q (2823.572105 sec): 3 clusters Score: Raw -217520.881602 + Penalty 778.230273 = -216742.651330 nChanged 108 SP:Iteration 10Q (2823.615363 sec): 3 clusters Score: Raw -217603.700417 + Penalty 778.230273 = -216825.470145 nChanged 74 SP:Iteration 11Q (2823.668628 sec): 3 clusters Score: Raw -217664.632525 + Penalty 778.230273 = -216886.402253 nChanged 54 SP:Iteration 12Q (2823.718010 sec): 3 clusters Score: Raw -217708.706431 + Penalty 778.230273 = -216930.476159 nChanged 50 SP:Iteration 13Q (2823.772384 sec): 3 clusters Score: Raw -217748.273223 + Penalty 778.230273 = -216970.042951 nChanged 32 SP:Iteration 14Q (2823.824046 sec): 3 clusters Score: Raw -217771.098735 + Penalty 778.230273 = -216992.868463 nChanged 20 SP:Iteration 15Q (2823.875401 sec): 3 clusters Score: Raw -217784.087339 + Penalty 778.230273 = -217005.857067 nChanged 20 SP:Iteration 16Q (2823.919179 sec): 3 clusters Score: Raw -217795.466540 + Penalty 778.230273 = -217017.236268 nChanged 13 SP:Iteration 17Q (2823.965183 sec): 3 clusters Score: Raw -217803.385970 + Penalty 778.230273 = -217025.155697 nChanged 11 SP:Iteration 18Q (2824.026711 sec): 3 clusters Score: Raw -217811.138367 + Penalty 778.230273 = -217032.908094 nChanged 9 SP:Iteration 19Q (2824.066021 sec): 3 clusters Score: Raw -217818.275283 + Penalty 778.230273 = -217040.045010 nChanged 8 SP:Iteration 20F (2824.117530 sec): 3 clusters Score: Raw -217823.269329 + Penalty 778.230273 = -217045.039057 nChanged 8 SP:Iteration 21Q (2824.176229 sec): 3 clusters Score: Raw -217828.615116 + Penalty 778.230273 = -217050.384843 nChanged 5 SP:Iteration 22Q (2824.224523 sec): 3 clusters Score: Raw -217832.517064 + Penalty 778.230273 = -217054.286792 nChanged 4 SP:Iteration 23Q (2824.271712 sec): 3 clusters Score: Raw -217833.962202 + Penalty 778.230273 = -217055.731930 nChanged 3 SP:Iteration 24Q (2824.318518 sec): 3 clusters Score: Raw -217834.973813 + Penalty 778.230273 = -217056.743541 nChanged 2 SP:Iteration 25Q (2824.367200 sec): 3 clusters Score: Raw -217835.273199 + Penalty 778.230273 = -217057.042926 nChanged 1 SP:Iteration 26Q (2824.404012 sec): 3 clusters Score: Raw -217835.924443 + Penalty 778.230273 = -217057.694170 nChanged 1 SP:Iteration 27Q (2824.467487 sec): 3 clusters Score: Raw -217836.655958 + Penalty 778.230273 = -217058.425685 nChanged 2 SP:Iteration 28Q (2824.519998 sec): 3 clusters Score: Raw -217837.119550 + Penalty 778.230273 = -217058.889277 nChanged 0 SP:Iteration 29F (2824.570235 sec): 3 clusters Score: Raw -217837.119550 + Penalty 778.230273 = -217058.889277 nChanged 0 Trying to split cluster 20 (2449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2824.599109 sec): 2 clusters Score: Raw -88887.671826 + Penalty 355.056295 = -88532.615531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2824.635656 sec): 3 clusters Score: Raw -87504.582217 + Penalty 710.112590 = -86794.469627 nChanged 1074 SP:Iteration 1F (2824.684818 sec): 3 clusters Score: Raw -88227.907557 + Penalty 710.112590 = -87517.794967 nChanged 266 SP:Iteration 2F (2824.730038 sec): 3 clusters Score: Raw -88525.625486 + Penalty 710.112590 = -87815.512896 nChanged 269 SP:Iteration 3F (2824.775271 sec): 3 clusters Score: Raw -88868.701944 + Penalty 710.112590 = -88158.589354 nChanged 223 SP:Iteration 4F (2824.830560 sec): 3 clusters Score: Raw -89148.763749 + Penalty 710.112590 = -88438.651158 nChanged 141 SP:Iteration 5F (2824.865965 sec): 3 clusters Score: Raw -89331.163533 + Penalty 710.112590 = -88621.050943 nChanged 93 SP:Iteration 6Q (2824.913931 sec): 3 clusters Score: Raw -89441.084286 + Penalty 710.112590 = -88730.971696 nChanged 66 SP:Iteration 7Q (2824.965585 sec): 3 clusters Score: Raw -89493.808650 + Penalty 710.112590 = -88783.696060 nChanged 36 SP:Iteration 8Q (2825.004403 sec): 3 clusters Score: Raw -89518.956107 + Penalty 710.112590 = -88808.843516 nChanged 33 SP:Iteration 9Q (2825.047674 sec): 3 clusters Score: Raw -89536.893527 + Penalty 710.112590 = -88826.780937 nChanged 30 SP:Iteration 10Q (2825.098974 sec): 3 clusters Score: Raw -89549.301326 + Penalty 710.112590 = -88839.188736 nChanged 18 SP:Iteration 11Q (2825.155615 sec): 3 clusters Score: Raw -89559.096094 + Penalty 710.112590 = -88848.983504 nChanged 17 SP:Iteration 12Q (2825.194214 sec): 3 clusters Score: Raw -89571.912404 + Penalty 710.112590 = -88861.799814 nChanged 13 SP:Iteration 13Q (2825.246344 sec): 3 clusters Score: Raw -89589.055111 + Penalty 710.112590 = -88878.942521 nChanged 18 SP:Iteration 14Q (2825.292176 sec): 3 clusters Score: Raw -89607.287364 + Penalty 710.112590 = -88897.174774 nChanged 12 SP:Iteration 15Q (2825.340338 sec): 3 clusters Score: Raw -89612.300424 + Penalty 710.112590 = -88902.187834 nChanged 10 SP:Iteration 16Q (2825.381865 sec): 3 clusters Score: Raw -89620.815610 + Penalty 710.112590 = -88910.703020 nChanged 11 SP:Iteration 17Q (2825.440992 sec): 3 clusters Score: Raw -89639.349169 + Penalty 710.112590 = -88929.236579 nChanged 10 SP:Iteration 18Q (2825.485103 sec): 3 clusters Score: Raw -89651.723352 + Penalty 710.112590 = -88941.610762 nChanged 10 SP:Iteration 19Q (2825.541731 sec): 3 clusters Score: Raw -89657.100090 + Penalty 710.112590 = -88946.987499 nChanged 4 SP:Iteration 20F (2825.577901 sec): 3 clusters Score: Raw -89657.890197 + Penalty 710.112590 = -88947.777607 nChanged 0 Score: Raw -17398333.191535 + Penalty 26130.771747 = -17372202.419788 Splitting cluster 20 changes total score from -17372010.928543 to -17372202.419788 So it's getting split into cluster 44. Trying to split cluster 21 (5933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2832.845290 sec): 2 clusters Score: Raw -232074.128254 + Penalty 395.316980 = -231678.811274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2832.895474 sec): 3 clusters Score: Raw -228519.438100 + Penalty 790.633959 = -227728.804140 nChanged 2648 SP:Iteration 1F (2832.948936 sec): 3 clusters Score: Raw -230134.635764 + Penalty 790.633959 = -229344.001805 nChanged 416 SP:Iteration 2F (2833.000916 sec): 3 clusters Score: Raw -230346.886086 + Penalty 790.633959 = -229556.252127 nChanged 381 SP:Iteration 3F (2833.051459 sec): 3 clusters Score: Raw -230574.116132 + Penalty 790.633959 = -229783.482173 nChanged 358 SP:Iteration 4F (2833.096451 sec): 3 clusters Score: Raw -230802.853537 + Penalty 790.633959 = -230012.219578 nChanged 382 SP:Iteration 5F (2833.145612 sec): 3 clusters Score: Raw -231092.780283 + Penalty 790.633959 = -230302.146324 nChanged 374 SP:Iteration 6F (2833.191372 sec): 3 clusters Score: Raw -231398.124252 + Penalty 790.633959 = -230607.490293 nChanged 315 SP:Iteration 7F (2833.246134 sec): 3 clusters Score: Raw -231686.604781 + Penalty 790.633959 = -230895.970822 nChanged 228 SP:Iteration 8Q (2833.292357 sec): 3 clusters Score: Raw -231909.846140 + Penalty 790.633959 = -231119.212180 nChanged 121 SP:Iteration 9Q (2833.333341 sec): 3 clusters Score: Raw -232025.196305 + Penalty 790.633959 = -231234.562346 nChanged 55 SP:Iteration 10Q (2833.382900 sec): 3 clusters Score: Raw -232066.011170 + Penalty 790.633959 = -231275.377211 nChanged 22 SP:Iteration 11Q (2833.436857 sec): 3 clusters Score: Raw -232082.085808 + Penalty 790.633959 = -231291.451849 nChanged 15 SP:Iteration 12Q (2833.488413 sec): 3 clusters Score: Raw -232097.428528 + Penalty 790.633959 = -231306.794569 nChanged 5 SP:Iteration 13Q (2833.538904 sec): 3 clusters Score: Raw -232102.055019 + Penalty 790.633959 = -231311.421059 nChanged 4 SP:Iteration 14Q (2833.599420 sec): 3 clusters Score: Raw -232107.295586 + Penalty 790.633959 = -231316.661627 nChanged 5 SP:Iteration 15Q (2833.647997 sec): 3 clusters Score: Raw -232114.022883 + Penalty 790.633959 = -231323.388924 nChanged 9 SP:Iteration 16Q (2833.696126 sec): 3 clusters Score: Raw -232123.693071 + Penalty 790.633959 = -231333.059112 nChanged 4 SP:Iteration 17Q (2833.743018 sec): 3 clusters Score: Raw -232129.900219 + Penalty 790.633959 = -231339.266260 nChanged 1 SP:Iteration 18Q (2833.776817 sec): 3 clusters Score: Raw -232130.889009 + Penalty 790.633959 = -231340.255050 nChanged 0 SP:Iteration 19F (2833.819733 sec): 3 clusters Score: Raw -232130.889009 + Penalty 790.633959 = -231340.255050 nChanged 0 Trying to split cluster 22 (4730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2833.858880 sec): 2 clusters Score: Raw -184283.165355 + Penalty 385.006462 = -183898.158893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2833.896365 sec): 3 clusters Score: Raw -181486.349034 + Penalty 770.012924 = -180716.336110 nChanged 2144 SP:Iteration 1F (2833.936563 sec): 3 clusters Score: Raw -183083.341727 + Penalty 770.012924 = -182313.328803 nChanged 437 SP:Iteration 2F (2833.998402 sec): 3 clusters Score: Raw -183388.467406 + Penalty 770.012924 = -182618.454482 nChanged 367 SP:Iteration 3F (2834.045520 sec): 3 clusters Score: Raw -183614.420516 + Penalty 770.012924 = -182844.407592 nChanged 254 SP:Iteration 4F (2834.087327 sec): 3 clusters Score: Raw -183786.335228 + Penalty 770.012924 = -183016.322304 nChanged 212 SP:Iteration 5Q (2834.128988 sec): 3 clusters Score: Raw -183935.743319 + Penalty 770.012924 = -183165.730395 nChanged 166 SP:Iteration 6Q (2834.170810 sec): 3 clusters Score: Raw -184051.649669 + Penalty 770.012924 = -183281.636745 nChanged 116 SP:Iteration 7Q (2834.219779 sec): 3 clusters Score: Raw -184119.350583 + Penalty 770.012924 = -183349.337659 nChanged 91 SP:Iteration 8Q (2834.260448 sec): 3 clusters Score: Raw -184168.844955 + Penalty 770.012924 = -183398.832031 nChanged 92 SP:Iteration 9Q (2834.303420 sec): 3 clusters Score: Raw -184213.364255 + Penalty 770.012924 = -183443.351332 nChanged 67 SP:Iteration 10Q (2834.352031 sec): 3 clusters Score: Raw -184246.518909 + Penalty 770.012924 = -183476.505985 nChanged 57 SP:Iteration 11Q (2834.400153 sec): 3 clusters Score: Raw -184278.166437 + Penalty 770.012924 = -183508.153514 nChanged 57 SP:Iteration 12Q (2834.443809 sec): 3 clusters Score: Raw -184306.036421 + Penalty 770.012924 = -183536.023497 nChanged 44 SP:Iteration 13Q (2834.492651 sec): 3 clusters Score: Raw -184324.149357 + Penalty 770.012924 = -183554.136433 nChanged 27 SP:Iteration 14Q (2834.544038 sec): 3 clusters Score: Raw -184335.351586 + Penalty 770.012924 = -183565.338662 nChanged 22 SP:Iteration 15Q (2834.577750 sec): 3 clusters Score: Raw -184346.580097 + Penalty 770.012924 = -183576.567174 nChanged 34 SP:Iteration 16Q (2834.624722 sec): 3 clusters Score: Raw -184366.598467 + Penalty 770.012924 = -183596.585543 nChanged 36 SP:Iteration 17Q (2834.673799 sec): 3 clusters Score: Raw -184383.089157 + Penalty 770.012924 = -183613.076233 nChanged 24 SP:Iteration 18Q (2834.719681 sec): 3 clusters Score: Raw -184393.625609 + Penalty 770.012924 = -183623.612686 nChanged 20 SP:Iteration 19Q (2834.765300 sec): 3 clusters Score: Raw -184402.032435 + Penalty 770.012924 = -183632.019512 nChanged 14 SP:Iteration 20F (2834.807091 sec): 3 clusters Score: Raw -184407.698522 + Penalty 770.012924 = -183637.685598 nChanged 10 SP:Iteration 21Q (2834.840198 sec): 3 clusters Score: Raw -184412.758243 + Penalty 770.012924 = -183642.745319 nChanged 14 SP:Iteration 22Q (2834.888326 sec): 3 clusters Score: Raw -184418.913559 + Penalty 770.012924 = -183648.900636 nChanged 9 SP:Iteration 23Q (2834.940568 sec): 3 clusters Score: Raw -184424.643712 + Penalty 770.012924 = -183654.630788 nChanged 9 SP:Iteration 24Q (2834.980478 sec): 3 clusters Score: Raw -184431.275238 + Penalty 770.012924 = -183661.262314 nChanged 14 SP:Iteration 25Q (2835.034742 sec): 3 clusters Score: Raw -184437.419186 + Penalty 770.012924 = -183667.406262 nChanged 8 SP:Iteration 26Q (2835.073329 sec): 3 clusters Score: Raw -184440.987270 + Penalty 770.012924 = -183670.974346 nChanged 6 SP:Iteration 27Q (2835.115210 sec): 3 clusters Score: Raw -184443.405068 + Penalty 770.012924 = -183673.392145 nChanged 2 SP:Iteration 28Q (2835.156808 sec): 3 clusters Score: Raw -184443.792652 + Penalty 770.012924 = -183673.779728 nChanged 3 SP:Iteration 29Q (2835.201655 sec): 3 clusters Score: Raw -184444.557953 + Penalty 770.012924 = -183674.545029 nChanged 1 SP:Iteration 30Q (2835.250729 sec): 3 clusters Score: Raw -184445.194276 + Penalty 770.012924 = -183675.181352 nChanged 1 SP:Iteration 31Q (2835.296501 sec): 3 clusters Score: Raw -184445.318786 + Penalty 770.012924 = -183675.305862 nChanged 0 SP:Iteration 32F (2835.336047 sec): 3 clusters Score: Raw -184445.318786 + Penalty 770.012924 = -183675.305862 nChanged 0 Trying to split cluster 23 (6546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2835.369757 sec): 2 clusters Score: Raw -274564.939946 + Penalty 399.790730 = -274165.149216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2835.413209 sec): 3 clusters Score: Raw -270543.208400 + Penalty 799.581460 = -269743.626940 nChanged 2993 SP:Iteration 1F (2835.470414 sec): 3 clusters Score: Raw -272275.997715 + Penalty 799.581460 = -271476.416255 nChanged 397 SP:Iteration 2F (2835.513748 sec): 3 clusters Score: Raw -272470.499942 + Penalty 799.581460 = -271670.918481 nChanged 390 SP:Iteration 3F (2835.567574 sec): 3 clusters Score: Raw -272683.633040 + Penalty 799.581460 = -271884.051579 nChanged 409 SP:Iteration 4F (2835.621103 sec): 3 clusters Score: Raw -272904.680331 + Penalty 799.581460 = -272105.098870 nChanged 365 SP:Iteration 5F (2835.672719 sec): 3 clusters Score: Raw -273103.310848 + Penalty 799.581460 = -272303.729387 nChanged 354 SP:Iteration 6F (2835.725074 sec): 3 clusters Score: Raw -273323.074016 + Penalty 799.581460 = -272523.492556 nChanged 332 SP:Iteration 7F (2835.778983 sec): 3 clusters Score: Raw -273512.294896 + Penalty 799.581460 = -272712.713436 nChanged 283 SP:Iteration 8Q (2835.832206 sec): 3 clusters Score: Raw -273664.947015 + Penalty 799.581460 = -272865.365555 nChanged 228 SP:Iteration 9Q (2835.885136 sec): 3 clusters Score: Raw -273781.316316 + Penalty 799.581460 = -272981.734855 nChanged 193 SP:Iteration 10Q (2835.937092 sec): 3 clusters Score: Raw -273886.123021 + Penalty 799.581460 = -273086.541561 nChanged 189 SP:Iteration 11Q (2835.995161 sec): 3 clusters Score: Raw -273973.980801 + Penalty 799.581460 = -273174.399341 nChanged 166 SP:Iteration 12Q (2836.047823 sec): 3 clusters Score: Raw -274052.131775 + Penalty 799.581460 = -273252.550315 nChanged 156 SP:Iteration 13Q (2836.092278 sec): 3 clusters Score: Raw -274131.740043 + Penalty 799.581460 = -273332.158583 nChanged 153 SP:Iteration 14Q (2836.148794 sec): 3 clusters Score: Raw -274208.657016 + Penalty 799.581460 = -273409.075556 nChanged 140 SP:Iteration 15Q (2836.198722 sec): 3 clusters Score: Raw -274288.012569 + Penalty 799.581460 = -273488.431109 nChanged 142 SP:Iteration 16Q (2836.258892 sec): 3 clusters Score: Raw -274381.591547 + Penalty 799.581460 = -273582.010086 nChanged 115 SP:Iteration 17Q (2836.309895 sec): 3 clusters Score: Raw -274454.319392 + Penalty 799.581460 = -273654.737932 nChanged 83 SP:Iteration 18Q (2836.360961 sec): 3 clusters Score: Raw -274501.333209 + Penalty 799.581460 = -273701.751748 nChanged 56 SP:Iteration 19Q (2836.413880 sec): 3 clusters Score: Raw -274534.923954 + Penalty 799.581460 = -273735.342493 nChanged 42 SP:Iteration 20F (2836.460223 sec): 3 clusters Score: Raw -274558.946271 + Penalty 799.581460 = -273759.364811 nChanged 27 SP:Iteration 21Q (2836.509158 sec): 3 clusters Score: Raw -274574.342848 + Penalty 799.581460 = -273774.761388 nChanged 19 SP:Iteration 22Q (2836.562686 sec): 3 clusters Score: Raw -274585.913828 + Penalty 799.581460 = -273786.332367 nChanged 11 SP:Iteration 23Q (2836.610632 sec): 3 clusters Score: Raw -274590.464959 + Penalty 799.581460 = -273790.883499 nChanged 9 SP:Iteration 24Q (2836.662848 sec): 3 clusters Score: Raw -274596.605291 + Penalty 799.581460 = -273797.023831 nChanged 9 SP:Iteration 25Q (2836.710526 sec): 3 clusters Score: Raw -274600.610504 + Penalty 799.581460 = -273801.029044 nChanged 3 SP:Iteration 26Q (2836.769802 sec): 3 clusters Score: Raw -274602.101466 + Penalty 799.581460 = -273802.520005 nChanged 0 SP:Iteration 27F (2836.815013 sec): 3 clusters Score: Raw -274602.101466 + Penalty 799.581460 = -273802.520005 nChanged 0 Trying to split cluster 24 (13914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2836.853961 sec): 2 clusters Score: Raw -593781.251815 + Penalty 434.099612 = -593347.152204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2836.914819 sec): 3 clusters Score: Raw -584856.917852 + Penalty 868.199223 = -583988.718629 nChanged 6663 SP:Iteration 1F (2836.973480 sec): 3 clusters Score: Raw -588635.145170 + Penalty 868.199223 = -587766.945947 nChanged 935 SP:Iteration 2F (2837.036279 sec): 3 clusters Score: Raw -589170.083585 + Penalty 868.199223 = -588301.884361 nChanged 1080 SP:Iteration 3F (2837.086456 sec): 3 clusters Score: Raw -589858.502891 + Penalty 868.199223 = -588990.303668 nChanged 1051 SP:Iteration 4F (2837.153357 sec): 3 clusters Score: Raw -590583.708111 + Penalty 868.199223 = -589715.508887 nChanged 983 SP:Iteration 5F (2837.200150 sec): 3 clusters Score: Raw -591354.745141 + Penalty 868.199223 = -590486.545918 nChanged 871 SP:Iteration 6F (2837.266467 sec): 3 clusters Score: Raw -591981.790056 + Penalty 868.199223 = -591113.590833 nChanged 577 SP:Iteration 7Q (2837.317949 sec): 3 clusters Score: Raw -592363.306241 + Penalty 868.199223 = -591495.107017 nChanged 413 SP:Iteration 8Q (2837.385116 sec): 3 clusters Score: Raw -592616.342104 + Penalty 868.199223 = -591748.142880 nChanged 310 SP:Iteration 9Q (2837.442154 sec): 3 clusters Score: Raw -592774.993771 + Penalty 868.199223 = -591906.794547 nChanged 247 SP:Iteration 10Q (2837.501767 sec): 3 clusters Score: Raw -592882.040588 + Penalty 868.199223 = -592013.841364 nChanged 210 SP:Iteration 11Q (2837.550831 sec): 3 clusters Score: Raw -592963.976656 + Penalty 868.199223 = -592095.777433 nChanged 201 SP:Iteration 12Q (2837.612092 sec): 3 clusters Score: Raw -593039.357146 + Penalty 868.199223 = -592171.157923 nChanged 215 SP:Iteration 13Q (2837.675482 sec): 3 clusters Score: Raw -593122.215128 + Penalty 868.199223 = -592254.015904 nChanged 205 SP:Iteration 14Q (2837.734303 sec): 3 clusters Score: Raw -593202.015857 + Penalty 868.199223 = -592333.816633 nChanged 202 SP:Iteration 15Q (2837.797812 sec): 3 clusters Score: Raw -593280.604093 + Penalty 868.199223 = -592412.404869 nChanged 195 SP:Iteration 16Q (2837.846619 sec): 3 clusters Score: Raw -593364.148061 + Penalty 868.199223 = -592495.948838 nChanged 171 SP:Iteration 17Q (2837.897635 sec): 3 clusters Score: Raw -593441.695147 + Penalty 868.199223 = -592573.495924 nChanged 167 SP:Iteration 18Q (2837.957413 sec): 3 clusters Score: Raw -593508.646592 + Penalty 868.199223 = -592640.447369 nChanged 139 SP:Iteration 19Q (2838.011504 sec): 3 clusters Score: Raw -593562.125069 + Penalty 868.199223 = -592693.925846 nChanged 119 SP:Iteration 20F (2838.069922 sec): 3 clusters Score: Raw -593609.932394 + Penalty 868.199223 = -592741.733171 nChanged 115 SP:Iteration 21Q (2838.128436 sec): 3 clusters Score: Raw -593662.747012 + Penalty 868.199223 = -592794.547788 nChanged 97 SP:Iteration 22Q (2838.187984 sec): 3 clusters Score: Raw -593702.134296 + Penalty 868.199223 = -592833.935073 nChanged 87 SP:Iteration 23Q (2838.244852 sec): 3 clusters Score: Raw -593734.769516 + Penalty 868.199223 = -592866.570292 nChanged 73 SP:Iteration 24Q (2838.300998 sec): 3 clusters Score: Raw -593762.827068 + Penalty 868.199223 = -592894.627845 nChanged 55 SP:Iteration 25Q (2838.357224 sec): 3 clusters Score: Raw -593780.219558 + Penalty 868.199223 = -592912.020335 nChanged 45 SP:Iteration 26Q (2838.412600 sec): 3 clusters Score: Raw -593794.936642 + Penalty 868.199223 = -592926.737419 nChanged 45 SP:Iteration 27Q (2838.469375 sec): 3 clusters Score: Raw -593810.268624 + Penalty 868.199223 = -592942.069400 nChanged 42 SP:Iteration 28Q (2838.529363 sec): 3 clusters Score: Raw -593822.275400 + Penalty 868.199223 = -592954.076176 nChanged 30 SP:Iteration 29Q (2838.586772 sec): 3 clusters Score: Raw -593829.409666 + Penalty 868.199223 = -592961.210443 nChanged 16 SP:Iteration 30Q (2838.645820 sec): 3 clusters Score: Raw -593834.344180 + Penalty 868.199223 = -592966.144956 nChanged 20 SP:Iteration 31Q (2838.703796 sec): 3 clusters Score: Raw -593841.803856 + Penalty 868.199223 = -592973.604632 nChanged 20 SP:Iteration 32Q (2838.761669 sec): 3 clusters Score: Raw -593848.962593 + Penalty 868.199223 = -592980.763370 nChanged 12 SP:Iteration 33Q (2838.819627 sec): 3 clusters Score: Raw -593855.099292 + Penalty 868.199223 = -592986.900069 nChanged 14 SP:Iteration 34Q (2838.875489 sec): 3 clusters Score: Raw -593861.257751 + Penalty 868.199223 = -592993.058528 nChanged 8 SP:Iteration 35Q (2838.939230 sec): 3 clusters Score: Raw -593864.493411 + Penalty 868.199223 = -592996.294188 nChanged 9 SP:Iteration 36Q (2838.981864 sec): 3 clusters Score: Raw -593866.908086 + Penalty 868.199223 = -592998.708863 nChanged 8 SP:Iteration 37Q (2839.033725 sec): 3 clusters Score: Raw -593869.277096 + Penalty 868.199223 = -593001.077873 nChanged 12 SP:Iteration 38Q (2839.090676 sec): 3 clusters Score: Raw -593873.945440 + Penalty 868.199223 = -593005.746217 nChanged 10 SP:Iteration 39Q (2839.145079 sec): 3 clusters Score: Raw -593875.951776 + Penalty 868.199223 = -593007.752552 nChanged 4 SP:Iteration 40F (2839.196890 sec): 3 clusters Score: Raw -593876.887967 + Penalty 868.199223 = -593008.688743 nChanged 3 SP:Iteration 41Q (2839.256865 sec): 3 clusters Score: Raw -593877.929019 + Penalty 868.199223 = -593009.729796 nChanged 3 SP:Iteration 42Q (2839.307853 sec): 3 clusters Score: Raw -593879.489230 + Penalty 868.199223 = -593011.290007 nChanged 4 SP:Iteration 43Q (2839.373934 sec): 3 clusters Score: Raw -593880.755720 + Penalty 868.199223 = -593012.556497 nChanged 0 SP:Iteration 44F (2839.419909 sec): 3 clusters Score: Raw -593880.755720 + Penalty 868.199223 = -593012.556497 nChanged 0 Trying to split cluster 25 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2839.436116 sec): 2 clusters Score: Raw -17397.369914 + Penalty 281.845445 = -17115.524469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2839.472275 sec): 3 clusters Score: Raw -17243.877610 + Penalty 563.690891 = -16680.186719 nChanged 174 SP:Iteration 1F (2839.499652 sec): 3 clusters Score: Raw -17390.839203 + Penalty 563.690891 = -16827.148313 nChanged 49 SP:Iteration 2F (2839.542534 sec): 3 clusters Score: Raw -17442.065237 + Penalty 563.690891 = -16878.374346 nChanged 26 SP:Iteration 3F (2839.577759 sec): 3 clusters Score: Raw -17462.887236 + Penalty 563.690891 = -16899.196346 nChanged 12 SP:Iteration 4Q (2839.612535 sec): 3 clusters Score: Raw -17470.173328 + Penalty 563.690891 = -16906.482437 nChanged 10 SP:Iteration 5Q (2839.647665 sec): 3 clusters Score: Raw -17477.893349 + Penalty 563.690891 = -16914.202458 nChanged 11 SP:Iteration 6Q (2839.683722 sec): 3 clusters Score: Raw -17483.020931 + Penalty 563.690891 = -16919.330040 nChanged 5 SP:Iteration 7Q (2839.717851 sec): 3 clusters Score: Raw -17484.968185 + Penalty 563.690891 = -16921.277295 nChanged 2 SP:Iteration 8Q (2839.756196 sec): 3 clusters Score: Raw -17485.886036 + Penalty 563.690891 = -16922.195145 nChanged 4 SP:Iteration 9Q (2839.805622 sec): 3 clusters Score: Raw -17488.286631 + Penalty 563.690891 = -16924.595740 nChanged 7 SP:Iteration 10Q (2839.842376 sec): 3 clusters Score: Raw -17492.908926 + Penalty 563.690891 = -16929.218036 nChanged 8 SP:Iteration 11Q (2839.882701 sec): 3 clusters Score: Raw -17499.153438 + Penalty 563.690891 = -16935.462547 nChanged 10 SP:Iteration 12Q (2839.921021 sec): 3 clusters Score: Raw -17510.088566 + Penalty 563.690891 = -16946.397676 nChanged 10 SP:Iteration 13Q (2839.955395 sec): 3 clusters Score: Raw -17524.375227 + Penalty 563.690891 = -16960.684337 nChanged 9 SP:Iteration 14Q (2840.001069 sec): 3 clusters Score: Raw -17535.932727 + Penalty 563.690891 = -16972.241836 nChanged 7 SP:Iteration 15Q (2840.037836 sec): 3 clusters Score: Raw -17546.790729 + Penalty 563.690891 = -16983.099839 nChanged 11 SP:Iteration 16Q (2840.075618 sec): 3 clusters Score: Raw -17560.341329 + Penalty 563.690891 = -16996.650438 nChanged 11 SP:Iteration 17Q (2840.108526 sec): 3 clusters Score: Raw -17571.431690 + Penalty 563.690891 = -17007.740799 nChanged 9 SP:Iteration 18Q (2840.150051 sec): 3 clusters Score: Raw -17580.037241 + Penalty 563.690891 = -17016.346351 nChanged 7 SP:Iteration 19Q (2840.198779 sec): 3 clusters Score: Raw -17585.347328 + Penalty 563.690891 = -17021.656438 nChanged 2 SP:Iteration 20F (2840.245251 sec): 3 clusters Score: Raw -17586.801467 + Penalty 563.690891 = -17023.110577 nChanged 2 SP:Iteration 21Q (2840.278286 sec): 3 clusters Score: Raw -17587.868622 + Penalty 563.690891 = -17024.177731 nChanged 3 SP:Iteration 22Q (2840.325146 sec): 3 clusters Score: Raw -17590.815446 + Penalty 563.690891 = -17027.124555 nChanged 1 SP:Iteration 23Q (2840.375228 sec): 3 clusters Score: Raw -17591.276406 + Penalty 563.690891 = -17027.585515 nChanged 0 SP:Iteration 24F (2840.418502 sec): 3 clusters Score: Raw -17591.276406 + Penalty 563.690891 = -17027.585515 nChanged 0 Trying to split cluster 26 (2753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2840.445615 sec): 2 clusters Score: Raw -102749.458798 + Penalty 360.380316 = -102389.078482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2840.500478 sec): 3 clusters Score: Raw -101163.212498 + Penalty 720.760632 = -100442.451866 nChanged 1208 SP:Iteration 1F (2840.542103 sec): 3 clusters Score: Raw -101891.796046 + Penalty 720.760632 = -101171.035414 nChanged 217 SP:Iteration 2F (2840.582743 sec): 3 clusters Score: Raw -102000.515028 + Penalty 720.760632 = -101279.754396 nChanged 169 SP:Iteration 3F (2840.631187 sec): 3 clusters Score: Raw -102107.216097 + Penalty 720.760632 = -101386.455465 nChanged 171 SP:Iteration 4F (2840.684410 sec): 3 clusters Score: Raw -102189.704065 + Penalty 720.760632 = -101468.943433 nChanged 125 SP:Iteration 5Q (2840.723660 sec): 3 clusters Score: Raw -102249.329287 + Penalty 720.760632 = -101528.568655 nChanged 95 SP:Iteration 6Q (2840.773070 sec): 3 clusters Score: Raw -102302.345518 + Penalty 720.760632 = -101581.584886 nChanged 95 SP:Iteration 7Q (2840.825665 sec): 3 clusters Score: Raw -102362.261723 + Penalty 720.760632 = -101641.501091 nChanged 80 SP:Iteration 8Q (2840.866278 sec): 3 clusters Score: Raw -102403.298446 + Penalty 720.760632 = -101682.537814 nChanged 68 SP:Iteration 9Q (2840.914174 sec): 3 clusters Score: Raw -102442.873554 + Penalty 720.760632 = -101722.112923 nChanged 76 SP:Iteration 10Q (2840.961138 sec): 3 clusters Score: Raw -102492.243476 + Penalty 720.760632 = -101771.482844 nChanged 74 SP:Iteration 11Q (2841.010215 sec): 3 clusters Score: Raw -102546.760008 + Penalty 720.760632 = -101825.999376 nChanged 81 SP:Iteration 12Q (2841.060299 sec): 3 clusters Score: Raw -102603.529649 + Penalty 720.760632 = -101882.769017 nChanged 65 SP:Iteration 13Q (2841.113895 sec): 3 clusters Score: Raw -102649.419324 + Penalty 720.760632 = -101928.658692 nChanged 43 SP:Iteration 14Q (2841.170112 sec): 3 clusters Score: Raw -102675.191656 + Penalty 720.760632 = -101954.431024 nChanged 42 SP:Iteration 15Q (2841.211928 sec): 3 clusters Score: Raw -102703.125480 + Penalty 720.760632 = -101982.364848 nChanged 33 SP:Iteration 16Q (2841.260362 sec): 3 clusters Score: Raw -102721.663326 + Penalty 720.760632 = -102000.902694 nChanged 24 SP:Iteration 17Q (2841.313354 sec): 3 clusters Score: Raw -102734.174185 + Penalty 720.760632 = -102013.413553 nChanged 17 SP:Iteration 18Q (2841.352727 sec): 3 clusters Score: Raw -102749.824452 + Penalty 720.760632 = -102029.063820 nChanged 16 SP:Iteration 19Q (2841.400450 sec): 3 clusters Score: Raw -102761.719012 + Penalty 720.760632 = -102040.958380 nChanged 13 SP:Iteration 20F (2841.447957 sec): 3 clusters Score: Raw -102770.360471 + Penalty 720.760632 = -102049.599839 nChanged 6 SP:Iteration 21Q (2841.495807 sec): 3 clusters Score: Raw -102775.798494 + Penalty 720.760632 = -102055.037862 nChanged 6 SP:Iteration 22Q (2841.547375 sec): 3 clusters Score: Raw -102783.569987 + Penalty 720.760632 = -102062.809355 nChanged 9 SP:Iteration 23Q (2841.596765 sec): 3 clusters Score: Raw -102791.119185 + Penalty 720.760632 = -102070.358553 nChanged 6 SP:Iteration 24Q (2841.644287 sec): 3 clusters Score: Raw -102796.192308 + Penalty 720.760632 = -102075.431676 nChanged 8 SP:Iteration 25Q (2841.698816 sec): 3 clusters Score: Raw -102803.574051 + Penalty 720.760632 = -102082.813419 nChanged 7 SP:Iteration 26Q (2841.749592 sec): 3 clusters Score: Raw -102808.051442 + Penalty 720.760632 = -102087.290810 nChanged 6 SP:Iteration 27Q (2841.793540 sec): 3 clusters Score: Raw -102817.511546 + Penalty 720.760632 = -102096.750914 nChanged 9 SP:Iteration 28Q (2841.846954 sec): 3 clusters Score: Raw -102827.650464 + Penalty 720.760632 = -102106.889832 nChanged 3 SP:Iteration 29Q (2841.894355 sec): 3 clusters Score: Raw -102831.927937 + Penalty 720.760632 = -102111.167305 nChanged 4 SP:Iteration 30Q (2841.941420 sec): 3 clusters Score: Raw -102835.488256 + Penalty 720.760632 = -102114.727624 nChanged 6 SP:Iteration 31Q (2841.985813 sec): 3 clusters Score: Raw -102844.448382 + Penalty 720.760632 = -102123.687750 nChanged 4 SP:Iteration 32Q (2842.024944 sec): 3 clusters Score: Raw -102845.893309 + Penalty 720.760632 = -102125.132677 nChanged 3 SP:Iteration 33Q (2842.079275 sec): 3 clusters Score: Raw -102847.673653 + Penalty 720.760632 = -102126.913021 nChanged 3 SP:Iteration 34Q (2842.124590 sec): 3 clusters Score: Raw -102848.995076 + Penalty 720.760632 = -102128.234444 nChanged 2 SP:Iteration 35Q (2842.167321 sec): 3 clusters Score: Raw -102850.087072 + Penalty 720.760632 = -102129.326440 nChanged 0 SP:Iteration 36F (2842.209648 sec): 3 clusters Score: Raw -102850.087072 + Penalty 720.760632 = -102129.326440 nChanged 0 Trying to split cluster 27 (13946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2842.245579 sec): 2 clusters Score: Raw -559540.256997 + Penalty 434.204134 = -559106.052863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2842.305094 sec): 3 clusters Score: Raw -550717.673027 + Penalty 868.408269 = -549849.264758 nChanged 6513 SP:Iteration 1F (2842.351754 sec): 3 clusters Score: Raw -555235.541496 + Penalty 868.408269 = -554367.133227 nChanged 1196 SP:Iteration 2F (2842.406167 sec): 3 clusters Score: Raw -556131.742500 + Penalty 868.408269 = -555263.334231 nChanged 1083 SP:Iteration 3F (2842.469151 sec): 3 clusters Score: Raw -557029.250690 + Penalty 868.408269 = -556160.842422 nChanged 938 SP:Iteration 4F (2842.527656 sec): 3 clusters Score: Raw -557735.161629 + Penalty 868.408269 = -556866.753360 nChanged 686 SP:Iteration 5Q (2842.574997 sec): 3 clusters Score: Raw -558081.281721 + Penalty 868.408269 = -557212.873453 nChanged 393 SP:Iteration 6Q (2842.646644 sec): 3 clusters Score: Raw -558207.466171 + Penalty 868.408269 = -557339.057902 nChanged 226 SP:Iteration 7Q (2842.702553 sec): 3 clusters Score: Raw -558265.380422 + Penalty 868.408269 = -557396.972153 nChanged 166 SP:Iteration 8Q (2842.747895 sec): 3 clusters Score: Raw -558299.446949 + Penalty 868.408269 = -557431.038680 nChanged 127 SP:Iteration 9Q (2842.813849 sec): 3 clusters Score: Raw -558326.144412 + Penalty 868.408269 = -557457.736143 nChanged 120 SP:Iteration 10Q (2842.876240 sec): 3 clusters Score: Raw -558351.139850 + Penalty 868.408269 = -557482.731581 nChanged 121 SP:Iteration 11Q (2842.921104 sec): 3 clusters Score: Raw -558372.151303 + Penalty 868.408269 = -557503.743035 nChanged 101 SP:Iteration 12Q (2842.989081 sec): 3 clusters Score: Raw -558386.224635 + Penalty 868.408269 = -557517.816366 nChanged 92 SP:Iteration 13Q (2843.032828 sec): 3 clusters Score: Raw -558397.385458 + Penalty 868.408269 = -557528.977189 nChanged 65 SP:Iteration 14Q (2843.089979 sec): 3 clusters Score: Raw -558405.622494 + Penalty 868.408269 = -557537.214225 nChanged 67 SP:Iteration 15Q (2843.145879 sec): 3 clusters Score: Raw -558412.949208 + Penalty 868.408269 = -557544.540939 nChanged 56 SP:Iteration 16Q (2843.210875 sec): 3 clusters Score: Raw -558418.572674 + Penalty 868.408269 = -557550.164405 nChanged 50 SP:Iteration 17Q (2843.256485 sec): 3 clusters Score: Raw -558422.240475 + Penalty 868.408269 = -557553.832206 nChanged 40 SP:Iteration 18Q (2843.311620 sec): 3 clusters Score: Raw -558426.396846 + Penalty 868.408269 = -557557.988577 nChanged 51 SP:Iteration 19Q (2843.376773 sec): 3 clusters Score: Raw -558432.626853 + Penalty 868.408269 = -557564.218584 nChanged 53 SP:Iteration 20F (2843.420214 sec): 3 clusters Score: Raw -558438.994071 + Penalty 868.408269 = -557570.585802 nChanged 59 SP:Iteration 21Q (2843.476878 sec): 3 clusters Score: Raw -558444.991896 + Penalty 868.408269 = -557576.583627 nChanged 58 SP:Iteration 22Q (2843.533601 sec): 3 clusters Score: Raw -558451.595608 + Penalty 868.408269 = -557583.187339 nChanged 73 SP:Iteration 23Q (2843.585093 sec): 3 clusters Score: Raw -558459.693120 + Penalty 868.408269 = -557591.284852 nChanged 74 SP:Iteration 24Q (2843.654369 sec): 3 clusters Score: Raw -558469.648469 + Penalty 868.408269 = -557601.240200 nChanged 78 SP:Iteration 25Q (2843.719269 sec): 3 clusters Score: Raw -558480.307861 + Penalty 868.408269 = -557611.899593 nChanged 85 SP:Iteration 26Q (2843.780649 sec): 3 clusters Score: Raw -558494.499011 + Penalty 868.408269 = -557626.090742 nChanged 76 SP:Iteration 27Q (2843.836309 sec): 3 clusters Score: Raw -558503.947687 + Penalty 868.408269 = -557635.539418 nChanged 71 SP:Iteration 28Q (2843.898405 sec): 3 clusters Score: Raw -558514.181273 + Penalty 868.408269 = -557645.773004 nChanged 84 SP:Iteration 29Q (2843.943582 sec): 3 clusters Score: Raw -558526.665362 + Penalty 868.408269 = -557658.257093 nChanged 91 SP:Iteration 30Q (2844.011563 sec): 3 clusters Score: Raw -558539.297608 + Penalty 868.408269 = -557670.889339 nChanged 81 SP:Iteration 31Q (2844.055310 sec): 3 clusters Score: Raw -558551.195650 + Penalty 868.408269 = -557682.787381 nChanged 80 SP:Iteration 32Q (2844.115842 sec): 3 clusters Score: Raw -558564.524236 + Penalty 868.408269 = -557696.115967 nChanged 93 SP:Iteration 33Q (2844.172047 sec): 3 clusters Score: Raw -558579.780935 + Penalty 868.408269 = -557711.372666 nChanged 96 SP:Iteration 34Q (2844.232724 sec): 3 clusters Score: Raw -558593.041889 + Penalty 868.408269 = -557724.633620 nChanged 86 SP:Iteration 35Q (2844.285931 sec): 3 clusters Score: Raw -558605.095155 + Penalty 868.408269 = -557736.686886 nChanged 85 SP:Iteration 36Q (2844.348056 sec): 3 clusters Score: Raw -558617.255660 + Penalty 868.408269 = -557748.847392 nChanged 85 SP:Iteration 37Q (2844.406908 sec): 3 clusters Score: Raw -558630.335800 + Penalty 868.408269 = -557761.927531 nChanged 101 SP:Iteration 38Q (2844.445070 sec): 3 clusters Score: Raw -558644.677884 + Penalty 868.408269 = -557776.269615 nChanged 93 SP:Iteration 39Q (2844.500600 sec): 3 clusters Score: Raw -558658.477780 + Penalty 868.408269 = -557790.069511 nChanged 77 SP:Iteration 40F (2844.551313 sec): 3 clusters Score: Raw -558670.548467 + Penalty 868.408269 = -557802.140198 nChanged 79 SP:Iteration 41Q (2844.603800 sec): 3 clusters Score: Raw -558683.937977 + Penalty 868.408269 = -557815.529708 nChanged 80 SP:Iteration 42Q (2844.659868 sec): 3 clusters Score: Raw -558699.769576 + Penalty 868.408269 = -557831.361307 nChanged 75 SP:Iteration 43Q (2844.720759 sec): 3 clusters Score: Raw -558715.649919 + Penalty 868.408269 = -557847.241650 nChanged 92 SP:Iteration 44Q (2844.781761 sec): 3 clusters Score: Raw -558737.317446 + Penalty 868.408269 = -557868.909177 nChanged 93 SP:Iteration 45Q (2844.840211 sec): 3 clusters Score: Raw -558757.104635 + Penalty 868.408269 = -557888.696366 nChanged 89 SP:Iteration 46Q (2844.902071 sec): 3 clusters Score: Raw -558780.242828 + Penalty 868.408269 = -557911.834559 nChanged 99 SP:Iteration 47Q (2844.961518 sec): 3 clusters Score: Raw -558809.671281 + Penalty 868.408269 = -557941.263012 nChanged 118 SP:Iteration 48Q (2845.019230 sec): 3 clusters Score: Raw -558841.033084 + Penalty 868.408269 = -557972.624816 nChanged 101 SP:Iteration 49Q (2845.068580 sec): 3 clusters Score: Raw -558862.716990 + Penalty 868.408269 = -557994.308721 nChanged 87 SP:Iteration 50Q (2845.135536 sec): 3 clusters Score: Raw -558878.946594 + Penalty 868.408269 = -558010.538325 nChanged 96 SP:Iteration 51Q (2845.196484 sec): 3 clusters Score: Raw -558899.235478 + Penalty 868.408269 = -558030.827209 nChanged 91 SP:Iteration 52Q (2845.258156 sec): 3 clusters Score: Raw -558917.781165 + Penalty 868.408269 = -558049.372896 nChanged 84 SP:Iteration 53Q (2845.311611 sec): 3 clusters Score: Raw -558938.039508 + Penalty 868.408269 = -558069.631240 nChanged 98 SP:Iteration 54Q (2845.371224 sec): 3 clusters Score: Raw -558967.853400 + Penalty 868.408269 = -558099.445131 nChanged 101 SP:Iteration 55Q (2845.429923 sec): 3 clusters Score: Raw -558998.892924 + Penalty 868.408269 = -558130.484655 nChanged 102 SP:Iteration 56Q (2845.492352 sec): 3 clusters Score: Raw -559030.296470 + Penalty 868.408269 = -558161.888202 nChanged 102 SP:Iteration 57Q (2845.545639 sec): 3 clusters Score: Raw -559074.726142 + Penalty 868.408269 = -558206.317873 nChanged 126 SP:Iteration 58Q (2845.604662 sec): 3 clusters Score: Raw -559142.130915 + Penalty 868.408269 = -558273.722647 nChanged 119 SP:Iteration 59Q (2845.673801 sec): 3 clusters Score: Raw -559200.396255 + Penalty 868.408269 = -558331.987986 nChanged 118 SP:Iteration 60F (2845.729492 sec): 3 clusters Score: Raw -559258.415623 + Penalty 868.408269 = -558390.007354 nChanged 115 SP:Iteration 61Q (2845.771031 sec): 3 clusters Score: Raw -559314.818581 + Penalty 868.408269 = -558446.410312 nChanged 108 SP:Iteration 62Q (2845.826339 sec): 3 clusters Score: Raw -559358.489100 + Penalty 868.408269 = -558490.080832 nChanged 102 SP:Iteration 63Q (2845.884324 sec): 3 clusters Score: Raw -559397.340383 + Penalty 868.408269 = -558528.932114 nChanged 104 SP:Iteration 64Q (2845.944621 sec): 3 clusters Score: Raw -559429.907308 + Penalty 868.408269 = -558561.499039 nChanged 76 SP:Iteration 65Q (2845.999225 sec): 3 clusters Score: Raw -559449.230713 + Penalty 868.408269 = -558580.822445 nChanged 64 SP:Iteration 66Q (2846.051776 sec): 3 clusters Score: Raw -559465.470477 + Penalty 868.408269 = -558597.062209 nChanged 44 SP:Iteration 67Q (2846.100403 sec): 3 clusters Score: Raw -559474.687971 + Penalty 868.408269 = -558606.279702 nChanged 42 SP:Iteration 68Q (2846.149172 sec): 3 clusters Score: Raw -559482.047141 + Penalty 868.408269 = -558613.638872 nChanged 36 SP:Iteration 69Q (2846.214710 sec): 3 clusters Score: Raw -559492.080382 + Penalty 868.408269 = -558623.672113 nChanged 45 SP:Iteration 70Q (2846.257527 sec): 3 clusters Score: Raw -559504.258019 + Penalty 868.408269 = -558635.849750 nChanged 51 SP:Iteration 71Q (2846.317537 sec): 3 clusters Score: Raw -559514.985548 + Penalty 868.408269 = -558646.577280 nChanged 48 SP:Iteration 72Q (2846.369652 sec): 3 clusters Score: Raw -559524.301886 + Penalty 868.408269 = -558655.893618 nChanged 36 SP:Iteration 73Q (2846.428651 sec): 3 clusters Score: Raw -559529.706737 + Penalty 868.408269 = -558661.298468 nChanged 27 SP:Iteration 74Q (2846.483446 sec): 3 clusters Score: Raw -559532.898945 + Penalty 868.408269 = -558664.490676 nChanged 16 SP:Iteration 75Q (2846.525009 sec): 3 clusters Score: Raw -559534.826179 + Penalty 868.408269 = -558666.417910 nChanged 14 SP:Iteration 76Q (2846.584068 sec): 3 clusters Score: Raw -559536.195720 + Penalty 868.408269 = -558667.787451 nChanged 10 SP:Iteration 77Q (2846.642972 sec): 3 clusters Score: Raw -559537.436893 + Penalty 868.408269 = -558669.028624 nChanged 11 SP:Iteration 78Q (2846.685762 sec): 3 clusters Score: Raw -559538.190001 + Penalty 868.408269 = -558669.781732 nChanged 8 SP:Iteration 79Q (2846.739090 sec): 3 clusters Score: Raw -559539.226854 + Penalty 868.408269 = -558670.818585 nChanged 16 SP:Iteration 80F (2846.801369 sec): 3 clusters Score: Raw -559541.071655 + Penalty 868.408269 = -558672.663387 nChanged 21 SP:Iteration 81Q (2846.863571 sec): 3 clusters Score: Raw -559544.047448 + Penalty 868.408269 = -558675.639179 nChanged 25 SP:Iteration 82Q (2846.923435 sec): 3 clusters Score: Raw -559547.936306 + Penalty 868.408269 = -558679.528037 nChanged 28 SP:Iteration 83Q (2846.964984 sec): 3 clusters Score: Raw -559552.039366 + Penalty 868.408269 = -558683.631097 nChanged 24 SP:Iteration 84Q (2847.029366 sec): 3 clusters Score: Raw -559555.206338 + Penalty 868.408269 = -558686.798070 nChanged 18 SP:Iteration 85Q (2847.083795 sec): 3 clusters Score: Raw -559557.973683 + Penalty 868.408269 = -558689.565414 nChanged 20 SP:Iteration 86Q (2847.127731 sec): 3 clusters Score: Raw -559561.209974 + Penalty 868.408269 = -558692.801705 nChanged 16 SP:Iteration 87Q (2847.191558 sec): 3 clusters Score: Raw -559564.047890 + Penalty 868.408269 = -558695.639621 nChanged 16 SP:Iteration 88Q (2847.239622 sec): 3 clusters Score: Raw -559565.441361 + Penalty 868.408269 = -558697.033092 nChanged 13 SP:Iteration 89Q (2847.295547 sec): 3 clusters Score: Raw -559566.674371 + Penalty 868.408269 = -558698.266102 nChanged 13 SP:Iteration 90Q (2847.361420 sec): 3 clusters Score: Raw -559567.923232 + Penalty 868.408269 = -558699.514963 nChanged 12 SP:Iteration 91Q (2847.411516 sec): 3 clusters Score: Raw -559569.326407 + Penalty 868.408269 = -558700.918139 nChanged 16 SP:Iteration 92Q (2847.469136 sec): 3 clusters Score: Raw -559570.775551 + Penalty 868.408269 = -558702.367282 nChanged 10 SP:Iteration 93Q (2847.530140 sec): 3 clusters Score: Raw -559571.970779 + Penalty 868.408269 = -558703.562510 nChanged 12 SP:Iteration 94Q (2847.593879 sec): 3 clusters Score: Raw -559573.753213 + Penalty 868.408269 = -558705.344944 nChanged 16 SP:Iteration 95Q (2847.649739 sec): 3 clusters Score: Raw -559575.831694 + Penalty 868.408269 = -558707.423426 nChanged 16 SP:Iteration 96Q (2847.703525 sec): 3 clusters Score: Raw -559577.573211 + Penalty 868.408269 = -558709.164942 nChanged 18 SP:Iteration 97Q (2847.760132 sec): 3 clusters Score: Raw -559579.428959 + Penalty 868.408269 = -558711.020690 nChanged 15 SP:Iteration 98Q (2847.810273 sec): 3 clusters Score: Raw -559581.924645 + Penalty 868.408269 = -558713.516376 nChanged 14 SP:Iteration 99Q (2847.869151 sec): 3 clusters Score: Raw -559584.505393 + Penalty 868.408269 = -558716.097124 nChanged 16 SP:Iteration 100F (2847.920095 sec): 3 clusters Score: Raw -559586.215440 + Penalty 868.408269 = -558717.807172 nChanged 13 SP:Iteration 101Q (2847.974189 sec): 3 clusters Score: Raw -559588.013749 + Penalty 868.408269 = -558719.605480 nChanged 14 SP:Iteration 102Q (2848.025205 sec): 3 clusters Score: Raw -559590.486231 + Penalty 868.408269 = -558722.077962 nChanged 14 SP:Iteration 103Q (2848.089767 sec): 3 clusters Score: Raw -559593.202925 + Penalty 868.408269 = -558724.794656 nChanged 13 SP:Iteration 104Q (2848.138685 sec): 3 clusters Score: Raw -559594.639005 + Penalty 868.408269 = -558726.230736 nChanged 14 SP:Iteration 105Q (2848.187341 sec): 3 clusters Score: Raw -559596.705176 + Penalty 868.408269 = -558728.296907 nChanged 20 SP:Iteration 106Q (2848.249163 sec): 3 clusters Score: Raw -559600.293529 + Penalty 868.408269 = -558731.885260 nChanged 13 SP:Iteration 107Q (2848.307045 sec): 3 clusters Score: Raw -559602.228515 + Penalty 868.408269 = -558733.820247 nChanged 9 SP:Iteration 108Q (2848.364074 sec): 3 clusters Score: Raw -559603.473179 + Penalty 868.408269 = -558735.064910 nChanged 9 SP:Iteration 109Q (2848.421503 sec): 3 clusters Score: Raw -559605.621857 + Penalty 868.408269 = -558737.213588 nChanged 11 SP:Iteration 110Q (2848.477989 sec): 3 clusters Score: Raw -559607.605452 + Penalty 868.408269 = -558739.197183 nChanged 11 SP:Iteration 111Q (2848.526033 sec): 3 clusters Score: Raw -559609.453847 + Penalty 868.408269 = -558741.045579 nChanged 11 SP:Iteration 112Q (2848.576961 sec): 3 clusters Score: Raw -559611.866300 + Penalty 868.408269 = -558743.458031 nChanged 12 SP:Iteration 113Q (2848.618922 sec): 3 clusters Score: Raw -559614.190741 + Penalty 868.408269 = -558745.782472 nChanged 10 SP:Iteration 114Q (2848.682157 sec): 3 clusters Score: Raw -559615.435272 + Penalty 868.408269 = -558747.027003 nChanged 6 SP:Iteration 115Q (2848.726367 sec): 3 clusters Score: Raw -559616.129402 + Penalty 868.408269 = -558747.721133 nChanged 8 SP:Iteration 116Q (2848.792156 sec): 3 clusters Score: Raw -559617.601831 + Penalty 868.408269 = -558749.193562 nChanged 8 SP:Iteration 117Q (2848.840621 sec): 3 clusters Score: Raw -559619.101077 + Penalty 868.408269 = -558750.692808 nChanged 6 SP:Iteration 118Q (2848.903460 sec): 3 clusters Score: Raw -559620.172945 + Penalty 868.408269 = -558751.764677 nChanged 6 SP:Iteration 119Q (2848.957074 sec): 3 clusters Score: Raw -559621.581902 + Penalty 868.408269 = -558753.173633 nChanged 6 SP:Iteration 120F (2849.016064 sec): 3 clusters Score: Raw -559622.906856 + Penalty 868.408269 = -558754.498588 nChanged 6 SP:Iteration 121Q (2849.071271 sec): 3 clusters Score: Raw -559624.018378 + Penalty 868.408269 = -558755.610110 nChanged 2 SP:Iteration 122Q (2849.115528 sec): 3 clusters Score: Raw -559624.083327 + Penalty 868.408269 = -558755.675059 nChanged 1 SP:Iteration 123Q (2849.172275 sec): 3 clusters Score: Raw -559624.104288 + Penalty 868.408269 = -558755.696019 nChanged 0 SP:Iteration 124F (2849.242807 sec): 3 clusters Score: Raw -559624.104288 + Penalty 868.408269 = -558755.696019 nChanged 0 Trying to split cluster 28 (1137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2849.255812 sec): 2 clusters Score: Raw -37974.630772 + Penalty 320.144756 = -37654.486015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2849.300120 sec): 3 clusters Score: Raw -37412.865574 + Penalty 640.289513 = -36772.576061 nChanged 449 SP:Iteration 1F (2849.352129 sec): 3 clusters Score: Raw -37726.310147 + Penalty 640.289513 = -37086.020634 nChanged 97 SP:Iteration 2F (2849.399994 sec): 3 clusters Score: Raw -37819.031639 + Penalty 640.289513 = -37178.742126 nChanged 74 SP:Iteration 3F (2849.444051 sec): 3 clusters Score: Raw -37893.628903 + Penalty 640.289513 = -37253.339390 nChanged 70 SP:Iteration 4F (2849.481542 sec): 3 clusters Score: Raw -37961.303104 + Penalty 640.289513 = -37321.013591 nChanged 58 SP:Iteration 5F (2849.523902 sec): 3 clusters Score: Raw -37998.275645 + Penalty 640.289513 = -37357.986132 nChanged 38 SP:Iteration 6Q (2849.569814 sec): 3 clusters Score: Raw -38018.192741 + Penalty 640.289513 = -37377.903228 nChanged 24 SP:Iteration 7Q (2849.624010 sec): 3 clusters Score: Raw -38031.055602 + Penalty 640.289513 = -37390.766089 nChanged 22 SP:Iteration 8Q (2849.672148 sec): 3 clusters Score: Raw -38042.622018 + Penalty 640.289513 = -37402.332505 nChanged 13 SP:Iteration 9Q (2849.715884 sec): 3 clusters Score: Raw -38048.304341 + Penalty 640.289513 = -37408.014828 nChanged 10 SP:Iteration 10Q (2849.754181 sec): 3 clusters Score: Raw -38052.906315 + Penalty 640.289513 = -37412.616802 nChanged 5 SP:Iteration 11Q (2849.812189 sec): 3 clusters Score: Raw -38055.352323 + Penalty 640.289513 = -37415.062810 nChanged 9 SP:Iteration 12Q (2849.848690 sec): 3 clusters Score: Raw -38058.554620 + Penalty 640.289513 = -37418.265107 nChanged 8 SP:Iteration 13Q (2849.899381 sec): 3 clusters Score: Raw -38061.611594 + Penalty 640.289513 = -37421.322081 nChanged 6 SP:Iteration 14Q (2849.943927 sec): 3 clusters Score: Raw -38064.265436 + Penalty 640.289513 = -37423.975923 nChanged 7 SP:Iteration 15Q (2849.979486 sec): 3 clusters Score: Raw -38069.033332 + Penalty 640.289513 = -37428.743819 nChanged 9 SP:Iteration 16Q (2850.029517 sec): 3 clusters Score: Raw -38072.253530 + Penalty 640.289513 = -37431.964017 nChanged 6 SP:Iteration 17Q (2850.080265 sec): 3 clusters Score: Raw -38074.925812 + Penalty 640.289513 = -37434.636299 nChanged 8 SP:Iteration 18Q (2850.118743 sec): 3 clusters Score: Raw -38079.517982 + Penalty 640.289513 = -37439.228469 nChanged 10 SP:Iteration 19Q (2850.172266 sec): 3 clusters Score: Raw -38086.322744 + Penalty 640.289513 = -37446.033231 nChanged 9 SP:Iteration 20F (2850.216965 sec): 3 clusters Score: Raw -38089.721048 + Penalty 640.289513 = -37449.431535 nChanged 11 SP:Iteration 21Q (2850.254966 sec): 3 clusters Score: Raw -38094.740085 + Penalty 640.289513 = -37454.450572 nChanged 8 SP:Iteration 22Q (2850.307659 sec): 3 clusters Score: Raw -38097.979645 + Penalty 640.289513 = -37457.690132 nChanged 11 SP:Iteration 23Q (2850.358233 sec): 3 clusters Score: Raw -38102.940518 + Penalty 640.289513 = -37462.651005 nChanged 12 SP:Iteration 24Q (2850.403775 sec): 3 clusters Score: Raw -38106.910411 + Penalty 640.289513 = -37466.620898 nChanged 15 SP:Iteration 25Q (2850.455276 sec): 3 clusters Score: Raw -38112.190508 + Penalty 640.289513 = -37471.900995 nChanged 11 SP:Iteration 26Q (2850.491227 sec): 3 clusters Score: Raw -38115.814245 + Penalty 640.289513 = -37475.524733 nChanged 5 SP:Iteration 27Q (2850.540444 sec): 3 clusters Score: Raw -38117.111084 + Penalty 640.289513 = -37476.821572 nChanged 4 SP:Iteration 28Q (2850.582299 sec): 3 clusters Score: Raw -38118.149871 + Penalty 640.289513 = -37477.860358 nChanged 2 SP:Iteration 29Q (2850.633918 sec): 3 clusters Score: Raw -38118.781310 + Penalty 640.289513 = -37478.491797 nChanged 3 SP:Iteration 30Q (2850.677878 sec): 3 clusters Score: Raw -38119.482799 + Penalty 640.289513 = -37479.193286 nChanged 6 SP:Iteration 31Q (2850.724389 sec): 3 clusters Score: Raw -38122.703103 + Penalty 640.289513 = -37482.413590 nChanged 9 SP:Iteration 32Q (2850.764483 sec): 3 clusters Score: Raw -38126.822688 + Penalty 640.289513 = -37486.533175 nChanged 7 SP:Iteration 33Q (2850.818067 sec): 3 clusters Score: Raw -38129.252888 + Penalty 640.289513 = -37488.963375 nChanged 6 SP:Iteration 34Q (2850.861722 sec): 3 clusters Score: Raw -38130.666747 + Penalty 640.289513 = -37490.377234 nChanged 3 SP:Iteration 35Q (2850.907415 sec): 3 clusters Score: Raw -38131.155957 + Penalty 640.289513 = -37490.866444 nChanged 5 SP:Iteration 36Q (2850.949915 sec): 3 clusters Score: Raw -38133.703450 + Penalty 640.289513 = -37493.413937 nChanged 8 SP:Iteration 37Q (2850.992021 sec): 3 clusters Score: Raw -38136.039615 + Penalty 640.289513 = -37495.750102 nChanged 6 SP:Iteration 38Q (2851.037203 sec): 3 clusters Score: Raw -38137.103401 + Penalty 640.289513 = -37496.813888 nChanged 5 SP:Iteration 39Q (2851.078212 sec): 3 clusters Score: Raw -38137.883248 + Penalty 640.289513 = -37497.593735 nChanged 5 SP:Iteration 40F (2851.123217 sec): 3 clusters Score: Raw -38138.579035 + Penalty 640.289513 = -37498.289522 nChanged 5 SP:Iteration 41Q (2851.175697 sec): 3 clusters Score: Raw -38139.232640 + Penalty 640.289513 = -37498.943127 nChanged 3 SP:Iteration 42Q (2851.223030 sec): 3 clusters Score: Raw -38139.725552 + Penalty 640.289513 = -37499.436039 nChanged 2 SP:Iteration 43Q (2851.273245 sec): 3 clusters Score: Raw -38139.926955 + Penalty 640.289513 = -37499.637442 nChanged 2 SP:Iteration 44Q (2851.324569 sec): 3 clusters Score: Raw -38140.883243 + Penalty 640.289513 = -37500.593730 nChanged 3 SP:Iteration 45Q (2851.375873 sec): 3 clusters Score: Raw -38141.940339 + Penalty 640.289513 = -37501.650826 nChanged 3 SP:Iteration 46Q (2851.414127 sec): 3 clusters Score: Raw -38143.575819 + Penalty 640.289513 = -37503.286306 nChanged 2 SP:Iteration 47Q (2851.463914 sec): 3 clusters Score: Raw -38144.084499 + Penalty 640.289513 = -37503.794986 nChanged 2 SP:Iteration 48Q (2851.512863 sec): 3 clusters Score: Raw -38144.666545 + Penalty 640.289513 = -37504.377032 nChanged 2 SP:Iteration 49Q (2851.566137 sec): 3 clusters Score: Raw -38145.321874 + Penalty 640.289513 = -37505.032361 nChanged 4 SP:Iteration 50Q (2851.615107 sec): 3 clusters Score: Raw -38146.845745 + Penalty 640.289513 = -37506.556232 nChanged 3 SP:Iteration 51Q (2851.663211 sec): 3 clusters Score: Raw -38147.361550 + Penalty 640.289513 = -37507.072037 nChanged 3 SP:Iteration 52Q (2851.704046 sec): 3 clusters Score: Raw -38147.990685 + Penalty 640.289513 = -37507.701172 nChanged 3 SP:Iteration 53Q (2851.752009 sec): 3 clusters Score: Raw -38148.352089 + Penalty 640.289513 = -37508.062576 nChanged 1 SP:Iteration 54Q (2851.800200 sec): 3 clusters Score: Raw -38148.948251 + Penalty 640.289513 = -37508.658738 nChanged 5 SP:Iteration 55Q (2851.841177 sec): 3 clusters Score: Raw -38150.236688 + Penalty 640.289513 = -37509.947175 nChanged 4 SP:Iteration 56Q (2851.892184 sec): 3 clusters Score: Raw -38151.214012 + Penalty 640.289513 = -37510.924499 nChanged 4 SP:Iteration 57Q (2851.932144 sec): 3 clusters Score: Raw -38152.243664 + Penalty 640.289513 = -37511.954151 nChanged 4 SP:Iteration 58Q (2851.977216 sec): 3 clusters Score: Raw -38153.040025 + Penalty 640.289513 = -37512.750512 nChanged 2 SP:Iteration 59Q (2852.015982 sec): 3 clusters Score: Raw -38153.398543 + Penalty 640.289513 = -37513.109030 nChanged 3 SP:Iteration 60F (2852.053385 sec): 3 clusters Score: Raw -38153.991390 + Penalty 640.289513 = -37513.701877 nChanged 3 SP:Iteration 61Q (2852.103805 sec): 3 clusters Score: Raw -38154.697672 + Penalty 640.289513 = -37514.408159 nChanged 3 SP:Iteration 62Q (2852.138339 sec): 3 clusters Score: Raw -38155.289737 + Penalty 640.289513 = -37515.000225 nChanged 2 SP:Iteration 63Q (2852.188319 sec): 3 clusters Score: Raw -38155.915819 + Penalty 640.289513 = -37515.626307 nChanged 2 SP:Iteration 64Q (2852.233843 sec): 3 clusters Score: Raw -38156.145434 + Penalty 640.289513 = -37515.855921 nChanged 1 SP:Iteration 65Q (2852.277669 sec): 3 clusters Score: Raw -38156.278638 + Penalty 640.289513 = -37515.989125 nChanged 1 SP:Iteration 66Q (2852.321324 sec): 3 clusters Score: Raw -38156.366101 + Penalty 640.289513 = -37516.076589 nChanged 0 SP:Iteration 67F (2852.367350 sec): 3 clusters Score: Raw -38156.366101 + Penalty 640.289513 = -37516.076589 nChanged 0 Trying to split cluster 29 (921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2852.387640 sec): 2 clusters Score: Raw -34859.548206 + Penalty 310.558432 = -34548.989775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2852.436825 sec): 3 clusters Score: Raw -34393.722963 + Penalty 621.116863 = -33772.606100 nChanged 354 SP:Iteration 1F (2852.472882 sec): 3 clusters Score: Raw -34630.423182 + Penalty 621.116863 = -34009.306318 nChanged 74 SP:Iteration 2F (2852.517374 sec): 3 clusters Score: Raw -34664.978689 + Penalty 621.116863 = -34043.861826 nChanged 38 SP:Iteration 3Q (2852.563479 sec): 3 clusters Score: Raw -34683.147859 + Penalty 621.116863 = -34062.030995 nChanged 24 SP:Iteration 4Q (2852.608734 sec): 3 clusters Score: Raw -34695.616562 + Penalty 621.116863 = -34074.499699 nChanged 26 SP:Iteration 5Q (2852.658191 sec): 3 clusters Score: Raw -34707.537770 + Penalty 621.116863 = -34086.420907 nChanged 25 SP:Iteration 6Q (2852.693794 sec): 3 clusters Score: Raw -34723.287987 + Penalty 621.116863 = -34102.171124 nChanged 15 SP:Iteration 7Q (2852.737122 sec): 3 clusters Score: Raw -34731.081445 + Penalty 621.116863 = -34109.964582 nChanged 21 SP:Iteration 8Q (2852.787346 sec): 3 clusters Score: Raw -34749.741840 + Penalty 621.116863 = -34128.624977 nChanged 23 SP:Iteration 9Q (2852.832150 sec): 3 clusters Score: Raw -34767.513537 + Penalty 621.116863 = -34146.396674 nChanged 19 SP:Iteration 10Q (2852.867706 sec): 3 clusters Score: Raw -34779.744333 + Penalty 621.116863 = -34158.627470 nChanged 17 SP:Iteration 11Q (2852.915471 sec): 3 clusters Score: Raw -34790.151469 + Penalty 621.116863 = -34169.034606 nChanged 21 SP:Iteration 12Q (2852.970513 sec): 3 clusters Score: Raw -34802.950784 + Penalty 621.116863 = -34181.833921 nChanged 15 SP:Iteration 13Q (2853.008963 sec): 3 clusters Score: Raw -34809.243526 + Penalty 621.116863 = -34188.126663 nChanged 9 SP:Iteration 14Q (2853.054459 sec): 3 clusters Score: Raw -34815.040937 + Penalty 621.116863 = -34193.924074 nChanged 9 SP:Iteration 15Q (2853.102202 sec): 3 clusters Score: Raw -34821.003576 + Penalty 621.116863 = -34199.886713 nChanged 13 SP:Iteration 16Q (2853.152680 sec): 3 clusters Score: Raw -34828.274588 + Penalty 621.116863 = -34207.157724 nChanged 15 SP:Iteration 17Q (2853.196154 sec): 3 clusters Score: Raw -34837.524899 + Penalty 621.116863 = -34216.408036 nChanged 9 SP:Iteration 18Q (2853.234772 sec): 3 clusters Score: Raw -34843.808352 + Penalty 621.116863 = -34222.691489 nChanged 13 SP:Iteration 19Q (2853.276014 sec): 3 clusters Score: Raw -34852.227322 + Penalty 621.116863 = -34231.110458 nChanged 11 SP:Iteration 20F (2853.318246 sec): 3 clusters Score: Raw -34859.174979 + Penalty 621.116863 = -34238.058116 nChanged 7 SP:Iteration 21Q (2853.355486 sec): 3 clusters Score: Raw -34864.933285 + Penalty 621.116863 = -34243.816421 nChanged 6 SP:Iteration 22Q (2853.408449 sec): 3 clusters Score: Raw -34870.965661 + Penalty 621.116863 = -34249.848798 nChanged 7 SP:Iteration 23Q (2853.452188 sec): 3 clusters Score: Raw -34883.160052 + Penalty 621.116863 = -34262.043189 nChanged 12 SP:Iteration 24Q (2853.497631 sec): 3 clusters Score: Raw -34895.184526 + Penalty 621.116863 = -34274.067663 nChanged 7 SP:Iteration 25Q (2853.551422 sec): 3 clusters Score: Raw -34902.276772 + Penalty 621.116863 = -34281.159909 nChanged 1 SP:Iteration 26Q (2853.588554 sec): 3 clusters Score: Raw -34903.276297 + Penalty 621.116863 = -34282.159434 nChanged 1 SP:Iteration 27Q (2853.641197 sec): 3 clusters Score: Raw -34903.806156 + Penalty 621.116863 = -34282.689293 nChanged 2 SP:Iteration 28Q (2853.683198 sec): 3 clusters Score: Raw -34904.262768 + Penalty 621.116863 = -34283.145904 nChanged 0 SP:Iteration 29F (2853.727272 sec): 3 clusters Score: Raw -34904.262768 + Penalty 621.116863 = -34283.145904 nChanged 0 Trying to split cluster 30 (9568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2853.761491 sec): 2 clusters Score: Raw -402916.045959 + Penalty 417.061166 = -402498.984793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2853.808454 sec): 3 clusters Score: Raw -396983.795160 + Penalty 834.122332 = -396149.672828 nChanged 4416 SP:Iteration 1F (2853.868723 sec): 3 clusters Score: Raw -399563.959658 + Penalty 834.122332 = -398729.837326 nChanged 637 SP:Iteration 2F (2853.917286 sec): 3 clusters Score: Raw -399970.183641 + Penalty 834.122332 = -399136.061308 nChanged 642 SP:Iteration 3F (2853.967188 sec): 3 clusters Score: Raw -400451.266113 + Penalty 834.122332 = -399617.143780 nChanged 690 SP:Iteration 4F (2854.020059 sec): 3 clusters Score: Raw -400974.733808 + Penalty 834.122332 = -400140.611476 nChanged 627 SP:Iteration 5F (2854.075700 sec): 3 clusters Score: Raw -401407.816159 + Penalty 834.122332 = -400573.693827 nChanged 512 SP:Iteration 6F (2854.133267 sec): 3 clusters Score: Raw -401706.736762 + Penalty 834.122332 = -400872.614430 nChanged 366 SP:Iteration 7Q (2854.190372 sec): 3 clusters Score: Raw -401846.608167 + Penalty 834.122332 = -401012.485835 nChanged 221 SP:Iteration 8Q (2854.235264 sec): 3 clusters Score: Raw -401909.233782 + Penalty 834.122332 = -401075.111450 nChanged 165 SP:Iteration 9Q (2854.300765 sec): 3 clusters Score: Raw -401949.732545 + Penalty 834.122332 = -401115.610212 nChanged 117 SP:Iteration 10Q (2854.354716 sec): 3 clusters Score: Raw -401974.132963 + Penalty 834.122332 = -401140.010631 nChanged 100 SP:Iteration 11Q (2854.415938 sec): 3 clusters Score: Raw -401993.931848 + Penalty 834.122332 = -401159.809516 nChanged 98 SP:Iteration 12Q (2854.457171 sec): 3 clusters Score: Raw -402011.916111 + Penalty 834.122332 = -401177.793778 nChanged 98 SP:Iteration 13Q (2854.519841 sec): 3 clusters Score: Raw -402027.418892 + Penalty 834.122332 = -401193.296559 nChanged 86 SP:Iteration 14Q (2854.563692 sec): 3 clusters Score: Raw -402040.285612 + Penalty 834.122332 = -401206.163280 nChanged 69 SP:Iteration 15Q (2854.620936 sec): 3 clusters Score: Raw -402048.494846 + Penalty 834.122332 = -401214.372514 nChanged 48 SP:Iteration 16Q (2854.677187 sec): 3 clusters Score: Raw -402052.955137 + Penalty 834.122332 = -401218.832805 nChanged 41 SP:Iteration 17Q (2854.733014 sec): 3 clusters Score: Raw -402056.410540 + Penalty 834.122332 = -401222.288207 nChanged 34 SP:Iteration 18Q (2854.787818 sec): 3 clusters Score: Raw -402059.213284 + Penalty 834.122332 = -401225.090952 nChanged 26 SP:Iteration 19Q (2854.849129 sec): 3 clusters Score: Raw -402060.549673 + Penalty 834.122332 = -401226.427341 nChanged 17 SP:Iteration 20F (2854.895324 sec): 3 clusters Score: Raw -402061.370708 + Penalty 834.122332 = -401227.248375 nChanged 10 SP:Iteration 21Q (2854.961892 sec): 3 clusters Score: Raw -402061.699470 + Penalty 834.122332 = -401227.577138 nChanged 8 SP:Iteration 22Q (2855.019654 sec): 3 clusters Score: Raw -402062.021576 + Penalty 834.122332 = -401227.899244 nChanged 7 SP:Iteration 23Q (2855.073835 sec): 3 clusters Score: Raw -402062.350166 + Penalty 834.122332 = -401228.227834 nChanged 7 SP:Iteration 24Q (2855.124733 sec): 3 clusters Score: Raw -402062.617048 + Penalty 834.122332 = -401228.494716 nChanged 4 SP:Iteration 25Q (2855.180162 sec): 3 clusters Score: Raw -402062.995458 + Penalty 834.122332 = -401228.873125 nChanged 7 SP:Iteration 26Q (2855.233660 sec): 3 clusters Score: Raw -402063.269301 + Penalty 834.122332 = -401229.146969 nChanged 6 SP:Iteration 27Q (2855.285675 sec): 3 clusters Score: Raw -402063.582920 + Penalty 834.122332 = -401229.460588 nChanged 8 SP:Iteration 28Q (2855.340740 sec): 3 clusters Score: Raw -402063.993570 + Penalty 834.122332 = -401229.871238 nChanged 8 SP:Iteration 29Q (2855.387941 sec): 3 clusters Score: Raw -402064.509026 + Penalty 834.122332 = -401230.386693 nChanged 9 SP:Iteration 30Q (2855.453169 sec): 3 clusters Score: Raw -402064.900791 + Penalty 834.122332 = -401230.778459 nChanged 6 SP:Iteration 31Q (2855.506198 sec): 3 clusters Score: Raw -402065.125512 + Penalty 834.122332 = -401231.003180 nChanged 4 SP:Iteration 32Q (2855.552503 sec): 3 clusters Score: Raw -402065.235426 + Penalty 834.122332 = -401231.113093 nChanged 3 SP:Iteration 33Q (2855.612642 sec): 3 clusters Score: Raw -402065.352060 + Penalty 834.122332 = -401231.229728 nChanged 4 SP:Iteration 34Q (2855.658281 sec): 3 clusters Score: Raw -402065.518796 + Penalty 834.122332 = -401231.396464 nChanged 6 SP:Iteration 35Q (2855.712657 sec): 3 clusters Score: Raw -402065.662362 + Penalty 834.122332 = -401231.540030 nChanged 5 SP:Iteration 36Q (2855.780004 sec): 3 clusters Score: Raw -402065.917181 + Penalty 834.122332 = -401231.794848 nChanged 6 SP:Iteration 37Q (2855.833025 sec): 3 clusters Score: Raw -402066.297873 + Penalty 834.122332 = -401232.175541 nChanged 9 SP:Iteration 38Q (2855.877599 sec): 3 clusters Score: Raw -402066.911368 + Penalty 834.122332 = -401232.789036 nChanged 12 SP:Iteration 39Q (2855.930781 sec): 3 clusters Score: Raw -402067.793940 + Penalty 834.122332 = -401233.671608 nChanged 16 SP:Iteration 40F (2855.988222 sec): 3 clusters Score: Raw -402068.645147 + Penalty 834.122332 = -401234.522815 nChanged 9 SP:Iteration 41Q (2856.033432 sec): 3 clusters Score: Raw -402068.957393 + Penalty 834.122332 = -401234.835060 nChanged 8 SP:Iteration 42Q (2856.089769 sec): 3 clusters Score: Raw -402069.243214 + Penalty 834.122332 = -401235.120881 nChanged 6 SP:Iteration 43Q (2856.150973 sec): 3 clusters Score: Raw -402069.826976 + Penalty 834.122332 = -401235.704644 nChanged 16 SP:Iteration 44Q (2856.207619 sec): 3 clusters Score: Raw -402070.856176 + Penalty 834.122332 = -401236.733843 nChanged 17 SP:Iteration 45Q (2856.249713 sec): 3 clusters Score: Raw -402071.773782 + Penalty 834.122332 = -401237.651450 nChanged 12 SP:Iteration 46Q (2856.315804 sec): 3 clusters Score: Raw -402072.587395 + Penalty 834.122332 = -401238.465062 nChanged 12 SP:Iteration 47Q (2856.360315 sec): 3 clusters Score: Raw -402073.030748 + Penalty 834.122332 = -401238.908416 nChanged 7 SP:Iteration 48Q (2856.422074 sec): 3 clusters Score: Raw -402073.242974 + Penalty 834.122332 = -401239.120641 nChanged 6 SP:Iteration 49Q (2856.470084 sec): 3 clusters Score: Raw -402073.468427 + Penalty 834.122332 = -401239.346094 nChanged 5 SP:Iteration 50Q (2856.524804 sec): 3 clusters Score: Raw -402073.706164 + Penalty 834.122332 = -401239.583832 nChanged 7 SP:Iteration 51Q (2856.571485 sec): 3 clusters Score: Raw -402074.005075 + Penalty 834.122332 = -401239.882743 nChanged 6 SP:Iteration 52Q (2856.633412 sec): 3 clusters Score: Raw -402074.332755 + Penalty 834.122332 = -401240.210422 nChanged 11 SP:Iteration 53Q (2856.678334 sec): 3 clusters Score: Raw -402074.881135 + Penalty 834.122332 = -401240.758803 nChanged 11 SP:Iteration 54Q (2856.738785 sec): 3 clusters Score: Raw -402075.550218 + Penalty 834.122332 = -401241.427886 nChanged 14 SP:Iteration 55Q (2856.782119 sec): 3 clusters Score: Raw -402076.336981 + Penalty 834.122332 = -401242.214649 nChanged 17 SP:Iteration 56Q (2856.835842 sec): 3 clusters Score: Raw -402077.392251 + Penalty 834.122332 = -401243.269919 nChanged 12 SP:Iteration 57Q (2856.896565 sec): 3 clusters Score: Raw -402078.332778 + Penalty 834.122332 = -401244.210446 nChanged 20 SP:Iteration 58Q (2856.950547 sec): 3 clusters Score: Raw -402079.343501 + Penalty 834.122332 = -401245.221168 nChanged 5 SP:Iteration 59Q (2857.005310 sec): 3 clusters Score: Raw -402079.495134 + Penalty 834.122332 = -401245.372802 nChanged 6 SP:Iteration 60F (2857.061421 sec): 3 clusters Score: Raw -402079.800705 + Penalty 834.122332 = -401245.678373 nChanged 6 SP:Iteration 61Q (2857.105337 sec): 3 clusters Score: Raw -402080.007009 + Penalty 834.122332 = -401245.884677 nChanged 5 SP:Iteration 62Q (2857.171774 sec): 3 clusters Score: Raw -402080.244235 + Penalty 834.122332 = -401246.121903 nChanged 5 SP:Iteration 63Q (2857.218428 sec): 3 clusters Score: Raw -402080.473331 + Penalty 834.122332 = -401246.350998 nChanged 4 SP:Iteration 64Q (2857.284684 sec): 3 clusters Score: Raw -402080.610315 + Penalty 834.122332 = -401246.487983 nChanged 2 SP:Iteration 65Q (2857.341676 sec): 3 clusters Score: Raw -402080.642335 + Penalty 834.122332 = -401246.520002 nChanged 2 SP:Iteration 66Q (2857.391327 sec): 3 clusters Score: Raw -402080.678491 + Penalty 834.122332 = -401246.556159 nChanged 1 SP:Iteration 67Q (2857.451828 sec): 3 clusters Score: Raw -402080.733358 + Penalty 834.122332 = -401246.611025 nChanged 0 SP:Iteration 68F (2857.513174 sec): 3 clusters Score: Raw -402080.733358 + Penalty 834.122332 = -401246.611025 nChanged 0 Trying to split cluster 31 (1299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2857.525812 sec): 2 clusters Score: Raw -42303.283917 + Penalty 326.205426 = -41977.078491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2857.567104 sec): 3 clusters Score: Raw -41633.292407 + Penalty 652.410852 = -40980.881556 nChanged 526 SP:Iteration 1F (2857.621769 sec): 3 clusters Score: Raw -42099.350688 + Penalty 652.410852 = -41446.939837 nChanged 130 SP:Iteration 2F (2857.659681 sec): 3 clusters Score: Raw -42206.287795 + Penalty 652.410852 = -41553.876944 nChanged 90 SP:Iteration 3F (2857.713879 sec): 3 clusters Score: Raw -42279.158537 + Penalty 652.410852 = -41626.747685 nChanged 67 SP:Iteration 4F (2857.753993 sec): 3 clusters Score: Raw -42326.728926 + Penalty 652.410852 = -41674.318075 nChanged 57 SP:Iteration 5Q (2857.796424 sec): 3 clusters Score: Raw -42374.215388 + Penalty 652.410852 = -41721.804537 nChanged 56 SP:Iteration 6Q (2857.845808 sec): 3 clusters Score: Raw -42413.637054 + Penalty 652.410852 = -41761.226202 nChanged 38 SP:Iteration 7Q (2857.890323 sec): 3 clusters Score: Raw -42439.611967 + Penalty 652.410852 = -41787.201116 nChanged 30 SP:Iteration 8Q (2857.934111 sec): 3 clusters Score: Raw -42457.198501 + Penalty 652.410852 = -41804.787649 nChanged 22 SP:Iteration 9Q (2857.989424 sec): 3 clusters Score: Raw -42469.611517 + Penalty 652.410852 = -41817.200665 nChanged 11 SP:Iteration 10Q (2858.033625 sec): 3 clusters Score: Raw -42474.890385 + Penalty 652.410852 = -41822.479533 nChanged 7 SP:Iteration 11Q (2858.072972 sec): 3 clusters Score: Raw -42478.902488 + Penalty 652.410852 = -41826.491637 nChanged 12 SP:Iteration 12Q (2858.120903 sec): 3 clusters Score: Raw -42487.505872 + Penalty 652.410852 = -41835.095020 nChanged 9 SP:Iteration 13Q (2858.164376 sec): 3 clusters Score: Raw -42493.855805 + Penalty 652.410852 = -41841.444954 nChanged 11 SP:Iteration 14Q (2858.207029 sec): 3 clusters Score: Raw -42500.437497 + Penalty 652.410852 = -41848.026646 nChanged 5 SP:Iteration 15Q (2858.252701 sec): 3 clusters Score: Raw -42502.865369 + Penalty 652.410852 = -41850.454518 nChanged 4 SP:Iteration 16Q (2858.289959 sec): 3 clusters Score: Raw -42506.920409 + Penalty 652.410852 = -41854.509557 nChanged 3 SP:Iteration 17Q (2858.335052 sec): 3 clusters Score: Raw -42508.293527 + Penalty 652.410852 = -41855.882675 nChanged 1 SP:Iteration 18Q (2858.387035 sec): 3 clusters Score: Raw -42508.513815 + Penalty 652.410852 = -41856.102963 nChanged 0 SP:Iteration 19F (2858.422186 sec): 3 clusters Score: Raw -42508.513815 + Penalty 652.410852 = -41856.102963 nChanged 0 Trying to split cluster 32 (33234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2858.476056 sec): 2 clusters Score: Raw -1313050.912483 + Penalty 473.715457 = -1312577.197026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2858.554774 sec): 3 clusters Score: Raw -1291330.394508 + Penalty 947.430914 = -1290382.963594 nChanged 15989 SP:Iteration 1F (2858.633461 sec): 3 clusters Score: Raw -1302200.253854 + Penalty 947.430914 = -1301252.822940 nChanged 2421 SP:Iteration 2F (2858.695549 sec): 3 clusters Score: Raw -1303683.908889 + Penalty 947.430914 = -1302736.477975 nChanged 2441 SP:Iteration 3F (2858.783562 sec): 3 clusters Score: Raw -1305318.099989 + Penalty 947.430914 = -1304370.669075 nChanged 2254 SP:Iteration 4F (2858.857192 sec): 3 clusters Score: Raw -1307015.870638 + Penalty 947.430914 = -1306068.439724 nChanged 1919 SP:Iteration 5F (2858.938473 sec): 3 clusters Score: Raw -1308590.024343 + Penalty 947.430914 = -1307642.593429 nChanged 1409 SP:Iteration 6Q (2859.019677 sec): 3 clusters Score: Raw -1309564.696073 + Penalty 947.430914 = -1308617.265158 nChanged 916 SP:Iteration 7Q (2859.102132 sec): 3 clusters Score: Raw -1310035.580808 + Penalty 947.430914 = -1309088.149894 nChanged 702 SP:Iteration 8Q (2859.177021 sec): 3 clusters Score: Raw -1310375.642699 + Penalty 947.430914 = -1309428.211785 nChanged 607 SP:Iteration 9Q (2859.251720 sec): 3 clusters Score: Raw -1310659.465332 + Penalty 947.430914 = -1309712.034418 nChanged 579 SP:Iteration 10Q (2859.339479 sec): 3 clusters Score: Raw -1310922.247179 + Penalty 947.430914 = -1309974.816265 nChanged 539 SP:Iteration 11Q (2859.407150 sec): 3 clusters Score: Raw -1311161.520829 + Penalty 947.430914 = -1310214.089915 nChanged 508 SP:Iteration 12Q (2859.492815 sec): 3 clusters Score: Raw -1311379.404297 + Penalty 947.430914 = -1310431.973383 nChanged 493 SP:Iteration 13Q (2859.556521 sec): 3 clusters Score: Raw -1311596.690950 + Penalty 947.430914 = -1310649.260036 nChanged 461 SP:Iteration 14Q (2859.642960 sec): 3 clusters Score: Raw -1311798.400306 + Penalty 947.430914 = -1310850.969392 nChanged 408 SP:Iteration 15Q (2859.718269 sec): 3 clusters Score: Raw -1311969.735904 + Penalty 947.430914 = -1311022.304990 nChanged 374 SP:Iteration 16Q (2859.791733 sec): 3 clusters Score: Raw -1312133.813169 + Penalty 947.430914 = -1311186.382255 nChanged 338 SP:Iteration 17Q (2859.876112 sec): 3 clusters Score: Raw -1312280.869128 + Penalty 947.430914 = -1311333.438213 nChanged 307 SP:Iteration 18Q (2859.943266 sec): 3 clusters Score: Raw -1312412.494341 + Penalty 947.430914 = -1311465.063426 nChanged 258 SP:Iteration 19Q (2860.022114 sec): 3 clusters Score: Raw -1312508.994627 + Penalty 947.430914 = -1311561.563713 nChanged 222 SP:Iteration 20F (2860.098764 sec): 3 clusters Score: Raw -1312587.887135 + Penalty 947.430914 = -1311640.456221 nChanged 193 SP:Iteration 21Q (2860.171794 sec): 3 clusters Score: Raw -1312663.997668 + Penalty 947.430914 = -1311716.566754 nChanged 174 SP:Iteration 22Q (2860.254496 sec): 3 clusters Score: Raw -1312728.373348 + Penalty 947.430914 = -1311780.942434 nChanged 163 SP:Iteration 23Q (2860.327100 sec): 3 clusters Score: Raw -1312782.833654 + Penalty 947.430914 = -1311835.402739 nChanged 128 SP:Iteration 24Q (2860.402362 sec): 3 clusters Score: Raw -1312822.455744 + Penalty 947.430914 = -1311875.024830 nChanged 125 SP:Iteration 25Q (2860.472165 sec): 3 clusters Score: Raw -1312863.019866 + Penalty 947.430914 = -1311915.588952 nChanged 124 SP:Iteration 26Q (2860.550637 sec): 3 clusters Score: Raw -1312900.629959 + Penalty 947.430914 = -1311953.199044 nChanged 111 SP:Iteration 27Q (2860.622174 sec): 3 clusters Score: Raw -1312939.089993 + Penalty 947.430914 = -1311991.659079 nChanged 117 SP:Iteration 28Q (2860.693655 sec): 3 clusters Score: Raw -1312982.187127 + Penalty 947.430914 = -1312034.756213 nChanged 105 SP:Iteration 29Q (2860.759610 sec): 3 clusters Score: Raw -1313020.167751 + Penalty 947.430914 = -1312072.736837 nChanged 98 SP:Iteration 30Q (2860.830783 sec): 3 clusters Score: Raw -1313048.643431 + Penalty 947.430914 = -1312101.212517 nChanged 72 SP:Iteration 31Q (2860.905769 sec): 3 clusters Score: Raw -1313066.938206 + Penalty 947.430914 = -1312119.507292 nChanged 63 SP:Iteration 32Q (2860.973834 sec): 3 clusters Score: Raw -1313082.447207 + Penalty 947.430914 = -1312135.016292 nChanged 55 SP:Iteration 33Q (2861.039154 sec): 3 clusters Score: Raw -1313096.610650 + Penalty 947.430914 = -1312149.179735 nChanged 48 SP:Iteration 34Q (2861.097420 sec): 3 clusters Score: Raw -1313106.013141 + Penalty 947.430914 = -1312158.582226 nChanged 34 SP:Iteration 35Q (2861.171753 sec): 3 clusters Score: Raw -1313111.518519 + Penalty 947.430914 = -1312164.087605 nChanged 35 SP:Iteration 36Q (2861.239437 sec): 3 clusters Score: Raw -1313117.903253 + Penalty 947.430914 = -1312170.472338 nChanged 23 SP:Iteration 37Q (2861.302303 sec): 3 clusters Score: Raw -1313121.635354 + Penalty 947.430914 = -1312174.204440 nChanged 20 SP:Iteration 38Q (2861.382126 sec): 3 clusters Score: Raw -1313124.266284 + Penalty 947.430914 = -1312176.835370 nChanged 13 SP:Iteration 39Q (2861.449005 sec): 3 clusters Score: Raw -1313126.285018 + Penalty 947.430914 = -1312178.854104 nChanged 16 SP:Iteration 40F (2861.526811 sec): 3 clusters Score: Raw -1313128.820416 + Penalty 947.430914 = -1312181.389502 nChanged 19 SP:Iteration 41Q (2861.616549 sec): 3 clusters Score: Raw -1313131.355521 + Penalty 947.430914 = -1312183.924606 nChanged 13 SP:Iteration 42Q (2861.684209 sec): 3 clusters Score: Raw -1313132.956520 + Penalty 947.430914 = -1312185.525605 nChanged 14 SP:Iteration 43Q (2861.756897 sec): 3 clusters Score: Raw -1313134.469281 + Penalty 947.430914 = -1312187.038366 nChanged 14 SP:Iteration 44Q (2861.841150 sec): 3 clusters Score: Raw -1313135.658027 + Penalty 947.430914 = -1312188.227113 nChanged 7 SP:Iteration 45Q (2861.907281 sec): 3 clusters Score: Raw -1313136.320270 + Penalty 947.430914 = -1312188.889356 nChanged 7 SP:Iteration 46Q (2861.986493 sec): 3 clusters Score: Raw -1313137.042165 + Penalty 947.430914 = -1312189.611251 nChanged 6 SP:Iteration 47Q (2862.058030 sec): 3 clusters Score: Raw -1313138.027870 + Penalty 947.430914 = -1312190.596956 nChanged 12 SP:Iteration 48Q (2862.128238 sec): 3 clusters Score: Raw -1313139.608317 + Penalty 947.430914 = -1312192.177402 nChanged 14 SP:Iteration 49Q (2862.188616 sec): 3 clusters Score: Raw -1313141.433548 + Penalty 947.430914 = -1312194.002634 nChanged 15 SP:Iteration 50Q (2862.264491 sec): 3 clusters Score: Raw -1313143.711496 + Penalty 947.430914 = -1312196.280582 nChanged 19 SP:Iteration 51Q (2862.335387 sec): 3 clusters Score: Raw -1313146.721460 + Penalty 947.430914 = -1312199.290546 nChanged 17 SP:Iteration 52Q (2862.404000 sec): 3 clusters Score: Raw -1313148.849158 + Penalty 947.430914 = -1312201.418243 nChanged 13 SP:Iteration 53Q (2862.480282 sec): 3 clusters Score: Raw -1313150.653194 + Penalty 947.430914 = -1312203.222280 nChanged 15 SP:Iteration 54Q (2862.547167 sec): 3 clusters Score: Raw -1313153.269502 + Penalty 947.430914 = -1312205.838588 nChanged 15 SP:Iteration 55Q (2862.617058 sec): 3 clusters Score: Raw -1313155.561037 + Penalty 947.430914 = -1312208.130123 nChanged 14 SP:Iteration 56Q (2862.694994 sec): 3 clusters Score: Raw -1313156.995942 + Penalty 947.430914 = -1312209.565027 nChanged 8 SP:Iteration 57Q (2862.767757 sec): 3 clusters Score: Raw -1313157.802137 + Penalty 947.430914 = -1312210.371222 nChanged 10 SP:Iteration 58Q (2862.830995 sec): 3 clusters Score: Raw -1313159.582047 + Penalty 947.430914 = -1312212.151133 nChanged 14 SP:Iteration 59Q (2862.910091 sec): 3 clusters Score: Raw -1313161.574700 + Penalty 947.430914 = -1312214.143786 nChanged 10 SP:Iteration 60F (2862.990065 sec): 3 clusters Score: Raw -1313163.557443 + Penalty 947.430914 = -1312216.126529 nChanged 14 SP:Iteration 61Q (2863.058408 sec): 3 clusters Score: Raw -1313165.856082 + Penalty 947.430914 = -1312218.425168 nChanged 11 SP:Iteration 62Q (2863.133301 sec): 3 clusters Score: Raw -1313167.902651 + Penalty 947.430914 = -1312220.471737 nChanged 16 SP:Iteration 63Q (2863.198437 sec): 3 clusters Score: Raw -1313170.547338 + Penalty 947.430914 = -1312223.116423 nChanged 10 SP:Iteration 64Q (2863.271613 sec): 3 clusters Score: Raw -1313172.499411 + Penalty 947.430914 = -1312225.068497 nChanged 11 SP:Iteration 65Q (2863.352196 sec): 3 clusters Score: Raw -1313174.215952 + Penalty 947.430914 = -1312226.785038 nChanged 7 SP:Iteration 66Q (2863.429261 sec): 3 clusters Score: Raw -1313175.328353 + Penalty 947.430914 = -1312227.897439 nChanged 8 SP:Iteration 67Q (2863.504764 sec): 3 clusters Score: Raw -1313177.012692 + Penalty 947.430914 = -1312229.581777 nChanged 11 SP:Iteration 68Q (2863.578150 sec): 3 clusters Score: Raw -1313179.569871 + Penalty 947.430914 = -1312232.138957 nChanged 14 SP:Iteration 69Q (2863.646566 sec): 3 clusters Score: Raw -1313181.994027 + Penalty 947.430914 = -1312234.563113 nChanged 11 SP:Iteration 70Q (2863.714075 sec): 3 clusters Score: Raw -1313184.663859 + Penalty 947.430914 = -1312237.232945 nChanged 15 SP:Iteration 71Q (2863.786522 sec): 3 clusters Score: Raw -1313188.850235 + Penalty 947.430914 = -1312241.419321 nChanged 16 SP:Iteration 72Q (2863.863126 sec): 3 clusters Score: Raw -1313192.108212 + Penalty 947.430914 = -1312244.677298 nChanged 9 SP:Iteration 73Q (2863.921421 sec): 3 clusters Score: Raw -1313193.558238 + Penalty 947.430914 = -1312246.127324 nChanged 7 SP:Iteration 74Q (2863.999800 sec): 3 clusters Score: Raw -1313194.585339 + Penalty 947.430914 = -1312247.154425 nChanged 5 SP:Iteration 75Q (2864.059512 sec): 3 clusters Score: Raw -1313195.147146 + Penalty 947.430914 = -1312247.716232 nChanged 4 SP:Iteration 76Q (2864.133379 sec): 3 clusters Score: Raw -1313195.901879 + Penalty 947.430914 = -1312248.470964 nChanged 7 SP:Iteration 77Q (2864.205312 sec): 3 clusters Score: Raw -1313196.720225 + Penalty 947.430914 = -1312249.289311 nChanged 4 SP:Iteration 78Q (2864.266159 sec): 3 clusters Score: Raw -1313197.129385 + Penalty 947.430914 = -1312249.698471 nChanged 2 SP:Iteration 79Q (2864.343510 sec): 3 clusters Score: Raw -1313197.318238 + Penalty 947.430914 = -1312249.887324 nChanged 0 SP:Iteration 80F (2864.418584 sec): 3 clusters Score: Raw -1313197.318238 + Penalty 947.430914 = -1312249.887324 nChanged 0 Trying to split cluster 33 (1752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2864.434494 sec): 2 clusters Score: Raw -69483.453477 + Penalty 339.817354 = -69143.636123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2864.479433 sec): 3 clusters Score: Raw -68537.204902 + Penalty 679.634708 = -67857.570195 nChanged 718 SP:Iteration 1F (2864.523726 sec): 3 clusters Score: Raw -69001.743167 + Penalty 679.634708 = -68322.108460 nChanged 158 SP:Iteration 2F (2864.571686 sec): 3 clusters Score: Raw -69134.452908 + Penalty 679.634708 = -68454.818200 nChanged 125 SP:Iteration 3F (2864.620703 sec): 3 clusters Score: Raw -69248.854591 + Penalty 679.634708 = -68569.219883 nChanged 89 SP:Iteration 4F (2864.657532 sec): 3 clusters Score: Raw -69343.027197 + Penalty 679.634708 = -68663.392489 nChanged 73 SP:Iteration 5Q (2864.700092 sec): 3 clusters Score: Raw -69400.149168 + Penalty 679.634708 = -68720.514460 nChanged 53 SP:Iteration 6Q (2864.745718 sec): 3 clusters Score: Raw -69428.831738 + Penalty 679.634708 = -68749.197030 nChanged 40 SP:Iteration 7Q (2864.801519 sec): 3 clusters Score: Raw -69452.108538 + Penalty 679.634708 = -68772.473830 nChanged 32 SP:Iteration 8Q (2864.840536 sec): 3 clusters Score: Raw -69464.283716 + Penalty 679.634708 = -68784.649008 nChanged 21 SP:Iteration 9Q (2864.889878 sec): 3 clusters Score: Raw -69474.483035 + Penalty 679.634708 = -68794.848328 nChanged 17 SP:Iteration 10Q (2864.940053 sec): 3 clusters Score: Raw -69482.217080 + Penalty 679.634708 = -68802.582372 nChanged 13 SP:Iteration 11Q (2864.983511 sec): 3 clusters Score: Raw -69486.763083 + Penalty 679.634708 = -68807.128375 nChanged 10 SP:Iteration 12Q (2865.031561 sec): 3 clusters Score: Raw -69492.242285 + Penalty 679.634708 = -68812.607578 nChanged 12 SP:Iteration 13Q (2865.066817 sec): 3 clusters Score: Raw -69497.795283 + Penalty 679.634708 = -68818.160575 nChanged 12 SP:Iteration 14Q (2865.114561 sec): 3 clusters Score: Raw -69502.795522 + Penalty 679.634708 = -68823.160814 nChanged 8 SP:Iteration 15Q (2865.153266 sec): 3 clusters Score: Raw -69506.595696 + Penalty 679.634708 = -68826.960988 nChanged 11 SP:Iteration 16Q (2865.196014 sec): 3 clusters Score: Raw -69510.257363 + Penalty 679.634708 = -68830.622656 nChanged 8 SP:Iteration 17Q (2865.242196 sec): 3 clusters Score: Raw -69513.787422 + Penalty 679.634708 = -68834.152714 nChanged 7 SP:Iteration 18Q (2865.288597 sec): 3 clusters Score: Raw -69515.922446 + Penalty 679.634708 = -68836.287738 nChanged 5 SP:Iteration 19Q (2865.332758 sec): 3 clusters Score: Raw -69518.083164 + Penalty 679.634708 = -68838.448456 nChanged 8 SP:Iteration 20F (2865.378446 sec): 3 clusters Score: Raw -69521.133040 + Penalty 679.634708 = -68841.498332 nChanged 7 SP:Iteration 21Q (2865.433032 sec): 3 clusters Score: Raw -69525.062523 + Penalty 679.634708 = -68845.427816 nChanged 6 SP:Iteration 22Q (2865.479964 sec): 3 clusters Score: Raw -69527.823880 + Penalty 679.634708 = -68848.189172 nChanged 8 SP:Iteration 23Q (2865.524288 sec): 3 clusters Score: Raw -69531.468915 + Penalty 679.634708 = -68851.834207 nChanged 5 SP:Iteration 24Q (2865.569064 sec): 3 clusters Score: Raw -69532.901392 + Penalty 679.634708 = -68853.266684 nChanged 4 SP:Iteration 25Q (2865.617427 sec): 3 clusters Score: Raw -69534.637109 + Penalty 679.634708 = -68855.002402 nChanged 5 SP:Iteration 26Q (2865.662802 sec): 3 clusters Score: Raw -69537.130466 + Penalty 679.634708 = -68857.495759 nChanged 5 SP:Iteration 27Q (2865.697314 sec): 3 clusters Score: Raw -69541.971280 + Penalty 679.634708 = -68862.336573 nChanged 7 SP:Iteration 28Q (2865.746003 sec): 3 clusters Score: Raw -69545.846520 + Penalty 679.634708 = -68866.211812 nChanged 8 SP:Iteration 29Q (2865.789309 sec): 3 clusters Score: Raw -69548.261523 + Penalty 679.634708 = -68868.626815 nChanged 6 SP:Iteration 30Q (2865.837964 sec): 3 clusters Score: Raw -69550.208826 + Penalty 679.634708 = -68870.574118 nChanged 2 SP:Iteration 31Q (2865.871892 sec): 3 clusters Score: Raw -69552.073823 + Penalty 679.634708 = -68872.439115 nChanged 6 SP:Iteration 32Q (2865.922507 sec): 3 clusters Score: Raw -69559.698367 + Penalty 679.634708 = -68880.063660 nChanged 6 SP:Iteration 33Q (2865.979664 sec): 3 clusters Score: Raw -69564.259375 + Penalty 679.634708 = -68884.624668 nChanged 4 SP:Iteration 34Q (2866.017110 sec): 3 clusters Score: Raw -69566.136391 + Penalty 679.634708 = -68886.501684 nChanged 1 SP:Iteration 35Q (2866.068768 sec): 3 clusters Score: Raw -69566.504913 + Penalty 679.634708 = -68886.870205 nChanged 3 SP:Iteration 36Q (2866.105943 sec): 3 clusters Score: Raw -69569.267742 + Penalty 679.634708 = -68889.633035 nChanged 6 SP:Iteration 37Q (2866.158726 sec): 3 clusters Score: Raw -69572.299564 + Penalty 679.634708 = -68892.664856 nChanged 6 SP:Iteration 38Q (2866.213784 sec): 3 clusters Score: Raw -69575.293919 + Penalty 679.634708 = -68895.659212 nChanged 4 SP:Iteration 39Q (2866.251732 sec): 3 clusters Score: Raw -69577.624117 + Penalty 679.634708 = -68897.989409 nChanged 4 SP:Iteration 40F (2866.295967 sec): 3 clusters Score: Raw -69580.705254 + Penalty 679.634708 = -68901.070546 nChanged 3 SP:Iteration 41Q (2866.346903 sec): 3 clusters Score: Raw -69582.788075 + Penalty 679.634708 = -68903.153367 nChanged 8 SP:Iteration 42Q (2866.387322 sec): 3 clusters Score: Raw -69587.531235 + Penalty 679.634708 = -68907.896527 nChanged 3 SP:Iteration 43Q (2866.430513 sec): 3 clusters Score: Raw -69589.091933 + Penalty 679.634708 = -68909.457226 nChanged 3 SP:Iteration 44Q (2866.483985 sec): 3 clusters Score: Raw -69590.428608 + Penalty 679.634708 = -68910.793900 nChanged 2 SP:Iteration 45Q (2866.520753 sec): 3 clusters Score: Raw -69591.226308 + Penalty 679.634708 = -68911.591601 nChanged 0 SP:Iteration 46F (2866.566525 sec): 3 clusters Score: Raw -69591.226308 + Penalty 679.634708 = -68911.591601 nChanged 0 Trying to split cluster 34 (1585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2866.593899 sec): 2 clusters Score: Raw -58583.375513 + Penalty 335.259456 = -58248.116057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2866.636193 sec): 3 clusters Score: Raw -57732.104492 + Penalty 670.518911 = -57061.585581 nChanged 663 SP:Iteration 1F (2866.675220 sec): 3 clusters Score: Raw -58163.368815 + Penalty 670.518911 = -57492.849903 nChanged 133 SP:Iteration 2F (2866.710116 sec): 3 clusters Score: Raw -58267.918888 + Penalty 670.518911 = -57597.399977 nChanged 119 SP:Iteration 3F (2866.747738 sec): 3 clusters Score: Raw -58362.811173 + Penalty 670.518911 = -57692.292262 nChanged 103 SP:Iteration 4F (2866.789116 sec): 3 clusters Score: Raw -58448.403575 + Penalty 670.518911 = -57777.884664 nChanged 97 SP:Iteration 5F (2866.844312 sec): 3 clusters Score: Raw -58528.800048 + Penalty 670.518911 = -57858.281137 nChanged 80 SP:Iteration 6F (2866.888934 sec): 3 clusters Score: Raw -58612.389077 + Penalty 670.518911 = -57941.870166 nChanged 74 SP:Iteration 7Q (2866.922618 sec): 3 clusters Score: Raw -58707.431484 + Penalty 670.518911 = -58036.912573 nChanged 62 SP:Iteration 8Q (2866.961919 sec): 3 clusters Score: Raw -58763.400756 + Penalty 670.518911 = -58092.881845 nChanged 56 SP:Iteration 9Q (2866.999949 sec): 3 clusters Score: Raw -58821.886884 + Penalty 670.518911 = -58151.367972 nChanged 39 SP:Iteration 10Q (2867.050587 sec): 3 clusters Score: Raw -58847.962174 + Penalty 670.518911 = -58177.443263 nChanged 15 SP:Iteration 11Q (2867.103261 sec): 3 clusters Score: Raw -58859.698962 + Penalty 670.518911 = -58189.180050 nChanged 18 SP:Iteration 12Q (2867.140635 sec): 3 clusters Score: Raw -58873.124017 + Penalty 670.518911 = -58202.605106 nChanged 20 SP:Iteration 13Q (2867.179397 sec): 3 clusters Score: Raw -58886.706333 + Penalty 670.518911 = -58216.187422 nChanged 14 SP:Iteration 14Q (2867.217548 sec): 3 clusters Score: Raw -58901.713084 + Penalty 670.518911 = -58231.194173 nChanged 16 SP:Iteration 15Q (2867.255687 sec): 3 clusters Score: Raw -58924.195334 + Penalty 670.518911 = -58253.676422 nChanged 16 SP:Iteration 16Q (2867.300229 sec): 3 clusters Score: Raw -58947.548617 + Penalty 670.518911 = -58277.029706 nChanged 18 SP:Iteration 17Q (2867.334150 sec): 3 clusters Score: Raw -58964.965499 + Penalty 670.518911 = -58294.446587 nChanged 13 SP:Iteration 18Q (2867.374771 sec): 3 clusters Score: Raw -58973.605443 + Penalty 670.518911 = -58303.086531 nChanged 6 SP:Iteration 19Q (2867.421300 sec): 3 clusters Score: Raw -58975.489827 + Penalty 670.518911 = -58304.970915 nChanged 5 SP:Iteration 20F (2867.453148 sec): 3 clusters Score: Raw -58976.599808 + Penalty 670.518911 = -58306.080896 nChanged 3 SP:Iteration 21Q (2867.500622 sec): 3 clusters Score: Raw -58977.314689 + Penalty 670.518911 = -58306.795778 nChanged 0 SP:Iteration 22F (2867.551248 sec): 3 clusters Score: Raw -58977.314689 + Penalty 670.518911 = -58306.795778 nChanged 0 Score: Raw -17398727.130711 + Penalty 26724.652923 = -17372002.477788 Splitting cluster 34 changes total score from -17372010.928543 to -17372002.477788 So it's not getting split. Trying to split cluster 35 (966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2874.956791 sec): 2 clusters Score: Raw -38174.007810 + Penalty 312.728954 = -37861.278855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2874.992792 sec): 3 clusters Score: Raw -37692.222847 + Penalty 625.457909 = -37066.764938 nChanged 352 SP:Iteration 1F (2875.034102 sec): 3 clusters Score: Raw -37902.330708 + Penalty 625.457909 = -37276.872799 nChanged 91 SP:Iteration 2F (2875.084158 sec): 3 clusters Score: Raw -37989.563269 + Penalty 625.457909 = -37364.105361 nChanged 67 SP:Iteration 3F (2875.129291 sec): 3 clusters Score: Raw -38044.405660 + Penalty 625.457909 = -37418.947751 nChanged 55 SP:Iteration 4F (2875.173268 sec): 3 clusters Score: Raw -38089.713146 + Penalty 625.457909 = -37464.255238 nChanged 51 SP:Iteration 5F (2875.207522 sec): 3 clusters Score: Raw -38131.414239 + Penalty 625.457909 = -37505.956330 nChanged 28 SP:Iteration 6Q (2875.258023 sec): 3 clusters Score: Raw -38151.293699 + Penalty 625.457909 = -37525.835790 nChanged 25 SP:Iteration 7Q (2875.296924 sec): 3 clusters Score: Raw -38166.865052 + Penalty 625.457909 = -37541.407143 nChanged 16 SP:Iteration 8Q (2875.343695 sec): 3 clusters Score: Raw -38179.212792 + Penalty 625.457909 = -37553.754883 nChanged 15 SP:Iteration 9Q (2875.391787 sec): 3 clusters Score: Raw -38193.788799 + Penalty 625.457909 = -37568.330890 nChanged 11 SP:Iteration 10Q (2875.447286 sec): 3 clusters Score: Raw -38200.257278 + Penalty 625.457909 = -37574.799369 nChanged 8 SP:Iteration 11Q (2875.483007 sec): 3 clusters Score: Raw -38206.940467 + Penalty 625.457909 = -37581.482559 nChanged 5 SP:Iteration 12Q (2875.530467 sec): 3 clusters Score: Raw -38211.351123 + Penalty 625.457909 = -37585.893214 nChanged 9 SP:Iteration 13Q (2875.574959 sec): 3 clusters Score: Raw -38220.931603 + Penalty 625.457909 = -37595.473694 nChanged 5 SP:Iteration 14Q (2875.630369 sec): 3 clusters Score: Raw -38224.812732 + Penalty 625.457909 = -37599.354823 nChanged 4 SP:Iteration 15Q (2875.684301 sec): 3 clusters Score: Raw -38228.474261 + Penalty 625.457909 = -37603.016353 nChanged 1 SP:Iteration 16Q (2875.731512 sec): 3 clusters Score: Raw -38228.715120 + Penalty 625.457909 = -37603.257211 nChanged 1 SP:Iteration 17Q (2875.775515 sec): 3 clusters Score: Raw -38229.191921 + Penalty 625.457909 = -37603.734012 nChanged 1 SP:Iteration 18Q (2875.813489 sec): 3 clusters Score: Raw -38230.127598 + Penalty 625.457909 = -37604.669689 nChanged 2 SP:Iteration 19Q (2875.866071 sec): 3 clusters Score: Raw -38231.195115 + Penalty 625.457909 = -37605.737206 nChanged 1 SP:Iteration 20F (2875.905397 sec): 3 clusters Score: Raw -38231.665325 + Penalty 625.457909 = -37606.207416 nChanged 3 SP:Iteration 21Q (2875.950822 sec): 3 clusters Score: Raw -38235.621719 + Penalty 625.457909 = -37610.163810 nChanged 3 SP:Iteration 22Q (2875.996209 sec): 3 clusters Score: Raw -38237.857671 + Penalty 625.457909 = -37612.399762 nChanged 1 SP:Iteration 23Q (2876.046370 sec): 3 clusters Score: Raw -38238.282808 + Penalty 625.457909 = -37612.824899 nChanged 0 SP:Iteration 24F (2876.091167 sec): 3 clusters Score: Raw -38238.282808 + Penalty 625.457909 = -37612.824899 nChanged 0 Trying to split cluster 36 (903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2876.116603 sec): 2 clusters Score: Raw -32773.673520 + Penalty 309.660376 = -32464.013144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2876.163341 sec): 3 clusters Score: Raw -32344.078886 + Penalty 619.320752 = -31724.758133 nChanged 361 SP:Iteration 1F (2876.207919 sec): 3 clusters Score: Raw -32576.351471 + Penalty 619.320752 = -31957.030718 nChanged 78 SP:Iteration 2F (2876.255821 sec): 3 clusters Score: Raw -32625.178703 + Penalty 619.320752 = -32005.857950 nChanged 44 SP:Iteration 3Q (2876.305048 sec): 3 clusters Score: Raw -32652.012612 + Penalty 619.320752 = -32032.691860 nChanged 35 SP:Iteration 4Q (2876.353473 sec): 3 clusters Score: Raw -32670.944609 + Penalty 619.320752 = -32051.623857 nChanged 29 SP:Iteration 5Q (2876.401651 sec): 3 clusters Score: Raw -32689.250964 + Penalty 619.320752 = -32069.930212 nChanged 21 SP:Iteration 6Q (2876.449872 sec): 3 clusters Score: Raw -32704.486159 + Penalty 619.320752 = -32085.165406 nChanged 19 SP:Iteration 7Q (2876.499662 sec): 3 clusters Score: Raw -32714.736194 + Penalty 619.320752 = -32095.415442 nChanged 13 SP:Iteration 8Q (2876.549234 sec): 3 clusters Score: Raw -32720.369488 + Penalty 619.320752 = -32101.048736 nChanged 12 SP:Iteration 9Q (2876.597962 sec): 3 clusters Score: Raw -32726.143284 + Penalty 619.320752 = -32106.822532 nChanged 13 SP:Iteration 10Q (2876.646893 sec): 3 clusters Score: Raw -32730.341160 + Penalty 619.320752 = -32111.020408 nChanged 11 SP:Iteration 11Q (2876.695251 sec): 3 clusters Score: Raw -32734.337705 + Penalty 619.320752 = -32115.016952 nChanged 10 SP:Iteration 12Q (2876.749372 sec): 3 clusters Score: Raw -32740.135552 + Penalty 619.320752 = -32120.814799 nChanged 12 SP:Iteration 13Q (2876.798724 sec): 3 clusters Score: Raw -32753.353196 + Penalty 619.320752 = -32134.032444 nChanged 12 SP:Iteration 14Q (2876.843034 sec): 3 clusters Score: Raw -32761.349232 + Penalty 619.320752 = -32142.028479 nChanged 7 SP:Iteration 15Q (2876.879323 sec): 3 clusters Score: Raw -32767.982492 + Penalty 619.320752 = -32148.661740 nChanged 9 SP:Iteration 16Q (2876.924075 sec): 3 clusters Score: Raw -32778.309987 + Penalty 619.320752 = -32158.989235 nChanged 7 SP:Iteration 17Q (2876.981235 sec): 3 clusters Score: Raw -32785.013243 + Penalty 619.320752 = -32165.692491 nChanged 3 SP:Iteration 18Q (2877.025367 sec): 3 clusters Score: Raw -32786.241860 + Penalty 619.320752 = -32166.921108 nChanged 2 SP:Iteration 19Q (2877.075370 sec): 3 clusters Score: Raw -32787.227879 + Penalty 619.320752 = -32167.907126 nChanged 2 SP:Iteration 20F (2877.112375 sec): 3 clusters Score: Raw -32788.296514 + Penalty 619.320752 = -32168.975761 nChanged 2 SP:Iteration 21Q (2877.159698 sec): 3 clusters Score: Raw -32789.271379 + Penalty 619.320752 = -32169.950626 nChanged 1 SP:Iteration 22Q (2877.206916 sec): 3 clusters Score: Raw -32789.715464 + Penalty 619.320752 = -32170.394712 nChanged 0 SP:Iteration 23F (2877.254565 sec): 3 clusters Score: Raw -32789.715464 + Penalty 619.320752 = -32170.394712 nChanged 0 Trying to split cluster 37 (64536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2877.343437 sec): 2 clusters Score: Raw -2535445.076556 + Penalty 503.911521 = -2534941.165035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2877.438085 sec): 3 clusters Score: Raw -2492382.180798 + Penalty 1007.823042 = -2491374.357756 nChanged 31502 SP:Iteration 1F (2877.548486 sec): 3 clusters Score: Raw -2512244.432622 + Penalty 1007.823042 = -2511236.609580 nChanged 3899 SP:Iteration 2F (2877.651386 sec): 3 clusters Score: Raw -2514198.309468 + Penalty 1007.823042 = -2513190.486425 nChanged 4296 SP:Iteration 3F (2877.755289 sec): 3 clusters Score: Raw -2516802.711464 + Penalty 1007.823042 = -2515794.888422 nChanged 4454 SP:Iteration 4F (2877.856177 sec): 3 clusters Score: Raw -2519872.420606 + Penalty 1007.823042 = -2518864.597564 nChanged 4335 SP:Iteration 5F (2877.950842 sec): 3 clusters Score: Raw -2523076.382777 + Penalty 1007.823042 = -2522068.559735 nChanged 3644 SP:Iteration 6F (2878.043439 sec): 3 clusters Score: Raw -2525676.553187 + Penalty 1007.823042 = -2524668.730145 nChanged 2820 SP:Iteration 7Q (2878.149471 sec): 3 clusters Score: Raw -2527242.078836 + Penalty 1007.823042 = -2526234.255793 nChanged 1878 SP:Iteration 8Q (2878.256787 sec): 3 clusters Score: Raw -2527907.380044 + Penalty 1007.823042 = -2526899.557002 nChanged 1161 SP:Iteration 9Q (2878.367432 sec): 3 clusters Score: Raw -2528224.243598 + Penalty 1007.823042 = -2527216.420556 nChanged 864 SP:Iteration 10Q (2878.480478 sec): 3 clusters Score: Raw -2528445.533526 + Penalty 1007.823042 = -2527437.710483 nChanged 818 SP:Iteration 11Q (2878.593609 sec): 3 clusters Score: Raw -2528640.687164 + Penalty 1007.823042 = -2527632.864122 nChanged 804 SP:Iteration 12Q (2878.695061 sec): 3 clusters Score: Raw -2528832.750473 + Penalty 1007.823042 = -2527824.927430 nChanged 829 SP:Iteration 13Q (2878.791647 sec): 3 clusters Score: Raw -2529039.691654 + Penalty 1007.823042 = -2528031.868612 nChanged 892 SP:Iteration 14Q (2878.894283 sec): 3 clusters Score: Raw -2529273.774768 + Penalty 1007.823042 = -2528265.951726 nChanged 912 SP:Iteration 15Q (2879.000270 sec): 3 clusters Score: Raw -2529516.711654 + Penalty 1007.823042 = -2528508.888612 nChanged 920 SP:Iteration 16Q (2879.107501 sec): 3 clusters Score: Raw -2529753.069991 + Penalty 1007.823042 = -2528745.246948 nChanged 912 SP:Iteration 17Q (2879.213977 sec): 3 clusters Score: Raw -2529997.265486 + Penalty 1007.823042 = -2528989.442444 nChanged 939 SP:Iteration 18Q (2879.318375 sec): 3 clusters Score: Raw -2530264.539607 + Penalty 1007.823042 = -2529256.716564 nChanged 946 SP:Iteration 19Q (2879.427050 sec): 3 clusters Score: Raw -2530556.725953 + Penalty 1007.823042 = -2529548.902911 nChanged 988 SP:Iteration 20F (2879.523610 sec): 3 clusters Score: Raw -2530889.403122 + Penalty 1007.823042 = -2529881.580079 nChanged 1034 SP:Iteration 21Q (2879.640443 sec): 3 clusters Score: Raw -2531278.603906 + Penalty 1007.823042 = -2530270.780864 nChanged 1037 SP:Iteration 22Q (2879.743327 sec): 3 clusters Score: Raw -2531699.756147 + Penalty 1007.823042 = -2530691.933105 nChanged 1033 SP:Iteration 23Q (2879.851133 sec): 3 clusters Score: Raw -2532152.589864 + Penalty 1007.823042 = -2531144.766821 nChanged 990 SP:Iteration 24Q (2879.958159 sec): 3 clusters Score: Raw -2532599.359940 + Penalty 1007.823042 = -2531591.536898 nChanged 932 SP:Iteration 25Q (2880.063107 sec): 3 clusters Score: Raw -2533030.129321 + Penalty 1007.823042 = -2532022.306279 nChanged 897 SP:Iteration 26Q (2880.167840 sec): 3 clusters Score: Raw -2533472.867286 + Penalty 1007.823042 = -2532465.044243 nChanged 830 SP:Iteration 27Q (2880.274676 sec): 3 clusters Score: Raw -2533890.570962 + Penalty 1007.823042 = -2532882.747920 nChanged 780 SP:Iteration 28Q (2880.374912 sec): 3 clusters Score: Raw -2534301.196332 + Penalty 1007.823042 = -2533293.373289 nChanged 637 SP:Iteration 29Q (2880.474151 sec): 3 clusters Score: Raw -2534633.352049 + Penalty 1007.823042 = -2533625.529007 nChanged 548 SP:Iteration 30Q (2880.582851 sec): 3 clusters Score: Raw -2534926.526775 + Penalty 1007.823042 = -2533918.703733 nChanged 457 SP:Iteration 31Q (2880.672039 sec): 3 clusters Score: Raw -2535190.122783 + Penalty 1007.823042 = -2534182.299741 nChanged 374 SP:Iteration 32Q (2880.765708 sec): 3 clusters Score: Raw -2535383.482281 + Penalty 1007.823042 = -2534375.659239 nChanged 295 SP:Iteration 33Q (2880.866143 sec): 3 clusters Score: Raw -2535530.261474 + Penalty 1007.823042 = -2534522.438432 nChanged 202 SP:Iteration 34Q (2880.961408 sec): 3 clusters Score: Raw -2535617.562190 + Penalty 1007.823042 = -2534609.739147 nChanged 160 SP:Iteration 35Q (2881.062574 sec): 3 clusters Score: Raw -2535683.381741 + Penalty 1007.823042 = -2534675.558698 nChanged 103 SP:Iteration 36Q (2881.151805 sec): 3 clusters Score: Raw -2535720.334580 + Penalty 1007.823042 = -2534712.511538 nChanged 80 SP:Iteration 37Q (2881.242376 sec): 3 clusters Score: Raw -2535747.603303 + Penalty 1007.823042 = -2534739.780260 nChanged 70 SP:Iteration 38Q (2881.342397 sec): 3 clusters Score: Raw -2535772.502159 + Penalty 1007.823042 = -2534764.679117 nChanged 66 SP:Iteration 39Q (2881.436366 sec): 3 clusters Score: Raw -2535789.184643 + Penalty 1007.823042 = -2534781.361600 nChanged 42 SP:Iteration 40F (2881.523271 sec): 3 clusters Score: Raw -2535795.764340 + Penalty 1007.823042 = -2534787.941297 nChanged 28 SP:Iteration 41Q (2881.611983 sec): 3 clusters Score: Raw -2535799.432423 + Penalty 1007.823042 = -2534791.609381 nChanged 21 SP:Iteration 42Q (2881.694092 sec): 3 clusters Score: Raw -2535800.704484 + Penalty 1007.823042 = -2534792.881442 nChanged 6 SP:Iteration 43Q (2881.793818 sec): 3 clusters Score: Raw -2535801.095572 + Penalty 1007.823042 = -2534793.272530 nChanged 5 SP:Iteration 44Q (2881.877987 sec): 3 clusters Score: Raw -2535801.680715 + Penalty 1007.823042 = -2534793.857673 nChanged 7 SP:Iteration 45Q (2881.960951 sec): 3 clusters Score: Raw -2535802.330623 + Penalty 1007.823042 = -2534794.507580 nChanged 5 SP:Iteration 46Q (2882.042278 sec): 3 clusters Score: Raw -2535802.554562 + Penalty 1007.823042 = -2534794.731520 nChanged 0 SP:Iteration 47F (2882.137728 sec): 3 clusters Score: Raw -2535802.554562 + Penalty 1007.823042 = -2534794.731520 nChanged 0 Trying to split cluster 38 (2764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2882.164245 sec): 2 clusters Score: Raw -104259.464701 + Penalty 360.561755 = -103898.902946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2882.209662 sec): 3 clusters Score: Raw -102693.591953 + Penalty 721.123511 = -101972.468442 nChanged 1198 SP:Iteration 1F (2882.258847 sec): 3 clusters Score: Raw -103411.339856 + Penalty 721.123511 = -102690.216345 nChanged 235 SP:Iteration 2F (2882.311662 sec): 3 clusters Score: Raw -103620.782229 + Penalty 721.123511 = -102899.658718 nChanged 237 SP:Iteration 3F (2882.356855 sec): 3 clusters Score: Raw -103840.698072 + Penalty 721.123511 = -103119.574561 nChanged 210 SP:Iteration 4F (2882.398756 sec): 3 clusters Score: Raw -104003.133293 + Penalty 721.123511 = -103282.009782 nChanged 153 SP:Iteration 5F (2882.434227 sec): 3 clusters Score: Raw -104110.534961 + Penalty 721.123511 = -103389.411450 nChanged 139 SP:Iteration 6F (2882.488258 sec): 3 clusters Score: Raw -104193.407219 + Penalty 721.123511 = -103472.283708 nChanged 84 SP:Iteration 7Q (2882.523290 sec): 3 clusters Score: Raw -104238.286624 + Penalty 721.123511 = -103517.163113 nChanged 62 SP:Iteration 8Q (2882.564723 sec): 3 clusters Score: Raw -104264.661403 + Penalty 721.123511 = -103543.537892 nChanged 43 SP:Iteration 9Q (2882.601845 sec): 3 clusters Score: Raw -104276.183003 + Penalty 721.123511 = -103555.059492 nChanged 33 SP:Iteration 10Q (2882.638892 sec): 3 clusters Score: Raw -104282.705315 + Penalty 721.123511 = -103561.581804 nChanged 27 SP:Iteration 11Q (2882.678044 sec): 3 clusters Score: Raw -104289.200107 + Penalty 721.123511 = -103568.076596 nChanged 30 SP:Iteration 12Q (2882.717424 sec): 3 clusters Score: Raw -104295.954766 + Penalty 721.123511 = -103574.831255 nChanged 19 SP:Iteration 13Q (2882.752871 sec): 3 clusters Score: Raw -104301.416665 + Penalty 721.123511 = -103580.293155 nChanged 25 SP:Iteration 14Q (2882.789054 sec): 3 clusters Score: Raw -104308.444866 + Penalty 721.123511 = -103587.321355 nChanged 21 SP:Iteration 15Q (2882.824213 sec): 3 clusters Score: Raw -104313.897037 + Penalty 721.123511 = -103592.773526 nChanged 23 SP:Iteration 16Q (2882.875153 sec): 3 clusters Score: Raw -104321.125183 + Penalty 721.123511 = -103600.001673 nChanged 30 SP:Iteration 17Q (2882.924447 sec): 3 clusters Score: Raw -104328.516732 + Penalty 721.123511 = -103607.393221 nChanged 22 SP:Iteration 18Q (2882.971664 sec): 3 clusters Score: Raw -104333.963915 + Penalty 721.123511 = -103612.840404 nChanged 18 SP:Iteration 19Q (2883.019840 sec): 3 clusters Score: Raw -104337.804292 + Penalty 721.123511 = -103616.680781 nChanged 15 SP:Iteration 20F (2883.061177 sec): 3 clusters Score: Raw -104341.199656 + Penalty 721.123511 = -103620.076145 nChanged 13 SP:Iteration 21Q (2883.099856 sec): 3 clusters Score: Raw -104344.839600 + Penalty 721.123511 = -103623.716089 nChanged 13 SP:Iteration 22Q (2883.145512 sec): 3 clusters Score: Raw -104346.499842 + Penalty 721.123511 = -103625.376331 nChanged 9 SP:Iteration 23Q (2883.187859 sec): 3 clusters Score: Raw -104347.881579 + Penalty 721.123511 = -103626.758068 nChanged 9 SP:Iteration 24Q (2883.233825 sec): 3 clusters Score: Raw -104350.680895 + Penalty 721.123511 = -103629.557385 nChanged 10 SP:Iteration 25Q (2883.272806 sec): 3 clusters Score: Raw -104355.194294 + Penalty 721.123511 = -103634.070783 nChanged 12 SP:Iteration 26Q (2883.318482 sec): 3 clusters Score: Raw -104359.337549 + Penalty 721.123511 = -103638.214039 nChanged 13 SP:Iteration 27Q (2883.361864 sec): 3 clusters Score: Raw -104364.997818 + Penalty 721.123511 = -103643.874308 nChanged 16 SP:Iteration 28Q (2883.402441 sec): 3 clusters Score: Raw -104368.609292 + Penalty 721.123511 = -103647.485781 nChanged 7 SP:Iteration 29Q (2883.437640 sec): 3 clusters Score: Raw -104369.246943 + Penalty 721.123511 = -103648.123432 nChanged 4 SP:Iteration 30Q (2883.493813 sec): 3 clusters Score: Raw -104369.831736 + Penalty 721.123511 = -103648.708225 nChanged 4 SP:Iteration 31Q (2883.532993 sec): 3 clusters Score: Raw -104370.571462 + Penalty 721.123511 = -103649.447951 nChanged 2 SP:Iteration 32Q (2883.571101 sec): 3 clusters Score: Raw -104370.752462 + Penalty 721.123511 = -103649.628951 nChanged 2 SP:Iteration 33Q (2883.615873 sec): 3 clusters Score: Raw -104370.867549 + Penalty 721.123511 = -103649.744039 nChanged 2 SP:Iteration 34Q (2883.656052 sec): 3 clusters Score: Raw -104370.990040 + Penalty 721.123511 = -103649.866529 nChanged 0 SP:Iteration 35F (2883.707956 sec): 3 clusters Score: Raw -104370.990040 + Penalty 721.123511 = -103649.866529 nChanged 0 Trying to split cluster 39 (6137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2883.738257 sec): 2 clusters Score: Raw -258090.490300 + Penalty 396.855154 = -257693.635146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2883.792525 sec): 3 clusters Score: Raw -254319.242923 + Penalty 793.710309 = -253525.532614 nChanged 2808 SP:Iteration 1F (2883.828273 sec): 3 clusters Score: Raw -255880.372497 + Penalty 793.710309 = -255086.662188 nChanged 433 SP:Iteration 2F (2883.882870 sec): 3 clusters Score: Raw -256076.067803 + Penalty 793.710309 = -255282.357495 nChanged 385 SP:Iteration 3F (2883.925526 sec): 3 clusters Score: Raw -256275.493449 + Penalty 793.710309 = -255481.783140 nChanged 375 SP:Iteration 4F (2883.969561 sec): 3 clusters Score: Raw -256523.108796 + Penalty 793.710309 = -255729.398488 nChanged 412 SP:Iteration 5F (2884.027126 sec): 3 clusters Score: Raw -256811.259573 + Penalty 793.710309 = -256017.549265 nChanged 406 SP:Iteration 6F (2884.076823 sec): 3 clusters Score: Raw -257097.122265 + Penalty 793.710309 = -256303.411956 nChanged 364 SP:Iteration 7F (2884.117080 sec): 3 clusters Score: Raw -257341.238512 + Penalty 793.710309 = -256547.528204 nChanged 271 SP:Iteration 8Q (2884.166798 sec): 3 clusters Score: Raw -257485.676140 + Penalty 793.710309 = -256691.965831 nChanged 199 SP:Iteration 9Q (2884.209406 sec): 3 clusters Score: Raw -257581.684564 + Penalty 793.710309 = -256787.974256 nChanged 156 SP:Iteration 10Q (2884.260289 sec): 3 clusters Score: Raw -257636.180176 + Penalty 793.710309 = -256842.469868 nChanged 111 SP:Iteration 11Q (2884.312888 sec): 3 clusters Score: Raw -257668.192112 + Penalty 793.710309 = -256874.481804 nChanged 92 SP:Iteration 12Q (2884.364809 sec): 3 clusters Score: Raw -257695.994223 + Penalty 793.710309 = -256902.283914 nChanged 77 SP:Iteration 13Q (2884.420035 sec): 3 clusters Score: Raw -257723.571171 + Penalty 793.710309 = -256929.860863 nChanged 75 SP:Iteration 14Q (2884.472386 sec): 3 clusters Score: Raw -257741.904886 + Penalty 793.710309 = -256948.194577 nChanged 55 SP:Iteration 15Q (2884.524880 sec): 3 clusters Score: Raw -257753.377096 + Penalty 793.710309 = -256959.666788 nChanged 50 SP:Iteration 16Q (2884.575131 sec): 3 clusters Score: Raw -257764.443514 + Penalty 793.710309 = -256970.733205 nChanged 51 SP:Iteration 17Q (2884.619481 sec): 3 clusters Score: Raw -257773.869011 + Penalty 793.710309 = -256980.158702 nChanged 49 SP:Iteration 18Q (2884.670057 sec): 3 clusters Score: Raw -257786.019528 + Penalty 793.710309 = -256992.309219 nChanged 46 SP:Iteration 19Q (2884.724119 sec): 3 clusters Score: Raw -257803.000176 + Penalty 793.710309 = -257009.289868 nChanged 57 SP:Iteration 20F (2884.772524 sec): 3 clusters Score: Raw -257822.068818 + Penalty 793.710309 = -257028.358509 nChanged 54 SP:Iteration 21Q (2884.827385 sec): 3 clusters Score: Raw -257837.979398 + Penalty 793.710309 = -257044.269089 nChanged 54 SP:Iteration 22Q (2884.868610 sec): 3 clusters Score: Raw -257855.139100 + Penalty 793.710309 = -257061.428791 nChanged 53 SP:Iteration 23Q (2884.924682 sec): 3 clusters Score: Raw -257868.059222 + Penalty 793.710309 = -257074.348913 nChanged 51 SP:Iteration 24Q (2884.974066 sec): 3 clusters Score: Raw -257880.041444 + Penalty 793.710309 = -257086.331136 nChanged 39 SP:Iteration 25Q (2885.022752 sec): 3 clusters Score: Raw -257889.520229 + Penalty 793.710309 = -257095.809921 nChanged 41 SP:Iteration 26Q (2885.075144 sec): 3 clusters Score: Raw -257896.783744 + Penalty 793.710309 = -257103.073436 nChanged 37 SP:Iteration 27Q (2885.129362 sec): 3 clusters Score: Raw -257904.802375 + Penalty 793.710309 = -257111.092066 nChanged 48 SP:Iteration 28Q (2885.181676 sec): 3 clusters Score: Raw -257915.705680 + Penalty 793.710309 = -257121.995371 nChanged 47 SP:Iteration 29Q (2885.230860 sec): 3 clusters Score: Raw -257925.626380 + Penalty 793.710309 = -257131.916071 nChanged 31 SP:Iteration 30Q (2885.271237 sec): 3 clusters Score: Raw -257931.260576 + Penalty 793.710309 = -257137.550267 nChanged 29 SP:Iteration 31Q (2885.333138 sec): 3 clusters Score: Raw -257937.784967 + Penalty 793.710309 = -257144.074659 nChanged 34 SP:Iteration 32Q (2885.374577 sec): 3 clusters Score: Raw -257943.587490 + Penalty 793.710309 = -257149.877181 nChanged 28 SP:Iteration 33Q (2885.426966 sec): 3 clusters Score: Raw -257948.823696 + Penalty 793.710309 = -257155.113388 nChanged 27 SP:Iteration 34Q (2885.468689 sec): 3 clusters Score: Raw -257953.718190 + Penalty 793.710309 = -257160.007882 nChanged 31 SP:Iteration 35Q (2885.530109 sec): 3 clusters Score: Raw -257957.730503 + Penalty 793.710309 = -257164.020195 nChanged 24 SP:Iteration 36Q (2885.584286 sec): 3 clusters Score: Raw -257961.720946 + Penalty 793.710309 = -257168.010637 nChanged 24 SP:Iteration 37Q (2885.633547 sec): 3 clusters Score: Raw -257964.610845 + Penalty 793.710309 = -257170.900536 nChanged 19 SP:Iteration 38Q (2885.682866 sec): 3 clusters Score: Raw -257966.555127 + Penalty 793.710309 = -257172.844818 nChanged 12 SP:Iteration 39Q (2885.721716 sec): 3 clusters Score: Raw -257967.380145 + Penalty 793.710309 = -257173.669837 nChanged 9 SP:Iteration 40F (2885.781911 sec): 3 clusters Score: Raw -257968.008573 + Penalty 793.710309 = -257174.298264 nChanged 7 SP:Iteration 41Q (2885.819902 sec): 3 clusters Score: Raw -257968.920954 + Penalty 793.710309 = -257175.210645 nChanged 11 SP:Iteration 42Q (2885.877804 sec): 3 clusters Score: Raw -257971.996880 + Penalty 793.710309 = -257178.286571 nChanged 16 SP:Iteration 43Q (2885.927547 sec): 3 clusters Score: Raw -257974.948109 + Penalty 793.710309 = -257181.237800 nChanged 14 SP:Iteration 44Q (2885.977129 sec): 3 clusters Score: Raw -257976.415973 + Penalty 793.710309 = -257182.705665 nChanged 16 SP:Iteration 45Q (2886.029092 sec): 3 clusters Score: Raw -257978.360763 + Penalty 793.710309 = -257184.650455 nChanged 17 SP:Iteration 46Q (2886.081800 sec): 3 clusters Score: Raw -257981.072690 + Penalty 793.710309 = -257187.362381 nChanged 24 SP:Iteration 47Q (2886.133679 sec): 3 clusters Score: Raw -257985.630058 + Penalty 793.710309 = -257191.919750 nChanged 19 SP:Iteration 48Q (2886.187723 sec): 3 clusters Score: Raw -257989.474199 + Penalty 793.710309 = -257195.763891 nChanged 25 SP:Iteration 49Q (2886.228287 sec): 3 clusters Score: Raw -257994.796650 + Penalty 793.710309 = -257201.086342 nChanged 21 SP:Iteration 50Q (2886.277596 sec): 3 clusters Score: Raw -257998.297497 + Penalty 793.710309 = -257204.587189 nChanged 19 SP:Iteration 51Q (2886.325876 sec): 3 clusters Score: Raw -258001.089924 + Penalty 793.710309 = -257207.379616 nChanged 17 SP:Iteration 52Q (2886.379589 sec): 3 clusters Score: Raw -258003.068936 + Penalty 793.710309 = -257209.358628 nChanged 23 SP:Iteration 53Q (2886.422942 sec): 3 clusters Score: Raw -258006.905843 + Penalty 793.710309 = -257213.195535 nChanged 22 SP:Iteration 54Q (2886.484219 sec): 3 clusters Score: Raw -258010.284414 + Penalty 793.710309 = -257216.574106 nChanged 25 SP:Iteration 55Q (2886.532731 sec): 3 clusters Score: Raw -258013.711373 + Penalty 793.710309 = -257220.001064 nChanged 26 SP:Iteration 56Q (2886.584625 sec): 3 clusters Score: Raw -258017.887160 + Penalty 793.710309 = -257224.176852 nChanged 26 SP:Iteration 57Q (2886.638149 sec): 3 clusters Score: Raw -258025.476331 + Penalty 793.710309 = -257231.766023 nChanged 45 SP:Iteration 58Q (2886.689469 sec): 3 clusters Score: Raw -258038.295982 + Penalty 793.710309 = -257244.585673 nChanged 33 SP:Iteration 59Q (2886.744276 sec): 3 clusters Score: Raw -258047.917325 + Penalty 793.710309 = -257254.207017 nChanged 38 SP:Iteration 60F (2886.783985 sec): 3 clusters Score: Raw -258061.080765 + Penalty 793.710309 = -257267.370457 nChanged 45 SP:Iteration 61Q (2886.834900 sec): 3 clusters Score: Raw -258076.312668 + Penalty 793.710309 = -257282.602360 nChanged 48 SP:Iteration 62Q (2886.883862 sec): 3 clusters Score: Raw -258094.604876 + Penalty 793.710309 = -257300.894568 nChanged 53 SP:Iteration 63Q (2886.948530 sec): 3 clusters Score: Raw -258112.544614 + Penalty 793.710309 = -257318.834305 nChanged 43 SP:Iteration 64Q (2886.987799 sec): 3 clusters Score: Raw -258129.674044 + Penalty 793.710309 = -257335.963736 nChanged 53 SP:Iteration 65Q (2887.041514 sec): 3 clusters Score: Raw -258147.235853 + Penalty 793.710309 = -257353.525545 nChanged 38 SP:Iteration 66Q (2887.092767 sec): 3 clusters Score: Raw -258159.140609 + Penalty 793.710309 = -257365.430301 nChanged 28 SP:Iteration 67Q (2887.143651 sec): 3 clusters Score: Raw -258166.012770 + Penalty 793.710309 = -257372.302461 nChanged 34 SP:Iteration 68Q (2887.181366 sec): 3 clusters Score: Raw -258175.126543 + Penalty 793.710309 = -257381.416235 nChanged 39 SP:Iteration 69Q (2887.226149 sec): 3 clusters Score: Raw -258186.461086 + Penalty 793.710309 = -257392.750778 nChanged 33 SP:Iteration 70Q (2887.271408 sec): 3 clusters Score: Raw -258195.071876 + Penalty 793.710309 = -257401.361567 nChanged 34 SP:Iteration 71Q (2887.313679 sec): 3 clusters Score: Raw -258205.658286 + Penalty 793.710309 = -257411.947978 nChanged 31 SP:Iteration 72Q (2887.365660 sec): 3 clusters Score: Raw -258214.445184 + Penalty 793.710309 = -257420.734876 nChanged 26 SP:Iteration 73Q (2887.406035 sec): 3 clusters Score: Raw -258222.599375 + Penalty 793.710309 = -257428.889067 nChanged 22 SP:Iteration 74Q (2887.458115 sec): 3 clusters Score: Raw -258229.399076 + Penalty 793.710309 = -257435.688767 nChanged 28 SP:Iteration 75Q (2887.510603 sec): 3 clusters Score: Raw -258237.576509 + Penalty 793.710309 = -257443.866200 nChanged 21 SP:Iteration 76Q (2887.546854 sec): 3 clusters Score: Raw -258243.632811 + Penalty 793.710309 = -257449.922503 nChanged 17 SP:Iteration 77Q (2887.581017 sec): 3 clusters Score: Raw -258247.566469 + Penalty 793.710309 = -257453.856161 nChanged 16 SP:Iteration 78Q (2887.619971 sec): 3 clusters Score: Raw -258250.816585 + Penalty 793.710309 = -257457.106276 nChanged 17 SP:Iteration 79Q (2887.657592 sec): 3 clusters Score: Raw -258253.459185 + Penalty 793.710309 = -257459.748877 nChanged 12 SP:Iteration 80F (2887.695318 sec): 3 clusters Score: Raw -258255.946453 + Penalty 793.710309 = -257462.236145 nChanged 14 SP:Iteration 81Q (2887.744697 sec): 3 clusters Score: Raw -258259.945947 + Penalty 793.710309 = -257466.235639 nChanged 8 SP:Iteration 82Q (2887.783120 sec): 3 clusters Score: Raw -258261.413858 + Penalty 793.710309 = -257467.703549 nChanged 8 SP:Iteration 83Q (2887.831525 sec): 3 clusters Score: Raw -258262.878810 + Penalty 793.710309 = -257469.168502 nChanged 5 SP:Iteration 84Q (2887.880031 sec): 3 clusters Score: Raw -258263.933645 + Penalty 793.710309 = -257470.223336 nChanged 6 SP:Iteration 85Q (2887.927816 sec): 3 clusters Score: Raw -258265.038711 + Penalty 793.710309 = -257471.328402 nChanged 4 SP:Iteration 86Q (2887.976450 sec): 3 clusters Score: Raw -258265.379840 + Penalty 793.710309 = -257471.669531 nChanged 2 SP:Iteration 87Q (2888.030514 sec): 3 clusters Score: Raw -258265.557821 + Penalty 793.710309 = -257471.847512 nChanged 1 SP:Iteration 88Q (2888.085664 sec): 3 clusters Score: Raw -258265.733135 + Penalty 793.710309 = -257472.022827 nChanged 2 SP:Iteration 89Q (2888.139525 sec): 3 clusters Score: Raw -258266.065986 + Penalty 793.710309 = -257472.355678 nChanged 1 SP:Iteration 90Q (2888.191385 sec): 3 clusters Score: Raw -258266.154108 + Penalty 793.710309 = -257472.443800 nChanged 1 SP:Iteration 91Q (2888.252980 sec): 3 clusters Score: Raw -258266.226992 + Penalty 793.710309 = -257472.516683 nChanged 1 SP:Iteration 92Q (2888.306918 sec): 3 clusters Score: Raw -258266.728294 + Penalty 793.710309 = -257473.017985 nChanged 3 SP:Iteration 93Q (2888.346454 sec): 3 clusters Score: Raw -258267.397628 + Penalty 793.710309 = -257473.687320 nChanged 3 SP:Iteration 94Q (2888.398134 sec): 3 clusters Score: Raw -258267.933627 + Penalty 793.710309 = -257474.223319 nChanged 1 SP:Iteration 95Q (2888.450910 sec): 3 clusters Score: Raw -258268.091222 + Penalty 793.710309 = -257474.380913 nChanged 1 SP:Iteration 96Q (2888.505342 sec): 3 clusters Score: Raw -258268.126239 + Penalty 793.710309 = -257474.415931 nChanged 0 SP:Iteration 97F (2888.558715 sec): 3 clusters Score: Raw -258268.126239 + Penalty 793.710309 = -257474.415931 nChanged 0 Trying to split cluster 40 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2888.581169 sec): 2 clusters Score: Raw -25468.511830 + Penalty 297.878736 = -25170.633094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2888.626789 sec): 3 clusters Score: Raw -25175.621434 + Penalty 595.757472 = -24579.863961 nChanged 282 SP:Iteration 1F (2888.662981 sec): 3 clusters Score: Raw -25433.519685 + Penalty 595.757472 = -24837.762213 nChanged 75 SP:Iteration 2F (2888.702987 sec): 3 clusters Score: Raw -25536.849509 + Penalty 595.757472 = -24941.092037 nChanged 53 SP:Iteration 3F (2888.751096 sec): 3 clusters Score: Raw -25629.670473 + Penalty 595.757472 = -25033.913000 nChanged 36 SP:Iteration 4F (2888.793585 sec): 3 clusters Score: Raw -25676.290449 + Penalty 595.757472 = -25080.532977 nChanged 14 SP:Iteration 5Q (2888.833260 sec): 3 clusters Score: Raw -25686.486557 + Penalty 595.757472 = -25090.729085 nChanged 9 SP:Iteration 6Q (2888.885919 sec): 3 clusters Score: Raw -25697.650491 + Penalty 595.757472 = -25101.893019 nChanged 7 SP:Iteration 7Q (2888.919046 sec): 3 clusters Score: Raw -25703.914818 + Penalty 595.757472 = -25108.157346 nChanged 3 SP:Iteration 8Q (2888.961224 sec): 3 clusters Score: Raw -25705.600383 + Penalty 595.757472 = -25109.842911 nChanged 3 SP:Iteration 9Q (2889.011554 sec): 3 clusters Score: Raw -25706.901590 + Penalty 595.757472 = -25111.144118 nChanged 4 SP:Iteration 10Q (2889.058158 sec): 3 clusters Score: Raw -25709.849054 + Penalty 595.757472 = -25114.091582 nChanged 7 SP:Iteration 11Q (2889.100916 sec): 3 clusters Score: Raw -25713.295492 + Penalty 595.757472 = -25117.538019 nChanged 0 SP:Iteration 12F (2889.152588 sec): 3 clusters Score: Raw -25713.295492 + Penalty 595.757472 = -25117.538019 nChanged 0 Trying to split cluster 41 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2889.182115 sec): 2 clusters Score: Raw -5842.872284 + Penalty 244.994525 = -5597.877759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2889.229007 sec): 3 clusters Score: Raw -5794.490001 + Penalty 489.989051 = -5304.500951 nChanged 61 SP:Iteration 1F (2889.275866 sec): 3 clusters Score: Raw -5863.544542 + Penalty 489.989051 = -5373.555492 nChanged 14 SP:Iteration 2F (2889.314799 sec): 3 clusters Score: Raw -5888.559567 + Penalty 489.989051 = -5398.570516 nChanged 9 SP:Iteration 3Q (2889.364377 sec): 3 clusters Score: Raw -5903.509539 + Penalty 489.989051 = -5413.520489 nChanged 5 SP:Iteration 4Q (2889.408328 sec): 3 clusters Score: Raw -5908.859979 + Penalty 489.989051 = -5418.870928 nChanged 2 SP:Iteration 5Q (2889.459043 sec): 3 clusters Score: Raw -5911.394301 + Penalty 489.989051 = -5421.405250 nChanged 0 SP:Iteration 6F (2889.491654 sec): 3 clusters Score: Raw -5911.394301 + Penalty 489.989051 = -5421.405250 nChanged 0 Trying to split cluster 42 (1710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2889.516064 sec): 2 clusters Score: Raw -66289.103807 + Penalty 338.713314 = -65950.390493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2889.560381 sec): 3 clusters Score: Raw -65350.404753 + Penalty 677.426627 = -64672.978126 nChanged 731 SP:Iteration 1F (2889.615857 sec): 3 clusters Score: Raw -65806.487037 + Penalty 677.426627 = -65129.060410 nChanged 133 SP:Iteration 2F (2889.656051 sec): 3 clusters Score: Raw -65879.265356 + Penalty 677.426627 = -65201.838729 nChanged 78 SP:Iteration 3Q (2889.704075 sec): 3 clusters Score: Raw -65919.150804 + Penalty 677.426627 = -65241.724177 nChanged 72 SP:Iteration 4Q (2889.735722 sec): 3 clusters Score: Raw -65960.152721 + Penalty 677.426627 = -65282.726094 nChanged 79 SP:Iteration 5Q (2889.783118 sec): 3 clusters Score: Raw -65993.262770 + Penalty 677.426627 = -65315.836142 nChanged 59 SP:Iteration 6Q (2889.827608 sec): 3 clusters Score: Raw -66023.021877 + Penalty 677.426627 = -65345.595250 nChanged 52 SP:Iteration 7Q (2889.870822 sec): 3 clusters Score: Raw -66049.005333 + Penalty 677.426627 = -65371.578706 nChanged 43 SP:Iteration 8Q (2889.917262 sec): 3 clusters Score: Raw -66072.003748 + Penalty 677.426627 = -65394.577121 nChanged 39 SP:Iteration 9Q (2889.962306 sec): 3 clusters Score: Raw -66090.053491 + Penalty 677.426627 = -65412.626864 nChanged 38 SP:Iteration 10Q (2890.010898 sec): 3 clusters Score: Raw -66107.503537 + Penalty 677.426627 = -65430.076910 nChanged 37 SP:Iteration 11Q (2890.063143 sec): 3 clusters Score: Raw -66122.807038 + Penalty 677.426627 = -65445.380411 nChanged 39 SP:Iteration 12Q (2890.109197 sec): 3 clusters Score: Raw -66142.494425 + Penalty 677.426627 = -65465.067798 nChanged 29 SP:Iteration 13Q (2890.154071 sec): 3 clusters Score: Raw -66158.936328 + Penalty 677.426627 = -65481.509701 nChanged 32 SP:Iteration 14Q (2890.193010 sec): 3 clusters Score: Raw -66175.021823 + Penalty 677.426627 = -65497.595196 nChanged 23 SP:Iteration 15Q (2890.244018 sec): 3 clusters Score: Raw -66182.231354 + Penalty 677.426627 = -65504.804727 nChanged 17 SP:Iteration 16Q (2890.287953 sec): 3 clusters Score: Raw -66187.255317 + Penalty 677.426627 = -65509.828690 nChanged 12 SP:Iteration 17Q (2890.329551 sec): 3 clusters Score: Raw -66190.369721 + Penalty 677.426627 = -65512.943094 nChanged 12 SP:Iteration 18Q (2890.377345 sec): 3 clusters Score: Raw -66192.979084 + Penalty 677.426627 = -65515.552457 nChanged 13 SP:Iteration 19Q (2890.417265 sec): 3 clusters Score: Raw -66196.843569 + Penalty 677.426627 = -65519.416942 nChanged 10 SP:Iteration 20F (2890.467686 sec): 3 clusters Score: Raw -66200.155341 + Penalty 677.426627 = -65522.728714 nChanged 11 SP:Iteration 21Q (2890.516752 sec): 3 clusters Score: Raw -66202.729605 + Penalty 677.426627 = -65525.302978 nChanged 16 SP:Iteration 22Q (2890.555048 sec): 3 clusters Score: Raw -66206.983804 + Penalty 677.426627 = -65529.557177 nChanged 10 SP:Iteration 23Q (2890.610630 sec): 3 clusters Score: Raw -66209.492359 + Penalty 677.426627 = -65532.065732 nChanged 8 SP:Iteration 24Q (2890.660124 sec): 3 clusters Score: Raw -66213.378377 + Penalty 677.426627 = -65535.951750 nChanged 12 SP:Iteration 25Q (2890.701627 sec): 3 clusters Score: Raw -66218.900883 + Penalty 677.426627 = -65541.474256 nChanged 12 SP:Iteration 26Q (2890.742750 sec): 3 clusters Score: Raw -66222.153239 + Penalty 677.426627 = -65544.726612 nChanged 10 SP:Iteration 27Q (2890.782142 sec): 3 clusters Score: Raw -66225.651758 + Penalty 677.426627 = -65548.225131 nChanged 10 SP:Iteration 28Q (2890.836202 sec): 3 clusters Score: Raw -66228.560005 + Penalty 677.426627 = -65551.133378 nChanged 3 SP:Iteration 29Q (2890.873800 sec): 3 clusters Score: Raw -66229.448896 + Penalty 677.426627 = -65552.022269 nChanged 5 SP:Iteration 30Q (2890.906624 sec): 3 clusters Score: Raw -66230.503521 + Penalty 677.426627 = -65553.076894 nChanged 2 SP:Iteration 31Q (2890.956534 sec): 3 clusters Score: Raw -66231.278089 + Penalty 677.426627 = -65553.851462 nChanged 3 SP:Iteration 32Q (2890.999979 sec): 3 clusters Score: Raw -66232.299129 + Penalty 677.426627 = -65554.872502 nChanged 6 SP:Iteration 33Q (2891.044044 sec): 3 clusters Score: Raw -66233.905245 + Penalty 677.426627 = -65556.478618 nChanged 6 SP:Iteration 34Q (2891.077503 sec): 3 clusters Score: Raw -66235.710036 + Penalty 677.426627 = -65558.283409 nChanged 2 SP:Iteration 35Q (2891.125691 sec): 3 clusters Score: Raw -66236.036959 + Penalty 677.426627 = -65558.610332 nChanged 1 SP:Iteration 36Q (2891.171653 sec): 3 clusters Score: Raw -66236.127337 + Penalty 677.426627 = -65558.700710 nChanged 0 SP:Iteration 37F (2891.213933 sec): 3 clusters Score: Raw -66236.127337 + Penalty 677.426627 = -65558.700710 nChanged 0 Trying to split cluster 43 (8927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2891.239669 sec): 2 clusters Score: Raw -306666.060911 + Penalty 413.906023 = -306252.154888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2891.302963 sec): 3 clusters Score: Raw -301123.337422 + Penalty 827.812046 = -300295.525376 nChanged 4149 SP:Iteration 1F (2891.345396 sec): 3 clusters Score: Raw -304053.030291 + Penalty 827.812046 = -303225.218245 nChanged 729 SP:Iteration 2F (2891.405698 sec): 3 clusters Score: Raw -304484.391605 + Penalty 827.812046 = -303656.579558 nChanged 637 SP:Iteration 3F (2891.446721 sec): 3 clusters Score: Raw -304908.976084 + Penalty 827.812046 = -304081.164038 nChanged 586 SP:Iteration 4F (2891.509393 sec): 3 clusters Score: Raw -305385.522852 + Penalty 827.812046 = -304557.710806 nChanged 506 SP:Iteration 5F (2891.557509 sec): 3 clusters Score: Raw -305926.671790 + Penalty 827.812046 = -305098.859744 nChanged 431 SP:Iteration 6Q (2891.602800 sec): 3 clusters Score: Raw -306315.705870 + Penalty 827.812046 = -305487.893824 nChanged 325 SP:Iteration 7Q (2891.664508 sec): 3 clusters Score: Raw -306481.766090 + Penalty 827.812046 = -305653.954044 nChanged 233 SP:Iteration 8Q (2891.708320 sec): 3 clusters Score: Raw -306555.202721 + Penalty 827.812046 = -305727.390675 nChanged 145 SP:Iteration 9Q (2891.761115 sec): 3 clusters Score: Raw -306593.305841 + Penalty 827.812046 = -305765.493795 nChanged 119 SP:Iteration 10Q (2891.819304 sec): 3 clusters Score: Raw -306622.401957 + Penalty 827.812046 = -305794.589911 nChanged 100 SP:Iteration 11Q (2891.880927 sec): 3 clusters Score: Raw -306646.722952 + Penalty 827.812046 = -305818.910906 nChanged 93 SP:Iteration 12Q (2891.922073 sec): 3 clusters Score: Raw -306665.145675 + Penalty 827.812046 = -305837.333629 nChanged 66 SP:Iteration 13Q (2891.983949 sec): 3 clusters Score: Raw -306679.125114 + Penalty 827.812046 = -305851.313068 nChanged 65 SP:Iteration 14Q (2892.019144 sec): 3 clusters Score: Raw -306692.977341 + Penalty 827.812046 = -305865.165295 nChanged 67 SP:Iteration 15Q (2892.069621 sec): 3 clusters Score: Raw -306704.940243 + Penalty 827.812046 = -305877.128197 nChanged 48 SP:Iteration 16Q (2892.113344 sec): 3 clusters Score: Raw -306711.631815 + Penalty 827.812046 = -305883.819769 nChanged 40 SP:Iteration 17Q (2892.164618 sec): 3 clusters Score: Raw -306717.978323 + Penalty 827.812046 = -305890.166277 nChanged 44 SP:Iteration 18Q (2892.213294 sec): 3 clusters Score: Raw -306724.011514 + Penalty 827.812046 = -305896.199468 nChanged 30 SP:Iteration 19Q (2892.251885 sec): 3 clusters Score: Raw -306727.099990 + Penalty 827.812046 = -305899.287943 nChanged 25 SP:Iteration 20F (2892.305663 sec): 3 clusters Score: Raw -306729.439048 + Penalty 827.812046 = -305901.627002 nChanged 24 SP:Iteration 21Q (2892.348118 sec): 3 clusters Score: Raw -306733.128927 + Penalty 827.812046 = -305905.316881 nChanged 32 SP:Iteration 22Q (2892.408958 sec): 3 clusters Score: Raw -306737.018881 + Penalty 827.812046 = -305909.206834 nChanged 26 SP:Iteration 23Q (2892.467909 sec): 3 clusters Score: Raw -306739.398958 + Penalty 827.812046 = -305911.586911 nChanged 20 SP:Iteration 24Q (2892.512920 sec): 3 clusters Score: Raw -306741.337751 + Penalty 827.812046 = -305913.525705 nChanged 19 SP:Iteration 25Q (2892.556979 sec): 3 clusters Score: Raw -306743.051282 + Penalty 827.812046 = -305915.239236 nChanged 19 SP:Iteration 26Q (2892.607236 sec): 3 clusters Score: Raw -306746.069185 + Penalty 827.812046 = -305918.257139 nChanged 24 SP:Iteration 27Q (2892.660973 sec): 3 clusters Score: Raw -306750.121840 + Penalty 827.812046 = -305922.309794 nChanged 37 SP:Iteration 28Q (2892.707128 sec): 3 clusters Score: Raw -306755.400241 + Penalty 827.812046 = -305927.588195 nChanged 27 SP:Iteration 29Q (2892.756858 sec): 3 clusters Score: Raw -306760.153030 + Penalty 827.812046 = -305932.340984 nChanged 31 SP:Iteration 30Q (2892.811299 sec): 3 clusters Score: Raw -306764.636088 + Penalty 827.812046 = -305936.824042 nChanged 31 SP:Iteration 31Q (2892.871876 sec): 3 clusters Score: Raw -306769.828114 + Penalty 827.812046 = -305942.016068 nChanged 36 SP:Iteration 32Q (2892.916697 sec): 3 clusters Score: Raw -306774.642625 + Penalty 827.812046 = -305946.830578 nChanged 28 SP:Iteration 33Q (2892.972302 sec): 3 clusters Score: Raw -306779.189948 + Penalty 827.812046 = -305951.377902 nChanged 30 SP:Iteration 34Q (2893.017567 sec): 3 clusters Score: Raw -306784.927407 + Penalty 827.812046 = -305957.115361 nChanged 40 SP:Iteration 35Q (2893.072948 sec): 3 clusters Score: Raw -306795.815050 + Penalty 827.812046 = -305968.003004 nChanged 55 SP:Iteration 36Q (2893.131197 sec): 3 clusters Score: Raw -306819.912246 + Penalty 827.812046 = -305992.100200 nChanged 70 SP:Iteration 37Q (2893.194106 sec): 3 clusters Score: Raw -306845.002379 + Penalty 827.812046 = -306017.190333 nChanged 69 SP:Iteration 38Q (2893.237789 sec): 3 clusters Score: Raw -306872.895502 + Penalty 827.812046 = -306045.083456 nChanged 78 SP:Iteration 39Q (2893.297251 sec): 3 clusters Score: Raw -306907.201812 + Penalty 827.812046 = -306079.389766 nChanged 80 SP:Iteration 40F (2893.346898 sec): 3 clusters Score: Raw -306946.784475 + Penalty 827.812046 = -306118.972429 nChanged 82 SP:Iteration 41Q (2893.392404 sec): 3 clusters Score: Raw -306980.236558 + Penalty 827.812046 = -306152.424512 nChanged 84 SP:Iteration 42Q (2893.455469 sec): 3 clusters Score: Raw -307013.036366 + Penalty 827.812046 = -306185.224319 nChanged 81 SP:Iteration 43Q (2893.510490 sec): 3 clusters Score: Raw -307040.037481 + Penalty 827.812046 = -306212.225435 nChanged 70 SP:Iteration 44Q (2893.561088 sec): 3 clusters Score: Raw -307071.825368 + Penalty 827.812046 = -306244.013322 nChanged 67 SP:Iteration 45Q (2893.614425 sec): 3 clusters Score: Raw -307091.259875 + Penalty 827.812046 = -306263.447829 nChanged 49 SP:Iteration 46Q (2893.670676 sec): 3 clusters Score: Raw -307103.984750 + Penalty 827.812046 = -306276.172704 nChanged 48 SP:Iteration 47Q (2893.722696 sec): 3 clusters Score: Raw -307119.885333 + Penalty 827.812046 = -306292.073287 nChanged 42 SP:Iteration 48Q (2893.776624 sec): 3 clusters Score: Raw -307134.070141 + Penalty 827.812046 = -306306.258095 nChanged 34 SP:Iteration 49Q (2893.832746 sec): 3 clusters Score: Raw -307142.176979 + Penalty 827.812046 = -306314.364933 nChanged 22 SP:Iteration 50Q (2893.878296 sec): 3 clusters Score: Raw -307145.291521 + Penalty 827.812046 = -306317.479474 nChanged 13 SP:Iteration 51Q (2893.932602 sec): 3 clusters Score: Raw -307146.873654 + Penalty 827.812046 = -306319.061608 nChanged 13 SP:Iteration 52Q (2893.974333 sec): 3 clusters Score: Raw -307149.165190 + Penalty 827.812046 = -306321.353144 nChanged 15 SP:Iteration 53Q (2894.028733 sec): 3 clusters Score: Raw -307152.431728 + Penalty 827.812046 = -306324.619682 nChanged 10 SP:Iteration 54Q (2894.079246 sec): 3 clusters Score: Raw -307153.004627 + Penalty 827.812046 = -306325.192581 nChanged 3 SP:Iteration 55Q (2894.130145 sec): 3 clusters Score: Raw -307153.179871 + Penalty 827.812046 = -306325.367825 nChanged 2 SP:Iteration 56Q (2894.182894 sec): 3 clusters Score: Raw -307153.218974 + Penalty 827.812046 = -306325.406928 nChanged 1 SP:Iteration 57Q (2894.236890 sec): 3 clusters Score: Raw -307153.234698 + Penalty 827.812046 = -306325.422652 nChanged 0 SP:Iteration 58F (2894.288189 sec): 3 clusters Score: Raw -307153.234698 + Penalty 827.812046 = -306325.422652 nChanged 0 Score: Raw -17398820.365322 + Penalty 26724.652923 = -17372095.712399 Splitting cluster 43 changes total score from -17372010.928543 to -17372095.712399 So it's getting split into cluster 45. Iteration 99Q (2906.996513 sec): 46 clusters Score: Raw -17399158.361249 + Penalty 26724.652923 = -17372433.708326 nChanged 1012 Iteration 100F (2914.655692 sec): 46 clusters Score: Raw -17399496.393562 + Penalty 26724.652923 = -17372771.740639 nChanged 892 Iteration 101Q (2918.999819 sec): 46 clusters Score: Raw -17399659.176691 + Penalty 26724.652923 = -17372934.523768 nChanged 688 Iteration 102Q (2923.664451 sec): 46 clusters Score: Raw -17399742.062953 + Penalty 26724.652923 = -17373017.410030 nChanged 575 Iteration 103Q (2928.440152 sec): 46 clusters Score: Raw -17399803.153155 + Penalty 26724.652923 = -17373078.500232 nChanged 504 Iteration 104Q (2933.230776 sec): 46 clusters Score: Raw -17399848.810465 + Penalty 26724.652923 = -17373124.157542 nChanged 460 Iteration 105Q (2938.183635 sec): 46 clusters Score: Raw -17399890.923373 + Penalty 26724.652923 = -17373166.270450 nChanged 450 Iteration 106Q (2942.983374 sec): 46 clusters Score: Raw -17399932.177338 + Penalty 26724.652923 = -17373207.524415 nChanged 438 Iteration 107Q (2947.940194 sec): 46 clusters Score: Raw -17399972.146392 + Penalty 26724.652923 = -17373247.493469 nChanged 420 Iteration 108Q (2952.804471 sec): 46 clusters Score: Raw -17400007.473700 + Penalty 26724.652923 = -17373282.820778 nChanged 422 Iteration 109Q (2957.709231 sec): 46 clusters Score: Raw -17400039.369951 + Penalty 26724.652923 = -17373314.717028 nChanged 384 Iteration 110Q (2962.629859 sec): 46 clusters Score: Raw -17400067.001752 + Penalty 26724.652923 = -17373342.348829 nChanged 356 Iteration 111Q (2967.414834 sec): 46 clusters Score: Raw -17400091.603345 + Penalty 26724.652923 = -17373366.950422 nChanged 335 Iteration 112Q (2972.212518 sec): 46 clusters Score: Raw -17400119.495389 + Penalty 26724.652923 = -17373394.842466 nChanged 307 Iteration 113Q (2977.075084 sec): 46 clusters Score: Raw -17400145.476985 + Penalty 26724.652923 = -17373420.824062 nChanged 309 Iteration 114Q (2982.104172 sec): 46 clusters Score: Raw -17400172.855302 + Penalty 26724.652923 = -17373448.202379 nChanged 308 Iteration 115Q (2986.541365 sec): 46 clusters Score: Raw -17400196.413572 + Penalty 26724.652923 = -17373471.760649 nChanged 273 Iteration 116Q (2991.632792 sec): 46 clusters Score: Raw -17400218.276793 + Penalty 26724.652923 = -17373493.623870 nChanged 260 Iteration 117Q (2996.596967 sec): 46 clusters Score: Raw -17400237.794297 + Penalty 26724.652923 = -17373513.141374 nChanged 248 Iteration 118Q (3001.612278 sec): 46 clusters Score: Raw -17400257.812897 + Penalty 26724.652923 = -17373533.159974 nChanged 277 Iteration 119Q (3006.469255 sec): 46 clusters Score: Raw -17400277.966322 + Penalty 26724.652923 = -17373553.313399 nChanged 293 Iteration 120F (3014.091670 sec): 46 clusters Score: Raw -17400300.547457 + Penalty 26724.652923 = -17373575.894534 nChanged 299 Iteration 121Q (3019.127763 sec): 46 clusters Score: Raw -17400324.508757 + Penalty 26724.652923 = -17373599.855835 nChanged 335 Iteration 122Q (3024.248166 sec): 46 clusters Score: Raw -17400350.676320 + Penalty 26724.652923 = -17373626.023397 nChanged 318 Iteration 123Q (3029.569257 sec): 46 clusters Score: Raw -17400375.104278 + Penalty 26724.652923 = -17373650.451355 nChanged 306 Iteration 124Q (3034.788552 sec): 46 clusters Score: Raw -17400397.214642 + Penalty 26724.652923 = -17373672.561719 nChanged 324 Iteration 125Q (3040.196432 sec): 46 clusters Score: Raw -17400424.042803 + Penalty 26724.652923 = -17373699.389881 nChanged 310 Iteration 126Q (3045.566180 sec): 46 clusters Score: Raw -17400451.140446 + Penalty 26724.652923 = -17373726.487523 nChanged 323 Iteration 127Q (3050.888988 sec): 46 clusters Score: Raw -17400482.186819 + Penalty 26724.652923 = -17373757.533896 nChanged 336 Iteration 128Q (3056.123893 sec): 46 clusters Score: Raw -17400508.953135 + Penalty 26724.652923 = -17373784.300212 nChanged 347 Iteration 129Q (3061.396545 sec): 46 clusters Score: Raw -17400539.616188 + Penalty 26724.652923 = -17373814.963265 nChanged 396 Iteration 130Q (3066.604870 sec): 46 clusters Score: Raw -17400575.335470 + Penalty 26724.652923 = -17373850.682547 nChanged 362 Iteration 131Q (3071.736338 sec): 46 clusters Score: Raw -17400606.456179 + Penalty 26724.652923 = -17373881.803257 nChanged 333 Iteration 132Q (3076.734320 sec): 46 clusters Score: Raw -17400634.868158 + Penalty 26724.652923 = -17373910.215235 nChanged 335 Iteration 133Q (3081.732250 sec): 46 clusters Score: Raw -17400659.811990 + Penalty 26724.652923 = -17373935.159067 nChanged 301 Iteration 134Q (3087.085995 sec): 46 clusters Score: Raw -17400678.675757 + Penalty 26724.652923 = -17373954.022834 nChanged 304 Iteration 135Q (3092.383638 sec): 46 clusters Score: Raw -17400696.043342 + Penalty 26724.652923 = -17373971.390419 nChanged 263 Iteration 136Q (3097.798832 sec): 46 clusters Score: Raw -17400711.034284 + Penalty 26724.652923 = -17373986.381361 nChanged 265 Iteration 137Q (3103.462958 sec): 46 clusters Score: Raw -17400726.051039 + Penalty 26724.652923 = -17374001.398116 nChanged 246 Iteration 138Q (3108.664617 sec): 46 clusters Score: Raw -17400741.576754 + Penalty 26724.652923 = -17374016.923831 nChanged 249 Writing temp clu file Because OldScore, -17374001.398116, is greater than current (better) Score,-17374016.923831 Compute initial score before splitting: Score: Raw -17400741.576754 + Penalty 26724.652923 = -17374016.923831 Trying to split cluster 1 (9197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3108.815111 sec): 2 clusters Score: Raw -385175.812128 + Penalty 415.261784 = -384760.550344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3108.882355 sec): 3 clusters Score: Raw -379396.331197 + Penalty 830.523569 = -378565.807628 nChanged 4265 SP:Iteration 1F (3108.934595 sec): 3 clusters Score: Raw -381946.725249 + Penalty 830.523569 = -381116.201680 nChanged 550 SP:Iteration 2F (3108.988441 sec): 3 clusters Score: Raw -382202.867247 + Penalty 830.523569 = -381372.343678 nChanged 591 SP:Iteration 3F (3109.045404 sec): 3 clusters Score: Raw -382548.133514 + Penalty 830.523569 = -381717.609946 nChanged 638 SP:Iteration 4F (3109.093612 sec): 3 clusters Score: Raw -383029.319632 + Penalty 830.523569 = -382198.796063 nChanged 681 SP:Iteration 5F (3109.144308 sec): 3 clusters Score: Raw -383579.066137 + Penalty 830.523569 = -382748.542568 nChanged 622 SP:Iteration 6F (3109.192921 sec): 3 clusters Score: Raw -384041.741127 + Penalty 830.523569 = -383211.217558 nChanged 470 SP:Iteration 7F (3109.254036 sec): 3 clusters Score: Raw -384302.415663 + Penalty 830.523569 = -383471.892094 nChanged 295 SP:Iteration 8Q (3109.301875 sec): 3 clusters Score: Raw -384422.127109 + Penalty 830.523569 = -383591.603541 nChanged 174 SP:Iteration 9Q (3109.351865 sec): 3 clusters Score: Raw -384474.099572 + Penalty 830.523569 = -383643.576003 nChanged 143 SP:Iteration 10Q (3109.413519 sec): 3 clusters Score: Raw -384513.025559 + Penalty 830.523569 = -383682.501991 nChanged 110 SP:Iteration 11Q (3109.459713 sec): 3 clusters Score: Raw -384545.221559 + Penalty 830.523569 = -383714.697990 nChanged 107 SP:Iteration 12Q (3109.512671 sec): 3 clusters Score: Raw -384572.766609 + Penalty 830.523569 = -383742.243040 nChanged 97 SP:Iteration 13Q (3109.568573 sec): 3 clusters Score: Raw -384602.274434 + Penalty 830.523569 = -383771.750866 nChanged 107 SP:Iteration 14Q (3109.621376 sec): 3 clusters Score: Raw -384636.193159 + Penalty 830.523569 = -383805.669590 nChanged 108 SP:Iteration 15Q (3109.685320 sec): 3 clusters Score: Raw -384665.352099 + Penalty 830.523569 = -383834.828531 nChanged 84 SP:Iteration 16Q (3109.723228 sec): 3 clusters Score: Raw -384684.330793 + Penalty 830.523569 = -383853.807225 nChanged 80 SP:Iteration 17Q (3109.776834 sec): 3 clusters Score: Raw -384703.193224 + Penalty 830.523569 = -383872.669655 nChanged 82 SP:Iteration 18Q (3109.840866 sec): 3 clusters Score: Raw -384726.683797 + Penalty 830.523569 = -383896.160228 nChanged 82 SP:Iteration 19Q (3109.893934 sec): 3 clusters Score: Raw -384749.730575 + Penalty 830.523569 = -383919.207006 nChanged 79 SP:Iteration 20F (3109.948204 sec): 3 clusters Score: Raw -384773.259846 + Penalty 830.523569 = -383942.736277 nChanged 93 SP:Iteration 21Q (3110.006215 sec): 3 clusters Score: Raw -384799.521655 + Penalty 830.523569 = -383968.998086 nChanged 84 SP:Iteration 22Q (3110.057858 sec): 3 clusters Score: Raw -384821.771821 + Penalty 830.523569 = -383991.248252 nChanged 74 SP:Iteration 23Q (3110.109568 sec): 3 clusters Score: Raw -384843.818794 + Penalty 830.523569 = -384013.295226 nChanged 81 SP:Iteration 24Q (3110.159680 sec): 3 clusters Score: Raw -384869.220908 + Penalty 830.523569 = -384038.697340 nChanged 72 SP:Iteration 25Q (3110.215601 sec): 3 clusters Score: Raw -384890.974631 + Penalty 830.523569 = -384060.451062 nChanged 71 SP:Iteration 26Q (3110.268804 sec): 3 clusters Score: Raw -384909.753415 + Penalty 830.523569 = -384079.229846 nChanged 69 SP:Iteration 27Q (3110.325722 sec): 3 clusters Score: Raw -384928.346356 + Penalty 830.523569 = -384097.822788 nChanged 75 SP:Iteration 28Q (3110.379691 sec): 3 clusters Score: Raw -384957.146031 + Penalty 830.523569 = -384126.622462 nChanged 82 SP:Iteration 29Q (3110.433339 sec): 3 clusters Score: Raw -384983.620685 + Penalty 830.523569 = -384153.097116 nChanged 75 SP:Iteration 30Q (3110.495852 sec): 3 clusters Score: Raw -385008.260319 + Penalty 830.523569 = -384177.736750 nChanged 65 SP:Iteration 31Q (3110.548282 sec): 3 clusters Score: Raw -385028.701413 + Penalty 830.523569 = -384198.177845 nChanged 62 SP:Iteration 32Q (3110.612745 sec): 3 clusters Score: Raw -385045.739797 + Penalty 830.523569 = -384215.216228 nChanged 47 SP:Iteration 33Q (3110.660434 sec): 3 clusters Score: Raw -385058.271177 + Penalty 830.523569 = -384227.747608 nChanged 45 SP:Iteration 34Q (3110.721178 sec): 3 clusters Score: Raw -385069.751008 + Penalty 830.523569 = -384239.227439 nChanged 40 SP:Iteration 35Q (3110.772759 sec): 3 clusters Score: Raw -385080.272734 + Penalty 830.523569 = -384249.749165 nChanged 50 SP:Iteration 36Q (3110.841151 sec): 3 clusters Score: Raw -385095.732098 + Penalty 830.523569 = -384265.208530 nChanged 48 SP:Iteration 37Q (3110.893865 sec): 3 clusters Score: Raw -385109.890543 + Penalty 830.523569 = -384279.366974 nChanged 51 SP:Iteration 38Q (3110.932305 sec): 3 clusters Score: Raw -385127.886442 + Penalty 830.523569 = -384297.362873 nChanged 50 SP:Iteration 39Q (3110.988829 sec): 3 clusters Score: Raw -385146.430208 + Penalty 830.523569 = -384315.906639 nChanged 47 SP:Iteration 40F (3111.046692 sec): 3 clusters Score: Raw -385163.942192 + Penalty 830.523569 = -384333.418624 nChanged 37 SP:Iteration 41Q (3111.103176 sec): 3 clusters Score: Raw -385179.349903 + Penalty 830.523569 = -384348.826335 nChanged 30 SP:Iteration 42Q (3111.147583 sec): 3 clusters Score: Raw -385190.156896 + Penalty 830.523569 = -384359.633328 nChanged 33 SP:Iteration 43Q (3111.200292 sec): 3 clusters Score: Raw -385201.377974 + Penalty 830.523569 = -384370.854406 nChanged 31 SP:Iteration 44Q (3111.247337 sec): 3 clusters Score: Raw -385212.248154 + Penalty 830.523569 = -384381.724585 nChanged 27 SP:Iteration 45Q (3111.299214 sec): 3 clusters Score: Raw -385220.571213 + Penalty 830.523569 = -384390.047645 nChanged 21 SP:Iteration 46Q (3111.353683 sec): 3 clusters Score: Raw -385226.147576 + Penalty 830.523569 = -384395.624007 nChanged 19 SP:Iteration 47Q (3111.407239 sec): 3 clusters Score: Raw -385232.851434 + Penalty 830.523569 = -384402.327866 nChanged 15 SP:Iteration 48Q (3111.459747 sec): 3 clusters Score: Raw -385236.740874 + Penalty 830.523569 = -384406.217305 nChanged 13 SP:Iteration 49Q (3111.504292 sec): 3 clusters Score: Raw -385240.615866 + Penalty 830.523569 = -384410.092297 nChanged 7 SP:Iteration 50Q (3111.555085 sec): 3 clusters Score: Raw -385242.768365 + Penalty 830.523569 = -384412.244796 nChanged 5 SP:Iteration 51Q (3111.599221 sec): 3 clusters Score: Raw -385244.405494 + Penalty 830.523569 = -384413.881925 nChanged 5 SP:Iteration 52Q (3111.659215 sec): 3 clusters Score: Raw -385245.745864 + Penalty 830.523569 = -384415.222296 nChanged 8 SP:Iteration 53Q (3111.701632 sec): 3 clusters Score: Raw -385247.670367 + Penalty 830.523569 = -384417.146798 nChanged 5 SP:Iteration 54Q (3111.750538 sec): 3 clusters Score: Raw -385249.551503 + Penalty 830.523569 = -384419.027934 nChanged 4 SP:Iteration 55Q (3111.812393 sec): 3 clusters Score: Raw -385250.219933 + Penalty 830.523569 = -384419.696365 nChanged 5 SP:Iteration 56Q (3111.853298 sec): 3 clusters Score: Raw -385251.190453 + Penalty 830.523569 = -384420.666885 nChanged 5 SP:Iteration 57Q (3111.907446 sec): 3 clusters Score: Raw -385252.256423 + Penalty 830.523569 = -384421.732855 nChanged 9 SP:Iteration 58Q (3111.961521 sec): 3 clusters Score: Raw -385254.672304 + Penalty 830.523569 = -384424.148736 nChanged 6 SP:Iteration 59Q (3112.009572 sec): 3 clusters Score: Raw -385256.743901 + Penalty 830.523569 = -384426.220333 nChanged 4 SP:Iteration 60F (3112.060631 sec): 3 clusters Score: Raw -385257.218499 + Penalty 830.523569 = -384426.694931 nChanged 1 SP:Iteration 61Q (3112.122802 sec): 3 clusters Score: Raw -385257.324104 + Penalty 830.523569 = -384426.800535 nChanged 1 SP:Iteration 62Q (3112.169239 sec): 3 clusters Score: Raw -385257.407527 + Penalty 830.523569 = -384426.883959 nChanged 1 SP:Iteration 63Q (3112.219235 sec): 3 clusters Score: Raw -385257.520303 + Penalty 830.523569 = -384426.996735 nChanged 1 SP:Iteration 64Q (3112.264791 sec): 3 clusters Score: Raw -385257.594424 + Penalty 830.523569 = -384427.070855 nChanged 0 SP:Iteration 65F (3112.326514 sec): 3 clusters Score: Raw -385257.594424 + Penalty 830.523569 = -384427.070855 nChanged 0 Trying to split cluster 2 (9187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3112.355204 sec): 2 clusters Score: Raw -388703.215453 + Penalty 415.212285 = -388288.003169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3112.412758 sec): 3 clusters Score: Raw -383017.584392 + Penalty 830.424570 = -382187.159823 nChanged 4224 SP:Iteration 1F (3112.469199 sec): 3 clusters Score: Raw -385679.683457 + Penalty 830.424570 = -384849.258888 nChanged 570 SP:Iteration 2F (3112.519401 sec): 3 clusters Score: Raw -385977.747559 + Penalty 830.424570 = -385147.322989 nChanged 575 SP:Iteration 3F (3112.582600 sec): 3 clusters Score: Raw -386319.285434 + Penalty 830.424570 = -385488.860865 nChanged 577 SP:Iteration 4F (3112.631459 sec): 3 clusters Score: Raw -386738.577279 + Penalty 830.424570 = -385908.152709 nChanged 593 SP:Iteration 5F (3112.676551 sec): 3 clusters Score: Raw -387191.723407 + Penalty 830.424570 = -386361.298838 nChanged 485 SP:Iteration 6F (3112.725369 sec): 3 clusters Score: Raw -387585.315157 + Penalty 830.424570 = -386754.890587 nChanged 369 SP:Iteration 7Q (3112.777731 sec): 3 clusters Score: Raw -387841.092124 + Penalty 830.424570 = -387010.667554 nChanged 279 SP:Iteration 8Q (3112.845400 sec): 3 clusters Score: Raw -387992.733064 + Penalty 830.424570 = -387162.308494 nChanged 180 SP:Iteration 9Q (3112.893513 sec): 3 clusters Score: Raw -388081.734859 + Penalty 830.424570 = -387251.310289 nChanged 142 SP:Iteration 10Q (3112.939982 sec): 3 clusters Score: Raw -388145.321358 + Penalty 830.424570 = -387314.896789 nChanged 138 SP:Iteration 11Q (3112.998602 sec): 3 clusters Score: Raw -388203.385881 + Penalty 830.424570 = -387372.961311 nChanged 126 SP:Iteration 12Q (3113.062452 sec): 3 clusters Score: Raw -388252.321622 + Penalty 830.424570 = -387421.897053 nChanged 99 SP:Iteration 13Q (3113.114408 sec): 3 clusters Score: Raw -388281.568032 + Penalty 830.424570 = -387451.143462 nChanged 97 SP:Iteration 14Q (3113.170202 sec): 3 clusters Score: Raw -388308.902412 + Penalty 830.424570 = -387478.477843 nChanged 85 SP:Iteration 15Q (3113.211993 sec): 3 clusters Score: Raw -388331.067285 + Penalty 830.424570 = -387500.642715 nChanged 82 SP:Iteration 16Q (3113.257434 sec): 3 clusters Score: Raw -388353.105240 + Penalty 830.424570 = -387522.680670 nChanged 80 SP:Iteration 17Q (3113.307501 sec): 3 clusters Score: Raw -388377.504227 + Penalty 830.424570 = -387547.079658 nChanged 80 SP:Iteration 18Q (3113.348012 sec): 3 clusters Score: Raw -388404.825762 + Penalty 830.424570 = -387574.401193 nChanged 69 SP:Iteration 19Q (3113.406953 sec): 3 clusters Score: Raw -388428.414807 + Penalty 830.424570 = -387597.990238 nChanged 60 SP:Iteration 20F (3113.458254 sec): 3 clusters Score: Raw -388451.488067 + Penalty 830.424570 = -387621.063498 nChanged 55 SP:Iteration 21Q (3113.503906 sec): 3 clusters Score: Raw -388468.878415 + Penalty 830.424570 = -387638.453845 nChanged 38 SP:Iteration 22Q (3113.552641 sec): 3 clusters Score: Raw -388480.460200 + Penalty 830.424570 = -387650.035630 nChanged 39 SP:Iteration 23Q (3113.616101 sec): 3 clusters Score: Raw -388492.012915 + Penalty 830.424570 = -387661.588346 nChanged 37 SP:Iteration 24Q (3113.669635 sec): 3 clusters Score: Raw -388503.966413 + Penalty 830.424570 = -387673.541843 nChanged 34 SP:Iteration 25Q (3113.721845 sec): 3 clusters Score: Raw -388514.683408 + Penalty 830.424570 = -387684.258839 nChanged 34 SP:Iteration 26Q (3113.784729 sec): 3 clusters Score: Raw -388525.560203 + Penalty 830.424570 = -387695.135634 nChanged 32 SP:Iteration 27Q (3113.843798 sec): 3 clusters Score: Raw -388533.557392 + Penalty 830.424570 = -387703.132822 nChanged 27 SP:Iteration 28Q (3113.897986 sec): 3 clusters Score: Raw -388540.783929 + Penalty 830.424570 = -387710.359359 nChanged 29 SP:Iteration 29Q (3113.956317 sec): 3 clusters Score: Raw -388548.139547 + Penalty 830.424570 = -387717.714977 nChanged 34 SP:Iteration 30Q (3114.001853 sec): 3 clusters Score: Raw -388555.737336 + Penalty 830.424570 = -387725.312767 nChanged 27 SP:Iteration 31Q (3114.056584 sec): 3 clusters Score: Raw -388561.473538 + Penalty 830.424570 = -387731.048968 nChanged 25 SP:Iteration 32Q (3114.115887 sec): 3 clusters Score: Raw -388567.333130 + Penalty 830.424570 = -387736.908561 nChanged 24 SP:Iteration 33Q (3114.165412 sec): 3 clusters Score: Raw -388574.252745 + Penalty 830.424570 = -387743.828176 nChanged 28 SP:Iteration 34Q (3114.231883 sec): 3 clusters Score: Raw -388581.797618 + Penalty 830.424570 = -387751.373048 nChanged 29 SP:Iteration 35Q (3114.275943 sec): 3 clusters Score: Raw -388591.737087 + Penalty 830.424570 = -387761.312517 nChanged 30 SP:Iteration 36Q (3114.331551 sec): 3 clusters Score: Raw -388602.395195 + Penalty 830.424570 = -387771.970626 nChanged 34 SP:Iteration 37Q (3114.387828 sec): 3 clusters Score: Raw -388619.817101 + Penalty 830.424570 = -387789.392532 nChanged 32 SP:Iteration 38Q (3114.449260 sec): 3 clusters Score: Raw -388637.964352 + Penalty 830.424570 = -387807.539783 nChanged 23 SP:Iteration 39Q (3114.497771 sec): 3 clusters Score: Raw -388646.917174 + Penalty 830.424570 = -387816.492604 nChanged 26 SP:Iteration 40F (3114.556017 sec): 3 clusters Score: Raw -388658.234091 + Penalty 830.424570 = -387827.809522 nChanged 31 SP:Iteration 41Q (3114.601459 sec): 3 clusters Score: Raw -388675.383612 + Penalty 830.424570 = -387844.959043 nChanged 29 SP:Iteration 42Q (3114.651347 sec): 3 clusters Score: Raw -388690.765843 + Penalty 830.424570 = -387860.341274 nChanged 32 SP:Iteration 43Q (3114.703159 sec): 3 clusters Score: Raw -388703.963765 + Penalty 830.424570 = -387873.539195 nChanged 25 SP:Iteration 44Q (3114.752837 sec): 3 clusters Score: Raw -388714.363993 + Penalty 830.424570 = -387883.939423 nChanged 22 SP:Iteration 45Q (3114.797096 sec): 3 clusters Score: Raw -388723.064828 + Penalty 830.424570 = -387892.640259 nChanged 19 SP:Iteration 46Q (3114.856205 sec): 3 clusters Score: Raw -388731.334515 + Penalty 830.424570 = -387900.909945 nChanged 17 SP:Iteration 47Q (3114.909929 sec): 3 clusters Score: Raw -388737.757322 + Penalty 830.424570 = -387907.332753 nChanged 21 SP:Iteration 48Q (3114.961010 sec): 3 clusters Score: Raw -388745.650283 + Penalty 830.424570 = -387915.225714 nChanged 17 SP:Iteration 49Q (3115.002871 sec): 3 clusters Score: Raw -388750.922846 + Penalty 830.424570 = -387920.498276 nChanged 14 SP:Iteration 50Q (3115.054511 sec): 3 clusters Score: Raw -388756.473800 + Penalty 830.424570 = -387926.049230 nChanged 12 SP:Iteration 51Q (3115.108335 sec): 3 clusters Score: Raw -388763.418510 + Penalty 830.424570 = -387932.993940 nChanged 14 SP:Iteration 52Q (3115.177291 sec): 3 clusters Score: Raw -388770.784985 + Penalty 830.424570 = -387940.360415 nChanged 12 SP:Iteration 53Q (3115.234394 sec): 3 clusters Score: Raw -388774.460938 + Penalty 830.424570 = -387944.036368 nChanged 5 SP:Iteration 54Q (3115.289427 sec): 3 clusters Score: Raw -388775.175083 + Penalty 830.424570 = -387944.750514 nChanged 3 SP:Iteration 55Q (3115.343155 sec): 3 clusters Score: Raw -388776.461654 + Penalty 830.424570 = -387946.037085 nChanged 3 SP:Iteration 56Q (3115.397964 sec): 3 clusters Score: Raw -388776.994716 + Penalty 830.424570 = -387946.570146 nChanged 1 SP:Iteration 57Q (3115.453012 sec): 3 clusters Score: Raw -388777.387568 + Penalty 830.424570 = -387946.962999 nChanged 3 SP:Iteration 58Q (3115.508048 sec): 3 clusters Score: Raw -388777.937394 + Penalty 830.424570 = -387947.512825 nChanged 2 SP:Iteration 59Q (3115.554753 sec): 3 clusters Score: Raw -388778.512982 + Penalty 830.424570 = -387948.088412 nChanged 3 SP:Iteration 60F (3115.609145 sec): 3 clusters Score: Raw -388779.813035 + Penalty 830.424570 = -387949.388465 nChanged 3 SP:Iteration 61Q (3115.676828 sec): 3 clusters Score: Raw -388781.498839 + Penalty 830.424570 = -387951.074269 nChanged 5 SP:Iteration 62Q (3115.729142 sec): 3 clusters Score: Raw -388783.009901 + Penalty 830.424570 = -387952.585332 nChanged 2 SP:Iteration 63Q (3115.775577 sec): 3 clusters Score: Raw -388783.583047 + Penalty 830.424570 = -387953.158478 nChanged 1 SP:Iteration 64Q (3115.837897 sec): 3 clusters Score: Raw -388783.777726 + Penalty 830.424570 = -387953.353157 nChanged 1 SP:Iteration 65Q (3115.896660 sec): 3 clusters Score: Raw -388784.083465 + Penalty 830.424570 = -387953.658895 nChanged 1 SP:Iteration 66Q (3115.946324 sec): 3 clusters Score: Raw -388784.352882 + Penalty 830.424570 = -387953.928312 nChanged 2 SP:Iteration 67Q (3116.006258 sec): 3 clusters Score: Raw -388784.575756 + Penalty 830.424570 = -387954.151186 nChanged 1 SP:Iteration 68Q (3116.059921 sec): 3 clusters Score: Raw -388785.429463 + Penalty 830.424570 = -387955.004894 nChanged 2 SP:Iteration 69Q (3116.114401 sec): 3 clusters Score: Raw -388786.059477 + Penalty 830.424570 = -387955.634907 nChanged 2 SP:Iteration 70Q (3116.179258 sec): 3 clusters Score: Raw -388786.849030 + Penalty 830.424570 = -387956.424461 nChanged 3 SP:Iteration 71Q (3116.228615 sec): 3 clusters Score: Raw -388787.791616 + Penalty 830.424570 = -387957.367046 nChanged 2 SP:Iteration 72Q (3116.278070 sec): 3 clusters Score: Raw -388790.129862 + Penalty 830.424570 = -387959.705293 nChanged 6 SP:Iteration 73Q (3116.337429 sec): 3 clusters Score: Raw -388792.469332 + Penalty 830.424570 = -387962.044762 nChanged 4 SP:Iteration 74Q (3116.395021 sec): 3 clusters Score: Raw -388794.114489 + Penalty 830.424570 = -387963.689919 nChanged 3 SP:Iteration 75Q (3116.436314 sec): 3 clusters Score: Raw -388794.960380 + Penalty 830.424570 = -387964.535811 nChanged 0 SP:Iteration 76F (3116.500966 sec): 3 clusters Score: Raw -388794.960380 + Penalty 830.424570 = -387964.535811 nChanged 0 Trying to split cluster 3 (1028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3116.519563 sec): 2 clusters Score: Raw -38932.654689 + Penalty 315.559355 = -38617.095334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3116.569661 sec): 3 clusters Score: Raw -38442.537640 + Penalty 631.118711 = -37811.418930 nChanged 377 SP:Iteration 1F (3116.613905 sec): 3 clusters Score: Raw -38701.118302 + Penalty 631.118711 = -38069.999591 nChanged 106 SP:Iteration 2F (3116.660147 sec): 3 clusters Score: Raw -38781.429982 + Penalty 631.118711 = -38150.311272 nChanged 67 SP:Iteration 3F (3116.703781 sec): 3 clusters Score: Raw -38824.353310 + Penalty 631.118711 = -38193.234600 nChanged 52 SP:Iteration 4F (3116.744725 sec): 3 clusters Score: Raw -38851.209553 + Penalty 631.118711 = -38220.090842 nChanged 35 SP:Iteration 5Q (3116.804726 sec): 3 clusters Score: Raw -38866.481712 + Penalty 631.118711 = -38235.363002 nChanged 23 SP:Iteration 6Q (3116.839697 sec): 3 clusters Score: Raw -38873.983897 + Penalty 631.118711 = -38242.865186 nChanged 10 SP:Iteration 7Q (3116.897650 sec): 3 clusters Score: Raw -38879.463595 + Penalty 631.118711 = -38248.344884 nChanged 18 SP:Iteration 8Q (3116.936568 sec): 3 clusters Score: Raw -38886.518253 + Penalty 631.118711 = -38255.399542 nChanged 15 SP:Iteration 9Q (3116.998375 sec): 3 clusters Score: Raw -38892.732778 + Penalty 631.118711 = -38261.614067 nChanged 14 SP:Iteration 10Q (3117.038973 sec): 3 clusters Score: Raw -38903.636267 + Penalty 631.118711 = -38272.517556 nChanged 22 SP:Iteration 11Q (3117.086700 sec): 3 clusters Score: Raw -38915.485053 + Penalty 631.118711 = -38284.366342 nChanged 15 SP:Iteration 12Q (3117.128901 sec): 3 clusters Score: Raw -38924.840741 + Penalty 631.118711 = -38293.722031 nChanged 18 SP:Iteration 13Q (3117.188156 sec): 3 clusters Score: Raw -38938.275510 + Penalty 631.118711 = -38307.156800 nChanged 17 SP:Iteration 14Q (3117.232715 sec): 3 clusters Score: Raw -38948.339084 + Penalty 631.118711 = -38317.220373 nChanged 10 SP:Iteration 15Q (3117.284909 sec): 3 clusters Score: Raw -38953.609424 + Penalty 631.118711 = -38322.490713 nChanged 14 SP:Iteration 16Q (3117.326916 sec): 3 clusters Score: Raw -38960.726999 + Penalty 631.118711 = -38329.608289 nChanged 15 SP:Iteration 17Q (3117.368435 sec): 3 clusters Score: Raw -38967.255614 + Penalty 631.118711 = -38336.136903 nChanged 15 SP:Iteration 18Q (3117.416321 sec): 3 clusters Score: Raw -38975.830306 + Penalty 631.118711 = -38344.711595 nChanged 10 SP:Iteration 19Q (3117.464033 sec): 3 clusters Score: Raw -38981.938198 + Penalty 631.118711 = -38350.819488 nChanged 9 SP:Iteration 20F (3117.508526 sec): 3 clusters Score: Raw -38986.818210 + Penalty 631.118711 = -38355.699500 nChanged 9 SP:Iteration 21Q (3117.553195 sec): 3 clusters Score: Raw -38991.462892 + Penalty 631.118711 = -38360.344181 nChanged 3 SP:Iteration 22Q (3117.590092 sec): 3 clusters Score: Raw -38992.654212 + Penalty 631.118711 = -38361.535501 nChanged 2 SP:Iteration 23Q (3117.644672 sec): 3 clusters Score: Raw -38993.496767 + Penalty 631.118711 = -38362.378056 nChanged 3 SP:Iteration 24Q (3117.696801 sec): 3 clusters Score: Raw -38993.906805 + Penalty 631.118711 = -38362.788095 nChanged 1 SP:Iteration 25Q (3117.744775 sec): 3 clusters Score: Raw -38994.666889 + Penalty 631.118711 = -38363.548178 nChanged 1 SP:Iteration 26Q (3117.797789 sec): 3 clusters Score: Raw -38995.009963 + Penalty 631.118711 = -38363.891252 nChanged 1 SP:Iteration 27Q (3117.846099 sec): 3 clusters Score: Raw -38995.300141 + Penalty 631.118711 = -38364.181431 nChanged 1 SP:Iteration 28Q (3117.879511 sec): 3 clusters Score: Raw -38997.417859 + Penalty 631.118711 = -38366.299149 nChanged 2 SP:Iteration 29Q (3117.942203 sec): 3 clusters Score: Raw -38999.085022 + Penalty 631.118711 = -38367.966311 nChanged 2 SP:Iteration 30Q (3117.983564 sec): 3 clusters Score: Raw -39000.494582 + Penalty 631.118711 = -38369.375871 nChanged 1 SP:Iteration 31Q (3118.017227 sec): 3 clusters Score: Raw -39001.973113 + Penalty 631.118711 = -38370.854403 nChanged 2 SP:Iteration 32Q (3118.060607 sec): 3 clusters Score: Raw -39002.487709 + Penalty 631.118711 = -38371.368998 nChanged 1 SP:Iteration 33Q (3118.114065 sec): 3 clusters Score: Raw -39002.715234 + Penalty 631.118711 = -38371.596523 nChanged 0 SP:Iteration 34F (3118.158385 sec): 3 clusters Score: Raw -39002.715234 + Penalty 631.118711 = -38371.596523 nChanged 0 Trying to split cluster 4 (822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3118.190902 sec): 2 clusters Score: Raw -31210.961788 + Penalty 305.384188 = -30905.577600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3118.227231 sec): 3 clusters Score: Raw -30819.853275 + Penalty 610.768376 = -30209.084899 nChanged 318 SP:Iteration 1F (3118.275739 sec): 3 clusters Score: Raw -31042.449092 + Penalty 610.768376 = -30431.680717 nChanged 76 SP:Iteration 2F (3118.323621 sec): 3 clusters Score: Raw -31100.198313 + Penalty 610.768376 = -30489.429937 nChanged 56 SP:Iteration 3F (3118.368115 sec): 3 clusters Score: Raw -31149.655685 + Penalty 610.768376 = -30538.887309 nChanged 38 SP:Iteration 4Q (3118.415159 sec): 3 clusters Score: Raw -31176.813233 + Penalty 610.768376 = -30566.044857 nChanged 28 SP:Iteration 5Q (3118.459806 sec): 3 clusters Score: Raw -31196.240820 + Penalty 610.768376 = -30585.472444 nChanged 15 SP:Iteration 6Q (3118.513456 sec): 3 clusters Score: Raw -31206.451566 + Penalty 610.768376 = -30595.683190 nChanged 17 SP:Iteration 7Q (3118.556814 sec): 3 clusters Score: Raw -31212.031104 + Penalty 610.768376 = -30601.262728 nChanged 11 SP:Iteration 8Q (3118.603719 sec): 3 clusters Score: Raw -31217.314507 + Penalty 610.768376 = -30606.546131 nChanged 8 SP:Iteration 9Q (3118.646565 sec): 3 clusters Score: Raw -31223.370454 + Penalty 610.768376 = -30612.602078 nChanged 11 SP:Iteration 10Q (3118.700950 sec): 3 clusters Score: Raw -31229.133431 + Penalty 610.768376 = -30618.365055 nChanged 15 SP:Iteration 11Q (3118.750807 sec): 3 clusters Score: Raw -31234.352722 + Penalty 610.768376 = -30623.584346 nChanged 8 SP:Iteration 12Q (3118.794365 sec): 3 clusters Score: Raw -31236.693536 + Penalty 610.768376 = -30625.925160 nChanged 5 SP:Iteration 13Q (3118.839221 sec): 3 clusters Score: Raw -31238.662867 + Penalty 610.768376 = -30627.894491 nChanged 2 SP:Iteration 14Q (3118.877295 sec): 3 clusters Score: Raw -31239.275666 + Penalty 610.768376 = -30628.507290 nChanged 1 SP:Iteration 15Q (3118.921044 sec): 3 clusters Score: Raw -31239.821474 + Penalty 610.768376 = -30629.053098 nChanged 1 SP:Iteration 16Q (3118.965663 sec): 3 clusters Score: Raw -31239.859534 + Penalty 610.768376 = -30629.091158 nChanged 0 SP:Iteration 17F (3119.008969 sec): 3 clusters Score: Raw -31239.859534 + Penalty 610.768376 = -30629.091158 nChanged 0 Trying to split cluster 5 (1911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3119.031587 sec): 2 clusters Score: Raw -69482.525058 + Penalty 343.769878 = -69138.755179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3119.075693 sec): 3 clusters Score: Raw -68442.267256 + Penalty 687.539757 = -67754.727499 nChanged 783 SP:Iteration 1F (3119.127781 sec): 3 clusters Score: Raw -68931.136948 + Penalty 687.539757 = -68243.597191 nChanged 136 SP:Iteration 2F (3119.170403 sec): 3 clusters Score: Raw -69021.761301 + Penalty 687.539757 = -68334.221544 nChanged 100 SP:Iteration 3F (3119.218465 sec): 3 clusters Score: Raw -69101.352828 + Penalty 687.539757 = -68413.813071 nChanged 96 SP:Iteration 4F (3119.253019 sec): 3 clusters Score: Raw -69164.611967 + Penalty 687.539757 = -68477.072210 nChanged 69 SP:Iteration 5Q (3119.300720 sec): 3 clusters Score: Raw -69205.479945 + Penalty 687.539757 = -68517.940188 nChanged 65 SP:Iteration 6Q (3119.350130 sec): 3 clusters Score: Raw -69247.391696 + Penalty 687.539757 = -68559.851939 nChanged 58 SP:Iteration 7Q (3119.395551 sec): 3 clusters Score: Raw -69287.761181 + Penalty 687.539757 = -68600.221424 nChanged 71 SP:Iteration 8Q (3119.449151 sec): 3 clusters Score: Raw -69341.774678 + Penalty 687.539757 = -68654.234921 nChanged 65 SP:Iteration 9Q (3119.499772 sec): 3 clusters Score: Raw -69393.294659 + Penalty 687.539757 = -68705.754902 nChanged 66 SP:Iteration 10Q (3119.536834 sec): 3 clusters Score: Raw -69459.821471 + Penalty 687.539757 = -68772.281715 nChanged 95 SP:Iteration 11Q (3119.580167 sec): 3 clusters Score: Raw -69565.904290 + Penalty 687.539757 = -68878.364533 nChanged 96 SP:Iteration 12F (3119.623007 sec): 3 clusters Score: Raw -69687.704057 + Penalty 687.539757 = -69000.164300 nChanged 74 SP:Iteration 13Q (3119.677628 sec): 3 clusters Score: Raw -69771.272512 + Penalty 687.539757 = -69083.732755 nChanged 60 SP:Iteration 14Q (3119.722368 sec): 3 clusters Score: Raw -69832.020668 + Penalty 687.539757 = -69144.480911 nChanged 41 SP:Iteration 15Q (3119.764346 sec): 3 clusters Score: Raw -69866.361252 + Penalty 687.539757 = -69178.821495 nChanged 41 SP:Iteration 16Q (3119.810735 sec): 3 clusters Score: Raw -69897.491529 + Penalty 687.539757 = -69209.951772 nChanged 26 SP:Iteration 17Q (3119.864776 sec): 3 clusters Score: Raw -69911.213585 + Penalty 687.539757 = -69223.673828 nChanged 19 SP:Iteration 18Q (3119.898003 sec): 3 clusters Score: Raw -69920.288138 + Penalty 687.539757 = -69232.748381 nChanged 16 SP:Iteration 19Q (3119.944079 sec): 3 clusters Score: Raw -69925.914985 + Penalty 687.539757 = -69238.375229 nChanged 11 SP:Iteration 20F (3119.997638 sec): 3 clusters Score: Raw -69929.181528 + Penalty 687.539757 = -69241.641771 nChanged 8 SP:Iteration 21Q (3120.045991 sec): 3 clusters Score: Raw -69930.899013 + Penalty 687.539757 = -69243.359256 nChanged 3 SP:Iteration 22Q (3120.084673 sec): 3 clusters Score: Raw -69931.484920 + Penalty 687.539757 = -69243.945163 nChanged 3 SP:Iteration 23Q (3120.119681 sec): 3 clusters Score: Raw -69931.890902 + Penalty 687.539757 = -69244.351145 nChanged 0 SP:Iteration 24F (3120.163395 sec): 3 clusters Score: Raw -69931.890902 + Penalty 687.539757 = -69244.351145 nChanged 0 Score: Raw -17401200.785868 + Penalty 27318.534099 = -17373882.251769 Splitting cluster 5 changes total score from -17374016.923831 to -17373882.251769 So it's not getting split. Trying to split cluster 6 (2908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3128.304277 sec): 2 clusters Score: Raw -124242.737812 + Penalty 362.872548 = -123879.865264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3128.350678 sec): 3 clusters Score: Raw -122576.387443 + Penalty 725.745096 = -121850.642346 nChanged 1261 SP:Iteration 1F (3128.408619 sec): 3 clusters Score: Raw -123329.625527 + Penalty 725.745096 = -122603.880431 nChanged 212 SP:Iteration 2F (3128.451969 sec): 3 clusters Score: Raw -123485.817912 + Penalty 725.745096 = -122760.072815 nChanged 202 SP:Iteration 3F (3128.490930 sec): 3 clusters Score: Raw -123609.965020 + Penalty 725.745096 = -122884.219923 nChanged 157 SP:Iteration 4F (3128.539188 sec): 3 clusters Score: Raw -123689.663459 + Penalty 725.745096 = -122963.918363 nChanged 136 SP:Iteration 5Q (3128.592009 sec): 3 clusters Score: Raw -123752.876125 + Penalty 725.745096 = -123027.131029 nChanged 120 SP:Iteration 6Q (3128.629526 sec): 3 clusters Score: Raw -123808.539991 + Penalty 725.745096 = -123082.794895 nChanged 89 SP:Iteration 7Q (3128.680002 sec): 3 clusters Score: Raw -123847.377806 + Penalty 725.745096 = -123121.632710 nChanged 82 SP:Iteration 8Q (3128.718847 sec): 3 clusters Score: Raw -123878.876937 + Penalty 725.745096 = -123153.131840 nChanged 74 SP:Iteration 9Q (3128.771979 sec): 3 clusters Score: Raw -123910.910730 + Penalty 725.745096 = -123185.165634 nChanged 63 SP:Iteration 10Q (3128.815922 sec): 3 clusters Score: Raw -123938.579243 + Penalty 725.745096 = -123212.834147 nChanged 70 SP:Iteration 11Q (3128.868283 sec): 3 clusters Score: Raw -123971.523306 + Penalty 725.745096 = -123245.778209 nChanged 63 SP:Iteration 12Q (3128.910194 sec): 3 clusters Score: Raw -124006.194739 + Penalty 725.745096 = -123280.449643 nChanged 68 SP:Iteration 13Q (3128.967502 sec): 3 clusters Score: Raw -124035.305138 + Penalty 725.745096 = -123309.560042 nChanged 46 SP:Iteration 14Q (3129.006832 sec): 3 clusters Score: Raw -124051.375952 + Penalty 725.745096 = -123325.630855 nChanged 38 SP:Iteration 15Q (3129.059152 sec): 3 clusters Score: Raw -124064.706124 + Penalty 725.745096 = -123338.961028 nChanged 39 SP:Iteration 16Q (3129.110062 sec): 3 clusters Score: Raw -124077.169679 + Penalty 725.745096 = -123351.424583 nChanged 29 SP:Iteration 17Q (3129.156565 sec): 3 clusters Score: Raw -124089.094846 + Penalty 725.745096 = -123363.349749 nChanged 30 SP:Iteration 18Q (3129.200452 sec): 3 clusters Score: Raw -124100.206547 + Penalty 725.745096 = -123374.461451 nChanged 35 SP:Iteration 19Q (3129.250167 sec): 3 clusters Score: Raw -124110.999759 + Penalty 725.745096 = -123385.254663 nChanged 26 SP:Iteration 20F (3129.290869 sec): 3 clusters Score: Raw -124117.106247 + Penalty 725.745096 = -123391.361151 nChanged 20 SP:Iteration 21Q (3129.330694 sec): 3 clusters Score: Raw -124122.096656 + Penalty 725.745096 = -123396.351559 nChanged 21 SP:Iteration 22Q (3129.387397 sec): 3 clusters Score: Raw -124126.513245 + Penalty 725.745096 = -123400.768149 nChanged 11 SP:Iteration 23Q (3129.435601 sec): 3 clusters Score: Raw -124128.317958 + Penalty 725.745096 = -123402.572862 nChanged 9 SP:Iteration 24Q (3129.476393 sec): 3 clusters Score: Raw -124129.834048 + Penalty 725.745096 = -123404.088952 nChanged 11 SP:Iteration 25Q (3129.534821 sec): 3 clusters Score: Raw -124132.515790 + Penalty 725.745096 = -123406.770694 nChanged 15 SP:Iteration 26Q (3129.586725 sec): 3 clusters Score: Raw -124135.471679 + Penalty 725.745096 = -123409.726583 nChanged 10 SP:Iteration 27Q (3129.629995 sec): 3 clusters Score: Raw -124136.962204 + Penalty 725.745096 = -123411.217107 nChanged 9 SP:Iteration 28Q (3129.669194 sec): 3 clusters Score: Raw -124139.782852 + Penalty 725.745096 = -123414.037756 nChanged 11 SP:Iteration 29Q (3129.711305 sec): 3 clusters Score: Raw -124143.090231 + Penalty 725.745096 = -123417.345135 nChanged 13 SP:Iteration 30Q (3129.751794 sec): 3 clusters Score: Raw -124146.291238 + Penalty 725.745096 = -123420.546142 nChanged 9 SP:Iteration 31Q (3129.801252 sec): 3 clusters Score: Raw -124149.103153 + Penalty 725.745096 = -123423.358057 nChanged 17 SP:Iteration 32Q (3129.842865 sec): 3 clusters Score: Raw -124154.044881 + Penalty 725.745096 = -123428.299785 nChanged 11 SP:Iteration 33Q (3129.905779 sec): 3 clusters Score: Raw -124157.551308 + Penalty 725.745096 = -123431.806211 nChanged 21 SP:Iteration 34Q (3129.940540 sec): 3 clusters Score: Raw -124163.142919 + Penalty 725.745096 = -123437.397823 nChanged 16 SP:Iteration 35Q (3129.999969 sec): 3 clusters Score: Raw -124168.165019 + Penalty 725.745096 = -123442.419923 nChanged 19 SP:Iteration 36Q (3130.037238 sec): 3 clusters Score: Raw -124174.183146 + Penalty 725.745096 = -123448.438049 nChanged 23 SP:Iteration 37Q (3130.092942 sec): 3 clusters Score: Raw -124182.233056 + Penalty 725.745096 = -123456.487959 nChanged 21 SP:Iteration 38Q (3130.138722 sec): 3 clusters Score: Raw -124190.051542 + Penalty 725.745096 = -123464.306446 nChanged 18 SP:Iteration 39Q (3130.175974 sec): 3 clusters Score: Raw -124195.307408 + Penalty 725.745096 = -123469.562311 nChanged 13 SP:Iteration 40F (3130.216359 sec): 3 clusters Score: Raw -124199.862408 + Penalty 725.745096 = -123474.117311 nChanged 17 SP:Iteration 41Q (3130.270917 sec): 3 clusters Score: Raw -124206.706410 + Penalty 725.745096 = -123480.961314 nChanged 18 SP:Iteration 42Q (3130.308959 sec): 3 clusters Score: Raw -124212.983076 + Penalty 725.745096 = -123487.237980 nChanged 21 SP:Iteration 43Q (3130.349110 sec): 3 clusters Score: Raw -124220.338523 + Penalty 725.745096 = -123494.593426 nChanged 13 SP:Iteration 44Q (3130.401853 sec): 3 clusters Score: Raw -124223.988672 + Penalty 725.745096 = -123498.243575 nChanged 13 SP:Iteration 45Q (3130.444328 sec): 3 clusters Score: Raw -124227.099704 + Penalty 725.745096 = -123501.354608 nChanged 14 SP:Iteration 46Q (3130.491812 sec): 3 clusters Score: Raw -124231.537231 + Penalty 725.745096 = -123505.792135 nChanged 4 SP:Iteration 47Q (3130.535035 sec): 3 clusters Score: Raw -124232.259315 + Penalty 725.745096 = -123506.514218 nChanged 3 SP:Iteration 48Q (3130.591512 sec): 3 clusters Score: Raw -124233.213058 + Penalty 725.745096 = -123507.467961 nChanged 1 SP:Iteration 49Q (3130.627875 sec): 3 clusters Score: Raw -124233.460139 + Penalty 725.745096 = -123507.715042 nChanged 1 SP:Iteration 50Q (3130.673019 sec): 3 clusters Score: Raw -124233.715214 + Penalty 725.745096 = -123507.970118 nChanged 2 SP:Iteration 51Q (3130.734984 sec): 3 clusters Score: Raw -124234.423532 + Penalty 725.745096 = -123508.678436 nChanged 1 SP:Iteration 52Q (3130.774892 sec): 3 clusters Score: Raw -124234.956027 + Penalty 725.745096 = -123509.210930 nChanged 3 SP:Iteration 53Q (3130.822647 sec): 3 clusters Score: Raw -124235.963312 + Penalty 725.745096 = -123510.218215 nChanged 3 SP:Iteration 54Q (3130.863457 sec): 3 clusters Score: Raw -124236.864356 + Penalty 725.745096 = -123511.119259 nChanged 1 SP:Iteration 55Q (3130.909941 sec): 3 clusters Score: Raw -124237.042944 + Penalty 725.745096 = -123511.297847 nChanged 3 SP:Iteration 56Q (3130.967409 sec): 3 clusters Score: Raw -124237.726752 + Penalty 725.745096 = -123511.981656 nChanged 5 SP:Iteration 57Q (3131.005091 sec): 3 clusters Score: Raw -124239.624563 + Penalty 725.745096 = -123513.879467 nChanged 6 SP:Iteration 58Q (3131.063736 sec): 3 clusters Score: Raw -124241.588324 + Penalty 725.745096 = -123515.843227 nChanged 4 SP:Iteration 59Q (3131.102181 sec): 3 clusters Score: Raw -124243.006050 + Penalty 725.745096 = -123517.260954 nChanged 6 SP:Iteration 60F (3131.161631 sec): 3 clusters Score: Raw -124245.517582 + Penalty 725.745096 = -123519.772486 nChanged 6 SP:Iteration 61Q (3131.207401 sec): 3 clusters Score: Raw -124247.740164 + Penalty 725.745096 = -123521.995067 nChanged 4 SP:Iteration 62Q (3131.242335 sec): 3 clusters Score: Raw -124249.209850 + Penalty 725.745096 = -123523.464753 nChanged 3 SP:Iteration 63Q (3131.304916 sec): 3 clusters Score: Raw -124249.774378 + Penalty 725.745096 = -123524.029282 nChanged 4 SP:Iteration 64Q (3131.350977 sec): 3 clusters Score: Raw -124250.707601 + Penalty 725.745096 = -123524.962504 nChanged 3 SP:Iteration 65Q (3131.392005 sec): 3 clusters Score: Raw -124251.018780 + Penalty 725.745096 = -123525.273684 nChanged 0 SP:Iteration 66F (3131.437735 sec): 3 clusters Score: Raw -124251.018780 + Penalty 725.745096 = -123525.273684 nChanged 0 Trying to split cluster 7 (27916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3131.514027 sec): 2 clusters Score: Raw -1148110.802958 + Penalty 465.781465 = -1147645.021493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3131.589288 sec): 3 clusters Score: Raw -1129905.273054 + Penalty 931.562930 = -1128973.710124 nChanged 13390 SP:Iteration 1F (3131.665345 sec): 3 clusters Score: Raw -1138481.620428 + Penalty 931.562930 = -1137550.057498 nChanged 2024 SP:Iteration 2F (3131.744599 sec): 3 clusters Score: Raw -1139734.725079 + Penalty 931.562930 = -1138803.162149 nChanged 2178 SP:Iteration 3F (3131.819830 sec): 3 clusters Score: Raw -1141410.468001 + Penalty 931.562930 = -1140478.905070 nChanged 2073 SP:Iteration 4F (3131.892427 sec): 3 clusters Score: Raw -1143322.584087 + Penalty 931.562930 = -1142391.021156 nChanged 1699 SP:Iteration 5F (3131.949469 sec): 3 clusters Score: Raw -1145027.970125 + Penalty 931.562930 = -1144096.407194 nChanged 1211 SP:Iteration 6Q (3132.021136 sec): 3 clusters Score: Raw -1146114.135162 + Penalty 931.562930 = -1145182.572232 nChanged 827 SP:Iteration 7Q (3132.093873 sec): 3 clusters Score: Raw -1146725.558716 + Penalty 931.562930 = -1145793.995785 nChanged 602 SP:Iteration 8Q (3132.160391 sec): 3 clusters Score: Raw -1147143.980317 + Penalty 931.562930 = -1146212.417387 nChanged 461 SP:Iteration 9Q (3132.231507 sec): 3 clusters Score: Raw -1147416.940656 + Penalty 931.562930 = -1146485.377726 nChanged 360 SP:Iteration 10Q (3132.298810 sec): 3 clusters Score: Raw -1147613.834667 + Penalty 931.562930 = -1146682.271736 nChanged 314 SP:Iteration 11Q (3132.373428 sec): 3 clusters Score: Raw -1147788.572274 + Penalty 931.562930 = -1146857.009344 nChanged 255 SP:Iteration 12Q (3132.442937 sec): 3 clusters Score: Raw -1147917.515527 + Penalty 931.562930 = -1146985.952597 nChanged 209 SP:Iteration 13Q (3132.509992 sec): 3 clusters Score: Raw -1148011.262063 + Penalty 931.562930 = -1147079.699133 nChanged 172 SP:Iteration 14Q (3132.577237 sec): 3 clusters Score: Raw -1148087.726908 + Penalty 931.562930 = -1147156.163978 nChanged 120 SP:Iteration 15Q (3132.641401 sec): 3 clusters Score: Raw -1148136.271166 + Penalty 931.562930 = -1147204.708235 nChanged 111 SP:Iteration 16Q (3132.717332 sec): 3 clusters Score: Raw -1148187.313834 + Penalty 931.562930 = -1147255.750904 nChanged 91 SP:Iteration 17Q (3132.780194 sec): 3 clusters Score: Raw -1148234.965963 + Penalty 931.562930 = -1147303.403033 nChanged 65 SP:Iteration 18Q (3132.839534 sec): 3 clusters Score: Raw -1148260.925432 + Penalty 931.562930 = -1147329.362501 nChanged 41 SP:Iteration 19Q (3132.917202 sec): 3 clusters Score: Raw -1148273.081349 + Penalty 931.562930 = -1147341.518418 nChanged 33 SP:Iteration 20F (3132.983105 sec): 3 clusters Score: Raw -1148283.537596 + Penalty 931.562930 = -1147351.974665 nChanged 28 SP:Iteration 21Q (3133.046937 sec): 3 clusters Score: Raw -1148292.658500 + Penalty 931.562930 = -1147361.095569 nChanged 23 SP:Iteration 22Q (3133.124055 sec): 3 clusters Score: Raw -1148299.540658 + Penalty 931.562930 = -1147367.977727 nChanged 17 SP:Iteration 23Q (3133.197220 sec): 3 clusters Score: Raw -1148304.725092 + Penalty 931.562930 = -1147373.162162 nChanged 6 SP:Iteration 24Q (3133.270840 sec): 3 clusters Score: Raw -1148306.670208 + Penalty 931.562930 = -1147375.107278 nChanged 7 SP:Iteration 25Q (3133.341032 sec): 3 clusters Score: Raw -1148307.673045 + Penalty 931.562930 = -1147376.110114 nChanged 4 SP:Iteration 26Q (3133.405042 sec): 3 clusters Score: Raw -1148308.281067 + Penalty 931.562930 = -1147376.718136 nChanged 4 SP:Iteration 27Q (3133.483147 sec): 3 clusters Score: Raw -1148309.250483 + Penalty 931.562930 = -1147377.687553 nChanged 4 SP:Iteration 28Q (3133.534858 sec): 3 clusters Score: Raw -1148310.330230 + Penalty 931.562930 = -1147378.767300 nChanged 1 SP:Iteration 29Q (3133.614040 sec): 3 clusters Score: Raw -1148310.634645 + Penalty 931.562930 = -1147379.071715 nChanged 2 SP:Iteration 30Q (3133.679312 sec): 3 clusters Score: Raw -1148311.673290 + Penalty 931.562930 = -1147380.110360 nChanged 4 SP:Iteration 31Q (3133.747381 sec): 3 clusters Score: Raw -1148312.537256 + Penalty 931.562930 = -1147380.974326 nChanged 5 SP:Iteration 32Q (3133.816968 sec): 3 clusters Score: Raw -1148313.793818 + Penalty 931.562930 = -1147382.230887 nChanged 5 SP:Iteration 33Q (3133.893639 sec): 3 clusters Score: Raw -1148315.351087 + Penalty 931.562930 = -1147383.788156 nChanged 5 SP:Iteration 34Q (3133.965186 sec): 3 clusters Score: Raw -1148316.609901 + Penalty 931.562930 = -1147385.046971 nChanged 2 SP:Iteration 35Q (3134.020994 sec): 3 clusters Score: Raw -1148316.917551 + Penalty 931.562930 = -1147385.354620 nChanged 1 SP:Iteration 36Q (3134.089882 sec): 3 clusters Score: Raw -1148317.303848 + Penalty 931.562930 = -1147385.740918 nChanged 2 SP:Iteration 37Q (3134.156606 sec): 3 clusters Score: Raw -1148317.805545 + Penalty 931.562930 = -1147386.242614 nChanged 4 SP:Iteration 38Q (3134.228355 sec): 3 clusters Score: Raw -1148318.320203 + Penalty 931.562930 = -1147386.757272 nChanged 0 SP:Iteration 39F (3134.293595 sec): 3 clusters Score: Raw -1148318.320203 + Penalty 931.562930 = -1147386.757272 nChanged 0 Trying to split cluster 8 (8953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3134.322031 sec): 2 clusters Score: Raw -382418.245815 + Penalty 414.038350 = -382004.207466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3134.370837 sec): 3 clusters Score: Raw -376891.644782 + Penalty 828.076700 = -376063.568082 nChanged 4141 SP:Iteration 1F (3134.420306 sec): 3 clusters Score: Raw -379428.314577 + Penalty 828.076700 = -378600.237878 nChanged 544 SP:Iteration 2F (3134.479788 sec): 3 clusters Score: Raw -379672.103474 + Penalty 828.076700 = -378844.026775 nChanged 492 SP:Iteration 3F (3134.533569 sec): 3 clusters Score: Raw -379861.107740 + Penalty 828.076700 = -379033.031040 nChanged 409 SP:Iteration 4Q (3134.578208 sec): 3 clusters Score: Raw -380019.286956 + Penalty 828.076700 = -379191.210257 nChanged 393 SP:Iteration 5Q (3134.632218 sec): 3 clusters Score: Raw -380196.453386 + Penalty 828.076700 = -379368.376687 nChanged 394 SP:Iteration 6Q (3134.687548 sec): 3 clusters Score: Raw -380415.684906 + Penalty 828.076700 = -379587.608206 nChanged 397 SP:Iteration 7Q (3134.746043 sec): 3 clusters Score: Raw -380667.976764 + Penalty 828.076700 = -379839.900065 nChanged 424 SP:Iteration 8Q (3134.797833 sec): 3 clusters Score: Raw -380941.391537 + Penalty 828.076700 = -380113.314838 nChanged 375 SP:Iteration 9Q (3134.861787 sec): 3 clusters Score: Raw -381211.905824 + Penalty 828.076700 = -380383.829125 nChanged 350 SP:Iteration 10Q (3134.905655 sec): 3 clusters Score: Raw -381421.140460 + Penalty 828.076700 = -380593.063760 nChanged 257 SP:Iteration 11Q (3134.957495 sec): 3 clusters Score: Raw -381544.556576 + Penalty 828.076700 = -380716.479877 nChanged 190 SP:Iteration 12Q (3135.019320 sec): 3 clusters Score: Raw -381625.912698 + Penalty 828.076700 = -380797.835998 nChanged 141 SP:Iteration 13Q (3135.073395 sec): 3 clusters Score: Raw -381677.695171 + Penalty 828.076700 = -380849.618472 nChanged 118 SP:Iteration 14Q (3135.124871 sec): 3 clusters Score: Raw -381711.402701 + Penalty 828.076700 = -380883.326001 nChanged 108 SP:Iteration 15Q (3135.184132 sec): 3 clusters Score: Raw -381743.621374 + Penalty 828.076700 = -380915.544674 nChanged 113 SP:Iteration 16Q (3135.238638 sec): 3 clusters Score: Raw -381777.126249 + Penalty 828.076700 = -380949.049549 nChanged 91 SP:Iteration 17Q (3135.285980 sec): 3 clusters Score: Raw -381797.614869 + Penalty 828.076700 = -380969.538169 nChanged 87 SP:Iteration 18Q (3135.334936 sec): 3 clusters Score: Raw -381817.455064 + Penalty 828.076700 = -380989.378365 nChanged 71 SP:Iteration 19Q (3135.393333 sec): 3 clusters Score: Raw -381832.422647 + Penalty 828.076700 = -381004.345948 nChanged 65 SP:Iteration 20F (3135.448178 sec): 3 clusters Score: Raw -381845.150934 + Penalty 828.076700 = -381017.074234 nChanged 66 SP:Iteration 21Q (3135.490834 sec): 3 clusters Score: Raw -381857.232206 + Penalty 828.076700 = -381029.155506 nChanged 53 SP:Iteration 22Q (3135.546572 sec): 3 clusters Score: Raw -381864.894757 + Penalty 828.076700 = -381036.818058 nChanged 43 SP:Iteration 23Q (3135.603914 sec): 3 clusters Score: Raw -381870.016482 + Penalty 828.076700 = -381041.939783 nChanged 37 SP:Iteration 24Q (3135.653317 sec): 3 clusters Score: Raw -381876.546742 + Penalty 828.076700 = -381048.470043 nChanged 50 SP:Iteration 25Q (3135.703578 sec): 3 clusters Score: Raw -381884.627340 + Penalty 828.076700 = -381056.550640 nChanged 38 SP:Iteration 26Q (3135.755330 sec): 3 clusters Score: Raw -381890.898052 + Penalty 828.076700 = -381062.821352 nChanged 43 SP:Iteration 27Q (3135.815834 sec): 3 clusters Score: Raw -381896.577729 + Penalty 828.076700 = -381068.501029 nChanged 34 SP:Iteration 28Q (3135.869003 sec): 3 clusters Score: Raw -381900.105558 + Penalty 828.076700 = -381072.028859 nChanged 25 SP:Iteration 29Q (3135.928968 sec): 3 clusters Score: Raw -381902.339198 + Penalty 828.076700 = -381074.262498 nChanged 23 SP:Iteration 30Q (3135.978639 sec): 3 clusters Score: Raw -381904.435771 + Penalty 828.076700 = -381076.359071 nChanged 19 SP:Iteration 31Q (3136.038707 sec): 3 clusters Score: Raw -381906.271818 + Penalty 828.076700 = -381078.195119 nChanged 19 SP:Iteration 32Q (3136.089773 sec): 3 clusters Score: Raw -381907.976646 + Penalty 828.076700 = -381079.899947 nChanged 25 SP:Iteration 33Q (3136.146488 sec): 3 clusters Score: Raw -381910.345573 + Penalty 828.076700 = -381082.268873 nChanged 25 SP:Iteration 34Q (3136.188690 sec): 3 clusters Score: Raw -381913.269601 + Penalty 828.076700 = -381085.192901 nChanged 23 SP:Iteration 35Q (3136.244495 sec): 3 clusters Score: Raw -381916.024956 + Penalty 828.076700 = -381087.948257 nChanged 32 SP:Iteration 36Q (3136.302441 sec): 3 clusters Score: Raw -381920.399711 + Penalty 828.076700 = -381092.323012 nChanged 33 SP:Iteration 37Q (3136.354541 sec): 3 clusters Score: Raw -381925.814471 + Penalty 828.076700 = -381097.737772 nChanged 38 SP:Iteration 38Q (3136.405044 sec): 3 clusters Score: Raw -381931.748502 + Penalty 828.076700 = -381103.671803 nChanged 37 SP:Iteration 39Q (3136.444631 sec): 3 clusters Score: Raw -381937.019562 + Penalty 828.076700 = -381108.942863 nChanged 35 SP:Iteration 40F (3136.496313 sec): 3 clusters Score: Raw -381943.121558 + Penalty 828.076700 = -381115.044858 nChanged 39 SP:Iteration 41Q (3136.556695 sec): 3 clusters Score: Raw -381949.901655 + Penalty 828.076700 = -381121.824955 nChanged 43 SP:Iteration 42Q (3136.606808 sec): 3 clusters Score: Raw -381956.539719 + Penalty 828.076700 = -381128.463019 nChanged 39 SP:Iteration 43Q (3136.648466 sec): 3 clusters Score: Raw -381962.058364 + Penalty 828.076700 = -381133.981665 nChanged 43 SP:Iteration 44Q (3136.715796 sec): 3 clusters Score: Raw -381968.531940 + Penalty 828.076700 = -381140.455241 nChanged 49 SP:Iteration 45Q (3136.765442 sec): 3 clusters Score: Raw -381977.329200 + Penalty 828.076700 = -381149.252500 nChanged 45 SP:Iteration 46Q (3136.819533 sec): 3 clusters Score: Raw -381982.836920 + Penalty 828.076700 = -381154.760220 nChanged 37 SP:Iteration 47Q (3136.861080 sec): 3 clusters Score: Raw -381987.450856 + Penalty 828.076700 = -381159.374157 nChanged 39 SP:Iteration 48Q (3136.910757 sec): 3 clusters Score: Raw -381993.419746 + Penalty 828.076700 = -381165.343047 nChanged 50 SP:Iteration 49Q (3136.966117 sec): 3 clusters Score: Raw -382004.728916 + Penalty 828.076700 = -381176.652217 nChanged 63 SP:Iteration 50Q (3137.019464 sec): 3 clusters Score: Raw -382017.993595 + Penalty 828.076700 = -381189.916895 nChanged 63 SP:Iteration 51Q (3137.066717 sec): 3 clusters Score: Raw -382031.728996 + Penalty 828.076700 = -381203.652296 nChanged 58 SP:Iteration 52Q (3137.125300 sec): 3 clusters Score: Raw -382044.778346 + Penalty 828.076700 = -381216.701646 nChanged 57 SP:Iteration 53Q (3137.169966 sec): 3 clusters Score: Raw -382055.451256 + Penalty 828.076700 = -381227.374556 nChanged 50 SP:Iteration 54Q (3137.223296 sec): 3 clusters Score: Raw -382064.290745 + Penalty 828.076700 = -381236.214045 nChanged 40 SP:Iteration 55Q (3137.269885 sec): 3 clusters Score: Raw -382070.233127 + Penalty 828.076700 = -381242.156428 nChanged 42 SP:Iteration 56Q (3137.316049 sec): 3 clusters Score: Raw -382076.767471 + Penalty 828.076700 = -381248.690771 nChanged 41 SP:Iteration 57Q (3137.367363 sec): 3 clusters Score: Raw -382083.235263 + Penalty 828.076700 = -381255.158564 nChanged 44 SP:Iteration 58Q (3137.416541 sec): 3 clusters Score: Raw -382089.439298 + Penalty 828.076700 = -381261.362598 nChanged 32 SP:Iteration 59Q (3137.467987 sec): 3 clusters Score: Raw -382094.960083 + Penalty 828.076700 = -381266.883384 nChanged 49 SP:Iteration 60F (3137.529777 sec): 3 clusters Score: Raw -382104.542925 + Penalty 828.076700 = -381276.466226 nChanged 46 SP:Iteration 61Q (3137.572797 sec): 3 clusters Score: Raw -382112.521541 + Penalty 828.076700 = -381284.444841 nChanged 53 SP:Iteration 62Q (3137.618535 sec): 3 clusters Score: Raw -382123.187128 + Penalty 828.076700 = -381295.110429 nChanged 37 SP:Iteration 63Q (3137.663321 sec): 3 clusters Score: Raw -382130.288295 + Penalty 828.076700 = -381302.211596 nChanged 31 SP:Iteration 64Q (3137.724244 sec): 3 clusters Score: Raw -382134.743574 + Penalty 828.076700 = -381306.666875 nChanged 34 SP:Iteration 65Q (3137.781942 sec): 3 clusters Score: Raw -382139.215110 + Penalty 828.076700 = -381311.138411 nChanged 30 SP:Iteration 66Q (3137.835848 sec): 3 clusters Score: Raw -382145.485958 + Penalty 828.076700 = -381317.409258 nChanged 38 SP:Iteration 67Q (3137.876912 sec): 3 clusters Score: Raw -382152.995753 + Penalty 828.076700 = -381324.919053 nChanged 38 SP:Iteration 68Q (3137.937460 sec): 3 clusters Score: Raw -382161.673911 + Penalty 828.076700 = -381333.597212 nChanged 46 SP:Iteration 69Q (3137.978825 sec): 3 clusters Score: Raw -382175.427488 + Penalty 828.076700 = -381347.350788 nChanged 49 SP:Iteration 70Q (3138.035403 sec): 3 clusters Score: Raw -382190.595336 + Penalty 828.076700 = -381362.518637 nChanged 54 SP:Iteration 71Q (3138.082990 sec): 3 clusters Score: Raw -382207.640425 + Penalty 828.076700 = -381379.563725 nChanged 55 SP:Iteration 72Q (3138.147654 sec): 3 clusters Score: Raw -382222.306169 + Penalty 828.076700 = -381394.229470 nChanged 54 SP:Iteration 73Q (3138.203355 sec): 3 clusters Score: Raw -382237.883949 + Penalty 828.076700 = -381409.807250 nChanged 46 SP:Iteration 74Q (3138.245669 sec): 3 clusters Score: Raw -382250.185347 + Penalty 828.076700 = -381422.108647 nChanged 49 SP:Iteration 75Q (3138.295654 sec): 3 clusters Score: Raw -382265.351503 + Penalty 828.076700 = -381437.274804 nChanged 58 SP:Iteration 76Q (3138.339485 sec): 3 clusters Score: Raw -382286.270046 + Penalty 828.076700 = -381458.193346 nChanged 60 SP:Iteration 77Q (3138.402367 sec): 3 clusters Score: Raw -382307.003911 + Penalty 828.076700 = -381478.927211 nChanged 61 SP:Iteration 78Q (3138.445565 sec): 3 clusters Score: Raw -382327.905346 + Penalty 828.076700 = -381499.828646 nChanged 46 SP:Iteration 79Q (3138.497465 sec): 3 clusters Score: Raw -382345.303687 + Penalty 828.076700 = -381517.226988 nChanged 55 SP:Iteration 80F (3138.555366 sec): 3 clusters Score: Raw -382370.666203 + Penalty 828.076700 = -381542.589503 nChanged 53 SP:Iteration 81Q (3138.609195 sec): 3 clusters Score: Raw -382392.562023 + Penalty 828.076700 = -381564.485323 nChanged 48 SP:Iteration 82Q (3138.651487 sec): 3 clusters Score: Raw -382410.642198 + Penalty 828.076700 = -381582.565498 nChanged 39 SP:Iteration 83Q (3138.700239 sec): 3 clusters Score: Raw -382424.049468 + Penalty 828.076700 = -381595.972768 nChanged 36 SP:Iteration 84Q (3138.752616 sec): 3 clusters Score: Raw -382438.462656 + Penalty 828.076700 = -381610.385957 nChanged 24 SP:Iteration 85Q (3138.809394 sec): 3 clusters Score: Raw -382446.174459 + Penalty 828.076700 = -381618.097760 nChanged 24 SP:Iteration 86Q (3138.850366 sec): 3 clusters Score: Raw -382454.146833 + Penalty 828.076700 = -381626.070134 nChanged 21 SP:Iteration 87Q (3138.910796 sec): 3 clusters Score: Raw -382460.152865 + Penalty 828.076700 = -381632.076166 nChanged 17 SP:Iteration 88Q (3138.964753 sec): 3 clusters Score: Raw -382465.041410 + Penalty 828.076700 = -381636.964711 nChanged 9 SP:Iteration 89Q (3139.027596 sec): 3 clusters Score: Raw -382467.846513 + Penalty 828.076700 = -381639.769813 nChanged 7 SP:Iteration 90Q (3139.065277 sec): 3 clusters Score: Raw -382469.678234 + Penalty 828.076700 = -381641.601535 nChanged 8 SP:Iteration 91Q (3139.131918 sec): 3 clusters Score: Raw -382472.091334 + Penalty 828.076700 = -381644.014634 nChanged 11 SP:Iteration 92Q (3139.169674 sec): 3 clusters Score: Raw -382477.313945 + Penalty 828.076700 = -381649.237246 nChanged 12 SP:Iteration 93Q (3139.223590 sec): 3 clusters Score: Raw -382480.527185 + Penalty 828.076700 = -381652.450485 nChanged 6 SP:Iteration 94Q (3139.271573 sec): 3 clusters Score: Raw -382481.685117 + Penalty 828.076700 = -381653.608417 nChanged 6 SP:Iteration 95Q (3139.311828 sec): 3 clusters Score: Raw -382484.412503 + Penalty 828.076700 = -381656.335804 nChanged 9 SP:Iteration 96Q (3139.362428 sec): 3 clusters Score: Raw -382488.021206 + Penalty 828.076700 = -381659.944506 nChanged 5 SP:Iteration 97Q (3139.406793 sec): 3 clusters Score: Raw -382488.954795 + Penalty 828.076700 = -381660.878095 nChanged 3 SP:Iteration 98Q (3139.466097 sec): 3 clusters Score: Raw -382489.296251 + Penalty 828.076700 = -381661.219552 nChanged 0 SP:Iteration 99F (3139.516261 sec): 3 clusters Score: Raw -382489.296251 + Penalty 828.076700 = -381661.219552 nChanged 0 Trying to split cluster 9 (11656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3139.551414 sec): 2 clusters Score: Raw -442060.790579 + Penalty 426.042724 = -441634.747855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3139.607214 sec): 3 clusters Score: Raw -434668.318793 + Penalty 852.085448 = -433816.233346 nChanged 5417 SP:Iteration 1F (3139.675326 sec): 3 clusters Score: Raw -437906.237678 + Penalty 852.085448 = -437054.152230 nChanged 637 SP:Iteration 2F (3139.720434 sec): 3 clusters Score: Raw -438172.998055 + Penalty 852.085448 = -437320.912607 nChanged 633 SP:Iteration 3F (3139.786467 sec): 3 clusters Score: Raw -438450.932556 + Penalty 852.085448 = -437598.847109 nChanged 664 SP:Iteration 4F (3139.835722 sec): 3 clusters Score: Raw -438787.342195 + Penalty 852.085448 = -437935.256747 nChanged 656 SP:Iteration 5F (3139.878922 sec): 3 clusters Score: Raw -439157.379477 + Penalty 852.085448 = -438305.294030 nChanged 610 SP:Iteration 6F (3139.937130 sec): 3 clusters Score: Raw -439531.549700 + Penalty 852.085448 = -438679.464252 nChanged 579 SP:Iteration 7Q (3139.998165 sec): 3 clusters Score: Raw -439891.529185 + Penalty 852.085448 = -439039.443737 nChanged 544 SP:Iteration 8Q (3140.047449 sec): 3 clusters Score: Raw -440204.487418 + Penalty 852.085448 = -439352.401971 nChanged 486 SP:Iteration 9Q (3140.107288 sec): 3 clusters Score: Raw -440424.707410 + Penalty 852.085448 = -439572.621962 nChanged 366 SP:Iteration 10Q (3140.162760 sec): 3 clusters Score: Raw -440561.340452 + Penalty 852.085448 = -439709.255005 nChanged 265 SP:Iteration 11Q (3140.220097 sec): 3 clusters Score: Raw -440629.686986 + Penalty 852.085448 = -439777.601539 nChanged 170 SP:Iteration 12Q (3140.274711 sec): 3 clusters Score: Raw -440667.672801 + Penalty 852.085448 = -439815.587354 nChanged 150 SP:Iteration 13Q (3140.343567 sec): 3 clusters Score: Raw -440699.586432 + Penalty 852.085448 = -439847.500985 nChanged 127 SP:Iteration 14Q (3140.392685 sec): 3 clusters Score: Raw -440723.364662 + Penalty 852.085448 = -439871.279215 nChanged 112 SP:Iteration 15Q (3140.452436 sec): 3 clusters Score: Raw -440744.213497 + Penalty 852.085448 = -439892.128050 nChanged 97 SP:Iteration 16Q (3140.502112 sec): 3 clusters Score: Raw -440761.019784 + Penalty 852.085448 = -439908.934336 nChanged 108 SP:Iteration 17Q (3140.565222 sec): 3 clusters Score: Raw -440782.251217 + Penalty 852.085448 = -439930.165769 nChanged 92 SP:Iteration 18Q (3140.616750 sec): 3 clusters Score: Raw -440802.766405 + Penalty 852.085448 = -439950.680958 nChanged 106 SP:Iteration 19Q (3140.674444 sec): 3 clusters Score: Raw -440826.071858 + Penalty 852.085448 = -439973.986410 nChanged 98 SP:Iteration 20F (3140.739140 sec): 3 clusters Score: Raw -440848.144572 + Penalty 852.085448 = -439996.059124 nChanged 107 SP:Iteration 21Q (3140.793872 sec): 3 clusters Score: Raw -440877.248014 + Penalty 852.085448 = -440025.162567 nChanged 101 SP:Iteration 22Q (3140.841535 sec): 3 clusters Score: Raw -440905.383568 + Penalty 852.085448 = -440053.298120 nChanged 119 SP:Iteration 23Q (3140.895317 sec): 3 clusters Score: Raw -440937.626145 + Penalty 852.085448 = -440085.540697 nChanged 121 SP:Iteration 24Q (3140.946181 sec): 3 clusters Score: Raw -440966.221638 + Penalty 852.085448 = -440114.136190 nChanged 107 SP:Iteration 25Q (3141.006996 sec): 3 clusters Score: Raw -440989.084479 + Penalty 852.085448 = -440136.999031 nChanged 88 SP:Iteration 26Q (3141.074653 sec): 3 clusters Score: Raw -441002.977492 + Penalty 852.085448 = -440150.892044 nChanged 78 SP:Iteration 27Q (3141.130105 sec): 3 clusters Score: Raw -441017.351642 + Penalty 852.085448 = -440165.266194 nChanged 82 SP:Iteration 28Q (3141.169858 sec): 3 clusters Score: Raw -441029.956689 + Penalty 852.085448 = -440177.871241 nChanged 73 SP:Iteration 29Q (3141.220822 sec): 3 clusters Score: Raw -441041.813063 + Penalty 852.085448 = -440189.727615 nChanged 96 SP:Iteration 30Q (3141.276754 sec): 3 clusters Score: Raw -441062.244631 + Penalty 852.085448 = -440210.159183 nChanged 96 SP:Iteration 31Q (3141.343199 sec): 3 clusters Score: Raw -441086.060468 + Penalty 852.085448 = -440233.975020 nChanged 96 SP:Iteration 32Q (3141.391880 sec): 3 clusters Score: Raw -441107.297706 + Penalty 852.085448 = -440255.212259 nChanged 83 SP:Iteration 33Q (3141.447634 sec): 3 clusters Score: Raw -441121.342886 + Penalty 852.085448 = -440269.257438 nChanged 77 SP:Iteration 34Q (3141.496020 sec): 3 clusters Score: Raw -441134.279534 + Penalty 852.085448 = -440282.194086 nChanged 73 SP:Iteration 35Q (3141.544033 sec): 3 clusters Score: Raw -441148.865241 + Penalty 852.085448 = -440296.779793 nChanged 83 SP:Iteration 36Q (3141.596709 sec): 3 clusters Score: Raw -441161.998801 + Penalty 852.085448 = -440309.913353 nChanged 69 SP:Iteration 37Q (3141.651350 sec): 3 clusters Score: Raw -441171.497050 + Penalty 852.085448 = -440319.411602 nChanged 57 SP:Iteration 38Q (3141.714503 sec): 3 clusters Score: Raw -441179.420481 + Penalty 852.085448 = -440327.335034 nChanged 54 SP:Iteration 39Q (3141.782485 sec): 3 clusters Score: Raw -441185.178797 + Penalty 852.085448 = -440333.093349 nChanged 52 SP:Iteration 40F (3141.837533 sec): 3 clusters Score: Raw -441189.713782 + Penalty 852.085448 = -440337.628334 nChanged 49 SP:Iteration 41Q (3141.893135 sec): 3 clusters Score: Raw -441195.199265 + Penalty 852.085448 = -440343.113818 nChanged 43 SP:Iteration 42Q (3141.948606 sec): 3 clusters Score: Raw -441200.242194 + Penalty 852.085448 = -440348.156746 nChanged 48 SP:Iteration 43Q (3141.996077 sec): 3 clusters Score: Raw -441205.666263 + Penalty 852.085448 = -440353.580815 nChanged 53 SP:Iteration 44Q (3142.049259 sec): 3 clusters Score: Raw -441212.330019 + Penalty 852.085448 = -440360.244572 nChanged 55 SP:Iteration 45Q (3142.107822 sec): 3 clusters Score: Raw -441219.846796 + Penalty 852.085448 = -440367.761348 nChanged 63 SP:Iteration 46Q (3142.165091 sec): 3 clusters Score: Raw -441227.141296 + Penalty 852.085448 = -440375.055849 nChanged 61 SP:Iteration 47Q (3142.217757 sec): 3 clusters Score: Raw -441234.779596 + Penalty 852.085448 = -440382.694149 nChanged 73 SP:Iteration 48Q (3142.273410 sec): 3 clusters Score: Raw -441246.164733 + Penalty 852.085448 = -440394.079285 nChanged 78 SP:Iteration 49Q (3142.334757 sec): 3 clusters Score: Raw -441260.203837 + Penalty 852.085448 = -440408.118390 nChanged 81 SP:Iteration 50Q (3142.386925 sec): 3 clusters Score: Raw -441276.762945 + Penalty 852.085448 = -440424.677497 nChanged 107 SP:Iteration 51Q (3142.445155 sec): 3 clusters Score: Raw -441299.988228 + Penalty 852.085448 = -440447.902780 nChanged 113 SP:Iteration 52Q (3142.496320 sec): 3 clusters Score: Raw -441328.392590 + Penalty 852.085448 = -440476.307143 nChanged 125 SP:Iteration 53Q (3142.546443 sec): 3 clusters Score: Raw -441361.590489 + Penalty 852.085448 = -440509.505041 nChanged 145 SP:Iteration 54Q (3142.603573 sec): 3 clusters Score: Raw -441403.665773 + Penalty 852.085448 = -440551.580326 nChanged 144 SP:Iteration 55Q (3142.661157 sec): 3 clusters Score: Raw -441444.299843 + Penalty 852.085448 = -440592.214395 nChanged 152 SP:Iteration 56Q (3142.709492 sec): 3 clusters Score: Raw -441492.664214 + Penalty 852.085448 = -440640.578766 nChanged 159 SP:Iteration 57Q (3142.778629 sec): 3 clusters Score: Raw -441547.057057 + Penalty 852.085448 = -440694.971610 nChanged 157 SP:Iteration 58Q (3142.838430 sec): 3 clusters Score: Raw -441598.540153 + Penalty 852.085448 = -440746.454706 nChanged 126 SP:Iteration 59Q (3142.884148 sec): 3 clusters Score: Raw -441633.536604 + Penalty 852.085448 = -440781.451156 nChanged 95 SP:Iteration 60F (3142.952781 sec): 3 clusters Score: Raw -441657.620600 + Penalty 852.085448 = -440805.535152 nChanged 87 SP:Iteration 61Q (3142.991573 sec): 3 clusters Score: Raw -441684.524886 + Penalty 852.085448 = -440832.439438 nChanged 91 SP:Iteration 62Q (3143.049189 sec): 3 clusters Score: Raw -441711.065209 + Penalty 852.085448 = -440858.979762 nChanged 89 SP:Iteration 63Q (3143.101911 sec): 3 clusters Score: Raw -441741.984105 + Penalty 852.085448 = -440889.898657 nChanged 85 SP:Iteration 64Q (3143.160626 sec): 3 clusters Score: Raw -441769.906920 + Penalty 852.085448 = -440917.821472 nChanged 91 SP:Iteration 65Q (3143.215745 sec): 3 clusters Score: Raw -441800.775617 + Penalty 852.085448 = -440948.690169 nChanged 88 SP:Iteration 66Q (3143.267722 sec): 3 clusters Score: Raw -441826.897233 + Penalty 852.085448 = -440974.811785 nChanged 86 SP:Iteration 67Q (3143.329699 sec): 3 clusters Score: Raw -441853.262492 + Penalty 852.085448 = -441001.177045 nChanged 72 SP:Iteration 68Q (3143.384579 sec): 3 clusters Score: Raw -441871.509048 + Penalty 852.085448 = -441019.423600 nChanged 53 SP:Iteration 69Q (3143.444009 sec): 3 clusters Score: Raw -441887.431787 + Penalty 852.085448 = -441035.346340 nChanged 56 SP:Iteration 70Q (3143.492615 sec): 3 clusters Score: Raw -441902.397860 + Penalty 852.085448 = -441050.312413 nChanged 51 SP:Iteration 71Q (3143.538245 sec): 3 clusters Score: Raw -441922.346632 + Penalty 852.085448 = -441070.261184 nChanged 60 SP:Iteration 72Q (3143.577085 sec): 3 clusters Score: Raw -441953.325583 + Penalty 852.085448 = -441101.240135 nChanged 66 SP:Iteration 73Q (3143.645801 sec): 3 clusters Score: Raw -441986.448952 + Penalty 852.085448 = -441134.363505 nChanged 72 SP:Iteration 74Q (3143.699984 sec): 3 clusters Score: Raw -442024.428077 + Penalty 852.085448 = -441172.342630 nChanged 64 SP:Iteration 75Q (3143.747161 sec): 3 clusters Score: Raw -442050.525633 + Penalty 852.085448 = -441198.440186 nChanged 58 SP:Iteration 76Q (3143.797922 sec): 3 clusters Score: Raw -442075.890871 + Penalty 852.085448 = -441223.805423 nChanged 53 SP:Iteration 77Q (3143.841064 sec): 3 clusters Score: Raw -442102.122453 + Penalty 852.085448 = -441250.037005 nChanged 48 SP:Iteration 78Q (3143.895953 sec): 3 clusters Score: Raw -442131.019714 + Penalty 852.085448 = -441278.934267 nChanged 41 SP:Iteration 79Q (3143.947191 sec): 3 clusters Score: Raw -442151.720164 + Penalty 852.085448 = -441299.634716 nChanged 35 SP:Iteration 80F (3144.000791 sec): 3 clusters Score: Raw -442170.941341 + Penalty 852.085448 = -441318.855893 nChanged 29 SP:Iteration 81Q (3144.058631 sec): 3 clusters Score: Raw -442186.960225 + Penalty 852.085448 = -441334.874778 nChanged 27 SP:Iteration 82Q (3144.115313 sec): 3 clusters Score: Raw -442197.999865 + Penalty 852.085448 = -441345.914417 nChanged 19 SP:Iteration 83Q (3144.167958 sec): 3 clusters Score: Raw -442206.806999 + Penalty 852.085448 = -441354.721551 nChanged 20 SP:Iteration 84Q (3144.234632 sec): 3 clusters Score: Raw -442215.094514 + Penalty 852.085448 = -441363.009066 nChanged 20 SP:Iteration 85Q (3144.282621 sec): 3 clusters Score: Raw -442222.381625 + Penalty 852.085448 = -441370.296177 nChanged 19 SP:Iteration 86Q (3144.329283 sec): 3 clusters Score: Raw -442231.530326 + Penalty 852.085448 = -441379.444879 nChanged 19 SP:Iteration 87Q (3144.383713 sec): 3 clusters Score: Raw -442238.478242 + Penalty 852.085448 = -441386.392794 nChanged 11 SP:Iteration 88Q (3144.435935 sec): 3 clusters Score: Raw -442241.730088 + Penalty 852.085448 = -441389.644641 nChanged 9 SP:Iteration 89Q (3144.493498 sec): 3 clusters Score: Raw -442243.321203 + Penalty 852.085448 = -441391.235755 nChanged 6 SP:Iteration 90Q (3144.552339 sec): 3 clusters Score: Raw -442245.417718 + Penalty 852.085448 = -441393.332270 nChanged 8 SP:Iteration 91Q (3144.601978 sec): 3 clusters Score: Raw -442247.905204 + Penalty 852.085448 = -441395.819756 nChanged 9 SP:Iteration 92Q (3144.657853 sec): 3 clusters Score: Raw -442250.083427 + Penalty 852.085448 = -441397.997979 nChanged 10 SP:Iteration 93Q (3144.722221 sec): 3 clusters Score: Raw -442252.951721 + Penalty 852.085448 = -441400.866273 nChanged 14 SP:Iteration 94Q (3144.773889 sec): 3 clusters Score: Raw -442259.829661 + Penalty 852.085448 = -441407.744214 nChanged 20 SP:Iteration 95Q (3144.814126 sec): 3 clusters Score: Raw -442266.701064 + Penalty 852.085448 = -441414.615617 nChanged 16 SP:Iteration 96Q (3144.865089 sec): 3 clusters Score: Raw -442271.445135 + Penalty 852.085448 = -441419.359688 nChanged 11 SP:Iteration 97Q (3144.923861 sec): 3 clusters Score: Raw -442274.122468 + Penalty 852.085448 = -441422.037021 nChanged 12 SP:Iteration 98Q (3144.978744 sec): 3 clusters Score: Raw -442279.831661 + Penalty 852.085448 = -441427.746214 nChanged 13 SP:Iteration 99Q (3145.018535 sec): 3 clusters Score: Raw -442284.437463 + Penalty 852.085448 = -441432.352015 nChanged 14 SP:Iteration 100F (3145.081188 sec): 3 clusters Score: Raw -442288.677176 + Penalty 852.085448 = -441436.591728 nChanged 11 SP:Iteration 101Q (3145.137145 sec): 3 clusters Score: Raw -442295.270680 + Penalty 852.085448 = -441443.185233 nChanged 10 SP:Iteration 102Q (3145.187898 sec): 3 clusters Score: Raw -442306.325322 + Penalty 852.085448 = -441454.239875 nChanged 13 SP:Iteration 103Q (3145.249336 sec): 3 clusters Score: Raw -442313.298584 + Penalty 852.085448 = -441461.213136 nChanged 11 SP:Iteration 104Q (3145.301585 sec): 3 clusters Score: Raw -442316.904329 + Penalty 852.085448 = -441464.818881 nChanged 3 SP:Iteration 105Q (3145.357994 sec): 3 clusters Score: Raw -442317.594223 + Penalty 852.085448 = -441465.508775 nChanged 6 SP:Iteration 106Q (3145.402300 sec): 3 clusters Score: Raw -442319.404795 + Penalty 852.085448 = -441467.319347 nChanged 4 SP:Iteration 107Q (3145.464117 sec): 3 clusters Score: Raw -442320.062560 + Penalty 852.085448 = -441467.977112 nChanged 4 SP:Iteration 108Q (3145.512405 sec): 3 clusters Score: Raw -442320.685926 + Penalty 852.085448 = -441468.600478 nChanged 2 SP:Iteration 109Q (3145.580425 sec): 3 clusters Score: Raw -442321.796430 + Penalty 852.085448 = -441469.710982 nChanged 4 SP:Iteration 110Q (3145.628866 sec): 3 clusters Score: Raw -442322.893062 + Penalty 852.085448 = -441470.807614 nChanged 3 SP:Iteration 111Q (3145.683463 sec): 3 clusters Score: Raw -442324.864956 + Penalty 852.085448 = -441472.779509 nChanged 4 SP:Iteration 112Q (3145.729792 sec): 3 clusters Score: Raw -442326.887734 + Penalty 852.085448 = -441474.802287 nChanged 5 SP:Iteration 113Q (3145.787281 sec): 3 clusters Score: Raw -442328.574411 + Penalty 852.085448 = -441476.488963 nChanged 5 SP:Iteration 114Q (3145.843736 sec): 3 clusters Score: Raw -442329.874067 + Penalty 852.085448 = -441477.788619 nChanged 4 SP:Iteration 115Q (3145.905335 sec): 3 clusters Score: Raw -442330.614609 + Penalty 852.085448 = -441478.529161 nChanged 2 SP:Iteration 116Q (3145.953587 sec): 3 clusters Score: Raw -442331.107714 + Penalty 852.085448 = -441479.022266 nChanged 2 SP:Iteration 117Q (3146.001536 sec): 3 clusters Score: Raw -442331.255512 + Penalty 852.085448 = -441479.170064 nChanged 0 SP:Iteration 118F (3146.061973 sec): 3 clusters Score: Raw -442331.255512 + Penalty 852.085448 = -441479.170064 nChanged 0 Trying to split cluster 10 (615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3146.093000 sec): 2 clusters Score: Raw -21148.573751 + Penalty 292.183813 = -20856.389937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3146.144701 sec): 3 clusters Score: Raw -20914.446864 + Penalty 584.367626 = -20330.079238 nChanged 233 SP:Iteration 1F (3146.191131 sec): 3 clusters Score: Raw -21132.970816 + Penalty 584.367626 = -20548.603190 nChanged 77 SP:Iteration 2F (3146.236738 sec): 3 clusters Score: Raw -21235.493887 + Penalty 584.367626 = -20651.126260 nChanged 63 SP:Iteration 3F (3146.278424 sec): 3 clusters Score: Raw -21335.854768 + Penalty 584.367626 = -20751.487142 nChanged 39 SP:Iteration 4F (3146.319293 sec): 3 clusters Score: Raw -21404.308600 + Penalty 584.367626 = -20819.940973 nChanged 28 SP:Iteration 5Q (3146.367729 sec): 3 clusters Score: Raw -21441.608822 + Penalty 584.367626 = -20857.241196 nChanged 18 SP:Iteration 6Q (3146.403547 sec): 3 clusters Score: Raw -21466.102457 + Penalty 584.367626 = -20881.734831 nChanged 8 SP:Iteration 7Q (3146.439947 sec): 3 clusters Score: Raw -21476.503537 + Penalty 584.367626 = -20892.135910 nChanged 8 SP:Iteration 8Q (3146.482794 sec): 3 clusters Score: Raw -21483.337696 + Penalty 584.367626 = -20898.970069 nChanged 8 SP:Iteration 9Q (3146.524721 sec): 3 clusters Score: Raw -21487.353684 + Penalty 584.367626 = -20902.986058 nChanged 6 SP:Iteration 10Q (3146.580999 sec): 3 clusters Score: Raw -21491.723489 + Penalty 584.367626 = -20907.355863 nChanged 3 SP:Iteration 11Q (3146.620921 sec): 3 clusters Score: Raw -21493.063823 + Penalty 584.367626 = -20908.696196 nChanged 1 SP:Iteration 12Q (3146.660531 sec): 3 clusters Score: Raw -21493.362851 + Penalty 584.367626 = -20908.995225 nChanged 0 SP:Iteration 13F (3146.709880 sec): 3 clusters Score: Raw -21493.362851 + Penalty 584.367626 = -20908.995225 nChanged 0 Score: Raw -17401096.209124 + Penalty 27318.534099 = -17373777.675025 Splitting cluster 10 changes total score from -17374016.923831 to -17373777.675025 So it's not getting split. Trying to split cluster 11 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3154.788241 sec): 2 clusters Score: Raw -15495.648146 + Penalty 275.476990 = -15220.171156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3154.837774 sec): 3 clusters Score: Raw -15324.111561 + Penalty 550.953981 = -14773.157580 nChanged 163 SP:Iteration 1F (3154.888149 sec): 3 clusters Score: Raw -15476.913011 + Penalty 550.953981 = -14925.959030 nChanged 40 SP:Iteration 2F (3154.933552 sec): 3 clusters Score: Raw -15521.021751 + Penalty 550.953981 = -14970.067770 nChanged 16 SP:Iteration 3Q (3154.976008 sec): 3 clusters Score: Raw -15533.531861 + Penalty 550.953981 = -14982.577880 nChanged 10 SP:Iteration 4Q (3155.033790 sec): 3 clusters Score: Raw -15543.441423 + Penalty 550.953981 = -14992.487442 nChanged 10 SP:Iteration 5Q (3155.078767 sec): 3 clusters Score: Raw -15549.484062 + Penalty 550.953981 = -14998.530081 nChanged 6 SP:Iteration 6Q (3155.125311 sec): 3 clusters Score: Raw -15554.051790 + Penalty 550.953981 = -15003.097810 nChanged 8 SP:Iteration 7Q (3155.171910 sec): 3 clusters Score: Raw -15560.122471 + Penalty 550.953981 = -15009.168491 nChanged 8 SP:Iteration 8Q (3155.213353 sec): 3 clusters Score: Raw -15567.860673 + Penalty 550.953981 = -15016.906692 nChanged 5 SP:Iteration 9Q (3155.271726 sec): 3 clusters Score: Raw -15577.917538 + Penalty 550.953981 = -15026.963558 nChanged 3 SP:Iteration 10Q (3155.315990 sec): 3 clusters Score: Raw -15580.094807 + Penalty 550.953981 = -15029.140827 nChanged 3 SP:Iteration 11Q (3155.369393 sec): 3 clusters Score: Raw -15581.442488 + Penalty 550.953981 = -15030.488507 nChanged 2 SP:Iteration 12Q (3155.400500 sec): 3 clusters Score: Raw -15583.663702 + Penalty 550.953981 = -15032.709721 nChanged 1 SP:Iteration 13Q (3155.446768 sec): 3 clusters Score: Raw -15585.650511 + Penalty 550.953981 = -15034.696531 nChanged 2 SP:Iteration 14Q (3155.494308 sec): 3 clusters Score: Raw -15586.804530 + Penalty 550.953981 = -15035.850549 nChanged 1 SP:Iteration 15Q (3155.536847 sec): 3 clusters Score: Raw -15587.350502 + Penalty 550.953981 = -15036.396522 nChanged 1 SP:Iteration 16Q (3155.578806 sec): 3 clusters Score: Raw -15587.854869 + Penalty 550.953981 = -15036.900888 nChanged 2 SP:Iteration 17Q (3155.619639 sec): 3 clusters Score: Raw -15589.842511 + Penalty 550.953981 = -15038.888530 nChanged 2 SP:Iteration 18Q (3155.655382 sec): 3 clusters Score: Raw -15590.639474 + Penalty 550.953981 = -15039.685493 nChanged 1 SP:Iteration 19Q (3155.702258 sec): 3 clusters Score: Raw -15591.550236 + Penalty 550.953981 = -15040.596256 nChanged 0 SP:Iteration 20F (3155.741687 sec): 3 clusters Score: Raw -15591.550236 + Penalty 550.953981 = -15040.596256 nChanged 0 Trying to split cluster 12 (67020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3155.826693 sec): 2 clusters Score: Raw -2714237.596618 + Penalty 505.629959 = -2713731.966659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3155.929040 sec): 3 clusters Score: Raw -2669666.689458 + Penalty 1011.259919 = -2668655.429539 nChanged 32719 SP:Iteration 1F (3156.035331 sec): 3 clusters Score: Raw -2691501.285186 + Penalty 1011.259919 = -2690490.025267 nChanged 4708 SP:Iteration 2F (3156.143805 sec): 3 clusters Score: Raw -2694336.829861 + Penalty 1011.259919 = -2693325.569942 nChanged 5304 SP:Iteration 3F (3156.248147 sec): 3 clusters Score: Raw -2698126.335301 + Penalty 1011.259919 = -2697115.075382 nChanged 5165 SP:Iteration 4F (3156.363818 sec): 3 clusters Score: Raw -2702349.136951 + Penalty 1011.259919 = -2701337.877032 nChanged 4568 SP:Iteration 5F (3156.461597 sec): 3 clusters Score: Raw -2706448.714432 + Penalty 1011.259919 = -2705437.454513 nChanged 3435 SP:Iteration 6F (3156.577965 sec): 3 clusters Score: Raw -2709585.991754 + Penalty 1011.259919 = -2708574.731835 nChanged 2227 SP:Iteration 7Q (3156.688851 sec): 3 clusters Score: Raw -2711593.013542 + Penalty 1011.259919 = -2710581.753623 nChanged 1349 SP:Iteration 8Q (3156.799762 sec): 3 clusters Score: Raw -2712749.447410 + Penalty 1011.259919 = -2711738.187491 nChanged 820 SP:Iteration 9Q (3156.915416 sec): 3 clusters Score: Raw -2713385.552042 + Penalty 1011.259919 = -2712374.292123 nChanged 522 SP:Iteration 10Q (3157.016294 sec): 3 clusters Score: Raw -2713748.202202 + Penalty 1011.259919 = -2712736.942283 nChanged 350 SP:Iteration 11Q (3157.123894 sec): 3 clusters Score: Raw -2713967.620177 + Penalty 1011.259919 = -2712956.360258 nChanged 243 SP:Iteration 12Q (3157.232579 sec): 3 clusters Score: Raw -2714104.597980 + Penalty 1011.259919 = -2713093.338061 nChanged 188 SP:Iteration 13Q (3157.331554 sec): 3 clusters Score: Raw -2714217.888332 + Penalty 1011.259919 = -2713206.628413 nChanged 126 SP:Iteration 14Q (3157.430042 sec): 3 clusters Score: Raw -2714287.567096 + Penalty 1011.259919 = -2713276.307177 nChanged 80 SP:Iteration 15Q (3157.532593 sec): 3 clusters Score: Raw -2714329.970184 + Penalty 1011.259919 = -2713318.710265 nChanged 60 SP:Iteration 16Q (3157.626959 sec): 3 clusters Score: Raw -2714352.391885 + Penalty 1011.259919 = -2713341.131966 nChanged 36 SP:Iteration 17Q (3157.740700 sec): 3 clusters Score: Raw -2714364.513760 + Penalty 1011.259919 = -2713353.253841 nChanged 21 SP:Iteration 18Q (3157.842253 sec): 3 clusters Score: Raw -2714371.485987 + Penalty 1011.259919 = -2713360.226068 nChanged 17 SP:Iteration 19Q (3157.937468 sec): 3 clusters Score: Raw -2714376.994464 + Penalty 1011.259919 = -2713365.734545 nChanged 14 SP:Iteration 20F (3158.039362 sec): 3 clusters Score: Raw -2714380.705126 + Penalty 1011.259919 = -2713369.445207 nChanged 7 SP:Iteration 21Q (3158.152596 sec): 3 clusters Score: Raw -2714382.250141 + Penalty 1011.259919 = -2713370.990222 nChanged 10 SP:Iteration 22Q (3158.241594 sec): 3 clusters Score: Raw -2714384.061020 + Penalty 1011.259919 = -2713372.801102 nChanged 8 SP:Iteration 23Q (3158.343037 sec): 3 clusters Score: Raw -2714386.250035 + Penalty 1011.259919 = -2713374.990116 nChanged 6 SP:Iteration 24Q (3158.436931 sec): 3 clusters Score: Raw -2714387.640901 + Penalty 1011.259919 = -2713376.380982 nChanged 6 SP:Iteration 25Q (3158.546627 sec): 3 clusters Score: Raw -2714389.259890 + Penalty 1011.259919 = -2713377.999972 nChanged 4 SP:Iteration 26Q (3158.651265 sec): 3 clusters Score: Raw -2714389.855028 + Penalty 1011.259919 = -2713378.595109 nChanged 2 SP:Iteration 27Q (3158.757798 sec): 3 clusters Score: Raw -2714390.096689 + Penalty 1011.259919 = -2713378.836770 nChanged 2 SP:Iteration 28Q (3158.862811 sec): 3 clusters Score: Raw -2714390.313117 + Penalty 1011.259919 = -2713379.053198 nChanged 1 SP:Iteration 29Q (3158.965020 sec): 3 clusters Score: Raw -2714390.357935 + Penalty 1011.259919 = -2713379.098016 nChanged 0 SP:Iteration 30F (3159.075164 sec): 3 clusters Score: Raw -2714390.357935 + Penalty 1011.259919 = -2713379.098016 nChanged 0 Trying to split cluster 13 (8722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3159.113651 sec): 2 clusters Score: Raw -369322.099689 + Penalty 412.848975 = -368909.250714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3159.172037 sec): 3 clusters Score: Raw -363938.522113 + Penalty 825.697950 = -363112.824163 nChanged 4018 SP:Iteration 1F (3159.217215 sec): 3 clusters Score: Raw -366282.152143 + Penalty 825.697950 = -365456.454193 nChanged 464 SP:Iteration 2F (3159.279654 sec): 3 clusters Score: Raw -366484.564704 + Penalty 825.697950 = -365658.866754 nChanged 452 SP:Iteration 3F (3159.340538 sec): 3 clusters Score: Raw -366689.685279 + Penalty 825.697950 = -365863.987329 nChanged 431 SP:Iteration 4Q (3159.399234 sec): 3 clusters Score: Raw -366898.735853 + Penalty 825.697950 = -366073.037903 nChanged 415 SP:Iteration 5Q (3159.446590 sec): 3 clusters Score: Raw -367159.617851 + Penalty 825.697950 = -366333.919901 nChanged 469 SP:Iteration 6F (3159.502901 sec): 3 clusters Score: Raw -367486.045669 + Penalty 825.697950 = -366660.347719 nChanged 484 SP:Iteration 7F (3159.564592 sec): 3 clusters Score: Raw -367847.332469 + Penalty 825.697950 = -367021.634519 nChanged 441 SP:Iteration 8F (3159.615435 sec): 3 clusters Score: Raw -368151.595912 + Penalty 825.697950 = -367325.897962 nChanged 370 SP:Iteration 9Q (3159.665383 sec): 3 clusters Score: Raw -368387.769174 + Penalty 825.697950 = -367562.071224 nChanged 281 SP:Iteration 10Q (3159.724764 sec): 3 clusters Score: Raw -368566.641647 + Penalty 825.697950 = -367740.943697 nChanged 245 SP:Iteration 11Q (3159.779473 sec): 3 clusters Score: Raw -368714.942480 + Penalty 825.697950 = -367889.244530 nChanged 202 SP:Iteration 12Q (3159.840366 sec): 3 clusters Score: Raw -368834.365715 + Penalty 825.697950 = -368008.667765 nChanged 144 SP:Iteration 13Q (3159.898082 sec): 3 clusters Score: Raw -368910.773531 + Penalty 825.697950 = -368085.075580 nChanged 133 SP:Iteration 14Q (3159.951685 sec): 3 clusters Score: Raw -368989.283542 + Penalty 825.697950 = -368163.585592 nChanged 120 SP:Iteration 15Q (3160.001612 sec): 3 clusters Score: Raw -369069.610061 + Penalty 825.697950 = -368243.912111 nChanged 103 SP:Iteration 16Q (3160.060028 sec): 3 clusters Score: Raw -369137.938077 + Penalty 825.697950 = -368312.240127 nChanged 83 SP:Iteration 17Q (3160.104305 sec): 3 clusters Score: Raw -369192.700286 + Penalty 825.697950 = -368367.002336 nChanged 69 SP:Iteration 18Q (3160.152742 sec): 3 clusters Score: Raw -369229.149966 + Penalty 825.697950 = -368403.452015 nChanged 54 SP:Iteration 19Q (3160.201340 sec): 3 clusters Score: Raw -369256.973567 + Penalty 825.697950 = -368431.275617 nChanged 37 SP:Iteration 20F (3160.255744 sec): 3 clusters Score: Raw -369277.786835 + Penalty 825.697950 = -368452.088885 nChanged 36 SP:Iteration 21Q (3160.304943 sec): 3 clusters Score: Raw -369299.513281 + Penalty 825.697950 = -368473.815331 nChanged 35 SP:Iteration 22Q (3160.355297 sec): 3 clusters Score: Raw -369319.552011 + Penalty 825.697950 = -368493.854060 nChanged 34 SP:Iteration 23Q (3160.419969 sec): 3 clusters Score: Raw -369339.840779 + Penalty 825.697950 = -368514.142829 nChanged 23 SP:Iteration 24Q (3160.471233 sec): 3 clusters Score: Raw -369353.954304 + Penalty 825.697950 = -368528.256354 nChanged 16 SP:Iteration 25Q (3160.521622 sec): 3 clusters Score: Raw -369361.480244 + Penalty 825.697950 = -368535.782294 nChanged 13 SP:Iteration 26Q (3160.574336 sec): 3 clusters Score: Raw -369366.401054 + Penalty 825.697950 = -368540.703103 nChanged 9 SP:Iteration 27Q (3160.634678 sec): 3 clusters Score: Raw -369370.039658 + Penalty 825.697950 = -368544.341708 nChanged 7 SP:Iteration 28Q (3160.688224 sec): 3 clusters Score: Raw -369372.921193 + Penalty 825.697950 = -368547.223243 nChanged 6 SP:Iteration 29Q (3160.728525 sec): 3 clusters Score: Raw -369374.589844 + Penalty 825.697950 = -368548.891894 nChanged 4 SP:Iteration 30Q (3160.775965 sec): 3 clusters Score: Raw -369376.442143 + Penalty 825.697950 = -368550.744193 nChanged 4 SP:Iteration 31Q (3160.827112 sec): 3 clusters Score: Raw -369378.065907 + Penalty 825.697950 = -368552.367957 nChanged 8 SP:Iteration 32Q (3160.890979 sec): 3 clusters Score: Raw -369382.102820 + Penalty 825.697950 = -368556.404869 nChanged 4 SP:Iteration 33Q (3160.937522 sec): 3 clusters Score: Raw -369383.403824 + Penalty 825.697950 = -368557.705874 nChanged 5 SP:Iteration 34Q (3160.999689 sec): 3 clusters Score: Raw -369384.717405 + Penalty 825.697950 = -368559.019455 nChanged 1 SP:Iteration 35Q (3161.041827 sec): 3 clusters Score: Raw -369384.897715 + Penalty 825.697950 = -368559.199765 nChanged 0 SP:Iteration 36F (3161.093290 sec): 3 clusters Score: Raw -369384.897715 + Penalty 825.697950 = -368559.199765 nChanged 0 Trying to split cluster 14 (1275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3161.124691 sec): 2 clusters Score: Raw -49418.147286 + Penalty 325.356916 = -49092.790370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3161.160570 sec): 3 clusters Score: Raw -48766.589948 + Penalty 650.713833 = -48115.876115 nChanged 506 SP:Iteration 1F (3161.210107 sec): 3 clusters Score: Raw -49102.721074 + Penalty 650.713833 = -48452.007241 nChanged 109 SP:Iteration 2F (3161.260185 sec): 3 clusters Score: Raw -49183.937472 + Penalty 650.713833 = -48533.223640 nChanged 72 SP:Iteration 3F (3161.306799 sec): 3 clusters Score: Raw -49233.223404 + Penalty 650.713833 = -48582.509572 nChanged 70 SP:Iteration 4F (3161.343479 sec): 3 clusters Score: Raw -49300.464618 + Penalty 650.713833 = -48649.750785 nChanged 67 SP:Iteration 5F (3161.388860 sec): 3 clusters Score: Raw -49367.288876 + Penalty 650.713833 = -48716.575043 nChanged 58 SP:Iteration 6Q (3161.429236 sec): 3 clusters Score: Raw -49429.350889 + Penalty 650.713833 = -48778.637056 nChanged 58 SP:Iteration 7Q (3161.479186 sec): 3 clusters Score: Raw -49481.349023 + Penalty 650.713833 = -48830.635190 nChanged 59 SP:Iteration 8Q (3161.503976 sec): 3 clusters Score: Raw -49527.016382 + Penalty 650.713833 = -48876.302549 nChanged 34 SP:Iteration 9Q (3161.553693 sec): 3 clusters Score: Raw -49547.823247 + Penalty 650.713833 = -48897.109415 nChanged 26 SP:Iteration 10Q (3161.603633 sec): 3 clusters Score: Raw -49563.384509 + Penalty 650.713833 = -48912.670676 nChanged 24 SP:Iteration 11Q (3161.644941 sec): 3 clusters Score: Raw -49574.976325 + Penalty 650.713833 = -48924.262492 nChanged 21 SP:Iteration 12Q (3161.696002 sec): 3 clusters Score: Raw -49588.353607 + Penalty 650.713833 = -48937.639774 nChanged 18 SP:Iteration 13Q (3161.736542 sec): 3 clusters Score: Raw -49596.426452 + Penalty 650.713833 = -48945.712619 nChanged 12 SP:Iteration 14Q (3161.782958 sec): 3 clusters Score: Raw -49601.054722 + Penalty 650.713833 = -48950.340889 nChanged 13 SP:Iteration 15Q (3161.823617 sec): 3 clusters Score: Raw -49605.819933 + Penalty 650.713833 = -48955.106100 nChanged 10 SP:Iteration 16Q (3161.864141 sec): 3 clusters Score: Raw -49610.054298 + Penalty 650.713833 = -48959.340465 nChanged 12 SP:Iteration 17Q (3161.904727 sec): 3 clusters Score: Raw -49618.448469 + Penalty 650.713833 = -48967.734636 nChanged 15 SP:Iteration 18Q (3161.954502 sec): 3 clusters Score: Raw -49626.484664 + Penalty 650.713833 = -48975.770831 nChanged 8 SP:Iteration 19Q (3161.992039 sec): 3 clusters Score: Raw -49628.592291 + Penalty 650.713833 = -48977.878458 nChanged 5 SP:Iteration 20F (3162.049096 sec): 3 clusters Score: Raw -49629.896486 + Penalty 650.713833 = -48979.182653 nChanged 6 SP:Iteration 21Q (3162.091781 sec): 3 clusters Score: Raw -49631.402206 + Penalty 650.713833 = -48980.688373 nChanged 2 SP:Iteration 22Q (3162.127603 sec): 3 clusters Score: Raw -49631.580240 + Penalty 650.713833 = -48980.866407 nChanged 1 SP:Iteration 23Q (3162.173732 sec): 3 clusters Score: Raw -49631.647625 + Penalty 650.713833 = -48980.933793 nChanged 0 SP:Iteration 24F (3162.224471 sec): 3 clusters Score: Raw -49631.647625 + Penalty 650.713833 = -48980.933793 nChanged 0 Trying to split cluster 15 (107062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3162.331906 sec): 2 clusters Score: Raw -4337230.406340 + Penalty 526.942934 = -4336703.463406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3162.495488 sec): 3 clusters Score: Raw -4265316.034848 + Penalty 1053.885868 = -4264262.148980 nChanged 52382 SP:Iteration 1F (3162.635627 sec): 3 clusters Score: Raw -4299743.679794 + Penalty 1053.885868 = -4298689.793926 nChanged 6924 SP:Iteration 2F (3162.780168 sec): 3 clusters Score: Raw -4303754.760693 + Penalty 1053.885868 = -4302700.874825 nChanged 7932 SP:Iteration 3F (3162.915303 sec): 3 clusters Score: Raw -4309430.279122 + Penalty 1053.885868 = -4308376.393254 nChanged 7914 SP:Iteration 4F (3163.062838 sec): 3 clusters Score: Raw -4315758.323939 + Penalty 1053.885868 = -4314704.438071 nChanged 6905 SP:Iteration 5F (3163.202634 sec): 3 clusters Score: Raw -4321463.767798 + Penalty 1053.885868 = -4320409.881930 nChanged 5369 SP:Iteration 6F (3163.348018 sec): 3 clusters Score: Raw -4325956.471030 + Penalty 1053.885868 = -4324902.585162 nChanged 3983 SP:Iteration 7Q (3163.511793 sec): 3 clusters Score: Raw -4329212.323472 + Penalty 1053.885868 = -4328158.437604 nChanged 3024 SP:Iteration 8Q (3163.665131 sec): 3 clusters Score: Raw -4331520.854387 + Penalty 1053.885868 = -4330466.968519 nChanged 2321 SP:Iteration 9Q (3163.817064 sec): 3 clusters Score: Raw -4333173.535901 + Penalty 1053.885868 = -4332119.650033 nChanged 1812 SP:Iteration 10Q (3163.952710 sec): 3 clusters Score: Raw -4334448.620810 + Penalty 1053.885868 = -4333394.734942 nChanged 1373 SP:Iteration 11Q (3164.093975 sec): 3 clusters Score: Raw -4335411.593158 + Penalty 1053.885868 = -4334357.707290 nChanged 1017 SP:Iteration 12Q (3164.235189 sec): 3 clusters Score: Raw -4336090.756465 + Penalty 1053.885868 = -4335036.870597 nChanged 693 SP:Iteration 13Q (3164.358882 sec): 3 clusters Score: Raw -4336538.981766 + Penalty 1053.885868 = -4335485.095898 nChanged 440 SP:Iteration 14Q (3164.493777 sec): 3 clusters Score: Raw -4336821.263271 + Penalty 1053.885868 = -4335767.377403 nChanged 318 SP:Iteration 15Q (3164.626527 sec): 3 clusters Score: Raw -4337045.763016 + Penalty 1053.885868 = -4335991.877148 nChanged 195 SP:Iteration 16Q (3164.759561 sec): 3 clusters Score: Raw -4337165.310170 + Penalty 1053.885868 = -4336111.424302 nChanged 126 SP:Iteration 17Q (3164.886573 sec): 3 clusters Score: Raw -4337236.472978 + Penalty 1053.885868 = -4336182.587110 nChanged 79 SP:Iteration 18Q (3165.014600 sec): 3 clusters Score: Raw -4337275.165311 + Penalty 1053.885868 = -4336221.279443 nChanged 51 SP:Iteration 19Q (3165.152389 sec): 3 clusters Score: Raw -4337305.217458 + Penalty 1053.885868 = -4336251.331590 nChanged 37 SP:Iteration 20F (3165.285800 sec): 3 clusters Score: Raw -4337327.327902 + Penalty 1053.885868 = -4336273.442034 nChanged 35 SP:Iteration 21Q (3165.401346 sec): 3 clusters Score: Raw -4337351.073346 + Penalty 1053.885868 = -4336297.187478 nChanged 25 SP:Iteration 22Q (3165.521235 sec): 3 clusters Score: Raw -4337366.239982 + Penalty 1053.885868 = -4336312.354114 nChanged 24 SP:Iteration 23Q (3165.657262 sec): 3 clusters Score: Raw -4337376.888451 + Penalty 1053.885868 = -4336323.002582 nChanged 21 SP:Iteration 24Q (3165.782884 sec): 3 clusters Score: Raw -4337385.223618 + Penalty 1053.885868 = -4336331.337750 nChanged 16 SP:Iteration 25Q (3165.917777 sec): 3 clusters Score: Raw -4337392.817590 + Penalty 1053.885868 = -4336338.931722 nChanged 8 SP:Iteration 26Q (3166.058940 sec): 3 clusters Score: Raw -4337395.305140 + Penalty 1053.885868 = -4336341.419272 nChanged 7 SP:Iteration 27Q (3166.190887 sec): 3 clusters Score: Raw -4337398.105508 + Penalty 1053.885868 = -4336344.219640 nChanged 6 SP:Iteration 28Q (3166.332325 sec): 3 clusters Score: Raw -4337399.245809 + Penalty 1053.885868 = -4336345.359941 nChanged 4 SP:Iteration 29Q (3166.461122 sec): 3 clusters Score: Raw -4337401.374069 + Penalty 1053.885868 = -4336347.488201 nChanged 8 SP:Iteration 30Q (3166.590554 sec): 3 clusters Score: Raw -4337403.896183 + Penalty 1053.885868 = -4336350.010315 nChanged 8 SP:Iteration 31Q (3166.727788 sec): 3 clusters Score: Raw -4337406.277051 + Penalty 1053.885868 = -4336352.391183 nChanged 7 SP:Iteration 32Q (3166.853964 sec): 3 clusters Score: Raw -4337409.485923 + Penalty 1053.885868 = -4336355.600055 nChanged 7 SP:Iteration 33Q (3166.979380 sec): 3 clusters Score: Raw -4337411.866841 + Penalty 1053.885868 = -4336357.980973 nChanged 11 SP:Iteration 34Q (3167.113011 sec): 3 clusters Score: Raw -4337415.842498 + Penalty 1053.885868 = -4336361.956630 nChanged 7 SP:Iteration 35Q (3167.231607 sec): 3 clusters Score: Raw -4337419.883447 + Penalty 1053.885868 = -4336365.997579 nChanged 6 SP:Iteration 36Q (3167.376201 sec): 3 clusters Score: Raw -4337422.407002 + Penalty 1053.885868 = -4336368.521134 nChanged 6 SP:Iteration 37Q (3167.502173 sec): 3 clusters Score: Raw -4337423.702241 + Penalty 1053.885868 = -4336369.816373 nChanged 3 SP:Iteration 38Q (3167.636669 sec): 3 clusters Score: Raw -4337424.582456 + Penalty 1053.885868 = -4336370.696588 nChanged 2 SP:Iteration 39Q (3167.768984 sec): 3 clusters Score: Raw -4337425.094684 + Penalty 1053.885868 = -4336371.208816 nChanged 3 SP:Iteration 40F (3167.911862 sec): 3 clusters Score: Raw -4337426.065327 + Penalty 1053.885868 = -4336372.179459 nChanged 3 SP:Iteration 41Q (3168.032132 sec): 3 clusters Score: Raw -4337427.294618 + Penalty 1053.885868 = -4336373.408750 nChanged 2 SP:Iteration 42Q (3168.158691 sec): 3 clusters Score: Raw -4337427.884723 + Penalty 1053.885868 = -4336373.998855 nChanged 3 SP:Iteration 43Q (3168.280503 sec): 3 clusters Score: Raw -4337428.995649 + Penalty 1053.885868 = -4336375.109781 nChanged 6 SP:Iteration 44Q (3168.412872 sec): 3 clusters Score: Raw -4337431.629888 + Penalty 1053.885868 = -4336377.744020 nChanged 6 SP:Iteration 45Q (3168.534384 sec): 3 clusters Score: Raw -4337434.806405 + Penalty 1053.885868 = -4336380.920537 nChanged 6 SP:Iteration 46Q (3168.673575 sec): 3 clusters Score: Raw -4337437.230823 + Penalty 1053.885868 = -4336383.344955 nChanged 9 SP:Iteration 47Q (3168.827757 sec): 3 clusters Score: Raw -4337441.643602 + Penalty 1053.885868 = -4336387.757734 nChanged 17 SP:Iteration 48Q (3168.953753 sec): 3 clusters Score: Raw -4337447.803371 + Penalty 1053.885868 = -4336393.917503 nChanged 11 SP:Iteration 49Q (3169.084385 sec): 3 clusters Score: Raw -4337453.414348 + Penalty 1053.885868 = -4336399.528480 nChanged 13 SP:Iteration 50Q (3169.210618 sec): 3 clusters Score: Raw -4337458.963996 + Penalty 1053.885868 = -4336405.078128 nChanged 11 SP:Iteration 51Q (3169.335212 sec): 3 clusters Score: Raw -4337461.979298 + Penalty 1053.885868 = -4336408.093430 nChanged 7 SP:Iteration 52Q (3169.471161 sec): 3 clusters Score: Raw -4337464.752593 + Penalty 1053.885868 = -4336410.866725 nChanged 9 SP:Iteration 53Q (3169.595235 sec): 3 clusters Score: Raw -4337468.383892 + Penalty 1053.885868 = -4336414.498024 nChanged 6 SP:Iteration 54Q (3169.707120 sec): 3 clusters Score: Raw -4337471.396972 + Penalty 1053.885868 = -4336417.511104 nChanged 5 SP:Iteration 55Q (3169.833579 sec): 3 clusters Score: Raw -4337473.001492 + Penalty 1053.885868 = -4336419.115624 nChanged 3 SP:Iteration 56Q (3169.962271 sec): 3 clusters Score: Raw -4337473.501060 + Penalty 1053.885868 = -4336419.615192 nChanged 1 SP:Iteration 57Q (3170.100916 sec): 3 clusters Score: Raw -4337473.884640 + Penalty 1053.885868 = -4336419.998772 nChanged 1 SP:Iteration 58Q (3170.242278 sec): 3 clusters Score: Raw -4337474.194206 + Penalty 1053.885868 = -4336420.308338 nChanged 1 SP:Iteration 59Q (3170.382552 sec): 3 clusters Score: Raw -4337474.399825 + Penalty 1053.885868 = -4336420.513957 nChanged 0 SP:Iteration 60F (3170.517590 sec): 3 clusters Score: Raw -4337474.399825 + Penalty 1053.885868 = -4336420.513957 nChanged 0 Trying to split cluster 16 (1439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3170.544287 sec): 2 clusters Score: Raw -42613.877946 + Penalty 330.862519 = -42283.015427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3170.593289 sec): 3 clusters Score: Raw -41896.294164 + Penalty 661.725037 = -41234.569126 nChanged 603 SP:Iteration 1F (3170.638060 sec): 3 clusters Score: Raw -42384.708465 + Penalty 661.725037 = -41722.983428 nChanged 148 SP:Iteration 2F (3170.684255 sec): 3 clusters Score: Raw -42527.864421 + Penalty 661.725037 = -41866.139384 nChanged 103 SP:Iteration 3F (3170.731529 sec): 3 clusters Score: Raw -42610.242385 + Penalty 661.725037 = -41948.517348 nChanged 71 SP:Iteration 4Q (3170.789631 sec): 3 clusters Score: Raw -42663.346480 + Penalty 661.725037 = -42001.621443 nChanged 46 SP:Iteration 5Q (3170.834108 sec): 3 clusters Score: Raw -42697.882823 + Penalty 661.725037 = -42036.157785 nChanged 48 SP:Iteration 6Q (3170.879757 sec): 3 clusters Score: Raw -42734.754425 + Penalty 661.725037 = -42073.029388 nChanged 41 SP:Iteration 7Q (3170.928836 sec): 3 clusters Score: Raw -42766.780179 + Penalty 661.725037 = -42105.055142 nChanged 41 SP:Iteration 8Q (3170.974972 sec): 3 clusters Score: Raw -42796.403773 + Penalty 661.725037 = -42134.678736 nChanged 38 SP:Iteration 9Q (3171.023892 sec): 3 clusters Score: Raw -42824.937486 + Penalty 661.725037 = -42163.212448 nChanged 34 SP:Iteration 10Q (3171.062870 sec): 3 clusters Score: Raw -42846.252509 + Penalty 661.725037 = -42184.527471 nChanged 32 SP:Iteration 11Q (3171.113720 sec): 3 clusters Score: Raw -42865.237644 + Penalty 661.725037 = -42203.512606 nChanged 21 SP:Iteration 12Q (3171.170687 sec): 3 clusters Score: Raw -42885.958599 + Penalty 661.725037 = -42224.233562 nChanged 20 SP:Iteration 13Q (3171.221316 sec): 3 clusters Score: Raw -42913.843297 + Penalty 661.725037 = -42252.118260 nChanged 23 SP:Iteration 14Q (3171.273420 sec): 3 clusters Score: Raw -42935.579171 + Penalty 661.725037 = -42273.854134 nChanged 18 SP:Iteration 15Q (3171.315812 sec): 3 clusters Score: Raw -42946.943030 + Penalty 661.725037 = -42285.217993 nChanged 9 SP:Iteration 16Q (3171.373088 sec): 3 clusters Score: Raw -42951.001408 + Penalty 661.725037 = -42289.276371 nChanged 7 SP:Iteration 17Q (3171.424169 sec): 3 clusters Score: Raw -42955.184822 + Penalty 661.725037 = -42293.459785 nChanged 8 SP:Iteration 18Q (3171.466195 sec): 3 clusters Score: Raw -42962.648066 + Penalty 661.725037 = -42300.923028 nChanged 7 SP:Iteration 19Q (3171.512475 sec): 3 clusters Score: Raw -42968.317413 + Penalty 661.725037 = -42306.592376 nChanged 5 SP:Iteration 20F (3171.562040 sec): 3 clusters Score: Raw -42969.919689 + Penalty 661.725037 = -42308.194652 nChanged 2 SP:Iteration 21Q (3171.609110 sec): 3 clusters Score: Raw -42970.417543 + Penalty 661.725037 = -42308.692506 nChanged 2 SP:Iteration 22Q (3171.656465 sec): 3 clusters Score: Raw -42971.109406 + Penalty 661.725037 = -42309.384369 nChanged 3 SP:Iteration 23Q (3171.709558 sec): 3 clusters Score: Raw -42972.585202 + Penalty 661.725037 = -42310.860164 nChanged 4 SP:Iteration 24Q (3171.763725 sec): 3 clusters Score: Raw -42974.938846 + Penalty 661.725037 = -42313.213809 nChanged 6 SP:Iteration 25Q (3171.799100 sec): 3 clusters Score: Raw -42976.406935 + Penalty 661.725037 = -42314.681897 nChanged 1 SP:Iteration 26Q (3171.849933 sec): 3 clusters Score: Raw -42976.462632 + Penalty 661.725037 = -42314.737595 nChanged 1 SP:Iteration 27Q (3171.898100 sec): 3 clusters Score: Raw -42976.551439 + Penalty 661.725037 = -42314.826402 nChanged 0 SP:Iteration 28F (3171.954069 sec): 3 clusters Score: Raw -42976.551439 + Penalty 661.725037 = -42314.826402 nChanged 0 Score: Raw -17401114.093517 + Penalty 27318.534099 = -17373795.559418 Splitting cluster 16 changes total score from -17374016.923831 to -17373795.559418 So it's not getting split. Trying to split cluster 17 (2037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3179.997026 sec): 2 clusters Score: Raw -76367.503425 + Penalty 346.675120 = -76020.828305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3180.045866 sec): 3 clusters Score: Raw -75258.256018 + Penalty 693.350241 = -74564.905777 nChanged 843 SP:Iteration 1F (3180.083375 sec): 3 clusters Score: Raw -75769.729147 + Penalty 693.350241 = -75076.378907 nChanged 166 SP:Iteration 2F (3180.129986 sec): 3 clusters Score: Raw -75890.431919 + Penalty 693.350241 = -75197.081678 nChanged 146 SP:Iteration 3F (3180.183770 sec): 3 clusters Score: Raw -76017.251927 + Penalty 693.350241 = -75323.901686 nChanged 128 SP:Iteration 4F (3180.217535 sec): 3 clusters Score: Raw -76144.462756 + Penalty 693.350241 = -75451.112515 nChanged 108 SP:Iteration 5F (3180.258682 sec): 3 clusters Score: Raw -76277.725962 + Penalty 693.350241 = -75584.375721 nChanged 99 SP:Iteration 6Q (3180.308117 sec): 3 clusters Score: Raw -76383.789756 + Penalty 693.350241 = -75690.439515 nChanged 80 SP:Iteration 7Q (3180.365252 sec): 3 clusters Score: Raw -76443.239999 + Penalty 693.350241 = -75749.889758 nChanged 51 SP:Iteration 8Q (3180.403344 sec): 3 clusters Score: Raw -76470.035678 + Penalty 693.350241 = -75776.685437 nChanged 30 SP:Iteration 9Q (3180.437324 sec): 3 clusters Score: Raw -76480.630923 + Penalty 693.350241 = -75787.280682 nChanged 15 SP:Iteration 10Q (3180.477342 sec): 3 clusters Score: Raw -76486.707736 + Penalty 693.350241 = -75793.357495 nChanged 10 SP:Iteration 11Q (3180.528779 sec): 3 clusters Score: Raw -76488.470602 + Penalty 693.350241 = -75795.120361 nChanged 8 SP:Iteration 12Q (3180.571185 sec): 3 clusters Score: Raw -76490.066497 + Penalty 693.350241 = -75796.716256 nChanged 5 SP:Iteration 13Q (3180.607484 sec): 3 clusters Score: Raw -76493.363995 + Penalty 693.350241 = -75800.013754 nChanged 10 SP:Iteration 14Q (3180.647510 sec): 3 clusters Score: Raw -76498.061441 + Penalty 693.350241 = -75804.711200 nChanged 11 SP:Iteration 15Q (3180.680899 sec): 3 clusters Score: Raw -76503.114281 + Penalty 693.350241 = -75809.764041 nChanged 8 SP:Iteration 16Q (3180.711557 sec): 3 clusters Score: Raw -76508.536781 + Penalty 693.350241 = -75815.186540 nChanged 13 SP:Iteration 17Q (3180.746092 sec): 3 clusters Score: Raw -76513.856588 + Penalty 693.350241 = -75820.506347 nChanged 11 SP:Iteration 18Q (3180.783369 sec): 3 clusters Score: Raw -76515.975117 + Penalty 693.350241 = -75822.624876 nChanged 6 SP:Iteration 19Q (3180.819510 sec): 3 clusters Score: Raw -76521.519362 + Penalty 693.350241 = -75828.169121 nChanged 8 SP:Iteration 20F (3180.856571 sec): 3 clusters Score: Raw -76527.070266 + Penalty 693.350241 = -75833.720025 nChanged 9 SP:Iteration 21Q (3180.896292 sec): 3 clusters Score: Raw -76529.869774 + Penalty 693.350241 = -75836.519533 nChanged 8 SP:Iteration 22Q (3180.931620 sec): 3 clusters Score: Raw -76532.729780 + Penalty 693.350241 = -75839.379539 nChanged 13 SP:Iteration 23Q (3180.968550 sec): 3 clusters Score: Raw -76537.254385 + Penalty 693.350241 = -75843.904144 nChanged 13 SP:Iteration 24Q (3181.007571 sec): 3 clusters Score: Raw -76542.181533 + Penalty 693.350241 = -75848.831292 nChanged 8 SP:Iteration 25Q (3181.054757 sec): 3 clusters Score: Raw -76544.553603 + Penalty 693.350241 = -75851.203362 nChanged 7 SP:Iteration 26Q (3181.089625 sec): 3 clusters Score: Raw -76546.174475 + Penalty 693.350241 = -75852.824234 nChanged 4 SP:Iteration 27Q (3181.138041 sec): 3 clusters Score: Raw -76546.576050 + Penalty 693.350241 = -75853.225810 nChanged 1 SP:Iteration 28Q (3181.183000 sec): 3 clusters Score: Raw -76546.881728 + Penalty 693.350241 = -75853.531487 nChanged 0 SP:Iteration 29F (3181.227799 sec): 3 clusters Score: Raw -76546.881728 + Penalty 693.350241 = -75853.531487 nChanged 0 Trying to split cluster 18 (8985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3181.257768 sec): 2 clusters Score: Raw -344295.955005 + Penalty 414.200687 = -343881.754318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3181.307374 sec): 3 clusters Score: Raw -338708.483650 + Penalty 828.401374 = -337880.082276 nChanged 4118 SP:Iteration 1F (3181.354292 sec): 3 clusters Score: Raw -341565.178817 + Penalty 828.401374 = -340736.777443 nChanged 782 SP:Iteration 2F (3181.412304 sec): 3 clusters Score: Raw -342280.798730 + Penalty 828.401374 = -341452.397356 nChanged 751 SP:Iteration 3F (3181.472641 sec): 3 clusters Score: Raw -342996.432695 + Penalty 828.401374 = -342168.031321 nChanged 603 SP:Iteration 4F (3181.532089 sec): 3 clusters Score: Raw -343579.184746 + Penalty 828.401374 = -342750.783372 nChanged 410 SP:Iteration 5Q (3181.575187 sec): 3 clusters Score: Raw -343983.357758 + Penalty 828.401374 = -343154.956385 nChanged 227 SP:Iteration 6Q (3181.630726 sec): 3 clusters Score: Raw -344191.542255 + Penalty 828.401374 = -343363.140881 nChanged 116 SP:Iteration 7Q (3181.694931 sec): 3 clusters Score: Raw -344286.319715 + Penalty 828.401374 = -343457.918342 nChanged 57 SP:Iteration 8Q (3181.742839 sec): 3 clusters Score: Raw -344323.877799 + Penalty 828.401374 = -343495.476425 nChanged 39 SP:Iteration 9Q (3181.812192 sec): 3 clusters Score: Raw -344348.523560 + Penalty 828.401374 = -343520.122187 nChanged 27 SP:Iteration 10Q (3181.863614 sec): 3 clusters Score: Raw -344364.927753 + Penalty 828.401374 = -343536.526379 nChanged 16 SP:Iteration 11Q (3181.917133 sec): 3 clusters Score: Raw -344382.829026 + Penalty 828.401374 = -343554.427652 nChanged 15 SP:Iteration 12Q (3181.974216 sec): 3 clusters Score: Raw -344392.963924 + Penalty 828.401374 = -343564.562550 nChanged 8 SP:Iteration 13Q (3182.030479 sec): 3 clusters Score: Raw -344399.730544 + Penalty 828.401374 = -343571.329170 nChanged 10 SP:Iteration 14Q (3182.095757 sec): 3 clusters Score: Raw -344407.636360 + Penalty 828.401374 = -343579.234987 nChanged 10 SP:Iteration 15Q (3182.153123 sec): 3 clusters Score: Raw -344418.307081 + Penalty 828.401374 = -343589.905707 nChanged 7 SP:Iteration 16Q (3182.197266 sec): 3 clusters Score: Raw -344421.468045 + Penalty 828.401374 = -343593.066671 nChanged 4 SP:Iteration 17Q (3182.252200 sec): 3 clusters Score: Raw -344424.712493 + Penalty 828.401374 = -343596.311120 nChanged 3 SP:Iteration 18Q (3182.308695 sec): 3 clusters Score: Raw -344427.281128 + Penalty 828.401374 = -343598.879754 nChanged 3 SP:Iteration 19Q (3182.362139 sec): 3 clusters Score: Raw -344429.603941 + Penalty 828.401374 = -343601.202567 nChanged 2 SP:Iteration 20F (3182.427022 sec): 3 clusters Score: Raw -344431.020895 + Penalty 828.401374 = -343602.619521 nChanged 1 SP:Iteration 21Q (3182.480060 sec): 3 clusters Score: Raw -344431.983348 + Penalty 828.401374 = -343603.581974 nChanged 2 SP:Iteration 22Q (3182.533958 sec): 3 clusters Score: Raw -344434.373523 + Penalty 828.401374 = -343605.972150 nChanged 4 SP:Iteration 23Q (3182.584510 sec): 3 clusters Score: Raw -344436.201596 + Penalty 828.401374 = -343607.800223 nChanged 0 SP:Iteration 24F (3182.638126 sec): 3 clusters Score: Raw -344436.201596 + Penalty 828.401374 = -343607.800223 nChanged 0 Trying to split cluster 19 (5182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3182.674182 sec): 2 clusters Score: Raw -217758.953576 + Penalty 389.159059 = -217369.794516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3182.723150 sec): 3 clusters Score: Raw -214648.194729 + Penalty 778.318119 = -213869.876610 nChanged 2346 SP:Iteration 1F (3182.774552 sec): 3 clusters Score: Raw -216057.513406 + Penalty 778.318119 = -215279.195287 nChanged 345 SP:Iteration 2F (3182.819376 sec): 3 clusters Score: Raw -216231.646275 + Penalty 778.318119 = -215453.328156 nChanged 326 SP:Iteration 3F (3182.861587 sec): 3 clusters Score: Raw -216405.376676 + Penalty 778.318119 = -215627.058557 nChanged 296 SP:Iteration 4F (3182.921317 sec): 3 clusters Score: Raw -216543.516208 + Penalty 778.318119 = -215765.198089 nChanged 243 SP:Iteration 5Q (3182.970083 sec): 3 clusters Score: Raw -216671.095715 + Penalty 778.318119 = -215892.777596 nChanged 217 SP:Iteration 6Q (3183.030592 sec): 3 clusters Score: Raw -216801.170562 + Penalty 778.318119 = -216022.852443 nChanged 206 SP:Iteration 7Q (3183.086015 sec): 3 clusters Score: Raw -216963.065617 + Penalty 778.318119 = -216184.747499 nChanged 177 SP:Iteration 8Q (3183.142699 sec): 3 clusters Score: Raw -217111.190760 + Penalty 778.318119 = -216332.872641 nChanged 174 SP:Iteration 9Q (3183.202351 sec): 3 clusters Score: Raw -217290.847072 + Penalty 778.318119 = -216512.528953 nChanged 184 SP:Iteration 10Q (3183.252207 sec): 3 clusters Score: Raw -217471.401127 + Penalty 778.318119 = -216693.083009 nChanged 157 SP:Iteration 11Q (3183.301770 sec): 3 clusters Score: Raw -217587.499467 + Penalty 778.318119 = -216809.181349 nChanged 100 SP:Iteration 12Q (3183.350889 sec): 3 clusters Score: Raw -217647.738233 + Penalty 778.318119 = -216869.420114 nChanged 81 SP:Iteration 13Q (3183.409424 sec): 3 clusters Score: Raw -217693.103609 + Penalty 778.318119 = -216914.785491 nChanged 64 SP:Iteration 14Q (3183.457288 sec): 3 clusters Score: Raw -217718.441821 + Penalty 778.318119 = -216940.123702 nChanged 46 SP:Iteration 15Q (3183.510444 sec): 3 clusters Score: Raw -217737.119777 + Penalty 778.318119 = -216958.801658 nChanged 41 SP:Iteration 16Q (3183.570479 sec): 3 clusters Score: Raw -217749.747117 + Penalty 778.318119 = -216971.428998 nChanged 32 SP:Iteration 17Q (3183.619772 sec): 3 clusters Score: Raw -217760.995122 + Penalty 778.318119 = -216982.677003 nChanged 27 SP:Iteration 18Q (3183.675242 sec): 3 clusters Score: Raw -217767.245854 + Penalty 778.318119 = -216988.927735 nChanged 26 SP:Iteration 19Q (3183.727977 sec): 3 clusters Score: Raw -217771.092009 + Penalty 778.318119 = -216992.773890 nChanged 17 SP:Iteration 20F (3183.781203 sec): 3 clusters Score: Raw -217774.100974 + Penalty 778.318119 = -216995.782855 nChanged 12 SP:Iteration 21Q (3183.830547 sec): 3 clusters Score: Raw -217775.820591 + Penalty 778.318119 = -216997.502472 nChanged 8 SP:Iteration 22Q (3183.884826 sec): 3 clusters Score: Raw -217776.752444 + Penalty 778.318119 = -216998.434325 nChanged 7 SP:Iteration 23Q (3183.932301 sec): 3 clusters Score: Raw -217777.428623 + Penalty 778.318119 = -216999.110504 nChanged 5 SP:Iteration 24Q (3183.973142 sec): 3 clusters Score: Raw -217778.188364 + Penalty 778.318119 = -216999.870245 nChanged 4 SP:Iteration 25Q (3184.027942 sec): 3 clusters Score: Raw -217778.517273 + Penalty 778.318119 = -217000.199155 nChanged 2 SP:Iteration 26Q (3184.076605 sec): 3 clusters Score: Raw -217778.726755 + Penalty 778.318119 = -217000.408637 nChanged 2 SP:Iteration 27Q (3184.126011 sec): 3 clusters Score: Raw -217778.837069 + Penalty 778.318119 = -217000.518951 nChanged 0 SP:Iteration 28F (3184.192835 sec): 3 clusters Score: Raw -217778.837069 + Penalty 778.318119 = -217000.518951 nChanged 0 Trying to split cluster 20 (730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3184.216210 sec): 2 clusters Score: Raw -25632.916400 + Penalty 299.983526 = -25332.932874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3184.260846 sec): 3 clusters Score: Raw -25285.810901 + Penalty 599.967053 = -24685.843849 nChanged 287 SP:Iteration 1F (3184.303940 sec): 3 clusters Score: Raw -25474.347128 + Penalty 599.967053 = -24874.380076 nChanged 73 SP:Iteration 2F (3184.351833 sec): 3 clusters Score: Raw -25521.166492 + Penalty 599.967053 = -24921.199440 nChanged 37 SP:Iteration 3F (3184.409364 sec): 3 clusters Score: Raw -25545.991746 + Penalty 599.967053 = -24946.024693 nChanged 33 SP:Iteration 4Q (3184.453390 sec): 3 clusters Score: Raw -25568.634487 + Penalty 599.967053 = -24968.667434 nChanged 27 SP:Iteration 5Q (3184.504612 sec): 3 clusters Score: Raw -25606.594878 + Penalty 599.967053 = -25006.627825 nChanged 30 SP:Iteration 6Q (3184.542251 sec): 3 clusters Score: Raw -25652.719271 + Penalty 599.967053 = -25052.752218 nChanged 34 SP:Iteration 7Q (3184.600306 sec): 3 clusters Score: Raw -25680.354990 + Penalty 599.967053 = -25080.387937 nChanged 33 SP:Iteration 8Q (3184.636437 sec): 3 clusters Score: Raw -25703.877620 + Penalty 599.967053 = -25103.910567 nChanged 28 SP:Iteration 9Q (3184.694058 sec): 3 clusters Score: Raw -25732.088245 + Penalty 599.967053 = -25132.121192 nChanged 37 SP:Iteration 10F (3184.743013 sec): 3 clusters Score: Raw -25767.402174 + Penalty 599.967053 = -25167.435122 nChanged 25 SP:Iteration 11Q (3184.788505 sec): 3 clusters Score: Raw -25789.444103 + Penalty 599.967053 = -25189.477051 nChanged 20 SP:Iteration 12Q (3184.833433 sec): 3 clusters Score: Raw -25802.775321 + Penalty 599.967053 = -25202.808269 nChanged 11 SP:Iteration 13Q (3184.890134 sec): 3 clusters Score: Raw -25810.054792 + Penalty 599.967053 = -25210.087739 nChanged 8 SP:Iteration 14Q (3184.944095 sec): 3 clusters Score: Raw -25813.868121 + Penalty 599.967053 = -25213.901068 nChanged 5 SP:Iteration 15Q (3184.992211 sec): 3 clusters Score: Raw -25818.093785 + Penalty 599.967053 = -25218.126732 nChanged 8 SP:Iteration 16Q (3185.040858 sec): 3 clusters Score: Raw -25825.465441 + Penalty 599.967053 = -25225.498388 nChanged 11 SP:Iteration 17Q (3185.090873 sec): 3 clusters Score: Raw -25836.093858 + Penalty 599.967053 = -25236.126805 nChanged 10 SP:Iteration 18Q (3185.140749 sec): 3 clusters Score: Raw -25845.555235 + Penalty 599.967053 = -25245.588182 nChanged 7 SP:Iteration 19Q (3185.183291 sec): 3 clusters Score: Raw -25850.263962 + Penalty 599.967053 = -25250.296910 nChanged 2 SP:Iteration 20F (3185.232936 sec): 3 clusters Score: Raw -25850.893378 + Penalty 599.967053 = -25250.926325 nChanged 1 SP:Iteration 21Q (3185.279333 sec): 3 clusters Score: Raw -25851.309154 + Penalty 599.967053 = -25251.342101 nChanged 0 SP:Iteration 22F (3185.322340 sec): 3 clusters Score: Raw -25851.309154 + Penalty 599.967053 = -25251.342101 nChanged 0 Trying to split cluster 21 (5945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3185.352778 sec): 2 clusters Score: Raw -232564.843049 + Penalty 395.408914 = -232169.434134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3185.405800 sec): 3 clusters Score: Raw -228929.856552 + Penalty 790.817829 = -228139.038723 nChanged 2697 SP:Iteration 1F (3185.454928 sec): 3 clusters Score: Raw -230441.897296 + Penalty 790.817829 = -229651.079467 nChanged 370 SP:Iteration 2F (3185.512927 sec): 3 clusters Score: Raw -230608.890520 + Penalty 790.817829 = -229818.072691 nChanged 373 SP:Iteration 3F (3185.564189 sec): 3 clusters Score: Raw -230799.843530 + Penalty 790.817829 = -230009.025701 nChanged 387 SP:Iteration 4F (3185.617688 sec): 3 clusters Score: Raw -231008.035286 + Penalty 790.817829 = -230217.217457 nChanged 344 SP:Iteration 5F (3185.664704 sec): 3 clusters Score: Raw -231214.957100 + Penalty 790.817829 = -230424.139271 nChanged 317 SP:Iteration 6F (3185.714330 sec): 3 clusters Score: Raw -231414.868359 + Penalty 790.817829 = -230624.050531 nChanged 273 SP:Iteration 7Q (3185.773400 sec): 3 clusters Score: Raw -231638.565227 + Penalty 790.817829 = -230847.747399 nChanged 257 SP:Iteration 8Q (3185.821736 sec): 3 clusters Score: Raw -231855.226431 + Penalty 790.817829 = -231064.408602 nChanged 218 SP:Iteration 9Q (3185.881791 sec): 3 clusters Score: Raw -232019.345457 + Penalty 790.817829 = -231228.527629 nChanged 158 SP:Iteration 10Q (3185.936005 sec): 3 clusters Score: Raw -232123.968607 + Penalty 790.817829 = -231333.150779 nChanged 138 SP:Iteration 11Q (3185.992093 sec): 3 clusters Score: Raw -232202.836156 + Penalty 790.817829 = -231412.018328 nChanged 108 SP:Iteration 12Q (3186.041302 sec): 3 clusters Score: Raw -232252.893705 + Penalty 790.817829 = -231462.075876 nChanged 99 SP:Iteration 13Q (3186.100821 sec): 3 clusters Score: Raw -232296.149533 + Penalty 790.817829 = -231505.331704 nChanged 87 SP:Iteration 14Q (3186.155103 sec): 3 clusters Score: Raw -232334.119742 + Penalty 790.817829 = -231543.301913 nChanged 71 SP:Iteration 15Q (3186.207070 sec): 3 clusters Score: Raw -232364.747047 + Penalty 790.817829 = -231573.929218 nChanged 61 SP:Iteration 16Q (3186.263847 sec): 3 clusters Score: Raw -232389.931112 + Penalty 790.817829 = -231599.113283 nChanged 66 SP:Iteration 17Q (3186.318029 sec): 3 clusters Score: Raw -232414.515996 + Penalty 790.817829 = -231623.698167 nChanged 45 SP:Iteration 18Q (3186.374979 sec): 3 clusters Score: Raw -232430.942998 + Penalty 790.817829 = -231640.125169 nChanged 42 SP:Iteration 19Q (3186.416705 sec): 3 clusters Score: Raw -232447.166073 + Penalty 790.817829 = -231656.348244 nChanged 37 SP:Iteration 20F (3186.471974 sec): 3 clusters Score: Raw -232461.126152 + Penalty 790.817829 = -231670.308324 nChanged 40 SP:Iteration 21Q (3186.513658 sec): 3 clusters Score: Raw -232480.348925 + Penalty 790.817829 = -231689.531096 nChanged 38 SP:Iteration 22Q (3186.571447 sec): 3 clusters Score: Raw -232500.016470 + Penalty 790.817829 = -231709.198641 nChanged 36 SP:Iteration 23Q (3186.609362 sec): 3 clusters Score: Raw -232516.814996 + Penalty 790.817829 = -231725.997167 nChanged 36 SP:Iteration 24Q (3186.665578 sec): 3 clusters Score: Raw -232533.503414 + Penalty 790.817829 = -231742.685586 nChanged 28 SP:Iteration 25Q (3186.715567 sec): 3 clusters Score: Raw -232542.845134 + Penalty 790.817829 = -231752.027306 nChanged 20 SP:Iteration 26Q (3186.764251 sec): 3 clusters Score: Raw -232551.011519 + Penalty 790.817829 = -231760.193690 nChanged 20 SP:Iteration 27Q (3186.807714 sec): 3 clusters Score: Raw -232558.333394 + Penalty 790.817829 = -231767.515565 nChanged 14 SP:Iteration 28Q (3186.859652 sec): 3 clusters Score: Raw -232561.617082 + Penalty 790.817829 = -231770.799254 nChanged 14 SP:Iteration 29Q (3186.918516 sec): 3 clusters Score: Raw -232566.112759 + Penalty 790.817829 = -231775.294930 nChanged 12 SP:Iteration 30Q (3186.967989 sec): 3 clusters Score: Raw -232570.712305 + Penalty 790.817829 = -231779.894476 nChanged 13 SP:Iteration 31Q (3187.021884 sec): 3 clusters Score: Raw -232575.960827 + Penalty 790.817829 = -231785.142998 nChanged 16 SP:Iteration 32Q (3187.076305 sec): 3 clusters Score: Raw -232583.329526 + Penalty 790.817829 = -231792.511697 nChanged 14 SP:Iteration 33Q (3187.129599 sec): 3 clusters Score: Raw -232588.299101 + Penalty 790.817829 = -231797.481272 nChanged 10 SP:Iteration 34Q (3187.183746 sec): 3 clusters Score: Raw -232591.761569 + Penalty 790.817829 = -231800.943741 nChanged 8 SP:Iteration 35Q (3187.245975 sec): 3 clusters Score: Raw -232595.225433 + Penalty 790.817829 = -231804.407604 nChanged 9 SP:Iteration 36Q (3187.293356 sec): 3 clusters Score: Raw -232597.793526 + Penalty 790.817829 = -231806.975697 nChanged 5 SP:Iteration 37Q (3187.344222 sec): 3 clusters Score: Raw -232599.555278 + Penalty 790.817829 = -231808.737449 nChanged 5 SP:Iteration 38Q (3187.400261 sec): 3 clusters Score: Raw -232600.822942 + Penalty 790.817829 = -231810.005113 nChanged 9 SP:Iteration 39Q (3187.460219 sec): 3 clusters Score: Raw -232602.439178 + Penalty 790.817829 = -231811.621349 nChanged 8 SP:Iteration 40F (3187.503574 sec): 3 clusters Score: Raw -232604.397359 + Penalty 790.817829 = -231813.579531 nChanged 11 SP:Iteration 41Q (3187.566738 sec): 3 clusters Score: Raw -232606.901721 + Penalty 790.817829 = -231816.083893 nChanged 8 SP:Iteration 42Q (3187.603942 sec): 3 clusters Score: Raw -232610.104975 + Penalty 790.817829 = -231819.287147 nChanged 8 SP:Iteration 43Q (3187.648474 sec): 3 clusters Score: Raw -232612.826869 + Penalty 790.817829 = -231822.009041 nChanged 7 SP:Iteration 44Q (3187.700840 sec): 3 clusters Score: Raw -232616.141869 + Penalty 790.817829 = -231825.324040 nChanged 8 SP:Iteration 45Q (3187.739130 sec): 3 clusters Score: Raw -232620.977828 + Penalty 790.817829 = -231830.159999 nChanged 4 SP:Iteration 46Q (3187.789260 sec): 3 clusters Score: Raw -232621.771320 + Penalty 790.817829 = -231830.953492 nChanged 1 SP:Iteration 47Q (3187.833049 sec): 3 clusters Score: Raw -232622.771292 + Penalty 790.817829 = -231831.953463 nChanged 4 SP:Iteration 48Q (3187.891696 sec): 3 clusters Score: Raw -232624.736636 + Penalty 790.817829 = -231833.918808 nChanged 4 SP:Iteration 49Q (3187.927583 sec): 3 clusters Score: Raw -232625.968281 + Penalty 790.817829 = -231835.150453 nChanged 5 SP:Iteration 50Q (3187.981525 sec): 3 clusters Score: Raw -232629.048024 + Penalty 790.817829 = -231838.230195 nChanged 6 SP:Iteration 51Q (3188.036868 sec): 3 clusters Score: Raw -232631.373276 + Penalty 790.817829 = -231840.555447 nChanged 4 SP:Iteration 52Q (3188.079960 sec): 3 clusters Score: Raw -232631.868758 + Penalty 790.817829 = -231841.050929 nChanged 1 SP:Iteration 53Q (3188.140974 sec): 3 clusters Score: Raw -232631.899942 + Penalty 790.817829 = -231841.082113 nChanged 0 SP:Iteration 54F (3188.195949 sec): 3 clusters Score: Raw -232631.899942 + Penalty 790.817829 = -231841.082113 nChanged 0 Trying to split cluster 22 (4830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3188.212761 sec): 2 clusters Score: Raw -187958.234130 + Penalty 385.958379 = -187572.275751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3188.269170 sec): 3 clusters Score: Raw -185042.182497 + Penalty 771.916759 = -184270.265738 nChanged 2226 SP:Iteration 1F (3188.310740 sec): 3 clusters Score: Raw -186400.896281 + Penalty 771.916759 = -185628.979522 nChanged 372 SP:Iteration 2F (3188.365273 sec): 3 clusters Score: Raw -186631.875894 + Penalty 771.916759 = -185859.959135 nChanged 340 SP:Iteration 3F (3188.407661 sec): 3 clusters Score: Raw -186849.840733 + Penalty 771.916759 = -186077.923974 nChanged 291 SP:Iteration 4F (3188.461609 sec): 3 clusters Score: Raw -187038.354463 + Penalty 771.916759 = -186266.437704 nChanged 276 SP:Iteration 5F (3188.502701 sec): 3 clusters Score: Raw -187216.794427 + Penalty 771.916759 = -186444.877668 nChanged 233 SP:Iteration 6Q (3188.549184 sec): 3 clusters Score: Raw -187357.143533 + Penalty 771.916759 = -186585.226774 nChanged 210 SP:Iteration 7Q (3188.606571 sec): 3 clusters Score: Raw -187476.016041 + Penalty 771.916759 = -186704.099282 nChanged 184 SP:Iteration 8Q (3188.647595 sec): 3 clusters Score: Raw -187577.700524 + Penalty 771.916759 = -186805.783765 nChanged 165 SP:Iteration 9Q (3188.704439 sec): 3 clusters Score: Raw -187650.188860 + Penalty 771.916759 = -186878.272101 nChanged 116 SP:Iteration 10Q (3188.743233 sec): 3 clusters Score: Raw -187694.783974 + Penalty 771.916759 = -186922.867215 nChanged 84 SP:Iteration 11Q (3188.786817 sec): 3 clusters Score: Raw -187724.185402 + Penalty 771.916759 = -186952.268643 nChanged 79 SP:Iteration 12Q (3188.838146 sec): 3 clusters Score: Raw -187747.670036 + Penalty 771.916759 = -186975.753277 nChanged 63 SP:Iteration 13Q (3188.881380 sec): 3 clusters Score: Raw -187764.662068 + Penalty 771.916759 = -186992.745309 nChanged 42 SP:Iteration 14Q (3188.932176 sec): 3 clusters Score: Raw -187774.000353 + Penalty 771.916759 = -187002.083595 nChanged 41 SP:Iteration 15Q (3188.981422 sec): 3 clusters Score: Raw -187782.022836 + Penalty 771.916759 = -187010.106077 nChanged 28 SP:Iteration 16Q (3189.036270 sec): 3 clusters Score: Raw -187786.950512 + Penalty 771.916759 = -187015.033753 nChanged 30 SP:Iteration 17Q (3189.083345 sec): 3 clusters Score: Raw -187793.888004 + Penalty 771.916759 = -187021.971245 nChanged 30 SP:Iteration 18Q (3189.128930 sec): 3 clusters Score: Raw -187799.195153 + Penalty 771.916759 = -187027.278394 nChanged 26 SP:Iteration 19Q (3189.174128 sec): 3 clusters Score: Raw -187804.267840 + Penalty 771.916759 = -187032.351081 nChanged 29 SP:Iteration 20F (3189.233596 sec): 3 clusters Score: Raw -187809.582105 + Penalty 771.916759 = -187037.665346 nChanged 35 SP:Iteration 21Q (3189.274359 sec): 3 clusters Score: Raw -187818.173470 + Penalty 771.916759 = -187046.256711 nChanged 33 SP:Iteration 22Q (3189.325359 sec): 3 clusters Score: Raw -187826.268525 + Penalty 771.916759 = -187054.351766 nChanged 35 SP:Iteration 23Q (3189.383517 sec): 3 clusters Score: Raw -187833.864775 + Penalty 771.916759 = -187061.948016 nChanged 31 SP:Iteration 24Q (3189.421529 sec): 3 clusters Score: Raw -187840.029192 + Penalty 771.916759 = -187068.112433 nChanged 25 SP:Iteration 25Q (3189.474578 sec): 3 clusters Score: Raw -187844.850711 + Penalty 771.916759 = -187072.933952 nChanged 18 SP:Iteration 26Q (3189.527592 sec): 3 clusters Score: Raw -187846.927157 + Penalty 771.916759 = -187075.010398 nChanged 16 SP:Iteration 27Q (3189.566189 sec): 3 clusters Score: Raw -187849.086182 + Penalty 771.916759 = -187077.169423 nChanged 23 SP:Iteration 28Q (3189.625139 sec): 3 clusters Score: Raw -187853.385331 + Penalty 771.916759 = -187081.468572 nChanged 20 SP:Iteration 29Q (3189.670870 sec): 3 clusters Score: Raw -187857.906877 + Penalty 771.916759 = -187085.990118 nChanged 23 SP:Iteration 30Q (3189.719558 sec): 3 clusters Score: Raw -187861.950884 + Penalty 771.916759 = -187090.034125 nChanged 17 SP:Iteration 31Q (3189.764572 sec): 3 clusters Score: Raw -187864.164208 + Penalty 771.916759 = -187092.247449 nChanged 15 SP:Iteration 32Q (3189.814327 sec): 3 clusters Score: Raw -187866.309773 + Penalty 771.916759 = -187094.393014 nChanged 17 SP:Iteration 33Q (3189.862381 sec): 3 clusters Score: Raw -187869.147028 + Penalty 771.916759 = -187097.230270 nChanged 19 SP:Iteration 34Q (3189.897091 sec): 3 clusters Score: Raw -187871.892765 + Penalty 771.916759 = -187099.976006 nChanged 18 SP:Iteration 35Q (3189.950004 sec): 3 clusters Score: Raw -187874.062871 + Penalty 771.916759 = -187102.146112 nChanged 14 SP:Iteration 36Q (3189.999517 sec): 3 clusters Score: Raw -187875.913537 + Penalty 771.916759 = -187103.996778 nChanged 10 SP:Iteration 37Q (3190.058350 sec): 3 clusters Score: Raw -187876.706662 + Penalty 771.916759 = -187104.789903 nChanged 4 SP:Iteration 38Q (3190.106451 sec): 3 clusters Score: Raw -187876.989472 + Penalty 771.916759 = -187105.072713 nChanged 7 SP:Iteration 39Q (3190.146673 sec): 3 clusters Score: Raw -187877.660129 + Penalty 771.916759 = -187105.743370 nChanged 4 SP:Iteration 40F (3190.195745 sec): 3 clusters Score: Raw -187878.313571 + Penalty 771.916759 = -187106.396812 nChanged 4 SP:Iteration 41Q (3190.240292 sec): 3 clusters Score: Raw -187879.533895 + Penalty 771.916759 = -187107.617136 nChanged 13 SP:Iteration 42Q (3190.292162 sec): 3 clusters Score: Raw -187882.706863 + Penalty 771.916759 = -187110.790104 nChanged 21 SP:Iteration 43Q (3190.336981 sec): 3 clusters Score: Raw -187886.629758 + Penalty 771.916759 = -187114.712999 nChanged 30 SP:Iteration 44Q (3190.379056 sec): 3 clusters Score: Raw -187893.084424 + Penalty 771.916759 = -187121.167665 nChanged 29 SP:Iteration 45Q (3190.435555 sec): 3 clusters Score: Raw -187897.409921 + Penalty 771.916759 = -187125.493162 nChanged 26 SP:Iteration 46Q (3190.482537 sec): 3 clusters Score: Raw -187901.147230 + Penalty 771.916759 = -187129.230471 nChanged 18 SP:Iteration 47Q (3190.525337 sec): 3 clusters Score: Raw -187904.031791 + Penalty 771.916759 = -187132.115032 nChanged 26 SP:Iteration 48Q (3190.580199 sec): 3 clusters Score: Raw -187907.719448 + Penalty 771.916759 = -187135.802689 nChanged 18 SP:Iteration 49Q (3190.625287 sec): 3 clusters Score: Raw -187909.878132 + Penalty 771.916759 = -187137.961373 nChanged 12 SP:Iteration 50Q (3190.675084 sec): 3 clusters Score: Raw -187911.626676 + Penalty 771.916759 = -187139.709917 nChanged 15 SP:Iteration 51Q (3190.726938 sec): 3 clusters Score: Raw -187913.813016 + Penalty 771.916759 = -187141.896257 nChanged 20 SP:Iteration 52Q (3190.766363 sec): 3 clusters Score: Raw -187917.060448 + Penalty 771.916759 = -187145.143689 nChanged 15 SP:Iteration 53Q (3190.816127 sec): 3 clusters Score: Raw -187920.857626 + Penalty 771.916759 = -187148.940868 nChanged 19 SP:Iteration 54Q (3190.858625 sec): 3 clusters Score: Raw -187925.578306 + Penalty 771.916759 = -187153.661547 nChanged 26 SP:Iteration 55Q (3190.912854 sec): 3 clusters Score: Raw -187933.442202 + Penalty 771.916759 = -187161.525443 nChanged 27 SP:Iteration 56Q (3190.955710 sec): 3 clusters Score: Raw -187939.895748 + Penalty 771.916759 = -187167.978989 nChanged 25 SP:Iteration 57Q (3190.998445 sec): 3 clusters Score: Raw -187944.639940 + Penalty 771.916759 = -187172.723181 nChanged 16 SP:Iteration 58Q (3191.044831 sec): 3 clusters Score: Raw -187947.300979 + Penalty 771.916759 = -187175.384220 nChanged 14 SP:Iteration 59Q (3191.097006 sec): 3 clusters Score: Raw -187948.857605 + Penalty 771.916759 = -187176.940846 nChanged 11 SP:Iteration 60F (3191.150199 sec): 3 clusters Score: Raw -187951.042696 + Penalty 771.916759 = -187179.125937 nChanged 6 SP:Iteration 61Q (3191.192593 sec): 3 clusters Score: Raw -187951.810974 + Penalty 771.916759 = -187179.894215 nChanged 5 SP:Iteration 62Q (3191.246742 sec): 3 clusters Score: Raw -187952.175403 + Penalty 771.916759 = -187180.258644 nChanged 5 SP:Iteration 63Q (3191.292241 sec): 3 clusters Score: Raw -187952.649862 + Penalty 771.916759 = -187180.733103 nChanged 5 SP:Iteration 64Q (3191.337530 sec): 3 clusters Score: Raw -187953.240481 + Penalty 771.916759 = -187181.323722 nChanged 6 SP:Iteration 65Q (3191.386423 sec): 3 clusters Score: Raw -187954.213188 + Penalty 771.916759 = -187182.296429 nChanged 6 SP:Iteration 66Q (3191.434998 sec): 3 clusters Score: Raw -187955.087241 + Penalty 771.916759 = -187183.170482 nChanged 8 SP:Iteration 67Q (3191.476285 sec): 3 clusters Score: Raw -187955.879439 + Penalty 771.916759 = -187183.962680 nChanged 4 SP:Iteration 68Q (3191.525520 sec): 3 clusters Score: Raw -187956.438733 + Penalty 771.916759 = -187184.521974 nChanged 4 SP:Iteration 69Q (3191.568693 sec): 3 clusters Score: Raw -187957.000755 + Penalty 771.916759 = -187185.083996 nChanged 7 SP:Iteration 70Q (3191.626166 sec): 3 clusters Score: Raw -187957.705638 + Penalty 771.916759 = -187185.788879 nChanged 6 SP:Iteration 71Q (3191.679009 sec): 3 clusters Score: Raw -187958.306752 + Penalty 771.916759 = -187186.389993 nChanged 9 SP:Iteration 72Q (3191.715781 sec): 3 clusters Score: Raw -187960.013821 + Penalty 771.916759 = -187188.097062 nChanged 16 SP:Iteration 73Q (3191.776150 sec): 3 clusters Score: Raw -187962.701588 + Penalty 771.916759 = -187190.784829 nChanged 14 SP:Iteration 74Q (3191.825213 sec): 3 clusters Score: Raw -187964.749432 + Penalty 771.916759 = -187192.832673 nChanged 9 SP:Iteration 75Q (3191.870003 sec): 3 clusters Score: Raw -187966.040054 + Penalty 771.916759 = -187194.123295 nChanged 9 SP:Iteration 76Q (3191.911921 sec): 3 clusters Score: Raw -187967.183619 + Penalty 771.916759 = -187195.266860 nChanged 8 SP:Iteration 77Q (3191.955598 sec): 3 clusters Score: Raw -187968.458136 + Penalty 771.916759 = -187196.541377 nChanged 6 SP:Iteration 78Q (3192.010704 sec): 3 clusters Score: Raw -187968.889366 + Penalty 771.916759 = -187196.972607 nChanged 2 SP:Iteration 79Q (3192.059698 sec): 3 clusters Score: Raw -187968.963654 + Penalty 771.916759 = -187197.046895 nChanged 1 SP:Iteration 80F (3192.107273 sec): 3 clusters Score: Raw -187969.027077 + Penalty 771.916759 = -187197.110318 nChanged 1 SP:Iteration 81Q (3192.157795 sec): 3 clusters Score: Raw -187969.064786 + Penalty 771.916759 = -187197.148027 nChanged 1 SP:Iteration 82Q (3192.198614 sec): 3 clusters Score: Raw -187969.081084 + Penalty 771.916759 = -187197.164325 nChanged 0 SP:Iteration 83F (3192.255649 sec): 3 clusters Score: Raw -187969.081084 + Penalty 771.916759 = -187197.164325 nChanged 0 Trying to split cluster 23 (5815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3192.291370 sec): 2 clusters Score: Raw -244572.104518 + Penalty 394.402921 = -244177.701597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3192.340661 sec): 3 clusters Score: Raw -241144.275683 + Penalty 788.805842 = -240355.469841 nChanged 2602 SP:Iteration 1F (3192.379371 sec): 3 clusters Score: Raw -242777.582067 + Penalty 788.805842 = -241988.776225 nChanged 441 SP:Iteration 2F (3192.421662 sec): 3 clusters Score: Raw -243044.461773 + Penalty 788.805842 = -242255.655931 nChanged 375 SP:Iteration 3F (3192.473820 sec): 3 clusters Score: Raw -243251.891256 + Penalty 788.805842 = -242463.085414 nChanged 336 SP:Iteration 4F (3192.514687 sec): 3 clusters Score: Raw -243438.504690 + Penalty 788.805842 = -242649.698848 nChanged 290 SP:Iteration 5Q (3192.565689 sec): 3 clusters Score: Raw -243597.997775 + Penalty 788.805842 = -242809.191933 nChanged 239 SP:Iteration 6Q (3192.613378 sec): 3 clusters Score: Raw -243744.264222 + Penalty 788.805842 = -242955.458380 nChanged 227 SP:Iteration 7Q (3192.675950 sec): 3 clusters Score: Raw -243881.530916 + Penalty 788.805842 = -243092.725074 nChanged 202 SP:Iteration 8Q (3192.714369 sec): 3 clusters Score: Raw -244001.707437 + Penalty 788.805842 = -243212.901595 nChanged 186 SP:Iteration 9Q (3192.764924 sec): 3 clusters Score: Raw -244131.254348 + Penalty 788.805842 = -243342.448506 nChanged 178 SP:Iteration 10Q (3192.815820 sec): 3 clusters Score: Raw -244263.353078 + Penalty 788.805842 = -243474.547236 nChanged 145 SP:Iteration 11Q (3192.866327 sec): 3 clusters Score: Raw -244355.987570 + Penalty 788.805842 = -243567.181728 nChanged 106 SP:Iteration 12Q (3192.912001 sec): 3 clusters Score: Raw -244425.429948 + Penalty 788.805842 = -243636.624106 nChanged 99 SP:Iteration 13Q (3192.956018 sec): 3 clusters Score: Raw -244490.470856 + Penalty 788.805842 = -243701.665014 nChanged 71 SP:Iteration 14Q (3193.008920 sec): 3 clusters Score: Raw -244528.688892 + Penalty 788.805842 = -243739.883050 nChanged 47 SP:Iteration 15Q (3193.063829 sec): 3 clusters Score: Raw -244551.446376 + Penalty 788.805842 = -243762.640534 nChanged 31 SP:Iteration 16Q (3193.105047 sec): 3 clusters Score: Raw -244565.025703 + Penalty 788.805842 = -243776.219861 nChanged 40 SP:Iteration 17Q (3193.162097 sec): 3 clusters Score: Raw -244584.101828 + Penalty 788.805842 = -243795.295986 nChanged 30 SP:Iteration 18Q (3193.200370 sec): 3 clusters Score: Raw -244596.412536 + Penalty 788.805842 = -243807.606694 nChanged 16 SP:Iteration 19Q (3193.256384 sec): 3 clusters Score: Raw -244600.644212 + Penalty 788.805842 = -243811.838370 nChanged 9 SP:Iteration 20F (3193.310797 sec): 3 clusters Score: Raw -244604.143217 + Penalty 788.805842 = -243815.337375 nChanged 10 SP:Iteration 21Q (3193.361213 sec): 3 clusters Score: Raw -244607.001271 + Penalty 788.805842 = -243818.195429 nChanged 5 SP:Iteration 22Q (3193.409026 sec): 3 clusters Score: Raw -244608.254456 + Penalty 788.805842 = -243819.448614 nChanged 7 SP:Iteration 23Q (3193.455820 sec): 3 clusters Score: Raw -244612.126849 + Penalty 788.805842 = -243823.321008 nChanged 8 SP:Iteration 24Q (3193.504234 sec): 3 clusters Score: Raw -244616.470814 + Penalty 788.805842 = -243827.664972 nChanged 12 SP:Iteration 25Q (3193.553768 sec): 3 clusters Score: Raw -244626.056708 + Penalty 788.805842 = -243837.250866 nChanged 7 SP:Iteration 26Q (3193.599794 sec): 3 clusters Score: Raw -244630.298571 + Penalty 788.805842 = -243841.492729 nChanged 4 SP:Iteration 27Q (3193.642072 sec): 3 clusters Score: Raw -244633.799912 + Penalty 788.805842 = -243844.994070 nChanged 6 SP:Iteration 28Q (3193.692829 sec): 3 clusters Score: Raw -244636.269731 + Penalty 788.805842 = -243847.463889 nChanged 10 SP:Iteration 29Q (3193.743284 sec): 3 clusters Score: Raw -244642.107663 + Penalty 788.805842 = -243853.301821 nChanged 8 SP:Iteration 30Q (3193.790733 sec): 3 clusters Score: Raw -244647.247939 + Penalty 788.805842 = -243858.442097 nChanged 7 SP:Iteration 31Q (3193.840871 sec): 3 clusters Score: Raw -244650.161673 + Penalty 788.805842 = -243861.355831 nChanged 5 SP:Iteration 32Q (3193.892469 sec): 3 clusters Score: Raw -244652.455670 + Penalty 788.805842 = -243863.649828 nChanged 5 SP:Iteration 33Q (3193.940112 sec): 3 clusters Score: Raw -244654.010818 + Penalty 788.805842 = -243865.204976 nChanged 2 SP:Iteration 34Q (3193.988591 sec): 3 clusters Score: Raw -244654.791908 + Penalty 788.805842 = -243865.986066 nChanged 2 SP:Iteration 35Q (3194.050899 sec): 3 clusters Score: Raw -244655.732060 + Penalty 788.805842 = -243866.926218 nChanged 3 SP:Iteration 36Q (3194.093772 sec): 3 clusters Score: Raw -244656.255865 + Penalty 788.805842 = -243867.450023 nChanged 0 SP:Iteration 37F (3194.138773 sec): 3 clusters Score: Raw -244656.255865 + Penalty 788.805842 = -243867.450023 nChanged 0 Trying to split cluster 24 (13886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3194.179186 sec): 2 clusters Score: Raw -592738.621109 + Penalty 434.007957 = -592304.613152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3194.235492 sec): 3 clusters Score: Raw -584003.399073 + Penalty 868.015914 = -583135.383159 nChanged 6479 SP:Iteration 1F (3194.280119 sec): 3 clusters Score: Raw -588098.944879 + Penalty 868.015914 = -587230.928965 nChanged 1075 SP:Iteration 2F (3194.332629 sec): 3 clusters Score: Raw -588796.428791 + Penalty 868.015914 = -587928.412877 nChanged 1155 SP:Iteration 3F (3194.390491 sec): 3 clusters Score: Raw -589688.204700 + Penalty 868.015914 = -588820.188786 nChanged 1107 SP:Iteration 4F (3194.444973 sec): 3 clusters Score: Raw -590634.606355 + Penalty 868.015914 = -589766.590441 nChanged 871 SP:Iteration 5F (3194.493503 sec): 3 clusters Score: Raw -591387.887158 + Penalty 868.015914 = -590519.871244 nChanged 629 SP:Iteration 6Q (3194.556767 sec): 3 clusters Score: Raw -591937.913503 + Penalty 868.015914 = -591069.897590 nChanged 416 SP:Iteration 7Q (3194.604734 sec): 3 clusters Score: Raw -592265.983844 + Penalty 868.015914 = -591397.967930 nChanged 259 SP:Iteration 8Q (3194.666019 sec): 3 clusters Score: Raw -592464.976052 + Penalty 868.015914 = -591596.960138 nChanged 165 SP:Iteration 9Q (3194.720290 sec): 3 clusters Score: Raw -592592.093126 + Penalty 868.015914 = -591724.077212 nChanged 122 SP:Iteration 10Q (3194.782541 sec): 3 clusters Score: Raw -592661.806273 + Penalty 868.015914 = -591793.790359 nChanged 85 SP:Iteration 11Q (3194.834544 sec): 3 clusters Score: Raw -592708.975327 + Penalty 868.015914 = -591840.959413 nChanged 72 SP:Iteration 12Q (3194.890503 sec): 3 clusters Score: Raw -592748.921193 + Penalty 868.015914 = -591880.905279 nChanged 50 SP:Iteration 13Q (3194.950723 sec): 3 clusters Score: Raw -592782.153895 + Penalty 868.015914 = -591914.137981 nChanged 40 SP:Iteration 14Q (3194.993648 sec): 3 clusters Score: Raw -592811.743910 + Penalty 868.015914 = -591943.727996 nChanged 41 SP:Iteration 15Q (3195.055752 sec): 3 clusters Score: Raw -592832.676958 + Penalty 868.015914 = -591964.661044 nChanged 27 SP:Iteration 16Q (3195.118158 sec): 3 clusters Score: Raw -592845.947300 + Penalty 868.015914 = -591977.931386 nChanged 19 SP:Iteration 17Q (3195.165733 sec): 3 clusters Score: Raw -592854.704947 + Penalty 868.015914 = -591986.689033 nChanged 16 SP:Iteration 18Q (3195.224566 sec): 3 clusters Score: Raw -592862.291629 + Penalty 868.015914 = -591994.275715 nChanged 15 SP:Iteration 19Q (3195.280678 sec): 3 clusters Score: Raw -592867.163390 + Penalty 868.015914 = -591999.147476 nChanged 13 SP:Iteration 20F (3195.339517 sec): 3 clusters Score: Raw -592870.640823 + Penalty 868.015914 = -592002.624909 nChanged 8 SP:Iteration 21Q (3195.394692 sec): 3 clusters Score: Raw -592872.702981 + Penalty 868.015914 = -592004.687067 nChanged 8 SP:Iteration 22Q (3195.448563 sec): 3 clusters Score: Raw -592874.417916 + Penalty 868.015914 = -592006.402002 nChanged 5 SP:Iteration 23Q (3195.512289 sec): 3 clusters Score: Raw -592875.257436 + Penalty 868.015914 = -592007.241522 nChanged 3 SP:Iteration 24Q (3195.560561 sec): 3 clusters Score: Raw -592875.798124 + Penalty 868.015914 = -592007.782210 nChanged 6 SP:Iteration 25Q (3195.617684 sec): 3 clusters Score: Raw -592877.795986 + Penalty 868.015914 = -592009.780072 nChanged 7 SP:Iteration 26Q (3195.679314 sec): 3 clusters Score: Raw -592879.483478 + Penalty 868.015914 = -592011.467564 nChanged 4 SP:Iteration 27Q (3195.732639 sec): 3 clusters Score: Raw -592880.044478 + Penalty 868.015914 = -592012.028564 nChanged 4 SP:Iteration 28Q (3195.789947 sec): 3 clusters Score: Raw -592880.915470 + Penalty 868.015914 = -592012.899556 nChanged 1 SP:Iteration 29Q (3195.850110 sec): 3 clusters Score: Raw -592881.562946 + Penalty 868.015914 = -592013.547032 nChanged 2 SP:Iteration 30Q (3195.912745 sec): 3 clusters Score: Raw -592882.061872 + Penalty 868.015914 = -592014.045958 nChanged 3 SP:Iteration 31Q (3195.969594 sec): 3 clusters Score: Raw -592883.062507 + Penalty 868.015914 = -592015.046593 nChanged 2 SP:Iteration 32Q (3196.014203 sec): 3 clusters Score: Raw -592883.307811 + Penalty 868.015914 = -592015.291897 nChanged 2 SP:Iteration 33Q (3196.073517 sec): 3 clusters Score: Raw -592883.445189 + Penalty 868.015914 = -592015.429275 nChanged 0 SP:Iteration 34F (3196.137020 sec): 3 clusters Score: Raw -592883.445189 + Penalty 868.015914 = -592015.429275 nChanged 0 Trying to split cluster 25 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3196.160023 sec): 2 clusters Score: Raw -17105.511634 + Penalty 281.096457 = -16824.415177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3196.199874 sec): 3 clusters Score: Raw -16935.238249 + Penalty 562.192914 = -16373.045334 nChanged 171 SP:Iteration 1F (3196.241109 sec): 3 clusters Score: Raw -17065.412884 + Penalty 562.192914 = -16503.219970 nChanged 27 SP:Iteration 2F (3196.273987 sec): 3 clusters Score: Raw -17084.876629 + Penalty 562.192914 = -16522.683714 nChanged 23 SP:Iteration 3Q (3196.319340 sec): 3 clusters Score: Raw -17103.712268 + Penalty 562.192914 = -16541.519354 nChanged 22 SP:Iteration 4Q (3196.360104 sec): 3 clusters Score: Raw -17124.068051 + Penalty 562.192914 = -16561.875136 nChanged 25 SP:Iteration 5F (3196.406535 sec): 3 clusters Score: Raw -17151.560650 + Penalty 562.192914 = -16589.367736 nChanged 28 SP:Iteration 6F (3196.443201 sec): 3 clusters Score: Raw -17178.169517 + Penalty 562.192914 = -16615.976603 nChanged 24 SP:Iteration 7Q (3196.494147 sec): 3 clusters Score: Raw -17207.366320 + Penalty 562.192914 = -16645.173405 nChanged 16 SP:Iteration 8Q (3196.532605 sec): 3 clusters Score: Raw -17223.814023 + Penalty 562.192914 = -16661.621108 nChanged 9 SP:Iteration 9Q (3196.580964 sec): 3 clusters Score: Raw -17230.179185 + Penalty 562.192914 = -16667.986270 nChanged 6 SP:Iteration 10Q (3196.618537 sec): 3 clusters Score: Raw -17234.920387 + Penalty 562.192914 = -16672.727473 nChanged 5 SP:Iteration 11Q (3196.662871 sec): 3 clusters Score: Raw -17240.482616 + Penalty 562.192914 = -16678.289701 nChanged 2 SP:Iteration 12Q (3196.710018 sec): 3 clusters Score: Raw -17242.422664 + Penalty 562.192914 = -16680.229750 nChanged 1 SP:Iteration 13Q (3196.747212 sec): 3 clusters Score: Raw -17244.433046 + Penalty 562.192914 = -16682.240131 nChanged 1 SP:Iteration 14Q (3196.792935 sec): 3 clusters Score: Raw -17247.479748 + Penalty 562.192914 = -16685.286834 nChanged 0 SP:Iteration 15F (3196.836764 sec): 3 clusters Score: Raw -17247.479748 + Penalty 562.192914 = -16685.286834 nChanged 0 Trying to split cluster 26 (2769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3196.861641 sec): 2 clusters Score: Raw -103354.411506 + Penalty 360.643989 = -102993.767517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3196.906376 sec): 3 clusters Score: Raw -101848.148195 + Penalty 721.287979 = -101126.860217 nChanged 1177 SP:Iteration 1F (3196.954043 sec): 3 clusters Score: Raw -102565.867629 + Penalty 721.287979 = -101844.579651 nChanged 222 SP:Iteration 2F (3196.991702 sec): 3 clusters Score: Raw -102743.525082 + Penalty 721.287979 = -102022.237104 nChanged 174 SP:Iteration 3F (3197.041423 sec): 3 clusters Score: Raw -102888.878981 + Penalty 721.287979 = -102167.591002 nChanged 145 SP:Iteration 4F (3197.082804 sec): 3 clusters Score: Raw -103010.170465 + Penalty 721.287979 = -102288.882487 nChanged 127 SP:Iteration 5Q (3197.137362 sec): 3 clusters Score: Raw -103104.662219 + Penalty 721.287979 = -102383.374240 nChanged 92 SP:Iteration 6Q (3197.172331 sec): 3 clusters Score: Raw -103184.452343 + Penalty 721.287979 = -102463.164365 nChanged 87 SP:Iteration 7Q (3197.230022 sec): 3 clusters Score: Raw -103251.039789 + Penalty 721.287979 = -102529.751810 nChanged 61 SP:Iteration 8Q (3197.275946 sec): 3 clusters Score: Raw -103287.993074 + Penalty 721.287979 = -102566.705095 nChanged 47 SP:Iteration 9Q (3197.309024 sec): 3 clusters Score: Raw -103318.598573 + Penalty 721.287979 = -102597.310594 nChanged 45 SP:Iteration 10Q (3197.347277 sec): 3 clusters Score: Raw -103347.236529 + Penalty 721.287979 = -102625.948551 nChanged 43 SP:Iteration 11Q (3197.394436 sec): 3 clusters Score: Raw -103371.872262 + Penalty 721.287979 = -102650.584283 nChanged 32 SP:Iteration 12Q (3197.440746 sec): 3 clusters Score: Raw -103392.017496 + Penalty 721.287979 = -102670.729517 nChanged 32 SP:Iteration 13Q (3197.490512 sec): 3 clusters Score: Raw -103409.883836 + Penalty 721.287979 = -102688.595857 nChanged 17 SP:Iteration 14Q (3197.537713 sec): 3 clusters Score: Raw -103417.949159 + Penalty 721.287979 = -102696.661180 nChanged 13 SP:Iteration 15Q (3197.580435 sec): 3 clusters Score: Raw -103423.151032 + Penalty 721.287979 = -102701.863054 nChanged 15 SP:Iteration 16Q (3197.626495 sec): 3 clusters Score: Raw -103430.259122 + Penalty 721.287979 = -102708.971143 nChanged 10 SP:Iteration 17Q (3197.672054 sec): 3 clusters Score: Raw -103433.438200 + Penalty 721.287979 = -102712.150221 nChanged 6 SP:Iteration 18Q (3197.721279 sec): 3 clusters Score: Raw -103435.317768 + Penalty 721.287979 = -102714.029790 nChanged 4 SP:Iteration 19Q (3197.762645 sec): 3 clusters Score: Raw -103436.876612 + Penalty 721.287979 = -102715.588633 nChanged 2 SP:Iteration 20F (3197.806006 sec): 3 clusters Score: Raw -103437.460525 + Penalty 721.287979 = -102716.172546 nChanged 4 SP:Iteration 21Q (3197.848608 sec): 3 clusters Score: Raw -103439.802556 + Penalty 721.287979 = -102718.514577 nChanged 3 SP:Iteration 22Q (3197.891560 sec): 3 clusters Score: Raw -103440.716944 + Penalty 721.287979 = -102719.428965 nChanged 1 SP:Iteration 23Q (3197.949788 sec): 3 clusters Score: Raw -103440.822565 + Penalty 721.287979 = -102719.534586 nChanged 0 SP:Iteration 24F (3197.981113 sec): 3 clusters Score: Raw -103440.822565 + Penalty 721.287979 = -102719.534586 nChanged 0 Trying to split cluster 27 (13964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3198.027560 sec): 2 clusters Score: Raw -560271.004129 + Penalty 434.262823 = -559836.741306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3198.073488 sec): 3 clusters Score: Raw -551436.063113 + Penalty 868.525646 = -550567.537467 nChanged 6631 SP:Iteration 1F (3198.126579 sec): 3 clusters Score: Raw -555918.176217 + Penalty 868.525646 = -555049.650571 nChanged 1084 SP:Iteration 2F (3198.186736 sec): 3 clusters Score: Raw -556699.169925 + Penalty 868.525646 = -555830.644279 nChanged 1136 SP:Iteration 3F (3198.247011 sec): 3 clusters Score: Raw -557650.589550 + Penalty 868.525646 = -556782.063904 nChanged 1021 SP:Iteration 4F (3198.302684 sec): 3 clusters Score: Raw -558569.604871 + Penalty 868.525646 = -557701.079225 nChanged 771 SP:Iteration 5F (3198.349957 sec): 3 clusters Score: Raw -559230.584606 + Penalty 868.525646 = -558362.058960 nChanged 549 SP:Iteration 6Q (3198.414925 sec): 3 clusters Score: Raw -559687.493251 + Penalty 868.525646 = -558818.967605 nChanged 395 SP:Iteration 7Q (3198.471534 sec): 3 clusters Score: Raw -559996.044441 + Penalty 868.525646 = -559127.518795 nChanged 210 SP:Iteration 8Q (3198.534434 sec): 3 clusters Score: Raw -560141.919229 + Penalty 868.525646 = -559273.393582 nChanged 127 SP:Iteration 9Q (3198.591104 sec): 3 clusters Score: Raw -560219.124486 + Penalty 868.525646 = -559350.598840 nChanged 94 SP:Iteration 10Q (3198.650798 sec): 3 clusters Score: Raw -560273.650954 + Penalty 868.525646 = -559405.125308 nChanged 46 SP:Iteration 11Q (3198.705462 sec): 3 clusters Score: Raw -560304.910334 + Penalty 868.525646 = -559436.384688 nChanged 42 SP:Iteration 12Q (3198.763362 sec): 3 clusters Score: Raw -560329.201521 + Penalty 868.525646 = -559460.675875 nChanged 30 SP:Iteration 13Q (3198.818258 sec): 3 clusters Score: Raw -560344.858041 + Penalty 868.525646 = -559476.332395 nChanged 21 SP:Iteration 14Q (3198.870742 sec): 3 clusters Score: Raw -560358.344021 + Penalty 868.525646 = -559489.818375 nChanged 21 SP:Iteration 15Q (3198.924568 sec): 3 clusters Score: Raw -560373.334931 + Penalty 868.525646 = -559504.809285 nChanged 16 SP:Iteration 16Q (3198.985332 sec): 3 clusters Score: Raw -560382.057542 + Penalty 868.525646 = -559513.531896 nChanged 13 SP:Iteration 17Q (3199.033954 sec): 3 clusters Score: Raw -560390.084813 + Penalty 868.525646 = -559521.559167 nChanged 15 SP:Iteration 18Q (3199.095250 sec): 3 clusters Score: Raw -560397.881263 + Penalty 868.525646 = -559529.355616 nChanged 11 SP:Iteration 19Q (3199.155925 sec): 3 clusters Score: Raw -560403.452801 + Penalty 868.525646 = -559534.927155 nChanged 9 SP:Iteration 20F (3199.209455 sec): 3 clusters Score: Raw -560407.897058 + Penalty 868.525646 = -559539.371412 nChanged 12 SP:Iteration 21Q (3199.270118 sec): 3 clusters Score: Raw -560412.675716 + Penalty 868.525646 = -559544.150070 nChanged 7 SP:Iteration 22Q (3199.316986 sec): 3 clusters Score: Raw -560416.073319 + Penalty 868.525646 = -559547.547673 nChanged 6 SP:Iteration 23Q (3199.375814 sec): 3 clusters Score: Raw -560417.664909 + Penalty 868.525646 = -559549.139263 nChanged 3 SP:Iteration 24Q (3199.430208 sec): 3 clusters Score: Raw -560418.192624 + Penalty 868.525646 = -559549.666978 nChanged 2 SP:Iteration 25Q (3199.487432 sec): 3 clusters Score: Raw -560418.463104 + Penalty 868.525646 = -559549.937458 nChanged 1 SP:Iteration 26Q (3199.540177 sec): 3 clusters Score: Raw -560418.648109 + Penalty 868.525646 = -559550.122463 nChanged 1 SP:Iteration 27Q (3199.603375 sec): 3 clusters Score: Raw -560419.279960 + Penalty 868.525646 = -559550.754314 nChanged 3 SP:Iteration 28Q (3199.666414 sec): 3 clusters Score: Raw -560420.757672 + Penalty 868.525646 = -559552.232026 nChanged 1 SP:Iteration 29Q (3199.713377 sec): 3 clusters Score: Raw -560420.987393 + Penalty 868.525646 = -559552.461747 nChanged 1 SP:Iteration 30Q (3199.765734 sec): 3 clusters Score: Raw -560421.390302 + Penalty 868.525646 = -559552.864656 nChanged 2 SP:Iteration 31Q (3199.828925 sec): 3 clusters Score: Raw -560422.385442 + Penalty 868.525646 = -559553.859796 nChanged 4 SP:Iteration 32Q (3199.888866 sec): 3 clusters Score: Raw -560423.527335 + Penalty 868.525646 = -559555.001689 nChanged 0 SP:Iteration 33F (3199.936407 sec): 3 clusters Score: Raw -560423.527335 + Penalty 868.525646 = -559555.001689 nChanged 0 Trying to split cluster 28 (1164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3199.960116 sec): 2 clusters Score: Raw -38828.617892 + Penalty 321.212602 = -38507.405290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3199.995850 sec): 3 clusters Score: Raw -38236.064592 + Penalty 642.425204 = -37593.639388 nChanged 470 SP:Iteration 1F (3200.039643 sec): 3 clusters Score: Raw -38550.423828 + Penalty 642.425204 = -37907.998624 nChanged 115 SP:Iteration 2F (3200.088263 sec): 3 clusters Score: Raw -38636.258015 + Penalty 642.425204 = -37993.832811 nChanged 79 SP:Iteration 3F (3200.125835 sec): 3 clusters Score: Raw -38696.647692 + Penalty 642.425204 = -38054.222488 nChanged 59 SP:Iteration 4F (3200.168243 sec): 3 clusters Score: Raw -38743.517296 + Penalty 642.425204 = -38101.092092 nChanged 51 SP:Iteration 5Q (3200.208568 sec): 3 clusters Score: Raw -38812.181831 + Penalty 642.425204 = -38169.756627 nChanged 47 SP:Iteration 6Q (3200.251265 sec): 3 clusters Score: Raw -38849.536031 + Penalty 642.425204 = -38207.110827 nChanged 37 SP:Iteration 7Q (3200.303214 sec): 3 clusters Score: Raw -38872.720717 + Penalty 642.425204 = -38230.295513 nChanged 25 SP:Iteration 8Q (3200.340848 sec): 3 clusters Score: Raw -38892.014893 + Penalty 642.425204 = -38249.589689 nChanged 24 SP:Iteration 9Q (3200.399457 sec): 3 clusters Score: Raw -38916.815416 + Penalty 642.425204 = -38274.390211 nChanged 25 SP:Iteration 10Q (3200.434571 sec): 3 clusters Score: Raw -38943.855646 + Penalty 642.425204 = -38301.430441 nChanged 28 SP:Iteration 11Q (3200.481418 sec): 3 clusters Score: Raw -38976.140046 + Penalty 642.425204 = -38333.714842 nChanged 27 SP:Iteration 12Q (3200.527094 sec): 3 clusters Score: Raw -39001.125997 + Penalty 642.425204 = -38358.700792 nChanged 13 SP:Iteration 13Q (3200.559155 sec): 3 clusters Score: Raw -39017.472237 + Penalty 642.425204 = -38375.047033 nChanged 16 SP:Iteration 14Q (3200.601103 sec): 3 clusters Score: Raw -39038.148113 + Penalty 642.425204 = -38395.722909 nChanged 17 SP:Iteration 15Q (3200.643489 sec): 3 clusters Score: Raw -39051.118393 + Penalty 642.425204 = -38408.693189 nChanged 12 SP:Iteration 16Q (3200.691878 sec): 3 clusters Score: Raw -39061.155584 + Penalty 642.425204 = -38418.730380 nChanged 9 SP:Iteration 17Q (3200.730184 sec): 3 clusters Score: Raw -39067.166302 + Penalty 642.425204 = -38424.741097 nChanged 8 SP:Iteration 18Q (3200.778404 sec): 3 clusters Score: Raw -39076.059275 + Penalty 642.425204 = -38433.634071 nChanged 12 SP:Iteration 19Q (3200.821865 sec): 3 clusters Score: Raw -39086.784447 + Penalty 642.425204 = -38444.359243 nChanged 12 SP:Iteration 20F (3200.856602 sec): 3 clusters Score: Raw -39100.985496 + Penalty 642.425204 = -38458.560292 nChanged 10 SP:Iteration 21Q (3200.901054 sec): 3 clusters Score: Raw -39105.379697 + Penalty 642.425204 = -38462.954493 nChanged 5 SP:Iteration 22Q (3200.945068 sec): 3 clusters Score: Raw -39109.337465 + Penalty 642.425204 = -38466.912261 nChanged 7 SP:Iteration 23Q (3200.978201 sec): 3 clusters Score: Raw -39113.551540 + Penalty 642.425204 = -38471.126336 nChanged 7 SP:Iteration 24Q (3201.034757 sec): 3 clusters Score: Raw -39116.014013 + Penalty 642.425204 = -38473.588809 nChanged 3 SP:Iteration 25Q (3201.067562 sec): 3 clusters Score: Raw -39117.623696 + Penalty 642.425204 = -38475.198492 nChanged 4 SP:Iteration 26Q (3201.114800 sec): 3 clusters Score: Raw -39119.019136 + Penalty 642.425204 = -38476.593932 nChanged 0 SP:Iteration 27F (3201.153225 sec): 3 clusters Score: Raw -39119.019136 + Penalty 642.425204 = -38476.593932 nChanged 0 Trying to split cluster 29 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3201.177217 sec): 2 clusters Score: Raw -34826.101545 + Penalty 310.509002 = -34515.592543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3201.227122 sec): 3 clusters Score: Raw -34370.702443 + Penalty 621.018004 = -33749.684439 nChanged 373 SP:Iteration 1F (3201.260917 sec): 3 clusters Score: Raw -34578.483093 + Penalty 621.018004 = -33957.465089 nChanged 57 SP:Iteration 2F (3201.309855 sec): 3 clusters Score: Raw -34611.789094 + Penalty 621.018004 = -33990.771090 nChanged 42 SP:Iteration 3Q (3201.353175 sec): 3 clusters Score: Raw -34635.032971 + Penalty 621.018004 = -34014.014967 nChanged 34 SP:Iteration 4Q (3201.402271 sec): 3 clusters Score: Raw -34653.236106 + Penalty 621.018004 = -34032.218102 nChanged 36 SP:Iteration 5Q (3201.442906 sec): 3 clusters Score: Raw -34674.536267 + Penalty 621.018004 = -34053.518263 nChanged 34 SP:Iteration 6Q (3201.476886 sec): 3 clusters Score: Raw -34697.840633 + Penalty 621.018004 = -34076.822629 nChanged 31 SP:Iteration 7Q (3201.523579 sec): 3 clusters Score: Raw -34712.243691 + Penalty 621.018004 = -34091.225687 nChanged 23 SP:Iteration 8Q (3201.577525 sec): 3 clusters Score: Raw -34723.216265 + Penalty 621.018004 = -34102.198261 nChanged 22 SP:Iteration 9Q (3201.618677 sec): 3 clusters Score: Raw -34734.258285 + Penalty 621.018004 = -34113.240281 nChanged 21 SP:Iteration 10Q (3201.649667 sec): 3 clusters Score: Raw -34744.255051 + Penalty 621.018004 = -34123.237047 nChanged 23 SP:Iteration 11Q (3201.695324 sec): 3 clusters Score: Raw -34758.564455 + Penalty 621.018004 = -34137.546451 nChanged 21 SP:Iteration 12Q (3201.732856 sec): 3 clusters Score: Raw -34771.820389 + Penalty 621.018004 = -34150.802385 nChanged 21 SP:Iteration 13Q (3201.773268 sec): 3 clusters Score: Raw -34788.961158 + Penalty 621.018004 = -34167.943154 nChanged 18 SP:Iteration 14Q (3201.819657 sec): 3 clusters Score: Raw -34802.669888 + Penalty 621.018004 = -34181.651884 nChanged 18 SP:Iteration 15Q (3201.857684 sec): 3 clusters Score: Raw -34814.428488 + Penalty 621.018004 = -34193.410484 nChanged 14 SP:Iteration 16Q (3201.908356 sec): 3 clusters Score: Raw -34822.348479 + Penalty 621.018004 = -34201.330475 nChanged 9 SP:Iteration 17Q (3201.952556 sec): 3 clusters Score: Raw -34833.201140 + Penalty 621.018004 = -34212.183136 nChanged 9 SP:Iteration 18Q (3201.986503 sec): 3 clusters Score: Raw -34836.930575 + Penalty 621.018004 = -34215.912571 nChanged 6 SP:Iteration 19Q (3202.022993 sec): 3 clusters Score: Raw -34840.247951 + Penalty 621.018004 = -34219.229947 nChanged 8 SP:Iteration 20F (3202.070933 sec): 3 clusters Score: Raw -34843.801098 + Penalty 621.018004 = -34222.783094 nChanged 8 SP:Iteration 21Q (3202.120433 sec): 3 clusters Score: Raw -34847.637093 + Penalty 621.018004 = -34226.619089 nChanged 3 SP:Iteration 22Q (3202.145888 sec): 3 clusters Score: Raw -34850.108283 + Penalty 621.018004 = -34229.090279 nChanged 5 SP:Iteration 23Q (3202.185738 sec): 3 clusters Score: Raw -34854.437554 + Penalty 621.018004 = -34233.419550 nChanged 4 SP:Iteration 24Q (3202.224717 sec): 3 clusters Score: Raw -34857.032732 + Penalty 621.018004 = -34236.014728 nChanged 4 SP:Iteration 25Q (3202.272063 sec): 3 clusters Score: Raw -34858.967895 + Penalty 621.018004 = -34237.949891 nChanged 3 SP:Iteration 26Q (3202.319185 sec): 3 clusters Score: Raw -34859.891227 + Penalty 621.018004 = -34238.873223 nChanged 2 SP:Iteration 27Q (3202.367031 sec): 3 clusters Score: Raw -34862.325817 + Penalty 621.018004 = -34241.307813 nChanged 1 SP:Iteration 28Q (3202.410223 sec): 3 clusters Score: Raw -34862.390991 + Penalty 621.018004 = -34241.372987 nChanged 0 SP:Iteration 29F (3202.445653 sec): 3 clusters Score: Raw -34862.390991 + Penalty 621.018004 = -34241.372987 nChanged 0 Trying to split cluster 30 (9290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3202.489911 sec): 2 clusters Score: Raw -391188.134419 + Penalty 415.719569 = -390772.414849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3202.536375 sec): 3 clusters Score: Raw -385401.306051 + Penalty 831.439139 = -384569.866912 nChanged 4325 SP:Iteration 1F (3202.599481 sec): 3 clusters Score: Raw -388109.625471 + Penalty 831.439139 = -387278.186332 nChanged 634 SP:Iteration 2F (3202.650443 sec): 3 clusters Score: Raw -388485.569646 + Penalty 831.439139 = -387654.130507 nChanged 528 SP:Iteration 3F (3202.702948 sec): 3 clusters Score: Raw -388781.551024 + Penalty 831.439139 = -387950.111885 nChanged 495 SP:Iteration 4F (3202.742641 sec): 3 clusters Score: Raw -389077.476921 + Penalty 831.439139 = -388246.037783 nChanged 480 SP:Iteration 5F (3202.803685 sec): 3 clusters Score: Raw -389399.352635 + Penalty 831.439139 = -388567.913496 nChanged 487 SP:Iteration 6F (3202.850063 sec): 3 clusters Score: Raw -389751.162609 + Penalty 831.439139 = -388919.723471 nChanged 443 SP:Iteration 7Q (3202.902400 sec): 3 clusters Score: Raw -390002.266368 + Penalty 831.439139 = -389170.827229 nChanged 336 SP:Iteration 8Q (3202.952613 sec): 3 clusters Score: Raw -390146.880083 + Penalty 831.439139 = -389315.440944 nChanged 263 SP:Iteration 9Q (3203.005704 sec): 3 clusters Score: Raw -390245.467733 + Penalty 831.439139 = -389414.028595 nChanged 199 SP:Iteration 10Q (3203.066210 sec): 3 clusters Score: Raw -390316.293485 + Penalty 831.439139 = -389484.854346 nChanged 182 SP:Iteration 11Q (3203.109757 sec): 3 clusters Score: Raw -390370.654791 + Penalty 831.439139 = -389539.215652 nChanged 137 SP:Iteration 12Q (3203.163146 sec): 3 clusters Score: Raw -390406.889979 + Penalty 831.439139 = -389575.450840 nChanged 105 SP:Iteration 13Q (3203.216281 sec): 3 clusters Score: Raw -390428.753292 + Penalty 831.439139 = -389597.314153 nChanged 91 SP:Iteration 14Q (3203.268675 sec): 3 clusters Score: Raw -390444.196538 + Penalty 831.439139 = -389612.757399 nChanged 77 SP:Iteration 15Q (3203.320732 sec): 3 clusters Score: Raw -390455.726536 + Penalty 831.439139 = -389624.287397 nChanged 64 SP:Iteration 16Q (3203.379918 sec): 3 clusters Score: Raw -390465.375482 + Penalty 831.439139 = -389633.936343 nChanged 63 SP:Iteration 17Q (3203.418250 sec): 3 clusters Score: Raw -390475.696842 + Penalty 831.439139 = -389644.257704 nChanged 56 SP:Iteration 18Q (3203.469781 sec): 3 clusters Score: Raw -390485.371529 + Penalty 831.439139 = -389653.932391 nChanged 67 SP:Iteration 19Q (3203.517007 sec): 3 clusters Score: Raw -390496.607147 + Penalty 831.439139 = -389665.168008 nChanged 52 SP:Iteration 20F (3203.572046 sec): 3 clusters Score: Raw -390505.286495 + Penalty 831.439139 = -389673.847357 nChanged 63 SP:Iteration 21Q (3203.624387 sec): 3 clusters Score: Raw -390514.083232 + Penalty 831.439139 = -389682.644093 nChanged 47 SP:Iteration 22Q (3203.674275 sec): 3 clusters Score: Raw -390521.740118 + Penalty 831.439139 = -389690.300979 nChanged 53 SP:Iteration 23Q (3203.734845 sec): 3 clusters Score: Raw -390532.167198 + Penalty 831.439139 = -389700.728060 nChanged 49 SP:Iteration 24Q (3203.780873 sec): 3 clusters Score: Raw -390537.948907 + Penalty 831.439139 = -389706.509768 nChanged 38 SP:Iteration 25Q (3203.832917 sec): 3 clusters Score: Raw -390542.333951 + Penalty 831.439139 = -389710.894812 nChanged 40 SP:Iteration 26Q (3203.881238 sec): 3 clusters Score: Raw -390546.384327 + Penalty 831.439139 = -389714.945188 nChanged 41 SP:Iteration 27Q (3203.934537 sec): 3 clusters Score: Raw -390550.288916 + Penalty 831.439139 = -389718.849778 nChanged 33 SP:Iteration 28Q (3203.998595 sec): 3 clusters Score: Raw -390554.449006 + Penalty 831.439139 = -389723.009868 nChanged 40 SP:Iteration 29Q (3204.047200 sec): 3 clusters Score: Raw -390561.358554 + Penalty 831.439139 = -389729.919415 nChanged 53 SP:Iteration 30Q (3204.104150 sec): 3 clusters Score: Raw -390568.005193 + Penalty 831.439139 = -389736.566055 nChanged 40 SP:Iteration 31Q (3204.151939 sec): 3 clusters Score: Raw -390573.137161 + Penalty 831.439139 = -389741.698022 nChanged 43 SP:Iteration 32Q (3204.202461 sec): 3 clusters Score: Raw -390578.283403 + Penalty 831.439139 = -389746.844264 nChanged 46 SP:Iteration 33Q (3204.254420 sec): 3 clusters Score: Raw -390582.287252 + Penalty 831.439139 = -389750.848113 nChanged 37 SP:Iteration 34Q (3204.307955 sec): 3 clusters Score: Raw -390586.123645 + Penalty 831.439139 = -389754.684506 nChanged 38 SP:Iteration 35Q (3204.371595 sec): 3 clusters Score: Raw -390590.669535 + Penalty 831.439139 = -389759.230396 nChanged 44 SP:Iteration 36Q (3204.417760 sec): 3 clusters Score: Raw -390596.516821 + Penalty 831.439139 = -389765.077682 nChanged 51 SP:Iteration 37Q (3204.474190 sec): 3 clusters Score: Raw -390604.080211 + Penalty 831.439139 = -389772.641072 nChanged 57 SP:Iteration 38Q (3204.520491 sec): 3 clusters Score: Raw -390613.104308 + Penalty 831.439139 = -389781.665169 nChanged 65 SP:Iteration 39Q (3204.578833 sec): 3 clusters Score: Raw -390625.443779 + Penalty 831.439139 = -389794.004641 nChanged 63 SP:Iteration 40F (3204.622481 sec): 3 clusters Score: Raw -390638.217488 + Penalty 831.439139 = -389806.778350 nChanged 61 SP:Iteration 41Q (3204.680864 sec): 3 clusters Score: Raw -390649.147514 + Penalty 831.439139 = -389817.708375 nChanged 62 SP:Iteration 42Q (3204.729263 sec): 3 clusters Score: Raw -390659.068964 + Penalty 831.439139 = -389827.629826 nChanged 61 SP:Iteration 43Q (3204.787276 sec): 3 clusters Score: Raw -390668.249186 + Penalty 831.439139 = -389836.810047 nChanged 57 SP:Iteration 44Q (3204.838010 sec): 3 clusters Score: Raw -390676.390719 + Penalty 831.439139 = -389844.951580 nChanged 55 SP:Iteration 45Q (3204.891621 sec): 3 clusters Score: Raw -390683.821598 + Penalty 831.439139 = -389852.382460 nChanged 47 SP:Iteration 46Q (3204.938158 sec): 3 clusters Score: Raw -390691.586612 + Penalty 831.439139 = -389860.147473 nChanged 44 SP:Iteration 47Q (3204.989427 sec): 3 clusters Score: Raw -390697.064735 + Penalty 831.439139 = -389865.625596 nChanged 41 SP:Iteration 48Q (3205.035091 sec): 3 clusters Score: Raw -390702.693084 + Penalty 831.439139 = -389871.253945 nChanged 40 SP:Iteration 49Q (3205.091738 sec): 3 clusters Score: Raw -390710.725660 + Penalty 831.439139 = -389879.286522 nChanged 41 SP:Iteration 50Q (3205.148159 sec): 3 clusters Score: Raw -390718.199880 + Penalty 831.439139 = -389886.760741 nChanged 34 SP:Iteration 51Q (3205.198325 sec): 3 clusters Score: Raw -390724.255221 + Penalty 831.439139 = -389892.816082 nChanged 39 SP:Iteration 52Q (3205.244096 sec): 3 clusters Score: Raw -390730.870711 + Penalty 831.439139 = -389899.431572 nChanged 36 SP:Iteration 53Q (3205.292369 sec): 3 clusters Score: Raw -390736.628277 + Penalty 831.439139 = -389905.189138 nChanged 38 SP:Iteration 54Q (3205.343412 sec): 3 clusters Score: Raw -390743.597939 + Penalty 831.439139 = -389912.158801 nChanged 40 SP:Iteration 55Q (3205.389154 sec): 3 clusters Score: Raw -390749.797100 + Penalty 831.439139 = -389918.357962 nChanged 34 SP:Iteration 56Q (3205.440263 sec): 3 clusters Score: Raw -390754.443377 + Penalty 831.439139 = -389923.004239 nChanged 29 SP:Iteration 57Q (3205.498928 sec): 3 clusters Score: Raw -390759.062505 + Penalty 831.439139 = -389927.623367 nChanged 34 SP:Iteration 58Q (3205.539432 sec): 3 clusters Score: Raw -390767.020343 + Penalty 831.439139 = -389935.581205 nChanged 44 SP:Iteration 59Q (3205.586878 sec): 3 clusters Score: Raw -390779.574452 + Penalty 831.439139 = -389948.135313 nChanged 54 SP:Iteration 60F (3205.646158 sec): 3 clusters Score: Raw -390792.029352 + Penalty 831.439139 = -389960.590213 nChanged 62 SP:Iteration 61Q (3205.686996 sec): 3 clusters Score: Raw -390808.342856 + Penalty 831.439139 = -389976.903718 nChanged 77 SP:Iteration 62Q (3205.732474 sec): 3 clusters Score: Raw -390831.798697 + Penalty 831.439139 = -390000.359559 nChanged 70 SP:Iteration 63Q (3205.782655 sec): 3 clusters Score: Raw -390853.824670 + Penalty 831.439139 = -390022.385531 nChanged 72 SP:Iteration 64Q (3205.839707 sec): 3 clusters Score: Raw -390883.911418 + Penalty 831.439139 = -390052.472279 nChanged 77 SP:Iteration 65Q (3205.900808 sec): 3 clusters Score: Raw -390917.891609 + Penalty 831.439139 = -390086.452471 nChanged 95 SP:Iteration 66Q (3205.947936 sec): 3 clusters Score: Raw -390959.595870 + Penalty 831.439139 = -390128.156731 nChanged 82 SP:Iteration 67Q (3205.999258 sec): 3 clusters Score: Raw -390988.306926 + Penalty 831.439139 = -390156.867787 nChanged 71 SP:Iteration 68Q (3206.044466 sec): 3 clusters Score: Raw -391009.614019 + Penalty 831.439139 = -390178.174881 nChanged 65 SP:Iteration 69Q (3206.105887 sec): 3 clusters Score: Raw -391030.937346 + Penalty 831.439139 = -390199.498207 nChanged 75 SP:Iteration 70Q (3206.156548 sec): 3 clusters Score: Raw -391058.388418 + Penalty 831.439139 = -390226.949279 nChanged 74 SP:Iteration 71Q (3206.216888 sec): 3 clusters Score: Raw -391085.359527 + Penalty 831.439139 = -390253.920388 nChanged 55 SP:Iteration 72Q (3206.267994 sec): 3 clusters Score: Raw -391101.412072 + Penalty 831.439139 = -390269.972933 nChanged 51 SP:Iteration 73Q (3206.308954 sec): 3 clusters Score: Raw -391116.658143 + Penalty 831.439139 = -390285.219004 nChanged 48 SP:Iteration 74Q (3206.366041 sec): 3 clusters Score: Raw -391130.453156 + Penalty 831.439139 = -390299.014018 nChanged 41 SP:Iteration 75Q (3206.417701 sec): 3 clusters Score: Raw -391141.432157 + Penalty 831.439139 = -390309.993018 nChanged 39 SP:Iteration 76Q (3206.457741 sec): 3 clusters Score: Raw -391152.108996 + Penalty 831.439139 = -390320.669858 nChanged 38 SP:Iteration 77Q (3206.506854 sec): 3 clusters Score: Raw -391160.315553 + Penalty 831.439139 = -390328.876414 nChanged 26 SP:Iteration 78Q (3206.569062 sec): 3 clusters Score: Raw -391166.139590 + Penalty 831.439139 = -390334.700451 nChanged 16 SP:Iteration 79Q (3206.624102 sec): 3 clusters Score: Raw -391168.602731 + Penalty 831.439139 = -390337.163592 nChanged 13 SP:Iteration 80F (3206.663863 sec): 3 clusters Score: Raw -391170.563469 + Penalty 831.439139 = -390339.124330 nChanged 18 SP:Iteration 81Q (3206.720026 sec): 3 clusters Score: Raw -391173.907892 + Penalty 831.439139 = -390342.468753 nChanged 18 SP:Iteration 82Q (3206.772983 sec): 3 clusters Score: Raw -391176.750238 + Penalty 831.439139 = -390345.311099 nChanged 11 SP:Iteration 83Q (3206.814791 sec): 3 clusters Score: Raw -391178.188525 + Penalty 831.439139 = -390346.749386 nChanged 10 SP:Iteration 84Q (3206.869122 sec): 3 clusters Score: Raw -391179.398689 + Penalty 831.439139 = -390347.959550 nChanged 12 SP:Iteration 85Q (3206.921345 sec): 3 clusters Score: Raw -391181.448518 + Penalty 831.439139 = -390350.009379 nChanged 13 SP:Iteration 86Q (3206.972495 sec): 3 clusters Score: Raw -391184.029884 + Penalty 831.439139 = -390352.590746 nChanged 11 SP:Iteration 87Q (3207.025127 sec): 3 clusters Score: Raw -391186.302045 + Penalty 831.439139 = -390354.862906 nChanged 11 SP:Iteration 88Q (3207.082272 sec): 3 clusters Score: Raw -391188.767542 + Penalty 831.439139 = -390357.328403 nChanged 9 SP:Iteration 89Q (3207.139386 sec): 3 clusters Score: Raw -391190.378929 + Penalty 831.439139 = -390358.939790 nChanged 11 SP:Iteration 90Q (3207.183736 sec): 3 clusters Score: Raw -391192.472479 + Penalty 831.439139 = -390361.033340 nChanged 9 SP:Iteration 91Q (3207.243445 sec): 3 clusters Score: Raw -391193.531564 + Penalty 831.439139 = -390362.092425 nChanged 11 SP:Iteration 92Q (3207.288722 sec): 3 clusters Score: Raw -391196.679096 + Penalty 831.439139 = -390365.239957 nChanged 17 SP:Iteration 93Q (3207.338956 sec): 3 clusters Score: Raw -391203.218962 + Penalty 831.439139 = -390371.779823 nChanged 20 SP:Iteration 94Q (3207.403343 sec): 3 clusters Score: Raw -391208.512951 + Penalty 831.439139 = -390377.073812 nChanged 18 SP:Iteration 95Q (3207.446322 sec): 3 clusters Score: Raw -391212.246963 + Penalty 831.439139 = -390380.807824 nChanged 16 SP:Iteration 96Q (3207.493804 sec): 3 clusters Score: Raw -391216.106444 + Penalty 831.439139 = -390384.667305 nChanged 20 SP:Iteration 97Q (3207.549246 sec): 3 clusters Score: Raw -391222.538363 + Penalty 831.439139 = -390391.099224 nChanged 24 SP:Iteration 98Q (3207.603088 sec): 3 clusters Score: Raw -391230.009432 + Penalty 831.439139 = -390398.570293 nChanged 26 SP:Iteration 99Q (3207.653166 sec): 3 clusters Score: Raw -391240.084090 + Penalty 831.439139 = -390408.644952 nChanged 22 SP:Iteration 100F (3207.702381 sec): 3 clusters Score: Raw -391245.926488 + Penalty 831.439139 = -390414.487350 nChanged 11 SP:Iteration 101Q (3207.744686 sec): 3 clusters Score: Raw -391249.166723 + Penalty 831.439139 = -390417.727584 nChanged 10 SP:Iteration 102Q (3207.800623 sec): 3 clusters Score: Raw -391251.089955 + Penalty 831.439139 = -390419.650816 nChanged 11 SP:Iteration 103Q (3207.848234 sec): 3 clusters Score: Raw -391253.393017 + Penalty 831.439139 = -390421.953879 nChanged 7 SP:Iteration 104Q (3207.891489 sec): 3 clusters Score: Raw -391254.334232 + Penalty 831.439139 = -390422.895094 nChanged 5 SP:Iteration 105Q (3207.951350 sec): 3 clusters Score: Raw -391256.131837 + Penalty 831.439139 = -390424.692698 nChanged 7 SP:Iteration 106Q (3207.998303 sec): 3 clusters Score: Raw -391257.483862 + Penalty 831.439139 = -390426.044724 nChanged 2 SP:Iteration 107Q (3208.061979 sec): 3 clusters Score: Raw -391258.271185 + Penalty 831.439139 = -390426.832046 nChanged 5 SP:Iteration 108Q (3208.110425 sec): 3 clusters Score: Raw -391259.288572 + Penalty 831.439139 = -390427.849433 nChanged 3 SP:Iteration 109Q (3208.160339 sec): 3 clusters Score: Raw -391260.096128 + Penalty 831.439139 = -390428.656989 nChanged 8 SP:Iteration 110Q (3208.207411 sec): 3 clusters Score: Raw -391262.248622 + Penalty 831.439139 = -390430.809483 nChanged 8 SP:Iteration 111Q (3208.263125 sec): 3 clusters Score: Raw -391263.317449 + Penalty 831.439139 = -390431.878310 nChanged 4 SP:Iteration 112Q (3208.311158 sec): 3 clusters Score: Raw -391263.781322 + Penalty 831.439139 = -390432.342183 nChanged 2 SP:Iteration 113Q (3208.370478 sec): 3 clusters Score: Raw -391264.026851 + Penalty 831.439139 = -390432.587712 nChanged 1 SP:Iteration 114Q (3208.424731 sec): 3 clusters Score: Raw -391264.055242 + Penalty 831.439139 = -390432.616103 nChanged 1 SP:Iteration 115Q (3208.468621 sec): 3 clusters Score: Raw -391264.130291 + Penalty 831.439139 = -390432.691153 nChanged 3 SP:Iteration 116Q (3208.534439 sec): 3 clusters Score: Raw -391264.506877 + Penalty 831.439139 = -390433.067739 nChanged 3 SP:Iteration 117Q (3208.582377 sec): 3 clusters Score: Raw -391264.957041 + Penalty 831.439139 = -390433.517902 nChanged 4 SP:Iteration 118Q (3208.629315 sec): 3 clusters Score: Raw -391266.342309 + Penalty 831.439139 = -390434.903170 nChanged 3 SP:Iteration 119Q (3208.677988 sec): 3 clusters Score: Raw -391266.823260 + Penalty 831.439139 = -390435.384121 nChanged 5 SP:Iteration 120F (3208.729377 sec): 3 clusters Score: Raw -391268.060370 + Penalty 831.439139 = -390436.621231 nChanged 3 SP:Iteration 121Q (3208.786589 sec): 3 clusters Score: Raw -391268.579411 + Penalty 831.439139 = -390437.140272 nChanged 4 SP:Iteration 122Q (3208.842649 sec): 3 clusters Score: Raw -391269.013990 + Penalty 831.439139 = -390437.574852 nChanged 2 SP:Iteration 123Q (3208.886760 sec): 3 clusters Score: Raw -391269.878441 + Penalty 831.439139 = -390438.439302 nChanged 5 SP:Iteration 124Q (3208.945650 sec): 3 clusters Score: Raw -391272.841289 + Penalty 831.439139 = -390441.402150 nChanged 6 SP:Iteration 125Q (3208.986764 sec): 3 clusters Score: Raw -391274.722062 + Penalty 831.439139 = -390443.282923 nChanged 4 SP:Iteration 126Q (3209.040016 sec): 3 clusters Score: Raw -391275.703316 + Penalty 831.439139 = -390444.264177 nChanged 5 SP:Iteration 127Q (3209.094870 sec): 3 clusters Score: Raw -391277.431765 + Penalty 831.439139 = -390445.992626 nChanged 6 SP:Iteration 128Q (3209.147258 sec): 3 clusters Score: Raw -391278.596326 + Penalty 831.439139 = -390447.157188 nChanged 9 SP:Iteration 129Q (3209.195260 sec): 3 clusters Score: Raw -391280.679373 + Penalty 831.439139 = -390449.240234 nChanged 6 SP:Iteration 130Q (3209.252813 sec): 3 clusters Score: Raw -391281.841088 + Penalty 831.439139 = -390450.401949 nChanged 4 SP:Iteration 131Q (3209.304911 sec): 3 clusters Score: Raw -391282.798639 + Penalty 831.439139 = -390451.359500 nChanged 5 SP:Iteration 132Q (3209.353307 sec): 3 clusters Score: Raw -391284.231354 + Penalty 831.439139 = -390452.792215 nChanged 4 SP:Iteration 133Q (3209.404727 sec): 3 clusters Score: Raw -391284.678354 + Penalty 831.439139 = -390453.239215 nChanged 2 SP:Iteration 134Q (3209.460262 sec): 3 clusters Score: Raw -391284.974050 + Penalty 831.439139 = -390453.534911 nChanged 2 SP:Iteration 135Q (3209.506298 sec): 3 clusters Score: Raw -391285.203143 + Penalty 831.439139 = -390453.764004 nChanged 0 SP:Iteration 136F (3209.557137 sec): 3 clusters Score: Raw -391285.203143 + Penalty 831.439139 = -390453.764004 nChanged 0 Trying to split cluster 31 (1527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3209.580843 sec): 2 clusters Score: Raw -49753.615426 + Penalty 333.563244 = -49420.052182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3209.625534 sec): 3 clusters Score: Raw -48948.462176 + Penalty 667.126488 = -48281.335688 nChanged 653 SP:Iteration 1F (3209.676772 sec): 3 clusters Score: Raw -49432.583363 + Penalty 667.126488 = -48765.456875 nChanged 152 SP:Iteration 2F (3209.714594 sec): 3 clusters Score: Raw -49584.666598 + Penalty 667.126488 = -48917.540111 nChanged 119 SP:Iteration 3F (3209.757918 sec): 3 clusters Score: Raw -49680.884677 + Penalty 667.126488 = -49013.758189 nChanged 81 SP:Iteration 4F (3209.810193 sec): 3 clusters Score: Raw -49739.662090 + Penalty 667.126488 = -49072.535602 nChanged 65 SP:Iteration 5Q (3209.855808 sec): 3 clusters Score: Raw -49784.886128 + Penalty 667.126488 = -49117.759640 nChanged 42 SP:Iteration 6Q (3209.886668 sec): 3 clusters Score: Raw -49804.878916 + Penalty 667.126488 = -49137.752428 nChanged 27 SP:Iteration 7Q (3209.938689 sec): 3 clusters Score: Raw -49818.342412 + Penalty 667.126488 = -49151.215924 nChanged 16 SP:Iteration 8Q (3209.975528 sec): 3 clusters Score: Raw -49825.459745 + Penalty 667.126488 = -49158.333257 nChanged 14 SP:Iteration 9Q (3210.028175 sec): 3 clusters Score: Raw -49832.282747 + Penalty 667.126488 = -49165.156260 nChanged 15 SP:Iteration 10Q (3210.072870 sec): 3 clusters Score: Raw -49840.761662 + Penalty 667.126488 = -49173.635175 nChanged 15 SP:Iteration 11Q (3210.118957 sec): 3 clusters Score: Raw -49850.658313 + Penalty 667.126488 = -49183.531825 nChanged 15 SP:Iteration 12Q (3210.156337 sec): 3 clusters Score: Raw -49862.146736 + Penalty 667.126488 = -49195.020248 nChanged 5 SP:Iteration 13Q (3210.212648 sec): 3 clusters Score: Raw -49864.572091 + Penalty 667.126488 = -49197.445603 nChanged 4 SP:Iteration 14Q (3210.256755 sec): 3 clusters Score: Raw -49865.390491 + Penalty 667.126488 = -49198.264003 nChanged 3 SP:Iteration 15Q (3210.301343 sec): 3 clusters Score: Raw -49866.280861 + Penalty 667.126488 = -49199.154373 nChanged 0 SP:Iteration 16F (3210.351962 sec): 3 clusters Score: Raw -49866.280861 + Penalty 667.126488 = -49199.154373 nChanged 0 Trying to split cluster 32 (30904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3210.403606 sec): 2 clusters Score: Raw -1226816.481608 + Penalty 470.408161 = -1226346.073447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3210.476447 sec): 3 clusters Score: Raw -1206666.983527 + Penalty 940.816322 = -1205726.167205 nChanged 14776 SP:Iteration 1F (3210.533586 sec): 3 clusters Score: Raw -1216633.592898 + Penalty 940.816322 = -1215692.776576 nChanged 2027 SP:Iteration 2F (3210.612264 sec): 3 clusters Score: Raw -1217834.254289 + Penalty 940.816322 = -1216893.437967 nChanged 2100 SP:Iteration 3F (3210.680437 sec): 3 clusters Score: Raw -1219408.876764 + Penalty 940.816322 = -1218468.060442 nChanged 2176 SP:Iteration 4F (3210.759596 sec): 3 clusters Score: Raw -1221314.109910 + Penalty 940.816322 = -1220373.293587 nChanged 1902 SP:Iteration 5F (3210.822256 sec): 3 clusters Score: Raw -1222837.383436 + Penalty 940.816322 = -1221896.567114 nChanged 1464 SP:Iteration 6Q (3210.903995 sec): 3 clusters Score: Raw -1223623.939771 + Penalty 940.816322 = -1222683.123448 nChanged 916 SP:Iteration 7Q (3210.980610 sec): 3 clusters Score: Raw -1223929.672706 + Penalty 940.816322 = -1222988.856383 nChanged 566 SP:Iteration 8Q (3211.055860 sec): 3 clusters Score: Raw -1224071.937371 + Penalty 940.816322 = -1223131.121048 nChanged 443 SP:Iteration 9Q (3211.132552 sec): 3 clusters Score: Raw -1224181.683622 + Penalty 940.816322 = -1223240.867299 nChanged 350 SP:Iteration 10Q (3211.210378 sec): 3 clusters Score: Raw -1224256.450429 + Penalty 940.816322 = -1223315.634106 nChanged 318 SP:Iteration 11Q (3211.290666 sec): 3 clusters Score: Raw -1224323.565744 + Penalty 940.816322 = -1223382.749421 nChanged 296 SP:Iteration 12Q (3211.363500 sec): 3 clusters Score: Raw -1224385.966891 + Penalty 940.816322 = -1223445.150568 nChanged 270 SP:Iteration 13Q (3211.433338 sec): 3 clusters Score: Raw -1224440.717726 + Penalty 940.816322 = -1223499.901404 nChanged 279 SP:Iteration 14Q (3211.512797 sec): 3 clusters Score: Raw -1224498.385088 + Penalty 940.816322 = -1223557.568766 nChanged 291 SP:Iteration 15Q (3211.581178 sec): 3 clusters Score: Raw -1224561.505725 + Penalty 940.816322 = -1223620.689403 nChanged 332 SP:Iteration 16Q (3211.655418 sec): 3 clusters Score: Raw -1224647.028056 + Penalty 940.816322 = -1223706.211734 nChanged 310 SP:Iteration 17Q (3211.737552 sec): 3 clusters Score: Raw -1224732.691680 + Penalty 940.816322 = -1223791.875358 nChanged 337 SP:Iteration 18Q (3211.812967 sec): 3 clusters Score: Raw -1224826.320351 + Penalty 940.816322 = -1223885.504028 nChanged 347 SP:Iteration 19Q (3211.881912 sec): 3 clusters Score: Raw -1224931.082508 + Penalty 940.816322 = -1223990.266186 nChanged 402 SP:Iteration 20F (3211.956222 sec): 3 clusters Score: Raw -1225073.874401 + Penalty 940.816322 = -1224133.058078 nChanged 391 SP:Iteration 21Q (3212.025374 sec): 3 clusters Score: Raw -1225210.255118 + Penalty 940.816322 = -1224269.438795 nChanged 412 SP:Iteration 22Q (3212.109163 sec): 3 clusters Score: Raw -1225355.443696 + Penalty 940.816322 = -1224414.627374 nChanged 389 SP:Iteration 23Q (3212.184167 sec): 3 clusters Score: Raw -1225494.097534 + Penalty 940.816322 = -1224553.281212 nChanged 411 SP:Iteration 24Q (3212.253520 sec): 3 clusters Score: Raw -1225658.833222 + Penalty 940.816322 = -1224718.016900 nChanged 424 SP:Iteration 25Q (3212.333644 sec): 3 clusters Score: Raw -1225827.961012 + Penalty 940.816322 = -1224887.144690 nChanged 411 SP:Iteration 26Q (3212.404196 sec): 3 clusters Score: Raw -1225981.418191 + Penalty 940.816322 = -1225040.601869 nChanged 401 SP:Iteration 27Q (3212.477012 sec): 3 clusters Score: Raw -1226131.102633 + Penalty 940.816322 = -1225190.286311 nChanged 399 SP:Iteration 28Q (3212.554908 sec): 3 clusters Score: Raw -1226285.916123 + Penalty 940.816322 = -1225345.099800 nChanged 382 SP:Iteration 29Q (3212.622351 sec): 3 clusters Score: Raw -1226428.521266 + Penalty 940.816322 = -1225487.704943 nChanged 350 SP:Iteration 30Q (3212.703202 sec): 3 clusters Score: Raw -1226554.189624 + Penalty 940.816322 = -1225613.373302 nChanged 326 SP:Iteration 31Q (3212.773117 sec): 3 clusters Score: Raw -1226655.254521 + Penalty 940.816322 = -1225714.438199 nChanged 288 SP:Iteration 32Q (3212.844975 sec): 3 clusters Score: Raw -1226741.075150 + Penalty 940.816322 = -1225800.258828 nChanged 279 SP:Iteration 33Q (3212.915853 sec): 3 clusters Score: Raw -1226822.747392 + Penalty 940.816322 = -1225881.931070 nChanged 263 SP:Iteration 34Q (3212.990230 sec): 3 clusters Score: Raw -1226898.254407 + Penalty 940.816322 = -1225957.438085 nChanged 246 SP:Iteration 35Q (3213.070658 sec): 3 clusters Score: Raw -1226967.301619 + Penalty 940.816322 = -1226026.485297 nChanged 207 SP:Iteration 36Q (3213.144892 sec): 3 clusters Score: Raw -1227022.792029 + Penalty 940.816322 = -1226081.975707 nChanged 191 SP:Iteration 37Q (3213.216592 sec): 3 clusters Score: Raw -1227070.290606 + Penalty 940.816322 = -1226129.474284 nChanged 148 SP:Iteration 38Q (3213.277205 sec): 3 clusters Score: Raw -1227102.308972 + Penalty 940.816322 = -1226161.492650 nChanged 129 SP:Iteration 39Q (3213.347407 sec): 3 clusters Score: Raw -1227131.959148 + Penalty 940.816322 = -1226191.142826 nChanged 121 SP:Iteration 40F (3213.429925 sec): 3 clusters Score: Raw -1227164.106269 + Penalty 940.816322 = -1226223.289947 nChanged 124 SP:Iteration 41Q (3213.496951 sec): 3 clusters Score: Raw -1227192.714436 + Penalty 940.816322 = -1226251.898113 nChanged 102 SP:Iteration 42Q (3213.568873 sec): 3 clusters Score: Raw -1227214.245219 + Penalty 940.816322 = -1226273.428896 nChanged 95 SP:Iteration 43Q (3213.632160 sec): 3 clusters Score: Raw -1227234.834674 + Penalty 940.816322 = -1226294.018351 nChanged 105 SP:Iteration 44Q (3213.715718 sec): 3 clusters Score: Raw -1227256.685160 + Penalty 940.816322 = -1226315.868837 nChanged 86 SP:Iteration 45Q (3213.791604 sec): 3 clusters Score: Raw -1227274.075319 + Penalty 940.816322 = -1226333.258996 nChanged 83 SP:Iteration 46Q (3213.874283 sec): 3 clusters Score: Raw -1227291.428959 + Penalty 940.816322 = -1226350.612637 nChanged 62 SP:Iteration 47Q (3213.942305 sec): 3 clusters Score: Raw -1227302.135434 + Penalty 940.816322 = -1226361.319112 nChanged 59 SP:Iteration 48Q (3214.017350 sec): 3 clusters Score: Raw -1227313.288662 + Penalty 940.816322 = -1226372.472340 nChanged 50 SP:Iteration 49Q (3214.088377 sec): 3 clusters Score: Raw -1227322.180726 + Penalty 940.816322 = -1226381.364403 nChanged 46 SP:Iteration 50Q (3214.165460 sec): 3 clusters Score: Raw -1227328.477148 + Penalty 940.816322 = -1226387.660825 nChanged 29 SP:Iteration 51Q (3214.239458 sec): 3 clusters Score: Raw -1227331.164309 + Penalty 940.816322 = -1226390.347987 nChanged 27 SP:Iteration 52Q (3214.305374 sec): 3 clusters Score: Raw -1227334.904619 + Penalty 940.816322 = -1226394.088297 nChanged 27 SP:Iteration 53Q (3214.381542 sec): 3 clusters Score: Raw -1227338.519152 + Penalty 940.816322 = -1226397.702830 nChanged 23 SP:Iteration 54Q (3214.459173 sec): 3 clusters Score: Raw -1227340.889585 + Penalty 940.816322 = -1226400.073263 nChanged 14 SP:Iteration 55Q (3214.531356 sec): 3 clusters Score: Raw -1227342.350138 + Penalty 940.816322 = -1226401.533816 nChanged 15 SP:Iteration 56Q (3214.597545 sec): 3 clusters Score: Raw -1227344.044915 + Penalty 940.816322 = -1226403.228593 nChanged 17 SP:Iteration 57Q (3214.665643 sec): 3 clusters Score: Raw -1227346.012380 + Penalty 940.816322 = -1226405.196058 nChanged 18 SP:Iteration 58Q (3214.736821 sec): 3 clusters Score: Raw -1227347.838302 + Penalty 940.816322 = -1226407.021979 nChanged 16 SP:Iteration 59Q (3214.814975 sec): 3 clusters Score: Raw -1227349.227112 + Penalty 940.816322 = -1226408.410790 nChanged 11 SP:Iteration 60F (3214.888469 sec): 3 clusters Score: Raw -1227350.076782 + Penalty 940.816322 = -1226409.260459 nChanged 10 SP:Iteration 61Q (3214.967402 sec): 3 clusters Score: Raw -1227350.974121 + Penalty 940.816322 = -1226410.157799 nChanged 7 SP:Iteration 62Q (3215.046540 sec): 3 clusters Score: Raw -1227351.652983 + Penalty 940.816322 = -1226410.836661 nChanged 8 SP:Iteration 63Q (3215.126566 sec): 3 clusters Score: Raw -1227352.652454 + Penalty 940.816322 = -1226411.836132 nChanged 11 SP:Iteration 64Q (3215.194008 sec): 3 clusters Score: Raw -1227353.979740 + Penalty 940.816322 = -1226413.163417 nChanged 14 SP:Iteration 65Q (3215.272268 sec): 3 clusters Score: Raw -1227354.938664 + Penalty 940.816322 = -1226414.122342 nChanged 4 SP:Iteration 66Q (3215.343874 sec): 3 clusters Score: Raw -1227355.053332 + Penalty 940.816322 = -1226414.237010 nChanged 1 SP:Iteration 67Q (3215.410364 sec): 3 clusters Score: Raw -1227355.112437 + Penalty 940.816322 = -1226414.296115 nChanged 0 SP:Iteration 68F (3215.495005 sec): 3 clusters Score: Raw -1227355.112437 + Penalty 940.816322 = -1226414.296115 nChanged 0 Score: Raw -17401290.050853 + Penalty 27318.534099 = -17373971.516754 Splitting cluster 32 changes total score from -17374016.923831 to -17373971.516754 So it's not getting split. Trying to split cluster 33 (1755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3223.422084 sec): 2 clusters Score: Raw -69595.049545 + Penalty 339.895198 = -69255.154347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3223.474699 sec): 3 clusters Score: Raw -68658.269938 + Penalty 679.790396 = -67978.479542 nChanged 676 SP:Iteration 1F (3223.521379 sec): 3 clusters Score: Raw -69072.451743 + Penalty 679.790396 = -68392.661347 nChanged 151 SP:Iteration 2F (3223.561007 sec): 3 clusters Score: Raw -69189.439516 + Penalty 679.790396 = -68509.649120 nChanged 127 SP:Iteration 3F (3223.617811 sec): 3 clusters Score: Raw -69289.213806 + Penalty 679.790396 = -68609.423409 nChanged 108 SP:Iteration 4F (3223.667273 sec): 3 clusters Score: Raw -69400.689627 + Penalty 679.790396 = -68720.899230 nChanged 93 SP:Iteration 5F (3223.708625 sec): 3 clusters Score: Raw -69493.925141 + Penalty 679.790396 = -68814.134744 nChanged 63 SP:Iteration 6Q (3223.754641 sec): 3 clusters Score: Raw -69543.108127 + Penalty 679.790396 = -68863.317730 nChanged 34 SP:Iteration 7Q (3223.805664 sec): 3 clusters Score: Raw -69566.595597 + Penalty 679.790396 = -68886.805201 nChanged 22 SP:Iteration 8Q (3223.854764 sec): 3 clusters Score: Raw -69589.183480 + Penalty 679.790396 = -68909.393084 nChanged 19 SP:Iteration 9Q (3223.895922 sec): 3 clusters Score: Raw -69609.452806 + Penalty 679.790396 = -68929.662409 nChanged 14 SP:Iteration 10Q (3223.949260 sec): 3 clusters Score: Raw -69623.850031 + Penalty 679.790396 = -68944.059635 nChanged 12 SP:Iteration 11Q (3224.000762 sec): 3 clusters Score: Raw -69631.077247 + Penalty 679.790396 = -68951.286851 nChanged 13 SP:Iteration 12Q (3224.047651 sec): 3 clusters Score: Raw -69638.037496 + Penalty 679.790396 = -68958.247100 nChanged 7 SP:Iteration 13Q (3224.096126 sec): 3 clusters Score: Raw -69640.975460 + Penalty 679.790396 = -68961.185063 nChanged 6 SP:Iteration 14Q (3224.140438 sec): 3 clusters Score: Raw -69642.808172 + Penalty 679.790396 = -68963.017776 nChanged 5 SP:Iteration 15Q (3224.184464 sec): 3 clusters Score: Raw -69644.756704 + Penalty 679.790396 = -68964.966307 nChanged 6 SP:Iteration 16Q (3224.234712 sec): 3 clusters Score: Raw -69652.481530 + Penalty 679.790396 = -68972.691134 nChanged 5 SP:Iteration 17Q (3224.285458 sec): 3 clusters Score: Raw -69654.109015 + Penalty 679.790396 = -68974.318618 nChanged 1 SP:Iteration 18Q (3224.335659 sec): 3 clusters Score: Raw -69655.492801 + Penalty 679.790396 = -68975.702405 nChanged 3 SP:Iteration 19Q (3224.391048 sec): 3 clusters Score: Raw -69656.781798 + Penalty 679.790396 = -68976.991402 nChanged 4 SP:Iteration 20F (3224.429802 sec): 3 clusters Score: Raw -69658.043414 + Penalty 679.790396 = -68978.253018 nChanged 1 SP:Iteration 21Q (3224.477510 sec): 3 clusters Score: Raw -69658.652762 + Penalty 679.790396 = -68978.862365 nChanged 1 SP:Iteration 22Q (3224.534576 sec): 3 clusters Score: Raw -69659.468350 + Penalty 679.790396 = -68979.677954 nChanged 1 SP:Iteration 23Q (3224.578744 sec): 3 clusters Score: Raw -69659.661406 + Penalty 679.790396 = -68979.871009 nChanged 0 SP:Iteration 24F (3224.624389 sec): 3 clusters Score: Raw -69659.661406 + Penalty 679.790396 = -68979.871009 nChanged 0 Trying to split cluster 34 (1663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3224.645661 sec): 2 clusters Score: Raw -61599.919669 + Penalty 337.445221 = -61262.474448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3224.682548 sec): 3 clusters Score: Raw -60749.308040 + Penalty 674.890442 = -60074.417598 nChanged 704 SP:Iteration 1F (3224.734114 sec): 3 clusters Score: Raw -61230.143559 + Penalty 674.890442 = -60555.253117 nChanged 121 SP:Iteration 2F (3224.778824 sec): 3 clusters Score: Raw -61334.932332 + Penalty 674.890442 = -60660.041890 nChanged 121 SP:Iteration 3F (3224.816245 sec): 3 clusters Score: Raw -61441.915138 + Penalty 674.890442 = -60767.024696 nChanged 91 SP:Iteration 4F (3224.862838 sec): 3 clusters Score: Raw -61526.391686 + Penalty 674.890442 = -60851.501244 nChanged 83 SP:Iteration 5Q (3224.903544 sec): 3 clusters Score: Raw -61597.047426 + Penalty 674.890442 = -60922.156985 nChanged 75 SP:Iteration 6Q (3224.945186 sec): 3 clusters Score: Raw -61655.977610 + Penalty 674.890442 = -60981.087169 nChanged 54 SP:Iteration 7Q (3224.992357 sec): 3 clusters Score: Raw -61687.532598 + Penalty 674.890442 = -61012.642156 nChanged 38 SP:Iteration 8Q (3225.041466 sec): 3 clusters Score: Raw -61708.254625 + Penalty 674.890442 = -61033.364184 nChanged 39 SP:Iteration 9Q (3225.087532 sec): 3 clusters Score: Raw -61742.902521 + Penalty 674.890442 = -61068.012080 nChanged 48 SP:Iteration 10Q (3225.128029 sec): 3 clusters Score: Raw -61785.362188 + Penalty 674.890442 = -61110.471747 nChanged 45 SP:Iteration 11Q (3225.165860 sec): 3 clusters Score: Raw -61822.095413 + Penalty 674.890442 = -61147.204971 nChanged 31 SP:Iteration 12Q (3225.212678 sec): 3 clusters Score: Raw -61852.958400 + Penalty 674.890442 = -61178.067958 nChanged 28 SP:Iteration 13Q (3225.257494 sec): 3 clusters Score: Raw -61878.799968 + Penalty 674.890442 = -61203.909526 nChanged 23 SP:Iteration 14Q (3225.303953 sec): 3 clusters Score: Raw -61893.513277 + Penalty 674.890442 = -61218.622835 nChanged 20 SP:Iteration 15Q (3225.345324 sec): 3 clusters Score: Raw -61909.310709 + Penalty 674.890442 = -61234.420267 nChanged 17 SP:Iteration 16Q (3225.390866 sec): 3 clusters Score: Raw -61925.009177 + Penalty 674.890442 = -61250.118735 nChanged 11 SP:Iteration 17Q (3225.444161 sec): 3 clusters Score: Raw -61933.638918 + Penalty 674.890442 = -61258.748476 nChanged 13 SP:Iteration 18Q (3225.478299 sec): 3 clusters Score: Raw -61947.903860 + Penalty 674.890442 = -61273.013419 nChanged 12 SP:Iteration 19Q (3225.523937 sec): 3 clusters Score: Raw -61959.226331 + Penalty 674.890442 = -61284.335889 nChanged 10 SP:Iteration 20F (3225.574630 sec): 3 clusters Score: Raw -61972.865838 + Penalty 674.890442 = -61297.975396 nChanged 11 SP:Iteration 21Q (3225.619325 sec): 3 clusters Score: Raw -61984.067860 + Penalty 674.890442 = -61309.177418 nChanged 11 SP:Iteration 22Q (3225.666462 sec): 3 clusters Score: Raw -61992.851459 + Penalty 674.890442 = -61317.961018 nChanged 13 SP:Iteration 23Q (3225.708466 sec): 3 clusters Score: Raw -61999.534373 + Penalty 674.890442 = -61324.643931 nChanged 6 SP:Iteration 24Q (3225.743758 sec): 3 clusters Score: Raw -62000.983793 + Penalty 674.890442 = -61326.093352 nChanged 4 SP:Iteration 25Q (3225.790725 sec): 3 clusters Score: Raw -62001.726062 + Penalty 674.890442 = -61326.835620 nChanged 1 SP:Iteration 26Q (3225.835668 sec): 3 clusters Score: Raw -62002.104043 + Penalty 674.890442 = -61327.213601 nChanged 1 SP:Iteration 27Q (3225.873980 sec): 3 clusters Score: Raw -62002.171746 + Penalty 674.890442 = -61327.281304 nChanged 0 SP:Iteration 28F (3225.926936 sec): 3 clusters Score: Raw -62002.171746 + Penalty 674.890442 = -61327.281304 nChanged 0 Score: Raw -17401153.672101 + Penalty 27318.534099 = -17373835.138002 Splitting cluster 34 changes total score from -17374016.923831 to -17373835.138002 So it's not getting split. Trying to split cluster 35 (1002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3233.795108 sec): 2 clusters Score: Raw -39597.173150 + Penalty 314.393774 = -39282.779376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3233.835730 sec): 3 clusters Score: Raw -39118.532153 + Penalty 628.787549 = -38489.744604 nChanged 385 SP:Iteration 1F (3233.877163 sec): 3 clusters Score: Raw -39351.003367 + Penalty 628.787549 = -38722.215818 nChanged 75 SP:Iteration 2F (3233.924693 sec): 3 clusters Score: Raw -39397.818573 + Penalty 628.787549 = -38769.031024 nChanged 56 SP:Iteration 3F (3233.960083 sec): 3 clusters Score: Raw -39434.836698 + Penalty 628.787549 = -38806.049150 nChanged 35 SP:Iteration 4Q (3234.007649 sec): 3 clusters Score: Raw -39454.827957 + Penalty 628.787549 = -38826.040408 nChanged 32 SP:Iteration 5Q (3234.049125 sec): 3 clusters Score: Raw -39480.585292 + Penalty 628.787549 = -38851.797743 nChanged 32 SP:Iteration 6Q (3234.089270 sec): 3 clusters Score: Raw -39502.353701 + Penalty 628.787549 = -38873.566152 nChanged 26 SP:Iteration 7Q (3234.135184 sec): 3 clusters Score: Raw -39517.129944 + Penalty 628.787549 = -38888.342396 nChanged 33 SP:Iteration 8Q (3234.165789 sec): 3 clusters Score: Raw -39535.781767 + Penalty 628.787549 = -38906.994219 nChanged 30 SP:Iteration 9Q (3234.205299 sec): 3 clusters Score: Raw -39554.494721 + Penalty 628.787549 = -38925.707173 nChanged 24 SP:Iteration 10Q (3234.244894 sec): 3 clusters Score: Raw -39568.514853 + Penalty 628.787549 = -38939.727304 nChanged 20 SP:Iteration 11Q (3234.281571 sec): 3 clusters Score: Raw -39577.914736 + Penalty 628.787549 = -38949.127187 nChanged 12 SP:Iteration 12Q (3234.325986 sec): 3 clusters Score: Raw -39584.870833 + Penalty 628.787549 = -38956.083285 nChanged 15 SP:Iteration 13Q (3234.376144 sec): 3 clusters Score: Raw -39592.922661 + Penalty 628.787549 = -38964.135112 nChanged 10 SP:Iteration 14Q (3234.418960 sec): 3 clusters Score: Raw -39597.946099 + Penalty 628.787549 = -38969.158550 nChanged 7 SP:Iteration 15Q (3234.458494 sec): 3 clusters Score: Raw -39601.248701 + Penalty 628.787549 = -38972.461153 nChanged 6 SP:Iteration 16Q (3234.497781 sec): 3 clusters Score: Raw -39602.774843 + Penalty 628.787549 = -38973.987295 nChanged 3 SP:Iteration 17Q (3234.542676 sec): 3 clusters Score: Raw -39603.654097 + Penalty 628.787549 = -38974.866548 nChanged 4 SP:Iteration 18Q (3234.597610 sec): 3 clusters Score: Raw -39605.671467 + Penalty 628.787549 = -38976.883918 nChanged 2 SP:Iteration 19Q (3234.636450 sec): 3 clusters Score: Raw -39605.939707 + Penalty 628.787549 = -38977.152159 nChanged 1 SP:Iteration 20F (3234.688708 sec): 3 clusters Score: Raw -39606.159668 + Penalty 628.787549 = -38977.372120 nChanged 1 SP:Iteration 21Q (3234.731752 sec): 3 clusters Score: Raw -39606.526381 + Penalty 628.787549 = -38977.738833 nChanged 3 SP:Iteration 22Q (3234.775178 sec): 3 clusters Score: Raw -39607.469919 + Penalty 628.787549 = -38978.682370 nChanged 1 SP:Iteration 23Q (3234.819730 sec): 3 clusters Score: Raw -39607.659186 + Penalty 628.787549 = -38978.871637 nChanged 1 SP:Iteration 24Q (3234.865598 sec): 3 clusters Score: Raw -39607.887353 + Penalty 628.787549 = -38979.099804 nChanged 1 SP:Iteration 25Q (3234.907171 sec): 3 clusters Score: Raw -39608.103185 + Penalty 628.787549 = -38979.315636 nChanged 1 SP:Iteration 26Q (3234.952270 sec): 3 clusters Score: Raw -39608.322977 + Penalty 628.787549 = -38979.535429 nChanged 1 SP:Iteration 27Q (3234.998890 sec): 3 clusters Score: Raw -39608.531621 + Penalty 628.787549 = -38979.744073 nChanged 1 SP:Iteration 28Q (3235.051362 sec): 3 clusters Score: Raw -39609.216133 + Penalty 628.787549 = -38980.428585 nChanged 3 SP:Iteration 29Q (3235.104937 sec): 3 clusters Score: Raw -39610.869661 + Penalty 628.787549 = -38982.082112 nChanged 2 SP:Iteration 30Q (3235.147338 sec): 3 clusters Score: Raw -39611.099761 + Penalty 628.787549 = -38982.312212 nChanged 1 SP:Iteration 31Q (3235.199563 sec): 3 clusters Score: Raw -39611.217436 + Penalty 628.787549 = -38982.429887 nChanged 0 SP:Iteration 32F (3235.250227 sec): 3 clusters Score: Raw -39611.217436 + Penalty 628.787549 = -38982.429887 nChanged 0 Trying to split cluster 36 (907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3235.272529 sec): 2 clusters Score: Raw -32931.094035 + Penalty 309.861481 = -32621.232553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3235.321282 sec): 3 clusters Score: Raw -32488.842995 + Penalty 619.722963 = -31869.120032 nChanged 346 SP:Iteration 1F (3235.380310 sec): 3 clusters Score: Raw -32701.441810 + Penalty 619.722963 = -32081.718847 nChanged 87 SP:Iteration 2F (3235.423717 sec): 3 clusters Score: Raw -32768.642787 + Penalty 619.722963 = -32148.919824 nChanged 59 SP:Iteration 3F (3235.469874 sec): 3 clusters Score: Raw -32808.330306 + Penalty 619.722963 = -32188.607343 nChanged 31 SP:Iteration 4Q (3235.520587 sec): 3 clusters Score: Raw -32828.064063 + Penalty 619.722963 = -32208.341100 nChanged 24 SP:Iteration 5Q (3235.568466 sec): 3 clusters Score: Raw -32847.298122 + Penalty 619.722963 = -32227.575159 nChanged 24 SP:Iteration 6Q (3235.617059 sec): 3 clusters Score: Raw -32861.850075 + Penalty 619.722963 = -32242.127112 nChanged 20 SP:Iteration 7Q (3235.669009 sec): 3 clusters Score: Raw -32877.329724 + Penalty 619.722963 = -32257.606761 nChanged 24 SP:Iteration 8Q (3235.725366 sec): 3 clusters Score: Raw -32890.317769 + Penalty 619.722963 = -32270.594806 nChanged 14 SP:Iteration 9Q (3235.773840 sec): 3 clusters Score: Raw -32907.187011 + Penalty 619.722963 = -32287.464048 nChanged 16 SP:Iteration 10Q (3235.807801 sec): 3 clusters Score: Raw -32935.299597 + Penalty 619.722963 = -32315.576634 nChanged 20 SP:Iteration 11Q (3235.858405 sec): 3 clusters Score: Raw -32956.250587 + Penalty 619.722963 = -32336.527624 nChanged 19 SP:Iteration 12Q (3235.897259 sec): 3 clusters Score: Raw -32967.059923 + Penalty 619.722963 = -32347.336961 nChanged 12 SP:Iteration 13Q (3235.954799 sec): 3 clusters Score: Raw -32971.242405 + Penalty 619.722963 = -32351.519443 nChanged 6 SP:Iteration 14Q (3235.990234 sec): 3 clusters Score: Raw -32973.134872 + Penalty 619.722963 = -32353.411909 nChanged 4 SP:Iteration 15Q (3236.035122 sec): 3 clusters Score: Raw -32974.836750 + Penalty 619.722963 = -32355.113787 nChanged 7 SP:Iteration 16Q (3236.080784 sec): 3 clusters Score: Raw -32978.507088 + Penalty 619.722963 = -32358.784125 nChanged 4 SP:Iteration 17Q (3236.127631 sec): 3 clusters Score: Raw -32979.720425 + Penalty 619.722963 = -32359.997462 nChanged 4 SP:Iteration 18Q (3236.182419 sec): 3 clusters Score: Raw -32980.898224 + Penalty 619.722963 = -32361.175261 nChanged 2 SP:Iteration 19Q (3236.237240 sec): 3 clusters Score: Raw -32981.482407 + Penalty 619.722963 = -32361.759444 nChanged 2 SP:Iteration 20F (3236.288397 sec): 3 clusters Score: Raw -32981.899090 + Penalty 619.722963 = -32362.176127 nChanged 1 SP:Iteration 21Q (3236.337883 sec): 3 clusters Score: Raw -32982.055975 + Penalty 619.722963 = -32362.333012 nChanged 0 SP:Iteration 22F (3236.379796 sec): 3 clusters Score: Raw -32982.055975 + Penalty 619.722963 = -32362.333012 nChanged 0 Trying to split cluster 37 (64668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3236.466057 sec): 2 clusters Score: Raw -2541251.732054 + Penalty 504.004490 = -2540747.727564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3236.576971 sec): 3 clusters Score: Raw -2498443.705724 + Penalty 1008.008981 = -2497435.696743 nChanged 31329 SP:Iteration 1F (3236.684592 sec): 3 clusters Score: Raw -2519446.868297 + Penalty 1008.008981 = -2518438.859316 nChanged 4280 SP:Iteration 2F (3236.784155 sec): 3 clusters Score: Raw -2521864.280380 + Penalty 1008.008981 = -2520856.271399 nChanged 4476 SP:Iteration 3F (3236.895387 sec): 3 clusters Score: Raw -2524762.699897 + Penalty 1008.008981 = -2523754.690917 nChanged 4229 SP:Iteration 4F (3237.004213 sec): 3 clusters Score: Raw -2527901.200433 + Penalty 1008.008981 = -2526893.191452 nChanged 3720 SP:Iteration 5F (3237.112396 sec): 3 clusters Score: Raw -2530727.261028 + Penalty 1008.008981 = -2529719.252047 nChanged 3061 SP:Iteration 6Q (3237.227373 sec): 3 clusters Score: Raw -2532461.847274 + Penalty 1008.008981 = -2531453.838293 nChanged 2052 SP:Iteration 7Q (3237.345234 sec): 3 clusters Score: Raw -2533276.289709 + Penalty 1008.008981 = -2532268.280728 nChanged 1373 SP:Iteration 8Q (3237.454177 sec): 3 clusters Score: Raw -2533709.676472 + Penalty 1008.008981 = -2532701.667491 nChanged 1089 SP:Iteration 9Q (3237.559878 sec): 3 clusters Score: Raw -2534031.560018 + Penalty 1008.008981 = -2533023.551037 nChanged 1048 SP:Iteration 10Q (3237.656281 sec): 3 clusters Score: Raw -2534353.039521 + Penalty 1008.008981 = -2533345.030540 nChanged 1091 SP:Iteration 11Q (3237.776842 sec): 3 clusters Score: Raw -2534708.183774 + Penalty 1008.008981 = -2533700.174793 nChanged 1093 SP:Iteration 12Q (3237.887222 sec): 3 clusters Score: Raw -2535081.061479 + Penalty 1008.008981 = -2534073.052498 nChanged 1186 SP:Iteration 13Q (3237.993565 sec): 3 clusters Score: Raw -2535489.984074 + Penalty 1008.008981 = -2534481.975093 nChanged 1124 SP:Iteration 14Q (3238.090714 sec): 3 clusters Score: Raw -2535874.877143 + Penalty 1008.008981 = -2534866.868162 nChanged 1117 SP:Iteration 15Q (3238.204533 sec): 3 clusters Score: Raw -2536288.227701 + Penalty 1008.008981 = -2535280.218720 nChanged 1057 SP:Iteration 16Q (3238.306606 sec): 3 clusters Score: Raw -2536690.197320 + Penalty 1008.008981 = -2535682.188339 nChanged 1050 SP:Iteration 17Q (3238.412715 sec): 3 clusters Score: Raw -2537118.281207 + Penalty 1008.008981 = -2536110.272226 nChanged 1053 SP:Iteration 18Q (3238.524005 sec): 3 clusters Score: Raw -2537552.825660 + Penalty 1008.008981 = -2536544.816680 nChanged 995 SP:Iteration 19Q (3238.631415 sec): 3 clusters Score: Raw -2537976.544954 + Penalty 1008.008981 = -2536968.535973 nChanged 956 SP:Iteration 20F (3238.738787 sec): 3 clusters Score: Raw -2538400.946321 + Penalty 1008.008981 = -2537392.937340 nChanged 918 SP:Iteration 21Q (3238.853356 sec): 3 clusters Score: Raw -2538814.555996 + Penalty 1008.008981 = -2537806.547015 nChanged 859 SP:Iteration 22Q (3238.961367 sec): 3 clusters Score: Raw -2539218.897086 + Penalty 1008.008981 = -2538210.888105 nChanged 780 SP:Iteration 23Q (3239.069966 sec): 3 clusters Score: Raw -2539599.652498 + Penalty 1008.008981 = -2538591.643517 nChanged 673 SP:Iteration 24Q (3239.169519 sec): 3 clusters Score: Raw -2539921.232103 + Penalty 1008.008981 = -2538913.223123 nChanged 551 SP:Iteration 25Q (3239.280496 sec): 3 clusters Score: Raw -2540172.107357 + Penalty 1008.008981 = -2539164.098376 nChanged 482 SP:Iteration 26Q (3239.383833 sec): 3 clusters Score: Raw -2540393.889309 + Penalty 1008.008981 = -2539385.880328 nChanged 428 SP:Iteration 27Q (3239.489365 sec): 3 clusters Score: Raw -2540600.913118 + Penalty 1008.008981 = -2539592.904137 nChanged 366 SP:Iteration 28Q (3239.594315 sec): 3 clusters Score: Raw -2540775.693893 + Penalty 1008.008981 = -2539767.684912 nChanged 287 SP:Iteration 29Q (3239.695225 sec): 3 clusters Score: Raw -2540910.978708 + Penalty 1008.008981 = -2539902.969727 nChanged 218 SP:Iteration 30Q (3239.790033 sec): 3 clusters Score: Raw -2541007.535491 + Penalty 1008.008981 = -2539999.526510 nChanged 162 SP:Iteration 31Q (3239.892154 sec): 3 clusters Score: Raw -2541077.073084 + Penalty 1008.008981 = -2540069.064103 nChanged 140 SP:Iteration 32Q (3239.971770 sec): 3 clusters Score: Raw -2541135.197997 + Penalty 1008.008981 = -2540127.189016 nChanged 121 SP:Iteration 33Q (3240.075495 sec): 3 clusters Score: Raw -2541191.272216 + Penalty 1008.008981 = -2540183.263235 nChanged 101 SP:Iteration 34Q (3240.177039 sec): 3 clusters Score: Raw -2541245.258015 + Penalty 1008.008981 = -2540237.249034 nChanged 63 SP:Iteration 35Q (3240.275372 sec): 3 clusters Score: Raw -2541274.036608 + Penalty 1008.008981 = -2540266.027627 nChanged 59 SP:Iteration 36Q (3240.378454 sec): 3 clusters Score: Raw -2541299.566830 + Penalty 1008.008981 = -2540291.557849 nChanged 40 SP:Iteration 37Q (3240.472877 sec): 3 clusters Score: Raw -2541313.732852 + Penalty 1008.008981 = -2540305.723871 nChanged 38 SP:Iteration 38Q (3240.578344 sec): 3 clusters Score: Raw -2541327.554086 + Penalty 1008.008981 = -2540319.545105 nChanged 31 SP:Iteration 39Q (3240.676475 sec): 3 clusters Score: Raw -2541338.297205 + Penalty 1008.008981 = -2540330.288224 nChanged 22 SP:Iteration 40F (3240.789252 sec): 3 clusters Score: Raw -2541345.668823 + Penalty 1008.008981 = -2540337.659842 nChanged 21 SP:Iteration 41Q (3240.894509 sec): 3 clusters Score: Raw -2541352.365952 + Penalty 1008.008981 = -2540344.356971 nChanged 12 SP:Iteration 42Q (3240.981747 sec): 3 clusters Score: Raw -2541355.774213 + Penalty 1008.008981 = -2540347.765232 nChanged 13 SP:Iteration 43Q (3241.084944 sec): 3 clusters Score: Raw -2541358.604384 + Penalty 1008.008981 = -2540350.595404 nChanged 5 SP:Iteration 44Q (3241.182354 sec): 3 clusters Score: Raw -2541359.367400 + Penalty 1008.008981 = -2540351.358419 nChanged 3 SP:Iteration 45Q (3241.287270 sec): 3 clusters Score: Raw -2541359.506248 + Penalty 1008.008981 = -2540351.497267 nChanged 0 SP:Iteration 46F (3241.382700 sec): 3 clusters Score: Raw -2541359.506248 + Penalty 1008.008981 = -2540351.497267 nChanged 0 Trying to split cluster 38 (3283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3241.406219 sec): 2 clusters Score: Raw -125360.134626 + Penalty 368.391338 = -124991.743288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3241.466541 sec): 3 clusters Score: Raw -123529.782253 + Penalty 736.782675 = -122792.999578 nChanged 1433 SP:Iteration 1F (3241.498345 sec): 3 clusters Score: Raw -124470.974279 + Penalty 736.782675 = -123734.191604 nChanged 221 SP:Iteration 2F (3241.552459 sec): 3 clusters Score: Raw -124584.285525 + Penalty 736.782675 = -123847.502850 nChanged 165 SP:Iteration 3F (3241.592979 sec): 3 clusters Score: Raw -124683.398511 + Penalty 736.782675 = -123946.615835 nChanged 146 SP:Iteration 4Q (3241.642654 sec): 3 clusters Score: Raw -124779.818849 + Penalty 736.782675 = -124043.036174 nChanged 154 SP:Iteration 5Q (3241.695408 sec): 3 clusters Score: Raw -124864.019574 + Penalty 736.782675 = -124127.236898 nChanged 131 SP:Iteration 6Q (3241.742648 sec): 3 clusters Score: Raw -124937.326146 + Penalty 736.782675 = -124200.543471 nChanged 111 SP:Iteration 7Q (3241.795849 sec): 3 clusters Score: Raw -124994.017880 + Penalty 736.782675 = -124257.235204 nChanged 80 SP:Iteration 8Q (3241.835247 sec): 3 clusters Score: Raw -125036.899789 + Penalty 736.782675 = -124300.117114 nChanged 80 SP:Iteration 9Q (3241.882477 sec): 3 clusters Score: Raw -125078.340176 + Penalty 736.782675 = -124341.557500 nChanged 64 SP:Iteration 10Q (3241.928970 sec): 3 clusters Score: Raw -125106.828722 + Penalty 736.782675 = -124370.046047 nChanged 52 SP:Iteration 11Q (3241.978102 sec): 3 clusters Score: Raw -125141.285975 + Penalty 736.782675 = -124404.503299 nChanged 55 SP:Iteration 12Q (3242.037604 sec): 3 clusters Score: Raw -125170.989320 + Penalty 736.782675 = -124434.206645 nChanged 49 SP:Iteration 13Q (3242.075281 sec): 3 clusters Score: Raw -125191.551356 + Penalty 736.782675 = -124454.768680 nChanged 45 SP:Iteration 14Q (3242.126169 sec): 3 clusters Score: Raw -125209.061045 + Penalty 736.782675 = -124472.278370 nChanged 45 SP:Iteration 15Q (3242.168242 sec): 3 clusters Score: Raw -125228.680464 + Penalty 736.782675 = -124491.897789 nChanged 44 SP:Iteration 16Q (3242.213513 sec): 3 clusters Score: Raw -125251.951519 + Penalty 736.782675 = -124515.168843 nChanged 48 SP:Iteration 17Q (3242.272125 sec): 3 clusters Score: Raw -125276.012293 + Penalty 736.782675 = -124539.229618 nChanged 52 SP:Iteration 18Q (3242.308981 sec): 3 clusters Score: Raw -125301.497751 + Penalty 736.782675 = -124564.715076 nChanged 44 SP:Iteration 19Q (3242.356075 sec): 3 clusters Score: Raw -125322.072525 + Penalty 736.782675 = -124585.289849 nChanged 38 SP:Iteration 20F (3242.400881 sec): 3 clusters Score: Raw -125349.300731 + Penalty 736.782675 = -124612.518055 nChanged 33 SP:Iteration 21Q (3242.446925 sec): 3 clusters Score: Raw -125374.360495 + Penalty 736.782675 = -124637.577819 nChanged 31 SP:Iteration 22Q (3242.488966 sec): 3 clusters Score: Raw -125400.123647 + Penalty 736.782675 = -124663.340971 nChanged 33 SP:Iteration 23Q (3242.536548 sec): 3 clusters Score: Raw -125421.911351 + Penalty 736.782675 = -124685.128675 nChanged 33 SP:Iteration 24Q (3242.573661 sec): 3 clusters Score: Raw -125445.591681 + Penalty 736.782675 = -124708.809006 nChanged 31 SP:Iteration 25Q (3242.618371 sec): 3 clusters Score: Raw -125459.577019 + Penalty 736.782675 = -124722.794343 nChanged 14 SP:Iteration 26Q (3242.669620 sec): 3 clusters Score: Raw -125463.563640 + Penalty 736.782675 = -124726.780965 nChanged 9 SP:Iteration 27Q (3242.720493 sec): 3 clusters Score: Raw -125465.267805 + Penalty 736.782675 = -124728.485130 nChanged 5 SP:Iteration 28Q (3242.756078 sec): 3 clusters Score: Raw -125466.484205 + Penalty 736.782675 = -124729.701530 nChanged 5 SP:Iteration 29Q (3242.801371 sec): 3 clusters Score: Raw -125466.966234 + Penalty 736.782675 = -124730.183559 nChanged 4 SP:Iteration 30Q (3242.846248 sec): 3 clusters Score: Raw -125467.446284 + Penalty 736.782675 = -124730.663608 nChanged 2 SP:Iteration 31Q (3242.895096 sec): 3 clusters Score: Raw -125467.623780 + Penalty 736.782675 = -124730.841105 nChanged 0 SP:Iteration 32F (3242.935700 sec): 3 clusters Score: Raw -125467.623780 + Penalty 736.782675 = -124730.841105 nChanged 0 Trying to split cluster 39 (9268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3242.975715 sec): 2 clusters Score: Raw -384180.780574 + Penalty 415.611691 = -383765.168883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3243.026062 sec): 3 clusters Score: Raw -378524.879813 + Penalty 831.223383 = -377693.656430 nChanged 4280 SP:Iteration 1F (3243.076761 sec): 3 clusters Score: Raw -381252.566056 + Penalty 831.223383 = -380421.342674 nChanged 664 SP:Iteration 2F (3243.124236 sec): 3 clusters Score: Raw -381755.541664 + Penalty 831.223383 = -380924.318282 nChanged 641 SP:Iteration 3F (3243.186787 sec): 3 clusters Score: Raw -382293.266791 + Penalty 831.223383 = -381462.043408 nChanged 611 SP:Iteration 4F (3243.235651 sec): 3 clusters Score: Raw -382762.952534 + Penalty 831.223383 = -381931.729152 nChanged 518 SP:Iteration 5F (3243.286318 sec): 3 clusters Score: Raw -383079.296127 + Penalty 831.223383 = -382248.072745 nChanged 339 SP:Iteration 6Q (3243.347818 sec): 3 clusters Score: Raw -383217.443069 + Penalty 831.223383 = -382386.219687 nChanged 230 SP:Iteration 7Q (3243.401914 sec): 3 clusters Score: Raw -383299.737671 + Penalty 831.223383 = -382468.514289 nChanged 171 SP:Iteration 8Q (3243.442533 sec): 3 clusters Score: Raw -383362.746013 + Penalty 831.223383 = -382531.522631 nChanged 176 SP:Iteration 9Q (3243.493404 sec): 3 clusters Score: Raw -383420.803369 + Penalty 831.223383 = -382589.579986 nChanged 149 SP:Iteration 10Q (3243.550428 sec): 3 clusters Score: Raw -383464.198618 + Penalty 831.223383 = -382632.975236 nChanged 116 SP:Iteration 11Q (3243.606031 sec): 3 clusters Score: Raw -383503.968519 + Penalty 831.223383 = -382672.745137 nChanged 141 SP:Iteration 12Q (3243.650418 sec): 3 clusters Score: Raw -383556.903468 + Penalty 831.223383 = -382725.680085 nChanged 127 SP:Iteration 13Q (3243.698460 sec): 3 clusters Score: Raw -383598.592900 + Penalty 831.223383 = -382767.369517 nChanged 128 SP:Iteration 14Q (3243.750828 sec): 3 clusters Score: Raw -383639.427265 + Penalty 831.223383 = -382808.203882 nChanged 116 SP:Iteration 15Q (3243.799202 sec): 3 clusters Score: Raw -383677.575744 + Penalty 831.223383 = -382846.352362 nChanged 115 SP:Iteration 16Q (3243.859007 sec): 3 clusters Score: Raw -383713.167009 + Penalty 831.223383 = -382881.943626 nChanged 103 SP:Iteration 17Q (3243.913843 sec): 3 clusters Score: Raw -383748.402041 + Penalty 831.223383 = -382917.178659 nChanged 107 SP:Iteration 18Q (3243.966660 sec): 3 clusters Score: Raw -383787.845804 + Penalty 831.223383 = -382956.622422 nChanged 114 SP:Iteration 19Q (3244.010254 sec): 3 clusters Score: Raw -383825.082375 + Penalty 831.223383 = -382993.858993 nChanged 97 SP:Iteration 20F (3244.070118 sec): 3 clusters Score: Raw -383853.457676 + Penalty 831.223383 = -383022.234294 nChanged 88 SP:Iteration 21Q (3244.127440 sec): 3 clusters Score: Raw -383875.819392 + Penalty 831.223383 = -383044.596009 nChanged 80 SP:Iteration 22Q (3244.171161 sec): 3 clusters Score: Raw -383898.417003 + Penalty 831.223383 = -383067.193620 nChanged 80 SP:Iteration 23Q (3244.222913 sec): 3 clusters Score: Raw -383920.672166 + Penalty 831.223383 = -383089.448784 nChanged 85 SP:Iteration 24Q (3244.283020 sec): 3 clusters Score: Raw -383944.852734 + Penalty 831.223383 = -383113.629351 nChanged 88 SP:Iteration 25Q (3244.338620 sec): 3 clusters Score: Raw -383972.303467 + Penalty 831.223383 = -383141.080084 nChanged 82 SP:Iteration 26Q (3244.382982 sec): 3 clusters Score: Raw -384001.796657 + Penalty 831.223383 = -383170.573274 nChanged 91 SP:Iteration 27Q (3244.436418 sec): 3 clusters Score: Raw -384037.894277 + Penalty 831.223383 = -383206.670895 nChanged 83 SP:Iteration 28Q (3244.480085 sec): 3 clusters Score: Raw -384069.827613 + Penalty 831.223383 = -383238.604231 nChanged 84 SP:Iteration 29Q (3244.544652 sec): 3 clusters Score: Raw -384103.834754 + Penalty 831.223383 = -383272.611372 nChanged 81 SP:Iteration 30Q (3244.589384 sec): 3 clusters Score: Raw -384136.173174 + Penalty 831.223383 = -383304.949792 nChanged 77 SP:Iteration 31Q (3244.644782 sec): 3 clusters Score: Raw -384169.086600 + Penalty 831.223383 = -383337.863218 nChanged 84 SP:Iteration 32Q (3244.693058 sec): 3 clusters Score: Raw -384196.882691 + Penalty 831.223383 = -383365.659309 nChanged 77 SP:Iteration 33Q (3244.742653 sec): 3 clusters Score: Raw -384218.944093 + Penalty 831.223383 = -383387.720710 nChanged 59 SP:Iteration 34Q (3244.793824 sec): 3 clusters Score: Raw -384236.591275 + Penalty 831.223383 = -383405.367893 nChanged 53 SP:Iteration 35Q (3244.855918 sec): 3 clusters Score: Raw -384250.744275 + Penalty 831.223383 = -383419.520893 nChanged 50 SP:Iteration 36Q (3244.907344 sec): 3 clusters Score: Raw -384268.360888 + Penalty 831.223383 = -383437.137505 nChanged 41 SP:Iteration 37Q (3244.952503 sec): 3 clusters Score: Raw -384280.843223 + Penalty 831.223383 = -383449.619840 nChanged 41 SP:Iteration 38Q (3245.007231 sec): 3 clusters Score: Raw -384293.752689 + Penalty 831.223383 = -383462.529306 nChanged 43 SP:Iteration 39Q (3245.052402 sec): 3 clusters Score: Raw -384306.108365 + Penalty 831.223383 = -383474.884983 nChanged 39 SP:Iteration 40F (3245.116342 sec): 3 clusters Score: Raw -384314.732848 + Penalty 831.223383 = -383483.509465 nChanged 34 SP:Iteration 41Q (3245.160849 sec): 3 clusters Score: Raw -384324.180392 + Penalty 831.223383 = -383492.957010 nChanged 23 SP:Iteration 42Q (3245.222372 sec): 3 clusters Score: Raw -384327.551730 + Penalty 831.223383 = -383496.328348 nChanged 10 SP:Iteration 43Q (3245.267376 sec): 3 clusters Score: Raw -384328.773533 + Penalty 831.223383 = -383497.550151 nChanged 9 SP:Iteration 44Q (3245.324489 sec): 3 clusters Score: Raw -384329.813545 + Penalty 831.223383 = -383498.590163 nChanged 6 SP:Iteration 45Q (3245.373990 sec): 3 clusters Score: Raw -384330.518674 + Penalty 831.223383 = -383499.295292 nChanged 8 SP:Iteration 46Q (3245.416596 sec): 3 clusters Score: Raw -384331.377475 + Penalty 831.223383 = -383500.154092 nChanged 6 SP:Iteration 47Q (3245.475541 sec): 3 clusters Score: Raw -384331.964376 + Penalty 831.223383 = -383500.740994 nChanged 3 SP:Iteration 48Q (3245.532058 sec): 3 clusters Score: Raw -384332.097596 + Penalty 831.223383 = -383500.874213 nChanged 3 SP:Iteration 49Q (3245.575760 sec): 3 clusters Score: Raw -384332.306921 + Penalty 831.223383 = -383501.083538 nChanged 2 SP:Iteration 50Q (3245.625262 sec): 3 clusters Score: Raw -384332.401250 + Penalty 831.223383 = -383501.177868 nChanged 0 SP:Iteration 51F (3245.687874 sec): 3 clusters Score: Raw -384332.401250 + Penalty 831.223383 = -383501.177868 nChanged 0 Trying to split cluster 40 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3245.700807 sec): 2 clusters Score: Raw -25500.559780 + Penalty 297.943969 = -25202.615811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3245.748700 sec): 3 clusters Score: Raw -25228.951249 + Penalty 595.887938 = -24633.063310 nChanged 276 SP:Iteration 1F (3245.801676 sec): 3 clusters Score: Raw -25443.081315 + Penalty 595.887938 = -24847.193377 nChanged 71 SP:Iteration 2F (3245.847429 sec): 3 clusters Score: Raw -25506.441395 + Penalty 595.887938 = -24910.553457 nChanged 49 SP:Iteration 3F (3245.886554 sec): 3 clusters Score: Raw -25550.098209 + Penalty 595.887938 = -24954.210271 nChanged 39 SP:Iteration 4F (3245.935871 sec): 3 clusters Score: Raw -25586.591935 + Penalty 595.887938 = -24990.703996 nChanged 33 SP:Iteration 5Q (3245.989899 sec): 3 clusters Score: Raw -25627.755884 + Penalty 595.887938 = -25031.867945 nChanged 24 SP:Iteration 6Q (3246.034512 sec): 3 clusters Score: Raw -25668.532037 + Penalty 595.887938 = -25072.644098 nChanged 29 SP:Iteration 7Q (3246.076639 sec): 3 clusters Score: Raw -25706.850317 + Penalty 595.887938 = -25110.962378 nChanged 17 SP:Iteration 8Q (3246.107737 sec): 3 clusters Score: Raw -25723.899919 + Penalty 595.887938 = -25128.011980 nChanged 10 SP:Iteration 9Q (3246.157331 sec): 3 clusters Score: Raw -25733.971722 + Penalty 595.887938 = -25138.083784 nChanged 8 SP:Iteration 10Q (3246.194158 sec): 3 clusters Score: Raw -25740.451139 + Penalty 595.887938 = -25144.563201 nChanged 3 SP:Iteration 11Q (3246.246512 sec): 3 clusters Score: Raw -25742.738906 + Penalty 595.887938 = -25146.850967 nChanged 3 SP:Iteration 12Q (3246.290317 sec): 3 clusters Score: Raw -25745.278347 + Penalty 595.887938 = -25149.390409 nChanged 4 SP:Iteration 13Q (3246.335473 sec): 3 clusters Score: Raw -25748.715908 + Penalty 595.887938 = -25152.827970 nChanged 3 SP:Iteration 14Q (3246.370093 sec): 3 clusters Score: Raw -25751.903496 + Penalty 595.887938 = -25156.015558 nChanged 7 SP:Iteration 15Q (3246.413587 sec): 3 clusters Score: Raw -25761.778749 + Penalty 595.887938 = -25165.890810 nChanged 3 SP:Iteration 16Q (3246.461460 sec): 3 clusters Score: Raw -25763.337560 + Penalty 595.887938 = -25167.449622 nChanged 2 SP:Iteration 17Q (3246.500328 sec): 3 clusters Score: Raw -25764.692073 + Penalty 595.887938 = -25168.804135 nChanged 1 SP:Iteration 18Q (3246.545331 sec): 3 clusters Score: Raw -25766.637055 + Penalty 595.887938 = -25170.749117 nChanged 1 SP:Iteration 19Q (3246.598084 sec): 3 clusters Score: Raw -25768.402567 + Penalty 595.887938 = -25172.514629 nChanged 1 SP:Iteration 20F (3246.637174 sec): 3 clusters Score: Raw -25768.537811 + Penalty 595.887938 = -25172.649872 nChanged 0 Trying to split cluster 41 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3246.653468 sec): 2 clusters Score: Raw -5849.201606 + Penalty 244.994525 = -5604.207080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3246.704593 sec): 3 clusters Score: Raw -5807.672723 + Penalty 489.989051 = -5317.683672 nChanged 66 SP:Iteration 1F (3246.734693 sec): 3 clusters Score: Raw -5871.558482 + Penalty 489.989051 = -5381.569431 nChanged 12 SP:Iteration 2F (3246.784044 sec): 3 clusters Score: Raw -5884.978281 + Penalty 489.989051 = -5394.989231 nChanged 6 SP:Iteration 3Q (3246.821235 sec): 3 clusters Score: Raw -5892.550346 + Penalty 489.989051 = -5402.561295 nChanged 4 SP:Iteration 4Q (3246.867151 sec): 3 clusters Score: Raw -5898.511794 + Penalty 489.989051 = -5408.522743 nChanged 2 SP:Iteration 5Q (3246.916152 sec): 3 clusters Score: Raw -5901.826029 + Penalty 489.989051 = -5411.836979 nChanged 2 SP:Iteration 6Q (3246.958559 sec): 3 clusters Score: Raw -5908.130152 + Penalty 489.989051 = -5418.141102 nChanged 3 SP:Iteration 7Q (3247.006814 sec): 3 clusters Score: Raw -5911.917046 + Penalty 489.989051 = -5421.927996 nChanged 0 SP:Iteration 8F (3247.048953 sec): 3 clusters Score: Raw -5911.917046 + Penalty 489.989051 = -5421.927996 nChanged 0 Trying to split cluster 42 (1710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3247.070723 sec): 2 clusters Score: Raw -66289.103807 + Penalty 338.713314 = -65950.390493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3247.114450 sec): 3 clusters Score: Raw -65364.139256 + Penalty 677.426627 = -64686.712629 nChanged 712 SP:Iteration 1F (3247.154108 sec): 3 clusters Score: Raw -65755.954246 + Penalty 677.426627 = -65078.527619 nChanged 136 SP:Iteration 2F (3247.200221 sec): 3 clusters Score: Raw -65837.020084 + Penalty 677.426627 = -65159.593457 nChanged 105 SP:Iteration 3F (3247.249726 sec): 3 clusters Score: Raw -65890.875083 + Penalty 677.426627 = -65213.448456 nChanged 83 SP:Iteration 4Q (3247.303780 sec): 3 clusters Score: Raw -65943.498170 + Penalty 677.426627 = -65266.071543 nChanged 81 SP:Iteration 5Q (3247.358101 sec): 3 clusters Score: Raw -66011.657238 + Penalty 677.426627 = -65334.230611 nChanged 85 SP:Iteration 6Q (3247.395896 sec): 3 clusters Score: Raw -66091.629287 + Penalty 677.426627 = -65414.202660 nChanged 76 SP:Iteration 7Q (3247.448084 sec): 3 clusters Score: Raw -66158.587922 + Penalty 677.426627 = -65481.161295 nChanged 61 SP:Iteration 8Q (3247.488852 sec): 3 clusters Score: Raw -66210.921501 + Penalty 677.426627 = -65533.494874 nChanged 64 SP:Iteration 9Q (3247.536504 sec): 3 clusters Score: Raw -66267.086760 + Penalty 677.426627 = -65589.660133 nChanged 60 SP:Iteration 10Q (3247.584945 sec): 3 clusters Score: Raw -66335.712069 + Penalty 677.426627 = -65658.285442 nChanged 52 SP:Iteration 11Q (3247.618597 sec): 3 clusters Score: Raw -66372.407996 + Penalty 677.426627 = -65694.981369 nChanged 35 SP:Iteration 12Q (3247.669468 sec): 3 clusters Score: Raw -66398.078051 + Penalty 677.426627 = -65720.651424 nChanged 20 SP:Iteration 13Q (3247.709619 sec): 3 clusters Score: Raw -66414.757631 + Penalty 677.426627 = -65737.331004 nChanged 14 SP:Iteration 14Q (3247.752739 sec): 3 clusters Score: Raw -66425.937285 + Penalty 677.426627 = -65748.510658 nChanged 16 SP:Iteration 15Q (3247.804038 sec): 3 clusters Score: Raw -66436.495437 + Penalty 677.426627 = -65759.068810 nChanged 12 SP:Iteration 16Q (3247.850284 sec): 3 clusters Score: Raw -66442.309557 + Penalty 677.426627 = -65764.882930 nChanged 10 SP:Iteration 17Q (3247.901391 sec): 3 clusters Score: Raw -66447.091614 + Penalty 677.426627 = -65769.664987 nChanged 8 SP:Iteration 18Q (3247.937041 sec): 3 clusters Score: Raw -66456.280162 + Penalty 677.426627 = -65778.853535 nChanged 8 SP:Iteration 19Q (3247.978452 sec): 3 clusters Score: Raw -66461.354838 + Penalty 677.426627 = -65783.928211 nChanged 5 SP:Iteration 20F (3248.034369 sec): 3 clusters Score: Raw -66462.793848 + Penalty 677.426627 = -65785.367221 nChanged 4 SP:Iteration 21Q (3248.076853 sec): 3 clusters Score: Raw -66464.415831 + Penalty 677.426627 = -65786.989204 nChanged 4 SP:Iteration 22Q (3248.122734 sec): 3 clusters Score: Raw -66466.855712 + Penalty 677.426627 = -65789.429085 nChanged 4 SP:Iteration 23Q (3248.168247 sec): 3 clusters Score: Raw -66467.843338 + Penalty 677.426627 = -65790.416711 nChanged 3 SP:Iteration 24Q (3248.215124 sec): 3 clusters Score: Raw -66468.592689 + Penalty 677.426627 = -65791.166062 nChanged 4 SP:Iteration 25Q (3248.245516 sec): 3 clusters Score: Raw -66469.625621 + Penalty 677.426627 = -65792.198994 nChanged 2 SP:Iteration 26Q (3248.290315 sec): 3 clusters Score: Raw -66470.418401 + Penalty 677.426627 = -65792.991774 nChanged 3 SP:Iteration 27Q (3248.332983 sec): 3 clusters Score: Raw -66470.809126 + Penalty 677.426627 = -65793.382499 nChanged 0 SP:Iteration 28F (3248.377260 sec): 3 clusters Score: Raw -66470.809126 + Penalty 677.426627 = -65793.382499 nChanged 0 Trying to split cluster 43 (7156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3248.406705 sec): 2 clusters Score: Raw -250436.632781 + Penalty 403.844643 = -250032.788138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3248.459119 sec): 3 clusters Score: Raw -246073.042913 + Penalty 807.689286 = -245265.353627 nChanged 3254 SP:Iteration 1F (3248.513151 sec): 3 clusters Score: Raw -248031.481986 + Penalty 807.689286 = -247223.792699 nChanged 563 SP:Iteration 2F (3248.554496 sec): 3 clusters Score: Raw -248422.436807 + Penalty 807.689286 = -247614.747520 nChanged 553 SP:Iteration 3F (3248.603313 sec): 3 clusters Score: Raw -248798.780407 + Penalty 807.689286 = -247991.091121 nChanged 435 SP:Iteration 4F (3248.652234 sec): 3 clusters Score: Raw -249075.284623 + Penalty 807.689286 = -248267.595337 nChanged 360 SP:Iteration 5F (3248.703584 sec): 3 clusters Score: Raw -249313.923144 + Penalty 807.689286 = -248506.233857 nChanged 276 SP:Iteration 6Q (3248.760055 sec): 3 clusters Score: Raw -249503.208818 + Penalty 807.689286 = -248695.519532 nChanged 257 SP:Iteration 7Q (3248.809804 sec): 3 clusters Score: Raw -249682.277964 + Penalty 807.689286 = -248874.588677 nChanged 226 SP:Iteration 8Q (3248.851576 sec): 3 clusters Score: Raw -249835.577171 + Penalty 807.689286 = -249027.887885 nChanged 169 SP:Iteration 9Q (3248.902347 sec): 3 clusters Score: Raw -249950.844698 + Penalty 807.689286 = -249143.155411 nChanged 161 SP:Iteration 10Q (3248.954128 sec): 3 clusters Score: Raw -250065.484623 + Penalty 807.689286 = -249257.795337 nChanged 132 SP:Iteration 11Q (3249.012326 sec): 3 clusters Score: Raw -250157.928388 + Penalty 807.689286 = -249350.239102 nChanged 109 SP:Iteration 12Q (3249.066587 sec): 3 clusters Score: Raw -250235.317433 + Penalty 807.689286 = -249427.628146 nChanged 82 SP:Iteration 13Q (3249.112610 sec): 3 clusters Score: Raw -250292.735866 + Penalty 807.689286 = -249485.046580 nChanged 73 SP:Iteration 14Q (3249.153130 sec): 3 clusters Score: Raw -250331.362904 + Penalty 807.689286 = -249523.673617 nChanged 62 SP:Iteration 15Q (3249.211206 sec): 3 clusters Score: Raw -250362.376627 + Penalty 807.689286 = -249554.687341 nChanged 48 SP:Iteration 16Q (3249.254436 sec): 3 clusters Score: Raw -250394.479660 + Penalty 807.689286 = -249586.790374 nChanged 43 SP:Iteration 17Q (3249.314069 sec): 3 clusters Score: Raw -250424.703246 + Penalty 807.689286 = -249617.013960 nChanged 39 SP:Iteration 18Q (3249.347870 sec): 3 clusters Score: Raw -250447.238163 + Penalty 807.689286 = -249639.548877 nChanged 28 SP:Iteration 19Q (3249.406273 sec): 3 clusters Score: Raw -250459.300310 + Penalty 807.689286 = -249651.611023 nChanged 19 SP:Iteration 20F (3249.448890 sec): 3 clusters Score: Raw -250467.197835 + Penalty 807.689286 = -249659.508549 nChanged 13 SP:Iteration 21Q (3249.508528 sec): 3 clusters Score: Raw -250474.927911 + Penalty 807.689286 = -249667.238625 nChanged 17 SP:Iteration 22Q (3249.557632 sec): 3 clusters Score: Raw -250483.139438 + Penalty 807.689286 = -249675.450152 nChanged 18 SP:Iteration 23Q (3249.609498 sec): 3 clusters Score: Raw -250491.915631 + Penalty 807.689286 = -249684.226344 nChanged 16 SP:Iteration 24Q (3249.658044 sec): 3 clusters Score: Raw -250502.566154 + Penalty 807.689286 = -249694.876868 nChanged 12 SP:Iteration 25Q (3249.697350 sec): 3 clusters Score: Raw -250508.709457 + Penalty 807.689286 = -249701.020171 nChanged 12 SP:Iteration 26Q (3249.759216 sec): 3 clusters Score: Raw -250517.096413 + Penalty 807.689286 = -249709.407126 nChanged 12 SP:Iteration 27Q (3249.800644 sec): 3 clusters Score: Raw -250527.021114 + Penalty 807.689286 = -249719.331827 nChanged 14 SP:Iteration 28Q (3249.856526 sec): 3 clusters Score: Raw -250539.227526 + Penalty 807.689286 = -249731.538239 nChanged 5 SP:Iteration 29Q (3249.911814 sec): 3 clusters Score: Raw -250541.971463 + Penalty 807.689286 = -249734.282176 nChanged 4 SP:Iteration 30Q (3249.963466 sec): 3 clusters Score: Raw -250544.368425 + Penalty 807.689286 = -249736.679138 nChanged 4 SP:Iteration 31Q (3250.019089 sec): 3 clusters Score: Raw -250547.299407 + Penalty 807.689286 = -249739.610120 nChanged 6 SP:Iteration 32Q (3250.066926 sec): 3 clusters Score: Raw -250551.568600 + Penalty 807.689286 = -249743.879314 nChanged 5 SP:Iteration 33Q (3250.118051 sec): 3 clusters Score: Raw -250556.765359 + Penalty 807.689286 = -249749.076072 nChanged 6 SP:Iteration 34Q (3250.161849 sec): 3 clusters Score: Raw -250563.105620 + Penalty 807.689286 = -249755.416334 nChanged 5 SP:Iteration 35Q (3250.222994 sec): 3 clusters Score: Raw -250566.247058 + Penalty 807.689286 = -249758.557771 nChanged 5 SP:Iteration 36Q (3250.271165 sec): 3 clusters Score: Raw -250568.177556 + Penalty 807.689286 = -249760.488269 nChanged 0 SP:Iteration 37F (3250.309727 sec): 3 clusters Score: Raw -250568.177556 + Penalty 807.689286 = -249760.488269 nChanged 0 Trying to split cluster 44 (2516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3250.332215 sec): 2 clusters Score: Raw -96102.746347 + Penalty 356.284366 = -95746.461981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3250.384712 sec): 3 clusters Score: Raw -94704.356796 + Penalty 712.568731 = -93991.788065 nChanged 1052 SP:Iteration 1F (3250.427983 sec): 3 clusters Score: Raw -95320.909259 + Penalty 712.568731 = -94608.340527 nChanged 167 SP:Iteration 2F (3250.471234 sec): 3 clusters Score: Raw -95403.875721 + Penalty 712.568731 = -94691.306990 nChanged 140 SP:Iteration 3F (3250.522090 sec): 3 clusters Score: Raw -95487.349901 + Penalty 712.568731 = -94774.781170 nChanged 159 SP:Iteration 4F (3250.565390 sec): 3 clusters Score: Raw -95608.587262 + Penalty 712.568731 = -94896.018531 nChanged 161 SP:Iteration 5F (3250.609122 sec): 3 clusters Score: Raw -95726.024175 + Penalty 712.568731 = -95013.455444 nChanged 135 SP:Iteration 6F (3250.657617 sec): 3 clusters Score: Raw -95827.728934 + Penalty 712.568731 = -95115.160203 nChanged 117 SP:Iteration 7Q (3250.704624 sec): 3 clusters Score: Raw -95922.491624 + Penalty 712.568731 = -95209.922893 nChanged 87 SP:Iteration 8Q (3250.752520 sec): 3 clusters Score: Raw -95995.311417 + Penalty 712.568731 = -95282.742686 nChanged 63 SP:Iteration 9Q (3250.793224 sec): 3 clusters Score: Raw -96041.643133 + Penalty 712.568731 = -95329.074401 nChanged 45 SP:Iteration 10Q (3250.837764 sec): 3 clusters Score: Raw -96070.817050 + Penalty 712.568731 = -95358.248319 nChanged 31 SP:Iteration 11Q (3250.888516 sec): 3 clusters Score: Raw -96104.969259 + Penalty 712.568731 = -95392.400528 nChanged 30 SP:Iteration 12Q (3250.925976 sec): 3 clusters Score: Raw -96173.271291 + Penalty 712.568731 = -95460.702560 nChanged 27 SP:Iteration 13Q (3250.988912 sec): 3 clusters Score: Raw -96227.048776 + Penalty 712.568731 = -95514.480044 nChanged 26 SP:Iteration 14Q (3251.037101 sec): 3 clusters Score: Raw -96252.445045 + Penalty 712.568731 = -95539.876313 nChanged 21 SP:Iteration 15Q (3251.074440 sec): 3 clusters Score: Raw -96263.372828 + Penalty 712.568731 = -95550.804096 nChanged 12 SP:Iteration 16Q (3251.120259 sec): 3 clusters Score: Raw -96268.344264 + Penalty 712.568731 = -95555.775533 nChanged 6 SP:Iteration 17Q (3251.173186 sec): 3 clusters Score: Raw -96271.046963 + Penalty 712.568731 = -95558.478231 nChanged 7 SP:Iteration 18Q (3251.210550 sec): 3 clusters Score: Raw -96273.145049 + Penalty 712.568731 = -95560.576318 nChanged 5 SP:Iteration 19Q (3251.257649 sec): 3 clusters Score: Raw -96274.341483 + Penalty 712.568731 = -95561.772751 nChanged 2 SP:Iteration 20F (3251.290324 sec): 3 clusters Score: Raw -96274.775935 + Penalty 712.568731 = -95562.207204 nChanged 3 SP:Iteration 21Q (3251.330160 sec): 3 clusters Score: Raw -96275.518130 + Penalty 712.568731 = -95562.949399 nChanged 1 SP:Iteration 22Q (3251.382537 sec): 3 clusters Score: Raw -96275.807669 + Penalty 712.568731 = -95563.238938 nChanged 0 SP:Iteration 23F (3251.424101 sec): 3 clusters Score: Raw -96275.807669 + Penalty 712.568731 = -95563.238938 nChanged 0 Trying to split cluster 45 (2759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3251.457409 sec): 2 clusters Score: Raw -98674.025048 + Penalty 360.479373 = -98313.545676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3251.489858 sec): 3 clusters Score: Raw -97129.336525 + Penalty 720.958745 = -96408.377779 nChanged 1182 SP:Iteration 1F (3251.533889 sec): 3 clusters Score: Raw -97850.678367 + Penalty 720.958745 = -97129.719622 nChanged 228 SP:Iteration 2F (3251.577891 sec): 3 clusters Score: Raw -98001.292184 + Penalty 720.958745 = -97280.333439 nChanged 180 SP:Iteration 3F (3251.626011 sec): 3 clusters Score: Raw -98126.944634 + Penalty 720.958745 = -97405.985889 nChanged 161 SP:Iteration 4F (3251.670410 sec): 3 clusters Score: Raw -98242.613961 + Penalty 720.958745 = -97521.655216 nChanged 151 SP:Iteration 5F (3251.713148 sec): 3 clusters Score: Raw -98336.952777 + Penalty 720.958745 = -97615.994032 nChanged 85 SP:Iteration 6Q (3251.764437 sec): 3 clusters Score: Raw -98377.945273 + Penalty 720.958745 = -97656.986528 nChanged 65 SP:Iteration 7Q (3251.808950 sec): 3 clusters Score: Raw -98401.420231 + Penalty 720.958745 = -97680.461485 nChanged 57 SP:Iteration 8Q (3251.852237 sec): 3 clusters Score: Raw -98423.099820 + Penalty 720.958745 = -97702.141075 nChanged 52 SP:Iteration 9Q (3251.893363 sec): 3 clusters Score: Raw -98447.006114 + Penalty 720.958745 = -97726.047368 nChanged 45 SP:Iteration 10Q (3251.930897 sec): 3 clusters Score: Raw -98466.177057 + Penalty 720.958745 = -97745.218312 nChanged 41 SP:Iteration 11Q (3251.979789 sec): 3 clusters Score: Raw -98486.513338 + Penalty 720.958745 = -97765.554593 nChanged 45 SP:Iteration 12Q (3252.024222 sec): 3 clusters Score: Raw -98506.898106 + Penalty 720.958745 = -97785.939361 nChanged 39 SP:Iteration 13Q (3252.065310 sec): 3 clusters Score: Raw -98520.559902 + Penalty 720.958745 = -97799.601156 nChanged 41 SP:Iteration 14Q (3252.104550 sec): 3 clusters Score: Raw -98535.207600 + Penalty 720.958745 = -97814.248854 nChanged 29 SP:Iteration 15Q (3252.147530 sec): 3 clusters Score: Raw -98544.382048 + Penalty 720.958745 = -97823.423303 nChanged 33 SP:Iteration 16Q (3252.208477 sec): 3 clusters Score: Raw -98554.461116 + Penalty 720.958745 = -97833.502371 nChanged 30 SP:Iteration 17Q (3252.249834 sec): 3 clusters Score: Raw -98562.928582 + Penalty 720.958745 = -97841.969836 nChanged 18 SP:Iteration 18Q (3252.297332 sec): 3 clusters Score: Raw -98566.537652 + Penalty 720.958745 = -97845.578907 nChanged 16 SP:Iteration 19Q (3252.342621 sec): 3 clusters Score: Raw -98569.959337 + Penalty 720.958745 = -97849.000592 nChanged 17 SP:Iteration 20F (3252.383174 sec): 3 clusters Score: Raw -98572.972923 + Penalty 720.958745 = -97852.014178 nChanged 11 SP:Iteration 21Q (3252.432566 sec): 3 clusters Score: Raw -98577.645990 + Penalty 720.958745 = -97856.687244 nChanged 18 SP:Iteration 22Q (3252.479323 sec): 3 clusters Score: Raw -98584.665534 + Penalty 720.958745 = -97863.706788 nChanged 24 SP:Iteration 23Q (3252.537364 sec): 3 clusters Score: Raw -98594.427728 + Penalty 720.958745 = -97873.468983 nChanged 30 SP:Iteration 24Q (3252.574152 sec): 3 clusters Score: Raw -98610.409094 + Penalty 720.958745 = -97889.450349 nChanged 36 SP:Iteration 25Q (3252.621934 sec): 3 clusters Score: Raw -98627.506968 + Penalty 720.958745 = -97906.548223 nChanged 26 SP:Iteration 26Q (3252.668034 sec): 3 clusters Score: Raw -98642.797472 + Penalty 720.958745 = -97921.838726 nChanged 24 SP:Iteration 27Q (3252.718215 sec): 3 clusters Score: Raw -98654.148291 + Penalty 720.958745 = -97933.189546 nChanged 16 SP:Iteration 28Q (3252.760221 sec): 3 clusters Score: Raw -98660.876145 + Penalty 720.958745 = -97939.917399 nChanged 11 SP:Iteration 29Q (3252.799533 sec): 3 clusters Score: Raw -98665.718759 + Penalty 720.958745 = -97944.760014 nChanged 14 SP:Iteration 30Q (3252.849275 sec): 3 clusters Score: Raw -98673.354601 + Penalty 720.958745 = -97952.395856 nChanged 18 SP:Iteration 31Q (3252.889760 sec): 3 clusters Score: Raw -98686.560934 + Penalty 720.958745 = -97965.602189 nChanged 22 SP:Iteration 32Q (3252.930714 sec): 3 clusters Score: Raw -98698.626327 + Penalty 720.958745 = -97977.667582 nChanged 22 SP:Iteration 33Q (3252.970311 sec): 3 clusters Score: Raw -98707.500406 + Penalty 720.958745 = -97986.541661 nChanged 15 SP:Iteration 34Q (3253.020102 sec): 3 clusters Score: Raw -98712.444009 + Penalty 720.958745 = -97991.485264 nChanged 7 SP:Iteration 35Q (3253.057690 sec): 3 clusters Score: Raw -98714.810591 + Penalty 720.958745 = -97993.851846 nChanged 4 SP:Iteration 36Q (3253.096768 sec): 3 clusters Score: Raw -98716.746503 + Penalty 720.958745 = -97995.787758 nChanged 5 SP:Iteration 37Q (3253.134002 sec): 3 clusters Score: Raw -98719.390856 + Penalty 720.958745 = -97998.432111 nChanged 5 SP:Iteration 38Q (3253.175124 sec): 3 clusters Score: Raw -98721.406349 + Penalty 720.958745 = -98000.447603 nChanged 5 SP:Iteration 39Q (3253.219576 sec): 3 clusters Score: Raw -98722.638879 + Penalty 720.958745 = -98001.680134 nChanged 3 SP:Iteration 40F (3253.269726 sec): 3 clusters Score: Raw -98723.674788 + Penalty 720.958745 = -98002.716043 nChanged 3 SP:Iteration 41Q (3253.315014 sec): 3 clusters Score: Raw -98724.496033 + Penalty 720.958745 = -98003.537288 nChanged 3 SP:Iteration 42Q (3253.361757 sec): 3 clusters Score: Raw -98726.227006 + Penalty 720.958745 = -98005.268261 nChanged 5 SP:Iteration 43Q (3253.408921 sec): 3 clusters Score: Raw -98727.337513 + Penalty 720.958745 = -98006.378767 nChanged 2 SP:Iteration 44Q (3253.466378 sec): 3 clusters Score: Raw -98727.623682 + Penalty 720.958745 = -98006.664937 nChanged 2 SP:Iteration 45Q (3253.509168 sec): 3 clusters Score: Raw -98728.168288 + Penalty 720.958745 = -98007.209543 nChanged 3 SP:Iteration 46Q (3253.548941 sec): 3 clusters Score: Raw -98729.046820 + Penalty 720.958745 = -98008.088075 nChanged 2 SP:Iteration 47Q (3253.608667 sec): 3 clusters Score: Raw -98729.203292 + Penalty 720.958745 = -98008.244547 nChanged 0 SP:Iteration 48F (3253.646639 sec): 3 clusters Score: Raw -98729.203292 + Penalty 720.958745 = -98008.244547 nChanged 0 Iteration 139Q (3259.169013 sec): 46 clusters Score: Raw -17400756.811853 + Penalty 26724.652923 = -17374032.158930 nChanged 248 Iteration 140F (3266.880493 sec): 46 clusters Score: Raw -17400770.612738 + Penalty 26724.652923 = -17374045.959815 nChanged 221 Iteration 141Q (3272.227026 sec): 46 clusters Score: Raw -17400781.584561 + Penalty 26724.652923 = -17374056.931638 nChanged 198 Iteration 142Q (3277.486354 sec): 46 clusters Score: Raw -17400791.671221 + Penalty 26724.652923 = -17374067.018298 nChanged 214 Iteration 143Q (3282.742724 sec): 46 clusters Score: Raw -17400803.470648 + Penalty 26724.652923 = -17374078.817725 nChanged 195 Iteration 144Q (3288.058554 sec): 46 clusters Score: Raw -17400816.005359 + Penalty 26724.652923 = -17374091.352436 nChanged 197 Iteration 145Q (3293.223468 sec): 46 clusters Score: Raw -17400827.909843 + Penalty 26724.652923 = -17374103.256920 nChanged 186 Iteration 146Q (3298.030115 sec): 46 clusters Score: Raw -17400838.230695 + Penalty 26724.652923 = -17374113.577773 nChanged 172 Iteration 147Q (3302.533672 sec): 46 clusters Score: Raw -17400847.576995 + Penalty 26724.652923 = -17374122.924072 nChanged 139 Iteration 148Q (3307.467167 sec): 46 clusters Score: Raw -17400854.408917 + Penalty 26724.652923 = -17374129.755994 nChanged 148 Iteration 149Q (3312.513159 sec): 46 clusters Score: Raw -17400861.986012 + Penalty 26724.652923 = -17374137.333089 nChanged 151 Iteration 150Q (3317.649984 sec): 46 clusters Score: Raw -17400870.000541 + Penalty 26724.652923 = -17374145.347619 nChanged 141 Iteration 151Q (3322.669452 sec): 46 clusters Score: Raw -17400876.868079 + Penalty 26724.652923 = -17374152.215156 nChanged 120 Iteration 152Q (3327.277015 sec): 46 clusters Score: Raw -17400883.067415 + Penalty 26724.652923 = -17374158.414492 nChanged 125 Iteration 153Q (3331.799948 sec): 46 clusters Score: Raw -17400890.062102 + Penalty 26724.652923 = -17374165.409179 nChanged 120 Iteration 154Q (3336.644400 sec): 46 clusters Score: Raw -17400896.471299 + Penalty 26724.652923 = -17374171.818376 nChanged 111 Iteration 155Q (3341.902885 sec): 46 clusters Score: Raw -17400901.709885 + Penalty 26724.652923 = -17374177.056962 nChanged 115 Iteration 156Q (3347.048769 sec): 46 clusters Score: Raw -17400907.970259 + Penalty 26724.652923 = -17374183.317337 nChanged 123 Iteration 157Q (3352.202709 sec): 46 clusters Score: Raw -17400914.541491 + Penalty 26724.652923 = -17374189.888568 nChanged 122 Iteration 158Q (3357.017466 sec): 46 clusters Score: Raw -17400921.554922 + Penalty 26724.652923 = -17374196.901999 nChanged 110 Iteration 159Q (3362.113581 sec): 46 clusters Score: Raw -17400928.180477 + Penalty 26724.652923 = -17374203.527554 nChanged 143 Iteration 160F (3369.797332 sec): 46 clusters Score: Raw -17400935.337725 + Penalty 26724.652923 = -17374210.684802 nChanged 130 Iteration 161Q (3375.082268 sec): 46 clusters Score: Raw -17400941.607726 + Penalty 26724.652923 = -17374216.954803 nChanged 124 Iteration 162Q (3380.259606 sec): 46 clusters Score: Raw -17400946.409526 + Penalty 26724.652923 = -17374221.756603 nChanged 119 Iteration 163Q (3385.077588 sec): 46 clusters Score: Raw -17400950.976101 + Penalty 26724.652923 = -17374226.323179 nChanged 108 Iteration 164Q (3389.737592 sec): 46 clusters Score: Raw -17400955.613571 + Penalty 26724.652923 = -17374230.960648 nChanged 108 Iteration 165Q (3394.780692 sec): 46 clusters Score: Raw -17400959.994968 + Penalty 26724.652923 = -17374235.342046 nChanged 107 Iteration 166Q (3399.565694 sec): 46 clusters Score: Raw -17400964.842791 + Penalty 26724.652923 = -17374240.189868 nChanged 113 Iteration 167Q (3404.499105 sec): 46 clusters Score: Raw -17400970.197832 + Penalty 26724.652923 = -17374245.544909 nChanged 99 Iteration 168Q (3409.106952 sec): 46 clusters Score: Raw -17400974.984887 + Penalty 26724.652923 = -17374250.331964 nChanged 90 Iteration 169Q (3414.155332 sec): 46 clusters Score: Raw -17400978.595406 + Penalty 26724.652923 = -17374253.942483 nChanged 73 Iteration 170Q (3418.985981 sec): 46 clusters Score: Raw -17400981.918978 + Penalty 26724.652923 = -17374257.266055 nChanged 87 Iteration 171Q (3423.865824 sec): 46 clusters Score: Raw -17400987.175252 + Penalty 26724.652923 = -17374262.522329 nChanged 89 Iteration 172Q (3429.060841 sec): 46 clusters Score: Raw -17400992.726678 + Penalty 26724.652923 = -17374268.073755 nChanged 97 Iteration 173Q (3433.998456 sec): 46 clusters Score: Raw -17400999.352193 + Penalty 26724.652923 = -17374274.699270 nChanged 101 Iteration 174Q (3439.261652 sec): 46 clusters Score: Raw -17401006.884269 + Penalty 26724.652923 = -17374282.231346 nChanged 101 Iteration 175Q (3444.194946 sec): 46 clusters Score: Raw -17401013.224732 + Penalty 26724.652923 = -17374288.571809 nChanged 85 Iteration 176Q (3449.193131 sec): 46 clusters Score: Raw -17401018.612220 + Penalty 26724.652923 = -17374293.959297 nChanged 97 Iteration 177Q (3454.423725 sec): 46 clusters Score: Raw -17401025.488250 + Penalty 26724.652923 = -17374300.835327 nChanged 92 Iteration 178Q (3459.295444 sec): 46 clusters Score: Raw -17401033.777540 + Penalty 26724.652923 = -17374309.124617 nChanged 104 Writing temp clu file Because OldScore, -17374300.835327, is greater than current (better) Score,-17374309.124617 Compute initial score before splitting: Score: Raw -17401033.777540 + Penalty 26724.652923 = -17374309.124617 Trying to split cluster 1 (8966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3459.469453 sec): 2 clusters Score: Raw -375883.771069 + Penalty 414.104369 = -375469.666699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3459.527482 sec): 3 clusters Score: Raw -370290.058189 + Penalty 828.208738 = -369461.849451 nChanged 4155 SP:Iteration 1F (3459.570291 sec): 3 clusters Score: Raw -372804.221638 + Penalty 828.208738 = -371976.012900 nChanged 489 SP:Iteration 2F (3459.629053 sec): 3 clusters Score: Raw -373011.568047 + Penalty 828.208738 = -372183.359309 nChanged 421 SP:Iteration 3Q (3459.684439 sec): 3 clusters Score: Raw -373181.214762 + Penalty 828.208738 = -372353.006024 nChanged 395 SP:Iteration 4Q (3459.734982 sec): 3 clusters Score: Raw -373370.925018 + Penalty 828.208738 = -372542.716279 nChanged 400 SP:Iteration 5Q (3459.775883 sec): 3 clusters Score: Raw -373648.150835 + Penalty 828.208738 = -372819.942097 nChanged 481 SP:Iteration 6F (3459.833145 sec): 3 clusters Score: Raw -373998.369795 + Penalty 828.208738 = -373170.161056 nChanged 485 SP:Iteration 7F (3459.879481 sec): 3 clusters Score: Raw -374389.971203 + Penalty 828.208738 = -373561.762464 nChanged 431 SP:Iteration 8Q (3459.926302 sec): 3 clusters Score: Raw -374649.874557 + Penalty 828.208738 = -373821.665819 nChanged 297 SP:Iteration 9Q (3459.980629 sec): 3 clusters Score: Raw -374792.529417 + Penalty 828.208738 = -373964.320678 nChanged 244 SP:Iteration 10Q (3460.031544 sec): 3 clusters Score: Raw -374902.071533 + Penalty 828.208738 = -374073.862795 nChanged 196 SP:Iteration 11Q (3460.084057 sec): 3 clusters Score: Raw -374981.890004 + Penalty 828.208738 = -374153.681266 nChanged 178 SP:Iteration 12Q (3460.127731 sec): 3 clusters Score: Raw -375051.202682 + Penalty 828.208738 = -374222.993944 nChanged 167 SP:Iteration 13Q (3460.181519 sec): 3 clusters Score: Raw -375121.192715 + Penalty 828.208738 = -374292.983977 nChanged 160 SP:Iteration 14Q (3460.235867 sec): 3 clusters Score: Raw -375185.993082 + Penalty 828.208738 = -374357.784344 nChanged 172 SP:Iteration 15Q (3460.281819 sec): 3 clusters Score: Raw -375268.342286 + Penalty 828.208738 = -374440.133548 nChanged 188 SP:Iteration 16Q (3460.332173 sec): 3 clusters Score: Raw -375363.681381 + Penalty 828.208738 = -374535.472643 nChanged 170 SP:Iteration 17Q (3460.385845 sec): 3 clusters Score: Raw -375451.486830 + Penalty 828.208738 = -374623.278092 nChanged 147 SP:Iteration 18Q (3460.434523 sec): 3 clusters Score: Raw -375525.587646 + Penalty 828.208738 = -374697.378908 nChanged 132 SP:Iteration 19Q (3460.482244 sec): 3 clusters Score: Raw -375586.356196 + Penalty 828.208738 = -374758.147458 nChanged 120 SP:Iteration 20F (3460.541605 sec): 3 clusters Score: Raw -375642.512920 + Penalty 828.208738 = -374814.304182 nChanged 111 SP:Iteration 21Q (3460.586877 sec): 3 clusters Score: Raw -375693.194097 + Penalty 828.208738 = -374864.985359 nChanged 100 SP:Iteration 22Q (3460.648856 sec): 3 clusters Score: Raw -375733.686429 + Penalty 828.208738 = -374905.477691 nChanged 74 SP:Iteration 23Q (3460.691959 sec): 3 clusters Score: Raw -375763.542007 + Penalty 828.208738 = -374935.333269 nChanged 67 SP:Iteration 24Q (3460.752955 sec): 3 clusters Score: Raw -375787.937767 + Penalty 828.208738 = -374959.729029 nChanged 54 SP:Iteration 25Q (3460.808912 sec): 3 clusters Score: Raw -375805.099866 + Penalty 828.208738 = -374976.891128 nChanged 44 SP:Iteration 26Q (3460.863355 sec): 3 clusters Score: Raw -375817.917956 + Penalty 828.208738 = -374989.709218 nChanged 42 SP:Iteration 27Q (3460.919450 sec): 3 clusters Score: Raw -375829.542085 + Penalty 828.208738 = -375001.333347 nChanged 35 SP:Iteration 28Q (3460.969650 sec): 3 clusters Score: Raw -375838.720885 + Penalty 828.208738 = -375010.512147 nChanged 30 SP:Iteration 29Q (3461.023097 sec): 3 clusters Score: Raw -375848.153890 + Penalty 828.208738 = -375019.945152 nChanged 32 SP:Iteration 30Q (3461.071981 sec): 3 clusters Score: Raw -375859.554465 + Penalty 828.208738 = -375031.345726 nChanged 31 SP:Iteration 31Q (3461.119966 sec): 3 clusters Score: Raw -375870.171127 + Penalty 828.208738 = -375041.962389 nChanged 19 SP:Iteration 32Q (3461.182445 sec): 3 clusters Score: Raw -375875.801404 + Penalty 828.208738 = -375047.592666 nChanged 17 SP:Iteration 33Q (3461.239635 sec): 3 clusters Score: Raw -375880.570855 + Penalty 828.208738 = -375052.362117 nChanged 17 SP:Iteration 34Q (3461.283184 sec): 3 clusters Score: Raw -375886.523098 + Penalty 828.208738 = -375058.314360 nChanged 22 SP:Iteration 35Q (3461.346530 sec): 3 clusters Score: Raw -375895.211026 + Penalty 828.208738 = -375067.002287 nChanged 25 SP:Iteration 36Q (3461.389249 sec): 3 clusters Score: Raw -375904.198449 + Penalty 828.208738 = -375075.989710 nChanged 19 SP:Iteration 37Q (3461.452819 sec): 3 clusters Score: Raw -375911.973922 + Penalty 828.208738 = -375083.765184 nChanged 20 SP:Iteration 38Q (3461.504358 sec): 3 clusters Score: Raw -375917.035325 + Penalty 828.208738 = -375088.826587 nChanged 13 SP:Iteration 39Q (3461.560101 sec): 3 clusters Score: Raw -375921.925803 + Penalty 828.208738 = -375093.717064 nChanged 13 SP:Iteration 40F (3461.603899 sec): 3 clusters Score: Raw -375924.629876 + Penalty 828.208738 = -375096.421138 nChanged 10 SP:Iteration 41Q (3461.664347 sec): 3 clusters Score: Raw -375926.493431 + Penalty 828.208738 = -375098.284693 nChanged 7 SP:Iteration 42Q (3461.714876 sec): 3 clusters Score: Raw -375928.423317 + Penalty 828.208738 = -375100.214579 nChanged 10 SP:Iteration 43Q (3461.766718 sec): 3 clusters Score: Raw -375930.902791 + Penalty 828.208738 = -375102.694053 nChanged 8 SP:Iteration 44Q (3461.811408 sec): 3 clusters Score: Raw -375933.205759 + Penalty 828.208738 = -375104.997021 nChanged 12 SP:Iteration 45Q (3461.871443 sec): 3 clusters Score: Raw -375937.452058 + Penalty 828.208738 = -375109.243320 nChanged 11 SP:Iteration 46Q (3461.923297 sec): 3 clusters Score: Raw -375940.796556 + Penalty 828.208738 = -375112.587818 nChanged 7 SP:Iteration 47Q (3461.967591 sec): 3 clusters Score: Raw -375942.969870 + Penalty 828.208738 = -375114.761131 nChanged 7 SP:Iteration 48Q (3462.026320 sec): 3 clusters Score: Raw -375945.010938 + Penalty 828.208738 = -375116.802200 nChanged 9 SP:Iteration 49Q (3462.077575 sec): 3 clusters Score: Raw -375947.806879 + Penalty 828.208738 = -375119.598141 nChanged 8 SP:Iteration 50Q (3462.131012 sec): 3 clusters Score: Raw -375953.559871 + Penalty 828.208738 = -375125.351133 nChanged 9 SP:Iteration 51Q (3462.186939 sec): 3 clusters Score: Raw -375956.534479 + Penalty 828.208738 = -375128.325741 nChanged 5 SP:Iteration 52Q (3462.238987 sec): 3 clusters Score: Raw -375959.675309 + Penalty 828.208738 = -375131.466570 nChanged 10 SP:Iteration 53Q (3462.279681 sec): 3 clusters Score: Raw -375962.909486 + Penalty 828.208738 = -375134.700748 nChanged 3 SP:Iteration 54Q (3462.334437 sec): 3 clusters Score: Raw -375963.579832 + Penalty 828.208738 = -375135.371094 nChanged 4 SP:Iteration 55Q (3462.381711 sec): 3 clusters Score: Raw -375965.232707 + Penalty 828.208738 = -375137.023969 nChanged 5 SP:Iteration 56Q (3462.439517 sec): 3 clusters Score: Raw -375967.414629 + Penalty 828.208738 = -375139.205891 nChanged 4 SP:Iteration 57Q (3462.493791 sec): 3 clusters Score: Raw -375968.466372 + Penalty 828.208738 = -375140.257634 nChanged 3 SP:Iteration 58Q (3462.548599 sec): 3 clusters Score: Raw -375969.065855 + Penalty 828.208738 = -375140.857117 nChanged 4 SP:Iteration 59Q (3462.598657 sec): 3 clusters Score: Raw -375972.020904 + Penalty 828.208738 = -375143.812166 nChanged 7 SP:Iteration 60F (3462.644799 sec): 3 clusters Score: Raw -375973.718586 + Penalty 828.208738 = -375145.509847 nChanged 1 SP:Iteration 61Q (3462.701872 sec): 3 clusters Score: Raw -375974.051900 + Penalty 828.208738 = -375145.843161 nChanged 1 SP:Iteration 62Q (3462.748580 sec): 3 clusters Score: Raw -375974.102256 + Penalty 828.208738 = -375145.893518 nChanged 0 SP:Iteration 63F (3462.809083 sec): 3 clusters Score: Raw -375974.102256 + Penalty 828.208738 = -375145.893518 nChanged 0 Trying to split cluster 2 (9157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3462.838025 sec): 2 clusters Score: Raw -387458.156602 + Penalty 415.063462 = -387043.093140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3462.886299 sec): 3 clusters Score: Raw -381764.241739 + Penalty 830.126924 = -380934.114815 nChanged 4251 SP:Iteration 1F (3462.938588 sec): 3 clusters Score: Raw -384320.666764 + Penalty 830.126924 = -383490.539840 nChanged 580 SP:Iteration 2F (3462.993989 sec): 3 clusters Score: Raw -384629.226770 + Penalty 830.126924 = -383799.099846 nChanged 586 SP:Iteration 3F (3463.050287 sec): 3 clusters Score: Raw -385000.273407 + Penalty 830.126924 = -384170.146483 nChanged 592 SP:Iteration 4F (3463.108826 sec): 3 clusters Score: Raw -385464.108173 + Penalty 830.126924 = -384633.981249 nChanged 606 SP:Iteration 5F (3463.161921 sec): 3 clusters Score: Raw -385958.810796 + Penalty 830.126924 = -385128.683872 nChanged 566 SP:Iteration 6F (3463.206320 sec): 3 clusters Score: Raw -386344.182303 + Penalty 830.126924 = -385514.055379 nChanged 439 SP:Iteration 7Q (3463.260439 sec): 3 clusters Score: Raw -386547.944883 + Penalty 830.126924 = -385717.817959 nChanged 255 SP:Iteration 8Q (3463.316096 sec): 3 clusters Score: Raw -386632.817597 + Penalty 830.126924 = -385802.690672 nChanged 164 SP:Iteration 9Q (3463.361145 sec): 3 clusters Score: Raw -386676.789387 + Penalty 830.126924 = -385846.662462 nChanged 136 SP:Iteration 10Q (3463.422046 sec): 3 clusters Score: Raw -386716.208862 + Penalty 830.126924 = -385886.081938 nChanged 116 SP:Iteration 11Q (3463.479344 sec): 3 clusters Score: Raw -386748.343542 + Penalty 830.126924 = -385918.216618 nChanged 100 SP:Iteration 12Q (3463.534452 sec): 3 clusters Score: Raw -386769.819790 + Penalty 830.126924 = -385939.692866 nChanged 81 SP:Iteration 13Q (3463.586281 sec): 3 clusters Score: Raw -386785.370106 + Penalty 830.126924 = -385955.243182 nChanged 79 SP:Iteration 14Q (3463.637996 sec): 3 clusters Score: Raw -386801.347506 + Penalty 830.126924 = -385971.220582 nChanged 80 SP:Iteration 15Q (3463.699629 sec): 3 clusters Score: Raw -386814.595958 + Penalty 830.126924 = -385984.469034 nChanged 70 SP:Iteration 16Q (3463.755134 sec): 3 clusters Score: Raw -386825.523683 + Penalty 830.126924 = -385995.396758 nChanged 66 SP:Iteration 17Q (3463.807071 sec): 3 clusters Score: Raw -386836.943290 + Penalty 830.126924 = -386006.816366 nChanged 59 SP:Iteration 18Q (3463.861418 sec): 3 clusters Score: Raw -386846.346473 + Penalty 830.126924 = -386016.219548 nChanged 60 SP:Iteration 19Q (3463.913811 sec): 3 clusters Score: Raw -386856.703705 + Penalty 830.126924 = -386026.576781 nChanged 62 SP:Iteration 20F (3463.964880 sec): 3 clusters Score: Raw -386868.779524 + Penalty 830.126924 = -386038.652600 nChanged 58 SP:Iteration 21Q (3464.024390 sec): 3 clusters Score: Raw -386880.839258 + Penalty 830.126924 = -386050.712334 nChanged 63 SP:Iteration 22Q (3464.078757 sec): 3 clusters Score: Raw -386892.433769 + Penalty 830.126924 = -386062.306845 nChanged 63 SP:Iteration 23Q (3464.139609 sec): 3 clusters Score: Raw -386903.249602 + Penalty 830.126924 = -386073.122678 nChanged 57 SP:Iteration 24Q (3464.193857 sec): 3 clusters Score: Raw -386915.443540 + Penalty 830.126924 = -386085.316616 nChanged 64 SP:Iteration 25Q (3464.250930 sec): 3 clusters Score: Raw -386932.011454 + Penalty 830.126924 = -386101.884530 nChanged 68 SP:Iteration 26Q (3464.299533 sec): 3 clusters Score: Raw -386945.021841 + Penalty 830.126924 = -386114.894917 nChanged 73 SP:Iteration 27Q (3464.352280 sec): 3 clusters Score: Raw -386961.769335 + Penalty 830.126924 = -386131.642411 nChanged 87 SP:Iteration 28Q (3464.400915 sec): 3 clusters Score: Raw -386981.551494 + Penalty 830.126924 = -386151.424569 nChanged 85 SP:Iteration 29Q (3464.462689 sec): 3 clusters Score: Raw -387000.837030 + Penalty 830.126924 = -386170.710106 nChanged 93 SP:Iteration 30Q (3464.507078 sec): 3 clusters Score: Raw -387022.372975 + Penalty 830.126924 = -386192.246050 nChanged 82 SP:Iteration 31Q (3464.557600 sec): 3 clusters Score: Raw -387042.583639 + Penalty 830.126924 = -386212.456715 nChanged 81 SP:Iteration 32Q (3464.606971 sec): 3 clusters Score: Raw -387061.767857 + Penalty 830.126924 = -386231.640933 nChanged 89 SP:Iteration 33Q (3464.661951 sec): 3 clusters Score: Raw -387082.247046 + Penalty 830.126924 = -386252.120122 nChanged 89 SP:Iteration 34Q (3464.703666 sec): 3 clusters Score: Raw -387105.692537 + Penalty 830.126924 = -386275.565612 nChanged 84 SP:Iteration 35Q (3464.755411 sec): 3 clusters Score: Raw -387125.295386 + Penalty 830.126924 = -386295.168462 nChanged 82 SP:Iteration 36Q (3464.812081 sec): 3 clusters Score: Raw -387144.155789 + Penalty 830.126924 = -386314.028865 nChanged 76 SP:Iteration 37Q (3464.861081 sec): 3 clusters Score: Raw -387162.827108 + Penalty 830.126924 = -386332.700184 nChanged 78 SP:Iteration 38Q (3464.905563 sec): 3 clusters Score: Raw -387184.810141 + Penalty 830.126924 = -386354.683216 nChanged 88 SP:Iteration 39Q (3464.957308 sec): 3 clusters Score: Raw -387212.342275 + Penalty 830.126924 = -386382.215351 nChanged 73 SP:Iteration 40F (3465.003374 sec): 3 clusters Score: Raw -387235.822187 + Penalty 830.126924 = -386405.695263 nChanged 73 SP:Iteration 41Q (3465.044196 sec): 3 clusters Score: Raw -387258.474004 + Penalty 830.126924 = -386428.347079 nChanged 58 SP:Iteration 42Q (3465.092778 sec): 3 clusters Score: Raw -387273.269817 + Penalty 830.126924 = -386443.142892 nChanged 54 SP:Iteration 43Q (3465.152240 sec): 3 clusters Score: Raw -387288.715134 + Penalty 830.126924 = -386458.588210 nChanged 49 SP:Iteration 44Q (3465.196867 sec): 3 clusters Score: Raw -387301.132181 + Penalty 830.126924 = -386471.005256 nChanged 48 SP:Iteration 45Q (3465.253701 sec): 3 clusters Score: Raw -387313.622227 + Penalty 830.126924 = -386483.495303 nChanged 56 SP:Iteration 46Q (3465.305198 sec): 3 clusters Score: Raw -387326.873803 + Penalty 830.126924 = -386496.746878 nChanged 42 SP:Iteration 47Q (3465.357905 sec): 3 clusters Score: Raw -387336.170994 + Penalty 830.126924 = -386506.044070 nChanged 41 SP:Iteration 48Q (3465.407227 sec): 3 clusters Score: Raw -387345.622592 + Penalty 830.126924 = -386515.495668 nChanged 43 SP:Iteration 49Q (3465.453259 sec): 3 clusters Score: Raw -387357.662615 + Penalty 830.126924 = -386527.535690 nChanged 46 SP:Iteration 50Q (3465.505611 sec): 3 clusters Score: Raw -387371.304039 + Penalty 830.126924 = -386541.177114 nChanged 40 SP:Iteration 51Q (3465.553779 sec): 3 clusters Score: Raw -387383.065047 + Penalty 830.126924 = -386552.938122 nChanged 36 SP:Iteration 52Q (3465.597283 sec): 3 clusters Score: Raw -387390.743070 + Penalty 830.126924 = -386560.616146 nChanged 28 SP:Iteration 53Q (3465.649478 sec): 3 clusters Score: Raw -387395.620424 + Penalty 830.126924 = -386565.493500 nChanged 25 SP:Iteration 54Q (3465.698688 sec): 3 clusters Score: Raw -387401.509838 + Penalty 830.126924 = -386571.382914 nChanged 28 SP:Iteration 55Q (3465.756499 sec): 3 clusters Score: Raw -387409.650249 + Penalty 830.126924 = -386579.523325 nChanged 37 SP:Iteration 56Q (3465.798768 sec): 3 clusters Score: Raw -387419.733497 + Penalty 830.126924 = -386589.606573 nChanged 31 SP:Iteration 57Q (3465.858724 sec): 3 clusters Score: Raw -387428.877711 + Penalty 830.126924 = -386598.750787 nChanged 19 SP:Iteration 58Q (3465.902911 sec): 3 clusters Score: Raw -387433.218879 + Penalty 830.126924 = -386603.091955 nChanged 19 SP:Iteration 59Q (3465.957238 sec): 3 clusters Score: Raw -387439.209919 + Penalty 830.126924 = -386609.082994 nChanged 22 SP:Iteration 60F (3466.017849 sec): 3 clusters Score: Raw -387445.310777 + Penalty 830.126924 = -386615.183853 nChanged 24 SP:Iteration 61Q (3466.073117 sec): 3 clusters Score: Raw -387453.850859 + Penalty 830.126924 = -386623.723935 nChanged 20 SP:Iteration 62Q (3466.113442 sec): 3 clusters Score: Raw -387462.668572 + Penalty 830.126924 = -386632.541648 nChanged 19 SP:Iteration 63Q (3466.179363 sec): 3 clusters Score: Raw -387469.758243 + Penalty 830.126924 = -386639.631319 nChanged 15 SP:Iteration 64Q (3466.232028 sec): 3 clusters Score: Raw -387473.827722 + Penalty 830.126924 = -386643.700798 nChanged 13 SP:Iteration 65Q (3466.278505 sec): 3 clusters Score: Raw -387477.488690 + Penalty 830.126924 = -386647.361766 nChanged 19 SP:Iteration 66Q (3466.335610 sec): 3 clusters Score: Raw -387483.439945 + Penalty 830.126924 = -386653.313020 nChanged 18 SP:Iteration 67Q (3466.384532 sec): 3 clusters Score: Raw -387487.568561 + Penalty 830.126924 = -386657.441637 nChanged 12 SP:Iteration 68Q (3466.442724 sec): 3 clusters Score: Raw -387490.393544 + Penalty 830.126924 = -386660.266620 nChanged 12 SP:Iteration 69Q (3466.488991 sec): 3 clusters Score: Raw -387493.745242 + Penalty 830.126924 = -386663.618318 nChanged 10 SP:Iteration 70Q (3466.536456 sec): 3 clusters Score: Raw -387495.636534 + Penalty 830.126924 = -386665.509610 nChanged 7 SP:Iteration 71Q (3466.586705 sec): 3 clusters Score: Raw -387496.514408 + Penalty 830.126924 = -386666.387484 nChanged 3 SP:Iteration 72Q (3466.644636 sec): 3 clusters Score: Raw -387496.901416 + Penalty 830.126924 = -386666.774492 nChanged 1 SP:Iteration 73Q (3466.691493 sec): 3 clusters Score: Raw -387497.116774 + Penalty 830.126924 = -386666.989850 nChanged 2 SP:Iteration 74Q (3466.748981 sec): 3 clusters Score: Raw -387497.783061 + Penalty 830.126924 = -386667.656137 nChanged 5 SP:Iteration 75Q (3466.798423 sec): 3 clusters Score: Raw -387500.935214 + Penalty 830.126924 = -386670.808289 nChanged 11 SP:Iteration 76Q (3466.844482 sec): 3 clusters Score: Raw -387505.509133 + Penalty 830.126924 = -386675.382208 nChanged 8 SP:Iteration 77Q (3466.903526 sec): 3 clusters Score: Raw -387508.351706 + Penalty 830.126924 = -386678.224781 nChanged 9 SP:Iteration 78Q (3466.958555 sec): 3 clusters Score: Raw -387511.099524 + Penalty 830.126924 = -386680.972600 nChanged 7 SP:Iteration 79Q (3467.012227 sec): 3 clusters Score: Raw -387513.226614 + Penalty 830.126924 = -386683.099690 nChanged 6 SP:Iteration 80F (3467.053807 sec): 3 clusters Score: Raw -387514.577056 + Penalty 830.126924 = -386684.450131 nChanged 5 SP:Iteration 81Q (3467.105394 sec): 3 clusters Score: Raw -387516.010015 + Penalty 830.126924 = -386685.883091 nChanged 5 SP:Iteration 82Q (3467.157749 sec): 3 clusters Score: Raw -387517.092482 + Penalty 830.126924 = -386686.965557 nChanged 6 SP:Iteration 83Q (3467.219424 sec): 3 clusters Score: Raw -387518.541061 + Penalty 830.126924 = -386688.414137 nChanged 3 SP:Iteration 84Q (3467.272021 sec): 3 clusters Score: Raw -387519.187771 + Penalty 830.126924 = -386689.060846 nChanged 4 SP:Iteration 85Q (3467.314998 sec): 3 clusters Score: Raw -387519.582292 + Penalty 830.126924 = -386689.455368 nChanged 2 SP:Iteration 86Q (3467.367597 sec): 3 clusters Score: Raw -387519.900238 + Penalty 830.126924 = -386689.773314 nChanged 1 SP:Iteration 87Q (3467.421629 sec): 3 clusters Score: Raw -387520.026859 + Penalty 830.126924 = -386689.899935 nChanged 0 SP:Iteration 88F (3467.476404 sec): 3 clusters Score: Raw -387520.026859 + Penalty 830.126924 = -386689.899935 nChanged 0 Trying to split cluster 3 (1031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3467.500655 sec): 2 clusters Score: Raw -39026.824215 + Penalty 315.691944 = -38711.132271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3467.544574 sec): 3 clusters Score: Raw -38535.810152 + Penalty 631.383888 = -37904.426264 nChanged 393 SP:Iteration 1F (3467.596274 sec): 3 clusters Score: Raw -38811.303261 + Penalty 631.383888 = -38179.919372 nChanged 90 SP:Iteration 2F (3467.638750 sec): 3 clusters Score: Raw -38865.600337 + Penalty 631.383888 = -38234.216449 nChanged 52 SP:Iteration 3F (3467.686071 sec): 3 clusters Score: Raw -38895.982574 + Penalty 631.383888 = -38264.598686 nChanged 26 SP:Iteration 4Q (3467.726147 sec): 3 clusters Score: Raw -38911.888884 + Penalty 631.383888 = -38280.504996 nChanged 23 SP:Iteration 5Q (3467.771874 sec): 3 clusters Score: Raw -38920.834890 + Penalty 631.383888 = -38289.451002 nChanged 22 SP:Iteration 6Q (3467.817714 sec): 3 clusters Score: Raw -38931.550910 + Penalty 631.383888 = -38300.167022 nChanged 14 SP:Iteration 7Q (3467.865202 sec): 3 clusters Score: Raw -38940.146102 + Penalty 631.383888 = -38308.762214 nChanged 20 SP:Iteration 8Q (3467.919570 sec): 3 clusters Score: Raw -38955.912082 + Penalty 631.383888 = -38324.528194 nChanged 20 SP:Iteration 9Q (3467.971207 sec): 3 clusters Score: Raw -38972.999409 + Penalty 631.383888 = -38341.615521 nChanged 17 SP:Iteration 10Q (3468.002531 sec): 3 clusters Score: Raw -38982.042396 + Penalty 631.383888 = -38350.658508 nChanged 20 SP:Iteration 11Q (3468.059398 sec): 3 clusters Score: Raw -38991.985084 + Penalty 631.383888 = -38360.601196 nChanged 14 SP:Iteration 12Q (3468.096734 sec): 3 clusters Score: Raw -38999.145930 + Penalty 631.383888 = -38367.762042 nChanged 11 SP:Iteration 13Q (3468.144525 sec): 3 clusters Score: Raw -39003.718458 + Penalty 631.383888 = -38372.334569 nChanged 6 SP:Iteration 14Q (3468.197632 sec): 3 clusters Score: Raw -39005.156075 + Penalty 631.383888 = -38373.772187 nChanged 2 SP:Iteration 15Q (3468.242763 sec): 3 clusters Score: Raw -39005.628408 + Penalty 631.383888 = -38374.244520 nChanged 4 SP:Iteration 16Q (3468.285331 sec): 3 clusters Score: Raw -39006.240087 + Penalty 631.383888 = -38374.856199 nChanged 3 SP:Iteration 17Q (3468.333079 sec): 3 clusters Score: Raw -39006.685996 + Penalty 631.383888 = -38375.302108 nChanged 2 SP:Iteration 18Q (3468.384596 sec): 3 clusters Score: Raw -39007.507240 + Penalty 631.383888 = -38376.123352 nChanged 5 SP:Iteration 19Q (3468.420988 sec): 3 clusters Score: Raw -39009.447345 + Penalty 631.383888 = -38378.063457 nChanged 9 SP:Iteration 20F (3468.473624 sec): 3 clusters Score: Raw -39012.300773 + Penalty 631.383888 = -38380.916885 nChanged 11 SP:Iteration 21Q (3468.511658 sec): 3 clusters Score: Raw -39015.943377 + Penalty 631.383888 = -38384.559489 nChanged 11 SP:Iteration 22Q (3468.569380 sec): 3 clusters Score: Raw -39020.040930 + Penalty 631.383888 = -38388.657042 nChanged 7 SP:Iteration 23Q (3468.615272 sec): 3 clusters Score: Raw -39022.523165 + Penalty 631.383888 = -38391.139277 nChanged 7 SP:Iteration 24Q (3468.661887 sec): 3 clusters Score: Raw -39025.412261 + Penalty 631.383888 = -38394.028373 nChanged 2 SP:Iteration 25Q (3468.707331 sec): 3 clusters Score: Raw -39026.297659 + Penalty 631.383888 = -38394.913771 nChanged 1 SP:Iteration 26Q (3468.741132 sec): 3 clusters Score: Raw -39027.376201 + Penalty 631.383888 = -38395.992313 nChanged 2 SP:Iteration 27Q (3468.796284 sec): 3 clusters Score: Raw -39028.402904 + Penalty 631.383888 = -38397.019016 nChanged 1 SP:Iteration 28Q (3468.845233 sec): 3 clusters Score: Raw -39028.549299 + Penalty 631.383888 = -38397.165411 nChanged 0 SP:Iteration 29F (3468.875156 sec): 3 clusters Score: Raw -39028.549299 + Penalty 631.383888 = -38397.165411 nChanged 0 Trying to split cluster 4 (821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3468.908929 sec): 2 clusters Score: Raw -31175.790611 + Penalty 305.328801 = -30870.461810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3468.954640 sec): 3 clusters Score: Raw -30768.347552 + Penalty 610.657603 = -30157.689949 nChanged 332 SP:Iteration 1F (3468.996734 sec): 3 clusters Score: Raw -30995.922093 + Penalty 610.657603 = -30385.264490 nChanged 79 SP:Iteration 2F (3469.037062 sec): 3 clusters Score: Raw -31084.708038 + Penalty 610.657603 = -30474.050435 nChanged 64 SP:Iteration 3F (3469.090059 sec): 3 clusters Score: Raw -31152.585967 + Penalty 610.657603 = -30541.928364 nChanged 41 SP:Iteration 4Q (3469.140948 sec): 3 clusters Score: Raw -31183.159879 + Penalty 610.657603 = -30572.502276 nChanged 27 SP:Iteration 5Q (3469.191804 sec): 3 clusters Score: Raw -31210.677449 + Penalty 610.657603 = -30600.019846 nChanged 23 SP:Iteration 6Q (3469.230549 sec): 3 clusters Score: Raw -31238.010843 + Penalty 610.657603 = -30627.353240 nChanged 14 SP:Iteration 7Q (3469.272592 sec): 3 clusters Score: Raw -31254.994110 + Penalty 610.657603 = -30644.336507 nChanged 11 SP:Iteration 8Q (3469.321454 sec): 3 clusters Score: Raw -31262.336145 + Penalty 610.657603 = -30651.678542 nChanged 10 SP:Iteration 9Q (3469.365613 sec): 3 clusters Score: Raw -31265.515846 + Penalty 610.657603 = -30654.858243 nChanged 3 SP:Iteration 10Q (3469.410486 sec): 3 clusters Score: Raw -31268.575279 + Penalty 610.657603 = -30657.917676 nChanged 6 SP:Iteration 11Q (3469.451448 sec): 3 clusters Score: Raw -31271.109694 + Penalty 610.657603 = -30660.452091 nChanged 4 SP:Iteration 12Q (3469.510918 sec): 3 clusters Score: Raw -31272.565815 + Penalty 610.657603 = -30661.908212 nChanged 2 SP:Iteration 13Q (3469.549588 sec): 3 clusters Score: Raw -31272.813315 + Penalty 610.657603 = -30662.155712 nChanged 0 SP:Iteration 14F (3469.598779 sec): 3 clusters Score: Raw -31272.813315 + Penalty 610.657603 = -30662.155712 nChanged 0 Trying to split cluster 5 (1910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3469.628404 sec): 2 clusters Score: Raw -69452.850992 + Penalty 343.746063 = -69109.104929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3469.672704 sec): 3 clusters Score: Raw -68375.189992 + Penalty 687.492125 = -67687.697867 nChanged 836 SP:Iteration 1F (3469.710211 sec): 3 clusters Score: Raw -68894.568002 + Penalty 687.492125 = -68207.075876 nChanged 176 SP:Iteration 2F (3469.751674 sec): 3 clusters Score: Raw -69029.105588 + Penalty 687.492125 = -68341.613463 nChanged 145 SP:Iteration 3F (3469.803295 sec): 3 clusters Score: Raw -69143.620084 + Penalty 687.492125 = -68456.127959 nChanged 122 SP:Iteration 4F (3469.843944 sec): 3 clusters Score: Raw -69231.232849 + Penalty 687.492125 = -68543.740723 nChanged 93 SP:Iteration 5Q (3469.895514 sec): 3 clusters Score: Raw -69290.384939 + Penalty 687.492125 = -68602.892813 nChanged 83 SP:Iteration 6Q (3469.937708 sec): 3 clusters Score: Raw -69343.507771 + Penalty 687.492125 = -68656.015645 nChanged 83 SP:Iteration 7Q (3469.984388 sec): 3 clusters Score: Raw -69411.779639 + Penalty 687.492125 = -68724.287513 nChanged 63 SP:Iteration 8Q (3470.027728 sec): 3 clusters Score: Raw -69492.001339 + Penalty 687.492125 = -68804.509214 nChanged 71 SP:Iteration 9Q (3470.063816 sec): 3 clusters Score: Raw -69555.522067 + Penalty 687.492125 = -68868.029941 nChanged 54 SP:Iteration 10Q (3470.100612 sec): 3 clusters Score: Raw -69605.627071 + Penalty 687.492125 = -68918.134946 nChanged 53 SP:Iteration 11Q (3470.151790 sec): 3 clusters Score: Raw -69656.363532 + Penalty 687.492125 = -68968.871407 nChanged 58 SP:Iteration 12Q (3470.186664 sec): 3 clusters Score: Raw -69706.843800 + Penalty 687.492125 = -69019.351674 nChanged 51 SP:Iteration 13Q (3470.233402 sec): 3 clusters Score: Raw -69746.295626 + Penalty 687.492125 = -69058.803500 nChanged 45 SP:Iteration 14Q (3470.275754 sec): 3 clusters Score: Raw -69791.805924 + Penalty 687.492125 = -69104.313799 nChanged 52 SP:Iteration 15Q (3470.325815 sec): 3 clusters Score: Raw -69843.838087 + Penalty 687.492125 = -69156.345962 nChanged 40 SP:Iteration 16Q (3470.358325 sec): 3 clusters Score: Raw -69873.600264 + Penalty 687.492125 = -69186.108138 nChanged 23 SP:Iteration 17Q (3470.403360 sec): 3 clusters Score: Raw -69886.268514 + Penalty 687.492125 = -69198.776388 nChanged 16 SP:Iteration 18Q (3470.435763 sec): 3 clusters Score: Raw -69893.544450 + Penalty 687.492125 = -69206.052325 nChanged 11 SP:Iteration 19Q (3470.484996 sec): 3 clusters Score: Raw -69898.618487 + Penalty 687.492125 = -69211.126362 nChanged 8 SP:Iteration 20F (3470.528012 sec): 3 clusters Score: Raw -69900.776829 + Penalty 687.492125 = -69213.284703 nChanged 4 SP:Iteration 21Q (3470.567427 sec): 3 clusters Score: Raw -69901.621664 + Penalty 687.492125 = -69214.129538 nChanged 1 SP:Iteration 22Q (3470.612306 sec): 3 clusters Score: Raw -69901.735105 + Penalty 687.492125 = -69214.242980 nChanged 1 SP:Iteration 23Q (3470.646948 sec): 3 clusters Score: Raw -69901.867217 + Penalty 687.492125 = -69214.375092 nChanged 1 SP:Iteration 24Q (3470.687308 sec): 3 clusters Score: Raw -69902.055379 + Penalty 687.492125 = -69214.563254 nChanged 0 SP:Iteration 25F (3470.730545 sec): 3 clusters Score: Raw -69902.055379 + Penalty 687.492125 = -69214.563254 nChanged 0 Score: Raw -17401487.312921 + Penalty 27318.534099 = -17374168.778823 Splitting cluster 5 changes total score from -17374309.124617 to -17374168.778823 So it's not getting split. Trying to split cluster 6 (2486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3478.596958 sec): 2 clusters Score: Raw -107129.445603 + Penalty 355.738577 = -106773.707025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3478.651746 sec): 3 clusters Score: Raw -105759.754636 + Penalty 711.477155 = -105048.277481 nChanged 1053 SP:Iteration 1F (3478.698243 sec): 3 clusters Score: Raw -106380.051645 + Penalty 711.477155 = -105668.574490 nChanged 220 SP:Iteration 2F (3478.738511 sec): 3 clusters Score: Raw -106501.567604 + Penalty 711.477155 = -105790.090450 nChanged 140 SP:Iteration 3F (3478.781999 sec): 3 clusters Score: Raw -106581.192993 + Penalty 711.477155 = -105869.715838 nChanged 130 SP:Iteration 4F (3478.817229 sec): 3 clusters Score: Raw -106644.771993 + Penalty 711.477155 = -105933.294838 nChanged 105 SP:Iteration 5Q (3478.865427 sec): 3 clusters Score: Raw -106690.844636 + Penalty 711.477155 = -105979.367481 nChanged 87 SP:Iteration 6Q (3478.919900 sec): 3 clusters Score: Raw -106738.465299 + Penalty 711.477155 = -106026.988144 nChanged 96 SP:Iteration 7Q (3478.966511 sec): 3 clusters Score: Raw -106796.008222 + Penalty 711.477155 = -106084.531068 nChanged 84 SP:Iteration 8Q (3479.010633 sec): 3 clusters Score: Raw -106845.882382 + Penalty 711.477155 = -106134.405227 nChanged 92 SP:Iteration 9Q (3479.041370 sec): 3 clusters Score: Raw -106906.216732 + Penalty 711.477155 = -106194.739578 nChanged 82 SP:Iteration 10Q (3479.088695 sec): 3 clusters Score: Raw -106960.735804 + Penalty 711.477155 = -106249.258649 nChanged 75 SP:Iteration 11Q (3479.139278 sec): 3 clusters Score: Raw -107010.382158 + Penalty 711.477155 = -106298.905003 nChanged 62 SP:Iteration 12Q (3479.181711 sec): 3 clusters Score: Raw -107052.277367 + Penalty 711.477155 = -106340.800212 nChanged 57 SP:Iteration 13Q (3479.222468 sec): 3 clusters Score: Raw -107090.336072 + Penalty 711.477155 = -106378.858917 nChanged 45 SP:Iteration 14Q (3479.268143 sec): 3 clusters Score: Raw -107123.774487 + Penalty 711.477155 = -106412.297332 nChanged 34 SP:Iteration 15Q (3479.315448 sec): 3 clusters Score: Raw -107148.596380 + Penalty 711.477155 = -106437.119226 nChanged 28 SP:Iteration 16Q (3479.358522 sec): 3 clusters Score: Raw -107177.149573 + Penalty 711.477155 = -106465.672419 nChanged 26 SP:Iteration 17Q (3479.404105 sec): 3 clusters Score: Raw -107205.887225 + Penalty 711.477155 = -106494.410070 nChanged 18 SP:Iteration 18Q (3479.446672 sec): 3 clusters Score: Raw -107217.321380 + Penalty 711.477155 = -106505.844226 nChanged 13 SP:Iteration 19Q (3479.492542 sec): 3 clusters Score: Raw -107226.033575 + Penalty 711.477155 = -106514.556420 nChanged 10 SP:Iteration 20F (3479.529200 sec): 3 clusters Score: Raw -107231.061391 + Penalty 711.477155 = -106519.584237 nChanged 9 SP:Iteration 21Q (3479.569163 sec): 3 clusters Score: Raw -107235.438261 + Penalty 711.477155 = -106523.961106 nChanged 7 SP:Iteration 22Q (3479.619936 sec): 3 clusters Score: Raw -107241.390431 + Penalty 711.477155 = -106529.913276 nChanged 6 SP:Iteration 23Q (3479.672974 sec): 3 clusters Score: Raw -107244.334071 + Penalty 711.477155 = -106532.856917 nChanged 1 SP:Iteration 24Q (3479.714955 sec): 3 clusters Score: Raw -107244.480087 + Penalty 711.477155 = -106533.002933 nChanged 0 SP:Iteration 25F (3479.746718 sec): 3 clusters Score: Raw -107244.480087 + Penalty 711.477155 = -106533.002933 nChanged 0 Trying to split cluster 7 (27930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3479.794264 sec): 2 clusters Score: Raw -1148880.927338 + Penalty 465.804278 = -1148415.123060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3479.865309 sec): 3 clusters Score: Raw -1130676.453335 + Penalty 931.608556 = -1129744.844779 nChanged 13494 SP:Iteration 1F (3479.940205 sec): 3 clusters Score: Raw -1139243.295362 + Penalty 931.608556 = -1138311.686806 nChanged 1858 SP:Iteration 2F (3480.006158 sec): 3 clusters Score: Raw -1140320.203039 + Penalty 931.608556 = -1139388.594483 nChanged 2097 SP:Iteration 3F (3480.069682 sec): 3 clusters Score: Raw -1141742.532420 + Penalty 931.608556 = -1140810.923864 nChanged 2153 SP:Iteration 4F (3480.150622 sec): 3 clusters Score: Raw -1143375.248687 + Penalty 931.608556 = -1142443.640131 nChanged 2026 SP:Iteration 5F (3480.211281 sec): 3 clusters Score: Raw -1144961.931858 + Penalty 931.608556 = -1144030.323302 nChanged 1536 SP:Iteration 6F (3480.286374 sec): 3 clusters Score: Raw -1146003.222413 + Penalty 931.608556 = -1145071.613857 nChanged 1122 SP:Iteration 7Q (3480.354026 sec): 3 clusters Score: Raw -1146531.552995 + Penalty 931.608556 = -1145599.944439 nChanged 705 SP:Iteration 8Q (3480.435322 sec): 3 clusters Score: Raw -1146793.497865 + Penalty 931.608556 = -1145861.889309 nChanged 523 SP:Iteration 9Q (3480.510442 sec): 3 clusters Score: Raw -1146994.103952 + Penalty 931.608556 = -1146062.495396 nChanged 504 SP:Iteration 10Q (3480.581522 sec): 3 clusters Score: Raw -1147197.903509 + Penalty 931.608556 = -1146266.294953 nChanged 489 SP:Iteration 11Q (3480.655500 sec): 3 clusters Score: Raw -1147399.506776 + Penalty 931.608556 = -1146467.898220 nChanged 483 SP:Iteration 12Q (3480.733940 sec): 3 clusters Score: Raw -1147598.622123 + Penalty 931.608556 = -1146667.013567 nChanged 447 SP:Iteration 13Q (3480.805797 sec): 3 clusters Score: Raw -1147787.438894 + Penalty 931.608556 = -1146855.830338 nChanged 400 SP:Iteration 14Q (3480.872053 sec): 3 clusters Score: Raw -1147957.191996 + Penalty 931.608556 = -1147025.583440 nChanged 379 SP:Iteration 15Q (3480.957685 sec): 3 clusters Score: Raw -1148108.935533 + Penalty 931.608556 = -1147177.326977 nChanged 359 SP:Iteration 16Q (3481.031652 sec): 3 clusters Score: Raw -1148241.057794 + Penalty 931.608556 = -1147309.449238 nChanged 311 SP:Iteration 17Q (3481.104870 sec): 3 clusters Score: Raw -1148338.111035 + Penalty 931.608556 = -1147406.502479 nChanged 262 SP:Iteration 18Q (3481.168232 sec): 3 clusters Score: Raw -1148413.147842 + Penalty 931.608556 = -1147481.539286 nChanged 240 SP:Iteration 19Q (3481.250810 sec): 3 clusters Score: Raw -1148479.513695 + Penalty 931.608556 = -1147547.905139 nChanged 230 SP:Iteration 20F (3481.319564 sec): 3 clusters Score: Raw -1148542.097271 + Penalty 931.608556 = -1147610.488715 nChanged 230 SP:Iteration 21Q (3481.392930 sec): 3 clusters Score: Raw -1148607.004855 + Penalty 931.608556 = -1147675.396299 nChanged 211 SP:Iteration 22Q (3481.452064 sec): 3 clusters Score: Raw -1148668.317435 + Penalty 931.608556 = -1147736.708879 nChanged 208 SP:Iteration 23Q (3481.524234 sec): 3 clusters Score: Raw -1148723.597208 + Penalty 931.608556 = -1147791.988652 nChanged 188 SP:Iteration 24Q (3481.602510 sec): 3 clusters Score: Raw -1148772.612912 + Penalty 931.608556 = -1147841.004356 nChanged 173 SP:Iteration 25Q (3481.672528 sec): 3 clusters Score: Raw -1148819.930194 + Penalty 931.608556 = -1147888.321638 nChanged 162 SP:Iteration 26Q (3481.743002 sec): 3 clusters Score: Raw -1148864.422637 + Penalty 931.608556 = -1147932.814081 nChanged 139 SP:Iteration 27Q (3481.813286 sec): 3 clusters Score: Raw -1148897.807624 + Penalty 931.608556 = -1147966.199068 nChanged 145 SP:Iteration 28Q (3481.888632 sec): 3 clusters Score: Raw -1148932.469782 + Penalty 931.608556 = -1148000.861226 nChanged 129 SP:Iteration 29Q (3481.957766 sec): 3 clusters Score: Raw -1148962.134244 + Penalty 931.608556 = -1148030.525688 nChanged 121 SP:Iteration 30Q (3482.019808 sec): 3 clusters Score: Raw -1148987.829623 + Penalty 931.608556 = -1148056.221067 nChanged 113 SP:Iteration 31Q (3482.099593 sec): 3 clusters Score: Raw -1149009.850757 + Penalty 931.608556 = -1148078.242201 nChanged 102 SP:Iteration 32Q (3482.175036 sec): 3 clusters Score: Raw -1149027.609424 + Penalty 931.608556 = -1148096.000868 nChanged 88 SP:Iteration 33Q (3482.246329 sec): 3 clusters Score: Raw -1149042.395889 + Penalty 931.608556 = -1148110.787334 nChanged 94 SP:Iteration 34Q (3482.315127 sec): 3 clusters Score: Raw -1149058.327443 + Penalty 931.608556 = -1148126.718887 nChanged 97 SP:Iteration 35Q (3482.385617 sec): 3 clusters Score: Raw -1149077.142279 + Penalty 931.608556 = -1148145.533723 nChanged 82 SP:Iteration 36Q (3482.458443 sec): 3 clusters Score: Raw -1149092.916584 + Penalty 931.608556 = -1148161.308029 nChanged 80 SP:Iteration 37Q (3482.531366 sec): 3 clusters Score: Raw -1149107.325384 + Penalty 931.608556 = -1148175.716828 nChanged 69 SP:Iteration 38Q (3482.603729 sec): 3 clusters Score: Raw -1149119.514846 + Penalty 931.608556 = -1148187.906290 nChanged 62 SP:Iteration 39Q (3482.675060 sec): 3 clusters Score: Raw -1149128.907870 + Penalty 931.608556 = -1148197.299314 nChanged 54 SP:Iteration 40F (3482.743239 sec): 3 clusters Score: Raw -1149137.711576 + Penalty 931.608556 = -1148206.103020 nChanged 46 SP:Iteration 41Q (3482.811514 sec): 3 clusters Score: Raw -1149144.322082 + Penalty 931.608556 = -1148212.713526 nChanged 31 SP:Iteration 42Q (3482.885037 sec): 3 clusters Score: Raw -1149148.546612 + Penalty 931.608556 = -1148216.938057 nChanged 26 SP:Iteration 43Q (3482.960337 sec): 3 clusters Score: Raw -1149151.348762 + Penalty 931.608556 = -1148219.740206 nChanged 27 SP:Iteration 44Q (3483.034276 sec): 3 clusters Score: Raw -1149154.741683 + Penalty 931.608556 = -1148223.133127 nChanged 36 SP:Iteration 45Q (3483.110336 sec): 3 clusters Score: Raw -1149158.775888 + Penalty 931.608556 = -1148227.167332 nChanged 37 SP:Iteration 46Q (3483.178670 sec): 3 clusters Score: Raw -1149164.258644 + Penalty 931.608556 = -1148232.650088 nChanged 31 SP:Iteration 47Q (3483.258702 sec): 3 clusters Score: Raw -1149167.912100 + Penalty 931.608556 = -1148236.303544 nChanged 26 SP:Iteration 48Q (3483.328317 sec): 3 clusters Score: Raw -1149170.527513 + Penalty 931.608556 = -1148238.918957 nChanged 23 SP:Iteration 49Q (3483.397566 sec): 3 clusters Score: Raw -1149172.653934 + Penalty 931.608556 = -1148241.045378 nChanged 19 SP:Iteration 50Q (3483.467111 sec): 3 clusters Score: Raw -1149175.040530 + Penalty 931.608556 = -1148243.431974 nChanged 20 SP:Iteration 51Q (3483.530274 sec): 3 clusters Score: Raw -1149177.414270 + Penalty 931.608556 = -1148245.805714 nChanged 13 SP:Iteration 52Q (3483.595351 sec): 3 clusters Score: Raw -1149178.769285 + Penalty 931.608556 = -1148247.160729 nChanged 13 SP:Iteration 53Q (3483.655930 sec): 3 clusters Score: Raw -1149180.621811 + Penalty 931.608556 = -1148249.013255 nChanged 16 SP:Iteration 54Q (3483.733914 sec): 3 clusters Score: Raw -1149182.221435 + Penalty 931.608556 = -1148250.612879 nChanged 17 SP:Iteration 55Q (3483.805085 sec): 3 clusters Score: Raw -1149185.267343 + Penalty 931.608556 = -1148253.658787 nChanged 25 SP:Iteration 56Q (3483.871927 sec): 3 clusters Score: Raw -1149189.615224 + Penalty 931.608556 = -1148258.006668 nChanged 17 SP:Iteration 57Q (3483.939733 sec): 3 clusters Score: Raw -1149191.792357 + Penalty 931.608556 = -1148260.183801 nChanged 12 SP:Iteration 58Q (3484.002566 sec): 3 clusters Score: Raw -1149192.576510 + Penalty 931.608556 = -1148260.967954 nChanged 8 SP:Iteration 59Q (3484.073686 sec): 3 clusters Score: Raw -1149192.990856 + Penalty 931.608556 = -1148261.382300 nChanged 8 SP:Iteration 60F (3484.143319 sec): 3 clusters Score: Raw -1149193.197304 + Penalty 931.608556 = -1148261.588749 nChanged 2 SP:Iteration 61Q (3484.216634 sec): 3 clusters Score: Raw -1149193.438932 + Penalty 931.608556 = -1148261.830376 nChanged 5 SP:Iteration 62Q (3484.291906 sec): 3 clusters Score: Raw -1149193.839887 + Penalty 931.608556 = -1148262.231331 nChanged 1 SP:Iteration 63Q (3484.362962 sec): 3 clusters Score: Raw -1149193.997067 + Penalty 931.608556 = -1148262.388511 nChanged 4 SP:Iteration 64Q (3484.429832 sec): 3 clusters Score: Raw -1149194.597584 + Penalty 931.608556 = -1148262.989028 nChanged 5 SP:Iteration 65Q (3484.503461 sec): 3 clusters Score: Raw -1149195.122023 + Penalty 931.608556 = -1148263.513467 nChanged 6 SP:Iteration 66Q (3484.575068 sec): 3 clusters Score: Raw -1149195.679433 + Penalty 931.608556 = -1148264.070877 nChanged 5 SP:Iteration 67Q (3484.642908 sec): 3 clusters Score: Raw -1149196.089123 + Penalty 931.608556 = -1148264.480567 nChanged 5 SP:Iteration 68Q (3484.712962 sec): 3 clusters Score: Raw -1149196.408000 + Penalty 931.608556 = -1148264.799444 nChanged 3 SP:Iteration 69Q (3484.787273 sec): 3 clusters Score: Raw -1149196.463329 + Penalty 931.608556 = -1148264.854773 nChanged 0 SP:Iteration 70F (3484.858423 sec): 3 clusters Score: Raw -1149196.463329 + Penalty 931.608556 = -1148264.854773 nChanged 0 Trying to split cluster 8 (8964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3484.888329 sec): 2 clusters Score: Raw -382850.148021 + Penalty 414.094218 = -382436.053803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3484.934900 sec): 3 clusters Score: Raw -377315.447018 + Penalty 828.188437 = -376487.258581 nChanged 4190 SP:Iteration 1F (3484.978326 sec): 3 clusters Score: Raw -379877.448469 + Penalty 828.188437 = -379049.260032 nChanged 702 SP:Iteration 2F (3485.029293 sec): 3 clusters Score: Raw -380328.572786 + Penalty 828.188437 = -379500.384349 nChanged 723 SP:Iteration 3F (3485.079701 sec): 3 clusters Score: Raw -380834.717465 + Penalty 828.188437 = -380006.529028 nChanged 592 SP:Iteration 4F (3485.124921 sec): 3 clusters Score: Raw -381239.217638 + Penalty 828.188437 = -380411.029201 nChanged 509 SP:Iteration 5F (3485.170070 sec): 3 clusters Score: Raw -381578.671338 + Penalty 828.188437 = -380750.482901 nChanged 421 SP:Iteration 6Q (3485.225665 sec): 3 clusters Score: Raw -381838.684825 + Penalty 828.188437 = -381010.496388 nChanged 335 SP:Iteration 7Q (3485.279800 sec): 3 clusters Score: Raw -382097.238512 + Penalty 828.188437 = -381269.050075 nChanged 257 SP:Iteration 8Q (3485.322467 sec): 3 clusters Score: Raw -382279.573273 + Penalty 828.188437 = -381451.384836 nChanged 195 SP:Iteration 9Q (3485.376241 sec): 3 clusters Score: Raw -382395.950925 + Penalty 828.188437 = -381567.762488 nChanged 153 SP:Iteration 10Q (3485.416858 sec): 3 clusters Score: Raw -382470.487233 + Penalty 828.188437 = -381642.298796 nChanged 138 SP:Iteration 11Q (3485.465329 sec): 3 clusters Score: Raw -382550.553057 + Penalty 828.188437 = -381722.364620 nChanged 118 SP:Iteration 12Q (3485.524113 sec): 3 clusters Score: Raw -382609.647870 + Penalty 828.188437 = -381781.459433 nChanged 105 SP:Iteration 13Q (3485.577382 sec): 3 clusters Score: Raw -382659.314757 + Penalty 828.188437 = -381831.126320 nChanged 95 SP:Iteration 14Q (3485.623074 sec): 3 clusters Score: Raw -382696.105323 + Penalty 828.188437 = -381867.916886 nChanged 77 SP:Iteration 15Q (3485.669243 sec): 3 clusters Score: Raw -382718.780236 + Penalty 828.188437 = -381890.591799 nChanged 69 SP:Iteration 16Q (3485.723386 sec): 3 clusters Score: Raw -382741.618533 + Penalty 828.188437 = -381913.430096 nChanged 68 SP:Iteration 17Q (3485.782538 sec): 3 clusters Score: Raw -382764.120844 + Penalty 828.188437 = -381935.932407 nChanged 57 SP:Iteration 18Q (3485.837286 sec): 3 clusters Score: Raw -382784.687460 + Penalty 828.188437 = -381956.499023 nChanged 62 SP:Iteration 19Q (3485.885795 sec): 3 clusters Score: Raw -382806.248743 + Penalty 828.188437 = -381978.060306 nChanged 54 SP:Iteration 20F (3485.943888 sec): 3 clusters Score: Raw -382826.558809 + Penalty 828.188437 = -381998.370372 nChanged 63 SP:Iteration 21Q (3485.989286 sec): 3 clusters Score: Raw -382849.908657 + Penalty 828.188437 = -382021.720220 nChanged 57 SP:Iteration 22Q (3486.035477 sec): 3 clusters Score: Raw -382875.044321 + Penalty 828.188437 = -382046.855884 nChanged 57 SP:Iteration 23Q (3486.094572 sec): 3 clusters Score: Raw -382901.675527 + Penalty 828.188437 = -382073.487090 nChanged 45 SP:Iteration 24Q (3486.135229 sec): 3 clusters Score: Raw -382922.835754 + Penalty 828.188437 = -382094.647317 nChanged 36 SP:Iteration 25Q (3486.188692 sec): 3 clusters Score: Raw -382935.107892 + Penalty 828.188437 = -382106.919455 nChanged 34 SP:Iteration 26Q (3486.242557 sec): 3 clusters Score: Raw -382947.005845 + Penalty 828.188437 = -382118.817408 nChanged 33 SP:Iteration 27Q (3486.294501 sec): 3 clusters Score: Raw -382956.880343 + Penalty 828.188437 = -382128.691907 nChanged 22 SP:Iteration 28Q (3486.343946 sec): 3 clusters Score: Raw -382962.595264 + Penalty 828.188437 = -382134.406827 nChanged 20 SP:Iteration 29Q (3486.394914 sec): 3 clusters Score: Raw -382968.225291 + Penalty 828.188437 = -382140.036854 nChanged 15 SP:Iteration 30Q (3486.459752 sec): 3 clusters Score: Raw -382971.780981 + Penalty 828.188437 = -382143.592544 nChanged 15 SP:Iteration 31Q (3486.505705 sec): 3 clusters Score: Raw -382975.894884 + Penalty 828.188437 = -382147.706447 nChanged 14 SP:Iteration 32Q (3486.555956 sec): 3 clusters Score: Raw -382979.045413 + Penalty 828.188437 = -382150.856976 nChanged 8 SP:Iteration 33Q (3486.619234 sec): 3 clusters Score: Raw -382980.557720 + Penalty 828.188437 = -382152.369283 nChanged 6 SP:Iteration 34Q (3486.671349 sec): 3 clusters Score: Raw -382982.485016 + Penalty 828.188437 = -382154.296579 nChanged 5 SP:Iteration 35Q (3486.721729 sec): 3 clusters Score: Raw -382983.489958 + Penalty 828.188437 = -382155.301521 nChanged 4 SP:Iteration 36Q (3486.770367 sec): 3 clusters Score: Raw -382984.587219 + Penalty 828.188437 = -382156.398782 nChanged 4 SP:Iteration 37Q (3486.814636 sec): 3 clusters Score: Raw -382985.338788 + Penalty 828.188437 = -382157.150351 nChanged 2 SP:Iteration 38Q (3486.878979 sec): 3 clusters Score: Raw -382985.582665 + Penalty 828.188437 = -382157.394228 nChanged 2 SP:Iteration 39Q (3486.927844 sec): 3 clusters Score: Raw -382986.194679 + Penalty 828.188437 = -382158.006242 nChanged 2 SP:Iteration 40F (3486.989783 sec): 3 clusters Score: Raw -382987.201089 + Penalty 828.188437 = -382159.012652 nChanged 5 SP:Iteration 41Q (3487.045559 sec): 3 clusters Score: Raw -382990.359103 + Penalty 828.188437 = -382162.170666 nChanged 5 SP:Iteration 42Q (3487.087287 sec): 3 clusters Score: Raw -382992.606526 + Penalty 828.188437 = -382164.418089 nChanged 4 SP:Iteration 43Q (3487.144527 sec): 3 clusters Score: Raw -382994.154707 + Penalty 828.188437 = -382165.966270 nChanged 3 SP:Iteration 44Q (3487.192818 sec): 3 clusters Score: Raw -382995.425072 + Penalty 828.188437 = -382167.236635 nChanged 7 SP:Iteration 45Q (3487.248849 sec): 3 clusters Score: Raw -382997.155409 + Penalty 828.188437 = -382168.966972 nChanged 5 SP:Iteration 46Q (3487.292585 sec): 3 clusters Score: Raw -382999.239023 + Penalty 828.188437 = -382171.050586 nChanged 4 SP:Iteration 47Q (3487.350819 sec): 3 clusters Score: Raw -383001.228154 + Penalty 828.188437 = -382173.039717 nChanged 3 SP:Iteration 48Q (3487.403398 sec): 3 clusters Score: Raw -383002.365571 + Penalty 828.188437 = -382174.177134 nChanged 5 SP:Iteration 49Q (3487.457897 sec): 3 clusters Score: Raw -383003.211262 + Penalty 828.188437 = -382175.022825 nChanged 1 SP:Iteration 50Q (3487.501411 sec): 3 clusters Score: Raw -383003.368349 + Penalty 828.188437 = -382175.179912 nChanged 3 SP:Iteration 51Q (3487.559860 sec): 3 clusters Score: Raw -383004.334208 + Penalty 828.188437 = -382176.145771 nChanged 1 SP:Iteration 52Q (3487.611209 sec): 3 clusters Score: Raw -383004.526071 + Penalty 828.188437 = -382176.337634 nChanged 1 SP:Iteration 53Q (3487.664625 sec): 3 clusters Score: Raw -383004.960761 + Penalty 828.188437 = -382176.772324 nChanged 1 SP:Iteration 54Q (3487.714056 sec): 3 clusters Score: Raw -383005.484824 + Penalty 828.188437 = -382177.296387 nChanged 2 SP:Iteration 55Q (3487.775200 sec): 3 clusters Score: Raw -383006.128675 + Penalty 828.188437 = -382177.940238 nChanged 0 SP:Iteration 56F (3487.823758 sec): 3 clusters Score: Raw -383006.128675 + Penalty 828.188437 = -382177.940238 nChanged 0 Trying to split cluster 9 (11553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3487.863318 sec): 2 clusters Score: Raw -439372.613524 + Penalty 425.638869 = -438946.974655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3487.916440 sec): 3 clusters Score: Raw -432113.524303 + Penalty 851.277738 = -431262.246565 nChanged 5359 SP:Iteration 1F (3487.972054 sec): 3 clusters Score: Raw -435492.680041 + Penalty 851.277738 = -434641.402303 nChanged 794 SP:Iteration 2F (3488.025049 sec): 3 clusters Score: Raw -435879.688505 + Penalty 851.277738 = -435028.410766 nChanged 670 SP:Iteration 3F (3488.086334 sec): 3 clusters Score: Raw -436168.051710 + Penalty 851.277738 = -435316.773972 nChanged 557 SP:Iteration 4Q (3488.146510 sec): 3 clusters Score: Raw -436487.062595 + Penalty 851.277738 = -435635.784856 nChanged 561 SP:Iteration 5Q (3488.198176 sec): 3 clusters Score: Raw -436905.876451 + Penalty 851.277738 = -436054.598713 nChanged 574 SP:Iteration 6Q (3488.247243 sec): 3 clusters Score: Raw -437334.210274 + Penalty 851.277738 = -436482.932535 nChanged 492 SP:Iteration 7Q (3488.308011 sec): 3 clusters Score: Raw -437627.688839 + Penalty 851.277738 = -436776.411101 nChanged 397 SP:Iteration 8Q (3488.365719 sec): 3 clusters Score: Raw -437797.353843 + Penalty 851.277738 = -436946.076105 nChanged 290 SP:Iteration 9Q (3488.412832 sec): 3 clusters Score: Raw -437896.347656 + Penalty 851.277738 = -437045.069917 nChanged 208 SP:Iteration 10Q (3488.469567 sec): 3 clusters Score: Raw -437968.740265 + Penalty 851.277738 = -437117.462527 nChanged 194 SP:Iteration 11Q (3488.530161 sec): 3 clusters Score: Raw -438039.254136 + Penalty 851.277738 = -437187.976397 nChanged 190 SP:Iteration 12Q (3488.585602 sec): 3 clusters Score: Raw -438101.935415 + Penalty 851.277738 = -437250.657677 nChanged 174 SP:Iteration 13Q (3488.645946 sec): 3 clusters Score: Raw -438159.564242 + Penalty 851.277738 = -437308.286504 nChanged 179 SP:Iteration 14Q (3488.702972 sec): 3 clusters Score: Raw -438223.599191 + Penalty 851.277738 = -437372.321452 nChanged 188 SP:Iteration 15Q (3488.763335 sec): 3 clusters Score: Raw -438294.875388 + Penalty 851.277738 = -437443.597650 nChanged 180 SP:Iteration 16Q (3488.806686 sec): 3 clusters Score: Raw -438350.490366 + Penalty 851.277738 = -437499.212628 nChanged 153 SP:Iteration 17Q (3488.870644 sec): 3 clusters Score: Raw -438400.189305 + Penalty 851.277738 = -437548.911566 nChanged 146 SP:Iteration 18Q (3488.924496 sec): 3 clusters Score: Raw -438446.398513 + Penalty 851.277738 = -437595.120775 nChanged 153 SP:Iteration 19Q (3488.986960 sec): 3 clusters Score: Raw -438496.064782 + Penalty 851.277738 = -437644.787043 nChanged 149 SP:Iteration 20F (3489.044337 sec): 3 clusters Score: Raw -438548.950261 + Penalty 851.277738 = -437697.672522 nChanged 152 SP:Iteration 21Q (3489.096619 sec): 3 clusters Score: Raw -438594.982646 + Penalty 851.277738 = -437743.704907 nChanged 120 SP:Iteration 22Q (3489.156006 sec): 3 clusters Score: Raw -438630.867811 + Penalty 851.277738 = -437779.590073 nChanged 120 SP:Iteration 23Q (3489.213304 sec): 3 clusters Score: Raw -438667.465584 + Penalty 851.277738 = -437816.187846 nChanged 129 SP:Iteration 24Q (3489.265032 sec): 3 clusters Score: Raw -438708.948901 + Penalty 851.277738 = -437857.671163 nChanged 140 SP:Iteration 25Q (3489.321178 sec): 3 clusters Score: Raw -438755.837475 + Penalty 851.277738 = -437904.559737 nChanged 131 SP:Iteration 26Q (3489.364063 sec): 3 clusters Score: Raw -438795.573856 + Penalty 851.277738 = -437944.296118 nChanged 124 SP:Iteration 27Q (3489.427163 sec): 3 clusters Score: Raw -438835.480741 + Penalty 851.277738 = -437984.203003 nChanged 113 SP:Iteration 28Q (3489.483187 sec): 3 clusters Score: Raw -438872.002921 + Penalty 851.277738 = -438020.725182 nChanged 118 SP:Iteration 29Q (3489.532942 sec): 3 clusters Score: Raw -438911.036913 + Penalty 851.277738 = -438059.759175 nChanged 110 SP:Iteration 30Q (3489.580324 sec): 3 clusters Score: Raw -438955.923280 + Penalty 851.277738 = -438104.645542 nChanged 146 SP:Iteration 31Q (3489.640303 sec): 3 clusters Score: Raw -439024.853651 + Penalty 851.277738 = -438173.575913 nChanged 142 SP:Iteration 32Q (3489.682459 sec): 3 clusters Score: Raw -439090.719704 + Penalty 851.277738 = -438239.441966 nChanged 117 SP:Iteration 33Q (3489.739296 sec): 3 clusters Score: Raw -439154.240965 + Penalty 851.277738 = -438302.963227 nChanged 114 SP:Iteration 34Q (3489.797979 sec): 3 clusters Score: Raw -439213.558313 + Penalty 851.277738 = -438362.280575 nChanged 97 SP:Iteration 35Q (3489.858805 sec): 3 clusters Score: Raw -439264.220624 + Penalty 851.277738 = -438412.942885 nChanged 77 SP:Iteration 36Q (3489.900980 sec): 3 clusters Score: Raw -439301.899085 + Penalty 851.277738 = -438450.621347 nChanged 63 SP:Iteration 37Q (3489.946499 sec): 3 clusters Score: Raw -439331.315437 + Penalty 851.277738 = -438480.037698 nChanged 47 SP:Iteration 38Q (3490.004273 sec): 3 clusters Score: Raw -439355.900602 + Penalty 851.277738 = -438504.622864 nChanged 44 SP:Iteration 39Q (3490.063419 sec): 3 clusters Score: Raw -439383.191896 + Penalty 851.277738 = -438531.914158 nChanged 34 SP:Iteration 40F (3490.121475 sec): 3 clusters Score: Raw -439406.507322 + Penalty 851.277738 = -438555.229583 nChanged 29 SP:Iteration 41Q (3490.169753 sec): 3 clusters Score: Raw -439424.034767 + Penalty 851.277738 = -438572.757029 nChanged 24 SP:Iteration 42Q (3490.231796 sec): 3 clusters Score: Raw -439436.062363 + Penalty 851.277738 = -438584.784625 nChanged 21 SP:Iteration 43Q (3490.280331 sec): 3 clusters Score: Raw -439448.726396 + Penalty 851.277738 = -438597.448658 nChanged 14 SP:Iteration 44Q (3490.338423 sec): 3 clusters Score: Raw -439454.326521 + Penalty 851.277738 = -438603.048782 nChanged 6 SP:Iteration 45Q (3490.386630 sec): 3 clusters Score: Raw -439457.586340 + Penalty 851.277738 = -438606.308601 nChanged 6 SP:Iteration 46Q (3490.441181 sec): 3 clusters Score: Raw -439459.791009 + Penalty 851.277738 = -438608.513270 nChanged 3 SP:Iteration 47Q (3490.491522 sec): 3 clusters Score: Raw -439460.280219 + Penalty 851.277738 = -438609.002480 nChanged 2 SP:Iteration 48Q (3490.540042 sec): 3 clusters Score: Raw -439460.852404 + Penalty 851.277738 = -438609.574666 nChanged 1 SP:Iteration 49Q (3490.583698 sec): 3 clusters Score: Raw -439461.245621 + Penalty 851.277738 = -438609.967883 nChanged 3 SP:Iteration 50Q (3490.638262 sec): 3 clusters Score: Raw -439461.701282 + Penalty 851.277738 = -438610.423544 nChanged 0 SP:Iteration 51F (3490.687878 sec): 3 clusters Score: Raw -439461.701282 + Penalty 851.277738 = -438610.423544 nChanged 0 Trying to split cluster 10 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3490.715159 sec): 2 clusters Score: Raw -21182.284174 + Penalty 292.257737 = -20890.026437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3490.751467 sec): 3 clusters Score: Raw -20933.816397 + Penalty 584.515474 = -20349.300923 nChanged 222 SP:Iteration 1F (3490.795867 sec): 3 clusters Score: Raw -21107.205388 + Penalty 584.515474 = -20522.689914 nChanged 52 SP:Iteration 2F (3490.830635 sec): 3 clusters Score: Raw -21157.788492 + Penalty 584.515474 = -20573.273018 nChanged 47 SP:Iteration 3F (3490.875813 sec): 3 clusters Score: Raw -21198.863493 + Penalty 584.515474 = -20614.348019 nChanged 36 SP:Iteration 4F (3490.913614 sec): 3 clusters Score: Raw -21231.526814 + Penalty 584.515474 = -20647.011340 nChanged 30 SP:Iteration 5Q (3490.964122 sec): 3 clusters Score: Raw -21299.081836 + Penalty 584.515474 = -20714.566362 nChanged 28 SP:Iteration 6Q (3491.010981 sec): 3 clusters Score: Raw -21362.838123 + Penalty 584.515474 = -20778.322649 nChanged 39 SP:Iteration 7F (3491.054779 sec): 3 clusters Score: Raw -21415.695411 + Penalty 584.515474 = -20831.179937 nChanged 33 SP:Iteration 8F (3491.096807 sec): 3 clusters Score: Raw -21446.781610 + Penalty 584.515474 = -20862.266136 nChanged 35 SP:Iteration 9F (3491.143787 sec): 3 clusters Score: Raw -21484.323096 + Penalty 584.515474 = -20899.807623 nChanged 18 SP:Iteration 10Q (3491.181266 sec): 3 clusters Score: Raw -21499.095542 + Penalty 584.515474 = -20914.580068 nChanged 13 SP:Iteration 11Q (3491.236119 sec): 3 clusters Score: Raw -21507.375023 + Penalty 584.515474 = -20922.859550 nChanged 9 SP:Iteration 12Q (3491.278177 sec): 3 clusters Score: Raw -21510.668232 + Penalty 584.515474 = -20926.152759 nChanged 5 SP:Iteration 13Q (3491.324377 sec): 3 clusters Score: Raw -21513.403032 + Penalty 584.515474 = -20928.887558 nChanged 3 SP:Iteration 14Q (3491.366321 sec): 3 clusters Score: Raw -21514.753598 + Penalty 584.515474 = -20930.238124 nChanged 2 SP:Iteration 15Q (3491.412588 sec): 3 clusters Score: Raw -21515.862046 + Penalty 584.515474 = -20931.346573 nChanged 0 SP:Iteration 16F (3491.465311 sec): 3 clusters Score: Raw -21515.862046 + Penalty 584.515474 = -20931.346573 nChanged 0 Score: Raw -17401371.686407 + Penalty 27318.534099 = -17374053.152308 Splitting cluster 10 changes total score from -17374309.124617 to -17374053.152308 So it's not getting split. Trying to split cluster 11 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3499.322075 sec): 2 clusters Score: Raw -16508.482747 + Penalty 278.273092 = -16230.209655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3499.361039 sec): 3 clusters Score: Raw -16320.265570 + Penalty 556.546183 = -15763.719386 nChanged 167 SP:Iteration 1F (3499.410397 sec): 3 clusters Score: Raw -16448.153831 + Penalty 556.546183 = -15891.607647 nChanged 32 SP:Iteration 2F (3499.437939 sec): 3 clusters Score: Raw -16480.238969 + Penalty 556.546183 = -15923.692785 nChanged 21 SP:Iteration 3Q (3499.481792 sec): 3 clusters Score: Raw -16498.094705 + Penalty 556.546183 = -15941.548522 nChanged 12 SP:Iteration 4Q (3499.533315 sec): 3 clusters Score: Raw -16506.207491 + Penalty 556.546183 = -15949.661307 nChanged 7 SP:Iteration 5Q (3499.560146 sec): 3 clusters Score: Raw -16511.319805 + Penalty 556.546183 = -15954.773622 nChanged 4 SP:Iteration 6Q (3499.597054 sec): 3 clusters Score: Raw -16513.458715 + Penalty 556.546183 = -15956.912531 nChanged 2 SP:Iteration 7Q (3499.634208 sec): 3 clusters Score: Raw -16515.361224 + Penalty 556.546183 = -15958.815040 nChanged 1 SP:Iteration 8Q (3499.684798 sec): 3 clusters Score: Raw -16516.375959 + Penalty 556.546183 = -15959.829775 nChanged 3 SP:Iteration 9Q (3499.732562 sec): 3 clusters Score: Raw -16517.109846 + Penalty 556.546183 = -15960.563662 nChanged 0 SP:Iteration 10F (3499.767179 sec): 3 clusters Score: Raw -16517.109846 + Penalty 556.546183 = -15960.563662 nChanged 0 Trying to split cluster 12 (67016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3499.855354 sec): 2 clusters Score: Raw -2714107.341628 + Penalty 505.627244 = -2713601.714384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3499.965992 sec): 3 clusters Score: Raw -2669727.335205 + Penalty 1011.254488 = -2668716.080718 nChanged 32406 SP:Iteration 1F (3500.070113 sec): 3 clusters Score: Raw -2690131.738950 + Penalty 1011.254488 = -2689120.484462 nChanged 3279 SP:Iteration 2Q (3500.193515 sec): 3 clusters Score: Raw -2691530.719335 + Penalty 1011.254488 = -2690519.464848 nChanged 3663 SP:Iteration 3F (3500.300416 sec): 3 clusters Score: Raw -2693320.251776 + Penalty 1011.254488 = -2692308.997289 nChanged 3860 SP:Iteration 4F (3500.411014 sec): 3 clusters Score: Raw -2695432.269037 + Penalty 1011.254488 = -2694421.014549 nChanged 3958 SP:Iteration 5F (3500.522078 sec): 3 clusters Score: Raw -2697778.277809 + Penalty 1011.254488 = -2696767.023321 nChanged 3821 SP:Iteration 6F (3500.634446 sec): 3 clusters Score: Raw -2700209.972561 + Penalty 1011.254488 = -2699198.718074 nChanged 3406 SP:Iteration 7F (3500.732756 sec): 3 clusters Score: Raw -2702158.573829 + Penalty 1011.254488 = -2701147.319341 nChanged 2704 SP:Iteration 8Q (3500.853724 sec): 3 clusters Score: Raw -2703401.396319 + Penalty 1011.254488 = -2702390.141832 nChanged 1971 SP:Iteration 9Q (3500.973158 sec): 3 clusters Score: Raw -2704076.440567 + Penalty 1011.254488 = -2703065.186079 nChanged 1478 SP:Iteration 10Q (3501.089778 sec): 3 clusters Score: Raw -2704509.307473 + Penalty 1011.254488 = -2703498.052986 nChanged 1245 SP:Iteration 11Q (3501.205643 sec): 3 clusters Score: Raw -2704853.169697 + Penalty 1011.254488 = -2703841.915209 nChanged 1196 SP:Iteration 12Q (3501.314646 sec): 3 clusters Score: Raw -2705191.618100 + Penalty 1011.254488 = -2704180.363612 nChanged 1249 SP:Iteration 13Q (3501.432185 sec): 3 clusters Score: Raw -2705569.517685 + Penalty 1011.254488 = -2704558.263197 nChanged 1335 SP:Iteration 14Q (3501.556375 sec): 3 clusters Score: Raw -2706009.398367 + Penalty 1011.254488 = -2704998.143880 nChanged 1394 SP:Iteration 15Q (3501.664248 sec): 3 clusters Score: Raw -2706486.283435 + Penalty 1011.254488 = -2705475.028947 nChanged 1463 SP:Iteration 16Q (3501.776853 sec): 3 clusters Score: Raw -2707033.085720 + Penalty 1011.254488 = -2706021.831232 nChanged 1488 SP:Iteration 17Q (3501.887835 sec): 3 clusters Score: Raw -2707624.624232 + Penalty 1011.254488 = -2706613.369745 nChanged 1480 SP:Iteration 18Q (3501.998171 sec): 3 clusters Score: Raw -2708230.548793 + Penalty 1011.254488 = -2707219.294306 nChanged 1403 SP:Iteration 19Q (3502.113752 sec): 3 clusters Score: Raw -2708824.366679 + Penalty 1011.254488 = -2707813.112192 nChanged 1336 SP:Iteration 20F (3502.218380 sec): 3 clusters Score: Raw -2709425.674586 + Penalty 1011.254488 = -2708414.420099 nChanged 1297 SP:Iteration 21Q (3502.311430 sec): 3 clusters Score: Raw -2710078.636807 + Penalty 1011.254488 = -2709067.382319 nChanged 1299 SP:Iteration 22Q (3502.427170 sec): 3 clusters Score: Raw -2710777.419477 + Penalty 1011.254488 = -2709766.164989 nChanged 1173 SP:Iteration 23Q (3502.528407 sec): 3 clusters Score: Raw -2711416.085047 + Penalty 1011.254488 = -2710404.830560 nChanged 1028 SP:Iteration 24Q (3502.620259 sec): 3 clusters Score: Raw -2712002.144109 + Penalty 1011.254488 = -2710990.889622 nChanged 883 SP:Iteration 25Q (3502.727906 sec): 3 clusters Score: Raw -2712533.254413 + Penalty 1011.254488 = -2711521.999926 nChanged 789 SP:Iteration 26Q (3502.838402 sec): 3 clusters Score: Raw -2713049.393220 + Penalty 1011.254488 = -2712038.138733 nChanged 603 SP:Iteration 27Q (3502.942764 sec): 3 clusters Score: Raw -2713453.900289 + Penalty 1011.254488 = -2712442.645801 nChanged 464 SP:Iteration 28Q (3503.045071 sec): 3 clusters Score: Raw -2713748.459110 + Penalty 1011.254488 = -2712737.204622 nChanged 341 SP:Iteration 29Q (3503.153193 sec): 3 clusters Score: Raw -2713948.822454 + Penalty 1011.254488 = -2712937.567967 nChanged 255 SP:Iteration 30Q (3503.249483 sec): 3 clusters Score: Raw -2714068.651358 + Penalty 1011.254488 = -2713057.396870 nChanged 203 SP:Iteration 31Q (3503.352277 sec): 3 clusters Score: Raw -2714161.010469 + Penalty 1011.254488 = -2713149.755981 nChanged 161 SP:Iteration 32Q (3503.459783 sec): 3 clusters Score: Raw -2714222.840722 + Penalty 1011.254488 = -2713211.586234 nChanged 123 SP:Iteration 33Q (3503.561194 sec): 3 clusters Score: Raw -2714260.049899 + Penalty 1011.254488 = -2713248.795412 nChanged 86 SP:Iteration 34Q (3503.662553 sec): 3 clusters Score: Raw -2714279.781600 + Penalty 1011.254488 = -2713268.527112 nChanged 65 SP:Iteration 35Q (3503.773884 sec): 3 clusters Score: Raw -2714293.868694 + Penalty 1011.254488 = -2713282.614207 nChanged 59 SP:Iteration 36Q (3503.874331 sec): 3 clusters Score: Raw -2714307.860695 + Penalty 1011.254488 = -2713296.606208 nChanged 43 SP:Iteration 37Q (3503.977785 sec): 3 clusters Score: Raw -2714316.185225 + Penalty 1011.254488 = -2713304.930737 nChanged 27 SP:Iteration 38Q (3504.099428 sec): 3 clusters Score: Raw -2714321.064807 + Penalty 1011.254488 = -2713309.810320 nChanged 30 SP:Iteration 39Q (3504.203354 sec): 3 clusters Score: Raw -2714325.606521 + Penalty 1011.254488 = -2713314.352033 nChanged 20 SP:Iteration 40F (3504.298728 sec): 3 clusters Score: Raw -2714328.622518 + Penalty 1011.254488 = -2713317.368031 nChanged 18 SP:Iteration 41Q (3504.391753 sec): 3 clusters Score: Raw -2714332.291695 + Penalty 1011.254488 = -2713321.037208 nChanged 16 SP:Iteration 42Q (3504.499170 sec): 3 clusters Score: Raw -2714335.095541 + Penalty 1011.254488 = -2713323.841054 nChanged 18 SP:Iteration 43Q (3504.602673 sec): 3 clusters Score: Raw -2714337.768974 + Penalty 1011.254488 = -2713326.514486 nChanged 23 SP:Iteration 44Q (3504.710077 sec): 3 clusters Score: Raw -2714342.393717 + Penalty 1011.254488 = -2713331.139230 nChanged 24 SP:Iteration 45Q (3504.814274 sec): 3 clusters Score: Raw -2714345.802754 + Penalty 1011.254488 = -2713334.548266 nChanged 19 SP:Iteration 46Q (3504.920787 sec): 3 clusters Score: Raw -2714348.113464 + Penalty 1011.254488 = -2713336.858977 nChanged 14 SP:Iteration 47Q (3505.028132 sec): 3 clusters Score: Raw -2714350.273553 + Penalty 1011.254488 = -2713339.019066 nChanged 9 SP:Iteration 48Q (3505.118265 sec): 3 clusters Score: Raw -2714352.382168 + Penalty 1011.254488 = -2713341.127680 nChanged 6 SP:Iteration 49Q (3505.225463 sec): 3 clusters Score: Raw -2714353.391202 + Penalty 1011.254488 = -2713342.136714 nChanged 4 SP:Iteration 50Q (3505.329627 sec): 3 clusters Score: Raw -2714354.006033 + Penalty 1011.254488 = -2713342.751546 nChanged 5 SP:Iteration 51Q (3505.426858 sec): 3 clusters Score: Raw -2714354.945669 + Penalty 1011.254488 = -2713343.691181 nChanged 5 SP:Iteration 52Q (3505.536398 sec): 3 clusters Score: Raw -2714355.612475 + Penalty 1011.254488 = -2713344.357987 nChanged 8 SP:Iteration 53Q (3505.631419 sec): 3 clusters Score: Raw -2714356.510398 + Penalty 1011.254488 = -2713345.255911 nChanged 5 SP:Iteration 54Q (3505.726096 sec): 3 clusters Score: Raw -2714356.770362 + Penalty 1011.254488 = -2713345.515874 nChanged 1 SP:Iteration 55Q (3505.826234 sec): 3 clusters Score: Raw -2714356.817352 + Penalty 1011.254488 = -2713345.562864 nChanged 1 SP:Iteration 56Q (3505.926642 sec): 3 clusters Score: Raw -2714356.897595 + Penalty 1011.254488 = -2713345.643107 nChanged 0 SP:Iteration 57F (3506.029591 sec): 3 clusters Score: Raw -2714356.897595 + Penalty 1011.254488 = -2713345.643107 nChanged 0 Trying to split cluster 13 (8709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3506.062893 sec): 2 clusters Score: Raw -368826.166492 + Penalty 412.781107 = -368413.385385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3506.121836 sec): 3 clusters Score: Raw -363439.921619 + Penalty 825.562215 = -362614.359404 nChanged 3960 SP:Iteration 1F (3506.167254 sec): 3 clusters Score: Raw -365659.515995 + Penalty 825.562215 = -364833.953780 nChanged 416 SP:Iteration 2Q (3506.219456 sec): 3 clusters Score: Raw -365831.768246 + Penalty 825.562215 = -365006.206031 nChanged 417 SP:Iteration 3Q (3506.274791 sec): 3 clusters Score: Raw -366017.637283 + Penalty 825.562215 = -365192.075068 nChanged 439 SP:Iteration 4F (3506.328312 sec): 3 clusters Score: Raw -366219.547280 + Penalty 825.562215 = -365393.985065 nChanged 421 SP:Iteration 5Q (3506.374799 sec): 3 clusters Score: Raw -366459.945887 + Penalty 825.562215 = -365634.383672 nChanged 457 SP:Iteration 6F (3506.436486 sec): 3 clusters Score: Raw -366761.817404 + Penalty 825.562215 = -365936.255189 nChanged 504 SP:Iteration 7F (3506.488822 sec): 3 clusters Score: Raw -367142.958253 + Penalty 825.562215 = -366317.396038 nChanged 487 SP:Iteration 8F (3506.539024 sec): 3 clusters Score: Raw -367478.456762 + Penalty 825.562215 = -366652.894547 nChanged 371 SP:Iteration 9Q (3506.594599 sec): 3 clusters Score: Raw -367657.499997 + Penalty 825.562215 = -366831.937782 nChanged 229 SP:Iteration 10Q (3506.650554 sec): 3 clusters Score: Raw -367725.177159 + Penalty 825.562215 = -366899.614944 nChanged 152 SP:Iteration 11Q (3506.701457 sec): 3 clusters Score: Raw -367762.906394 + Penalty 825.562215 = -366937.344179 nChanged 100 SP:Iteration 12Q (3506.754322 sec): 3 clusters Score: Raw -367783.459284 + Penalty 825.562215 = -366957.897069 nChanged 73 SP:Iteration 13Q (3506.799509 sec): 3 clusters Score: Raw -367796.778171 + Penalty 825.562215 = -366971.215956 nChanged 75 SP:Iteration 14Q (3506.854050 sec): 3 clusters Score: Raw -367809.279088 + Penalty 825.562215 = -366983.716873 nChanged 66 SP:Iteration 15Q (3506.914455 sec): 3 clusters Score: Raw -367821.086568 + Penalty 825.562215 = -366995.524353 nChanged 64 SP:Iteration 16Q (3506.971272 sec): 3 clusters Score: Raw -367830.871127 + Penalty 825.562215 = -367005.308912 nChanged 57 SP:Iteration 17Q (3507.015832 sec): 3 clusters Score: Raw -367841.357724 + Penalty 825.562215 = -367015.795509 nChanged 68 SP:Iteration 18Q (3507.073976 sec): 3 clusters Score: Raw -367856.865626 + Penalty 825.562215 = -367031.303411 nChanged 62 SP:Iteration 19Q (3507.115294 sec): 3 clusters Score: Raw -367867.410636 + Penalty 825.562215 = -367041.848421 nChanged 51 SP:Iteration 20F (3507.176734 sec): 3 clusters Score: Raw -367874.569432 + Penalty 825.562215 = -367049.007217 nChanged 56 SP:Iteration 21Q (3507.223528 sec): 3 clusters Score: Raw -367882.170056 + Penalty 825.562215 = -367056.607841 nChanged 45 SP:Iteration 22Q (3507.283018 sec): 3 clusters Score: Raw -367887.875142 + Penalty 825.562215 = -367062.312927 nChanged 36 SP:Iteration 23Q (3507.337608 sec): 3 clusters Score: Raw -367892.441162 + Penalty 825.562215 = -367066.878947 nChanged 38 SP:Iteration 24Q (3507.391029 sec): 3 clusters Score: Raw -367897.803944 + Penalty 825.562215 = -367072.241729 nChanged 38 SP:Iteration 25Q (3507.443122 sec): 3 clusters Score: Raw -367901.904578 + Penalty 825.562215 = -367076.342363 nChanged 36 SP:Iteration 26Q (3507.499569 sec): 3 clusters Score: Raw -367906.462984 + Penalty 825.562215 = -367080.900769 nChanged 36 SP:Iteration 27Q (3507.550970 sec): 3 clusters Score: Raw -367911.390533 + Penalty 825.562215 = -367085.828318 nChanged 32 SP:Iteration 28Q (3507.600667 sec): 3 clusters Score: Raw -367915.088259 + Penalty 825.562215 = -367089.526044 nChanged 34 SP:Iteration 29Q (3507.651831 sec): 3 clusters Score: Raw -367918.975929 + Penalty 825.562215 = -367093.413714 nChanged 36 SP:Iteration 30Q (3507.699294 sec): 3 clusters Score: Raw -367925.308458 + Penalty 825.562215 = -367099.746243 nChanged 42 SP:Iteration 31Q (3507.750715 sec): 3 clusters Score: Raw -367932.178223 + Penalty 825.562215 = -367106.616008 nChanged 35 SP:Iteration 32Q (3507.814816 sec): 3 clusters Score: Raw -367937.808586 + Penalty 825.562215 = -367112.246371 nChanged 41 SP:Iteration 33Q (3507.866863 sec): 3 clusters Score: Raw -367942.825851 + Penalty 825.562215 = -367117.263636 nChanged 30 SP:Iteration 34Q (3507.921223 sec): 3 clusters Score: Raw -367946.504654 + Penalty 825.562215 = -367120.942439 nChanged 30 SP:Iteration 35Q (3507.966471 sec): 3 clusters Score: Raw -367950.824957 + Penalty 825.562215 = -367125.262742 nChanged 27 SP:Iteration 36Q (3508.028034 sec): 3 clusters Score: Raw -367956.358258 + Penalty 825.562215 = -367130.796043 nChanged 41 SP:Iteration 37Q (3508.068448 sec): 3 clusters Score: Raw -367964.936242 + Penalty 825.562215 = -367139.374027 nChanged 43 SP:Iteration 38Q (3508.123206 sec): 3 clusters Score: Raw -367972.126640 + Penalty 825.562215 = -367146.564425 nChanged 35 SP:Iteration 39Q (3508.178414 sec): 3 clusters Score: Raw -367976.596217 + Penalty 825.562215 = -367151.034002 nChanged 31 SP:Iteration 40F (3508.230259 sec): 3 clusters Score: Raw -367981.740145 + Penalty 825.562215 = -367156.177930 nChanged 29 SP:Iteration 41Q (3508.276318 sec): 3 clusters Score: Raw -367985.819435 + Penalty 825.562215 = -367160.257220 nChanged 34 SP:Iteration 42Q (3508.328162 sec): 3 clusters Score: Raw -367990.707284 + Penalty 825.562215 = -367165.145069 nChanged 43 SP:Iteration 43Q (3508.383565 sec): 3 clusters Score: Raw -367995.373368 + Penalty 825.562215 = -367169.811153 nChanged 30 SP:Iteration 44Q (3508.438389 sec): 3 clusters Score: Raw -367998.198455 + Penalty 825.562215 = -367172.636240 nChanged 25 SP:Iteration 45Q (3508.491791 sec): 3 clusters Score: Raw -368000.727642 + Penalty 825.562215 = -367175.165427 nChanged 25 SP:Iteration 46Q (3508.550820 sec): 3 clusters Score: Raw -368003.182107 + Penalty 825.562215 = -367177.619892 nChanged 26 SP:Iteration 47Q (3508.597954 sec): 3 clusters Score: Raw -368005.634608 + Penalty 825.562215 = -367180.072393 nChanged 26 SP:Iteration 48Q (3508.651449 sec): 3 clusters Score: Raw -368008.848792 + Penalty 825.562215 = -367183.286577 nChanged 30 SP:Iteration 49Q (3508.714797 sec): 3 clusters Score: Raw -368011.491312 + Penalty 825.562215 = -367185.929097 nChanged 21 SP:Iteration 50Q (3508.773054 sec): 3 clusters Score: Raw -368013.505322 + Penalty 825.562215 = -367187.943107 nChanged 18 SP:Iteration 51Q (3508.816486 sec): 3 clusters Score: Raw -368015.284566 + Penalty 825.562215 = -367189.722351 nChanged 29 SP:Iteration 52Q (3508.880144 sec): 3 clusters Score: Raw -368019.136846 + Penalty 825.562215 = -367193.574631 nChanged 41 SP:Iteration 53Q (3508.933740 sec): 3 clusters Score: Raw -368025.534389 + Penalty 825.562215 = -367199.972174 nChanged 44 SP:Iteration 54Q (3508.981479 sec): 3 clusters Score: Raw -368032.767815 + Penalty 825.562215 = -367207.205600 nChanged 50 SP:Iteration 55Q (3509.034400 sec): 3 clusters Score: Raw -368043.166155 + Penalty 825.562215 = -367217.603940 nChanged 67 SP:Iteration 56Q (3509.087714 sec): 3 clusters Score: Raw -368056.706329 + Penalty 825.562215 = -367231.144114 nChanged 65 SP:Iteration 57Q (3509.138779 sec): 3 clusters Score: Raw -368070.751917 + Penalty 825.562215 = -367245.189702 nChanged 72 SP:Iteration 58Q (3509.190267 sec): 3 clusters Score: Raw -368087.136239 + Penalty 825.562215 = -367261.574024 nChanged 73 SP:Iteration 59Q (3509.236833 sec): 3 clusters Score: Raw -368103.054262 + Penalty 825.562215 = -367277.492047 nChanged 77 SP:Iteration 60F (3509.292187 sec): 3 clusters Score: Raw -368120.582270 + Penalty 825.562215 = -367295.020055 nChanged 82 SP:Iteration 61Q (3509.336551 sec): 3 clusters Score: Raw -368140.479283 + Penalty 825.562215 = -367314.917068 nChanged 78 SP:Iteration 62Q (3509.388627 sec): 3 clusters Score: Raw -368157.100380 + Penalty 825.562215 = -367331.538165 nChanged 69 SP:Iteration 63Q (3509.433786 sec): 3 clusters Score: Raw -368170.211428 + Penalty 825.562215 = -367344.649213 nChanged 56 SP:Iteration 64Q (3509.495934 sec): 3 clusters Score: Raw -368180.299457 + Penalty 825.562215 = -367354.737242 nChanged 59 SP:Iteration 65Q (3509.542100 sec): 3 clusters Score: Raw -368192.083610 + Penalty 825.562215 = -367366.521395 nChanged 67 SP:Iteration 66Q (3509.595579 sec): 3 clusters Score: Raw -368205.933290 + Penalty 825.562215 = -367380.371075 nChanged 63 SP:Iteration 67Q (3509.646522 sec): 3 clusters Score: Raw -368221.676689 + Penalty 825.562215 = -367396.114474 nChanged 70 SP:Iteration 68Q (3509.714302 sec): 3 clusters Score: Raw -368241.844887 + Penalty 825.562215 = -367416.282672 nChanged 79 SP:Iteration 69Q (3509.758732 sec): 3 clusters Score: Raw -368265.157966 + Penalty 825.562215 = -367439.595751 nChanged 86 SP:Iteration 70Q (3509.815338 sec): 3 clusters Score: Raw -368292.613170 + Penalty 825.562215 = -367467.050955 nChanged 83 SP:Iteration 71Q (3509.862081 sec): 3 clusters Score: Raw -368319.008680 + Penalty 825.562215 = -367493.446465 nChanged 73 SP:Iteration 72Q (3509.918548 sec): 3 clusters Score: Raw -368342.058079 + Penalty 825.562215 = -367516.495864 nChanged 67 SP:Iteration 73Q (3509.958631 sec): 3 clusters Score: Raw -368360.589214 + Penalty 825.562215 = -367535.026999 nChanged 72 SP:Iteration 74Q (3510.005180 sec): 3 clusters Score: Raw -368382.257117 + Penalty 825.562215 = -367556.694902 nChanged 60 SP:Iteration 75Q (3510.063619 sec): 3 clusters Score: Raw -368399.832145 + Penalty 825.562215 = -367574.269930 nChanged 65 SP:Iteration 76Q (3510.105882 sec): 3 clusters Score: Raw -368422.750675 + Penalty 825.562215 = -367597.188460 nChanged 70 SP:Iteration 77Q (3510.157503 sec): 3 clusters Score: Raw -368449.514826 + Penalty 825.562215 = -367623.952611 nChanged 69 SP:Iteration 78Q (3510.202278 sec): 3 clusters Score: Raw -368473.747109 + Penalty 825.562215 = -367648.184894 nChanged 62 SP:Iteration 79Q (3510.259165 sec): 3 clusters Score: Raw -368493.090925 + Penalty 825.562215 = -367667.528710 nChanged 47 SP:Iteration 80F (3510.311224 sec): 3 clusters Score: Raw -368505.891660 + Penalty 825.562215 = -367680.329445 nChanged 55 SP:Iteration 81Q (3510.360427 sec): 3 clusters Score: Raw -368523.815638 + Penalty 825.562215 = -367698.253423 nChanged 68 SP:Iteration 82Q (3510.402636 sec): 3 clusters Score: Raw -368552.993614 + Penalty 825.562215 = -367727.431399 nChanged 67 SP:Iteration 83Q (3510.464801 sec): 3 clusters Score: Raw -368579.531659 + Penalty 825.562215 = -367753.969444 nChanged 56 SP:Iteration 84Q (3510.509643 sec): 3 clusters Score: Raw -368598.451291 + Penalty 825.562215 = -367772.889076 nChanged 54 SP:Iteration 85Q (3510.555453 sec): 3 clusters Score: Raw -368621.273769 + Penalty 825.562215 = -367795.711554 nChanged 57 SP:Iteration 86Q (3510.604738 sec): 3 clusters Score: Raw -368644.468477 + Penalty 825.562215 = -367818.906262 nChanged 54 SP:Iteration 87Q (3510.659650 sec): 3 clusters Score: Raw -368668.643278 + Penalty 825.562215 = -367843.081063 nChanged 49 SP:Iteration 88Q (3510.720459 sec): 3 clusters Score: Raw -368692.634372 + Penalty 825.562215 = -367867.072157 nChanged 52 SP:Iteration 89Q (3510.774457 sec): 3 clusters Score: Raw -368720.186676 + Penalty 825.562215 = -367894.624461 nChanged 45 SP:Iteration 90Q (3510.826850 sec): 3 clusters Score: Raw -368745.088320 + Penalty 825.562215 = -367919.526105 nChanged 37 SP:Iteration 91Q (3510.881949 sec): 3 clusters Score: Raw -368762.937064 + Penalty 825.562215 = -367937.374849 nChanged 40 SP:Iteration 92Q (3510.922331 sec): 3 clusters Score: Raw -368783.044186 + Penalty 825.562215 = -367957.481971 nChanged 35 SP:Iteration 93Q (3510.975403 sec): 3 clusters Score: Raw -368800.936398 + Penalty 825.562215 = -367975.374183 nChanged 35 SP:Iteration 94Q (3511.024866 sec): 3 clusters Score: Raw -368817.033997 + Penalty 825.562215 = -367991.471782 nChanged 23 SP:Iteration 95Q (3511.086289 sec): 3 clusters Score: Raw -368827.770010 + Penalty 825.562215 = -368002.207795 nChanged 17 SP:Iteration 96Q (3511.134015 sec): 3 clusters Score: Raw -368833.636969 + Penalty 825.562215 = -368008.074754 nChanged 8 SP:Iteration 97Q (3511.192263 sec): 3 clusters Score: Raw -368837.333290 + Penalty 825.562215 = -368011.771075 nChanged 9 SP:Iteration 98Q (3511.242399 sec): 3 clusters Score: Raw -368841.552324 + Penalty 825.562215 = -368015.990109 nChanged 14 SP:Iteration 99Q (3511.293608 sec): 3 clusters Score: Raw -368847.626906 + Penalty 825.562215 = -368022.064691 nChanged 14 SP:Iteration 100F (3511.345639 sec): 3 clusters Score: Raw -368855.132646 + Penalty 825.562215 = -368029.570431 nChanged 16 SP:Iteration 101Q (3511.388878 sec): 3 clusters Score: Raw -368865.819900 + Penalty 825.562215 = -368040.257685 nChanged 16 SP:Iteration 102Q (3511.446733 sec): 3 clusters Score: Raw -368876.121389 + Penalty 825.562215 = -368050.559174 nChanged 12 SP:Iteration 103Q (3511.491070 sec): 3 clusters Score: Raw -368882.579495 + Penalty 825.562215 = -368057.017280 nChanged 8 SP:Iteration 104Q (3511.536535 sec): 3 clusters Score: Raw -368887.276939 + Penalty 825.562215 = -368061.714724 nChanged 9 SP:Iteration 105Q (3511.586418 sec): 3 clusters Score: Raw -368892.308727 + Penalty 825.562215 = -368066.746512 nChanged 9 SP:Iteration 106Q (3511.644543 sec): 3 clusters Score: Raw -368897.875102 + Penalty 825.562215 = -368072.312887 nChanged 8 SP:Iteration 107Q (3511.703350 sec): 3 clusters Score: Raw -368902.531688 + Penalty 825.562215 = -368076.969473 nChanged 7 SP:Iteration 108Q (3511.758305 sec): 3 clusters Score: Raw -368906.350118 + Penalty 825.562215 = -368080.787903 nChanged 4 SP:Iteration 109Q (3511.809753 sec): 3 clusters Score: Raw -368908.896355 + Penalty 825.562215 = -368083.334140 nChanged 5 SP:Iteration 110Q (3511.855482 sec): 3 clusters Score: Raw -368911.328331 + Penalty 825.562215 = -368085.766116 nChanged 2 SP:Iteration 111Q (3511.896551 sec): 3 clusters Score: Raw -368912.133431 + Penalty 825.562215 = -368086.571216 nChanged 3 SP:Iteration 112Q (3511.954616 sec): 3 clusters Score: Raw -368913.604271 + Penalty 825.562215 = -368088.042056 nChanged 4 SP:Iteration 113Q (3512.001071 sec): 3 clusters Score: Raw -368916.641430 + Penalty 825.562215 = -368091.079215 nChanged 8 SP:Iteration 114Q (3512.055649 sec): 3 clusters Score: Raw -368921.585553 + Penalty 825.562215 = -368096.023338 nChanged 6 SP:Iteration 115Q (3512.099367 sec): 3 clusters Score: Raw -368924.205768 + Penalty 825.562215 = -368098.643553 nChanged 4 SP:Iteration 116Q (3512.155400 sec): 3 clusters Score: Raw -368928.160244 + Penalty 825.562215 = -368102.598029 nChanged 5 SP:Iteration 117Q (3512.199737 sec): 3 clusters Score: Raw -368931.966688 + Penalty 825.562215 = -368106.404473 nChanged 1 SP:Iteration 118Q (3512.264987 sec): 3 clusters Score: Raw -368933.136804 + Penalty 825.562215 = -368107.574589 nChanged 1 SP:Iteration 119Q (3512.313198 sec): 3 clusters Score: Raw -368933.680633 + Penalty 825.562215 = -368108.118418 nChanged 0 SP:Iteration 120F (3512.358003 sec): 3 clusters Score: Raw -368933.680633 + Penalty 825.562215 = -368108.118418 nChanged 0 Trying to split cluster 14 (1274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3512.381796 sec): 2 clusters Score: Raw -49382.205048 + Penalty 325.321216 = -49056.883832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3512.427947 sec): 3 clusters Score: Raw -48713.289808 + Penalty 650.642432 = -48062.647376 nChanged 527 SP:Iteration 1F (3512.478855 sec): 3 clusters Score: Raw -49001.725667 + Penalty 650.642432 = -48351.083235 nChanged 111 SP:Iteration 2F (3512.520833 sec): 3 clusters Score: Raw -49068.202392 + Penalty 650.642432 = -48417.559960 nChanged 80 SP:Iteration 3F (3512.575264 sec): 3 clusters Score: Raw -49127.382237 + Penalty 650.642432 = -48476.739805 nChanged 65 SP:Iteration 4F (3512.617725 sec): 3 clusters Score: Raw -49168.137593 + Penalty 650.642432 = -48517.495161 nChanged 53 SP:Iteration 5Q (3512.657515 sec): 3 clusters Score: Raw -49208.182546 + Penalty 650.642432 = -48557.540113 nChanged 53 SP:Iteration 6Q (3512.708201 sec): 3 clusters Score: Raw -49249.663941 + Penalty 650.642432 = -48599.021509 nChanged 57 SP:Iteration 7Q (3512.757070 sec): 3 clusters Score: Raw -49301.012851 + Penalty 650.642432 = -48650.370419 nChanged 59 SP:Iteration 8Q (3512.797288 sec): 3 clusters Score: Raw -49359.907533 + Penalty 650.642432 = -48709.265101 nChanged 51 SP:Iteration 9Q (3512.844290 sec): 3 clusters Score: Raw -49409.036533 + Penalty 650.642432 = -48758.394101 nChanged 36 SP:Iteration 10Q (3512.893180 sec): 3 clusters Score: Raw -49431.899516 + Penalty 650.642432 = -48781.257084 nChanged 33 SP:Iteration 11Q (3512.939740 sec): 3 clusters Score: Raw -49450.841933 + Penalty 650.642432 = -48800.199501 nChanged 27 SP:Iteration 12Q (3512.982070 sec): 3 clusters Score: Raw -49466.134269 + Penalty 650.642432 = -48815.491837 nChanged 27 SP:Iteration 13Q (3513.029715 sec): 3 clusters Score: Raw -49486.328797 + Penalty 650.642432 = -48835.686365 nChanged 27 SP:Iteration 14Q (3513.080661 sec): 3 clusters Score: Raw -49503.399511 + Penalty 650.642432 = -48852.757079 nChanged 24 SP:Iteration 15Q (3513.120751 sec): 3 clusters Score: Raw -49515.144152 + Penalty 650.642432 = -48864.501720 nChanged 15 SP:Iteration 16Q (3513.170300 sec): 3 clusters Score: Raw -49519.836877 + Penalty 650.642432 = -48869.194445 nChanged 11 SP:Iteration 17Q (3513.211577 sec): 3 clusters Score: Raw -49522.816954 + Penalty 650.642432 = -48872.174522 nChanged 11 SP:Iteration 18Q (3513.258062 sec): 3 clusters Score: Raw -49526.347686 + Penalty 650.642432 = -48875.705254 nChanged 8 SP:Iteration 19Q (3513.303157 sec): 3 clusters Score: Raw -49528.425086 + Penalty 650.642432 = -48877.782654 nChanged 7 SP:Iteration 20F (3513.347830 sec): 3 clusters Score: Raw -49531.666666 + Penalty 650.642432 = -48881.024234 nChanged 10 SP:Iteration 21Q (3513.400261 sec): 3 clusters Score: Raw -49535.446952 + Penalty 650.642432 = -48884.804520 nChanged 5 SP:Iteration 22Q (3513.440369 sec): 3 clusters Score: Raw -49537.146543 + Penalty 650.642432 = -48886.504111 nChanged 2 SP:Iteration 23Q (3513.492455 sec): 3 clusters Score: Raw -49537.918788 + Penalty 650.642432 = -48887.276356 nChanged 5 SP:Iteration 24Q (3513.540421 sec): 3 clusters Score: Raw -49540.606108 + Penalty 650.642432 = -48889.963676 nChanged 9 SP:Iteration 25Q (3513.590596 sec): 3 clusters Score: Raw -49545.462043 + Penalty 650.642432 = -48894.819611 nChanged 8 SP:Iteration 26Q (3513.634504 sec): 3 clusters Score: Raw -49548.330719 + Penalty 650.642432 = -48897.688287 nChanged 11 SP:Iteration 27Q (3513.669027 sec): 3 clusters Score: Raw -49551.585568 + Penalty 650.642432 = -48900.943136 nChanged 7 SP:Iteration 28Q (3513.716465 sec): 3 clusters Score: Raw -49553.017310 + Penalty 650.642432 = -48902.374877 nChanged 4 SP:Iteration 29Q (3513.770092 sec): 3 clusters Score: Raw -49554.556966 + Penalty 650.642432 = -48903.914534 nChanged 5 SP:Iteration 30Q (3513.820742 sec): 3 clusters Score: Raw -49556.345411 + Penalty 650.642432 = -48905.702979 nChanged 5 SP:Iteration 31Q (3513.866666 sec): 3 clusters Score: Raw -49557.673373 + Penalty 650.642432 = -48907.030941 nChanged 2 SP:Iteration 32Q (3513.916521 sec): 3 clusters Score: Raw -49558.096064 + Penalty 650.642432 = -48907.453632 nChanged 2 SP:Iteration 33Q (3513.952778 sec): 3 clusters Score: Raw -49558.908037 + Penalty 650.642432 = -48908.265605 nChanged 2 SP:Iteration 34Q (3514.006463 sec): 3 clusters Score: Raw -49559.504200 + Penalty 650.642432 = -48908.861768 nChanged 3 SP:Iteration 35Q (3514.041382 sec): 3 clusters Score: Raw -49559.928986 + Penalty 650.642432 = -48909.286553 nChanged 0 SP:Iteration 36F (3514.086945 sec): 3 clusters Score: Raw -49559.928986 + Penalty 650.642432 = -48909.286553 nChanged 0 Trying to split cluster 15 (107064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3514.204830 sec): 2 clusters Score: Raw -4337311.964235 + Penalty 526.943784 = -4336785.020451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3514.350437 sec): 3 clusters Score: Raw -4265285.680755 + Penalty 1053.887568 = -4264231.793187 nChanged 52352 SP:Iteration 1F (3514.496777 sec): 3 clusters Score: Raw -4301039.057395 + Penalty 1053.887568 = -4299985.169828 nChanged 6734 SP:Iteration 2F (3514.647470 sec): 3 clusters Score: Raw -4305942.697822 + Penalty 1053.887568 = -4304888.810254 nChanged 7384 SP:Iteration 3F (3514.795461 sec): 3 clusters Score: Raw -4312187.187182 + Penalty 1053.887568 = -4311133.299614 nChanged 7048 SP:Iteration 4F (3514.939722 sec): 3 clusters Score: Raw -4317620.411315 + Penalty 1053.887568 = -4316566.523747 nChanged 5641 SP:Iteration 5F (3515.085289 sec): 3 clusters Score: Raw -4320879.331867 + Penalty 1053.887568 = -4319825.444299 nChanged 3791 SP:Iteration 6Q (3515.238258 sec): 3 clusters Score: Raw -4322369.007605 + Penalty 1053.887568 = -4321315.120037 nChanged 2558 SP:Iteration 7Q (3515.388639 sec): 3 clusters Score: Raw -4323179.590764 + Penalty 1053.887568 = -4322125.703196 nChanged 2103 SP:Iteration 8Q (3515.548642 sec): 3 clusters Score: Raw -4323839.324432 + Penalty 1053.887568 = -4322785.436864 nChanged 2061 SP:Iteration 9Q (3515.695822 sec): 3 clusters Score: Raw -4324508.335831 + Penalty 1053.887568 = -4323454.448263 nChanged 2182 SP:Iteration 10Q (3515.843008 sec): 3 clusters Score: Raw -4325251.135483 + Penalty 1053.887568 = -4324197.247915 nChanged 2173 SP:Iteration 11Q (3515.992917 sec): 3 clusters Score: Raw -4326062.869201 + Penalty 1053.887568 = -4325008.981633 nChanged 2276 SP:Iteration 12Q (3516.141022 sec): 3 clusters Score: Raw -4327004.397193 + Penalty 1053.887568 = -4325950.509625 nChanged 2334 SP:Iteration 13Q (3516.290629 sec): 3 clusters Score: Raw -4328080.166344 + Penalty 1053.887568 = -4327026.278776 nChanged 2352 SP:Iteration 14Q (3516.435005 sec): 3 clusters Score: Raw -4329260.019697 + Penalty 1053.887568 = -4328206.132129 nChanged 2242 SP:Iteration 15Q (3516.573733 sec): 3 clusters Score: Raw -4330498.434712 + Penalty 1053.887568 = -4329444.547144 nChanged 2145 SP:Iteration 16Q (3516.711308 sec): 3 clusters Score: Raw -4331765.942408 + Penalty 1053.887568 = -4330712.054840 nChanged 1954 SP:Iteration 17Q (3516.851809 sec): 3 clusters Score: Raw -4332988.264934 + Penalty 1053.887568 = -4331934.377366 nChanged 1721 SP:Iteration 18Q (3516.994843 sec): 3 clusters Score: Raw -4334125.865340 + Penalty 1053.887568 = -4333071.977772 nChanged 1397 SP:Iteration 19Q (3517.128671 sec): 3 clusters Score: Raw -4335066.476666 + Penalty 1053.887568 = -4334012.589098 nChanged 1072 SP:Iteration 20F (3517.277597 sec): 3 clusters Score: Raw -4335775.304424 + Penalty 1053.887568 = -4334721.416856 nChanged 802 SP:Iteration 21Q (3517.412924 sec): 3 clusters Score: Raw -4336280.390005 + Penalty 1053.887568 = -4335226.502437 nChanged 574 SP:Iteration 22Q (3517.536019 sec): 3 clusters Score: Raw -4336628.871243 + Penalty 1053.887568 = -4335574.983675 nChanged 413 SP:Iteration 23Q (3517.673606 sec): 3 clusters Score: Raw -4336864.520871 + Penalty 1053.887568 = -4335810.633303 nChanged 288 SP:Iteration 24Q (3517.797633 sec): 3 clusters Score: Raw -4337024.987495 + Penalty 1053.887568 = -4335971.099927 nChanged 202 SP:Iteration 25Q (3517.921020 sec): 3 clusters Score: Raw -4337140.108338 + Penalty 1053.887568 = -4336086.220770 nChanged 127 SP:Iteration 26Q (3518.047536 sec): 3 clusters Score: Raw -4337210.793383 + Penalty 1053.887568 = -4336156.905815 nChanged 94 SP:Iteration 27Q (3518.180357 sec): 3 clusters Score: Raw -4337271.390136 + Penalty 1053.887568 = -4336217.502568 nChanged 67 SP:Iteration 28Q (3518.307070 sec): 3 clusters Score: Raw -4337313.491527 + Penalty 1053.887568 = -4336259.603959 nChanged 38 SP:Iteration 29Q (3518.442083 sec): 3 clusters Score: Raw -4337336.109794 + Penalty 1053.887568 = -4336282.222226 nChanged 31 SP:Iteration 30Q (3518.571997 sec): 3 clusters Score: Raw -4337349.838886 + Penalty 1053.887568 = -4336295.951318 nChanged 15 SP:Iteration 31Q (3518.695778 sec): 3 clusters Score: Raw -4337357.935244 + Penalty 1053.887568 = -4336304.047676 nChanged 11 SP:Iteration 32Q (3518.832497 sec): 3 clusters Score: Raw -4337364.781335 + Penalty 1053.887568 = -4336310.893767 nChanged 12 SP:Iteration 33Q (3518.959280 sec): 3 clusters Score: Raw -4337371.144855 + Penalty 1053.887568 = -4336317.257287 nChanged 8 SP:Iteration 34Q (3519.085289 sec): 3 clusters Score: Raw -4337377.025464 + Penalty 1053.887568 = -4336323.137896 nChanged 11 SP:Iteration 35Q (3519.211356 sec): 3 clusters Score: Raw -4337382.666742 + Penalty 1053.887568 = -4336328.779174 nChanged 5 SP:Iteration 36Q (3519.342150 sec): 3 clusters Score: Raw -4337384.581621 + Penalty 1053.887568 = -4336330.694053 nChanged 3 SP:Iteration 37Q (3519.477028 sec): 3 clusters Score: Raw -4337385.313298 + Penalty 1053.887568 = -4336331.425730 nChanged 1 SP:Iteration 38Q (3519.621522 sec): 3 clusters Score: Raw -4337385.635702 + Penalty 1053.887568 = -4336331.748134 nChanged 0 SP:Iteration 39F (3519.770343 sec): 3 clusters Score: Raw -4337385.635702 + Penalty 1053.887568 = -4336331.748134 nChanged 0 Trying to split cluster 16 (1438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3519.799194 sec): 2 clusters Score: Raw -42546.241467 + Penalty 330.830888 = -42215.410578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3519.845519 sec): 3 clusters Score: Raw -41811.426488 + Penalty 661.661777 = -41149.764711 nChanged 586 SP:Iteration 1F (3519.889336 sec): 3 clusters Score: Raw -42248.008379 + Penalty 661.661777 = -41586.346602 nChanged 136 SP:Iteration 2F (3519.943984 sec): 3 clusters Score: Raw -42383.531946 + Penalty 661.661777 = -41721.870170 nChanged 99 SP:Iteration 3F (3519.978279 sec): 3 clusters Score: Raw -42451.434286 + Penalty 661.661777 = -41789.772509 nChanged 85 SP:Iteration 4F (3520.019434 sec): 3 clusters Score: Raw -42513.780217 + Penalty 661.661777 = -41852.118440 nChanged 56 SP:Iteration 5Q (3520.053397 sec): 3 clusters Score: Raw -42547.911374 + Penalty 661.661777 = -41886.249597 nChanged 68 SP:Iteration 6Q (3520.086340 sec): 3 clusters Score: Raw -42582.555071 + Penalty 661.661777 = -41920.893294 nChanged 34 SP:Iteration 7Q (3520.129689 sec): 3 clusters Score: Raw -42597.324065 + Penalty 661.661777 = -41935.662288 nChanged 33 SP:Iteration 8Q (3520.178363 sec): 3 clusters Score: Raw -42611.221059 + Penalty 661.661777 = -41949.559282 nChanged 26 SP:Iteration 9Q (3520.217380 sec): 3 clusters Score: Raw -42629.612709 + Penalty 661.661777 = -41967.950932 nChanged 33 SP:Iteration 10Q (3520.251987 sec): 3 clusters Score: Raw -42643.972658 + Penalty 661.661777 = -41982.310881 nChanged 22 SP:Iteration 11Q (3520.295053 sec): 3 clusters Score: Raw -42652.393915 + Penalty 661.661777 = -41990.732138 nChanged 17 SP:Iteration 12Q (3520.330829 sec): 3 clusters Score: Raw -42662.653917 + Penalty 661.661777 = -42000.992140 nChanged 23 SP:Iteration 13Q (3520.366311 sec): 3 clusters Score: Raw -42677.866730 + Penalty 661.661777 = -42016.204953 nChanged 24 SP:Iteration 14Q (3520.410859 sec): 3 clusters Score: Raw -42689.215576 + Penalty 661.661777 = -42027.553799 nChanged 11 SP:Iteration 15Q (3520.461175 sec): 3 clusters Score: Raw -42696.535704 + Penalty 661.661777 = -42034.873927 nChanged 11 SP:Iteration 16Q (3520.510183 sec): 3 clusters Score: Raw -42702.928271 + Penalty 661.661777 = -42041.266494 nChanged 7 SP:Iteration 17Q (3520.537399 sec): 3 clusters Score: Raw -42709.457869 + Penalty 661.661777 = -42047.796092 nChanged 15 SP:Iteration 18Q (3520.578021 sec): 3 clusters Score: Raw -42726.293432 + Penalty 661.661777 = -42064.631655 nChanged 18 SP:Iteration 19Q (3520.623104 sec): 3 clusters Score: Raw -42738.730818 + Penalty 661.661777 = -42077.069041 nChanged 18 SP:Iteration 20F (3520.661779 sec): 3 clusters Score: Raw -42759.208477 + Penalty 661.661777 = -42097.546700 nChanged 23 SP:Iteration 21Q (3520.712098 sec): 3 clusters Score: Raw -42797.836995 + Penalty 661.661777 = -42136.175218 nChanged 18 SP:Iteration 22Q (3520.748586 sec): 3 clusters Score: Raw -42828.964236 + Penalty 661.661777 = -42167.302459 nChanged 23 SP:Iteration 23Q (3520.795564 sec): 3 clusters Score: Raw -42852.439752 + Penalty 661.661777 = -42190.777975 nChanged 21 SP:Iteration 24Q (3520.834064 sec): 3 clusters Score: Raw -42868.188319 + Penalty 661.661777 = -42206.526542 nChanged 14 SP:Iteration 25Q (3520.881529 sec): 3 clusters Score: Raw -42878.832659 + Penalty 661.661777 = -42217.170882 nChanged 16 SP:Iteration 26Q (3520.928877 sec): 3 clusters Score: Raw -42889.536401 + Penalty 661.661777 = -42227.874624 nChanged 9 SP:Iteration 27Q (3520.964410 sec): 3 clusters Score: Raw -42899.155552 + Penalty 661.661777 = -42237.493775 nChanged 7 SP:Iteration 28Q (3521.018681 sec): 3 clusters Score: Raw -42905.279227 + Penalty 661.661777 = -42243.617450 nChanged 6 SP:Iteration 29Q (3521.066631 sec): 3 clusters Score: Raw -42910.488491 + Penalty 661.661777 = -42248.826714 nChanged 6 SP:Iteration 30Q (3521.106676 sec): 3 clusters Score: Raw -42914.033446 + Penalty 661.661777 = -42252.371669 nChanged 0 SP:Iteration 31F (3521.155819 sec): 3 clusters Score: Raw -42914.033446 + Penalty 661.661777 = -42252.371669 nChanged 0 Score: Raw -17401405.900514 + Penalty 27318.534099 = -17374087.366415 Splitting cluster 16 changes total score from -17374309.124617 to -17374087.366415 So it's not getting split. Trying to split cluster 17 (2034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3529.115261 sec): 2 clusters Score: Raw -76284.041304 + Penalty 346.608061 = -75937.433243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3529.158677 sec): 3 clusters Score: Raw -75153.195779 + Penalty 693.216121 = -74459.979658 nChanged 857 SP:Iteration 1F (3529.202113 sec): 3 clusters Score: Raw -75667.044426 + Penalty 693.216121 = -74973.828304 nChanged 168 SP:Iteration 2F (3529.246433 sec): 3 clusters Score: Raw -75776.604678 + Penalty 693.216121 = -75083.388557 nChanged 134 SP:Iteration 3F (3529.294908 sec): 3 clusters Score: Raw -75848.737456 + Penalty 693.216121 = -75155.521334 nChanged 99 SP:Iteration 4Q (3529.328683 sec): 3 clusters Score: Raw -75911.385332 + Penalty 693.216121 = -75218.169211 nChanged 99 SP:Iteration 5Q (3529.377986 sec): 3 clusters Score: Raw -75992.511711 + Penalty 693.216121 = -75299.295590 nChanged 101 SP:Iteration 6Q (3529.423572 sec): 3 clusters Score: Raw -76095.945041 + Penalty 693.216121 = -75402.728919 nChanged 111 SP:Iteration 7F (3529.462703 sec): 3 clusters Score: Raw -76188.667834 + Penalty 693.216121 = -75495.451712 nChanged 89 SP:Iteration 8Q (3529.494580 sec): 3 clusters Score: Raw -76243.405784 + Penalty 693.216121 = -75550.189662 nChanged 50 SP:Iteration 9Q (3529.546327 sec): 3 clusters Score: Raw -76259.564646 + Penalty 693.216121 = -75566.348525 nChanged 28 SP:Iteration 10Q (3529.585629 sec): 3 clusters Score: Raw -76268.067223 + Penalty 693.216121 = -75574.851102 nChanged 26 SP:Iteration 11Q (3529.629524 sec): 3 clusters Score: Raw -76275.360073 + Penalty 693.216121 = -75582.143952 nChanged 17 SP:Iteration 12Q (3529.676546 sec): 3 clusters Score: Raw -76278.557168 + Penalty 693.216121 = -75585.341046 nChanged 11 SP:Iteration 13Q (3529.729369 sec): 3 clusters Score: Raw -76281.029046 + Penalty 693.216121 = -75587.812925 nChanged 7 SP:Iteration 14Q (3529.778213 sec): 3 clusters Score: Raw -76283.076307 + Penalty 693.216121 = -75589.860186 nChanged 8 SP:Iteration 15Q (3529.816942 sec): 3 clusters Score: Raw -76284.776031 + Penalty 693.216121 = -75591.559909 nChanged 11 SP:Iteration 16Q (3529.866160 sec): 3 clusters Score: Raw -76289.703174 + Penalty 693.216121 = -75596.487053 nChanged 12 SP:Iteration 17Q (3529.914242 sec): 3 clusters Score: Raw -76294.839818 + Penalty 693.216121 = -75601.623696 nChanged 8 SP:Iteration 18Q (3529.960996 sec): 3 clusters Score: Raw -76296.629069 + Penalty 693.216121 = -75603.412948 nChanged 3 SP:Iteration 19Q (3530.001473 sec): 3 clusters Score: Raw -76297.178674 + Penalty 693.216121 = -75603.962552 nChanged 4 SP:Iteration 20F (3530.044359 sec): 3 clusters Score: Raw -76298.044041 + Penalty 693.216121 = -75604.827920 nChanged 3 SP:Iteration 21Q (3530.092669 sec): 3 clusters Score: Raw -76298.697485 + Penalty 693.216121 = -75605.481364 nChanged 1 SP:Iteration 22Q (3530.135565 sec): 3 clusters Score: Raw -76298.736874 + Penalty 693.216121 = -75605.520752 nChanged 0 SP:Iteration 23F (3530.182511 sec): 3 clusters Score: Raw -76298.736874 + Penalty 693.216121 = -75605.520752 nChanged 0 Trying to split cluster 18 (8433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3530.217339 sec): 2 clusters Score: Raw -324104.221811 + Penalty 411.315808 = -323692.906004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3530.267870 sec): 3 clusters Score: Raw -318890.488161 + Penalty 822.631615 = -318067.856546 nChanged 3857 SP:Iteration 1F (3530.324278 sec): 3 clusters Score: Raw -321151.841046 + Penalty 822.631615 = -320329.209430 nChanged 640 SP:Iteration 2F (3530.372768 sec): 3 clusters Score: Raw -321559.200993 + Penalty 822.631615 = -320736.569378 nChanged 752 SP:Iteration 3F (3530.420382 sec): 3 clusters Score: Raw -322151.251825 + Penalty 822.631615 = -321328.620209 nChanged 755 SP:Iteration 4F (3530.479406 sec): 3 clusters Score: Raw -322822.345091 + Penalty 822.631615 = -321999.713476 nChanged 568 SP:Iteration 5F (3530.532612 sec): 3 clusters Score: Raw -323330.003014 + Penalty 822.631615 = -322507.371399 nChanged 366 SP:Iteration 6Q (3530.590631 sec): 3 clusters Score: Raw -323650.210144 + Penalty 822.631615 = -322827.578529 nChanged 240 SP:Iteration 7Q (3530.641923 sec): 3 clusters Score: Raw -323834.844357 + Penalty 822.631615 = -323012.212742 nChanged 165 SP:Iteration 8Q (3530.689973 sec): 3 clusters Score: Raw -323938.426811 + Penalty 822.631615 = -323115.795196 nChanged 122 SP:Iteration 9Q (3530.741464 sec): 3 clusters Score: Raw -324012.464546 + Penalty 822.631615 = -323189.832931 nChanged 99 SP:Iteration 10Q (3530.795875 sec): 3 clusters Score: Raw -324066.612506 + Penalty 822.631615 = -323243.980891 nChanged 59 SP:Iteration 11Q (3530.853442 sec): 3 clusters Score: Raw -324097.941715 + Penalty 822.631615 = -323275.310100 nChanged 53 SP:Iteration 12Q (3530.902825 sec): 3 clusters Score: Raw -324127.264479 + Penalty 822.631615 = -323304.632864 nChanged 42 SP:Iteration 13Q (3530.949932 sec): 3 clusters Score: Raw -324143.542935 + Penalty 822.631615 = -323320.911320 nChanged 31 SP:Iteration 14Q (3531.009538 sec): 3 clusters Score: Raw -324155.408360 + Penalty 822.631615 = -323332.776745 nChanged 20 SP:Iteration 15Q (3531.058175 sec): 3 clusters Score: Raw -324164.074197 + Penalty 822.631615 = -323341.442582 nChanged 21 SP:Iteration 16Q (3531.111736 sec): 3 clusters Score: Raw -324172.406951 + Penalty 822.631615 = -323349.775336 nChanged 21 SP:Iteration 17Q (3531.166374 sec): 3 clusters Score: Raw -324184.113508 + Penalty 822.631615 = -323361.481892 nChanged 23 SP:Iteration 18Q (3531.206674 sec): 3 clusters Score: Raw -324194.440271 + Penalty 822.631615 = -323371.808656 nChanged 16 SP:Iteration 19Q (3531.258176 sec): 3 clusters Score: Raw -324201.262405 + Penalty 822.631615 = -323378.630790 nChanged 14 SP:Iteration 20F (3531.309593 sec): 3 clusters Score: Raw -324206.685364 + Penalty 822.631615 = -323384.053749 nChanged 9 SP:Iteration 21Q (3531.362224 sec): 3 clusters Score: Raw -324210.576756 + Penalty 822.631615 = -323387.945141 nChanged 5 SP:Iteration 22Q (3531.422705 sec): 3 clusters Score: Raw -324215.267475 + Penalty 822.631615 = -323392.635860 nChanged 9 SP:Iteration 23Q (3531.472141 sec): 3 clusters Score: Raw -324218.980900 + Penalty 822.631615 = -323396.349284 nChanged 3 SP:Iteration 24Q (3531.526291 sec): 3 clusters Score: Raw -324219.367200 + Penalty 822.631615 = -323396.735584 nChanged 3 SP:Iteration 25Q (3531.567373 sec): 3 clusters Score: Raw -324219.690206 + Penalty 822.631615 = -323397.058591 nChanged 1 SP:Iteration 26Q (3531.620106 sec): 3 clusters Score: Raw -324219.960665 + Penalty 822.631615 = -323397.329050 nChanged 3 SP:Iteration 27Q (3531.677530 sec): 3 clusters Score: Raw -324220.441764 + Penalty 822.631615 = -323397.810148 nChanged 2 SP:Iteration 28Q (3531.721649 sec): 3 clusters Score: Raw -324220.648760 + Penalty 822.631615 = -323398.017145 nChanged 2 SP:Iteration 29Q (3531.775734 sec): 3 clusters Score: Raw -324221.373413 + Penalty 822.631615 = -323398.741798 nChanged 1 SP:Iteration 30Q (3531.831108 sec): 3 clusters Score: Raw -324221.600078 + Penalty 822.631615 = -323398.968463 nChanged 1 SP:Iteration 31Q (3531.885269 sec): 3 clusters Score: Raw -324221.681500 + Penalty 822.631615 = -323399.049885 nChanged 0 SP:Iteration 32F (3531.942421 sec): 3 clusters Score: Raw -324221.681500 + Penalty 822.631615 = -323399.049885 nChanged 0 Trying to split cluster 19 (5204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3531.971427 sec): 2 clusters Score: Raw -218454.680881 + Penalty 389.351819 = -218065.329061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3532.015076 sec): 3 clusters Score: Raw -215321.934911 + Penalty 778.703638 = -214543.231273 nChanged 2374 SP:Iteration 1F (3532.061932 sec): 3 clusters Score: Raw -216751.749777 + Penalty 778.703638 = -215973.046139 nChanged 407 SP:Iteration 2F (3532.118638 sec): 3 clusters Score: Raw -216971.658304 + Penalty 778.703638 = -216192.954665 nChanged 325 SP:Iteration 3F (3532.169718 sec): 3 clusters Score: Raw -217176.943287 + Penalty 778.703638 = -216398.239648 nChanged 297 SP:Iteration 4F (3532.213701 sec): 3 clusters Score: Raw -217383.157541 + Penalty 778.703638 = -216604.453903 nChanged 257 SP:Iteration 5Q (3532.266337 sec): 3 clusters Score: Raw -217566.334910 + Penalty 778.703638 = -216787.631271 nChanged 225 SP:Iteration 6Q (3532.318873 sec): 3 clusters Score: Raw -217718.005857 + Penalty 778.703638 = -216939.302219 nChanged 187 SP:Iteration 7Q (3532.368841 sec): 3 clusters Score: Raw -217812.353649 + Penalty 778.703638 = -217033.650011 nChanged 156 SP:Iteration 8Q (3532.419612 sec): 3 clusters Score: Raw -217880.855829 + Penalty 778.703638 = -217102.152191 nChanged 120 SP:Iteration 9Q (3532.468842 sec): 3 clusters Score: Raw -217931.666541 + Penalty 778.703638 = -217152.962902 nChanged 95 SP:Iteration 10Q (3532.513009 sec): 3 clusters Score: Raw -217969.651532 + Penalty 778.703638 = -217190.947894 nChanged 89 SP:Iteration 11Q (3532.562953 sec): 3 clusters Score: Raw -218003.371052 + Penalty 778.703638 = -217224.667414 nChanged 74 SP:Iteration 12Q (3532.623570 sec): 3 clusters Score: Raw -218028.752699 + Penalty 778.703638 = -217250.049060 nChanged 63 SP:Iteration 13Q (3532.672533 sec): 3 clusters Score: Raw -218053.002621 + Penalty 778.703638 = -217274.298983 nChanged 70 SP:Iteration 14Q (3532.715916 sec): 3 clusters Score: Raw -218073.108859 + Penalty 778.703638 = -217294.405221 nChanged 59 SP:Iteration 15Q (3532.768269 sec): 3 clusters Score: Raw -218090.563384 + Penalty 778.703638 = -217311.859745 nChanged 63 SP:Iteration 16Q (3532.812832 sec): 3 clusters Score: Raw -218109.553726 + Penalty 778.703638 = -217330.850088 nChanged 61 SP:Iteration 17Q (3532.861642 sec): 3 clusters Score: Raw -218122.384843 + Penalty 778.703638 = -217343.681204 nChanged 52 SP:Iteration 18Q (3532.912671 sec): 3 clusters Score: Raw -218135.388216 + Penalty 778.703638 = -217356.684578 nChanged 53 SP:Iteration 19Q (3532.969633 sec): 3 clusters Score: Raw -218147.462329 + Penalty 778.703638 = -217368.758691 nChanged 37 SP:Iteration 20F (3533.018838 sec): 3 clusters Score: Raw -218155.613876 + Penalty 778.703638 = -217376.910238 nChanged 43 SP:Iteration 21Q (3533.073427 sec): 3 clusters Score: Raw -218165.336151 + Penalty 778.703638 = -217386.632512 nChanged 48 SP:Iteration 22Q (3533.121888 sec): 3 clusters Score: Raw -218176.727909 + Penalty 778.703638 = -217398.024270 nChanged 46 SP:Iteration 23Q (3533.170409 sec): 3 clusters Score: Raw -218187.667521 + Penalty 778.703638 = -217408.963883 nChanged 40 SP:Iteration 24Q (3533.218400 sec): 3 clusters Score: Raw -218198.180614 + Penalty 778.703638 = -217419.476976 nChanged 47 SP:Iteration 25Q (3533.257296 sec): 3 clusters Score: Raw -218215.446135 + Penalty 778.703638 = -217436.742496 nChanged 52 SP:Iteration 26Q (3533.312520 sec): 3 clusters Score: Raw -218234.082039 + Penalty 778.703638 = -217455.378401 nChanged 61 SP:Iteration 27Q (3533.364417 sec): 3 clusters Score: Raw -218255.319578 + Penalty 778.703638 = -217476.615939 nChanged 73 SP:Iteration 28Q (3533.407138 sec): 3 clusters Score: Raw -218285.197297 + Penalty 778.703638 = -217506.493659 nChanged 86 SP:Iteration 29Q (3533.460685 sec): 3 clusters Score: Raw -218331.971754 + Penalty 778.703638 = -217553.268116 nChanged 90 SP:Iteration 30Q (3533.506404 sec): 3 clusters Score: Raw -218389.096025 + Penalty 778.703638 = -217610.392387 nChanged 95 SP:Iteration 31Q (3533.551106 sec): 3 clusters Score: Raw -218475.996509 + Penalty 778.703638 = -217697.292870 nChanged 105 SP:Iteration 32Q (3533.594717 sec): 3 clusters Score: Raw -218581.541851 + Penalty 778.703638 = -217802.838213 nChanged 105 SP:Iteration 33Q (3533.642605 sec): 3 clusters Score: Raw -218681.170827 + Penalty 778.703638 = -217902.467189 nChanged 77 SP:Iteration 34Q (3533.689267 sec): 3 clusters Score: Raw -218734.792204 + Penalty 778.703638 = -217956.088566 nChanged 66 SP:Iteration 35Q (3533.727492 sec): 3 clusters Score: Raw -218761.088556 + Penalty 778.703638 = -217982.384918 nChanged 37 SP:Iteration 36Q (3533.765639 sec): 3 clusters Score: Raw -218770.336491 + Penalty 778.703638 = -217991.632853 nChanged 20 SP:Iteration 37Q (3533.818815 sec): 3 clusters Score: Raw -218774.791011 + Penalty 778.703638 = -217996.087373 nChanged 18 SP:Iteration 38Q (3533.862039 sec): 3 clusters Score: Raw -218777.170698 + Penalty 778.703638 = -217998.467060 nChanged 14 SP:Iteration 39Q (3533.911223 sec): 3 clusters Score: Raw -218778.692466 + Penalty 778.703638 = -217999.988828 nChanged 5 SP:Iteration 40F (3533.958808 sec): 3 clusters Score: Raw -218779.037517 + Penalty 778.703638 = -218000.333878 nChanged 1 SP:Iteration 41Q (3534.018339 sec): 3 clusters Score: Raw -218779.051417 + Penalty 778.703638 = -218000.347778 nChanged 1 SP:Iteration 42Q (3534.060012 sec): 3 clusters Score: Raw -218779.081393 + Penalty 778.703638 = -218000.377754 nChanged 0 SP:Iteration 43F (3534.114063 sec): 3 clusters Score: Raw -218779.081393 + Penalty 778.703638 = -218000.377754 nChanged 0 Trying to split cluster 20 (767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3534.140772 sec): 2 clusters Score: Raw -26997.796561 + Penalty 302.233149 = -26695.563411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3534.180501 sec): 3 clusters Score: Raw -26659.089307 + Penalty 604.466299 = -26054.623008 nChanged 281 SP:Iteration 1F (3534.209934 sec): 3 clusters Score: Raw -26936.655472 + Penalty 604.466299 = -26332.189173 nChanged 73 SP:Iteration 2F (3534.247234 sec): 3 clusters Score: Raw -27043.394444 + Penalty 604.466299 = -26438.928145 nChanged 64 SP:Iteration 3F (3534.287105 sec): 3 clusters Score: Raw -27110.772325 + Penalty 604.466299 = -26506.306026 nChanged 39 SP:Iteration 4F (3534.341610 sec): 3 clusters Score: Raw -27149.644249 + Penalty 604.466299 = -26545.177951 nChanged 34 SP:Iteration 5Q (3534.381837 sec): 3 clusters Score: Raw -27179.893325 + Penalty 604.466299 = -26575.427026 nChanged 19 SP:Iteration 6Q (3534.416913 sec): 3 clusters Score: Raw -27199.223874 + Penalty 604.466299 = -26594.757575 nChanged 18 SP:Iteration 7Q (3534.458039 sec): 3 clusters Score: Raw -27211.459056 + Penalty 604.466299 = -26606.992757 nChanged 11 SP:Iteration 8Q (3534.506901 sec): 3 clusters Score: Raw -27219.959104 + Penalty 604.466299 = -26615.492805 nChanged 8 SP:Iteration 9Q (3534.550636 sec): 3 clusters Score: Raw -27225.158183 + Penalty 604.466299 = -26620.691884 nChanged 6 SP:Iteration 10Q (3534.595431 sec): 3 clusters Score: Raw -27226.981700 + Penalty 604.466299 = -26622.515401 nChanged 1 SP:Iteration 11Q (3534.635662 sec): 3 clusters Score: Raw -27227.215726 + Penalty 604.466299 = -26622.749428 nChanged 1 SP:Iteration 12Q (3534.677865 sec): 3 clusters Score: Raw -27227.685376 + Penalty 604.466299 = -26623.219077 nChanged 1 SP:Iteration 13Q (3534.721947 sec): 3 clusters Score: Raw -27229.334384 + Penalty 604.466299 = -26624.868085 nChanged 1 SP:Iteration 14Q (3534.754489 sec): 3 clusters Score: Raw -27230.022885 + Penalty 604.466299 = -26625.556586 nChanged 0 SP:Iteration 15F (3534.796705 sec): 3 clusters Score: Raw -27230.022885 + Penalty 604.466299 = -26625.556586 nChanged 0 Trying to split cluster 21 (5945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3534.831234 sec): 2 clusters Score: Raw -232571.676199 + Penalty 395.408914 = -232176.267285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3534.875189 sec): 3 clusters Score: Raw -228944.453395 + Penalty 790.817829 = -228153.635566 nChanged 2711 SP:Iteration 1F (3534.928943 sec): 3 clusters Score: Raw -230408.614498 + Penalty 790.817829 = -229617.796669 nChanged 358 SP:Iteration 2F (3534.981391 sec): 3 clusters Score: Raw -230576.333844 + Penalty 790.817829 = -229785.516015 nChanged 329 SP:Iteration 3F (3535.026883 sec): 3 clusters Score: Raw -230722.296306 + Penalty 790.817829 = -229931.478477 nChanged 316 SP:Iteration 4F (3535.088305 sec): 3 clusters Score: Raw -230892.067531 + Penalty 790.817829 = -230101.249702 nChanged 356 SP:Iteration 5F (3535.136911 sec): 3 clusters Score: Raw -231126.964233 + Penalty 790.817829 = -230336.146404 nChanged 378 SP:Iteration 6F (3535.184077 sec): 3 clusters Score: Raw -231404.006535 + Penalty 790.817829 = -230613.188707 nChanged 361 SP:Iteration 7F (3535.223010 sec): 3 clusters Score: Raw -231687.679875 + Penalty 790.817829 = -230896.862046 nChanged 308 SP:Iteration 8F (3535.270122 sec): 3 clusters Score: Raw -231952.170838 + Penalty 790.817829 = -231161.353010 nChanged 251 SP:Iteration 9Q (3535.318282 sec): 3 clusters Score: Raw -232161.694209 + Penalty 790.817829 = -231370.876380 nChanged 207 SP:Iteration 10Q (3535.367679 sec): 3 clusters Score: Raw -232309.285168 + Penalty 790.817829 = -231518.467340 nChanged 135 SP:Iteration 11Q (3535.424152 sec): 3 clusters Score: Raw -232391.731446 + Penalty 790.817829 = -231600.913617 nChanged 101 SP:Iteration 12Q (3535.465973 sec): 3 clusters Score: Raw -232452.693319 + Penalty 790.817829 = -231661.875490 nChanged 92 SP:Iteration 13Q (3535.518395 sec): 3 clusters Score: Raw -232503.994490 + Penalty 790.817829 = -231713.176662 nChanged 69 SP:Iteration 14Q (3535.574183 sec): 3 clusters Score: Raw -232543.032922 + Penalty 790.817829 = -231752.215094 nChanged 51 SP:Iteration 15Q (3535.620206 sec): 3 clusters Score: Raw -232576.856677 + Penalty 790.817829 = -231786.038848 nChanged 38 SP:Iteration 16Q (3535.670231 sec): 3 clusters Score: Raw -232603.086378 + Penalty 790.817829 = -231812.268549 nChanged 33 SP:Iteration 17Q (3535.722331 sec): 3 clusters Score: Raw -232626.003913 + Penalty 790.817829 = -231835.186085 nChanged 19 SP:Iteration 18Q (3535.776490 sec): 3 clusters Score: Raw -232638.832136 + Penalty 790.817829 = -231848.014307 nChanged 14 SP:Iteration 19Q (3535.822256 sec): 3 clusters Score: Raw -232649.095814 + Penalty 790.817829 = -231858.277986 nChanged 7 SP:Iteration 20F (3535.874913 sec): 3 clusters Score: Raw -232653.086182 + Penalty 790.817829 = -231862.268353 nChanged 6 SP:Iteration 21Q (3535.925560 sec): 3 clusters Score: Raw -232656.131372 + Penalty 790.817829 = -231865.313543 nChanged 5 SP:Iteration 22Q (3535.966070 sec): 3 clusters Score: Raw -232658.773897 + Penalty 790.817829 = -231867.956069 nChanged 8 SP:Iteration 23Q (3536.020557 sec): 3 clusters Score: Raw -232663.482539 + Penalty 790.817829 = -231872.664710 nChanged 4 SP:Iteration 24Q (3536.068877 sec): 3 clusters Score: Raw -232665.529849 + Penalty 790.817829 = -231874.712021 nChanged 2 SP:Iteration 25Q (3536.123457 sec): 3 clusters Score: Raw -232665.892665 + Penalty 790.817829 = -231875.074837 nChanged 2 SP:Iteration 26Q (3536.164094 sec): 3 clusters Score: Raw -232666.665313 + Penalty 790.817829 = -231875.847484 nChanged 1 SP:Iteration 27Q (3536.215166 sec): 3 clusters Score: Raw -232666.911822 + Penalty 790.817829 = -231876.093994 nChanged 0 SP:Iteration 28F (3536.270196 sec): 3 clusters Score: Raw -232666.911822 + Penalty 790.817829 = -231876.093994 nChanged 0 Trying to split cluster 22 (4826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3536.299928 sec): 2 clusters Score: Raw -187791.846441 + Penalty 385.920683 = -187405.925758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3536.348766 sec): 3 clusters Score: Raw -184924.769284 + Penalty 771.841365 = -184152.927919 nChanged 2178 SP:Iteration 1F (3536.393716 sec): 3 clusters Score: Raw -186184.334532 + Penalty 771.841365 = -185412.493167 nChanged 317 SP:Iteration 2F (3536.454498 sec): 3 clusters Score: Raw -186355.132888 + Penalty 771.841365 = -185583.291523 nChanged 308 SP:Iteration 3F (3536.499188 sec): 3 clusters Score: Raw -186511.776650 + Penalty 771.841365 = -185739.935284 nChanged 261 SP:Iteration 4F (3536.536583 sec): 3 clusters Score: Raw -186663.837922 + Penalty 771.841365 = -185891.996556 nChanged 255 SP:Iteration 5F (3536.590327 sec): 3 clusters Score: Raw -186819.313056 + Penalty 771.841365 = -186047.471691 nChanged 244 SP:Iteration 6F (3536.636296 sec): 3 clusters Score: Raw -186958.185169 + Penalty 771.841365 = -186186.343803 nChanged 224 SP:Iteration 7Q (3536.687962 sec): 3 clusters Score: Raw -187066.000905 + Penalty 771.841365 = -186294.159539 nChanged 178 SP:Iteration 8Q (3536.732714 sec): 3 clusters Score: Raw -187156.025049 + Penalty 771.841365 = -186384.183683 nChanged 142 SP:Iteration 9Q (3536.786184 sec): 3 clusters Score: Raw -187220.910137 + Penalty 771.841365 = -186449.068772 nChanged 129 SP:Iteration 10Q (3536.836189 sec): 3 clusters Score: Raw -187280.492049 + Penalty 771.841365 = -186508.650684 nChanged 117 SP:Iteration 11Q (3536.883504 sec): 3 clusters Score: Raw -187332.481462 + Penalty 771.841365 = -186560.640097 nChanged 105 SP:Iteration 12Q (3536.924687 sec): 3 clusters Score: Raw -187379.157907 + Penalty 771.841365 = -186607.316542 nChanged 103 SP:Iteration 13Q (3536.977874 sec): 3 clusters Score: Raw -187420.260994 + Penalty 771.841365 = -186648.419628 nChanged 79 SP:Iteration 14Q (3537.031744 sec): 3 clusters Score: Raw -187452.462358 + Penalty 771.841365 = -186680.620993 nChanged 76 SP:Iteration 15Q (3537.079210 sec): 3 clusters Score: Raw -187476.109788 + Penalty 771.841365 = -186704.268423 nChanged 58 SP:Iteration 16Q (3537.128250 sec): 3 clusters Score: Raw -187493.833144 + Penalty 771.841365 = -186721.991778 nChanged 66 SP:Iteration 17Q (3537.186858 sec): 3 clusters Score: Raw -187516.087209 + Penalty 771.841365 = -186744.245844 nChanged 63 SP:Iteration 18Q (3537.228514 sec): 3 clusters Score: Raw -187534.564855 + Penalty 771.841365 = -186762.723490 nChanged 60 SP:Iteration 19Q (3537.283009 sec): 3 clusters Score: Raw -187553.958922 + Penalty 771.841365 = -186782.117557 nChanged 56 SP:Iteration 20F (3537.339978 sec): 3 clusters Score: Raw -187576.135810 + Penalty 771.841365 = -186804.294445 nChanged 65 SP:Iteration 21Q (3537.390769 sec): 3 clusters Score: Raw -187600.762464 + Penalty 771.841365 = -186828.921099 nChanged 64 SP:Iteration 22Q (3537.434989 sec): 3 clusters Score: Raw -187625.630274 + Penalty 771.841365 = -186853.788909 nChanged 53 SP:Iteration 23Q (3537.493952 sec): 3 clusters Score: Raw -187639.371010 + Penalty 771.841365 = -186867.529644 nChanged 32 SP:Iteration 24Q (3537.545442 sec): 3 clusters Score: Raw -187646.813805 + Penalty 771.841365 = -186874.972440 nChanged 27 SP:Iteration 25Q (3537.595017 sec): 3 clusters Score: Raw -187654.150887 + Penalty 771.841365 = -186882.309522 nChanged 23 SP:Iteration 26Q (3537.634510 sec): 3 clusters Score: Raw -187659.682147 + Penalty 771.841365 = -186887.840782 nChanged 22 SP:Iteration 27Q (3537.690755 sec): 3 clusters Score: Raw -187664.841279 + Penalty 771.841365 = -186892.999914 nChanged 25 SP:Iteration 28Q (3537.738571 sec): 3 clusters Score: Raw -187672.320789 + Penalty 771.841365 = -186900.479423 nChanged 26 SP:Iteration 29Q (3537.790470 sec): 3 clusters Score: Raw -187680.550436 + Penalty 771.841365 = -186908.709071 nChanged 31 SP:Iteration 30Q (3537.837919 sec): 3 clusters Score: Raw -187688.820760 + Penalty 771.841365 = -186916.979395 nChanged 36 SP:Iteration 31Q (3537.883237 sec): 3 clusters Score: Raw -187701.135349 + Penalty 771.841365 = -186929.293983 nChanged 33 SP:Iteration 32Q (3537.931587 sec): 3 clusters Score: Raw -187711.687522 + Penalty 771.841365 = -186939.846156 nChanged 37 SP:Iteration 33Q (3537.979578 sec): 3 clusters Score: Raw -187727.253682 + Penalty 771.841365 = -186955.412317 nChanged 36 SP:Iteration 34Q (3538.022520 sec): 3 clusters Score: Raw -187738.603652 + Penalty 771.841365 = -186966.762287 nChanged 34 SP:Iteration 35Q (3538.066761 sec): 3 clusters Score: Raw -187747.372273 + Penalty 771.841365 = -186975.530908 nChanged 26 SP:Iteration 36Q (3538.122918 sec): 3 clusters Score: Raw -187753.550988 + Penalty 771.841365 = -186981.709622 nChanged 26 SP:Iteration 37Q (3538.175780 sec): 3 clusters Score: Raw -187761.221806 + Penalty 771.841365 = -186989.380441 nChanged 36 SP:Iteration 38Q (3538.225966 sec): 3 clusters Score: Raw -187773.700935 + Penalty 771.841365 = -187001.859570 nChanged 31 SP:Iteration 39Q (3538.265798 sec): 3 clusters Score: Raw -187785.551164 + Penalty 771.841365 = -187013.709799 nChanged 26 SP:Iteration 40F (3538.318499 sec): 3 clusters Score: Raw -187795.567588 + Penalty 771.841365 = -187023.726222 nChanged 29 SP:Iteration 41Q (3538.357438 sec): 3 clusters Score: Raw -187806.751833 + Penalty 771.841365 = -187034.910467 nChanged 26 SP:Iteration 42Q (3538.416862 sec): 3 clusters Score: Raw -187816.493628 + Penalty 771.841365 = -187044.652263 nChanged 32 SP:Iteration 43Q (3538.457849 sec): 3 clusters Score: Raw -187826.146574 + Penalty 771.841365 = -187054.305209 nChanged 27 SP:Iteration 44Q (3538.501713 sec): 3 clusters Score: Raw -187836.778763 + Penalty 771.841365 = -187064.937398 nChanged 21 SP:Iteration 45Q (3538.554144 sec): 3 clusters Score: Raw -187842.958612 + Penalty 771.841365 = -187071.117247 nChanged 13 SP:Iteration 46Q (3538.605759 sec): 3 clusters Score: Raw -187845.671868 + Penalty 771.841365 = -187073.830502 nChanged 7 SP:Iteration 47Q (3538.661321 sec): 3 clusters Score: Raw -187847.178462 + Penalty 771.841365 = -187075.337097 nChanged 7 SP:Iteration 48Q (3538.716959 sec): 3 clusters Score: Raw -187848.218044 + Penalty 771.841365 = -187076.376679 nChanged 4 SP:Iteration 49Q (3538.757363 sec): 3 clusters Score: Raw -187848.717345 + Penalty 771.841365 = -187076.875980 nChanged 4 SP:Iteration 50Q (3538.808393 sec): 3 clusters Score: Raw -187849.367492 + Penalty 771.841365 = -187077.526126 nChanged 5 SP:Iteration 51Q (3538.853902 sec): 3 clusters Score: Raw -187850.736703 + Penalty 771.841365 = -187078.895338 nChanged 3 SP:Iteration 52Q (3538.902788 sec): 3 clusters Score: Raw -187851.788219 + Penalty 771.841365 = -187079.946854 nChanged 3 SP:Iteration 53Q (3538.956443 sec): 3 clusters Score: Raw -187852.243259 + Penalty 771.841365 = -187080.401893 nChanged 2 SP:Iteration 54Q (3538.997252 sec): 3 clusters Score: Raw -187852.424100 + Penalty 771.841365 = -187080.582735 nChanged 2 SP:Iteration 55Q (3539.036708 sec): 3 clusters Score: Raw -187852.633754 + Penalty 771.841365 = -187080.792389 nChanged 1 SP:Iteration 56Q (3539.081747 sec): 3 clusters Score: Raw -187852.740534 + Penalty 771.841365 = -187080.899168 nChanged 0 SP:Iteration 57F (3539.130043 sec): 3 clusters Score: Raw -187852.740534 + Penalty 771.841365 = -187080.899168 nChanged 0 Trying to split cluster 23 (5694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3539.153944 sec): 2 clusters Score: Raw -239650.542117 + Penalty 393.446156 = -239257.095961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3539.197076 sec): 3 clusters Score: Raw -236219.840739 + Penalty 786.892312 = -235432.948427 nChanged 2529 SP:Iteration 1F (3539.246559 sec): 3 clusters Score: Raw -237600.500013 + Penalty 786.892312 = -236813.607701 nChanged 309 SP:Iteration 2F (3539.309585 sec): 3 clusters Score: Raw -237737.856820 + Penalty 786.892312 = -236950.964508 nChanged 330 SP:Iteration 3F (3539.350967 sec): 3 clusters Score: Raw -237914.232794 + Penalty 786.892312 = -237127.340482 nChanged 376 SP:Iteration 4F (3539.399595 sec): 3 clusters Score: Raw -238153.896153 + Penalty 786.892312 = -237367.003840 nChanged 423 SP:Iteration 5F (3539.449709 sec): 3 clusters Score: Raw -238497.213212 + Penalty 786.892312 = -237710.320899 nChanged 468 SP:Iteration 6F (3539.493133 sec): 3 clusters Score: Raw -238913.266735 + Penalty 786.892312 = -238126.374422 nChanged 353 SP:Iteration 7F (3539.538154 sec): 3 clusters Score: Raw -239241.833931 + Penalty 786.892312 = -238454.941619 nChanged 244 SP:Iteration 8Q (3539.596928 sec): 3 clusters Score: Raw -239490.647240 + Penalty 786.892312 = -238703.754927 nChanged 134 SP:Iteration 9Q (3539.648844 sec): 3 clusters Score: Raw -239612.813490 + Penalty 786.892312 = -238825.921178 nChanged 70 SP:Iteration 10Q (3539.688432 sec): 3 clusters Score: Raw -239678.511955 + Penalty 786.892312 = -238891.619643 nChanged 34 SP:Iteration 11Q (3539.727798 sec): 3 clusters Score: Raw -239707.463164 + Penalty 786.892312 = -238920.570852 nChanged 17 SP:Iteration 12Q (3539.782231 sec): 3 clusters Score: Raw -239722.471337 + Penalty 786.892312 = -238935.579025 nChanged 8 SP:Iteration 13Q (3539.830361 sec): 3 clusters Score: Raw -239731.483779 + Penalty 786.892312 = -238944.591467 nChanged 9 SP:Iteration 14Q (3539.876677 sec): 3 clusters Score: Raw -239743.194276 + Penalty 786.892312 = -238956.301964 nChanged 8 SP:Iteration 15Q (3539.920346 sec): 3 clusters Score: Raw -239751.677902 + Penalty 786.892312 = -238964.785590 nChanged 2 SP:Iteration 16Q (3539.967749 sec): 3 clusters Score: Raw -239753.774464 + Penalty 786.892312 = -238966.882152 nChanged 1 SP:Iteration 17Q (3540.008732 sec): 3 clusters Score: Raw -239754.337082 + Penalty 786.892312 = -238967.444770 nChanged 1 SP:Iteration 18Q (3540.049070 sec): 3 clusters Score: Raw -239754.904852 + Penalty 786.892312 = -238968.012539 nChanged 0 SP:Iteration 19F (3540.098682 sec): 3 clusters Score: Raw -239754.904852 + Penalty 786.892312 = -238968.012539 nChanged 0 Trying to split cluster 24 (13915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3540.134881 sec): 2 clusters Score: Raw -593938.557447 + Penalty 434.102882 = -593504.454566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3540.200696 sec): 3 clusters Score: Raw -585149.506691 + Penalty 868.205763 = -584281.300927 nChanged 6550 SP:Iteration 1F (3540.266381 sec): 3 clusters Score: Raw -589130.059644 + Penalty 868.205763 = -588261.853880 nChanged 767 SP:Iteration 2F (3540.327009 sec): 3 clusters Score: Raw -589477.935671 + Penalty 868.205763 = -588609.729908 nChanged 787 SP:Iteration 3F (3540.376654 sec): 3 clusters Score: Raw -589839.222355 + Penalty 868.205763 = -588971.016591 nChanged 751 SP:Iteration 4F (3540.435456 sec): 3 clusters Score: Raw -590235.109931 + Penalty 868.205763 = -589366.904167 nChanged 734 SP:Iteration 5F (3540.499917 sec): 3 clusters Score: Raw -590645.007739 + Penalty 868.205763 = -589776.801976 nChanged 702 SP:Iteration 6F (3540.557961 sec): 3 clusters Score: Raw -591093.868831 + Penalty 868.205763 = -590225.663068 nChanged 679 SP:Iteration 7Q (3540.623805 sec): 3 clusters Score: Raw -591556.949042 + Penalty 868.205763 = -590688.743279 nChanged 574 SP:Iteration 8Q (3540.684006 sec): 3 clusters Score: Raw -591953.681135 + Penalty 868.205763 = -591085.475371 nChanged 490 SP:Iteration 9Q (3540.745825 sec): 3 clusters Score: Raw -592214.038355 + Penalty 868.205763 = -591345.832591 nChanged 377 SP:Iteration 10Q (3540.807606 sec): 3 clusters Score: Raw -592356.750193 + Penalty 868.205763 = -591488.544429 nChanged 292 SP:Iteration 11Q (3540.867059 sec): 3 clusters Score: Raw -592467.299436 + Penalty 868.205763 = -591599.093672 nChanged 261 SP:Iteration 12Q (3540.912605 sec): 3 clusters Score: Raw -592569.649690 + Penalty 868.205763 = -591701.443927 nChanged 251 SP:Iteration 13Q (3540.967765 sec): 3 clusters Score: Raw -592663.665664 + Penalty 868.205763 = -591795.459901 nChanged 247 SP:Iteration 14Q (3541.029444 sec): 3 clusters Score: Raw -592748.791110 + Penalty 868.205763 = -591880.585347 nChanged 236 SP:Iteration 15Q (3541.093828 sec): 3 clusters Score: Raw -592833.867254 + Penalty 868.205763 = -591965.661491 nChanged 242 SP:Iteration 16Q (3541.150246 sec): 3 clusters Score: Raw -592925.390624 + Penalty 868.205763 = -592057.184861 nChanged 249 SP:Iteration 17Q (3541.199544 sec): 3 clusters Score: Raw -593024.333194 + Penalty 868.205763 = -592156.127431 nChanged 237 SP:Iteration 18Q (3541.266042 sec): 3 clusters Score: Raw -593114.086206 + Penalty 868.205763 = -592245.880443 nChanged 224 SP:Iteration 19Q (3541.314583 sec): 3 clusters Score: Raw -593210.175810 + Penalty 868.205763 = -592341.970047 nChanged 223 SP:Iteration 20F (3541.373822 sec): 3 clusters Score: Raw -593303.262731 + Penalty 868.205763 = -592435.056967 nChanged 212 SP:Iteration 21Q (3541.436817 sec): 3 clusters Score: Raw -593388.474817 + Penalty 868.205763 = -592520.269053 nChanged 175 SP:Iteration 22Q (3541.498516 sec): 3 clusters Score: Raw -593455.327599 + Penalty 868.205763 = -592587.121836 nChanged 180 SP:Iteration 23Q (3541.569019 sec): 3 clusters Score: Raw -593531.749970 + Penalty 868.205763 = -592663.544206 nChanged 178 SP:Iteration 24Q (3541.630459 sec): 3 clusters Score: Raw -593606.949124 + Penalty 868.205763 = -592738.743361 nChanged 151 SP:Iteration 25Q (3541.684110 sec): 3 clusters Score: Raw -593668.711572 + Penalty 868.205763 = -592800.505809 nChanged 134 SP:Iteration 26Q (3541.741305 sec): 3 clusters Score: Raw -593719.807448 + Penalty 868.205763 = -592851.601684 nChanged 115 SP:Iteration 27Q (3541.794042 sec): 3 clusters Score: Raw -593759.532102 + Penalty 868.205763 = -592891.326339 nChanged 97 SP:Iteration 28Q (3541.853636 sec): 3 clusters Score: Raw -593794.889893 + Penalty 868.205763 = -592926.684130 nChanged 85 SP:Iteration 29Q (3541.905290 sec): 3 clusters Score: Raw -593830.442311 + Penalty 868.205763 = -592962.236548 nChanged 78 SP:Iteration 30Q (3541.970735 sec): 3 clusters Score: Raw -593866.782517 + Penalty 868.205763 = -592998.576754 nChanged 67 SP:Iteration 31Q (3542.016743 sec): 3 clusters Score: Raw -593895.403704 + Penalty 868.205763 = -593027.197941 nChanged 50 SP:Iteration 32Q (3542.082351 sec): 3 clusters Score: Raw -593918.238509 + Penalty 868.205763 = -593050.032746 nChanged 49 SP:Iteration 33Q (3542.147436 sec): 3 clusters Score: Raw -593940.487666 + Penalty 868.205763 = -593072.281902 nChanged 39 SP:Iteration 34Q (3542.202095 sec): 3 clusters Score: Raw -593962.296112 + Penalty 868.205763 = -593094.090349 nChanged 40 SP:Iteration 35Q (3542.260250 sec): 3 clusters Score: Raw -593987.584552 + Penalty 868.205763 = -593119.378789 nChanged 37 SP:Iteration 36Q (3542.304638 sec): 3 clusters Score: Raw -594018.228795 + Penalty 868.205763 = -593150.023032 nChanged 25 SP:Iteration 37Q (3542.367656 sec): 3 clusters Score: Raw -594034.602459 + Penalty 868.205763 = -593166.396696 nChanged 17 SP:Iteration 38Q (3542.420401 sec): 3 clusters Score: Raw -594045.683505 + Penalty 868.205763 = -593177.477742 nChanged 19 SP:Iteration 39Q (3542.464365 sec): 3 clusters Score: Raw -594052.618402 + Penalty 868.205763 = -593184.412639 nChanged 9 SP:Iteration 40F (3542.521427 sec): 3 clusters Score: Raw -594055.727030 + Penalty 868.205763 = -593187.521267 nChanged 6 SP:Iteration 41Q (3542.588725 sec): 3 clusters Score: Raw -594057.662814 + Penalty 868.205763 = -593189.457051 nChanged 7 SP:Iteration 42Q (3542.650547 sec): 3 clusters Score: Raw -594059.414088 + Penalty 868.205763 = -593191.208325 nChanged 3 SP:Iteration 43Q (3542.707370 sec): 3 clusters Score: Raw -594060.230202 + Penalty 868.205763 = -593192.024439 nChanged 6 SP:Iteration 44Q (3542.762463 sec): 3 clusters Score: Raw -594062.088609 + Penalty 868.205763 = -593193.882845 nChanged 5 SP:Iteration 45Q (3542.825540 sec): 3 clusters Score: Raw -594063.956888 + Penalty 868.205763 = -593195.751125 nChanged 6 SP:Iteration 46Q (3542.884510 sec): 3 clusters Score: Raw -594065.626811 + Penalty 868.205763 = -593197.421048 nChanged 2 SP:Iteration 47Q (3542.942563 sec): 3 clusters Score: Raw -594065.884947 + Penalty 868.205763 = -593197.679184 nChanged 3 SP:Iteration 48Q (3543.000344 sec): 3 clusters Score: Raw -594066.543042 + Penalty 868.205763 = -593198.337279 nChanged 3 SP:Iteration 49Q (3543.054093 sec): 3 clusters Score: Raw -594067.528157 + Penalty 868.205763 = -593199.322394 nChanged 2 SP:Iteration 50Q (3543.118485 sec): 3 clusters Score: Raw -594067.647275 + Penalty 868.205763 = -593199.441512 nChanged 0 SP:Iteration 51F (3543.170176 sec): 3 clusters Score: Raw -594067.647275 + Penalty 868.205763 = -593199.441512 nChanged 0 Trying to split cluster 25 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3543.205200 sec): 2 clusters Score: Raw -17041.574433 + Penalty 280.907268 = -16760.667165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3543.250223 sec): 3 clusters Score: Raw -16853.165838 + Penalty 561.814535 = -16291.351303 nChanged 157 SP:Iteration 1F (3543.295332 sec): 3 clusters Score: Raw -16975.131112 + Penalty 561.814535 = -16413.316577 nChanged 51 SP:Iteration 2F (3543.331128 sec): 3 clusters Score: Raw -17025.181465 + Penalty 561.814535 = -16463.366929 nChanged 40 SP:Iteration 3F (3543.375757 sec): 3 clusters Score: Raw -17087.126451 + Penalty 561.814535 = -16525.311916 nChanged 34 SP:Iteration 4F (3543.424845 sec): 3 clusters Score: Raw -17143.037087 + Penalty 561.814535 = -16581.222551 nChanged 21 SP:Iteration 5Q (3543.470447 sec): 3 clusters Score: Raw -17179.463544 + Penalty 561.814535 = -16617.649008 nChanged 17 SP:Iteration 6Q (3543.515282 sec): 3 clusters Score: Raw -17203.283234 + Penalty 561.814535 = -16641.468698 nChanged 5 SP:Iteration 7Q (3543.563417 sec): 3 clusters Score: Raw -17213.668034 + Penalty 561.814535 = -16651.853498 nChanged 3 SP:Iteration 8Q (3543.616384 sec): 3 clusters Score: Raw -17217.316003 + Penalty 561.814535 = -16655.501467 nChanged 5 SP:Iteration 9Q (3543.648583 sec): 3 clusters Score: Raw -17220.798793 + Penalty 561.814535 = -16658.984257 nChanged 1 SP:Iteration 10Q (3543.694308 sec): 3 clusters Score: Raw -17221.358274 + Penalty 561.814535 = -16659.543739 nChanged 0 SP:Iteration 11F (3543.747510 sec): 3 clusters Score: Raw -17221.358274 + Penalty 561.814535 = -16659.543739 nChanged 0 Trying to split cluster 26 (2763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3543.763285 sec): 2 clusters Score: Raw -103139.260584 + Penalty 360.545291 = -102778.715294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3543.807145 sec): 3 clusters Score: Raw -101604.802650 + Penalty 721.090582 = -100883.712069 nChanged 1202 SP:Iteration 1F (3543.852487 sec): 3 clusters Score: Raw -102459.553192 + Penalty 721.090582 = -101738.462610 nChanged 236 SP:Iteration 2F (3543.908329 sec): 3 clusters Score: Raw -102628.033889 + Penalty 721.090582 = -101906.943307 nChanged 188 SP:Iteration 3F (3543.953840 sec): 3 clusters Score: Raw -102767.147169 + Penalty 721.090582 = -102046.056587 nChanged 145 SP:Iteration 4F (3543.998906 sec): 3 clusters Score: Raw -102863.182496 + Penalty 721.090582 = -102142.091914 nChanged 115 SP:Iteration 5Q (3544.039127 sec): 3 clusters Score: Raw -102930.996688 + Penalty 721.090582 = -102209.906106 nChanged 82 SP:Iteration 6Q (3544.089261 sec): 3 clusters Score: Raw -102983.276400 + Penalty 721.090582 = -102262.185819 nChanged 78 SP:Iteration 7Q (3544.131482 sec): 3 clusters Score: Raw -103040.281510 + Penalty 721.090582 = -102319.190928 nChanged 63 SP:Iteration 8Q (3544.184650 sec): 3 clusters Score: Raw -103082.860490 + Penalty 721.090582 = -102361.769909 nChanged 54 SP:Iteration 9Q (3544.239815 sec): 3 clusters Score: Raw -103124.310852 + Penalty 721.090582 = -102403.220270 nChanged 51 SP:Iteration 10Q (3544.289603 sec): 3 clusters Score: Raw -103166.935386 + Penalty 721.090582 = -102445.844805 nChanged 53 SP:Iteration 11Q (3544.326598 sec): 3 clusters Score: Raw -103200.887636 + Penalty 721.090582 = -102479.797054 nChanged 36 SP:Iteration 12Q (3544.378548 sec): 3 clusters Score: Raw -103218.904163 + Penalty 721.090582 = -102497.813581 nChanged 25 SP:Iteration 13Q (3544.436815 sec): 3 clusters Score: Raw -103228.090092 + Penalty 721.090582 = -102506.999511 nChanged 20 SP:Iteration 14Q (3544.477743 sec): 3 clusters Score: Raw -103234.760427 + Penalty 721.090582 = -102513.669845 nChanged 19 SP:Iteration 15Q (3544.536693 sec): 3 clusters Score: Raw -103239.829145 + Penalty 721.090582 = -102518.738564 nChanged 14 SP:Iteration 16Q (3544.588433 sec): 3 clusters Score: Raw -103242.431394 + Penalty 721.090582 = -102521.340812 nChanged 9 SP:Iteration 17Q (3544.632418 sec): 3 clusters Score: Raw -103244.621141 + Penalty 721.090582 = -102523.530559 nChanged 5 SP:Iteration 18Q (3544.689076 sec): 3 clusters Score: Raw -103245.425574 + Penalty 721.090582 = -102524.334993 nChanged 5 SP:Iteration 19Q (3544.736300 sec): 3 clusters Score: Raw -103246.250696 + Penalty 721.090582 = -102525.160115 nChanged 3 SP:Iteration 20F (3544.788448 sec): 3 clusters Score: Raw -103247.491070 + Penalty 721.090582 = -102526.400489 nChanged 5 SP:Iteration 21Q (3544.832554 sec): 3 clusters Score: Raw -103248.571387 + Penalty 721.090582 = -102527.480805 nChanged 5 SP:Iteration 22Q (3544.873355 sec): 3 clusters Score: Raw -103249.342196 + Penalty 721.090582 = -102528.251614 nChanged 5 SP:Iteration 23Q (3544.935544 sec): 3 clusters Score: Raw -103250.530965 + Penalty 721.090582 = -102529.440384 nChanged 6 SP:Iteration 24Q (3544.978385 sec): 3 clusters Score: Raw -103251.281995 + Penalty 721.090582 = -102530.191413 nChanged 4 SP:Iteration 25Q (3545.023701 sec): 3 clusters Score: Raw -103252.194486 + Penalty 721.090582 = -102531.103904 nChanged 3 SP:Iteration 26Q (3545.072809 sec): 3 clusters Score: Raw -103253.425810 + Penalty 721.090582 = -102532.335229 nChanged 4 SP:Iteration 27Q (3545.121154 sec): 3 clusters Score: Raw -103254.371963 + Penalty 721.090582 = -102533.281381 nChanged 0 SP:Iteration 28F (3545.173062 sec): 3 clusters Score: Raw -103254.371963 + Penalty 721.090582 = -102533.281381 nChanged 0 Trying to split cluster 27 (13978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3545.202054 sec): 2 clusters Score: Raw -560801.609487 + Penalty 434.308417 = -560367.301070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3545.260835 sec): 3 clusters Score: Raw -551848.294867 + Penalty 868.616835 = -550979.678032 nChanged 6587 SP:Iteration 1F (3545.326466 sec): 3 clusters Score: Raw -555790.325773 + Penalty 868.616835 = -554921.708938 nChanged 1032 SP:Iteration 2F (3545.380102 sec): 3 clusters Score: Raw -556464.259620 + Penalty 868.616835 = -555595.642785 nChanged 1154 SP:Iteration 3F (3545.447615 sec): 3 clusters Score: Raw -557381.810163 + Penalty 868.616835 = -556513.193328 nChanged 1191 SP:Iteration 4F (3545.496608 sec): 3 clusters Score: Raw -558392.487840 + Penalty 868.616835 = -557523.871005 nChanged 988 SP:Iteration 5F (3545.558555 sec): 3 clusters Score: Raw -559273.324667 + Penalty 868.616835 = -558404.707832 nChanged 723 SP:Iteration 6F (3545.614493 sec): 3 clusters Score: Raw -559913.150610 + Penalty 868.616835 = -559044.533775 nChanged 493 SP:Iteration 7Q (3545.674759 sec): 3 clusters Score: Raw -560321.725457 + Penalty 868.616835 = -559453.108622 nChanged 304 SP:Iteration 8Q (3545.728112 sec): 3 clusters Score: Raw -560543.249485 + Penalty 868.616835 = -559674.632650 nChanged 211 SP:Iteration 9Q (3545.782294 sec): 3 clusters Score: Raw -560699.768428 + Penalty 868.616835 = -559831.151593 nChanged 149 SP:Iteration 10Q (3545.838005 sec): 3 clusters Score: Raw -560789.706313 + Penalty 868.616835 = -559921.089479 nChanged 101 SP:Iteration 11Q (3545.905199 sec): 3 clusters Score: Raw -560843.310279 + Penalty 868.616835 = -559974.693444 nChanged 51 SP:Iteration 12Q (3545.961019 sec): 3 clusters Score: Raw -560869.639170 + Penalty 868.616835 = -560001.022335 nChanged 36 SP:Iteration 13Q (3546.018866 sec): 3 clusters Score: Raw -560891.911184 + Penalty 868.616835 = -560023.294349 nChanged 30 SP:Iteration 14Q (3546.072009 sec): 3 clusters Score: Raw -560912.744343 + Penalty 868.616835 = -560044.127508 nChanged 22 SP:Iteration 15Q (3546.128767 sec): 3 clusters Score: Raw -560922.284998 + Penalty 868.616835 = -560053.668163 nChanged 14 SP:Iteration 16Q (3546.196698 sec): 3 clusters Score: Raw -560928.084251 + Penalty 868.616835 = -560059.467416 nChanged 12 SP:Iteration 17Q (3546.248217 sec): 3 clusters Score: Raw -560932.750286 + Penalty 868.616835 = -560064.133451 nChanged 11 SP:Iteration 18Q (3546.308812 sec): 3 clusters Score: Raw -560936.824023 + Penalty 868.616835 = -560068.207188 nChanged 9 SP:Iteration 19Q (3546.362849 sec): 3 clusters Score: Raw -560940.893159 + Penalty 868.616835 = -560072.276324 nChanged 7 SP:Iteration 20F (3546.417543 sec): 3 clusters Score: Raw -560943.025745 + Penalty 868.616835 = -560074.408910 nChanged 5 SP:Iteration 21Q (3546.475090 sec): 3 clusters Score: Raw -560944.353009 + Penalty 868.616835 = -560075.736174 nChanged 3 SP:Iteration 22Q (3546.531943 sec): 3 clusters Score: Raw -560946.132567 + Penalty 868.616835 = -560077.515732 nChanged 4 SP:Iteration 23Q (3546.581698 sec): 3 clusters Score: Raw -560948.823101 + Penalty 868.616835 = -560080.206266 nChanged 7 SP:Iteration 24Q (3546.642529 sec): 3 clusters Score: Raw -560952.053451 + Penalty 868.616835 = -560083.436616 nChanged 7 SP:Iteration 25Q (3546.694249 sec): 3 clusters Score: Raw -560957.327582 + Penalty 868.616835 = -560088.710747 nChanged 9 SP:Iteration 26Q (3546.765384 sec): 3 clusters Score: Raw -560959.489488 + Penalty 868.616835 = -560090.872653 nChanged 5 SP:Iteration 27Q (3546.821381 sec): 3 clusters Score: Raw -560960.557327 + Penalty 868.616835 = -560091.940492 nChanged 5 SP:Iteration 28Q (3546.882097 sec): 3 clusters Score: Raw -560962.284004 + Penalty 868.616835 = -560093.667169 nChanged 6 SP:Iteration 29Q (3546.943525 sec): 3 clusters Score: Raw -560965.295871 + Penalty 868.616835 = -560096.679036 nChanged 8 SP:Iteration 30Q (3547.004518 sec): 3 clusters Score: Raw -560967.346756 + Penalty 868.616835 = -560098.729921 nChanged 1 SP:Iteration 31Q (3547.061128 sec): 3 clusters Score: Raw -560967.510613 + Penalty 868.616835 = -560098.893778 nChanged 1 SP:Iteration 32Q (3547.118562 sec): 3 clusters Score: Raw -560967.683507 + Penalty 868.616835 = -560099.066672 nChanged 2 SP:Iteration 33Q (3547.176956 sec): 3 clusters Score: Raw -560967.878148 + Penalty 868.616835 = -560099.261313 nChanged 0 SP:Iteration 34F (3547.236678 sec): 3 clusters Score: Raw -560967.878148 + Penalty 868.616835 = -560099.261313 nChanged 0 Trying to split cluster 28 (1161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3547.265267 sec): 2 clusters Score: Raw -38723.575250 + Penalty 321.095183 = -38402.480067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3547.308695 sec): 3 clusters Score: Raw -38166.159621 + Penalty 642.190365 = -37523.969255 nChanged 478 SP:Iteration 1F (3547.353550 sec): 3 clusters Score: Raw -38493.463857 + Penalty 642.190365 = -37851.273492 nChanged 105 SP:Iteration 2F (3547.395508 sec): 3 clusters Score: Raw -38601.514200 + Penalty 642.190365 = -37959.323834 nChanged 62 SP:Iteration 3F (3547.437014 sec): 3 clusters Score: Raw -38650.453825 + Penalty 642.190365 = -38008.263460 nChanged 55 SP:Iteration 4Q (3547.491324 sec): 3 clusters Score: Raw -38696.175190 + Penalty 642.190365 = -38053.984825 nChanged 44 SP:Iteration 5Q (3547.527970 sec): 3 clusters Score: Raw -38729.794038 + Penalty 642.190365 = -38087.603673 nChanged 34 SP:Iteration 6Q (3547.572527 sec): 3 clusters Score: Raw -38752.481058 + Penalty 642.190365 = -38110.290693 nChanged 39 SP:Iteration 7Q (3547.609062 sec): 3 clusters Score: Raw -38781.826475 + Penalty 642.190365 = -38139.636110 nChanged 40 SP:Iteration 8Q (3547.655259 sec): 3 clusters Score: Raw -38819.957427 + Penalty 642.190365 = -38177.767061 nChanged 42 SP:Iteration 9Q (3547.703563 sec): 3 clusters Score: Raw -38851.696432 + Penalty 642.190365 = -38209.506067 nChanged 28 SP:Iteration 10Q (3547.748602 sec): 3 clusters Score: Raw -38868.039097 + Penalty 642.190365 = -38225.848731 nChanged 18 SP:Iteration 11Q (3547.792893 sec): 3 clusters Score: Raw -38878.815721 + Penalty 642.190365 = -38236.625355 nChanged 20 SP:Iteration 12Q (3547.841067 sec): 3 clusters Score: Raw -38891.184381 + Penalty 642.190365 = -38248.994016 nChanged 19 SP:Iteration 13Q (3547.878336 sec): 3 clusters Score: Raw -38899.872432 + Penalty 642.190365 = -38257.682067 nChanged 15 SP:Iteration 14Q (3547.927577 sec): 3 clusters Score: Raw -38907.033046 + Penalty 642.190365 = -38264.842681 nChanged 11 SP:Iteration 15Q (3547.966024 sec): 3 clusters Score: Raw -38913.143665 + Penalty 642.190365 = -38270.953299 nChanged 11 SP:Iteration 16Q (3548.010740 sec): 3 clusters Score: Raw -38917.393024 + Penalty 642.190365 = -38275.202659 nChanged 9 SP:Iteration 17Q (3548.059258 sec): 3 clusters Score: Raw -38920.318566 + Penalty 642.190365 = -38278.128200 nChanged 4 SP:Iteration 18Q (3548.102527 sec): 3 clusters Score: Raw -38920.707446 + Penalty 642.190365 = -38278.517081 nChanged 2 SP:Iteration 19Q (3548.149608 sec): 3 clusters Score: Raw -38921.075762 + Penalty 642.190365 = -38278.885397 nChanged 2 SP:Iteration 20F (3548.179775 sec): 3 clusters Score: Raw -38921.613066 + Penalty 642.190365 = -38279.422701 nChanged 2 SP:Iteration 21Q (3548.219516 sec): 3 clusters Score: Raw -38921.831401 + Penalty 642.190365 = -38279.641036 nChanged 1 SP:Iteration 22Q (3548.262420 sec): 3 clusters Score: Raw -38921.903112 + Penalty 642.190365 = -38279.712746 nChanged 2 SP:Iteration 23Q (3548.314733 sec): 3 clusters Score: Raw -38922.118684 + Penalty 642.190365 = -38279.928318 nChanged 1 SP:Iteration 24Q (3548.360488 sec): 3 clusters Score: Raw -38922.350759 + Penalty 642.190365 = -38280.160394 nChanged 2 SP:Iteration 25Q (3548.393152 sec): 3 clusters Score: Raw -38922.875347 + Penalty 642.190365 = -38280.684982 nChanged 2 SP:Iteration 26Q (3548.427422 sec): 3 clusters Score: Raw -38923.121789 + Penalty 642.190365 = -38280.931423 nChanged 1 SP:Iteration 27Q (3548.465920 sec): 3 clusters Score: Raw -38923.465746 + Penalty 642.190365 = -38281.275381 nChanged 2 SP:Iteration 28Q (3548.515498 sec): 3 clusters Score: Raw -38924.349051 + Penalty 642.190365 = -38282.158686 nChanged 2 SP:Iteration 29Q (3548.551013 sec): 3 clusters Score: Raw -38924.554186 + Penalty 642.190365 = -38282.363821 nChanged 3 SP:Iteration 30Q (3548.603098 sec): 3 clusters Score: Raw -38925.320741 + Penalty 642.190365 = -38283.130375 nChanged 3 SP:Iteration 31Q (3548.640978 sec): 3 clusters Score: Raw -38925.789436 + Penalty 642.190365 = -38283.599070 nChanged 5 SP:Iteration 32Q (3548.676449 sec): 3 clusters Score: Raw -38927.417859 + Penalty 642.190365 = -38285.227493 nChanged 2 SP:Iteration 33Q (3548.715833 sec): 3 clusters Score: Raw -38927.904632 + Penalty 642.190365 = -38285.714267 nChanged 2 SP:Iteration 34Q (3548.768088 sec): 3 clusters Score: Raw -38928.935186 + Penalty 642.190365 = -38286.744821 nChanged 2 SP:Iteration 35Q (3548.799845 sec): 3 clusters Score: Raw -38929.276057 + Penalty 642.190365 = -38287.085692 nChanged 1 SP:Iteration 36Q (3548.852287 sec): 3 clusters Score: Raw -38929.372600 + Penalty 642.190365 = -38287.182234 nChanged 2 SP:Iteration 37Q (3548.884604 sec): 3 clusters Score: Raw -38929.807444 + Penalty 642.190365 = -38287.617079 nChanged 3 SP:Iteration 38Q (3548.926858 sec): 3 clusters Score: Raw -38930.250506 + Penalty 642.190365 = -38288.060140 nChanged 1 SP:Iteration 39Q (3548.968658 sec): 3 clusters Score: Raw -38930.366632 + Penalty 642.190365 = -38288.176267 nChanged 0 SP:Iteration 40F (3549.021425 sec): 3 clusters Score: Raw -38930.366632 + Penalty 642.190365 = -38288.176267 nChanged 0 Trying to split cluster 29 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3549.039151 sec): 2 clusters Score: Raw -34826.101545 + Penalty 310.509002 = -34515.592543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3549.086560 sec): 3 clusters Score: Raw -34382.011365 + Penalty 621.018004 = -33760.993361 nChanged 327 SP:Iteration 1F (3549.134072 sec): 3 clusters Score: Raw -34608.651099 + Penalty 621.018004 = -33987.633095 nChanged 63 SP:Iteration 2F (3549.181172 sec): 3 clusters Score: Raw -34652.798986 + Penalty 621.018004 = -34031.780982 nChanged 50 SP:Iteration 3F (3549.230471 sec): 3 clusters Score: Raw -34690.452837 + Penalty 621.018004 = -34069.434833 nChanged 39 SP:Iteration 4Q (3549.270781 sec): 3 clusters Score: Raw -34714.896745 + Penalty 621.018004 = -34093.878741 nChanged 22 SP:Iteration 5Q (3549.316942 sec): 3 clusters Score: Raw -34724.751055 + Penalty 621.018004 = -34103.733051 nChanged 19 SP:Iteration 6Q (3549.348729 sec): 3 clusters Score: Raw -34732.942580 + Penalty 621.018004 = -34111.924576 nChanged 17 SP:Iteration 7Q (3549.401413 sec): 3 clusters Score: Raw -34741.589680 + Penalty 621.018004 = -34120.571676 nChanged 13 SP:Iteration 8Q (3549.443101 sec): 3 clusters Score: Raw -34747.859056 + Penalty 621.018004 = -34126.841052 nChanged 10 SP:Iteration 9Q (3549.485054 sec): 3 clusters Score: Raw -34752.815476 + Penalty 621.018004 = -34131.797472 nChanged 9 SP:Iteration 10Q (3549.520315 sec): 3 clusters Score: Raw -34758.896219 + Penalty 621.018004 = -34137.878215 nChanged 10 SP:Iteration 11Q (3549.568102 sec): 3 clusters Score: Raw -34766.332151 + Penalty 621.018004 = -34145.314147 nChanged 11 SP:Iteration 12Q (3549.615593 sec): 3 clusters Score: Raw -34772.062422 + Penalty 621.018004 = -34151.044418 nChanged 8 SP:Iteration 13Q (3549.662425 sec): 3 clusters Score: Raw -34776.221528 + Penalty 621.018004 = -34155.203524 nChanged 7 SP:Iteration 14Q (3549.703856 sec): 3 clusters Score: Raw -34778.394275 + Penalty 621.018004 = -34157.376271 nChanged 0 SP:Iteration 15F (3549.746339 sec): 3 clusters Score: Raw -34778.394275 + Penalty 621.018004 = -34157.376271 nChanged 0 Trying to split cluster 30 (9225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3549.778218 sec): 2 clusters Score: Raw -388453.113246 + Penalty 415.400097 = -388037.713149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3549.834464 sec): 3 clusters Score: Raw -382820.530422 + Penalty 830.800195 = -381989.730227 nChanged 4198 SP:Iteration 1F (3549.886836 sec): 3 clusters Score: Raw -385349.629014 + Penalty 830.800195 = -384518.828819 nChanged 724 SP:Iteration 2F (3549.943370 sec): 3 clusters Score: Raw -385850.415883 + Penalty 830.800195 = -385019.615688 nChanged 809 SP:Iteration 3F (3550.008329 sec): 3 clusters Score: Raw -386449.535423 + Penalty 830.800195 = -385618.735228 nChanged 716 SP:Iteration 4F (3550.060427 sec): 3 clusters Score: Raw -387066.999279 + Penalty 830.800195 = -386236.199084 nChanged 555 SP:Iteration 5F (3550.106746 sec): 3 clusters Score: Raw -387575.717599 + Penalty 830.800195 = -386744.917405 nChanged 378 SP:Iteration 6Q (3550.165418 sec): 3 clusters Score: Raw -387932.723864 + Penalty 830.800195 = -387101.923669 nChanged 267 SP:Iteration 7Q (3550.219906 sec): 3 clusters Score: Raw -388111.611402 + Penalty 830.800195 = -387280.811208 nChanged 165 SP:Iteration 8Q (3550.267180 sec): 3 clusters Score: Raw -388187.983531 + Penalty 830.800195 = -387357.183336 nChanged 117 SP:Iteration 9Q (3550.327298 sec): 3 clusters Score: Raw -388226.796626 + Penalty 830.800195 = -387395.996432 nChanged 78 SP:Iteration 10Q (3550.379630 sec): 3 clusters Score: Raw -388251.024078 + Penalty 830.800195 = -387420.223883 nChanged 71 SP:Iteration 11Q (3550.428145 sec): 3 clusters Score: Raw -388269.869019 + Penalty 830.800195 = -387439.068825 nChanged 75 SP:Iteration 12Q (3550.490506 sec): 3 clusters Score: Raw -388289.669228 + Penalty 830.800195 = -387458.869033 nChanged 61 SP:Iteration 13Q (3550.541747 sec): 3 clusters Score: Raw -388309.440819 + Penalty 830.800195 = -387478.640624 nChanged 63 SP:Iteration 14Q (3550.590086 sec): 3 clusters Score: Raw -388332.018797 + Penalty 830.800195 = -387501.218602 nChanged 61 SP:Iteration 15Q (3550.644022 sec): 3 clusters Score: Raw -388353.193504 + Penalty 830.800195 = -387522.393310 nChanged 53 SP:Iteration 16Q (3550.700427 sec): 3 clusters Score: Raw -388368.645945 + Penalty 830.800195 = -387537.845750 nChanged 49 SP:Iteration 17Q (3550.740360 sec): 3 clusters Score: Raw -388381.784989 + Penalty 830.800195 = -387550.984795 nChanged 45 SP:Iteration 18Q (3550.792179 sec): 3 clusters Score: Raw -388395.549012 + Penalty 830.800195 = -387564.748818 nChanged 44 SP:Iteration 19Q (3550.851197 sec): 3 clusters Score: Raw -388410.136645 + Penalty 830.800195 = -387579.336450 nChanged 42 SP:Iteration 20F (3550.897918 sec): 3 clusters Score: Raw -388420.826391 + Penalty 830.800195 = -387590.026196 nChanged 35 SP:Iteration 21Q (3550.966704 sec): 3 clusters Score: Raw -388428.468202 + Penalty 830.800195 = -387597.668007 nChanged 32 SP:Iteration 22Q (3551.009009 sec): 3 clusters Score: Raw -388438.286147 + Penalty 830.800195 = -387607.485952 nChanged 35 SP:Iteration 23Q (3551.075888 sec): 3 clusters Score: Raw -388450.102809 + Penalty 830.800195 = -387619.302614 nChanged 31 SP:Iteration 24Q (3551.132092 sec): 3 clusters Score: Raw -388461.572597 + Penalty 830.800195 = -387630.772402 nChanged 42 SP:Iteration 25Q (3551.184087 sec): 3 clusters Score: Raw -388475.860354 + Penalty 830.800195 = -387645.060159 nChanged 35 SP:Iteration 26Q (3551.236525 sec): 3 clusters Score: Raw -388487.021252 + Penalty 830.800195 = -387656.221058 nChanged 32 SP:Iteration 27Q (3551.285363 sec): 3 clusters Score: Raw -388495.345071 + Penalty 830.800195 = -387664.544877 nChanged 24 SP:Iteration 28Q (3551.344610 sec): 3 clusters Score: Raw -388500.647178 + Penalty 830.800195 = -387669.846983 nChanged 20 SP:Iteration 29Q (3551.397958 sec): 3 clusters Score: Raw -388505.614859 + Penalty 830.800195 = -387674.814665 nChanged 19 SP:Iteration 30Q (3551.450471 sec): 3 clusters Score: Raw -388511.040406 + Penalty 830.800195 = -387680.240212 nChanged 26 SP:Iteration 31Q (3551.507514 sec): 3 clusters Score: Raw -388518.169935 + Penalty 830.800195 = -387687.369741 nChanged 25 SP:Iteration 32Q (3551.560626 sec): 3 clusters Score: Raw -388524.810637 + Penalty 830.800195 = -387694.010442 nChanged 18 SP:Iteration 33Q (3551.614359 sec): 3 clusters Score: Raw -388528.740441 + Penalty 830.800195 = -387697.940247 nChanged 10 SP:Iteration 34Q (3551.663993 sec): 3 clusters Score: Raw -388530.358474 + Penalty 830.800195 = -387699.558279 nChanged 13 SP:Iteration 35Q (3551.707246 sec): 3 clusters Score: Raw -388532.352928 + Penalty 830.800195 = -387701.552733 nChanged 8 SP:Iteration 36Q (3551.768245 sec): 3 clusters Score: Raw -388533.647398 + Penalty 830.800195 = -387702.847203 nChanged 11 SP:Iteration 37Q (3551.825717 sec): 3 clusters Score: Raw -388536.454027 + Penalty 830.800195 = -387705.653832 nChanged 14 SP:Iteration 38Q (3551.879307 sec): 3 clusters Score: Raw -388542.183929 + Penalty 830.800195 = -387711.383734 nChanged 13 SP:Iteration 39Q (3551.919792 sec): 3 clusters Score: Raw -388546.995753 + Penalty 830.800195 = -387716.195558 nChanged 14 SP:Iteration 40F (3551.971655 sec): 3 clusters Score: Raw -388550.950439 + Penalty 830.800195 = -387720.150245 nChanged 8 SP:Iteration 41Q (3552.033180 sec): 3 clusters Score: Raw -388553.001744 + Penalty 830.800195 = -387722.201549 nChanged 5 SP:Iteration 42Q (3552.081923 sec): 3 clusters Score: Raw -388553.744643 + Penalty 830.800195 = -387722.944448 nChanged 5 SP:Iteration 43Q (3552.137733 sec): 3 clusters Score: Raw -388554.450969 + Penalty 830.800195 = -387723.650775 nChanged 4 SP:Iteration 44Q (3552.187933 sec): 3 clusters Score: Raw -388554.966222 + Penalty 830.800195 = -387724.166027 nChanged 2 SP:Iteration 45Q (3552.236725 sec): 3 clusters Score: Raw -388555.125436 + Penalty 830.800195 = -387724.325241 nChanged 0 SP:Iteration 46F (3552.284214 sec): 3 clusters Score: Raw -388555.125436 + Penalty 830.800195 = -387724.325241 nChanged 0 Trying to split cluster 31 (1994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3552.312808 sec): 2 clusters Score: Raw -65081.726549 + Penalty 345.704357 = -64736.022192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3552.371213 sec): 3 clusters Score: Raw -64001.215535 + Penalty 691.408713 = -63309.806822 nChanged 841 SP:Iteration 1F (3552.418415 sec): 3 clusters Score: Raw -64551.227442 + Penalty 691.408713 = -63859.818728 nChanged 184 SP:Iteration 2F (3552.465870 sec): 3 clusters Score: Raw -64673.843742 + Penalty 691.408713 = -63982.435028 nChanged 119 SP:Iteration 3F (3552.501620 sec): 3 clusters Score: Raw -64772.792120 + Penalty 691.408713 = -64081.383406 nChanged 122 SP:Iteration 4F (3552.547482 sec): 3 clusters Score: Raw -64858.583229 + Penalty 691.408713 = -64167.174515 nChanged 95 SP:Iteration 5Q (3552.590523 sec): 3 clusters Score: Raw -64920.865548 + Penalty 691.408713 = -64229.456834 nChanged 75 SP:Iteration 6Q (3552.638863 sec): 3 clusters Score: Raw -64966.481965 + Penalty 691.408713 = -64275.073252 nChanged 55 SP:Iteration 7Q (3552.692211 sec): 3 clusters Score: Raw -65005.823893 + Penalty 691.408713 = -64314.415179 nChanged 52 SP:Iteration 8Q (3552.726324 sec): 3 clusters Score: Raw -65046.447216 + Penalty 691.408713 = -64355.038502 nChanged 43 SP:Iteration 9Q (3552.784282 sec): 3 clusters Score: Raw -65070.864502 + Penalty 691.408713 = -64379.455789 nChanged 35 SP:Iteration 10Q (3552.824391 sec): 3 clusters Score: Raw -65086.132773 + Penalty 691.408713 = -64394.724060 nChanged 27 SP:Iteration 11Q (3552.869267 sec): 3 clusters Score: Raw -65101.176708 + Penalty 691.408713 = -64409.767995 nChanged 28 SP:Iteration 12Q (3552.917063 sec): 3 clusters Score: Raw -65114.669628 + Penalty 691.408713 = -64423.260914 nChanged 26 SP:Iteration 13Q (3552.954579 sec): 3 clusters Score: Raw -65123.907288 + Penalty 691.408713 = -64432.498574 nChanged 15 SP:Iteration 14Q (3552.999965 sec): 3 clusters Score: Raw -65129.468790 + Penalty 691.408713 = -64438.060077 nChanged 18 SP:Iteration 15Q (3553.046665 sec): 3 clusters Score: Raw -65138.642995 + Penalty 691.408713 = -64447.234281 nChanged 17 SP:Iteration 16Q (3553.099970 sec): 3 clusters Score: Raw -65143.739427 + Penalty 691.408713 = -64452.330713 nChanged 11 SP:Iteration 17Q (3553.134060 sec): 3 clusters Score: Raw -65146.977465 + Penalty 691.408713 = -64455.568751 nChanged 11 SP:Iteration 18Q (3553.180866 sec): 3 clusters Score: Raw -65149.529247 + Penalty 691.408713 = -64458.120533 nChanged 6 SP:Iteration 19Q (3553.217439 sec): 3 clusters Score: Raw -65151.855040 + Penalty 691.408713 = -64460.446326 nChanged 6 SP:Iteration 20F (3553.257714 sec): 3 clusters Score: Raw -65153.588259 + Penalty 691.408713 = -64462.179545 nChanged 5 SP:Iteration 21Q (3553.297581 sec): 3 clusters Score: Raw -65155.502048 + Penalty 691.408713 = -64464.093335 nChanged 6 SP:Iteration 22Q (3553.348689 sec): 3 clusters Score: Raw -65156.208315 + Penalty 691.408713 = -64464.799601 nChanged 3 SP:Iteration 23Q (3553.407903 sec): 3 clusters Score: Raw -65156.556625 + Penalty 691.408713 = -64465.147911 nChanged 4 SP:Iteration 24Q (3553.440717 sec): 3 clusters Score: Raw -65156.832185 + Penalty 691.408713 = -64465.423472 nChanged 2 SP:Iteration 25Q (3553.490008 sec): 3 clusters Score: Raw -65156.968542 + Penalty 691.408713 = -64465.559829 nChanged 1 SP:Iteration 26Q (3553.531193 sec): 3 clusters Score: Raw -65157.020800 + Penalty 691.408713 = -64465.612087 nChanged 1 SP:Iteration 27Q (3553.579042 sec): 3 clusters Score: Raw -65157.098792 + Penalty 691.408713 = -64465.690079 nChanged 1 SP:Iteration 28Q (3553.614798 sec): 3 clusters Score: Raw -65157.164845 + Penalty 691.408713 = -64465.756132 nChanged 1 SP:Iteration 29Q (3553.664287 sec): 3 clusters Score: Raw -65157.332680 + Penalty 691.408713 = -64465.923966 nChanged 2 SP:Iteration 30Q (3553.705345 sec): 3 clusters Score: Raw -65157.965516 + Penalty 691.408713 = -64466.556802 nChanged 5 SP:Iteration 31Q (3553.754009 sec): 3 clusters Score: Raw -65159.224029 + Penalty 691.408713 = -64467.815316 nChanged 4 SP:Iteration 32Q (3553.798294 sec): 3 clusters Score: Raw -65159.951905 + Penalty 691.408713 = -64468.543192 nChanged 3 SP:Iteration 33Q (3553.839209 sec): 3 clusters Score: Raw -65160.627816 + Penalty 691.408713 = -64469.219102 nChanged 7 SP:Iteration 34Q (3553.869767 sec): 3 clusters Score: Raw -65162.373435 + Penalty 691.408713 = -64470.964722 nChanged 5 SP:Iteration 35Q (3553.906989 sec): 3 clusters Score: Raw -65164.608342 + Penalty 691.408713 = -64473.199628 nChanged 7 SP:Iteration 36Q (3553.955955 sec): 3 clusters Score: Raw -65167.604723 + Penalty 691.408713 = -64476.196010 nChanged 7 SP:Iteration 37Q (3553.987725 sec): 3 clusters Score: Raw -65169.560363 + Penalty 691.408713 = -64478.151650 nChanged 4 SP:Iteration 38Q (3554.033192 sec): 3 clusters Score: Raw -65170.776091 + Penalty 691.408713 = -64479.367378 nChanged 3 SP:Iteration 39Q (3554.074871 sec): 3 clusters Score: Raw -65171.255994 + Penalty 691.408713 = -64479.847281 nChanged 2 SP:Iteration 40F (3554.116003 sec): 3 clusters Score: Raw -65172.331439 + Penalty 691.408713 = -64480.922726 nChanged 3 SP:Iteration 41Q (3554.153953 sec): 3 clusters Score: Raw -65173.600585 + Penalty 691.408713 = -64482.191871 nChanged 4 SP:Iteration 42Q (3554.197122 sec): 3 clusters Score: Raw -65174.516163 + Penalty 691.408713 = -64483.107449 nChanged 3 SP:Iteration 43Q (3554.243551 sec): 3 clusters Score: Raw -65175.540742 + Penalty 691.408713 = -64484.132029 nChanged 6 SP:Iteration 44Q (3554.287019 sec): 3 clusters Score: Raw -65177.078401 + Penalty 691.408713 = -64485.669687 nChanged 5 SP:Iteration 45Q (3554.332039 sec): 3 clusters Score: Raw -65178.932417 + Penalty 691.408713 = -64487.523704 nChanged 6 SP:Iteration 46Q (3554.385163 sec): 3 clusters Score: Raw -65179.738917 + Penalty 691.408713 = -64488.330203 nChanged 3 SP:Iteration 47Q (3554.429780 sec): 3 clusters Score: Raw -65180.058896 + Penalty 691.408713 = -64488.650183 nChanged 4 SP:Iteration 48Q (3554.474796 sec): 3 clusters Score: Raw -65180.793529 + Penalty 691.408713 = -64489.384815 nChanged 1 SP:Iteration 49Q (3554.517208 sec): 3 clusters Score: Raw -65181.009862 + Penalty 691.408713 = -64489.601148 nChanged 1 SP:Iteration 50Q (3554.559852 sec): 3 clusters Score: Raw -65181.068803 + Penalty 691.408713 = -64489.660090 nChanged 0 SP:Iteration 51F (3554.599777 sec): 3 clusters Score: Raw -65181.068803 + Penalty 691.408713 = -64489.660090 nChanged 0 Trying to split cluster 32 (30245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3554.656528 sec): 2 clusters Score: Raw -1201607.285669 + Penalty 469.427420 = -1201137.858249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3554.729395 sec): 3 clusters Score: Raw -1181755.573528 + Penalty 938.854841 = -1180816.718688 nChanged 14592 SP:Iteration 1F (3554.795297 sec): 3 clusters Score: Raw -1191153.917147 + Penalty 938.854841 = -1190215.062306 nChanged 2110 SP:Iteration 2F (3554.868776 sec): 3 clusters Score: Raw -1192536.969084 + Penalty 938.854841 = -1191598.114244 nChanged 2189 SP:Iteration 3F (3554.942636 sec): 3 clusters Score: Raw -1194164.487752 + Penalty 938.854841 = -1193225.632912 nChanged 2062 SP:Iteration 4F (3555.017716 sec): 3 clusters Score: Raw -1195789.800019 + Penalty 938.854841 = -1194850.945179 nChanged 1814 SP:Iteration 5F (3555.082481 sec): 3 clusters Score: Raw -1197244.010900 + Penalty 938.854841 = -1196305.156059 nChanged 1448 SP:Iteration 6Q (3555.153739 sec): 3 clusters Score: Raw -1198171.809392 + Penalty 938.854841 = -1197232.954551 nChanged 992 SP:Iteration 7Q (3555.223476 sec): 3 clusters Score: Raw -1198649.557981 + Penalty 938.854841 = -1197710.703141 nChanged 723 SP:Iteration 8Q (3555.296140 sec): 3 clusters Score: Raw -1198927.097758 + Penalty 938.854841 = -1197988.242917 nChanged 515 SP:Iteration 9Q (3555.382399 sec): 3 clusters Score: Raw -1199083.929708 + Penalty 938.854841 = -1198145.074867 nChanged 420 SP:Iteration 10Q (3555.457730 sec): 3 clusters Score: Raw -1199209.739283 + Penalty 938.854841 = -1198270.884442 nChanged 409 SP:Iteration 11Q (3555.537772 sec): 3 clusters Score: Raw -1199331.365530 + Penalty 938.854841 = -1198392.510689 nChanged 405 SP:Iteration 12Q (3555.611563 sec): 3 clusters Score: Raw -1199456.391242 + Penalty 938.854841 = -1198517.536401 nChanged 390 SP:Iteration 13Q (3555.687730 sec): 3 clusters Score: Raw -1199582.963062 + Penalty 938.854841 = -1198644.108222 nChanged 420 SP:Iteration 14Q (3555.764629 sec): 3 clusters Score: Raw -1199737.363070 + Penalty 938.854841 = -1198798.508230 nChanged 406 SP:Iteration 15Q (3555.841154 sec): 3 clusters Score: Raw -1199878.043804 + Penalty 938.854841 = -1198939.188963 nChanged 390 SP:Iteration 16Q (3555.918217 sec): 3 clusters Score: Raw -1200024.687425 + Penalty 938.854841 = -1199085.832585 nChanged 382 SP:Iteration 17Q (3555.992234 sec): 3 clusters Score: Raw -1200171.432487 + Penalty 938.854841 = -1199232.577647 nChanged 369 SP:Iteration 18Q (3556.065211 sec): 3 clusters Score: Raw -1200318.509283 + Penalty 938.854841 = -1199379.654442 nChanged 389 SP:Iteration 19Q (3556.136995 sec): 3 clusters Score: Raw -1200487.598233 + Penalty 938.854841 = -1199548.743393 nChanged 404 SP:Iteration 20F (3556.211369 sec): 3 clusters Score: Raw -1200664.492619 + Penalty 938.854841 = -1199725.637778 nChanged 359 SP:Iteration 21Q (3556.288075 sec): 3 clusters Score: Raw -1200836.818411 + Penalty 938.854841 = -1199897.963571 nChanged 349 SP:Iteration 22Q (3556.360537 sec): 3 clusters Score: Raw -1201001.510867 + Penalty 938.854841 = -1200062.656026 nChanged 336 SP:Iteration 23Q (3556.433192 sec): 3 clusters Score: Raw -1201172.620082 + Penalty 938.854841 = -1200233.765241 nChanged 302 SP:Iteration 24Q (3556.501638 sec): 3 clusters Score: Raw -1201336.143184 + Penalty 938.854841 = -1200397.288344 nChanged 233 SP:Iteration 25Q (3556.562267 sec): 3 clusters Score: Raw -1201451.872492 + Penalty 938.854841 = -1200513.017652 nChanged 202 SP:Iteration 26Q (3556.641220 sec): 3 clusters Score: Raw -1201552.420948 + Penalty 938.854841 = -1200613.566107 nChanged 164 SP:Iteration 27Q (3556.702546 sec): 3 clusters Score: Raw -1201630.926849 + Penalty 938.854841 = -1200692.072008 nChanged 144 SP:Iteration 28Q (3556.785903 sec): 3 clusters Score: Raw -1201695.269514 + Penalty 938.854841 = -1200756.414673 nChanged 106 SP:Iteration 29Q (3556.854329 sec): 3 clusters Score: Raw -1201733.266203 + Penalty 938.854841 = -1200794.411363 nChanged 78 SP:Iteration 30Q (3556.919634 sec): 3 clusters Score: Raw -1201758.528977 + Penalty 938.854841 = -1200819.674136 nChanged 62 SP:Iteration 31Q (3556.984928 sec): 3 clusters Score: Raw -1201777.126847 + Penalty 938.854841 = -1200838.272007 nChanged 44 SP:Iteration 32Q (3557.064340 sec): 3 clusters Score: Raw -1201790.762091 + Penalty 938.854841 = -1200851.907251 nChanged 44 SP:Iteration 33Q (3557.139584 sec): 3 clusters Score: Raw -1201802.195359 + Penalty 938.854841 = -1200863.340518 nChanged 38 SP:Iteration 34Q (3557.211986 sec): 3 clusters Score: Raw -1201814.619149 + Penalty 938.854841 = -1200875.764308 nChanged 37 SP:Iteration 35Q (3557.283606 sec): 3 clusters Score: Raw -1201826.779930 + Penalty 938.854841 = -1200887.925090 nChanged 30 SP:Iteration 36Q (3557.355020 sec): 3 clusters Score: Raw -1201834.426329 + Penalty 938.854841 = -1200895.571488 nChanged 19 SP:Iteration 37Q (3557.423370 sec): 3 clusters Score: Raw -1201837.538311 + Penalty 938.854841 = -1200898.683471 nChanged 12 SP:Iteration 38Q (3557.494201 sec): 3 clusters Score: Raw -1201840.131656 + Penalty 938.854841 = -1200901.276816 nChanged 12 SP:Iteration 39Q (3557.570759 sec): 3 clusters Score: Raw -1201842.904080 + Penalty 938.854841 = -1200904.049239 nChanged 17 SP:Iteration 40F (3557.633862 sec): 3 clusters Score: Raw -1201845.659831 + Penalty 938.854841 = -1200906.804990 nChanged 9 SP:Iteration 41Q (3557.714023 sec): 3 clusters Score: Raw -1201846.611370 + Penalty 938.854841 = -1200907.756530 nChanged 3 SP:Iteration 42Q (3557.781439 sec): 3 clusters Score: Raw -1201846.780279 + Penalty 938.854841 = -1200907.925438 nChanged 2 SP:Iteration 43Q (3557.848604 sec): 3 clusters Score: Raw -1201846.931131 + Penalty 938.854841 = -1200908.076290 nChanged 1 SP:Iteration 44Q (3557.927409 sec): 3 clusters Score: Raw -1201847.149179 + Penalty 938.854841 = -1200908.294338 nChanged 0 SP:Iteration 45F (3558.005769 sec): 3 clusters Score: Raw -1201847.149179 + Penalty 938.854841 = -1200908.294338 nChanged 0 Trying to split cluster 33 (1759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3558.032113 sec): 2 clusters Score: Raw -69747.210755 + Penalty 339.998784 = -69407.211971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3558.071225 sec): 3 clusters Score: Raw -68789.902296 + Penalty 679.997568 = -68109.904728 nChanged 744 SP:Iteration 1F (3558.120704 sec): 3 clusters Score: Raw -69217.263116 + Penalty 679.997568 = -68537.265548 nChanged 135 SP:Iteration 2F (3558.163546 sec): 3 clusters Score: Raw -69305.237532 + Penalty 679.997568 = -68625.239964 nChanged 111 SP:Iteration 3F (3558.197655 sec): 3 clusters Score: Raw -69385.914733 + Penalty 679.997568 = -68705.917165 nChanged 93 SP:Iteration 4F (3558.254626 sec): 3 clusters Score: Raw -69461.711573 + Penalty 679.997568 = -68781.714005 nChanged 91 SP:Iteration 5F (3558.295743 sec): 3 clusters Score: Raw -69530.225958 + Penalty 679.997568 = -68850.228390 nChanged 75 SP:Iteration 6Q (3558.344363 sec): 3 clusters Score: Raw -69588.319074 + Penalty 679.997568 = -68908.321506 nChanged 64 SP:Iteration 7Q (3558.379391 sec): 3 clusters Score: Raw -69629.869223 + Penalty 679.997568 = -68949.871655 nChanged 46 SP:Iteration 8Q (3558.427045 sec): 3 clusters Score: Raw -69667.674573 + Penalty 679.997568 = -68987.677005 nChanged 46 SP:Iteration 9Q (3558.478753 sec): 3 clusters Score: Raw -69704.069577 + Penalty 679.997568 = -69024.072009 nChanged 32 SP:Iteration 10Q (3558.516677 sec): 3 clusters Score: Raw -69727.544349 + Penalty 679.997568 = -69047.546781 nChanged 24 SP:Iteration 11Q (3558.573765 sec): 3 clusters Score: Raw -69747.521849 + Penalty 679.997568 = -69067.524281 nChanged 16 SP:Iteration 12Q (3558.618727 sec): 3 clusters Score: Raw -69758.241667 + Penalty 679.997568 = -69078.244099 nChanged 11 SP:Iteration 13Q (3558.661985 sec): 3 clusters Score: Raw -69767.484517 + Penalty 679.997568 = -69087.486949 nChanged 9 SP:Iteration 14Q (3558.695826 sec): 3 clusters Score: Raw -69775.935103 + Penalty 679.997568 = -69095.937535 nChanged 9 SP:Iteration 15Q (3558.736562 sec): 3 clusters Score: Raw -69783.131619 + Penalty 679.997568 = -69103.134051 nChanged 6 SP:Iteration 16Q (3558.774198 sec): 3 clusters Score: Raw -69787.642451 + Penalty 679.997568 = -69107.644883 nChanged 2 SP:Iteration 17Q (3558.816849 sec): 3 clusters Score: Raw -69790.588236 + Penalty 679.997568 = -69110.590668 nChanged 4 SP:Iteration 18Q (3558.862864 sec): 3 clusters Score: Raw -69791.913184 + Penalty 679.997568 = -69111.915616 nChanged 2 SP:Iteration 19Q (3558.911479 sec): 3 clusters Score: Raw -69792.384292 + Penalty 679.997568 = -69112.386724 nChanged 1 SP:Iteration 20F (3558.952818 sec): 3 clusters Score: Raw -69793.127434 + Penalty 679.997568 = -69113.129866 nChanged 1 SP:Iteration 21Q (3558.991359 sec): 3 clusters Score: Raw -69793.836571 + Penalty 679.997568 = -69113.839004 nChanged 0 SP:Iteration 22F (3559.035319 sec): 3 clusters Score: Raw -69793.836571 + Penalty 679.997568 = -69113.839004 nChanged 0 Trying to split cluster 34 (1658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3559.056973 sec): 2 clusters Score: Raw -61459.429429 + Penalty 337.308214 = -61122.121215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3559.105533 sec): 3 clusters Score: Raw -60561.949557 + Penalty 674.616428 = -59887.333129 nChanged 686 SP:Iteration 1F (3559.156050 sec): 3 clusters Score: Raw -61019.364785 + Penalty 674.616428 = -60344.748358 nChanged 128 SP:Iteration 2F (3559.197685 sec): 3 clusters Score: Raw -61121.870689 + Penalty 674.616428 = -60447.254262 nChanged 112 SP:Iteration 3F (3559.239541 sec): 3 clusters Score: Raw -61214.447512 + Penalty 674.616428 = -60539.831085 nChanged 100 SP:Iteration 4F (3559.274483 sec): 3 clusters Score: Raw -61304.301124 + Penalty 674.616428 = -60629.684696 nChanged 121 SP:Iteration 5F (3559.311055 sec): 3 clusters Score: Raw -61444.114534 + Penalty 674.616428 = -60769.498106 nChanged 113 SP:Iteration 6F (3559.362917 sec): 3 clusters Score: Raw -61561.327537 + Penalty 674.616428 = -60886.711110 nChanged 71 SP:Iteration 7Q (3559.410094 sec): 3 clusters Score: Raw -61629.670590 + Penalty 674.616428 = -60955.054162 nChanged 43 SP:Iteration 8Q (3559.451961 sec): 3 clusters Score: Raw -61659.862795 + Penalty 674.616428 = -60985.246367 nChanged 34 SP:Iteration 9Q (3559.493519 sec): 3 clusters Score: Raw -61692.178122 + Penalty 674.616428 = -61017.561694 nChanged 27 SP:Iteration 10Q (3559.537531 sec): 3 clusters Score: Raw -61719.829290 + Penalty 674.616428 = -61045.212863 nChanged 26 SP:Iteration 11Q (3559.585629 sec): 3 clusters Score: Raw -61750.439924 + Penalty 674.616428 = -61075.823496 nChanged 23 SP:Iteration 12Q (3559.625321 sec): 3 clusters Score: Raw -61776.167205 + Penalty 674.616428 = -61101.550777 nChanged 18 SP:Iteration 13Q (3559.665612 sec): 3 clusters Score: Raw -61802.346545 + Penalty 674.616428 = -61127.730118 nChanged 18 SP:Iteration 14Q (3559.708620 sec): 3 clusters Score: Raw -61827.479677 + Penalty 674.616428 = -61152.863250 nChanged 15 SP:Iteration 15Q (3559.765583 sec): 3 clusters Score: Raw -61839.515985 + Penalty 674.616428 = -61164.899557 nChanged 11 SP:Iteration 16Q (3559.804896 sec): 3 clusters Score: Raw -61843.796841 + Penalty 674.616428 = -61169.180414 nChanged 2 SP:Iteration 17Q (3559.842150 sec): 3 clusters Score: Raw -61844.367560 + Penalty 674.616428 = -61169.751133 nChanged 3 SP:Iteration 18Q (3559.879003 sec): 3 clusters Score: Raw -61845.456025 + Penalty 674.616428 = -61170.839597 nChanged 4 SP:Iteration 19Q (3559.921196 sec): 3 clusters Score: Raw -61846.580578 + Penalty 674.616428 = -61171.964151 nChanged 2 SP:Iteration 20F (3559.964365 sec): 3 clusters Score: Raw -61847.073351 + Penalty 674.616428 = -61172.456923 nChanged 1 SP:Iteration 21Q (3560.009771 sec): 3 clusters Score: Raw -61847.167096 + Penalty 674.616428 = -61172.550668 nChanged 0 SP:Iteration 22F (3560.039630 sec): 3 clusters Score: Raw -61847.167096 + Penalty 674.616428 = -61172.550668 nChanged 0 Score: Raw -17401425.846201 + Penalty 27318.534099 = -17374107.312102 Splitting cluster 34 changes total score from -17374309.124617 to -17374107.312102 So it's not getting split. Trying to split cluster 35 (1002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3567.888510 sec): 2 clusters Score: Raw -39597.173150 + Penalty 314.393774 = -39282.779376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3567.931967 sec): 3 clusters Score: Raw -39116.307674 + Penalty 628.787549 = -38487.520125 nChanged 394 SP:Iteration 1F (3567.979685 sec): 3 clusters Score: Raw -39374.624295 + Penalty 628.787549 = -38745.836746 nChanged 86 SP:Iteration 2F (3568.015242 sec): 3 clusters Score: Raw -39438.736925 + Penalty 628.787549 = -38809.949376 nChanged 64 SP:Iteration 3F (3568.069940 sec): 3 clusters Score: Raw -39492.012747 + Penalty 628.787549 = -38863.225198 nChanged 52 SP:Iteration 4F (3568.099750 sec): 3 clusters Score: Raw -39530.493615 + Penalty 628.787549 = -38901.706066 nChanged 36 SP:Iteration 5Q (3568.141804 sec): 3 clusters Score: Raw -39557.674409 + Penalty 628.787549 = -38928.886860 nChanged 25 SP:Iteration 6Q (3568.189124 sec): 3 clusters Score: Raw -39571.131050 + Penalty 628.787549 = -38942.343501 nChanged 13 SP:Iteration 7Q (3568.229705 sec): 3 clusters Score: Raw -39578.474481 + Penalty 628.787549 = -38949.686932 nChanged 12 SP:Iteration 8Q (3568.273834 sec): 3 clusters Score: Raw -39586.279357 + Penalty 628.787549 = -38957.491809 nChanged 11 SP:Iteration 9Q (3568.307528 sec): 3 clusters Score: Raw -39591.186393 + Penalty 628.787549 = -38962.398844 nChanged 7 SP:Iteration 10Q (3568.348321 sec): 3 clusters Score: Raw -39594.106519 + Penalty 628.787549 = -38965.318970 nChanged 7 SP:Iteration 11Q (3568.379341 sec): 3 clusters Score: Raw -39596.537465 + Penalty 628.787549 = -38967.749917 nChanged 3 SP:Iteration 12Q (3568.423287 sec): 3 clusters Score: Raw -39597.728169 + Penalty 628.787549 = -38968.940621 nChanged 3 SP:Iteration 13Q (3568.454632 sec): 3 clusters Score: Raw -39600.635998 + Penalty 628.787549 = -38971.848450 nChanged 4 SP:Iteration 14Q (3568.506135 sec): 3 clusters Score: Raw -39603.719467 + Penalty 628.787549 = -38974.931918 nChanged 5 SP:Iteration 15Q (3568.542421 sec): 3 clusters Score: Raw -39606.346909 + Penalty 628.787549 = -38977.559361 nChanged 5 SP:Iteration 16Q (3568.578789 sec): 3 clusters Score: Raw -39611.015810 + Penalty 628.787549 = -38982.228262 nChanged 8 SP:Iteration 17Q (3568.615831 sec): 3 clusters Score: Raw -39614.845204 + Penalty 628.787549 = -38986.057656 nChanged 9 SP:Iteration 18Q (3568.661336 sec): 3 clusters Score: Raw -39619.655435 + Penalty 628.787549 = -38990.867886 nChanged 9 SP:Iteration 19Q (3568.707529 sec): 3 clusters Score: Raw -39623.095061 + Penalty 628.787549 = -38994.307512 nChanged 5 SP:Iteration 20F (3568.733990 sec): 3 clusters Score: Raw -39623.948453 + Penalty 628.787549 = -38995.160905 nChanged 3 SP:Iteration 21Q (3568.783786 sec): 3 clusters Score: Raw -39624.328511 + Penalty 628.787549 = -38995.540962 nChanged 2 SP:Iteration 22Q (3568.817473 sec): 3 clusters Score: Raw -39625.366954 + Penalty 628.787549 = -38996.579406 nChanged 1 SP:Iteration 23Q (3568.859777 sec): 3 clusters Score: Raw -39625.571570 + Penalty 628.787549 = -38996.784021 nChanged 0 SP:Iteration 24F (3568.914940 sec): 3 clusters Score: Raw -39625.571570 + Penalty 628.787549 = -38996.784021 nChanged 0 Trying to split cluster 36 (907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3568.934642 sec): 2 clusters Score: Raw -32931.094035 + Penalty 309.861481 = -32621.232553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3568.975718 sec): 3 clusters Score: Raw -32544.416361 + Penalty 619.722963 = -31924.693398 nChanged 327 SP:Iteration 1F (3569.013111 sec): 3 clusters Score: Raw -32872.619376 + Penalty 619.722963 = -32252.896413 nChanged 86 SP:Iteration 2F (3569.056018 sec): 3 clusters Score: Raw -32944.502290 + Penalty 619.722963 = -32324.779327 nChanged 45 SP:Iteration 3Q (3569.089295 sec): 3 clusters Score: Raw -32980.698126 + Penalty 619.722963 = -32360.975163 nChanged 25 SP:Iteration 4Q (3569.125259 sec): 3 clusters Score: Raw -32992.801837 + Penalty 619.722963 = -32373.078874 nChanged 17 SP:Iteration 5Q (3569.167424 sec): 3 clusters Score: Raw -32999.412035 + Penalty 619.722963 = -32379.689072 nChanged 9 SP:Iteration 6Q (3569.210965 sec): 3 clusters Score: Raw -33002.717006 + Penalty 619.722963 = -32382.994043 nChanged 6 SP:Iteration 7Q (3569.256771 sec): 3 clusters Score: Raw -33005.256575 + Penalty 619.722963 = -32385.533612 nChanged 5 SP:Iteration 8Q (3569.313248 sec): 3 clusters Score: Raw -33006.739238 + Penalty 619.722963 = -32387.016275 nChanged 3 SP:Iteration 9Q (3569.360098 sec): 3 clusters Score: Raw -33007.897580 + Penalty 619.722963 = -32388.174617 nChanged 0 SP:Iteration 10F (3569.397995 sec): 3 clusters Score: Raw -33007.897580 + Penalty 619.722963 = -32388.174617 nChanged 0 Trying to split cluster 37 (64670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3569.487226 sec): 2 clusters Score: Raw -2541654.399905 + Penalty 504.005898 = -2541150.394007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3569.594942 sec): 3 clusters Score: Raw -2498749.510115 + Penalty 1008.011795 = -2497741.498320 nChanged 31297 SP:Iteration 1F (3569.703506 sec): 3 clusters Score: Raw -2518027.205700 + Penalty 1008.011795 = -2517019.193904 nChanged 3368 SP:Iteration 2F (3569.803084 sec): 3 clusters Score: Raw -2519518.959936 + Penalty 1008.011795 = -2518510.948141 nChanged 3634 SP:Iteration 3F (3569.919252 sec): 3 clusters Score: Raw -2521329.041223 + Penalty 1008.011795 = -2520321.029428 nChanged 3728 SP:Iteration 4F (3570.028957 sec): 3 clusters Score: Raw -2523212.514617 + Penalty 1008.011795 = -2522204.502822 nChanged 3712 SP:Iteration 5F (3570.134886 sec): 3 clusters Score: Raw -2525207.055235 + Penalty 1008.011795 = -2524199.043440 nChanged 3625 SP:Iteration 6F (3570.237015 sec): 3 clusters Score: Raw -2527263.227073 + Penalty 1008.011795 = -2526255.215277 nChanged 3382 SP:Iteration 7F (3570.341473 sec): 3 clusters Score: Raw -2529229.836206 + Penalty 1008.011795 = -2528221.824410 nChanged 3090 SP:Iteration 8Q (3570.453845 sec): 3 clusters Score: Raw -2530941.751119 + Penalty 1008.011795 = -2529933.739324 nChanged 2639 SP:Iteration 9Q (3570.553292 sec): 3 clusters Score: Raw -2532182.927848 + Penalty 1008.011795 = -2531174.916053 nChanged 2163 SP:Iteration 10Q (3570.666254 sec): 3 clusters Score: Raw -2533065.858818 + Penalty 1008.011795 = -2532057.847023 nChanged 1673 SP:Iteration 11Q (3570.781072 sec): 3 clusters Score: Raw -2533679.304993 + Penalty 1008.011795 = -2532671.293198 nChanged 1381 SP:Iteration 12Q (3570.888983 sec): 3 clusters Score: Raw -2534147.381070 + Penalty 1008.011795 = -2533139.369275 nChanged 1190 SP:Iteration 13Q (3570.990933 sec): 3 clusters Score: Raw -2534545.036347 + Penalty 1008.011795 = -2533537.024552 nChanged 1155 SP:Iteration 14Q (3571.098351 sec): 3 clusters Score: Raw -2534925.295852 + Penalty 1008.011795 = -2533917.284057 nChanged 1076 SP:Iteration 15Q (3571.203679 sec): 3 clusters Score: Raw -2535287.429324 + Penalty 1008.011795 = -2534279.417529 nChanged 1103 SP:Iteration 16Q (3571.317534 sec): 3 clusters Score: Raw -2535706.332315 + Penalty 1008.011795 = -2534698.320520 nChanged 1139 SP:Iteration 17Q (3571.426726 sec): 3 clusters Score: Raw -2536154.660595 + Penalty 1008.011795 = -2535146.648799 nChanged 1137 SP:Iteration 18Q (3571.528127 sec): 3 clusters Score: Raw -2536614.584456 + Penalty 1008.011795 = -2535606.572660 nChanged 1162 SP:Iteration 19Q (3571.629542 sec): 3 clusters Score: Raw -2537127.606444 + Penalty 1008.011795 = -2536119.594649 nChanged 1224 SP:Iteration 20F (3571.743026 sec): 3 clusters Score: Raw -2537710.661565 + Penalty 1008.011795 = -2536702.649770 nChanged 1226 SP:Iteration 21Q (3571.843941 sec): 3 clusters Score: Raw -2538345.806214 + Penalty 1008.011795 = -2537337.794419 nChanged 1133 SP:Iteration 22Q (3571.937294 sec): 3 clusters Score: Raw -2538965.409443 + Penalty 1008.011795 = -2537957.397648 nChanged 1040 SP:Iteration 23Q (3572.046880 sec): 3 clusters Score: Raw -2539536.647546 + Penalty 1008.011795 = -2538528.635751 nChanged 934 SP:Iteration 24Q (3572.152001 sec): 3 clusters Score: Raw -2540058.152655 + Penalty 1008.011795 = -2539050.140860 nChanged 765 SP:Iteration 25Q (3572.253868 sec): 3 clusters Score: Raw -2540470.591122 + Penalty 1008.011795 = -2539462.579327 nChanged 625 SP:Iteration 26Q (3572.358076 sec): 3 clusters Score: Raw -2540796.441430 + Penalty 1008.011795 = -2539788.429635 nChanged 509 SP:Iteration 27Q (3572.457521 sec): 3 clusters Score: Raw -2541046.953620 + Penalty 1008.011795 = -2540038.941825 nChanged 366 SP:Iteration 28Q (3572.559128 sec): 3 clusters Score: Raw -2541223.599398 + Penalty 1008.011795 = -2540215.587603 nChanged 305 SP:Iteration 29Q (3572.665667 sec): 3 clusters Score: Raw -2541373.491387 + Penalty 1008.011795 = -2540365.479592 nChanged 235 SP:Iteration 30Q (3572.765699 sec): 3 clusters Score: Raw -2541486.832692 + Penalty 1008.011795 = -2540478.820897 nChanged 163 SP:Iteration 31Q (3572.866515 sec): 3 clusters Score: Raw -2541555.131929 + Penalty 1008.011795 = -2540547.120134 nChanged 111 SP:Iteration 32Q (3572.963745 sec): 3 clusters Score: Raw -2541599.479553 + Penalty 1008.011795 = -2540591.467758 nChanged 84 SP:Iteration 33Q (3573.066538 sec): 3 clusters Score: Raw -2541632.027496 + Penalty 1008.011795 = -2540624.015701 nChanged 76 SP:Iteration 34Q (3573.159799 sec): 3 clusters Score: Raw -2541658.648103 + Penalty 1008.011795 = -2540650.636308 nChanged 65 SP:Iteration 35Q (3573.253743 sec): 3 clusters Score: Raw -2541684.471021 + Penalty 1008.011795 = -2540676.459226 nChanged 59 SP:Iteration 36Q (3573.359818 sec): 3 clusters Score: Raw -2541703.668648 + Penalty 1008.011795 = -2540695.656853 nChanged 40 SP:Iteration 37Q (3573.463811 sec): 3 clusters Score: Raw -2541719.231544 + Penalty 1008.011795 = -2540711.219749 nChanged 33 SP:Iteration 38Q (3573.563865 sec): 3 clusters Score: Raw -2541729.150218 + Penalty 1008.011795 = -2540721.138423 nChanged 19 SP:Iteration 39Q (3573.664280 sec): 3 clusters Score: Raw -2541734.879713 + Penalty 1008.011795 = -2540726.867918 nChanged 19 SP:Iteration 40F (3573.753759 sec): 3 clusters Score: Raw -2541740.963066 + Penalty 1008.011795 = -2540732.951271 nChanged 11 SP:Iteration 41Q (3573.864077 sec): 3 clusters Score: Raw -2541743.209068 + Penalty 1008.011795 = -2540735.197272 nChanged 10 SP:Iteration 42Q (3573.961471 sec): 3 clusters Score: Raw -2541746.390963 + Penalty 1008.011795 = -2540738.379168 nChanged 7 SP:Iteration 43Q (3574.068736 sec): 3 clusters Score: Raw -2541747.690527 + Penalty 1008.011795 = -2540739.678732 nChanged 7 SP:Iteration 44Q (3574.164716 sec): 3 clusters Score: Raw -2541749.685167 + Penalty 1008.011795 = -2540741.673372 nChanged 8 SP:Iteration 45Q (3574.264190 sec): 3 clusters Score: Raw -2541751.268528 + Penalty 1008.011795 = -2540743.256733 nChanged 4 SP:Iteration 46Q (3574.353394 sec): 3 clusters Score: Raw -2541752.090143 + Penalty 1008.011795 = -2540744.078348 nChanged 8 SP:Iteration 47Q (3574.451738 sec): 3 clusters Score: Raw -2541753.537016 + Penalty 1008.011795 = -2540745.525221 nChanged 5 SP:Iteration 48Q (3574.547565 sec): 3 clusters Score: Raw -2541755.711201 + Penalty 1008.011795 = -2540747.699406 nChanged 5 SP:Iteration 49Q (3574.651474 sec): 3 clusters Score: Raw -2541757.736714 + Penalty 1008.011795 = -2540749.724919 nChanged 12 SP:Iteration 50Q (3574.739979 sec): 3 clusters Score: Raw -2541762.720896 + Penalty 1008.011795 = -2540754.709101 nChanged 15 SP:Iteration 51Q (3574.842628 sec): 3 clusters Score: Raw -2541770.192280 + Penalty 1008.011795 = -2540762.180485 nChanged 11 SP:Iteration 52Q (3574.939555 sec): 3 clusters Score: Raw -2541773.923360 + Penalty 1008.011795 = -2540765.911564 nChanged 7 SP:Iteration 53Q (3575.049934 sec): 3 clusters Score: Raw -2541776.411203 + Penalty 1008.011795 = -2540768.399408 nChanged 7 SP:Iteration 54Q (3575.148210 sec): 3 clusters Score: Raw -2541778.960155 + Penalty 1008.011795 = -2540770.948360 nChanged 7 SP:Iteration 55Q (3575.235837 sec): 3 clusters Score: Raw -2541781.269994 + Penalty 1008.011795 = -2540773.258199 nChanged 6 SP:Iteration 56Q (3575.321260 sec): 3 clusters Score: Raw -2541782.377551 + Penalty 1008.011795 = -2540774.365756 nChanged 3 SP:Iteration 57Q (3575.418898 sec): 3 clusters Score: Raw -2541783.240804 + Penalty 1008.011795 = -2540775.229009 nChanged 2 SP:Iteration 58Q (3575.512880 sec): 3 clusters Score: Raw -2541783.543514 + Penalty 1008.011795 = -2540775.531719 nChanged 1 SP:Iteration 59Q (3575.605609 sec): 3 clusters Score: Raw -2541783.657608 + Penalty 1008.011795 = -2540775.645813 nChanged 1 SP:Iteration 60F (3575.709350 sec): 3 clusters Score: Raw -2541783.837974 + Penalty 1008.011795 = -2540775.826178 nChanged 1 SP:Iteration 61Q (3575.810377 sec): 3 clusters Score: Raw -2541784.182177 + Penalty 1008.011795 = -2540776.170381 nChanged 2 SP:Iteration 62Q (3575.909061 sec): 3 clusters Score: Raw -2541784.515252 + Penalty 1008.011795 = -2540776.503456 nChanged 3 SP:Iteration 63Q (3576.003736 sec): 3 clusters Score: Raw -2541785.382312 + Penalty 1008.011795 = -2540777.370517 nChanged 3 SP:Iteration 64Q (3576.102101 sec): 3 clusters Score: Raw -2541785.715916 + Penalty 1008.011795 = -2540777.704120 nChanged 0 SP:Iteration 65F (3576.210428 sec): 3 clusters Score: Raw -2541785.715916 + Penalty 1008.011795 = -2540777.704120 nChanged 0 Trying to split cluster 38 (3401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3576.241103 sec): 2 clusters Score: Raw -130003.735496 + Penalty 369.998028 = -129633.737468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3576.291566 sec): 3 clusters Score: Raw -128068.442824 + Penalty 739.996055 = -127328.446769 nChanged 1477 SP:Iteration 1F (3576.338956 sec): 3 clusters Score: Raw -128848.829257 + Penalty 739.996055 = -128108.833202 nChanged 223 SP:Iteration 2F (3576.387849 sec): 3 clusters Score: Raw -128962.493744 + Penalty 739.996055 = -128222.497688 nChanged 172 SP:Iteration 3F (3576.429915 sec): 3 clusters Score: Raw -129060.413247 + Penalty 739.996055 = -128320.417191 nChanged 180 SP:Iteration 4F (3576.475732 sec): 3 clusters Score: Raw -129194.600116 + Penalty 739.996055 = -128454.604061 nChanged 187 SP:Iteration 5F (3576.527110 sec): 3 clusters Score: Raw -129314.823133 + Penalty 739.996055 = -128574.827078 nChanged 171 SP:Iteration 6F (3576.564576 sec): 3 clusters Score: Raw -129417.736458 + Penalty 739.996055 = -128677.740402 nChanged 158 SP:Iteration 7Q (3576.621763 sec): 3 clusters Score: Raw -129512.050311 + Penalty 739.996055 = -128772.054255 nChanged 130 SP:Iteration 8Q (3576.661810 sec): 3 clusters Score: Raw -129568.857379 + Penalty 739.996055 = -128828.861323 nChanged 103 SP:Iteration 9Q (3576.720141 sec): 3 clusters Score: Raw -129602.880567 + Penalty 739.996055 = -128862.884512 nChanged 67 SP:Iteration 10Q (3576.765929 sec): 3 clusters Score: Raw -129626.114232 + Penalty 739.996055 = -128886.118177 nChanged 61 SP:Iteration 11Q (3576.816390 sec): 3 clusters Score: Raw -129647.634054 + Penalty 739.996055 = -128907.637998 nChanged 56 SP:Iteration 12Q (3576.867718 sec): 3 clusters Score: Raw -129669.129435 + Penalty 739.996055 = -128929.133379 nChanged 60 SP:Iteration 13Q (3576.905169 sec): 3 clusters Score: Raw -129690.885465 + Penalty 739.996055 = -128950.889410 nChanged 50 SP:Iteration 14Q (3576.955135 sec): 3 clusters Score: Raw -129705.129410 + Penalty 739.996055 = -128965.133355 nChanged 46 SP:Iteration 15Q (3577.008063 sec): 3 clusters Score: Raw -129720.778263 + Penalty 739.996055 = -128980.782208 nChanged 56 SP:Iteration 16Q (3577.039950 sec): 3 clusters Score: Raw -129740.228187 + Penalty 739.996055 = -129000.232131 nChanged 53 SP:Iteration 17Q (3577.096821 sec): 3 clusters Score: Raw -129759.325022 + Penalty 739.996055 = -129019.328967 nChanged 57 SP:Iteration 18Q (3577.134498 sec): 3 clusters Score: Raw -129777.312512 + Penalty 739.996055 = -129037.316457 nChanged 48 SP:Iteration 19Q (3577.181418 sec): 3 clusters Score: Raw -129792.075043 + Penalty 739.996055 = -129052.078988 nChanged 36 SP:Iteration 20F (3577.236433 sec): 3 clusters Score: Raw -129802.612303 + Penalty 739.996055 = -129062.616248 nChanged 22 SP:Iteration 21Q (3577.276819 sec): 3 clusters Score: Raw -129808.601287 + Penalty 739.996055 = -129068.605232 nChanged 17 SP:Iteration 22Q (3577.338233 sec): 3 clusters Score: Raw -129813.415938 + Penalty 739.996055 = -129073.419882 nChanged 19 SP:Iteration 23Q (3577.373824 sec): 3 clusters Score: Raw -129816.179903 + Penalty 739.996055 = -129076.183847 nChanged 9 SP:Iteration 24Q (3577.420543 sec): 3 clusters Score: Raw -129817.263061 + Penalty 739.996055 = -129077.267005 nChanged 8 SP:Iteration 25Q (3577.467513 sec): 3 clusters Score: Raw -129818.117551 + Penalty 739.996055 = -129078.121496 nChanged 5 SP:Iteration 26Q (3577.514401 sec): 3 clusters Score: Raw -129818.681386 + Penalty 739.996055 = -129078.685331 nChanged 4 SP:Iteration 27Q (3577.559898 sec): 3 clusters Score: Raw -129818.941889 + Penalty 739.996055 = -129078.945833 nChanged 4 SP:Iteration 28Q (3577.606114 sec): 3 clusters Score: Raw -129819.411224 + Penalty 739.996055 = -129079.415169 nChanged 7 SP:Iteration 29Q (3577.651061 sec): 3 clusters Score: Raw -129820.492114 + Penalty 739.996055 = -129080.496059 nChanged 3 SP:Iteration 30Q (3577.698591 sec): 3 clusters Score: Raw -129820.698775 + Penalty 739.996055 = -129080.702719 nChanged 3 SP:Iteration 31Q (3577.748411 sec): 3 clusters Score: Raw -129821.258499 + Penalty 739.996055 = -129081.262443 nChanged 5 SP:Iteration 32Q (3577.797856 sec): 3 clusters Score: Raw -129822.186110 + Penalty 739.996055 = -129082.190054 nChanged 5 SP:Iteration 33Q (3577.845169 sec): 3 clusters Score: Raw -129822.877945 + Penalty 739.996055 = -129082.881889 nChanged 5 SP:Iteration 34Q (3577.901862 sec): 3 clusters Score: Raw -129823.539040 + Penalty 739.996055 = -129083.542985 nChanged 5 SP:Iteration 35Q (3577.948191 sec): 3 clusters Score: Raw -129824.696842 + Penalty 739.996055 = -129084.700787 nChanged 6 SP:Iteration 36Q (3577.993594 sec): 3 clusters Score: Raw -129826.483314 + Penalty 739.996055 = -129086.487259 nChanged 8 SP:Iteration 37Q (3578.043042 sec): 3 clusters Score: Raw -129828.509281 + Penalty 739.996055 = -129088.513226 nChanged 8 SP:Iteration 38Q (3578.083147 sec): 3 clusters Score: Raw -129830.592898 + Penalty 739.996055 = -129090.596843 nChanged 11 SP:Iteration 39Q (3578.132692 sec): 3 clusters Score: Raw -129833.030938 + Penalty 739.996055 = -129093.034883 nChanged 14 SP:Iteration 40F (3578.181982 sec): 3 clusters Score: Raw -129837.773875 + Penalty 739.996055 = -129097.777820 nChanged 14 SP:Iteration 41Q (3578.227457 sec): 3 clusters Score: Raw -129842.270273 + Penalty 739.996055 = -129102.274217 nChanged 11 SP:Iteration 42Q (3578.268450 sec): 3 clusters Score: Raw -129843.894118 + Penalty 739.996055 = -129103.898063 nChanged 16 SP:Iteration 43Q (3578.331551 sec): 3 clusters Score: Raw -129847.994460 + Penalty 739.996055 = -129107.998405 nChanged 12 SP:Iteration 44Q (3578.378768 sec): 3 clusters Score: Raw -129851.206302 + Penalty 739.996055 = -129111.210247 nChanged 17 SP:Iteration 45Q (3578.420195 sec): 3 clusters Score: Raw -129854.539212 + Penalty 739.996055 = -129114.543157 nChanged 12 SP:Iteration 46Q (3578.466012 sec): 3 clusters Score: Raw -129856.988858 + Penalty 739.996055 = -129116.992802 nChanged 10 SP:Iteration 47Q (3578.523067 sec): 3 clusters Score: Raw -129858.454425 + Penalty 739.996055 = -129118.458370 nChanged 10 SP:Iteration 48Q (3578.571360 sec): 3 clusters Score: Raw -129860.766599 + Penalty 739.996055 = -129120.770543 nChanged 15 SP:Iteration 49Q (3578.621906 sec): 3 clusters Score: Raw -129863.830418 + Penalty 739.996055 = -129123.834363 nChanged 10 SP:Iteration 50Q (3578.666394 sec): 3 clusters Score: Raw -129865.579043 + Penalty 739.996055 = -129125.582988 nChanged 9 SP:Iteration 51Q (3578.718488 sec): 3 clusters Score: Raw -129867.057716 + Penalty 739.996055 = -129127.061661 nChanged 6 SP:Iteration 52Q (3578.755194 sec): 3 clusters Score: Raw -129867.549116 + Penalty 739.996055 = -129127.553060 nChanged 5 SP:Iteration 53Q (3578.814118 sec): 3 clusters Score: Raw -129868.347097 + Penalty 739.996055 = -129128.351041 nChanged 4 SP:Iteration 54Q (3578.857155 sec): 3 clusters Score: Raw -129869.186764 + Penalty 739.996055 = -129129.190708 nChanged 6 SP:Iteration 55Q (3578.897298 sec): 3 clusters Score: Raw -129869.945726 + Penalty 739.996055 = -129129.949670 nChanged 5 SP:Iteration 56Q (3578.947688 sec): 3 clusters Score: Raw -129870.271348 + Penalty 739.996055 = -129130.275293 nChanged 2 SP:Iteration 57Q (3578.989714 sec): 3 clusters Score: Raw -129870.421581 + Penalty 739.996055 = -129130.425525 nChanged 2 SP:Iteration 58Q (3579.031492 sec): 3 clusters Score: Raw -129870.560604 + Penalty 739.996055 = -129130.564548 nChanged 3 SP:Iteration 59Q (3579.076523 sec): 3 clusters Score: Raw -129871.240503 + Penalty 739.996055 = -129131.244447 nChanged 5 SP:Iteration 60F (3579.110948 sec): 3 clusters Score: Raw -129873.023752 + Penalty 739.996055 = -129133.027697 nChanged 6 SP:Iteration 61Q (3579.145441 sec): 3 clusters Score: Raw -129873.833821 + Penalty 739.996055 = -129133.837766 nChanged 4 SP:Iteration 62Q (3579.195135 sec): 3 clusters Score: Raw -129874.434449 + Penalty 739.996055 = -129134.438394 nChanged 3 SP:Iteration 63Q (3579.233964 sec): 3 clusters Score: Raw -129874.705399 + Penalty 739.996055 = -129134.709343 nChanged 1 SP:Iteration 64Q (3579.280017 sec): 3 clusters Score: Raw -129874.795913 + Penalty 739.996055 = -129134.799857 nChanged 3 SP:Iteration 65Q (3579.334419 sec): 3 clusters Score: Raw -129875.040814 + Penalty 739.996055 = -129135.044758 nChanged 3 SP:Iteration 66Q (3579.373734 sec): 3 clusters Score: Raw -129875.328783 + Penalty 739.996055 = -129135.332727 nChanged 3 SP:Iteration 67Q (3579.420071 sec): 3 clusters Score: Raw -129875.677542 + Penalty 739.996055 = -129135.681487 nChanged 4 SP:Iteration 68Q (3579.464083 sec): 3 clusters Score: Raw -129876.477762 + Penalty 739.996055 = -129136.481707 nChanged 7 SP:Iteration 69Q (3579.511088 sec): 3 clusters Score: Raw -129878.345353 + Penalty 739.996055 = -129138.349297 nChanged 7 SP:Iteration 70Q (3579.552073 sec): 3 clusters Score: Raw -129881.327390 + Penalty 739.996055 = -129141.331335 nChanged 13 SP:Iteration 71Q (3579.592134 sec): 3 clusters Score: Raw -129884.902200 + Penalty 739.996055 = -129144.906145 nChanged 14 SP:Iteration 72Q (3579.639951 sec): 3 clusters Score: Raw -129888.343636 + Penalty 739.996055 = -129148.347581 nChanged 13 SP:Iteration 73Q (3579.679696 sec): 3 clusters Score: Raw -129890.906919 + Penalty 739.996055 = -129150.910863 nChanged 11 SP:Iteration 74Q (3579.732401 sec): 3 clusters Score: Raw -129893.557343 + Penalty 739.996055 = -129153.561288 nChanged 15 SP:Iteration 75Q (3579.763861 sec): 3 clusters Score: Raw -129896.937634 + Penalty 739.996055 = -129156.941578 nChanged 17 SP:Iteration 76Q (3579.815368 sec): 3 clusters Score: Raw -129901.083697 + Penalty 739.996055 = -129161.087641 nChanged 17 SP:Iteration 77Q (3579.853114 sec): 3 clusters Score: Raw -129904.965457 + Penalty 739.996055 = -129164.969401 nChanged 14 SP:Iteration 78Q (3579.906806 sec): 3 clusters Score: Raw -129908.067337 + Penalty 739.996055 = -129168.071282 nChanged 10 SP:Iteration 79Q (3579.948681 sec): 3 clusters Score: Raw -129909.475254 + Penalty 739.996055 = -129169.479198 nChanged 8 SP:Iteration 80F (3579.994993 sec): 3 clusters Score: Raw -129911.030254 + Penalty 739.996055 = -129171.034199 nChanged 10 SP:Iteration 81Q (3580.033248 sec): 3 clusters Score: Raw -129913.189417 + Penalty 739.996055 = -129173.193361 nChanged 10 SP:Iteration 82Q (3580.072821 sec): 3 clusters Score: Raw -129916.036125 + Penalty 739.996055 = -129176.040070 nChanged 13 SP:Iteration 83Q (3580.122031 sec): 3 clusters Score: Raw -129919.874262 + Penalty 739.996055 = -129179.878207 nChanged 13 SP:Iteration 84Q (3580.165487 sec): 3 clusters Score: Raw -129924.012327 + Penalty 739.996055 = -129184.016272 nChanged 12 SP:Iteration 85Q (3580.200946 sec): 3 clusters Score: Raw -129928.116592 + Penalty 739.996055 = -129188.120536 nChanged 12 SP:Iteration 86Q (3580.236763 sec): 3 clusters Score: Raw -129932.147009 + Penalty 739.996055 = -129192.150953 nChanged 13 SP:Iteration 87Q (3580.281905 sec): 3 clusters Score: Raw -129936.832118 + Penalty 739.996055 = -129196.836062 nChanged 13 SP:Iteration 88Q (3580.338552 sec): 3 clusters Score: Raw -129940.835880 + Penalty 739.996055 = -129200.839824 nChanged 12 SP:Iteration 89Q (3580.371865 sec): 3 clusters Score: Raw -129946.458313 + Penalty 739.996055 = -129206.462258 nChanged 16 SP:Iteration 90Q (3580.415897 sec): 3 clusters Score: Raw -129953.017868 + Penalty 739.996055 = -129213.021812 nChanged 16 SP:Iteration 91Q (3580.458807 sec): 3 clusters Score: Raw -129959.831728 + Penalty 739.996055 = -129219.835673 nChanged 20 SP:Iteration 92Q (3580.505236 sec): 3 clusters Score: Raw -129969.238937 + Penalty 739.996055 = -129229.242881 nChanged 22 SP:Iteration 93Q (3580.555904 sec): 3 clusters Score: Raw -129976.971016 + Penalty 739.996055 = -129236.974961 nChanged 14 SP:Iteration 94Q (3580.602219 sec): 3 clusters Score: Raw -129982.990075 + Penalty 739.996055 = -129242.994019 nChanged 19 SP:Iteration 95Q (3580.651903 sec): 3 clusters Score: Raw -129991.003881 + Penalty 739.996055 = -129251.007826 nChanged 18 SP:Iteration 96Q (3580.702428 sec): 3 clusters Score: Raw -129998.541240 + Penalty 739.996055 = -129258.545185 nChanged 15 SP:Iteration 97Q (3580.745229 sec): 3 clusters Score: Raw -130003.212040 + Penalty 739.996055 = -129263.215985 nChanged 12 SP:Iteration 98Q (3580.796868 sec): 3 clusters Score: Raw -130008.838355 + Penalty 739.996055 = -129268.842299 nChanged 18 SP:Iteration 99Q (3580.844029 sec): 3 clusters Score: Raw -130016.889949 + Penalty 739.996055 = -129276.893894 nChanged 21 SP:Iteration 100F (3580.880900 sec): 3 clusters Score: Raw -130029.121866 + Penalty 739.996055 = -129289.125810 nChanged 26 SP:Iteration 101Q (3580.930045 sec): 3 clusters Score: Raw -130044.371122 + Penalty 739.996055 = -129304.375066 nChanged 21 SP:Iteration 102Q (3580.986373 sec): 3 clusters Score: Raw -130055.655516 + Penalty 739.996055 = -129315.659461 nChanged 11 SP:Iteration 103Q (3581.031709 sec): 3 clusters Score: Raw -130062.144287 + Penalty 739.996055 = -129322.148232 nChanged 13 SP:Iteration 104Q (3581.080716 sec): 3 clusters Score: Raw -130068.545400 + Penalty 739.996055 = -129328.549345 nChanged 9 SP:Iteration 105Q (3581.128627 sec): 3 clusters Score: Raw -130072.969799 + Penalty 739.996055 = -129332.973744 nChanged 6 SP:Iteration 106Q (3581.179352 sec): 3 clusters Score: Raw -130075.720669 + Penalty 739.996055 = -129335.724614 nChanged 8 SP:Iteration 107Q (3581.212961 sec): 3 clusters Score: Raw -130078.554467 + Penalty 739.996055 = -129338.558412 nChanged 7 SP:Iteration 108Q (3581.273816 sec): 3 clusters Score: Raw -130080.272254 + Penalty 739.996055 = -129340.276199 nChanged 4 SP:Iteration 109Q (3581.310004 sec): 3 clusters Score: Raw -130080.835826 + Penalty 739.996055 = -129340.839770 nChanged 0 SP:Iteration 110F (3581.370313 sec): 3 clusters Score: Raw -130080.835826 + Penalty 739.996055 = -129340.839770 nChanged 0 Trying to split cluster 39 (10307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3581.405496 sec): 2 clusters Score: Raw -425788.497038 + Penalty 420.446324 = -425368.050714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3581.461389 sec): 3 clusters Score: Raw -419332.649164 + Penalty 840.892649 = -418491.756515 nChanged 4763 SP:Iteration 1F (3581.518226 sec): 3 clusters Score: Raw -422278.367875 + Penalty 840.892649 = -421437.475226 nChanged 594 SP:Iteration 2F (3581.575441 sec): 3 clusters Score: Raw -422571.108176 + Penalty 840.892649 = -421730.215528 nChanged 588 SP:Iteration 3F (3581.629834 sec): 3 clusters Score: Raw -422890.694525 + Penalty 840.892649 = -422049.801876 nChanged 605 SP:Iteration 4F (3581.681088 sec): 3 clusters Score: Raw -423255.609274 + Penalty 840.892649 = -422414.716626 nChanged 611 SP:Iteration 5F (3581.738979 sec): 3 clusters Score: Raw -423654.366596 + Penalty 840.892649 = -422813.473948 nChanged 529 SP:Iteration 6F (3581.785301 sec): 3 clusters Score: Raw -423994.016458 + Penalty 840.892649 = -423153.123809 nChanged 435 SP:Iteration 7Q (3581.844573 sec): 3 clusters Score: Raw -424306.204096 + Penalty 840.892649 = -423465.311448 nChanged 423 SP:Iteration 8Q (3581.902652 sec): 3 clusters Score: Raw -424658.664742 + Penalty 840.892649 = -423817.772094 nChanged 372 SP:Iteration 9Q (3581.957343 sec): 3 clusters Score: Raw -424887.588962 + Penalty 840.892649 = -424046.696313 nChanged 296 SP:Iteration 10Q (3582.014566 sec): 3 clusters Score: Raw -425038.594427 + Penalty 840.892649 = -424197.701779 nChanged 235 SP:Iteration 11Q (3582.068227 sec): 3 clusters Score: Raw -425131.724087 + Penalty 840.892649 = -424290.831438 nChanged 174 SP:Iteration 12Q (3582.122354 sec): 3 clusters Score: Raw -425194.210778 + Penalty 840.892649 = -424353.318129 nChanged 162 SP:Iteration 13Q (3582.176455 sec): 3 clusters Score: Raw -425254.921011 + Penalty 840.892649 = -424414.028363 nChanged 157 SP:Iteration 14Q (3582.229777 sec): 3 clusters Score: Raw -425315.022924 + Penalty 840.892649 = -424474.130276 nChanged 151 SP:Iteration 15Q (3582.276580 sec): 3 clusters Score: Raw -425373.325148 + Penalty 840.892649 = -424532.432500 nChanged 121 SP:Iteration 16Q (3582.337852 sec): 3 clusters Score: Raw -425415.792917 + Penalty 840.892649 = -424574.900269 nChanged 114 SP:Iteration 17Q (3582.391793 sec): 3 clusters Score: Raw -425449.880168 + Penalty 840.892649 = -424608.987520 nChanged 103 SP:Iteration 18Q (3582.435741 sec): 3 clusters Score: Raw -425479.865370 + Penalty 840.892649 = -424638.972721 nChanged 107 SP:Iteration 19Q (3582.497736 sec): 3 clusters Score: Raw -425512.584470 + Penalty 840.892649 = -424671.691822 nChanged 98 SP:Iteration 20F (3582.554603 sec): 3 clusters Score: Raw -425540.212004 + Penalty 840.892649 = -424699.319355 nChanged 91 SP:Iteration 21Q (3582.598340 sec): 3 clusters Score: Raw -425567.919809 + Penalty 840.892649 = -424727.027160 nChanged 91 SP:Iteration 22Q (3582.660919 sec): 3 clusters Score: Raw -425601.628458 + Penalty 840.892649 = -424760.735809 nChanged 91 SP:Iteration 23Q (3582.706416 sec): 3 clusters Score: Raw -425634.762941 + Penalty 840.892649 = -424793.870292 nChanged 80 SP:Iteration 24Q (3582.762444 sec): 3 clusters Score: Raw -425661.552414 + Penalty 840.892649 = -424820.659765 nChanged 71 SP:Iteration 25Q (3582.820021 sec): 3 clusters Score: Raw -425687.491464 + Penalty 840.892649 = -424846.598815 nChanged 75 SP:Iteration 26Q (3582.872683 sec): 3 clusters Score: Raw -425715.323321 + Penalty 840.892649 = -424874.430672 nChanged 68 SP:Iteration 27Q (3582.924866 sec): 3 clusters Score: Raw -425741.208282 + Penalty 840.892649 = -424900.315633 nChanged 67 SP:Iteration 28Q (3582.969044 sec): 3 clusters Score: Raw -425769.220373 + Penalty 840.892649 = -424928.327725 nChanged 62 SP:Iteration 29Q (3583.034248 sec): 3 clusters Score: Raw -425795.228249 + Penalty 840.892649 = -424954.335601 nChanged 46 SP:Iteration 30Q (3583.085623 sec): 3 clusters Score: Raw -425812.738520 + Penalty 840.892649 = -424971.845871 nChanged 36 SP:Iteration 31Q (3583.130745 sec): 3 clusters Score: Raw -425825.100846 + Penalty 840.892649 = -424984.208198 nChanged 21 SP:Iteration 32Q (3583.186843 sec): 3 clusters Score: Raw -425830.346366 + Penalty 840.892649 = -424989.453718 nChanged 21 SP:Iteration 33Q (3583.241167 sec): 3 clusters Score: Raw -425836.421217 + Penalty 840.892649 = -424995.528569 nChanged 14 SP:Iteration 34Q (3583.289347 sec): 3 clusters Score: Raw -425839.429526 + Penalty 840.892649 = -424998.536878 nChanged 4 SP:Iteration 35Q (3583.345335 sec): 3 clusters Score: Raw -425840.314941 + Penalty 840.892649 = -424999.422293 nChanged 1 SP:Iteration 36Q (3583.400901 sec): 3 clusters Score: Raw -425840.397958 + Penalty 840.892649 = -424999.505309 nChanged 2 SP:Iteration 37Q (3583.445365 sec): 3 clusters Score: Raw -425840.760892 + Penalty 840.892649 = -424999.868244 nChanged 3 SP:Iteration 38Q (3583.506361 sec): 3 clusters Score: Raw -425841.369376 + Penalty 840.892649 = -425000.476727 nChanged 1 SP:Iteration 39Q (3583.562653 sec): 3 clusters Score: Raw -425841.513886 + Penalty 840.892649 = -425000.621237 nChanged 3 SP:Iteration 40F (3583.608510 sec): 3 clusters Score: Raw -425841.852576 + Penalty 840.892649 = -425000.959927 nChanged 1 SP:Iteration 41Q (3583.674292 sec): 3 clusters Score: Raw -425841.868675 + Penalty 840.892649 = -425000.976027 nChanged 0 SP:Iteration 42F (3583.725255 sec): 3 clusters Score: Raw -425841.868675 + Penalty 840.892649 = -425000.976027 nChanged 0 Trying to split cluster 40 (701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3583.753185 sec): 2 clusters Score: Raw -25609.898216 + Penalty 298.139109 = -25311.759107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3583.794245 sec): 3 clusters Score: Raw -25300.077047 + Penalty 596.278218 = -24703.798829 nChanged 273 SP:Iteration 1F (3583.844450 sec): 3 clusters Score: Raw -25624.765733 + Penalty 596.278218 = -25028.487516 nChanged 94 SP:Iteration 2F (3583.884161 sec): 3 clusters Score: Raw -25784.984228 + Penalty 596.278218 = -25188.706011 nChanged 56 SP:Iteration 3F (3583.930786 sec): 3 clusters Score: Raw -25857.373916 + Penalty 596.278218 = -25261.095699 nChanged 21 SP:Iteration 4Q (3583.977734 sec): 3 clusters Score: Raw -25881.437016 + Penalty 596.278218 = -25285.158798 nChanged 9 SP:Iteration 5Q (3584.010673 sec): 3 clusters Score: Raw -25890.525026 + Penalty 596.278218 = -25294.246808 nChanged 7 SP:Iteration 6Q (3584.058274 sec): 3 clusters Score: Raw -25895.460445 + Penalty 596.278218 = -25299.182228 nChanged 2 SP:Iteration 7Q (3584.098056 sec): 3 clusters Score: Raw -25896.917251 + Penalty 596.278218 = -25300.639033 nChanged 2 SP:Iteration 8Q (3584.152444 sec): 3 clusters Score: Raw -25897.695225 + Penalty 596.278218 = -25301.417007 nChanged 1 SP:Iteration 9Q (3584.201379 sec): 3 clusters Score: Raw -25898.485004 + Penalty 596.278218 = -25302.206787 nChanged 3 SP:Iteration 10Q (3584.238084 sec): 3 clusters Score: Raw -25900.260091 + Penalty 596.278218 = -25303.981873 nChanged 2 SP:Iteration 11Q (3584.290592 sec): 3 clusters Score: Raw -25901.051641 + Penalty 596.278218 = -25304.773423 nChanged 0 SP:Iteration 12F (3584.332259 sec): 3 clusters Score: Raw -25901.051641 + Penalty 596.278218 = -25304.773423 nChanged 0 Trying to split cluster 41 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3584.352140 sec): 2 clusters Score: Raw -5874.670869 + Penalty 245.202764 = -5629.468105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3584.397065 sec): 3 clusters Score: Raw -5814.939811 + Penalty 490.405527 = -5324.534284 nChanged 65 SP:Iteration 1F (3584.429630 sec): 3 clusters Score: Raw -5899.499318 + Penalty 490.405527 = -5409.093790 nChanged 16 SP:Iteration 2F (3584.482261 sec): 3 clusters Score: Raw -5924.055477 + Penalty 490.405527 = -5433.649950 nChanged 8 SP:Iteration 3Q (3584.523031 sec): 3 clusters Score: Raw -5936.748217 + Penalty 490.405527 = -5446.342689 nChanged 7 SP:Iteration 4Q (3584.557225 sec): 3 clusters Score: Raw -5948.295157 + Penalty 490.405527 = -5457.889629 nChanged 8 SP:Iteration 5Q (3584.606767 sec): 3 clusters Score: Raw -5959.217969 + Penalty 490.405527 = -5468.812442 nChanged 4 SP:Iteration 6Q (3584.644275 sec): 3 clusters Score: Raw -5965.166108 + Penalty 490.405527 = -5474.760581 nChanged 1 SP:Iteration 7Q (3584.683540 sec): 3 clusters Score: Raw -5970.736903 + Penalty 490.405527 = -5480.331376 nChanged 2 SP:Iteration 8Q (3584.714317 sec): 3 clusters Score: Raw -5984.428231 + Penalty 490.405527 = -5494.022703 nChanged 2 SP:Iteration 9Q (3584.756766 sec): 3 clusters Score: Raw -5986.651567 + Penalty 490.405527 = -5496.246039 nChanged 1 SP:Iteration 10Q (3584.797410 sec): 3 clusters Score: Raw -5987.403680 + Penalty 490.405527 = -5496.998153 nChanged 0 SP:Iteration 11F (3584.845278 sec): 3 clusters Score: Raw -5987.403680 + Penalty 490.405527 = -5496.998153 nChanged 0 Trying to split cluster 42 (1710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3584.863097 sec): 2 clusters Score: Raw -66289.103807 + Penalty 338.713314 = -65950.390493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3584.908744 sec): 3 clusters Score: Raw -65391.526487 + Penalty 677.426627 = -64714.099860 nChanged 712 SP:Iteration 1F (3584.941349 sec): 3 clusters Score: Raw -65780.660279 + Penalty 677.426627 = -65103.233652 nChanged 124 SP:Iteration 2F (3584.988032 sec): 3 clusters Score: Raw -65855.862434 + Penalty 677.426627 = -65178.435807 nChanged 104 SP:Iteration 3F (3585.026090 sec): 3 clusters Score: Raw -65911.421693 + Penalty 677.426627 = -65233.995065 nChanged 79 SP:Iteration 4Q (3585.063064 sec): 3 clusters Score: Raw -65953.781689 + Penalty 677.426627 = -65276.355062 nChanged 60 SP:Iteration 5Q (3585.108570 sec): 3 clusters Score: Raw -65990.677036 + Penalty 677.426627 = -65313.250409 nChanged 73 SP:Iteration 6Q (3585.156515 sec): 3 clusters Score: Raw -66040.520643 + Penalty 677.426627 = -65363.094015 nChanged 68 SP:Iteration 7Q (3585.205628 sec): 3 clusters Score: Raw -66082.390191 + Penalty 677.426627 = -65404.963564 nChanged 60 SP:Iteration 8Q (3585.244672 sec): 3 clusters Score: Raw -66125.900824 + Penalty 677.426627 = -65448.474196 nChanged 52 SP:Iteration 9Q (3585.297316 sec): 3 clusters Score: Raw -66176.287318 + Penalty 677.426627 = -65498.860691 nChanged 55 SP:Iteration 10Q (3585.337727 sec): 3 clusters Score: Raw -66236.724684 + Penalty 677.426627 = -65559.298057 nChanged 42 SP:Iteration 11Q (3585.376785 sec): 3 clusters Score: Raw -66279.628238 + Penalty 677.426627 = -65602.201611 nChanged 29 SP:Iteration 12Q (3585.416251 sec): 3 clusters Score: Raw -66307.670178 + Penalty 677.426627 = -65630.243551 nChanged 17 SP:Iteration 13Q (3585.463826 sec): 3 clusters Score: Raw -66325.123868 + Penalty 677.426627 = -65647.697241 nChanged 14 SP:Iteration 14Q (3585.498142 sec): 3 clusters Score: Raw -66338.681193 + Penalty 677.426627 = -65661.254565 nChanged 7 SP:Iteration 15Q (3585.540413 sec): 3 clusters Score: Raw -66345.738306 + Penalty 677.426627 = -65668.311679 nChanged 5 SP:Iteration 16Q (3585.584704 sec): 3 clusters Score: Raw -66348.963619 + Penalty 677.426627 = -65671.536992 nChanged 4 SP:Iteration 17Q (3585.633883 sec): 3 clusters Score: Raw -66353.190609 + Penalty 677.426627 = -65675.763982 nChanged 2 SP:Iteration 18Q (3585.669054 sec): 3 clusters Score: Raw -66354.885937 + Penalty 677.426627 = -65677.459310 nChanged 2 SP:Iteration 19Q (3585.709384 sec): 3 clusters Score: Raw -66356.231285 + Penalty 677.426627 = -65678.804658 nChanged 1 SP:Iteration 20F (3585.755271 sec): 3 clusters Score: Raw -66356.542152 + Penalty 677.426627 = -65679.115525 nChanged 2 SP:Iteration 21Q (3585.789608 sec): 3 clusters Score: Raw -66358.562509 + Penalty 677.426627 = -65681.135882 nChanged 3 SP:Iteration 22Q (3585.833038 sec): 3 clusters Score: Raw -66361.677541 + Penalty 677.426627 = -65684.250914 nChanged 2 SP:Iteration 23Q (3585.884536 sec): 3 clusters Score: Raw -66365.000607 + Penalty 677.426627 = -65687.573980 nChanged 0 SP:Iteration 24F (3585.934389 sec): 3 clusters Score: Raw -66365.000607 + Penalty 677.426627 = -65687.573980 nChanged 0 Trying to split cluster 43 (7090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3585.958197 sec): 2 clusters Score: Raw -251013.278928 + Penalty 403.423048 = -250609.855879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3586.006015 sec): 3 clusters Score: Raw -246730.908909 + Penalty 806.846096 = -245924.062813 nChanged 3306 SP:Iteration 1F (3586.062106 sec): 3 clusters Score: Raw -248980.501141 + Penalty 806.846096 = -248173.655044 nChanged 513 SP:Iteration 2F (3586.105934 sec): 3 clusters Score: Raw -249315.850784 + Penalty 806.846096 = -248509.004688 nChanged 461 SP:Iteration 3F (3586.170009 sec): 3 clusters Score: Raw -249608.745949 + Penalty 806.846096 = -248801.899853 nChanged 415 SP:Iteration 4F (3586.211917 sec): 3 clusters Score: Raw -249886.880244 + Penalty 806.846096 = -249080.034148 nChanged 375 SP:Iteration 5F (3586.266445 sec): 3 clusters Score: Raw -250112.185167 + Penalty 806.846096 = -249305.339070 nChanged 279 SP:Iteration 6Q (3586.329264 sec): 3 clusters Score: Raw -250266.095760 + Penalty 806.846096 = -249459.249664 nChanged 204 SP:Iteration 7Q (3586.372815 sec): 3 clusters Score: Raw -250359.778997 + Penalty 806.846096 = -249552.932900 nChanged 167 SP:Iteration 8Q (3586.433497 sec): 3 clusters Score: Raw -250439.471380 + Penalty 806.846096 = -249632.625284 nChanged 174 SP:Iteration 9Q (3586.485742 sec): 3 clusters Score: Raw -250530.135333 + Penalty 806.846096 = -249723.289236 nChanged 156 SP:Iteration 10Q (3586.540592 sec): 3 clusters Score: Raw -250606.795021 + Penalty 806.846096 = -249799.948924 nChanged 149 SP:Iteration 11Q (3586.590246 sec): 3 clusters Score: Raw -250665.478563 + Penalty 806.846096 = -249858.632467 nChanged 128 SP:Iteration 12Q (3586.640763 sec): 3 clusters Score: Raw -250732.322661 + Penalty 806.846096 = -249925.476564 nChanged 145 SP:Iteration 13Q (3586.694604 sec): 3 clusters Score: Raw -250816.895245 + Penalty 806.846096 = -250010.049148 nChanged 150 SP:Iteration 14Q (3586.747578 sec): 3 clusters Score: Raw -250893.236459 + Penalty 806.846096 = -250086.390363 nChanged 133 SP:Iteration 15Q (3586.800986 sec): 3 clusters Score: Raw -250956.682165 + Penalty 806.846096 = -250149.836069 nChanged 113 SP:Iteration 16Q (3586.853185 sec): 3 clusters Score: Raw -251001.190788 + Penalty 806.846096 = -250194.344691 nChanged 94 SP:Iteration 17Q (3586.907999 sec): 3 clusters Score: Raw -251038.439068 + Penalty 806.846096 = -250231.592972 nChanged 74 SP:Iteration 18Q (3586.952002 sec): 3 clusters Score: Raw -251069.975112 + Penalty 806.846096 = -250263.129016 nChanged 74 SP:Iteration 19Q (3587.013332 sec): 3 clusters Score: Raw -251096.625507 + Penalty 806.846096 = -250289.779411 nChanged 68 SP:Iteration 20F (3587.052488 sec): 3 clusters Score: Raw -251119.834202 + Penalty 806.846096 = -250312.988106 nChanged 63 SP:Iteration 21Q (3587.104529 sec): 3 clusters Score: Raw -251146.208388 + Penalty 806.846096 = -250339.362291 nChanged 65 SP:Iteration 22Q (3587.153834 sec): 3 clusters Score: Raw -251181.289013 + Penalty 806.846096 = -250374.442917 nChanged 63 SP:Iteration 23Q (3587.202107 sec): 3 clusters Score: Raw -251209.513969 + Penalty 806.846096 = -250402.667872 nChanged 53 SP:Iteration 24Q (3587.260762 sec): 3 clusters Score: Raw -251227.897944 + Penalty 806.846096 = -250421.051848 nChanged 43 SP:Iteration 25Q (3587.302121 sec): 3 clusters Score: Raw -251238.162093 + Penalty 806.846096 = -250431.315996 nChanged 32 SP:Iteration 26Q (3587.356566 sec): 3 clusters Score: Raw -251243.920689 + Penalty 806.846096 = -250437.074592 nChanged 28 SP:Iteration 27Q (3587.408209 sec): 3 clusters Score: Raw -251249.209864 + Penalty 806.846096 = -250442.363767 nChanged 22 SP:Iteration 28Q (3587.460420 sec): 3 clusters Score: Raw -251253.839473 + Penalty 806.846096 = -250446.993377 nChanged 23 SP:Iteration 29Q (3587.511950 sec): 3 clusters Score: Raw -251260.605095 + Penalty 806.846096 = -250453.758999 nChanged 26 SP:Iteration 30Q (3587.569116 sec): 3 clusters Score: Raw -251267.442962 + Penalty 806.846096 = -250460.596866 nChanged 29 SP:Iteration 31Q (3587.611211 sec): 3 clusters Score: Raw -251276.941906 + Penalty 806.846096 = -250470.095810 nChanged 29 SP:Iteration 32Q (3587.658166 sec): 3 clusters Score: Raw -251284.426836 + Penalty 806.846096 = -250477.580740 nChanged 23 SP:Iteration 33Q (3587.714804 sec): 3 clusters Score: Raw -251288.494537 + Penalty 806.846096 = -250481.648441 nChanged 20 SP:Iteration 34Q (3587.762632 sec): 3 clusters Score: Raw -251291.304410 + Penalty 806.846096 = -250484.458314 nChanged 18 SP:Iteration 35Q (3587.818892 sec): 3 clusters Score: Raw -251293.705318 + Penalty 806.846096 = -250486.859222 nChanged 15 SP:Iteration 36Q (3587.869118 sec): 3 clusters Score: Raw -251295.554489 + Penalty 806.846096 = -250488.708393 nChanged 10 SP:Iteration 37Q (3587.926442 sec): 3 clusters Score: Raw -251296.999839 + Penalty 806.846096 = -250490.153743 nChanged 9 SP:Iteration 38Q (3587.978191 sec): 3 clusters Score: Raw -251297.672642 + Penalty 806.846096 = -250490.826545 nChanged 3 SP:Iteration 39Q (3588.018169 sec): 3 clusters Score: Raw -251297.847895 + Penalty 806.846096 = -250491.001798 nChanged 3 SP:Iteration 40F (3588.076001 sec): 3 clusters Score: Raw -251298.079327 + Penalty 806.846096 = -250491.233231 nChanged 5 SP:Iteration 41Q (3588.126827 sec): 3 clusters Score: Raw -251298.380389 + Penalty 806.846096 = -250491.534293 nChanged 2 SP:Iteration 42Q (3588.180161 sec): 3 clusters Score: Raw -251298.607838 + Penalty 806.846096 = -250491.761741 nChanged 0 SP:Iteration 43F (3588.231560 sec): 3 clusters Score: Raw -251298.607838 + Penalty 806.846096 = -250491.761741 nChanged 0 Trying to split cluster 44 (2490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3588.252974 sec): 2 clusters Score: Raw -95131.436786 + Penalty 355.811729 = -94775.625058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3588.303298 sec): 3 clusters Score: Raw -93718.131287 + Penalty 711.623457 = -93006.507830 nChanged 1078 SP:Iteration 1F (3588.347682 sec): 3 clusters Score: Raw -94273.598351 + Penalty 711.623457 = -93561.974894 nChanged 172 SP:Iteration 2F (3588.386070 sec): 3 clusters Score: Raw -94370.683577 + Penalty 711.623457 = -93659.060120 nChanged 166 SP:Iteration 3F (3588.422370 sec): 3 clusters Score: Raw -94482.617442 + Penalty 711.623457 = -93770.993985 nChanged 182 SP:Iteration 4F (3588.465245 sec): 3 clusters Score: Raw -94608.605722 + Penalty 711.623457 = -93896.982265 nChanged 179 SP:Iteration 5F (3588.512529 sec): 3 clusters Score: Raw -94766.039725 + Penalty 711.623457 = -94054.416268 nChanged 159 SP:Iteration 6F (3588.562582 sec): 3 clusters Score: Raw -94900.178632 + Penalty 711.623457 = -94188.555175 nChanged 121 SP:Iteration 7Q (3588.610801 sec): 3 clusters Score: Raw -94974.047452 + Penalty 711.623457 = -94262.423995 nChanged 85 SP:Iteration 8Q (3588.656602 sec): 3 clusters Score: Raw -95020.339475 + Penalty 711.623457 = -94308.716018 nChanged 68 SP:Iteration 9Q (3588.698952 sec): 3 clusters Score: Raw -95056.050525 + Penalty 711.623457 = -94344.427068 nChanged 56 SP:Iteration 10Q (3588.755224 sec): 3 clusters Score: Raw -95080.728709 + Penalty 711.623457 = -94369.105252 nChanged 44 SP:Iteration 11Q (3588.805477 sec): 3 clusters Score: Raw -95099.621183 + Penalty 711.623457 = -94387.997726 nChanged 36 SP:Iteration 12Q (3588.852871 sec): 3 clusters Score: Raw -95114.311778 + Penalty 711.623457 = -94402.688321 nChanged 25 SP:Iteration 13Q (3588.898514 sec): 3 clusters Score: Raw -95124.151676 + Penalty 711.623457 = -94412.528219 nChanged 31 SP:Iteration 14Q (3588.944038 sec): 3 clusters Score: Raw -95133.760651 + Penalty 711.623457 = -94422.137194 nChanged 23 SP:Iteration 15Q (3588.991404 sec): 3 clusters Score: Raw -95138.234446 + Penalty 711.623457 = -94426.610989 nChanged 15 SP:Iteration 16Q (3589.045176 sec): 3 clusters Score: Raw -95141.900957 + Penalty 711.623457 = -94430.277499 nChanged 12 SP:Iteration 17Q (3589.092507 sec): 3 clusters Score: Raw -95144.706084 + Penalty 711.623457 = -94433.082627 nChanged 13 SP:Iteration 18Q (3589.138642 sec): 3 clusters Score: Raw -95148.194629 + Penalty 711.623457 = -94436.571172 nChanged 19 SP:Iteration 19Q (3589.180197 sec): 3 clusters Score: Raw -95154.168099 + Penalty 711.623457 = -94442.544642 nChanged 18 SP:Iteration 20F (3589.222020 sec): 3 clusters Score: Raw -95158.856469 + Penalty 711.623457 = -94447.233012 nChanged 16 SP:Iteration 21Q (3589.274934 sec): 3 clusters Score: Raw -95165.273168 + Penalty 711.623457 = -94453.649711 nChanged 14 SP:Iteration 22Q (3589.322272 sec): 3 clusters Score: Raw -95169.103905 + Penalty 711.623457 = -94457.480448 nChanged 11 SP:Iteration 23Q (3589.369630 sec): 3 clusters Score: Raw -95171.523691 + Penalty 711.623457 = -94459.900234 nChanged 7 SP:Iteration 24Q (3589.412778 sec): 3 clusters Score: Raw -95174.053207 + Penalty 711.623457 = -94462.429750 nChanged 8 SP:Iteration 25Q (3589.463084 sec): 3 clusters Score: Raw -95175.950202 + Penalty 711.623457 = -94464.326745 nChanged 11 SP:Iteration 26Q (3589.498989 sec): 3 clusters Score: Raw -95178.439246 + Penalty 711.623457 = -94466.815789 nChanged 10 SP:Iteration 27Q (3589.550820 sec): 3 clusters Score: Raw -95180.403704 + Penalty 711.623457 = -94468.780247 nChanged 4 SP:Iteration 28Q (3589.603247 sec): 3 clusters Score: Raw -95181.441846 + Penalty 711.623457 = -94469.818389 nChanged 5 SP:Iteration 29Q (3589.654455 sec): 3 clusters Score: Raw -95182.329717 + Penalty 711.623457 = -94470.706260 nChanged 4 SP:Iteration 30Q (3589.705664 sec): 3 clusters Score: Raw -95183.071181 + Penalty 711.623457 = -94471.447724 nChanged 3 SP:Iteration 31Q (3589.753760 sec): 3 clusters Score: Raw -95183.274960 + Penalty 711.623457 = -94471.651503 nChanged 0 SP:Iteration 32F (3589.804455 sec): 3 clusters Score: Raw -95183.274960 + Penalty 711.623457 = -94471.651503 nChanged 0 Trying to split cluster 45 (3284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3589.826831 sec): 2 clusters Score: Raw -117537.676218 + Penalty 368.405195 = -117169.271023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3589.869655 sec): 3 clusters Score: Raw -115602.843448 + Penalty 736.810390 = -114866.033058 nChanged 1471 SP:Iteration 1F (3589.925859 sec): 3 clusters Score: Raw -116510.905785 + Penalty 736.810390 = -115774.095395 nChanged 265 SP:Iteration 2F (3589.965542 sec): 3 clusters Score: Raw -116659.845924 + Penalty 736.810390 = -115923.035534 nChanged 224 SP:Iteration 3F (3590.010596 sec): 3 clusters Score: Raw -116815.072079 + Penalty 736.810390 = -116078.261689 nChanged 195 SP:Iteration 4F (3590.064703 sec): 3 clusters Score: Raw -116956.095089 + Penalty 736.810390 = -116219.284699 nChanged 198 SP:Iteration 5F (3590.107687 sec): 3 clusters Score: Raw -117096.283570 + Penalty 736.810390 = -116359.473180 nChanged 156 SP:Iteration 6Q (3590.157913 sec): 3 clusters Score: Raw -117214.667153 + Penalty 736.810390 = -116477.856763 nChanged 125 SP:Iteration 7Q (3590.195520 sec): 3 clusters Score: Raw -117314.806034 + Penalty 736.810390 = -116577.995645 nChanged 104 SP:Iteration 8Q (3590.251853 sec): 3 clusters Score: Raw -117402.994829 + Penalty 736.810390 = -116666.184440 nChanged 83 SP:Iteration 9Q (3590.287020 sec): 3 clusters Score: Raw -117475.519626 + Penalty 736.810390 = -116738.709236 nChanged 69 SP:Iteration 10Q (3590.343639 sec): 3 clusters Score: Raw -117535.770210 + Penalty 736.810390 = -116798.959820 nChanged 46 SP:Iteration 11Q (3590.390087 sec): 3 clusters Score: Raw -117574.217897 + Penalty 736.810390 = -116837.407507 nChanged 29 SP:Iteration 12Q (3590.423825 sec): 3 clusters Score: Raw -117599.563897 + Penalty 736.810390 = -116862.753508 nChanged 14 SP:Iteration 13Q (3590.474515 sec): 3 clusters Score: Raw -117610.376399 + Penalty 736.810390 = -116873.566009 nChanged 9 SP:Iteration 14Q (3590.518657 sec): 3 clusters Score: Raw -117617.860153 + Penalty 736.810390 = -116881.049763 nChanged 4 SP:Iteration 15Q (3590.564533 sec): 3 clusters Score: Raw -117620.676212 + Penalty 736.810390 = -116883.865822 nChanged 4 SP:Iteration 16Q (3590.609162 sec): 3 clusters Score: Raw -117622.854648 + Penalty 736.810390 = -116886.044258 nChanged 5 SP:Iteration 17Q (3590.657447 sec): 3 clusters Score: Raw -117624.782589 + Penalty 736.810390 = -116887.972199 nChanged 1 SP:Iteration 18Q (3590.700207 sec): 3 clusters Score: Raw -117624.887739 + Penalty 736.810390 = -116888.077350 nChanged 1 SP:Iteration 19Q (3590.741179 sec): 3 clusters Score: Raw -117625.068449 + Penalty 736.810390 = -116888.258060 nChanged 0 SP:Iteration 20F (3590.781412 sec): 3 clusters Score: Raw -117625.068449 + Penalty 736.810390 = -116888.258060 nChanged 0 Iteration 179Q (3596.093999 sec): 46 clusters Score: Raw -17401040.491776 + Penalty 26724.652923 = -17374315.838853 nChanged 90 Iteration 180F (3603.715197 sec): 46 clusters Score: Raw -17401045.701565 + Penalty 26724.652923 = -17374321.048642 nChanged 87 Iteration 181Q (3608.833834 sec): 46 clusters Score: Raw -17401050.231364 + Penalty 26724.652923 = -17374325.578441 nChanged 72 Iteration 182Q (3613.672009 sec): 46 clusters Score: Raw -17401053.855348 + Penalty 26724.652923 = -17374329.202425 nChanged 70 Iteration 183Q (3618.935647 sec): 46 clusters Score: Raw -17401057.624796 + Penalty 26724.652923 = -17374332.971873 nChanged 81 Iteration 184Q (3623.921164 sec): 46 clusters Score: Raw -17401062.743234 + Penalty 26724.652923 = -17374338.090311 nChanged 100 Iteration 185Q (3628.854688 sec): 46 clusters Score: Raw -17401069.135281 + Penalty 26724.652923 = -17374344.482359 nChanged 106 Iteration 186Q (3634.127140 sec): 46 clusters Score: Raw -17401076.050105 + Penalty 26724.652923 = -17374351.397182 nChanged 102 Iteration 187Q (3639.271270 sec): 46 clusters Score: Raw -17401083.940137 + Penalty 26724.652923 = -17374359.287214 nChanged 108 Iteration 188Q (3644.417891 sec): 46 clusters Score: Raw -17401091.025534 + Penalty 26724.652923 = -17374366.372611 nChanged 91 Iteration 189Q (3649.547399 sec): 46 clusters Score: Raw -17401096.187216 + Penalty 26724.652923 = -17374371.534293 nChanged 88 Iteration 190Q (3654.420506 sec): 46 clusters Score: Raw -17401100.215788 + Penalty 26724.652923 = -17374375.562865 nChanged 75 Iteration 191Q (3659.600050 sec): 46 clusters Score: Raw -17401103.692679 + Penalty 26724.652923 = -17374379.039756 nChanged 69 Iteration 192Q (3664.439391 sec): 46 clusters Score: Raw -17401106.756500 + Penalty 26724.652923 = -17374382.103577 nChanged 61 Iteration 193Q (3669.581853 sec): 46 clusters Score: Raw -17401109.360367 + Penalty 26724.652923 = -17374384.707444 nChanged 52 Iteration 194Q (3674.758291 sec): 46 clusters Score: Raw -17401110.483650 + Penalty 26724.652923 = -17374385.830727 nChanged 49 Iteration 195Q (3679.543205 sec): 46 clusters Score: Raw -17401111.538825 + Penalty 26724.652923 = -17374386.885902 nChanged 44 Iteration 196Q (3684.860750 sec): 46 clusters Score: Raw -17401112.621737 + Penalty 26724.652923 = -17374387.968814 nChanged 38 Iteration 197Q (3689.929388 sec): 46 clusters Score: Raw -17401113.536517 + Penalty 26724.652923 = -17374388.883594 nChanged 33 Iteration 198Q (3695.135693 sec): 46 clusters Score: Raw -17401114.421899 + Penalty 26724.652923 = -17374389.768976 nChanged 34 Iteration 199Q (3700.304565 sec): 46 clusters Score: Raw -17401115.297052 + Penalty 26724.652923 = -17374390.644129 nChanged 28 Iteration 200F (3707.976779 sec): 46 clusters Score: Raw -17401116.213614 + Penalty 26724.652923 = -17374391.560692 nChanged 32 Iteration 201Q (3712.378263 sec): 46 clusters Score: Raw -17401117.192240 + Penalty 26724.652923 = -17374392.539317 nChanged 29 Iteration 202Q (3717.356258 sec): 46 clusters Score: Raw -17401118.051012 + Penalty 26724.652923 = -17374393.398089 nChanged 34 Iteration 203Q (3722.619175 sec): 46 clusters Score: Raw -17401119.008956 + Penalty 26724.652923 = -17374394.356033 nChanged 28 Iteration 204Q (3727.740463 sec): 46 clusters Score: Raw -17401119.768424 + Penalty 26724.652923 = -17374395.115501 nChanged 31 Iteration 205Q (3732.839319 sec): 46 clusters Score: Raw -17401120.805961 + Penalty 26724.652923 = -17374396.153038 nChanged 34 Iteration 206Q (3738.067481 sec): 46 clusters Score: Raw -17401121.369375 + Penalty 26724.652923 = -17374396.716452 nChanged 24 Iteration 207Q (3743.146853 sec): 46 clusters Score: Raw -17401121.693760 + Penalty 26724.652923 = -17374397.040837 nChanged 15 Iteration 208Q (3748.317193 sec): 46 clusters Score: Raw -17401121.890115 + Penalty 26724.652923 = -17374397.237192 nChanged 12 Iteration 209Q (3752.985475 sec): 46 clusters Score: Raw -17401121.990336 + Penalty 26724.652923 = -17374397.337413 nChanged 9 Iteration 210Q (3757.671129 sec): 46 clusters Score: Raw -17401122.173614 + Penalty 26724.652923 = -17374397.520691 nChanged 13 Iteration 211Q (3762.724480 sec): 46 clusters Score: Raw -17401122.662258 + Penalty 26724.652923 = -17374398.009335 nChanged 15 Iteration 212Q (3767.896028 sec): 46 clusters Score: Raw -17401123.246387 + Penalty 26724.652923 = -17374398.593464 nChanged 13 Iteration 213Q (3773.024173 sec): 46 clusters Score: Raw -17401123.608337 + Penalty 26724.652923 = -17374398.955414 nChanged 12 Iteration 214Q (3778.112455 sec): 46 clusters Score: Raw -17401123.946173 + Penalty 26724.652923 = -17374399.293250 nChanged 15 Iteration 215Q (3782.975524 sec): 46 clusters Score: Raw -17401124.583773 + Penalty 26724.652923 = -17374399.930850 nChanged 18 Iteration 216Q (3788.028928 sec): 46 clusters Score: Raw -17401125.146931 + Penalty 26724.652923 = -17374400.494008 nChanged 11 Iteration 217Q (3792.818481 sec): 46 clusters Score: Raw -17401125.498564 + Penalty 26724.652923 = -17374400.845642 nChanged 16 Iteration 218Q (3797.508579 sec): 46 clusters Score: Raw -17401125.911002 + Penalty 26724.652923 = -17374401.258079 nChanged 15 Writing temp clu file Because OldScore, -17374400.845642, is greater than current (better) Score,-17374401.258079 Compute initial score before splitting: Score: Raw -17401125.911002 + Penalty 26724.652923 = -17374401.258079 Trying to split cluster 1 (8902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3797.685655 sec): 2 clusters Score: Raw -373264.802402 + Penalty 413.778422 = -372851.023980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3797.742236 sec): 3 clusters Score: Raw -367795.757409 + Penalty 827.556844 = -366968.200565 nChanged 4028 SP:Iteration 1F (3797.786180 sec): 3 clusters Score: Raw -370164.981561 + Penalty 827.556844 = -369337.424717 nChanged 564 SP:Iteration 2F (3797.838992 sec): 3 clusters Score: Raw -370493.936388 + Penalty 827.556844 = -369666.379544 nChanged 599 SP:Iteration 3F (3797.900074 sec): 3 clusters Score: Raw -370941.171512 + Penalty 827.556844 = -370113.614669 nChanged 584 SP:Iteration 4F (3797.953352 sec): 3 clusters Score: Raw -371387.083379 + Penalty 827.556844 = -370559.526535 nChanged 508 SP:Iteration 5F (3798.008494 sec): 3 clusters Score: Raw -371803.638315 + Penalty 827.556844 = -370976.081471 nChanged 425 SP:Iteration 6Q (3798.071543 sec): 3 clusters Score: Raw -372136.090907 + Penalty 827.556844 = -371308.534063 nChanged 338 SP:Iteration 7Q (3798.118708 sec): 3 clusters Score: Raw -372358.911082 + Penalty 827.556844 = -371531.354238 nChanged 254 SP:Iteration 8Q (3798.174825 sec): 3 clusters Score: Raw -372508.017084 + Penalty 827.556844 = -371680.460240 nChanged 174 SP:Iteration 9Q (3798.238203 sec): 3 clusters Score: Raw -372591.654374 + Penalty 827.556844 = -371764.097530 nChanged 132 SP:Iteration 10Q (3798.293085 sec): 3 clusters Score: Raw -372654.988933 + Penalty 827.556844 = -371827.432089 nChanged 123 SP:Iteration 11Q (3798.335957 sec): 3 clusters Score: Raw -372718.976533 + Penalty 827.556844 = -371891.419689 nChanged 124 SP:Iteration 12Q (3798.394656 sec): 3 clusters Score: Raw -372790.401946 + Penalty 827.556844 = -371962.845102 nChanged 121 SP:Iteration 13Q (3798.452675 sec): 3 clusters Score: Raw -372855.532094 + Penalty 827.556844 = -372027.975250 nChanged 109 SP:Iteration 14Q (3798.512919 sec): 3 clusters Score: Raw -372906.172583 + Penalty 827.556844 = -372078.615739 nChanged 86 SP:Iteration 15Q (3798.565653 sec): 3 clusters Score: Raw -372940.141790 + Penalty 827.556844 = -372112.584946 nChanged 76 SP:Iteration 16Q (3798.624329 sec): 3 clusters Score: Raw -372969.135660 + Penalty 827.556844 = -372141.578816 nChanged 68 SP:Iteration 17Q (3798.673192 sec): 3 clusters Score: Raw -372998.424383 + Penalty 827.556844 = -372170.867539 nChanged 61 SP:Iteration 18Q (3798.715970 sec): 3 clusters Score: Raw -373021.837956 + Penalty 827.556844 = -372194.281112 nChanged 63 SP:Iteration 19Q (3798.765194 sec): 3 clusters Score: Raw -373044.499056 + Penalty 827.556844 = -372216.942213 nChanged 45 SP:Iteration 20F (3798.822211 sec): 3 clusters Score: Raw -373065.852507 + Penalty 827.556844 = -372238.295664 nChanged 56 SP:Iteration 21Q (3798.877685 sec): 3 clusters Score: Raw -373091.500933 + Penalty 827.556844 = -372263.944089 nChanged 47 SP:Iteration 22Q (3798.924734 sec): 3 clusters Score: Raw -373110.857947 + Penalty 827.556844 = -372283.301104 nChanged 51 SP:Iteration 23Q (3798.985712 sec): 3 clusters Score: Raw -373136.679705 + Penalty 827.556844 = -372309.122861 nChanged 53 SP:Iteration 24Q (3799.030872 sec): 3 clusters Score: Raw -373168.127720 + Penalty 827.556844 = -372340.570876 nChanged 46 SP:Iteration 25Q (3799.086085 sec): 3 clusters Score: Raw -373197.125619 + Penalty 827.556844 = -372369.568776 nChanged 36 SP:Iteration 26Q (3799.131495 sec): 3 clusters Score: Raw -373218.403652 + Penalty 827.556844 = -372390.846809 nChanged 36 SP:Iteration 27Q (3799.182679 sec): 3 clusters Score: Raw -373239.613847 + Penalty 827.556844 = -372412.057003 nChanged 33 SP:Iteration 28Q (3799.237394 sec): 3 clusters Score: Raw -373255.591363 + Penalty 827.556844 = -372428.034519 nChanged 20 SP:Iteration 29Q (3799.294766 sec): 3 clusters Score: Raw -373266.844600 + Penalty 827.556844 = -372439.287757 nChanged 21 SP:Iteration 30Q (3799.347263 sec): 3 clusters Score: Raw -373277.665073 + Penalty 827.556844 = -372450.108230 nChanged 20 SP:Iteration 31Q (3799.389395 sec): 3 clusters Score: Raw -373290.111950 + Penalty 827.556844 = -372462.555106 nChanged 19 SP:Iteration 32Q (3799.439112 sec): 3 clusters Score: Raw -373301.123653 + Penalty 827.556844 = -372473.566810 nChanged 17 SP:Iteration 33Q (3799.493871 sec): 3 clusters Score: Raw -373306.987946 + Penalty 827.556844 = -372479.431102 nChanged 13 SP:Iteration 34Q (3799.544386 sec): 3 clusters Score: Raw -373311.249012 + Penalty 827.556844 = -372483.692168 nChanged 7 SP:Iteration 35Q (3799.599152 sec): 3 clusters Score: Raw -373313.400384 + Penalty 827.556844 = -372485.843540 nChanged 6 SP:Iteration 36Q (3799.655316 sec): 3 clusters Score: Raw -373315.302351 + Penalty 827.556844 = -372487.745507 nChanged 5 SP:Iteration 37Q (3799.705089 sec): 3 clusters Score: Raw -373318.352508 + Penalty 827.556844 = -372490.795664 nChanged 7 SP:Iteration 38Q (3799.765349 sec): 3 clusters Score: Raw -373321.521481 + Penalty 827.556844 = -372493.964637 nChanged 8 SP:Iteration 39Q (3799.818957 sec): 3 clusters Score: Raw -373325.615753 + Penalty 827.556844 = -372498.058909 nChanged 7 SP:Iteration 40F (3799.874954 sec): 3 clusters Score: Raw -373328.122118 + Penalty 827.556844 = -372500.565274 nChanged 6 SP:Iteration 41Q (3799.927415 sec): 3 clusters Score: Raw -373331.396468 + Penalty 827.556844 = -372503.839625 nChanged 5 SP:Iteration 42Q (3799.969256 sec): 3 clusters Score: Raw -373334.110394 + Penalty 827.556844 = -372506.553550 nChanged 3 SP:Iteration 43Q (3800.031682 sec): 3 clusters Score: Raw -373334.839455 + Penalty 827.556844 = -372507.282611 nChanged 2 SP:Iteration 44Q (3800.081724 sec): 3 clusters Score: Raw -373335.514617 + Penalty 827.556844 = -372507.957774 nChanged 0 SP:Iteration 45F (3800.140184 sec): 3 clusters Score: Raw -373335.514617 + Penalty 827.556844 = -372507.957774 nChanged 0 Trying to split cluster 2 (9142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3800.158866 sec): 2 clusters Score: Raw -386802.297340 + Penalty 414.988868 = -386387.308472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3800.216181 sec): 3 clusters Score: Raw -381107.682099 + Penalty 829.977736 = -380277.704363 nChanged 4278 SP:Iteration 1F (3800.269063 sec): 3 clusters Score: Raw -383603.547573 + Penalty 829.977736 = -382773.569837 nChanged 580 SP:Iteration 2F (3800.317427 sec): 3 clusters Score: Raw -383934.947170 + Penalty 829.977736 = -383104.969434 nChanged 609 SP:Iteration 3F (3800.364634 sec): 3 clusters Score: Raw -384376.624583 + Penalty 829.977736 = -383546.646847 nChanged 662 SP:Iteration 4F (3800.427332 sec): 3 clusters Score: Raw -384905.862159 + Penalty 829.977736 = -384075.884423 nChanged 624 SP:Iteration 5F (3800.469760 sec): 3 clusters Score: Raw -385417.246701 + Penalty 829.977736 = -384587.268965 nChanged 528 SP:Iteration 6F (3800.531758 sec): 3 clusters Score: Raw -385731.368962 + Penalty 829.977736 = -384901.391226 nChanged 364 SP:Iteration 7Q (3800.580262 sec): 3 clusters Score: Raw -385866.355592 + Penalty 829.977736 = -385036.377856 nChanged 191 SP:Iteration 8Q (3800.638570 sec): 3 clusters Score: Raw -385908.186275 + Penalty 829.977736 = -385078.208539 nChanged 103 SP:Iteration 9Q (3800.694808 sec): 3 clusters Score: Raw -385926.746880 + Penalty 829.977736 = -385096.769144 nChanged 80 SP:Iteration 10Q (3800.749861 sec): 3 clusters Score: Raw -385939.919549 + Penalty 829.977736 = -385109.941813 nChanged 56 SP:Iteration 11Q (3800.788465 sec): 3 clusters Score: Raw -385948.419466 + Penalty 829.977736 = -385118.441730 nChanged 48 SP:Iteration 12Q (3800.842116 sec): 3 clusters Score: Raw -385955.266281 + Penalty 829.977736 = -385125.288545 nChanged 50 SP:Iteration 13Q (3800.885273 sec): 3 clusters Score: Raw -385962.429901 + Penalty 829.977736 = -385132.452165 nChanged 56 SP:Iteration 14Q (3800.940753 sec): 3 clusters Score: Raw -385970.843326 + Penalty 829.977736 = -385140.865590 nChanged 57 SP:Iteration 15Q (3801.001197 sec): 3 clusters Score: Raw -385979.407007 + Penalty 829.977736 = -385149.429272 nChanged 57 SP:Iteration 16Q (3801.058185 sec): 3 clusters Score: Raw -385988.473405 + Penalty 829.977736 = -385158.495670 nChanged 62 SP:Iteration 17Q (3801.104019 sec): 3 clusters Score: Raw -385997.400074 + Penalty 829.977736 = -385167.422338 nChanged 55 SP:Iteration 18Q (3801.171034 sec): 3 clusters Score: Raw -386005.894219 + Penalty 829.977736 = -385175.916483 nChanged 50 SP:Iteration 19Q (3801.218228 sec): 3 clusters Score: Raw -386012.871291 + Penalty 829.977736 = -385182.893556 nChanged 48 SP:Iteration 20F (3801.265891 sec): 3 clusters Score: Raw -386020.296268 + Penalty 829.977736 = -385190.318532 nChanged 55 SP:Iteration 21Q (3801.321543 sec): 3 clusters Score: Raw -386026.687518 + Penalty 829.977736 = -385196.709782 nChanged 49 SP:Iteration 22Q (3801.386080 sec): 3 clusters Score: Raw -386033.344920 + Penalty 829.977736 = -385203.367184 nChanged 57 SP:Iteration 23Q (3801.429149 sec): 3 clusters Score: Raw -386042.308016 + Penalty 829.977736 = -385212.330280 nChanged 61 SP:Iteration 24Q (3801.487931 sec): 3 clusters Score: Raw -386052.296969 + Penalty 829.977736 = -385222.319233 nChanged 53 SP:Iteration 25Q (3801.544137 sec): 3 clusters Score: Raw -386059.363884 + Penalty 829.977736 = -385229.386148 nChanged 56 SP:Iteration 26Q (3801.585605 sec): 3 clusters Score: Raw -386066.640925 + Penalty 829.977736 = -385236.663189 nChanged 54 SP:Iteration 27Q (3801.642856 sec): 3 clusters Score: Raw -386073.003370 + Penalty 829.977736 = -385243.025634 nChanged 31 SP:Iteration 28Q (3801.693246 sec): 3 clusters Score: Raw -386075.943909 + Penalty 829.977736 = -385245.966174 nChanged 33 SP:Iteration 29Q (3801.754063 sec): 3 clusters Score: Raw -386079.512127 + Penalty 829.977736 = -385249.534392 nChanged 37 SP:Iteration 30Q (3801.800369 sec): 3 clusters Score: Raw -386083.770926 + Penalty 829.977736 = -385253.793190 nChanged 42 SP:Iteration 31Q (3801.855087 sec): 3 clusters Score: Raw -386089.227693 + Penalty 829.977736 = -385259.249957 nChanged 41 SP:Iteration 32Q (3801.910660 sec): 3 clusters Score: Raw -386094.578083 + Penalty 829.977736 = -385264.600347 nChanged 46 SP:Iteration 33Q (3801.958042 sec): 3 clusters Score: Raw -386100.733025 + Penalty 829.977736 = -385270.755290 nChanged 48 SP:Iteration 34Q (3802.009599 sec): 3 clusters Score: Raw -386105.786235 + Penalty 829.977736 = -385275.808500 nChanged 39 SP:Iteration 35Q (3802.060313 sec): 3 clusters Score: Raw -386109.544400 + Penalty 829.977736 = -385279.566664 nChanged 45 SP:Iteration 36Q (3802.113132 sec): 3 clusters Score: Raw -386114.388802 + Penalty 829.977736 = -385284.411066 nChanged 45 SP:Iteration 37Q (3802.175237 sec): 3 clusters Score: Raw -386119.824199 + Penalty 829.977736 = -385289.846463 nChanged 44 SP:Iteration 38Q (3802.227454 sec): 3 clusters Score: Raw -386125.409547 + Penalty 829.977736 = -385295.431811 nChanged 52 SP:Iteration 39Q (3802.270801 sec): 3 clusters Score: Raw -386132.207795 + Penalty 829.977736 = -385302.230059 nChanged 63 SP:Iteration 40F (3802.324543 sec): 3 clusters Score: Raw -386142.983419 + Penalty 829.977736 = -385313.005684 nChanged 70 SP:Iteration 41Q (3802.382788 sec): 3 clusters Score: Raw -386157.388100 + Penalty 829.977736 = -385327.410365 nChanged 70 SP:Iteration 42Q (3802.429202 sec): 3 clusters Score: Raw -386169.676262 + Penalty 829.977736 = -385339.698526 nChanged 66 SP:Iteration 43Q (3802.472272 sec): 3 clusters Score: Raw -386179.584861 + Penalty 829.977736 = -385349.607125 nChanged 62 SP:Iteration 44Q (3802.526826 sec): 3 clusters Score: Raw -386188.432908 + Penalty 829.977736 = -385358.455172 nChanged 63 SP:Iteration 45Q (3802.589963 sec): 3 clusters Score: Raw -386198.308650 + Penalty 829.977736 = -385368.330914 nChanged 89 SP:Iteration 46Q (3802.638811 sec): 3 clusters Score: Raw -386214.220532 + Penalty 829.977736 = -385384.242796 nChanged 75 SP:Iteration 47Q (3802.693891 sec): 3 clusters Score: Raw -386227.227461 + Penalty 829.977736 = -385397.249726 nChanged 87 SP:Iteration 48Q (3802.749159 sec): 3 clusters Score: Raw -386242.544142 + Penalty 829.977736 = -385412.566406 nChanged 70 SP:Iteration 49Q (3802.805683 sec): 3 clusters Score: Raw -386254.160772 + Penalty 829.977736 = -385424.183036 nChanged 57 SP:Iteration 50Q (3802.849967 sec): 3 clusters Score: Raw -386263.304024 + Penalty 829.977736 = -385433.326288 nChanged 64 SP:Iteration 51Q (3802.904388 sec): 3 clusters Score: Raw -386272.844057 + Penalty 829.977736 = -385442.866322 nChanged 58 SP:Iteration 52Q (3802.952032 sec): 3 clusters Score: Raw -386282.163784 + Penalty 829.977736 = -385452.186049 nChanged 55 SP:Iteration 53Q (3802.999810 sec): 3 clusters Score: Raw -386289.577745 + Penalty 829.977736 = -385459.600009 nChanged 48 SP:Iteration 54Q (3803.050684 sec): 3 clusters Score: Raw -386295.279199 + Penalty 829.977736 = -385465.301463 nChanged 48 SP:Iteration 55Q (3803.107307 sec): 3 clusters Score: Raw -386302.384436 + Penalty 829.977736 = -385472.406700 nChanged 45 SP:Iteration 56Q (3803.166394 sec): 3 clusters Score: Raw -386309.307220 + Penalty 829.977736 = -385479.329484 nChanged 46 SP:Iteration 57Q (3803.210436 sec): 3 clusters Score: Raw -386316.076793 + Penalty 829.977736 = -385486.099057 nChanged 44 SP:Iteration 58Q (3803.274724 sec): 3 clusters Score: Raw -386322.174440 + Penalty 829.977736 = -385492.196705 nChanged 48 SP:Iteration 59Q (3803.320264 sec): 3 clusters Score: Raw -386329.594937 + Penalty 829.977736 = -385499.617201 nChanged 47 SP:Iteration 60F (3803.371290 sec): 3 clusters Score: Raw -386337.288164 + Penalty 829.977736 = -385507.310428 nChanged 56 SP:Iteration 61Q (3803.415522 sec): 3 clusters Score: Raw -386345.390224 + Penalty 829.977736 = -385515.412489 nChanged 45 SP:Iteration 62Q (3803.472220 sec): 3 clusters Score: Raw -386352.275366 + Penalty 829.977736 = -385522.297631 nChanged 46 SP:Iteration 63Q (3803.525757 sec): 3 clusters Score: Raw -386359.900253 + Penalty 829.977736 = -385529.922517 nChanged 43 SP:Iteration 64Q (3803.577321 sec): 3 clusters Score: Raw -386366.824392 + Penalty 829.977736 = -385536.846656 nChanged 46 SP:Iteration 65Q (3803.622255 sec): 3 clusters Score: Raw -386373.045781 + Penalty 829.977736 = -385543.068046 nChanged 38 SP:Iteration 66Q (3803.679173 sec): 3 clusters Score: Raw -386377.819736 + Penalty 829.977736 = -385547.842000 nChanged 35 SP:Iteration 67Q (3803.722072 sec): 3 clusters Score: Raw -386382.041201 + Penalty 829.977736 = -385552.063465 nChanged 35 SP:Iteration 68Q (3803.773435 sec): 3 clusters Score: Raw -386386.720732 + Penalty 829.977736 = -385556.742996 nChanged 36 SP:Iteration 69Q (3803.837317 sec): 3 clusters Score: Raw -386391.117873 + Penalty 829.977736 = -385561.140137 nChanged 34 SP:Iteration 70Q (3803.890963 sec): 3 clusters Score: Raw -386396.773630 + Penalty 829.977736 = -385566.795894 nChanged 46 SP:Iteration 71Q (3803.939668 sec): 3 clusters Score: Raw -386404.319571 + Penalty 829.977736 = -385574.341835 nChanged 37 SP:Iteration 72Q (3803.977900 sec): 3 clusters Score: Raw -386409.158213 + Penalty 829.977736 = -385579.180478 nChanged 28 SP:Iteration 73Q (3804.031918 sec): 3 clusters Score: Raw -386413.063089 + Penalty 829.977736 = -385583.085353 nChanged 33 SP:Iteration 74Q (3804.088516 sec): 3 clusters Score: Raw -386419.445269 + Penalty 829.977736 = -385589.467533 nChanged 42 SP:Iteration 75Q (3804.134334 sec): 3 clusters Score: Raw -386427.059393 + Penalty 829.977736 = -385597.081657 nChanged 39 SP:Iteration 76Q (3804.183033 sec): 3 clusters Score: Raw -386431.835593 + Penalty 829.977736 = -385601.857857 nChanged 28 SP:Iteration 77Q (3804.241777 sec): 3 clusters Score: Raw -386435.779529 + Penalty 829.977736 = -385605.801793 nChanged 30 SP:Iteration 78Q (3804.294281 sec): 3 clusters Score: Raw -386440.187441 + Penalty 829.977736 = -385610.209706 nChanged 31 SP:Iteration 79Q (3804.345505 sec): 3 clusters Score: Raw -386444.547648 + Penalty 829.977736 = -385614.569912 nChanged 38 SP:Iteration 80F (3804.397425 sec): 3 clusters Score: Raw -386452.446516 + Penalty 829.977736 = -385622.468780 nChanged 53 SP:Iteration 81Q (3804.454718 sec): 3 clusters Score: Raw -386462.695676 + Penalty 829.977736 = -385632.717940 nChanged 43 SP:Iteration 82Q (3804.507469 sec): 3 clusters Score: Raw -386470.007325 + Penalty 829.977736 = -385640.029589 nChanged 42 SP:Iteration 83Q (3804.562976 sec): 3 clusters Score: Raw -386479.061425 + Penalty 829.977736 = -385649.083690 nChanged 42 SP:Iteration 84Q (3804.601621 sec): 3 clusters Score: Raw -386487.981360 + Penalty 829.977736 = -385658.003624 nChanged 42 SP:Iteration 85Q (3804.656926 sec): 3 clusters Score: Raw -386496.186548 + Penalty 829.977736 = -385666.208812 nChanged 48 SP:Iteration 86Q (3804.712185 sec): 3 clusters Score: Raw -386506.884917 + Penalty 829.977736 = -385676.907182 nChanged 47 SP:Iteration 87Q (3804.766417 sec): 3 clusters Score: Raw -386519.903854 + Penalty 829.977736 = -385689.926119 nChanged 52 SP:Iteration 88Q (3804.819072 sec): 3 clusters Score: Raw -386534.591733 + Penalty 829.977736 = -385704.613998 nChanged 62 SP:Iteration 89Q (3804.867181 sec): 3 clusters Score: Raw -386553.829741 + Penalty 829.977736 = -385723.852005 nChanged 62 SP:Iteration 90Q (3804.917920 sec): 3 clusters Score: Raw -386578.984244 + Penalty 829.977736 = -385749.006508 nChanged 79 SP:Iteration 91Q (3804.973792 sec): 3 clusters Score: Raw -386614.847020 + Penalty 829.977736 = -385784.869284 nChanged 61 SP:Iteration 92Q (3805.021733 sec): 3 clusters Score: Raw -386641.848994 + Penalty 829.977736 = -385811.871258 nChanged 61 SP:Iteration 93Q (3805.069680 sec): 3 clusters Score: Raw -386663.762840 + Penalty 829.977736 = -385833.785104 nChanged 53 SP:Iteration 94Q (3805.122641 sec): 3 clusters Score: Raw -386682.779676 + Penalty 829.977736 = -385852.801940 nChanged 61 SP:Iteration 95Q (3805.176896 sec): 3 clusters Score: Raw -386705.437246 + Penalty 829.977736 = -385875.459510 nChanged 52 SP:Iteration 96Q (3805.230811 sec): 3 clusters Score: Raw -386722.189746 + Penalty 829.977736 = -385892.212010 nChanged 36 SP:Iteration 97Q (3805.285366 sec): 3 clusters Score: Raw -386733.999048 + Penalty 829.977736 = -385904.021312 nChanged 37 SP:Iteration 98Q (3805.335609 sec): 3 clusters Score: Raw -386744.297300 + Penalty 829.977736 = -385914.319565 nChanged 27 SP:Iteration 99Q (3805.378319 sec): 3 clusters Score: Raw -386751.702802 + Penalty 829.977736 = -385921.725066 nChanged 29 SP:Iteration 100F (3805.439668 sec): 3 clusters Score: Raw -386759.620404 + Penalty 829.977736 = -385929.642668 nChanged 24 SP:Iteration 101Q (3805.485788 sec): 3 clusters Score: Raw -386766.024503 + Penalty 829.977736 = -385936.046767 nChanged 19 SP:Iteration 102Q (3805.536842 sec): 3 clusters Score: Raw -386771.564105 + Penalty 829.977736 = -385941.586369 nChanged 16 SP:Iteration 103Q (3805.589875 sec): 3 clusters Score: Raw -386775.081158 + Penalty 829.977736 = -385945.103423 nChanged 10 SP:Iteration 104Q (3805.647135 sec): 3 clusters Score: Raw -386777.218953 + Penalty 829.977736 = -385947.241217 nChanged 9 SP:Iteration 105Q (3805.705545 sec): 3 clusters Score: Raw -386780.348367 + Penalty 829.977736 = -385950.370632 nChanged 13 SP:Iteration 106Q (3805.746556 sec): 3 clusters Score: Raw -386784.430565 + Penalty 829.977736 = -385954.452829 nChanged 16 SP:Iteration 107Q (3805.806196 sec): 3 clusters Score: Raw -386789.701519 + Penalty 829.977736 = -385959.723784 nChanged 16 SP:Iteration 108Q (3805.853856 sec): 3 clusters Score: Raw -386795.384803 + Penalty 829.977736 = -385965.407067 nChanged 10 SP:Iteration 109Q (3805.895311 sec): 3 clusters Score: Raw -386798.917710 + Penalty 829.977736 = -385968.939975 nChanged 14 SP:Iteration 110Q (3805.956530 sec): 3 clusters Score: Raw -386802.452685 + Penalty 829.977736 = -385972.474949 nChanged 17 SP:Iteration 111Q (3805.996283 sec): 3 clusters Score: Raw -386806.111683 + Penalty 829.977736 = -385976.133947 nChanged 16 SP:Iteration 112Q (3806.046655 sec): 3 clusters Score: Raw -386810.753100 + Penalty 829.977736 = -385980.775364 nChanged 17 SP:Iteration 113Q (3806.105608 sec): 3 clusters Score: Raw -386814.456279 + Penalty 829.977736 = -385984.478544 nChanged 13 SP:Iteration 114Q (3806.152036 sec): 3 clusters Score: Raw -386818.039027 + Penalty 829.977736 = -385988.061292 nChanged 17 SP:Iteration 115Q (3806.212253 sec): 3 clusters Score: Raw -386821.742225 + Penalty 829.977736 = -385991.764490 nChanged 9 SP:Iteration 116Q (3806.266412 sec): 3 clusters Score: Raw -386824.064149 + Penalty 829.977736 = -385994.086413 nChanged 13 SP:Iteration 117Q (3806.314569 sec): 3 clusters Score: Raw -386826.924227 + Penalty 829.977736 = -385996.946491 nChanged 7 SP:Iteration 118Q (3806.359762 sec): 3 clusters Score: Raw -386828.422197 + Penalty 829.977736 = -385998.444461 nChanged 8 SP:Iteration 119Q (3806.423665 sec): 3 clusters Score: Raw -386830.430938 + Penalty 829.977736 = -386000.453203 nChanged 7 SP:Iteration 120F (3806.473357 sec): 3 clusters Score: Raw -386833.127111 + Penalty 829.977736 = -386003.149375 nChanged 10 SP:Iteration 121Q (3806.528836 sec): 3 clusters Score: Raw -386836.227717 + Penalty 829.977736 = -386006.249982 nChanged 10 SP:Iteration 122Q (3806.567916 sec): 3 clusters Score: Raw -386839.166860 + Penalty 829.977736 = -386009.189124 nChanged 10 SP:Iteration 123Q (3806.630047 sec): 3 clusters Score: Raw -386841.232974 + Penalty 829.977736 = -386011.255238 nChanged 8 SP:Iteration 124Q (3806.681330 sec): 3 clusters Score: Raw -386842.853969 + Penalty 829.977736 = -386012.876234 nChanged 3 SP:Iteration 125Q (3806.725557 sec): 3 clusters Score: Raw -386843.431782 + Penalty 829.977736 = -386013.454046 nChanged 4 SP:Iteration 126Q (3806.785562 sec): 3 clusters Score: Raw -386844.392660 + Penalty 829.977736 = -386014.414924 nChanged 8 SP:Iteration 127Q (3806.844181 sec): 3 clusters Score: Raw -386846.049237 + Penalty 829.977736 = -386016.071501 nChanged 6 SP:Iteration 128Q (3806.887952 sec): 3 clusters Score: Raw -386847.509870 + Penalty 829.977736 = -386017.532134 nChanged 4 SP:Iteration 129Q (3806.942301 sec): 3 clusters Score: Raw -386848.282365 + Penalty 829.977736 = -386018.304630 nChanged 0 SP:Iteration 130F (3806.995074 sec): 3 clusters Score: Raw -386848.282365 + Penalty 829.977736 = -386018.304630 nChanged 0 Trying to split cluster 3 (1031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3807.015695 sec): 2 clusters Score: Raw -39027.737111 + Penalty 315.691944 = -38712.045167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3807.057091 sec): 3 clusters Score: Raw -38528.552234 + Penalty 631.383888 = -37897.168346 nChanged 403 SP:Iteration 1F (3807.101910 sec): 3 clusters Score: Raw -38810.250316 + Penalty 631.383888 = -38178.866428 nChanged 75 SP:Iteration 2F (3807.153315 sec): 3 clusters Score: Raw -38852.433037 + Penalty 631.383888 = -38221.049149 nChanged 48 SP:Iteration 3Q (3807.204275 sec): 3 clusters Score: Raw -38880.516172 + Penalty 631.383888 = -38249.132284 nChanged 31 SP:Iteration 4Q (3807.248349 sec): 3 clusters Score: Raw -38897.008534 + Penalty 631.383888 = -38265.624646 nChanged 20 SP:Iteration 5Q (3807.289598 sec): 3 clusters Score: Raw -38909.233363 + Penalty 631.383888 = -38277.849475 nChanged 22 SP:Iteration 6Q (3807.337545 sec): 3 clusters Score: Raw -38924.866160 + Penalty 631.383888 = -38293.482272 nChanged 23 SP:Iteration 7Q (3807.378356 sec): 3 clusters Score: Raw -38934.926799 + Penalty 631.383888 = -38303.542911 nChanged 15 SP:Iteration 8Q (3807.425145 sec): 3 clusters Score: Raw -38942.383267 + Penalty 631.383888 = -38310.999379 nChanged 9 SP:Iteration 9Q (3807.485274 sec): 3 clusters Score: Raw -38946.161074 + Penalty 631.383888 = -38314.777185 nChanged 8 SP:Iteration 10Q (3807.519736 sec): 3 clusters Score: Raw -38949.163487 + Penalty 631.383888 = -38317.779598 nChanged 11 SP:Iteration 11Q (3807.570276 sec): 3 clusters Score: Raw -38951.956622 + Penalty 631.383888 = -38320.572734 nChanged 3 SP:Iteration 12Q (3807.613630 sec): 3 clusters Score: Raw -38952.714481 + Penalty 631.383888 = -38321.330592 nChanged 1 SP:Iteration 13Q (3807.660590 sec): 3 clusters Score: Raw -38953.931421 + Penalty 631.383888 = -38322.547533 nChanged 2 SP:Iteration 14Q (3807.699796 sec): 3 clusters Score: Raw -38954.671870 + Penalty 631.383888 = -38323.287981 nChanged 4 SP:Iteration 15Q (3807.746032 sec): 3 clusters Score: Raw -38956.375536 + Penalty 631.383888 = -38324.991648 nChanged 4 SP:Iteration 16Q (3807.787226 sec): 3 clusters Score: Raw -38957.628136 + Penalty 631.383888 = -38326.244248 nChanged 8 SP:Iteration 17Q (3807.832634 sec): 3 clusters Score: Raw -38962.778467 + Penalty 631.383888 = -38331.394579 nChanged 7 SP:Iteration 18Q (3807.879823 sec): 3 clusters Score: Raw -38965.952360 + Penalty 631.383888 = -38334.568472 nChanged 9 SP:Iteration 19Q (3807.924835 sec): 3 clusters Score: Raw -38969.749377 + Penalty 631.383888 = -38338.365489 nChanged 7 SP:Iteration 20F (3807.969232 sec): 3 clusters Score: Raw -38971.929923 + Penalty 631.383888 = -38340.546035 nChanged 7 SP:Iteration 21Q (3808.005990 sec): 3 clusters Score: Raw -38974.120990 + Penalty 631.383888 = -38342.737101 nChanged 2 SP:Iteration 22Q (3808.045106 sec): 3 clusters Score: Raw -38975.100240 + Penalty 631.383888 = -38343.716352 nChanged 4 SP:Iteration 23Q (3808.092315 sec): 3 clusters Score: Raw -38976.403320 + Penalty 631.383888 = -38345.019432 nChanged 2 SP:Iteration 24Q (3808.121964 sec): 3 clusters Score: Raw -38977.307900 + Penalty 631.383888 = -38345.924012 nChanged 4 SP:Iteration 25Q (3808.168427 sec): 3 clusters Score: Raw -38979.400671 + Penalty 631.383888 = -38348.016783 nChanged 6 SP:Iteration 26Q (3808.215754 sec): 3 clusters Score: Raw -38981.267941 + Penalty 631.383888 = -38349.884053 nChanged 5 SP:Iteration 27Q (3808.258663 sec): 3 clusters Score: Raw -38983.034140 + Penalty 631.383888 = -38351.650252 nChanged 4 SP:Iteration 28Q (3808.292590 sec): 3 clusters Score: Raw -38983.656214 + Penalty 631.383888 = -38352.272325 nChanged 1 SP:Iteration 29Q (3808.339568 sec): 3 clusters Score: Raw -38984.140752 + Penalty 631.383888 = -38352.756864 nChanged 2 SP:Iteration 30Q (3808.378134 sec): 3 clusters Score: Raw -38984.393984 + Penalty 631.383888 = -38353.010096 nChanged 0 SP:Iteration 31F (3808.423318 sec): 3 clusters Score: Raw -38984.393984 + Penalty 631.383888 = -38353.010096 nChanged 0 Trying to split cluster 4 (821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3808.441821 sec): 2 clusters Score: Raw -31175.790611 + Penalty 305.328801 = -30870.461810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3808.485636 sec): 3 clusters Score: Raw -30785.885739 + Penalty 610.657603 = -30175.228136 nChanged 298 SP:Iteration 1F (3808.534107 sec): 3 clusters Score: Raw -31039.264353 + Penalty 610.657603 = -30428.606750 nChanged 90 SP:Iteration 2F (3808.579483 sec): 3 clusters Score: Raw -31137.524585 + Penalty 610.657603 = -30526.866982 nChanged 46 SP:Iteration 3F (3808.610734 sec): 3 clusters Score: Raw -31176.978342 + Penalty 610.657603 = -30566.320739 nChanged 25 SP:Iteration 4Q (3808.645975 sec): 3 clusters Score: Raw -31199.913724 + Penalty 610.657603 = -30589.256121 nChanged 22 SP:Iteration 5Q (3808.676172 sec): 3 clusters Score: Raw -31215.920432 + Penalty 610.657603 = -30605.262829 nChanged 21 SP:Iteration 6Q (3808.705966 sec): 3 clusters Score: Raw -31234.281445 + Penalty 610.657603 = -30623.623842 nChanged 18 SP:Iteration 7Q (3808.746469 sec): 3 clusters Score: Raw -31250.861901 + Penalty 610.657603 = -30640.204298 nChanged 18 SP:Iteration 8Q (3808.794279 sec): 3 clusters Score: Raw -31269.839186 + Penalty 610.657603 = -30659.181583 nChanged 11 SP:Iteration 9Q (3808.835075 sec): 3 clusters Score: Raw -31279.230347 + Penalty 610.657603 = -30668.572744 nChanged 8 SP:Iteration 10Q (3808.887267 sec): 3 clusters Score: Raw -31288.549603 + Penalty 610.657603 = -30677.892000 nChanged 4 SP:Iteration 11Q (3808.920264 sec): 3 clusters Score: Raw -31294.032402 + Penalty 610.657603 = -30683.374799 nChanged 6 SP:Iteration 12Q (3808.971041 sec): 3 clusters Score: Raw -31300.141143 + Penalty 610.657603 = -30689.483540 nChanged 6 SP:Iteration 13Q (3809.010537 sec): 3 clusters Score: Raw -31305.717880 + Penalty 610.657603 = -30695.060277 nChanged 4 SP:Iteration 14Q (3809.054559 sec): 3 clusters Score: Raw -31308.315219 + Penalty 610.657603 = -30697.657616 nChanged 2 SP:Iteration 15Q (3809.094903 sec): 3 clusters Score: Raw -31310.474985 + Penalty 610.657603 = -30699.817382 nChanged 3 SP:Iteration 16Q (3809.136433 sec): 3 clusters Score: Raw -31312.068407 + Penalty 610.657603 = -30701.410804 nChanged 2 SP:Iteration 17Q (3809.182330 sec): 3 clusters Score: Raw -31313.239163 + Penalty 610.657603 = -30702.581560 nChanged 2 SP:Iteration 18Q (3809.237094 sec): 3 clusters Score: Raw -31314.219766 + Penalty 610.657603 = -30703.562163 nChanged 3 SP:Iteration 19Q (3809.274163 sec): 3 clusters Score: Raw -31316.633217 + Penalty 610.657603 = -30705.975614 nChanged 4 SP:Iteration 20F (3809.322458 sec): 3 clusters Score: Raw -31320.370970 + Penalty 610.657603 = -30709.713367 nChanged 1 SP:Iteration 21Q (3809.376853 sec): 3 clusters Score: Raw -31320.673417 + Penalty 610.657603 = -30710.015814 nChanged 0 SP:Iteration 22F (3809.417543 sec): 3 clusters Score: Raw -31320.673417 + Penalty 610.657603 = -30710.015814 nChanged 0 Trying to split cluster 5 (1910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3809.449044 sec): 2 clusters Score: Raw -69452.850992 + Penalty 343.746063 = -69109.104929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3809.493248 sec): 3 clusters Score: Raw -68437.229084 + Penalty 687.492125 = -67749.736958 nChanged 765 SP:Iteration 1F (3809.529541 sec): 3 clusters Score: Raw -68907.353519 + Penalty 687.492125 = -68219.861394 nChanged 153 SP:Iteration 2F (3809.581324 sec): 3 clusters Score: Raw -69038.988620 + Penalty 687.492125 = -68351.496495 nChanged 132 SP:Iteration 3F (3809.618873 sec): 3 clusters Score: Raw -69139.153884 + Penalty 687.492125 = -68451.661758 nChanged 114 SP:Iteration 4F (3809.667539 sec): 3 clusters Score: Raw -69206.573993 + Penalty 687.492125 = -68519.081868 nChanged 83 SP:Iteration 5Q (3809.713301 sec): 3 clusters Score: Raw -69247.784393 + Penalty 687.492125 = -68560.292267 nChanged 61 SP:Iteration 6Q (3809.755476 sec): 3 clusters Score: Raw -69286.764532 + Penalty 687.492125 = -68599.272406 nChanged 61 SP:Iteration 7Q (3809.799347 sec): 3 clusters Score: Raw -69319.850628 + Penalty 687.492125 = -68632.358503 nChanged 54 SP:Iteration 8Q (3809.839521 sec): 3 clusters Score: Raw -69347.066238 + Penalty 687.492125 = -68659.574113 nChanged 50 SP:Iteration 9Q (3809.885231 sec): 3 clusters Score: Raw -69365.577973 + Penalty 687.492125 = -68678.085848 nChanged 32 SP:Iteration 10Q (3809.932783 sec): 3 clusters Score: Raw -69379.979483 + Penalty 687.492125 = -68692.487358 nChanged 40 SP:Iteration 11Q (3809.975885 sec): 3 clusters Score: Raw -69404.034419 + Penalty 687.492125 = -68716.542294 nChanged 44 SP:Iteration 12Q (3810.017562 sec): 3 clusters Score: Raw -69426.136077 + Penalty 687.492125 = -68738.643951 nChanged 47 SP:Iteration 13Q (3810.058223 sec): 3 clusters Score: Raw -69450.494220 + Penalty 687.492125 = -68763.002095 nChanged 50 SP:Iteration 14Q (3810.100119 sec): 3 clusters Score: Raw -69472.216399 + Penalty 687.492125 = -68784.724273 nChanged 38 SP:Iteration 15Q (3810.160857 sec): 3 clusters Score: Raw -69493.963561 + Penalty 687.492125 = -68806.471435 nChanged 33 SP:Iteration 16Q (3810.190541 sec): 3 clusters Score: Raw -69512.777794 + Penalty 687.492125 = -68825.285669 nChanged 30 SP:Iteration 17Q (3810.242248 sec): 3 clusters Score: Raw -69527.655888 + Penalty 687.492125 = -68840.163763 nChanged 24 SP:Iteration 18Q (3810.282643 sec): 3 clusters Score: Raw -69540.985694 + Penalty 687.492125 = -68853.493569 nChanged 29 SP:Iteration 19Q (3810.330434 sec): 3 clusters Score: Raw -69553.618007 + Penalty 687.492125 = -68866.125881 nChanged 27 SP:Iteration 20F (3810.370098 sec): 3 clusters Score: Raw -69567.342253 + Penalty 687.492125 = -68879.850127 nChanged 25 SP:Iteration 21Q (3810.422621 sec): 3 clusters Score: Raw -69581.607978 + Penalty 687.492125 = -68894.115852 nChanged 36 SP:Iteration 22Q (3810.462274 sec): 3 clusters Score: Raw -69613.790324 + Penalty 687.492125 = -68926.298199 nChanged 50 SP:Iteration 23Q (3810.518778 sec): 3 clusters Score: Raw -69654.682455 + Penalty 687.492125 = -68967.190330 nChanged 51 SP:Iteration 24Q (3810.561801 sec): 3 clusters Score: Raw -69717.233842 + Penalty 687.492125 = -69029.741716 nChanged 60 SP:Iteration 25Q (3810.606594 sec): 3 clusters Score: Raw -69788.151923 + Penalty 687.492125 = -69100.659797 nChanged 49 SP:Iteration 26Q (3810.642679 sec): 3 clusters Score: Raw -69847.484107 + Penalty 687.492125 = -69159.991981 nChanged 41 SP:Iteration 27Q (3810.677896 sec): 3 clusters Score: Raw -69876.823365 + Penalty 687.492125 = -69189.331240 nChanged 23 SP:Iteration 28Q (3810.726655 sec): 3 clusters Score: Raw -69885.942545 + Penalty 687.492125 = -69198.450420 nChanged 13 SP:Iteration 29Q (3810.763044 sec): 3 clusters Score: Raw -69891.909494 + Penalty 687.492125 = -69204.417369 nChanged 9 SP:Iteration 30Q (3810.814009 sec): 3 clusters Score: Raw -69894.615932 + Penalty 687.492125 = -69207.123806 nChanged 5 SP:Iteration 31Q (3810.870288 sec): 3 clusters Score: Raw -69896.267824 + Penalty 687.492125 = -69208.775699 nChanged 2 SP:Iteration 32Q (3810.914905 sec): 3 clusters Score: Raw -69896.849774 + Penalty 687.492125 = -69209.357648 nChanged 2 SP:Iteration 33Q (3810.943833 sec): 3 clusters Score: Raw -69897.286769 + Penalty 687.492125 = -69209.794644 nChanged 1 SP:Iteration 34Q (3810.988439 sec): 3 clusters Score: Raw -69897.511981 + Penalty 687.492125 = -69210.019856 nChanged 1 SP:Iteration 35Q (3811.032189 sec): 3 clusters Score: Raw -69897.774976 + Penalty 687.492125 = -69210.282850 nChanged 3 SP:Iteration 36Q (3811.089119 sec): 3 clusters Score: Raw -69898.376069 + Penalty 687.492125 = -69210.883943 nChanged 3 SP:Iteration 37Q (3811.128279 sec): 3 clusters Score: Raw -69898.932981 + Penalty 687.492125 = -69211.440855 nChanged 3 SP:Iteration 38Q (3811.174500 sec): 3 clusters Score: Raw -69899.675411 + Penalty 687.492125 = -69212.183286 nChanged 0 SP:Iteration 39F (3811.210718 sec): 3 clusters Score: Raw -69899.877311 + Penalty 687.492125 = -69212.385186 nChanged 1 SP:Iteration 40F (3811.263915 sec): 3 clusters Score: Raw -69900.716740 + Penalty 687.492125 = -69213.224615 nChanged 1 SP:Iteration 41Q (3811.303670 sec): 3 clusters Score: Raw -69900.806591 + Penalty 687.492125 = -69213.314466 nChanged 1 SP:Iteration 42Q (3811.355821 sec): 3 clusters Score: Raw -69901.035781 + Penalty 687.492125 = -69213.543655 nChanged 0 SP:Iteration 43F (3811.403809 sec): 3 clusters Score: Raw -69901.035781 + Penalty 687.492125 = -69213.543655 nChanged 0 Score: Raw -17401574.396961 + Penalty 27318.534099 = -17374255.862862 Splitting cluster 5 changes total score from -17374401.258079 to -17374255.862862 So it's not getting split. Trying to split cluster 6 (2459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3819.246828 sec): 2 clusters Score: Raw -106006.770749 + Penalty 355.241707 = -105651.529042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3819.293438 sec): 3 clusters Score: Raw -104643.382913 + Penalty 710.483414 = -103932.899499 nChanged 1041 SP:Iteration 1F (3819.341300 sec): 3 clusters Score: Raw -105201.413496 + Penalty 710.483414 = -104490.930082 nChanged 170 SP:Iteration 2F (3819.383853 sec): 3 clusters Score: Raw -105282.721649 + Penalty 710.483414 = -104572.238235 nChanged 132 SP:Iteration 3F (3819.426354 sec): 3 clusters Score: Raw -105362.253483 + Penalty 710.483414 = -104651.770069 nChanged 144 SP:Iteration 4F (3819.480943 sec): 3 clusters Score: Raw -105459.081905 + Penalty 710.483414 = -104748.598491 nChanged 160 SP:Iteration 5F (3819.521736 sec): 3 clusters Score: Raw -105579.751948 + Penalty 710.483414 = -104869.268534 nChanged 149 SP:Iteration 6F (3819.570800 sec): 3 clusters Score: Raw -105702.129572 + Penalty 710.483414 = -104991.646158 nChanged 140 SP:Iteration 7F (3819.618650 sec): 3 clusters Score: Raw -105814.899358 + Penalty 710.483414 = -105104.415944 nChanged 104 SP:Iteration 8Q (3819.656645 sec): 3 clusters Score: Raw -105897.678714 + Penalty 710.483414 = -105187.195300 nChanged 75 SP:Iteration 9Q (3819.707573 sec): 3 clusters Score: Raw -105964.241380 + Penalty 710.483414 = -105253.757966 nChanged 64 SP:Iteration 10Q (3819.747762 sec): 3 clusters Score: Raw -106028.779600 + Penalty 710.483414 = -105318.296186 nChanged 30 SP:Iteration 11Q (3819.803081 sec): 3 clusters Score: Raw -106052.310884 + Penalty 710.483414 = -105341.827470 nChanged 11 SP:Iteration 12Q (3819.845704 sec): 3 clusters Score: Raw -106067.080594 + Penalty 710.483414 = -105356.597180 nChanged 8 SP:Iteration 13Q (3819.887911 sec): 3 clusters Score: Raw -106075.700808 + Penalty 710.483414 = -105365.217394 nChanged 6 SP:Iteration 14Q (3819.936971 sec): 3 clusters Score: Raw -106078.848638 + Penalty 710.483414 = -105368.365225 nChanged 4 SP:Iteration 15Q (3819.985730 sec): 3 clusters Score: Raw -106081.340038 + Penalty 710.483414 = -105370.856624 nChanged 2 SP:Iteration 16Q (3820.039876 sec): 3 clusters Score: Raw -106082.586093 + Penalty 710.483414 = -105372.102679 nChanged 1 SP:Iteration 17Q (3820.081189 sec): 3 clusters Score: Raw -106082.812857 + Penalty 710.483414 = -105372.329443 nChanged 1 SP:Iteration 18Q (3820.139192 sec): 3 clusters Score: Raw -106082.898533 + Penalty 710.483414 = -105372.415119 nChanged 0 SP:Iteration 19F (3820.176895 sec): 3 clusters Score: Raw -106082.898533 + Penalty 710.483414 = -105372.415119 nChanged 0 Trying to split cluster 7 (27950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3820.234294 sec): 2 clusters Score: Raw -1149776.849375 + Penalty 465.836848 = -1149311.012527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3820.305315 sec): 3 clusters Score: Raw -1131634.090721 + Penalty 931.673696 = -1130702.417026 nChanged 13309 SP:Iteration 1F (3820.378904 sec): 3 clusters Score: Raw -1139968.464935 + Penalty 931.673696 = -1139036.791239 nChanged 1752 SP:Iteration 2F (3820.451213 sec): 3 clusters Score: Raw -1141082.524765 + Penalty 931.673696 = -1140150.851069 nChanged 1908 SP:Iteration 3F (3820.513986 sec): 3 clusters Score: Raw -1142355.191683 + Penalty 931.673696 = -1141423.517988 nChanged 1886 SP:Iteration 4F (3820.583383 sec): 3 clusters Score: Raw -1143587.486862 + Penalty 931.673696 = -1142655.813166 nChanged 1700 SP:Iteration 5F (3820.654035 sec): 3 clusters Score: Raw -1144533.836021 + Penalty 931.673696 = -1143602.162325 nChanged 1370 SP:Iteration 6Q (3820.731574 sec): 3 clusters Score: Raw -1145121.641059 + Penalty 931.673696 = -1144189.967364 nChanged 1110 SP:Iteration 7Q (3820.803114 sec): 3 clusters Score: Raw -1145537.902661 + Penalty 931.673696 = -1144606.228965 nChanged 919 SP:Iteration 8Q (3820.875859 sec): 3 clusters Score: Raw -1145826.569517 + Penalty 931.673696 = -1144894.895822 nChanged 701 SP:Iteration 9Q (3820.951549 sec): 3 clusters Score: Raw -1146044.700793 + Penalty 931.673696 = -1145113.027098 nChanged 638 SP:Iteration 10Q (3821.033072 sec): 3 clusters Score: Raw -1146227.414107 + Penalty 931.673696 = -1145295.740411 nChanged 530 SP:Iteration 11Q (3821.109917 sec): 3 clusters Score: Raw -1146370.440862 + Penalty 931.673696 = -1145438.767167 nChanged 499 SP:Iteration 12Q (3821.175357 sec): 3 clusters Score: Raw -1146493.412703 + Penalty 931.673696 = -1145561.739007 nChanged 428 SP:Iteration 13Q (3821.252785 sec): 3 clusters Score: Raw -1146588.186447 + Penalty 931.673696 = -1145656.512751 nChanged 357 SP:Iteration 14Q (3821.320922 sec): 3 clusters Score: Raw -1146660.124251 + Penalty 931.673696 = -1145728.450555 nChanged 313 SP:Iteration 15Q (3821.403063 sec): 3 clusters Score: Raw -1146718.442889 + Penalty 931.673696 = -1145786.769194 nChanged 285 SP:Iteration 16Q (3821.468026 sec): 3 clusters Score: Raw -1146767.330746 + Penalty 931.673696 = -1145835.657050 nChanged 270 SP:Iteration 17Q (3821.549161 sec): 3 clusters Score: Raw -1146812.545204 + Penalty 931.673696 = -1145880.871508 nChanged 249 SP:Iteration 18Q (3821.619935 sec): 3 clusters Score: Raw -1146854.465710 + Penalty 931.673696 = -1145922.792015 nChanged 222 SP:Iteration 19Q (3821.692088 sec): 3 clusters Score: Raw -1146884.265083 + Penalty 931.673696 = -1145952.591388 nChanged 201 SP:Iteration 20F (3821.768255 sec): 3 clusters Score: Raw -1146906.282762 + Penalty 931.673696 = -1145974.609066 nChanged 173 SP:Iteration 21Q (3821.845425 sec): 3 clusters Score: Raw -1146924.295296 + Penalty 931.673696 = -1145992.621600 nChanged 152 SP:Iteration 22Q (3821.914911 sec): 3 clusters Score: Raw -1146940.321648 + Penalty 931.673696 = -1146008.647953 nChanged 156 SP:Iteration 23Q (3821.994583 sec): 3 clusters Score: Raw -1146956.369065 + Penalty 931.673696 = -1146024.695369 nChanged 145 SP:Iteration 24Q (3822.057717 sec): 3 clusters Score: Raw -1146971.420830 + Penalty 931.673696 = -1146039.747134 nChanged 147 SP:Iteration 25Q (3822.129470 sec): 3 clusters Score: Raw -1146989.596363 + Penalty 931.673696 = -1146057.922668 nChanged 172 SP:Iteration 26Q (3822.210713 sec): 3 clusters Score: Raw -1147009.047065 + Penalty 931.673696 = -1146077.373369 nChanged 160 SP:Iteration 27Q (3822.283209 sec): 3 clusters Score: Raw -1147027.064222 + Penalty 931.673696 = -1146095.390527 nChanged 162 SP:Iteration 28Q (3822.351154 sec): 3 clusters Score: Raw -1147045.804176 + Penalty 931.673696 = -1146114.130480 nChanged 175 SP:Iteration 29Q (3822.420281 sec): 3 clusters Score: Raw -1147067.645609 + Penalty 931.673696 = -1146135.971914 nChanged 167 SP:Iteration 30Q (3822.490145 sec): 3 clusters Score: Raw -1147090.050319 + Penalty 931.673696 = -1146158.376623 nChanged 167 SP:Iteration 31Q (3822.566275 sec): 3 clusters Score: Raw -1147113.679935 + Penalty 931.673696 = -1146182.006240 nChanged 183 SP:Iteration 32Q (3822.641203 sec): 3 clusters Score: Raw -1147141.985188 + Penalty 931.673696 = -1146210.311493 nChanged 197 SP:Iteration 33Q (3822.704468 sec): 3 clusters Score: Raw -1147173.274009 + Penalty 931.673696 = -1146241.600313 nChanged 192 SP:Iteration 34Q (3822.778689 sec): 3 clusters Score: Raw -1147206.166382 + Penalty 931.673696 = -1146274.492686 nChanged 230 SP:Iteration 35Q (3822.858739 sec): 3 clusters Score: Raw -1147247.949875 + Penalty 931.673696 = -1146316.276180 nChanged 247 SP:Iteration 36Q (3822.919580 sec): 3 clusters Score: Raw -1147291.300668 + Penalty 931.673696 = -1146359.626972 nChanged 262 SP:Iteration 37Q (3822.992700 sec): 3 clusters Score: Raw -1147342.454302 + Penalty 931.673696 = -1146410.780607 nChanged 287 SP:Iteration 38Q (3823.063754 sec): 3 clusters Score: Raw -1147403.953526 + Penalty 931.673696 = -1146472.279831 nChanged 295 SP:Iteration 39Q (3823.134571 sec): 3 clusters Score: Raw -1147466.292879 + Penalty 931.673696 = -1146534.619184 nChanged 296 SP:Iteration 40F (3823.200072 sec): 3 clusters Score: Raw -1147530.603490 + Penalty 931.673696 = -1146598.929795 nChanged 339 SP:Iteration 41Q (3823.273940 sec): 3 clusters Score: Raw -1147622.349728 + Penalty 931.673696 = -1146690.676032 nChanged 364 SP:Iteration 42Q (3823.348436 sec): 3 clusters Score: Raw -1147720.167773 + Penalty 931.673696 = -1146788.494078 nChanged 380 SP:Iteration 43Q (3823.420263 sec): 3 clusters Score: Raw -1147833.076930 + Penalty 931.673696 = -1146901.403234 nChanged 389 SP:Iteration 44Q (3823.489781 sec): 3 clusters Score: Raw -1147949.250436 + Penalty 931.673696 = -1147017.576741 nChanged 407 SP:Iteration 45Q (3823.553686 sec): 3 clusters Score: Raw -1148080.981802 + Penalty 931.673696 = -1147149.308107 nChanged 428 SP:Iteration 46Q (3823.620895 sec): 3 clusters Score: Raw -1148224.771036 + Penalty 931.673696 = -1147293.097341 nChanged 450 SP:Iteration 47Q (3823.698715 sec): 3 clusters Score: Raw -1148388.233982 + Penalty 931.673696 = -1147456.560287 nChanged 436 SP:Iteration 48Q (3823.766058 sec): 3 clusters Score: Raw -1148542.118893 + Penalty 931.673696 = -1147610.445198 nChanged 415 SP:Iteration 49Q (3823.836285 sec): 3 clusters Score: Raw -1148692.553639 + Penalty 931.673696 = -1147760.879944 nChanged 414 SP:Iteration 50Q (3823.901273 sec): 3 clusters Score: Raw -1148852.743500 + Penalty 931.673696 = -1147921.069804 nChanged 388 SP:Iteration 51Q (3823.970954 sec): 3 clusters Score: Raw -1149004.563123 + Penalty 931.673696 = -1148072.889428 nChanged 339 SP:Iteration 52Q (3824.040302 sec): 3 clusters Score: Raw -1149132.402210 + Penalty 931.673696 = -1148200.728514 nChanged 305 SP:Iteration 53Q (3824.109702 sec): 3 clusters Score: Raw -1149239.336697 + Penalty 931.673696 = -1148307.663002 nChanged 264 SP:Iteration 54Q (3824.178459 sec): 3 clusters Score: Raw -1149329.322556 + Penalty 931.673696 = -1148397.648861 nChanged 230 SP:Iteration 55Q (3824.251458 sec): 3 clusters Score: Raw -1149410.015292 + Penalty 931.673696 = -1148478.341597 nChanged 203 SP:Iteration 56Q (3824.322345 sec): 3 clusters Score: Raw -1149475.914995 + Penalty 931.673696 = -1148544.241299 nChanged 168 SP:Iteration 57Q (3824.398439 sec): 3 clusters Score: Raw -1149534.539214 + Penalty 931.673696 = -1148602.865518 nChanged 147 SP:Iteration 58Q (3824.476764 sec): 3 clusters Score: Raw -1149581.783710 + Penalty 931.673696 = -1148650.110015 nChanged 110 SP:Iteration 59Q (3824.537276 sec): 3 clusters Score: Raw -1149619.733890 + Penalty 931.673696 = -1148688.060195 nChanged 95 SP:Iteration 60F (3824.616649 sec): 3 clusters Score: Raw -1149652.969425 + Penalty 931.673696 = -1148721.295729 nChanged 90 SP:Iteration 61Q (3824.673295 sec): 3 clusters Score: Raw -1149679.504581 + Penalty 931.673696 = -1148747.830885 nChanged 73 SP:Iteration 62Q (3824.738098 sec): 3 clusters Score: Raw -1149700.886368 + Penalty 931.673696 = -1148769.212672 nChanged 60 SP:Iteration 63Q (3824.813234 sec): 3 clusters Score: Raw -1149717.085576 + Penalty 931.673696 = -1148785.411881 nChanged 43 SP:Iteration 64Q (3824.875229 sec): 3 clusters Score: Raw -1149732.651688 + Penalty 931.673696 = -1148800.977992 nChanged 48 SP:Iteration 65Q (3824.951723 sec): 3 clusters Score: Raw -1149751.550444 + Penalty 931.673696 = -1148819.876748 nChanged 39 SP:Iteration 66Q (3825.009816 sec): 3 clusters Score: Raw -1149765.981870 + Penalty 931.673696 = -1148834.308175 nChanged 36 SP:Iteration 67Q (3825.084409 sec): 3 clusters Score: Raw -1149777.714795 + Penalty 931.673696 = -1148846.041099 nChanged 28 SP:Iteration 68Q (3825.146202 sec): 3 clusters Score: Raw -1149787.266096 + Penalty 931.673696 = -1148855.592401 nChanged 30 SP:Iteration 69Q (3825.212352 sec): 3 clusters Score: Raw -1149797.327475 + Penalty 931.673696 = -1148865.653780 nChanged 31 SP:Iteration 70Q (3825.282223 sec): 3 clusters Score: Raw -1149810.776571 + Penalty 931.673696 = -1148879.102876 nChanged 32 SP:Iteration 71Q (3825.352588 sec): 3 clusters Score: Raw -1149823.382209 + Penalty 931.673696 = -1148891.708513 nChanged 32 SP:Iteration 72Q (3825.416650 sec): 3 clusters Score: Raw -1149832.712039 + Penalty 931.673696 = -1148901.038344 nChanged 21 SP:Iteration 73Q (3825.478132 sec): 3 clusters Score: Raw -1149838.968970 + Penalty 931.673696 = -1148907.295274 nChanged 22 SP:Iteration 74Q (3825.535607 sec): 3 clusters Score: Raw -1149846.317186 + Penalty 931.673696 = -1148914.643490 nChanged 19 SP:Iteration 75Q (3825.614888 sec): 3 clusters Score: Raw -1149852.026104 + Penalty 931.673696 = -1148920.352408 nChanged 22 SP:Iteration 76Q (3825.670003 sec): 3 clusters Score: Raw -1149859.322094 + Penalty 931.673696 = -1148927.648399 nChanged 12 SP:Iteration 77Q (3825.741759 sec): 3 clusters Score: Raw -1149864.012186 + Penalty 931.673696 = -1148932.338490 nChanged 14 SP:Iteration 78Q (3825.801825 sec): 3 clusters Score: Raw -1149869.421999 + Penalty 931.673696 = -1148937.748304 nChanged 14 SP:Iteration 79Q (3825.873566 sec): 3 clusters Score: Raw -1149872.511619 + Penalty 931.673696 = -1148940.837923 nChanged 4 SP:Iteration 80F (3825.929195 sec): 3 clusters Score: Raw -1149873.273640 + Penalty 931.673696 = -1148941.599945 nChanged 4 SP:Iteration 81Q (3826.001292 sec): 3 clusters Score: Raw -1149874.056100 + Penalty 931.673696 = -1148942.382404 nChanged 3 SP:Iteration 82Q (3826.067476 sec): 3 clusters Score: Raw -1149875.189498 + Penalty 931.673696 = -1148943.515802 nChanged 5 SP:Iteration 83Q (3826.131440 sec): 3 clusters Score: Raw -1149876.233855 + Penalty 931.673696 = -1148944.560159 nChanged 3 SP:Iteration 84Q (3826.203112 sec): 3 clusters Score: Raw -1149876.910465 + Penalty 931.673696 = -1148945.236769 nChanged 2 SP:Iteration 85Q (3826.270380 sec): 3 clusters Score: Raw -1149877.270567 + Penalty 931.673696 = -1148945.596871 nChanged 1 SP:Iteration 86Q (3826.329224 sec): 3 clusters Score: Raw -1149877.535910 + Penalty 931.673696 = -1148945.862214 nChanged 2 SP:Iteration 87Q (3826.407022 sec): 3 clusters Score: Raw -1149878.420315 + Penalty 931.673696 = -1148946.746619 nChanged 2 SP:Iteration 88Q (3826.480730 sec): 3 clusters Score: Raw -1149878.834778 + Penalty 931.673696 = -1148947.161082 nChanged 0 SP:Iteration 89F (3826.545696 sec): 3 clusters Score: Raw -1149878.834778 + Penalty 931.673696 = -1148947.161082 nChanged 0 Trying to split cluster 8 (8963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3826.572091 sec): 2 clusters Score: Raw -382800.238065 + Penalty 414.089142 = -382386.148923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3826.624989 sec): 3 clusters Score: Raw -377278.251555 + Penalty 828.178285 = -376450.073271 nChanged 4162 SP:Iteration 1F (3826.686767 sec): 3 clusters Score: Raw -379485.055313 + Penalty 828.178285 = -378656.877028 nChanged 501 SP:Iteration 2F (3826.732435 sec): 3 clusters Score: Raw -379700.197303 + Penalty 828.178285 = -378872.019018 nChanged 540 SP:Iteration 3F (3826.787603 sec): 3 clusters Score: Raw -379967.397548 + Penalty 828.178285 = -379139.219263 nChanged 552 SP:Iteration 4F (3826.831005 sec): 3 clusters Score: Raw -380291.869284 + Penalty 828.178285 = -379463.690999 nChanged 601 SP:Iteration 5F (3826.887434 sec): 3 clusters Score: Raw -380709.772619 + Penalty 828.178285 = -379881.594334 nChanged 611 SP:Iteration 6F (3826.940295 sec): 3 clusters Score: Raw -381196.961728 + Penalty 828.178285 = -380368.783443 nChanged 532 SP:Iteration 7F (3826.989139 sec): 3 clusters Score: Raw -381628.210832 + Penalty 828.178285 = -380800.032548 nChanged 442 SP:Iteration 8Q (3827.044224 sec): 3 clusters Score: Raw -382005.736723 + Penalty 828.178285 = -381177.558438 nChanged 358 SP:Iteration 9Q (3827.106696 sec): 3 clusters Score: Raw -382309.074585 + Penalty 828.178285 = -381480.896301 nChanged 280 SP:Iteration 10Q (3827.155028 sec): 3 clusters Score: Raw -382530.189863 + Penalty 828.178285 = -381702.011578 nChanged 200 SP:Iteration 11Q (3827.215962 sec): 3 clusters Score: Raw -382692.770343 + Penalty 828.178285 = -381864.592059 nChanged 107 SP:Iteration 12Q (3827.264877 sec): 3 clusters Score: Raw -382765.910384 + Penalty 828.178285 = -381937.732099 nChanged 73 SP:Iteration 13Q (3827.314353 sec): 3 clusters Score: Raw -382820.507986 + Penalty 828.178285 = -381992.329701 nChanged 37 SP:Iteration 14Q (3827.371633 sec): 3 clusters Score: Raw -382848.184670 + Penalty 828.178285 = -382020.006385 nChanged 27 SP:Iteration 15Q (3827.429467 sec): 3 clusters Score: Raw -382867.167303 + Penalty 828.178285 = -382038.989019 nChanged 16 SP:Iteration 16Q (3827.473906 sec): 3 clusters Score: Raw -382880.582814 + Penalty 828.178285 = -382052.404529 nChanged 15 SP:Iteration 17Q (3827.520869 sec): 3 clusters Score: Raw -382902.088111 + Penalty 828.178285 = -382073.909827 nChanged 14 SP:Iteration 18Q (3827.561669 sec): 3 clusters Score: Raw -382924.537772 + Penalty 828.178285 = -382096.359487 nChanged 18 SP:Iteration 19Q (3827.620002 sec): 3 clusters Score: Raw -382937.713445 + Penalty 828.178285 = -382109.535161 nChanged 14 SP:Iteration 20F (3827.670094 sec): 3 clusters Score: Raw -382944.686758 + Penalty 828.178285 = -382116.508473 nChanged 7 SP:Iteration 21Q (3827.717916 sec): 3 clusters Score: Raw -382947.965125 + Penalty 828.178285 = -382119.786840 nChanged 4 SP:Iteration 22Q (3827.767573 sec): 3 clusters Score: Raw -382952.102200 + Penalty 828.178285 = -382123.923916 nChanged 2 SP:Iteration 23Q (3827.814253 sec): 3 clusters Score: Raw -382954.375928 + Penalty 828.178285 = -382126.197644 nChanged 3 SP:Iteration 24Q (3827.875123 sec): 3 clusters Score: Raw -382955.902405 + Penalty 828.178285 = -382127.724120 nChanged 1 SP:Iteration 25Q (3827.928583 sec): 3 clusters Score: Raw -382956.303164 + Penalty 828.178285 = -382128.124879 nChanged 0 SP:Iteration 26F (3827.971775 sec): 3 clusters Score: Raw -382956.303164 + Penalty 828.178285 = -382128.124879 nChanged 0 Trying to split cluster 9 (11548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3828.007245 sec): 2 clusters Score: Raw -439660.275131 + Penalty 425.619173 = -439234.655958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3828.051939 sec): 3 clusters Score: Raw -432400.539844 + Penalty 851.238346 = -431549.301498 nChanged 5432 SP:Iteration 1F (3828.104487 sec): 3 clusters Score: Raw -435585.663716 + Penalty 851.238346 = -434734.425370 nChanged 780 SP:Iteration 2F (3828.160187 sec): 3 clusters Score: Raw -435980.591420 + Penalty 851.238346 = -435129.353074 nChanged 789 SP:Iteration 3F (3828.221130 sec): 3 clusters Score: Raw -436408.740080 + Penalty 851.238346 = -435557.501734 nChanged 768 SP:Iteration 4F (3828.271799 sec): 3 clusters Score: Raw -436894.613194 + Penalty 851.238346 = -436043.374848 nChanged 683 SP:Iteration 5F (3828.314523 sec): 3 clusters Score: Raw -437416.811436 + Penalty 851.238346 = -436565.573089 nChanged 621 SP:Iteration 6F (3828.370534 sec): 3 clusters Score: Raw -437997.566051 + Penalty 851.238346 = -437146.327705 nChanged 537 SP:Iteration 7Q (3828.427378 sec): 3 clusters Score: Raw -438508.600590 + Penalty 851.238346 = -437657.362244 nChanged 409 SP:Iteration 8Q (3828.478268 sec): 3 clusters Score: Raw -438857.941230 + Penalty 851.238346 = -438006.702884 nChanged 285 SP:Iteration 9Q (3828.533820 sec): 3 clusters Score: Raw -439039.639174 + Penalty 851.238346 = -438188.400827 nChanged 223 SP:Iteration 10Q (3828.585997 sec): 3 clusters Score: Raw -439160.194008 + Penalty 851.238346 = -438308.955661 nChanged 180 SP:Iteration 11Q (3828.640118 sec): 3 clusters Score: Raw -439242.479716 + Penalty 851.238346 = -438391.241370 nChanged 160 SP:Iteration 12Q (3828.696443 sec): 3 clusters Score: Raw -439309.976995 + Penalty 851.238346 = -438458.738649 nChanged 134 SP:Iteration 13Q (3828.753040 sec): 3 clusters Score: Raw -439368.560648 + Penalty 851.238346 = -438517.322302 nChanged 113 SP:Iteration 14Q (3828.812792 sec): 3 clusters Score: Raw -439413.950170 + Penalty 851.238346 = -438562.711824 nChanged 95 SP:Iteration 15Q (3828.869958 sec): 3 clusters Score: Raw -439445.134255 + Penalty 851.238346 = -438593.895908 nChanged 95 SP:Iteration 16Q (3828.911978 sec): 3 clusters Score: Raw -439478.202172 + Penalty 851.238346 = -438626.963826 nChanged 92 SP:Iteration 17Q (3828.970071 sec): 3 clusters Score: Raw -439514.203412 + Penalty 851.238346 = -438662.965066 nChanged 98 SP:Iteration 18Q (3829.021166 sec): 3 clusters Score: Raw -439559.910373 + Penalty 851.238346 = -438708.672027 nChanged 79 SP:Iteration 19Q (3829.083169 sec): 3 clusters Score: Raw -439591.420564 + Penalty 851.238346 = -438740.182217 nChanged 70 SP:Iteration 20F (3829.143458 sec): 3 clusters Score: Raw -439618.431633 + Penalty 851.238346 = -438767.193286 nChanged 63 SP:Iteration 21Q (3829.190350 sec): 3 clusters Score: Raw -439640.417732 + Penalty 851.238346 = -438789.179386 nChanged 57 SP:Iteration 22Q (3829.244694 sec): 3 clusters Score: Raw -439659.787877 + Penalty 851.238346 = -438808.549530 nChanged 47 SP:Iteration 23Q (3829.300561 sec): 3 clusters Score: Raw -439676.490655 + Penalty 851.238346 = -438825.252309 nChanged 47 SP:Iteration 24Q (3829.357862 sec): 3 clusters Score: Raw -439691.986099 + Penalty 851.238346 = -438840.747752 nChanged 41 SP:Iteration 25Q (3829.420383 sec): 3 clusters Score: Raw -439708.010816 + Penalty 851.238346 = -438856.772469 nChanged 33 SP:Iteration 26Q (3829.462213 sec): 3 clusters Score: Raw -439719.361935 + Penalty 851.238346 = -438868.123589 nChanged 26 SP:Iteration 27Q (3829.526787 sec): 3 clusters Score: Raw -439727.367205 + Penalty 851.238346 = -438876.128859 nChanged 21 SP:Iteration 28Q (3829.570584 sec): 3 clusters Score: Raw -439733.614457 + Penalty 851.238346 = -438882.376111 nChanged 23 SP:Iteration 29Q (3829.634819 sec): 3 clusters Score: Raw -439738.936765 + Penalty 851.238346 = -438887.698419 nChanged 15 SP:Iteration 30Q (3829.695211 sec): 3 clusters Score: Raw -439743.143101 + Penalty 851.238346 = -438891.904754 nChanged 14 SP:Iteration 31Q (3829.745485 sec): 3 clusters Score: Raw -439747.628748 + Penalty 851.238346 = -438896.390402 nChanged 16 SP:Iteration 32Q (3829.802949 sec): 3 clusters Score: Raw -439754.095339 + Penalty 851.238346 = -438902.856992 nChanged 14 SP:Iteration 33Q (3829.853795 sec): 3 clusters Score: Raw -439757.789211 + Penalty 851.238346 = -438906.550865 nChanged 9 SP:Iteration 34Q (3829.910620 sec): 3 clusters Score: Raw -439759.548996 + Penalty 851.238346 = -438908.310649 nChanged 8 SP:Iteration 35Q (3829.956559 sec): 3 clusters Score: Raw -439761.796339 + Penalty 851.238346 = -438910.557993 nChanged 9 SP:Iteration 36Q (3830.022548 sec): 3 clusters Score: Raw -439764.351713 + Penalty 851.238346 = -438913.113367 nChanged 8 SP:Iteration 37Q (3830.072846 sec): 3 clusters Score: Raw -439766.530041 + Penalty 851.238346 = -438915.291694 nChanged 7 SP:Iteration 38Q (3830.121898 sec): 3 clusters Score: Raw -439767.917492 + Penalty 851.238346 = -438916.679146 nChanged 4 SP:Iteration 39Q (3830.186663 sec): 3 clusters Score: Raw -439768.948603 + Penalty 851.238346 = -438917.710257 nChanged 3 SP:Iteration 40F (3830.240629 sec): 3 clusters Score: Raw -439769.985801 + Penalty 851.238346 = -438918.747455 nChanged 2 SP:Iteration 41Q (3830.295499 sec): 3 clusters Score: Raw -439770.180743 + Penalty 851.238346 = -438918.942397 nChanged 1 SP:Iteration 42Q (3830.348926 sec): 3 clusters Score: Raw -439770.237956 + Penalty 851.238346 = -438918.999609 nChanged 1 SP:Iteration 43Q (3830.405367 sec): 3 clusters Score: Raw -439770.339866 + Penalty 851.238346 = -438919.101520 nChanged 2 SP:Iteration 44Q (3830.456109 sec): 3 clusters Score: Raw -439770.550516 + Penalty 851.238346 = -438919.312170 nChanged 2 SP:Iteration 45Q (3830.516317 sec): 3 clusters Score: Raw -439771.377253 + Penalty 851.238346 = -438920.138907 nChanged 1 SP:Iteration 46Q (3830.553849 sec): 3 clusters Score: Raw -439771.645325 + Penalty 851.238346 = -438920.406979 nChanged 1 SP:Iteration 47Q (3830.612223 sec): 3 clusters Score: Raw -439771.928033 + Penalty 851.238346 = -438920.689687 nChanged 1 SP:Iteration 48Q (3830.677171 sec): 3 clusters Score: Raw -439771.997844 + Penalty 851.238346 = -438920.759498 nChanged 0 SP:Iteration 49F (3830.729109 sec): 3 clusters Score: Raw -439771.997844 + Penalty 851.238346 = -438920.759498 nChanged 0 Trying to split cluster 10 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3830.751638 sec): 2 clusters Score: Raw -21182.284174 + Penalty 292.257737 = -20890.026437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3830.781405 sec): 3 clusters Score: Raw -20979.643520 + Penalty 584.515474 = -20395.128046 nChanged 241 SP:Iteration 1F (3830.811098 sec): 3 clusters Score: Raw -21324.697521 + Penalty 584.515474 = -20740.182047 nChanged 75 SP:Iteration 2F (3830.840658 sec): 3 clusters Score: Raw -21427.716767 + Penalty 584.515474 = -20843.201293 nChanged 39 SP:Iteration 3F (3830.868779 sec): 3 clusters Score: Raw -21480.809546 + Penalty 584.515474 = -20896.294072 nChanged 20 SP:Iteration 4Q (3830.901218 sec): 3 clusters Score: Raw -21500.577338 + Penalty 584.515474 = -20916.061865 nChanged 11 SP:Iteration 5Q (3830.939397 sec): 3 clusters Score: Raw -21509.686580 + Penalty 584.515474 = -20925.171106 nChanged 4 SP:Iteration 6Q (3830.986701 sec): 3 clusters Score: Raw -21518.911486 + Penalty 584.515474 = -20934.396012 nChanged 8 SP:Iteration 7Q (3831.030438 sec): 3 clusters Score: Raw -21526.167113 + Penalty 584.515474 = -20941.651640 nChanged 2 SP:Iteration 8Q (3831.069775 sec): 3 clusters Score: Raw -21526.949076 + Penalty 584.515474 = -20942.433602 nChanged 1 SP:Iteration 9Q (3831.124738 sec): 3 clusters Score: Raw -21527.333961 + Penalty 584.515474 = -20942.818488 nChanged 1 SP:Iteration 10Q (3831.170837 sec): 3 clusters Score: Raw -21527.813000 + Penalty 584.515474 = -20943.297526 nChanged 2 SP:Iteration 11Q (3831.214821 sec): 3 clusters Score: Raw -21528.520934 + Penalty 584.515474 = -20944.005460 nChanged 1 SP:Iteration 12Q (3831.252928 sec): 3 clusters Score: Raw -21528.873493 + Penalty 584.515474 = -20944.358020 nChanged 1 SP:Iteration 13Q (3831.301661 sec): 3 clusters Score: Raw -21529.298164 + Penalty 584.515474 = -20944.782691 nChanged 0 SP:Iteration 14F (3831.342331 sec): 3 clusters Score: Raw -21529.298164 + Penalty 584.515474 = -20944.782691 nChanged 0 Score: Raw -17401473.226162 + Penalty 27318.534099 = -17374154.692063 Splitting cluster 10 changes total score from -17374401.258079 to -17374154.692063 So it's not getting split. Trying to split cluster 11 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3839.039083 sec): 2 clusters Score: Raw -16503.692671 + Penalty 278.273092 = -16225.419579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3839.080521 sec): 3 clusters Score: Raw -16330.075018 + Penalty 556.546183 = -15773.528835 nChanged 170 SP:Iteration 1F (3839.125249 sec): 3 clusters Score: Raw -16456.309131 + Penalty 556.546183 = -15899.762947 nChanged 46 SP:Iteration 2F (3839.169540 sec): 3 clusters Score: Raw -16504.191246 + Penalty 556.546183 = -15947.645063 nChanged 37 SP:Iteration 3F (3839.206797 sec): 3 clusters Score: Raw -16560.832014 + Penalty 556.546183 = -16004.285831 nChanged 25 SP:Iteration 4F (3839.248062 sec): 3 clusters Score: Raw -16587.454734 + Penalty 556.546183 = -16030.908551 nChanged 15 SP:Iteration 5Q (3839.292679 sec): 3 clusters Score: Raw -16601.248381 + Penalty 556.546183 = -16044.702198 nChanged 12 SP:Iteration 6Q (3839.342889 sec): 3 clusters Score: Raw -16606.567228 + Penalty 556.546183 = -16050.021044 nChanged 7 SP:Iteration 7Q (3839.382236 sec): 3 clusters Score: Raw -16612.095975 + Penalty 556.546183 = -16055.549792 nChanged 6 SP:Iteration 8Q (3839.419662 sec): 3 clusters Score: Raw -16620.535771 + Penalty 556.546183 = -16063.989588 nChanged 8 SP:Iteration 9Q (3839.456755 sec): 3 clusters Score: Raw -16625.304531 + Penalty 556.546183 = -16068.758347 nChanged 7 SP:Iteration 10Q (3839.499541 sec): 3 clusters Score: Raw -16630.718289 + Penalty 556.546183 = -16074.172106 nChanged 4 SP:Iteration 11Q (3839.556049 sec): 3 clusters Score: Raw -16634.374200 + Penalty 556.546183 = -16077.828016 nChanged 2 SP:Iteration 12Q (3839.600583 sec): 3 clusters Score: Raw -16635.883380 + Penalty 556.546183 = -16079.337197 nChanged 1 SP:Iteration 13Q (3839.640022 sec): 3 clusters Score: Raw -16636.636498 + Penalty 556.546183 = -16080.090315 nChanged 2 SP:Iteration 14Q (3839.683024 sec): 3 clusters Score: Raw -16637.559457 + Penalty 556.546183 = -16081.013274 nChanged 1 SP:Iteration 15Q (3839.723647 sec): 3 clusters Score: Raw -16638.071179 + Penalty 556.546183 = -16081.524996 nChanged 0 SP:Iteration 16F (3839.769013 sec): 3 clusters Score: Raw -16638.071179 + Penalty 556.546183 = -16081.524996 nChanged 0 Trying to split cluster 12 (67014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3839.855385 sec): 2 clusters Score: Raw -2714038.695683 + Penalty 505.625886 = -2713533.069797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3839.963588 sec): 3 clusters Score: Raw -2669574.722944 + Penalty 1011.251772 = -2668563.471172 nChanged 32548 SP:Iteration 1F (3840.070785 sec): 3 clusters Score: Raw -2690322.928985 + Penalty 1011.251772 = -2689311.677213 nChanged 3840 SP:Iteration 2F (3840.175345 sec): 3 clusters Score: Raw -2692181.451571 + Penalty 1011.251772 = -2691170.199799 nChanged 4685 SP:Iteration 3F (3840.278534 sec): 3 clusters Score: Raw -2695077.246671 + Penalty 1011.251772 = -2694065.994900 nChanged 5229 SP:Iteration 4F (3840.385590 sec): 3 clusters Score: Raw -2699021.755884 + Penalty 1011.251772 = -2698010.504113 nChanged 5146 SP:Iteration 5F (3840.484286 sec): 3 clusters Score: Raw -2703334.071657 + Penalty 1011.251772 = -2702322.819885 nChanged 4209 SP:Iteration 6F (3840.582995 sec): 3 clusters Score: Raw -2706942.828328 + Penalty 1011.251772 = -2705931.576556 nChanged 2951 SP:Iteration 7Q (3840.704121 sec): 3 clusters Score: Raw -2709348.966090 + Penalty 1011.251772 = -2708337.714319 nChanged 1971 SP:Iteration 8Q (3840.819600 sec): 3 clusters Score: Raw -2710838.766764 + Penalty 1011.251772 = -2709827.514993 nChanged 1406 SP:Iteration 9Q (3840.924908 sec): 3 clusters Score: Raw -2711834.702397 + Penalty 1011.251772 = -2710823.450625 nChanged 1061 SP:Iteration 10Q (3841.028735 sec): 3 clusters Score: Raw -2712548.142339 + Penalty 1011.251772 = -2711536.890567 nChanged 773 SP:Iteration 11Q (3841.140882 sec): 3 clusters Score: Raw -2713047.672294 + Penalty 1011.251772 = -2712036.420522 nChanged 540 SP:Iteration 12Q (3841.247903 sec): 3 clusters Score: Raw -2713378.355742 + Penalty 1011.251772 = -2712367.103971 nChanged 390 SP:Iteration 13Q (3841.345895 sec): 3 clusters Score: Raw -2713614.446654 + Penalty 1011.251772 = -2712603.194883 nChanged 282 SP:Iteration 14Q (3841.447252 sec): 3 clusters Score: Raw -2713769.408828 + Penalty 1011.251772 = -2712758.157057 nChanged 184 SP:Iteration 15Q (3841.550566 sec): 3 clusters Score: Raw -2713866.045509 + Penalty 1011.251772 = -2712854.793738 nChanged 129 SP:Iteration 16Q (3841.656530 sec): 3 clusters Score: Raw -2713937.718766 + Penalty 1011.251772 = -2712926.466994 nChanged 100 SP:Iteration 17Q (3841.765533 sec): 3 clusters Score: Raw -2713998.677614 + Penalty 1011.251772 = -2712987.425842 nChanged 63 SP:Iteration 18Q (3841.858951 sec): 3 clusters Score: Raw -2714042.495755 + Penalty 1011.251772 = -2713031.243984 nChanged 35 SP:Iteration 19Q (3841.955591 sec): 3 clusters Score: Raw -2714061.643330 + Penalty 1011.251772 = -2713050.391559 nChanged 23 SP:Iteration 20F (3842.056278 sec): 3 clusters Score: Raw -2714075.198021 + Penalty 1011.251772 = -2713063.946250 nChanged 24 SP:Iteration 21Q (3842.161632 sec): 3 clusters Score: Raw -2714090.979206 + Penalty 1011.251772 = -2713079.727435 nChanged 19 SP:Iteration 22Q (3842.259210 sec): 3 clusters Score: Raw -2714100.149976 + Penalty 1011.251772 = -2713088.898205 nChanged 11 SP:Iteration 23Q (3842.352982 sec): 3 clusters Score: Raw -2714104.825656 + Penalty 1011.251772 = -2713093.573884 nChanged 11 SP:Iteration 24Q (3842.457011 sec): 3 clusters Score: Raw -2714110.719196 + Penalty 1011.251772 = -2713099.467424 nChanged 11 SP:Iteration 25Q (3842.556768 sec): 3 clusters Score: Raw -2714114.277609 + Penalty 1011.251772 = -2713103.025838 nChanged 10 SP:Iteration 26Q (3842.652853 sec): 3 clusters Score: Raw -2714117.979796 + Penalty 1011.251772 = -2713106.728025 nChanged 9 SP:Iteration 27Q (3842.757987 sec): 3 clusters Score: Raw -2714120.545150 + Penalty 1011.251772 = -2713109.293378 nChanged 5 SP:Iteration 28Q (3842.847824 sec): 3 clusters Score: Raw -2714121.660794 + Penalty 1011.251772 = -2713110.409022 nChanged 2 SP:Iteration 29Q (3842.946017 sec): 3 clusters Score: Raw -2714121.997219 + Penalty 1011.251772 = -2713110.745448 nChanged 0 SP:Iteration 30F (3843.039538 sec): 3 clusters Score: Raw -2714121.997219 + Penalty 1011.251772 = -2713110.745448 nChanged 0 Trying to split cluster 13 (8685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3843.086906 sec): 2 clusters Score: Raw -367820.277257 + Penalty 412.655547 = -367407.621710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3843.132925 sec): 3 clusters Score: Raw -362351.057302 + Penalty 825.311094 = -361525.746208 nChanged 4079 SP:Iteration 1F (3843.186102 sec): 3 clusters Score: Raw -364684.738625 + Penalty 825.311094 = -363859.427531 nChanged 451 SP:Iteration 2F (3843.241088 sec): 3 clusters Score: Raw -364863.216542 + Penalty 825.311094 = -364037.905448 nChanged 464 SP:Iteration 3F (3843.291905 sec): 3 clusters Score: Raw -365057.428998 + Penalty 825.311094 = -364232.117904 nChanged 483 SP:Iteration 4F (3843.349944 sec): 3 clusters Score: Raw -365297.188673 + Penalty 825.311094 = -364471.877579 nChanged 503 SP:Iteration 5F (3843.392584 sec): 3 clusters Score: Raw -365614.409631 + Penalty 825.311094 = -364789.098537 nChanged 550 SP:Iteration 6F (3843.447408 sec): 3 clusters Score: Raw -366027.001412 + Penalty 825.311094 = -365201.690318 nChanged 520 SP:Iteration 7F (3843.496958 sec): 3 clusters Score: Raw -366472.149095 + Penalty 825.311094 = -365646.838001 nChanged 452 SP:Iteration 8F (3843.551856 sec): 3 clusters Score: Raw -366843.279721 + Penalty 825.311094 = -366017.968628 nChanged 343 SP:Iteration 9Q (3843.600026 sec): 3 clusters Score: Raw -367088.447065 + Penalty 825.311094 = -366263.135971 nChanged 239 SP:Iteration 10Q (3843.647917 sec): 3 clusters Score: Raw -367236.077317 + Penalty 825.311094 = -366410.766223 nChanged 176 SP:Iteration 11Q (3843.699286 sec): 3 clusters Score: Raw -367332.512335 + Penalty 825.311094 = -366507.201241 nChanged 157 SP:Iteration 12Q (3843.760855 sec): 3 clusters Score: Raw -367430.418335 + Penalty 825.311094 = -366605.107241 nChanged 138 SP:Iteration 13Q (3843.807750 sec): 3 clusters Score: Raw -367519.069371 + Penalty 825.311094 = -366693.758277 nChanged 116 SP:Iteration 14Q (3843.861051 sec): 3 clusters Score: Raw -367593.788993 + Penalty 825.311094 = -366768.477899 nChanged 103 SP:Iteration 15Q (3843.923616 sec): 3 clusters Score: Raw -367652.311034 + Penalty 825.311094 = -366826.999940 nChanged 70 SP:Iteration 16Q (3843.961910 sec): 3 clusters Score: Raw -367689.101671 + Penalty 825.311094 = -366863.790577 nChanged 66 SP:Iteration 17Q (3844.021022 sec): 3 clusters Score: Raw -367724.001927 + Penalty 825.311094 = -366898.690833 nChanged 60 SP:Iteration 18Q (3844.077774 sec): 3 clusters Score: Raw -367753.920775 + Penalty 825.311094 = -366928.609681 nChanged 42 SP:Iteration 19Q (3844.121605 sec): 3 clusters Score: Raw -367771.781039 + Penalty 825.311094 = -366946.469946 nChanged 38 SP:Iteration 20F (3844.178083 sec): 3 clusters Score: Raw -367790.698301 + Penalty 825.311094 = -366965.387207 nChanged 30 SP:Iteration 21Q (3844.227120 sec): 3 clusters Score: Raw -367803.774281 + Penalty 825.311094 = -366978.463188 nChanged 31 SP:Iteration 22Q (3844.269806 sec): 3 clusters Score: Raw -367817.793631 + Penalty 825.311094 = -366992.482537 nChanged 19 SP:Iteration 23Q (3844.324478 sec): 3 clusters Score: Raw -367827.337804 + Penalty 825.311094 = -367002.026711 nChanged 19 SP:Iteration 24Q (3844.367479 sec): 3 clusters Score: Raw -367837.156003 + Penalty 825.311094 = -367011.844909 nChanged 15 SP:Iteration 25Q (3844.425450 sec): 3 clusters Score: Raw -367845.714017 + Penalty 825.311094 = -367020.402924 nChanged 11 SP:Iteration 26Q (3844.471240 sec): 3 clusters Score: Raw -367851.712639 + Penalty 825.311094 = -367026.401545 nChanged 6 SP:Iteration 27Q (3844.520871 sec): 3 clusters Score: Raw -367854.456538 + Penalty 825.311094 = -367029.145444 nChanged 9 SP:Iteration 28Q (3844.572440 sec): 3 clusters Score: Raw -367855.778525 + Penalty 825.311094 = -367030.467431 nChanged 3 SP:Iteration 29Q (3844.626852 sec): 3 clusters Score: Raw -367856.206316 + Penalty 825.311094 = -367030.895222 nChanged 4 SP:Iteration 30Q (3844.681149 sec): 3 clusters Score: Raw -367857.082719 + Penalty 825.311094 = -367031.771626 nChanged 5 SP:Iteration 31Q (3844.723342 sec): 3 clusters Score: Raw -367859.123932 + Penalty 825.311094 = -367033.812838 nChanged 8 SP:Iteration 32Q (3844.778547 sec): 3 clusters Score: Raw -367862.773519 + Penalty 825.311094 = -367037.462425 nChanged 7 SP:Iteration 33Q (3844.830312 sec): 3 clusters Score: Raw -367864.843736 + Penalty 825.311094 = -367039.532642 nChanged 5 SP:Iteration 34Q (3844.888544 sec): 3 clusters Score: Raw -367866.443565 + Penalty 825.311094 = -367041.132471 nChanged 3 SP:Iteration 35Q (3844.929260 sec): 3 clusters Score: Raw -367867.361954 + Penalty 825.311094 = -367042.050861 nChanged 4 SP:Iteration 36Q (3844.975412 sec): 3 clusters Score: Raw -367868.080353 + Penalty 825.311094 = -367042.769259 nChanged 3 SP:Iteration 37Q (3845.030263 sec): 3 clusters Score: Raw -367869.285029 + Penalty 825.311094 = -367043.973935 nChanged 3 SP:Iteration 38Q (3845.087869 sec): 3 clusters Score: Raw -367870.335823 + Penalty 825.311094 = -367045.024729 nChanged 1 SP:Iteration 39Q (3845.138903 sec): 3 clusters Score: Raw -367870.467951 + Penalty 825.311094 = -367045.156857 nChanged 3 SP:Iteration 40F (3845.182532 sec): 3 clusters Score: Raw -367871.489240 + Penalty 825.311094 = -367046.178146 nChanged 1 SP:Iteration 41Q (3845.236125 sec): 3 clusters Score: Raw -367871.754614 + Penalty 825.311094 = -367046.443520 nChanged 3 SP:Iteration 42Q (3845.280478 sec): 3 clusters Score: Raw -367872.372889 + Penalty 825.311094 = -367047.061795 nChanged 1 SP:Iteration 43Q (3845.331209 sec): 3 clusters Score: Raw -367872.431454 + Penalty 825.311094 = -367047.120360 nChanged 0 SP:Iteration 44F (3845.373513 sec): 3 clusters Score: Raw -367872.431454 + Penalty 825.311094 = -367047.120360 nChanged 0 Trying to split cluster 14 (1269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3845.404972 sec): 2 clusters Score: Raw -49179.363599 + Penalty 325.142293 = -48854.221306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3845.442773 sec): 3 clusters Score: Raw -48541.551377 + Penalty 650.284587 = -47891.266790 nChanged 512 SP:Iteration 1F (3845.491756 sec): 3 clusters Score: Raw -48862.686095 + Penalty 650.284587 = -48212.401509 nChanged 132 SP:Iteration 2F (3845.529931 sec): 3 clusters Score: Raw -48976.268773 + Penalty 650.284587 = -48325.984186 nChanged 110 SP:Iteration 3F (3845.576897 sec): 3 clusters Score: Raw -49081.210271 + Penalty 650.284587 = -48430.925684 nChanged 73 SP:Iteration 4F (3845.618906 sec): 3 clusters Score: Raw -49152.093163 + Penalty 650.284587 = -48501.808577 nChanged 63 SP:Iteration 5Q (3845.651805 sec): 3 clusters Score: Raw -49210.068255 + Penalty 650.284587 = -48559.783669 nChanged 53 SP:Iteration 6Q (3845.710782 sec): 3 clusters Score: Raw -49258.377142 + Penalty 650.284587 = -48608.092556 nChanged 47 SP:Iteration 7Q (3845.749370 sec): 3 clusters Score: Raw -49309.284466 + Penalty 650.284587 = -48658.999880 nChanged 36 SP:Iteration 8Q (3845.780810 sec): 3 clusters Score: Raw -49333.464373 + Penalty 650.284587 = -48683.179787 nChanged 26 SP:Iteration 9Q (3845.825031 sec): 3 clusters Score: Raw -49351.635932 + Penalty 650.284587 = -48701.351345 nChanged 19 SP:Iteration 10Q (3845.872509 sec): 3 clusters Score: Raw -49360.886515 + Penalty 650.284587 = -48710.601928 nChanged 10 SP:Iteration 11Q (3845.918463 sec): 3 clusters Score: Raw -49363.959394 + Penalty 650.284587 = -48713.674808 nChanged 6 SP:Iteration 12Q (3845.964022 sec): 3 clusters Score: Raw -49366.062297 + Penalty 650.284587 = -48715.777710 nChanged 4 SP:Iteration 13Q (3846.003651 sec): 3 clusters Score: Raw -49367.289882 + Penalty 650.284587 = -48717.005296 nChanged 6 SP:Iteration 14Q (3846.048452 sec): 3 clusters Score: Raw -49369.582329 + Penalty 650.284587 = -48719.297742 nChanged 8 SP:Iteration 15Q (3846.093540 sec): 3 clusters Score: Raw -49372.677899 + Penalty 650.284587 = -48722.393312 nChanged 7 SP:Iteration 16Q (3846.140362 sec): 3 clusters Score: Raw -49374.573050 + Penalty 650.284587 = -48724.288463 nChanged 7 SP:Iteration 17Q (3846.186400 sec): 3 clusters Score: Raw -49376.814071 + Penalty 650.284587 = -48726.529484 nChanged 10 SP:Iteration 18Q (3846.231194 sec): 3 clusters Score: Raw -49379.999807 + Penalty 650.284587 = -48729.715221 nChanged 6 SP:Iteration 19Q (3846.273028 sec): 3 clusters Score: Raw -49382.349601 + Penalty 650.284587 = -48732.065014 nChanged 5 SP:Iteration 20F (3846.320116 sec): 3 clusters Score: Raw -49383.887079 + Penalty 650.284587 = -48733.602493 nChanged 6 SP:Iteration 21Q (3846.372764 sec): 3 clusters Score: Raw -49385.943102 + Penalty 650.284587 = -48735.658515 nChanged 4 SP:Iteration 22Q (3846.410512 sec): 3 clusters Score: Raw -49386.641294 + Penalty 650.284587 = -48736.356707 nChanged 1 SP:Iteration 23Q (3846.458031 sec): 3 clusters Score: Raw -49386.726514 + Penalty 650.284587 = -48736.441928 nChanged 0 SP:Iteration 24F (3846.504929 sec): 3 clusters Score: Raw -49386.726514 + Penalty 650.284587 = -48736.441928 nChanged 0 Trying to split cluster 15 (107067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3846.619868 sec): 2 clusters Score: Raw -4337405.928250 + Penalty 526.945059 = -4336878.983191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3846.761980 sec): 3 clusters Score: Raw -4265221.220844 + Penalty 1053.890118 = -4264167.330727 nChanged 52592 SP:Iteration 1F (3846.906385 sec): 3 clusters Score: Raw -4298720.923494 + Penalty 1053.890118 = -4297667.033377 nChanged 5870 SP:Iteration 2F (3847.051354 sec): 3 clusters Score: Raw -4301685.983383 + Penalty 1053.890118 = -4300632.093265 nChanged 6745 SP:Iteration 3F (3847.184708 sec): 3 clusters Score: Raw -4305939.022549 + Penalty 1053.890118 = -4304885.132431 nChanged 7240 SP:Iteration 4F (3847.326861 sec): 3 clusters Score: Raw -4311134.591423 + Penalty 1053.890118 = -4310080.701305 nChanged 7014 SP:Iteration 5F (3847.472839 sec): 3 clusters Score: Raw -4316347.291977 + Penalty 1053.890118 = -4315293.401860 nChanged 5990 SP:Iteration 6F (3847.611722 sec): 3 clusters Score: Raw -4320096.855196 + Penalty 1053.890118 = -4319042.965079 nChanged 4320 SP:Iteration 7Q (3847.770225 sec): 3 clusters Score: Raw -4321876.780955 + Penalty 1053.890118 = -4320822.890837 nChanged 2626 SP:Iteration 8Q (3847.930051 sec): 3 clusters Score: Raw -4322644.033802 + Penalty 1053.890118 = -4321590.143685 nChanged 1907 SP:Iteration 9Q (3848.079029 sec): 3 clusters Score: Raw -4323175.064934 + Penalty 1053.890118 = -4322121.174816 nChanged 1703 SP:Iteration 10Q (3848.233172 sec): 3 clusters Score: Raw -4323642.230624 + Penalty 1053.890118 = -4322588.340506 nChanged 1636 SP:Iteration 11Q (3848.388913 sec): 3 clusters Score: Raw -4324088.809519 + Penalty 1053.890118 = -4323034.919402 nChanged 1628 SP:Iteration 12Q (3848.542899 sec): 3 clusters Score: Raw -4324538.934631 + Penalty 1053.890118 = -4323485.044513 nChanged 1625 SP:Iteration 13Q (3848.702105 sec): 3 clusters Score: Raw -4324993.482260 + Penalty 1053.890118 = -4323939.592142 nChanged 1671 SP:Iteration 14Q (3848.853043 sec): 3 clusters Score: Raw -4325474.291128 + Penalty 1053.890118 = -4324420.401010 nChanged 1760 SP:Iteration 15Q (3848.991372 sec): 3 clusters Score: Raw -4325983.312198 + Penalty 1053.890118 = -4324929.422080 nChanged 1773 SP:Iteration 16Q (3849.159258 sec): 3 clusters Score: Raw -4326517.307529 + Penalty 1053.890118 = -4325463.417412 nChanged 1855 SP:Iteration 17Q (3849.319410 sec): 3 clusters Score: Raw -4327104.394496 + Penalty 1053.890118 = -4326050.504378 nChanged 1885 SP:Iteration 18Q (3849.463656 sec): 3 clusters Score: Raw -4327720.167658 + Penalty 1053.890118 = -4326666.277540 nChanged 1872 SP:Iteration 19Q (3849.618695 sec): 3 clusters Score: Raw -4328344.319271 + Penalty 1053.890118 = -4327290.429153 nChanged 1892 SP:Iteration 20F (3849.746628 sec): 3 clusters Score: Raw -4329008.752264 + Penalty 1053.890118 = -4327954.862146 nChanged 1931 SP:Iteration 21Q (3849.894147 sec): 3 clusters Score: Raw -4329735.450777 + Penalty 1053.890118 = -4328681.560660 nChanged 1914 SP:Iteration 22Q (3850.036451 sec): 3 clusters Score: Raw -4330488.060159 + Penalty 1053.890118 = -4329434.170042 nChanged 1850 SP:Iteration 23Q (3850.180151 sec): 3 clusters Score: Raw -4331250.362272 + Penalty 1053.890118 = -4330196.472155 nChanged 1785 SP:Iteration 24Q (3850.335336 sec): 3 clusters Score: Raw -4332013.064143 + Penalty 1053.890118 = -4330959.174025 nChanged 1636 SP:Iteration 25Q (3850.474422 sec): 3 clusters Score: Raw -4332742.544684 + Penalty 1053.890118 = -4331688.654566 nChanged 1563 SP:Iteration 26Q (3850.624873 sec): 3 clusters Score: Raw -4333466.117290 + Penalty 1053.890118 = -4332412.227172 nChanged 1440 SP:Iteration 27Q (3850.759804 sec): 3 clusters Score: Raw -4334127.665441 + Penalty 1053.890118 = -4333073.775323 nChanged 1226 SP:Iteration 28Q (3850.902917 sec): 3 clusters Score: Raw -4334681.766061 + Penalty 1053.890118 = -4333627.875943 nChanged 1094 SP:Iteration 29Q (3851.039454 sec): 3 clusters Score: Raw -4335196.768877 + Penalty 1053.890118 = -4334142.878759 nChanged 957 SP:Iteration 30Q (3851.165930 sec): 3 clusters Score: Raw -4335643.091694 + Penalty 1053.890118 = -4334589.201576 nChanged 784 SP:Iteration 31Q (3851.308976 sec): 3 clusters Score: Raw -4336008.558326 + Penalty 1053.890118 = -4334954.668208 nChanged 706 SP:Iteration 32Q (3851.453452 sec): 3 clusters Score: Raw -4336342.715620 + Penalty 1053.890118 = -4335288.825502 nChanged 565 SP:Iteration 33Q (3851.595336 sec): 3 clusters Score: Raw -4336599.350760 + Penalty 1053.890118 = -4335545.460642 nChanged 450 SP:Iteration 34Q (3851.734021 sec): 3 clusters Score: Raw -4336808.196503 + Penalty 1053.890118 = -4335754.306386 nChanged 344 SP:Iteration 35Q (3851.864670 sec): 3 clusters Score: Raw -4336959.339542 + Penalty 1053.890118 = -4335905.449425 nChanged 263 SP:Iteration 36Q (3851.996171 sec): 3 clusters Score: Raw -4337071.978463 + Penalty 1053.890118 = -4336018.088346 nChanged 221 SP:Iteration 37Q (3852.134720 sec): 3 clusters Score: Raw -4337160.935606 + Penalty 1053.890118 = -4336107.045488 nChanged 172 SP:Iteration 38Q (3852.268817 sec): 3 clusters Score: Raw -4337228.133561 + Penalty 1053.890118 = -4336174.243443 nChanged 138 SP:Iteration 39Q (3852.405476 sec): 3 clusters Score: Raw -4337278.669448 + Penalty 1053.890118 = -4336224.779330 nChanged 118 SP:Iteration 40F (3852.553357 sec): 3 clusters Score: Raw -4337321.498957 + Penalty 1053.890118 = -4336267.608839 nChanged 93 SP:Iteration 41Q (3852.685891 sec): 3 clusters Score: Raw -4337354.118758 + Penalty 1053.890118 = -4336300.228640 nChanged 67 SP:Iteration 42Q (3852.818389 sec): 3 clusters Score: Raw -4337379.230147 + Penalty 1053.890118 = -4336325.340029 nChanged 56 SP:Iteration 43Q (3852.942882 sec): 3 clusters Score: Raw -4337398.666313 + Penalty 1053.890118 = -4336344.776195 nChanged 51 SP:Iteration 44Q (3853.075875 sec): 3 clusters Score: Raw -4337422.595311 + Penalty 1053.890118 = -4336368.705193 nChanged 47 SP:Iteration 45Q (3853.206179 sec): 3 clusters Score: Raw -4337444.526308 + Penalty 1053.890118 = -4336390.636190 nChanged 40 SP:Iteration 46Q (3853.342672 sec): 3 clusters Score: Raw -4337464.453687 + Penalty 1053.890118 = -4336410.563569 nChanged 27 SP:Iteration 47Q (3853.477439 sec): 3 clusters Score: Raw -4337473.265562 + Penalty 1053.890118 = -4336419.375444 nChanged 22 SP:Iteration 48Q (3853.605845 sec): 3 clusters Score: Raw -4337480.630944 + Penalty 1053.890118 = -4336426.740827 nChanged 21 SP:Iteration 49Q (3853.731037 sec): 3 clusters Score: Raw -4337487.791446 + Penalty 1053.890118 = -4336433.901328 nChanged 17 SP:Iteration 50Q (3853.872478 sec): 3 clusters Score: Raw -4337493.080065 + Penalty 1053.890118 = -4336439.189948 nChanged 10 SP:Iteration 51Q (3854.008180 sec): 3 clusters Score: Raw -4337496.175385 + Penalty 1053.890118 = -4336442.285267 nChanged 13 SP:Iteration 52Q (3854.134085 sec): 3 clusters Score: Raw -4337500.514912 + Penalty 1053.890118 = -4336446.624794 nChanged 18 SP:Iteration 53Q (3854.271377 sec): 3 clusters Score: Raw -4337504.687892 + Penalty 1053.890118 = -4336450.797774 nChanged 11 SP:Iteration 54Q (3854.400910 sec): 3 clusters Score: Raw -4337507.825447 + Penalty 1053.890118 = -4336453.935329 nChanged 12 SP:Iteration 55Q (3854.532061 sec): 3 clusters Score: Raw -4337511.418659 + Penalty 1053.890118 = -4336457.528541 nChanged 5 SP:Iteration 56Q (3854.663695 sec): 3 clusters Score: Raw -4337512.712403 + Penalty 1053.890118 = -4336458.822286 nChanged 6 SP:Iteration 57Q (3854.794395 sec): 3 clusters Score: Raw -4337514.358058 + Penalty 1053.890118 = -4336460.467941 nChanged 6 SP:Iteration 58Q (3854.917188 sec): 3 clusters Score: Raw -4337515.511160 + Penalty 1053.890118 = -4336461.621042 nChanged 5 SP:Iteration 59Q (3855.060412 sec): 3 clusters Score: Raw -4337517.574735 + Penalty 1053.890118 = -4336463.684618 nChanged 5 SP:Iteration 60F (3855.188702 sec): 3 clusters Score: Raw -4337518.831012 + Penalty 1053.890118 = -4336464.940894 nChanged 2 SP:Iteration 61Q (3855.338488 sec): 3 clusters Score: Raw -4337520.021427 + Penalty 1053.890118 = -4336466.131309 nChanged 4 SP:Iteration 62Q (3855.479093 sec): 3 clusters Score: Raw -4337521.801337 + Penalty 1053.890118 = -4336467.911219 nChanged 6 SP:Iteration 63Q (3855.609577 sec): 3 clusters Score: Raw -4337525.066871 + Penalty 1053.890118 = -4336471.176753 nChanged 8 SP:Iteration 64Q (3855.736618 sec): 3 clusters Score: Raw -4337528.855960 + Penalty 1053.890118 = -4336474.965843 nChanged 8 SP:Iteration 65Q (3855.888400 sec): 3 clusters Score: Raw -4337531.792712 + Penalty 1053.890118 = -4336477.902594 nChanged 7 SP:Iteration 66Q (3856.025170 sec): 3 clusters Score: Raw -4337535.116051 + Penalty 1053.890118 = -4336481.225934 nChanged 7 SP:Iteration 67Q (3856.168906 sec): 3 clusters Score: Raw -4337537.321796 + Penalty 1053.890118 = -4336483.431678 nChanged 2 SP:Iteration 68Q (3856.299449 sec): 3 clusters Score: Raw -4337538.134022 + Penalty 1053.890118 = -4336484.243904 nChanged 3 SP:Iteration 69Q (3856.431079 sec): 3 clusters Score: Raw -4337540.201054 + Penalty 1053.890118 = -4336486.310936 nChanged 3 SP:Iteration 70Q (3856.559582 sec): 3 clusters Score: Raw -4337540.728936 + Penalty 1053.890118 = -4336486.838818 nChanged 1 SP:Iteration 71Q (3856.703097 sec): 3 clusters Score: Raw -4337540.790822 + Penalty 1053.890118 = -4336486.900705 nChanged 0 SP:Iteration 72F (3856.846976 sec): 3 clusters Score: Raw -4337540.790822 + Penalty 1053.890118 = -4336486.900705 nChanged 0 Trying to split cluster 16 (1431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3856.877211 sec): 2 clusters Score: Raw -42337.460616 + Penalty 330.608859 = -42006.851757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3856.914803 sec): 3 clusters Score: Raw -41577.629941 + Penalty 661.217719 = -40916.412222 nChanged 583 SP:Iteration 1F (3856.961605 sec): 3 clusters Score: Raw -42019.783480 + Penalty 661.217719 = -41358.565761 nChanged 170 SP:Iteration 2F (3857.002431 sec): 3 clusters Score: Raw -42186.113019 + Penalty 661.217719 = -41524.895300 nChanged 112 SP:Iteration 3F (3857.058283 sec): 3 clusters Score: Raw -42283.074805 + Penalty 661.217719 = -41621.857086 nChanged 69 SP:Iteration 4Q (3857.105566 sec): 3 clusters Score: Raw -42356.478675 + Penalty 661.217719 = -41695.260956 nChanged 65 SP:Iteration 5Q (3857.139498 sec): 3 clusters Score: Raw -42430.154698 + Penalty 661.217719 = -41768.936979 nChanged 65 SP:Iteration 6Q (3857.186033 sec): 3 clusters Score: Raw -42500.744291 + Penalty 661.217719 = -41839.526572 nChanged 58 SP:Iteration 7Q (3857.233230 sec): 3 clusters Score: Raw -42551.529420 + Penalty 661.217719 = -41890.311701 nChanged 42 SP:Iteration 8Q (3857.280961 sec): 3 clusters Score: Raw -42593.588628 + Penalty 661.217719 = -41932.370909 nChanged 34 SP:Iteration 9Q (3857.334696 sec): 3 clusters Score: Raw -42618.811968 + Penalty 661.217719 = -41957.594250 nChanged 21 SP:Iteration 10Q (3857.377301 sec): 3 clusters Score: Raw -42631.681810 + Penalty 661.217719 = -41970.464091 nChanged 15 SP:Iteration 11Q (3857.421439 sec): 3 clusters Score: Raw -42638.372732 + Penalty 661.217719 = -41977.155013 nChanged 14 SP:Iteration 12Q (3857.462979 sec): 3 clusters Score: Raw -42645.370396 + Penalty 661.217719 = -41984.152678 nChanged 10 SP:Iteration 13Q (3857.515068 sec): 3 clusters Score: Raw -42648.349451 + Penalty 661.217719 = -41987.131732 nChanged 5 SP:Iteration 14Q (3857.561397 sec): 3 clusters Score: Raw -42649.409914 + Penalty 661.217719 = -41988.192195 nChanged 0 SP:Iteration 15F (3857.594893 sec): 3 clusters Score: Raw -42649.642912 + Penalty 661.217719 = -41988.425193 nChanged 1 SP:Iteration 16Q (3857.631461 sec): 3 clusters Score: Raw -42650.661912 + Penalty 661.217719 = -41989.444193 nChanged 2 SP:Iteration 17Q (3857.668578 sec): 3 clusters Score: Raw -42651.146268 + Penalty 661.217719 = -41989.928549 nChanged 2 SP:Iteration 18Q (3857.716437 sec): 3 clusters Score: Raw -42651.534683 + Penalty 661.217719 = -41990.316964 nChanged 2 SP:Iteration 19Q (3857.761225 sec): 3 clusters Score: Raw -42652.267729 + Penalty 661.217719 = -41991.050010 nChanged 3 SP:Iteration 20F (3857.803779 sec): 3 clusters Score: Raw -42653.104797 + Penalty 661.217719 = -41991.887078 nChanged 1 SP:Iteration 21Q (3857.848711 sec): 3 clusters Score: Raw -42653.333491 + Penalty 661.217719 = -41992.115772 nChanged 2 SP:Iteration 22Q (3857.892289 sec): 3 clusters Score: Raw -42653.758216 + Penalty 661.217719 = -41992.540497 nChanged 0 SP:Iteration 23F (3857.937833 sec): 3 clusters Score: Raw -42653.758216 + Penalty 661.217719 = -41992.540497 nChanged 0 Trying to split cluster 17 (2034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3857.962255 sec): 2 clusters Score: Raw -76288.980423 + Penalty 346.608061 = -75942.372362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3858.006587 sec): 3 clusters Score: Raw -75159.068648 + Penalty 693.216121 = -74465.852526 nChanged 876 SP:Iteration 1F (3858.043889 sec): 3 clusters Score: Raw -75633.800192 + Penalty 693.216121 = -74940.584071 nChanged 142 SP:Iteration 2F (3858.090074 sec): 3 clusters Score: Raw -75719.561656 + Penalty 693.216121 = -75026.345534 nChanged 108 SP:Iteration 3F (3858.128412 sec): 3 clusters Score: Raw -75777.624497 + Penalty 693.216121 = -75084.408375 nChanged 105 SP:Iteration 4F (3858.165176 sec): 3 clusters Score: Raw -75834.642929 + Penalty 693.216121 = -75141.426808 nChanged 98 SP:Iteration 5Q (3858.200691 sec): 3 clusters Score: Raw -75899.944851 + Penalty 693.216121 = -75206.728729 nChanged 87 SP:Iteration 6Q (3858.250098 sec): 3 clusters Score: Raw -75965.112623 + Penalty 693.216121 = -75271.896501 nChanged 104 SP:Iteration 7F (3858.285329 sec): 3 clusters Score: Raw -76028.941042 + Penalty 693.216121 = -75335.724921 nChanged 83 SP:Iteration 8Q (3858.329386 sec): 3 clusters Score: Raw -76093.209684 + Penalty 693.216121 = -75399.993563 nChanged 79 SP:Iteration 9Q (3858.388111 sec): 3 clusters Score: Raw -76145.675456 + Penalty 693.216121 = -75452.459335 nChanged 59 SP:Iteration 10Q (3858.432800 sec): 3 clusters Score: Raw -76183.921978 + Penalty 693.216121 = -75490.705857 nChanged 48 SP:Iteration 11Q (3858.470962 sec): 3 clusters Score: Raw -76213.571698 + Penalty 693.216121 = -75520.355577 nChanged 35 SP:Iteration 12Q (3858.526785 sec): 3 clusters Score: Raw -76229.135619 + Penalty 693.216121 = -75535.919497 nChanged 23 SP:Iteration 13Q (3858.566011 sec): 3 clusters Score: Raw -76236.066244 + Penalty 693.216121 = -75542.850122 nChanged 24 SP:Iteration 14Q (3858.618725 sec): 3 clusters Score: Raw -76242.534243 + Penalty 693.216121 = -75549.318122 nChanged 14 SP:Iteration 15Q (3858.666963 sec): 3 clusters Score: Raw -76245.428920 + Penalty 693.216121 = -75552.212798 nChanged 13 SP:Iteration 16Q (3858.711710 sec): 3 clusters Score: Raw -76247.985829 + Penalty 693.216121 = -75554.769708 nChanged 11 SP:Iteration 17Q (3858.747142 sec): 3 clusters Score: Raw -76252.069986 + Penalty 693.216121 = -75558.853865 nChanged 15 SP:Iteration 18Q (3858.792343 sec): 3 clusters Score: Raw -76256.005413 + Penalty 693.216121 = -75562.789292 nChanged 7 SP:Iteration 19Q (3858.845728 sec): 3 clusters Score: Raw -76258.533462 + Penalty 693.216121 = -75565.317341 nChanged 12 SP:Iteration 20F (3858.893410 sec): 3 clusters Score: Raw -76262.633758 + Penalty 693.216121 = -75569.417636 nChanged 12 SP:Iteration 21Q (3858.935053 sec): 3 clusters Score: Raw -76268.115694 + Penalty 693.216121 = -75574.899573 nChanged 13 SP:Iteration 22Q (3858.981564 sec): 3 clusters Score: Raw -76272.578808 + Penalty 693.216121 = -75579.362686 nChanged 10 SP:Iteration 23Q (3859.026658 sec): 3 clusters Score: Raw -76275.966793 + Penalty 693.216121 = -75582.750672 nChanged 16 SP:Iteration 24Q (3859.073938 sec): 3 clusters Score: Raw -76280.091738 + Penalty 693.216121 = -75586.875616 nChanged 13 SP:Iteration 25Q (3859.119469 sec): 3 clusters Score: Raw -76285.149609 + Penalty 693.216121 = -75591.933488 nChanged 15 SP:Iteration 26Q (3859.161085 sec): 3 clusters Score: Raw -76290.926782 + Penalty 693.216121 = -75597.710661 nChanged 15 SP:Iteration 27Q (3859.212283 sec): 3 clusters Score: Raw -76294.328305 + Penalty 693.216121 = -75601.112183 nChanged 12 SP:Iteration 28Q (3859.257176 sec): 3 clusters Score: Raw -76298.060640 + Penalty 693.216121 = -75604.844519 nChanged 9 SP:Iteration 29Q (3859.308634 sec): 3 clusters Score: Raw -76300.472726 + Penalty 693.216121 = -75607.256604 nChanged 6 SP:Iteration 30Q (3859.351204 sec): 3 clusters Score: Raw -76303.591484 + Penalty 693.216121 = -75610.375363 nChanged 10 SP:Iteration 31Q (3859.398375 sec): 3 clusters Score: Raw -76307.921426 + Penalty 693.216121 = -75614.705304 nChanged 9 SP:Iteration 32Q (3859.450731 sec): 3 clusters Score: Raw -76310.460470 + Penalty 693.216121 = -75617.244349 nChanged 11 SP:Iteration 33Q (3859.496864 sec): 3 clusters Score: Raw -76314.397152 + Penalty 693.216121 = -75621.181030 nChanged 11 SP:Iteration 34Q (3859.553316 sec): 3 clusters Score: Raw -76317.950376 + Penalty 693.216121 = -75624.734254 nChanged 8 SP:Iteration 35Q (3859.601273 sec): 3 clusters Score: Raw -76319.828306 + Penalty 693.216121 = -75626.612184 nChanged 10 SP:Iteration 36Q (3859.658990 sec): 3 clusters Score: Raw -76323.899655 + Penalty 693.216121 = -75630.683534 nChanged 12 SP:Iteration 37Q (3859.695322 sec): 3 clusters Score: Raw -76327.479168 + Penalty 693.216121 = -75634.263047 nChanged 10 SP:Iteration 38Q (3859.750678 sec): 3 clusters Score: Raw -76329.691045 + Penalty 693.216121 = -75636.474923 nChanged 10 SP:Iteration 39Q (3859.795529 sec): 3 clusters Score: Raw -76331.914786 + Penalty 693.216121 = -75638.698664 nChanged 9 SP:Iteration 40F (3859.841214 sec): 3 clusters Score: Raw -76334.482387 + Penalty 693.216121 = -75641.266266 nChanged 6 SP:Iteration 41Q (3859.881642 sec): 3 clusters Score: Raw -76336.868163 + Penalty 693.216121 = -75643.652041 nChanged 11 SP:Iteration 42Q (3859.927524 sec): 3 clusters Score: Raw -76343.001399 + Penalty 693.216121 = -75649.785277 nChanged 17 SP:Iteration 43Q (3859.979465 sec): 3 clusters Score: Raw -76349.392600 + Penalty 693.216121 = -75656.176479 nChanged 21 SP:Iteration 44Q (3860.017454 sec): 3 clusters Score: Raw -76357.226067 + Penalty 693.216121 = -75664.009945 nChanged 24 SP:Iteration 45Q (3860.068331 sec): 3 clusters Score: Raw -76366.846022 + Penalty 693.216121 = -75673.629900 nChanged 22 SP:Iteration 46Q (3860.118956 sec): 3 clusters Score: Raw -76374.909948 + Penalty 693.216121 = -75681.693827 nChanged 18 SP:Iteration 47Q (3860.156064 sec): 3 clusters Score: Raw -76380.088599 + Penalty 693.216121 = -75686.872478 nChanged 10 SP:Iteration 48Q (3860.207458 sec): 3 clusters Score: Raw -76383.347058 + Penalty 693.216121 = -75690.130937 nChanged 8 SP:Iteration 49Q (3860.259969 sec): 3 clusters Score: Raw -76385.907997 + Penalty 693.216121 = -75692.691875 nChanged 9 SP:Iteration 50Q (3860.312885 sec): 3 clusters Score: Raw -76388.062714 + Penalty 693.216121 = -75694.846592 nChanged 6 SP:Iteration 51Q (3860.355516 sec): 3 clusters Score: Raw -76390.517238 + Penalty 693.216121 = -75697.301116 nChanged 5 SP:Iteration 52Q (3860.400292 sec): 3 clusters Score: Raw -76392.524312 + Penalty 693.216121 = -75699.308190 nChanged 7 SP:Iteration 53Q (3860.448066 sec): 3 clusters Score: Raw -76395.761022 + Penalty 693.216121 = -75702.544900 nChanged 5 SP:Iteration 54Q (3860.497718 sec): 3 clusters Score: Raw -76397.587819 + Penalty 693.216121 = -75704.371698 nChanged 8 SP:Iteration 55Q (3860.545418 sec): 3 clusters Score: Raw -76401.585460 + Penalty 693.216121 = -75708.369338 nChanged 7 SP:Iteration 56Q (3860.595927 sec): 3 clusters Score: Raw -76404.131608 + Penalty 693.216121 = -75710.915486 nChanged 4 SP:Iteration 57Q (3860.640340 sec): 3 clusters Score: Raw -76405.350170 + Penalty 693.216121 = -75712.134049 nChanged 6 SP:Iteration 58Q (3860.689086 sec): 3 clusters Score: Raw -76407.056059 + Penalty 693.216121 = -75713.839938 nChanged 5 SP:Iteration 59Q (3860.738136 sec): 3 clusters Score: Raw -76409.208145 + Penalty 693.216121 = -75715.992024 nChanged 6 SP:Iteration 60F (3860.789519 sec): 3 clusters Score: Raw -76411.834575 + Penalty 693.216121 = -75718.618453 nChanged 1 SP:Iteration 61Q (3860.839621 sec): 3 clusters Score: Raw -76412.105929 + Penalty 693.216121 = -75718.889808 nChanged 1 SP:Iteration 62Q (3860.897266 sec): 3 clusters Score: Raw -76412.257574 + Penalty 693.216121 = -75719.041453 nChanged 2 SP:Iteration 63Q (3860.952038 sec): 3 clusters Score: Raw -76412.668095 + Penalty 693.216121 = -75719.451973 nChanged 3 SP:Iteration 64Q (3860.998957 sec): 3 clusters Score: Raw -76413.595378 + Penalty 693.216121 = -75720.379257 nChanged 5 SP:Iteration 65Q (3861.036282 sec): 3 clusters Score: Raw -76414.962752 + Penalty 693.216121 = -75721.746630 nChanged 4 SP:Iteration 66Q (3861.097448 sec): 3 clusters Score: Raw -76415.787974 + Penalty 693.216121 = -75722.571852 nChanged 3 SP:Iteration 67Q (3861.140458 sec): 3 clusters Score: Raw -76417.352520 + Penalty 693.216121 = -75724.136399 nChanged 2 SP:Iteration 68Q (3861.177737 sec): 3 clusters Score: Raw -76418.633156 + Penalty 693.216121 = -75725.417035 nChanged 5 SP:Iteration 69Q (3861.232577 sec): 3 clusters Score: Raw -76420.394698 + Penalty 693.216121 = -75727.178577 nChanged 8 SP:Iteration 70Q (3861.276314 sec): 3 clusters Score: Raw -76425.595586 + Penalty 693.216121 = -75732.379464 nChanged 13 SP:Iteration 71Q (3861.314357 sec): 3 clusters Score: Raw -76434.700008 + Penalty 693.216121 = -75741.483886 nChanged 11 SP:Iteration 72Q (3861.358403 sec): 3 clusters Score: Raw -76440.856400 + Penalty 693.216121 = -75747.640278 nChanged 12 SP:Iteration 73Q (3861.410424 sec): 3 clusters Score: Raw -76449.895612 + Penalty 693.216121 = -75756.679490 nChanged 9 SP:Iteration 74Q (3861.456882 sec): 3 clusters Score: Raw -76455.764097 + Penalty 693.216121 = -75762.547975 nChanged 8 SP:Iteration 75Q (3861.497661 sec): 3 clusters Score: Raw -76461.770601 + Penalty 693.216121 = -75768.554479 nChanged 7 SP:Iteration 76Q (3861.537734 sec): 3 clusters Score: Raw -76466.839607 + Penalty 693.216121 = -75773.623485 nChanged 4 SP:Iteration 77Q (3861.580789 sec): 3 clusters Score: Raw -76468.306427 + Penalty 693.216121 = -75775.090306 nChanged 3 SP:Iteration 78Q (3861.633895 sec): 3 clusters Score: Raw -76469.546872 + Penalty 693.216121 = -75776.330751 nChanged 2 SP:Iteration 79Q (3861.681976 sec): 3 clusters Score: Raw -76470.203656 + Penalty 693.216121 = -75776.987535 nChanged 2 SP:Iteration 80F (3861.730639 sec): 3 clusters Score: Raw -76470.453362 + Penalty 693.216121 = -75777.237240 nChanged 1 SP:Iteration 81Q (3861.775460 sec): 3 clusters Score: Raw -76470.521182 + Penalty 693.216121 = -75777.305060 nChanged 0 SP:Iteration 82F (3861.817863 sec): 3 clusters Score: Raw -76470.521182 + Penalty 693.216121 = -75777.305060 nChanged 0 Trying to split cluster 18 (8215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3861.861935 sec): 2 clusters Score: Raw -316189.285552 + Penalty 410.124125 = -315779.161427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3861.913729 sec): 3 clusters Score: Raw -311209.389543 + Penalty 820.248250 = -310389.141293 nChanged 3712 SP:Iteration 1F (3861.965773 sec): 3 clusters Score: Raw -313340.727574 + Penalty 820.248250 = -312520.479324 nChanged 533 SP:Iteration 2F (3862.028500 sec): 3 clusters Score: Raw -313612.160031 + Penalty 820.248250 = -312791.911781 nChanged 563 SP:Iteration 3F (3862.081509 sec): 3 clusters Score: Raw -313908.669957 + Penalty 820.248250 = -313088.421707 nChanged 515 SP:Iteration 4F (3862.128795 sec): 3 clusters Score: Raw -314223.805027 + Penalty 820.248250 = -313403.556777 nChanged 526 SP:Iteration 5F (3862.189494 sec): 3 clusters Score: Raw -314597.726681 + Penalty 820.248250 = -313777.478431 nChanged 484 SP:Iteration 6F (3862.245245 sec): 3 clusters Score: Raw -315015.118402 + Penalty 820.248250 = -314194.870152 nChanged 446 SP:Iteration 7F (3862.301420 sec): 3 clusters Score: Raw -315432.494767 + Penalty 820.248250 = -314612.246517 nChanged 360 SP:Iteration 8Q (3862.351433 sec): 3 clusters Score: Raw -315766.971320 + Penalty 820.248250 = -314946.723070 nChanged 235 SP:Iteration 9Q (3862.406552 sec): 3 clusters Score: Raw -315967.293339 + Penalty 820.248250 = -315147.045089 nChanged 145 SP:Iteration 10Q (3862.463549 sec): 3 clusters Score: Raw -316062.730332 + Penalty 820.248250 = -315242.482082 nChanged 107 SP:Iteration 11Q (3862.519155 sec): 3 clusters Score: Raw -316128.522699 + Penalty 820.248250 = -315308.274450 nChanged 77 SP:Iteration 12Q (3862.572066 sec): 3 clusters Score: Raw -316168.298374 + Penalty 820.248250 = -315348.050124 nChanged 64 SP:Iteration 13Q (3862.629999 sec): 3 clusters Score: Raw -316202.151400 + Penalty 820.248250 = -315381.903151 nChanged 41 SP:Iteration 14Q (3862.674943 sec): 3 clusters Score: Raw -316222.432253 + Penalty 820.248250 = -315402.184003 nChanged 37 SP:Iteration 15Q (3862.736328 sec): 3 clusters Score: Raw -316241.608929 + Penalty 820.248250 = -315421.360679 nChanged 30 SP:Iteration 16Q (3862.786931 sec): 3 clusters Score: Raw -316259.038000 + Penalty 820.248250 = -315438.789750 nChanged 21 SP:Iteration 17Q (3862.844445 sec): 3 clusters Score: Raw -316268.900352 + Penalty 820.248250 = -315448.652102 nChanged 10 SP:Iteration 18Q (3862.900161 sec): 3 clusters Score: Raw -316271.758109 + Penalty 820.248250 = -315451.509859 nChanged 8 SP:Iteration 19Q (3862.955185 sec): 3 clusters Score: Raw -316273.956596 + Penalty 820.248250 = -315453.708347 nChanged 7 SP:Iteration 20F (3863.011454 sec): 3 clusters Score: Raw -316275.190492 + Penalty 820.248250 = -315454.942242 nChanged 3 SP:Iteration 21Q (3863.067143 sec): 3 clusters Score: Raw -316275.660299 + Penalty 820.248250 = -315455.412049 nChanged 1 SP:Iteration 22Q (3863.110458 sec): 3 clusters Score: Raw -316276.280255 + Penalty 820.248250 = -315456.032006 nChanged 4 SP:Iteration 23Q (3863.172891 sec): 3 clusters Score: Raw -316277.509395 + Penalty 820.248250 = -315457.261146 nChanged 3 SP:Iteration 24Q (3863.226107 sec): 3 clusters Score: Raw -316278.295038 + Penalty 820.248250 = -315458.046788 nChanged 1 SP:Iteration 25Q (3863.276153 sec): 3 clusters Score: Raw -316278.567130 + Penalty 820.248250 = -315458.318880 nChanged 2 SP:Iteration 26Q (3863.330491 sec): 3 clusters Score: Raw -316279.412784 + Penalty 820.248250 = -315459.164534 nChanged 5 SP:Iteration 27Q (3863.387435 sec): 3 clusters Score: Raw -316281.142187 + Penalty 820.248250 = -315460.893937 nChanged 5 SP:Iteration 28Q (3863.433172 sec): 3 clusters Score: Raw -316283.691340 + Penalty 820.248250 = -315463.443090 nChanged 11 SP:Iteration 29Q (3863.493890 sec): 3 clusters Score: Raw -316287.387084 + Penalty 820.248250 = -315467.138834 nChanged 9 SP:Iteration 30Q (3863.544287 sec): 3 clusters Score: Raw -316291.964732 + Penalty 820.248250 = -315471.716483 nChanged 4 SP:Iteration 31Q (3863.594301 sec): 3 clusters Score: Raw -316293.747598 + Penalty 820.248250 = -315473.499349 nChanged 4 SP:Iteration 32Q (3863.648772 sec): 3 clusters Score: Raw -316294.410975 + Penalty 820.248250 = -315474.162725 nChanged 1 SP:Iteration 33Q (3863.700992 sec): 3 clusters Score: Raw -316294.991116 + Penalty 820.248250 = -315474.742866 nChanged 2 SP:Iteration 34Q (3863.755014 sec): 3 clusters Score: Raw -316295.591332 + Penalty 820.248250 = -315475.343082 nChanged 3 SP:Iteration 35Q (3863.805166 sec): 3 clusters Score: Raw -316295.978857 + Penalty 820.248250 = -315475.730608 nChanged 3 SP:Iteration 36Q (3863.852604 sec): 3 clusters Score: Raw -316296.744234 + Penalty 820.248250 = -315476.495984 nChanged 0 SP:Iteration 37F (3863.905403 sec): 3 clusters Score: Raw -316296.744234 + Penalty 820.248250 = -315476.495984 nChanged 0 Trying to split cluster 19 (5206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3863.935236 sec): 2 clusters Score: Raw -218536.182139 + Penalty 389.369302 = -218146.812837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3863.987816 sec): 3 clusters Score: Raw -215409.867825 + Penalty 778.738605 = -214631.129220 nChanged 2359 SP:Iteration 1F (3864.037451 sec): 3 clusters Score: Raw -216702.656022 + Penalty 778.738605 = -215923.917417 nChanged 364 SP:Iteration 2F (3864.093073 sec): 3 clusters Score: Raw -216899.052716 + Penalty 778.738605 = -216120.314112 nChanged 373 SP:Iteration 3F (3864.144734 sec): 3 clusters Score: Raw -217129.534698 + Penalty 778.738605 = -216350.796093 nChanged 374 SP:Iteration 4F (3864.197011 sec): 3 clusters Score: Raw -217418.279748 + Penalty 778.738605 = -216639.541143 nChanged 342 SP:Iteration 5F (3864.252458 sec): 3 clusters Score: Raw -217686.100781 + Penalty 778.738605 = -216907.362176 nChanged 278 SP:Iteration 6F (3864.304380 sec): 3 clusters Score: Raw -217856.114974 + Penalty 778.738605 = -217077.376369 nChanged 227 SP:Iteration 7Q (3864.357396 sec): 3 clusters Score: Raw -217990.292375 + Penalty 778.738605 = -217211.553770 nChanged 196 SP:Iteration 8Q (3864.406595 sec): 3 clusters Score: Raw -218121.815954 + Penalty 778.738605 = -217343.077350 nChanged 148 SP:Iteration 9Q (3864.453604 sec): 3 clusters Score: Raw -218212.803113 + Penalty 778.738605 = -217434.064508 nChanged 117 SP:Iteration 10Q (3864.508009 sec): 3 clusters Score: Raw -218286.245501 + Penalty 778.738605 = -217507.506896 nChanged 107 SP:Iteration 11Q (3864.548099 sec): 3 clusters Score: Raw -218345.957517 + Penalty 778.738605 = -217567.218913 nChanged 82 SP:Iteration 12Q (3864.608133 sec): 3 clusters Score: Raw -218378.362922 + Penalty 778.738605 = -217599.624318 nChanged 66 SP:Iteration 13Q (3864.658906 sec): 3 clusters Score: Raw -218408.918182 + Penalty 778.738605 = -217630.179577 nChanged 54 SP:Iteration 14Q (3864.708585 sec): 3 clusters Score: Raw -218434.032827 + Penalty 778.738605 = -217655.294222 nChanged 53 SP:Iteration 15Q (3864.759023 sec): 3 clusters Score: Raw -218459.330790 + Penalty 778.738605 = -217680.592185 nChanged 54 SP:Iteration 16Q (3864.806631 sec): 3 clusters Score: Raw -218478.210237 + Penalty 778.738605 = -217699.471633 nChanged 40 SP:Iteration 17Q (3864.856149 sec): 3 clusters Score: Raw -218494.060678 + Penalty 778.738605 = -217715.322073 nChanged 37 SP:Iteration 18Q (3864.906382 sec): 3 clusters Score: Raw -218512.721297 + Penalty 778.738605 = -217733.982693 nChanged 31 SP:Iteration 19Q (3864.962798 sec): 3 clusters Score: Raw -218523.139278 + Penalty 778.738605 = -217744.400674 nChanged 26 SP:Iteration 20F (3865.005328 sec): 3 clusters Score: Raw -218528.990473 + Penalty 778.738605 = -217750.251868 nChanged 28 SP:Iteration 21Q (3865.064962 sec): 3 clusters Score: Raw -218535.701222 + Penalty 778.738605 = -217756.962618 nChanged 21 SP:Iteration 22Q (3865.108918 sec): 3 clusters Score: Raw -218541.078236 + Penalty 778.738605 = -217762.339631 nChanged 19 SP:Iteration 23Q (3865.158706 sec): 3 clusters Score: Raw -218546.731536 + Penalty 778.738605 = -217767.992931 nChanged 17 SP:Iteration 24Q (3865.196396 sec): 3 clusters Score: Raw -218553.734958 + Penalty 778.738605 = -217774.996353 nChanged 20 SP:Iteration 25Q (3865.247795 sec): 3 clusters Score: Raw -218559.358555 + Penalty 778.738605 = -217780.619950 nChanged 13 SP:Iteration 26Q (3865.298991 sec): 3 clusters Score: Raw -218562.668296 + Penalty 778.738605 = -217783.929692 nChanged 14 SP:Iteration 27Q (3865.350309 sec): 3 clusters Score: Raw -218565.940530 + Penalty 778.738605 = -217787.201926 nChanged 7 SP:Iteration 28Q (3865.385495 sec): 3 clusters Score: Raw -218567.729675 + Penalty 778.738605 = -217788.991071 nChanged 9 SP:Iteration 29Q (3865.432695 sec): 3 clusters Score: Raw -218569.246195 + Penalty 778.738605 = -217790.507590 nChanged 10 SP:Iteration 30Q (3865.481249 sec): 3 clusters Score: Raw -218571.997580 + Penalty 778.738605 = -217793.258975 nChanged 7 SP:Iteration 31Q (3865.529062 sec): 3 clusters Score: Raw -218573.866687 + Penalty 778.738605 = -217795.128082 nChanged 5 SP:Iteration 32Q (3865.578216 sec): 3 clusters Score: Raw -218575.613481 + Penalty 778.738605 = -217796.874876 nChanged 9 SP:Iteration 33Q (3865.631777 sec): 3 clusters Score: Raw -218577.925121 + Penalty 778.738605 = -217799.186516 nChanged 6 SP:Iteration 34Q (3865.674182 sec): 3 clusters Score: Raw -218579.247591 + Penalty 778.738605 = -217800.508986 nChanged 9 SP:Iteration 35Q (3865.720053 sec): 3 clusters Score: Raw -218581.030745 + Penalty 778.738605 = -217802.292140 nChanged 8 SP:Iteration 36Q (3865.767976 sec): 3 clusters Score: Raw -218582.534705 + Penalty 778.738605 = -217803.796100 nChanged 3 SP:Iteration 37Q (3865.825738 sec): 3 clusters Score: Raw -218582.949168 + Penalty 778.738605 = -217804.210563 nChanged 1 SP:Iteration 38Q (3865.875888 sec): 3 clusters Score: Raw -218583.135712 + Penalty 778.738605 = -217804.397107 nChanged 0 SP:Iteration 39F (3865.916841 sec): 3 clusters Score: Raw -218583.135712 + Penalty 778.738605 = -217804.397107 nChanged 0 Trying to split cluster 20 (767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3865.939174 sec): 2 clusters Score: Raw -26997.796561 + Penalty 302.233149 = -26695.563411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3865.989997 sec): 3 clusters Score: Raw -26679.268811 + Penalty 604.466299 = -26074.802512 nChanged 295 SP:Iteration 1F (3866.031390 sec): 3 clusters Score: Raw -27008.897193 + Penalty 604.466299 = -26404.430894 nChanged 76 SP:Iteration 2F (3866.080882 sec): 3 clusters Score: Raw -27092.162927 + Penalty 604.466299 = -26487.696628 nChanged 53 SP:Iteration 3F (3866.116167 sec): 3 clusters Score: Raw -27149.456259 + Penalty 604.466299 = -26544.989960 nChanged 41 SP:Iteration 4F (3866.167920 sec): 3 clusters Score: Raw -27185.505993 + Penalty 604.466299 = -26581.039694 nChanged 27 SP:Iteration 5Q (3866.208481 sec): 3 clusters Score: Raw -27208.645074 + Penalty 604.466299 = -26604.178775 nChanged 17 SP:Iteration 6Q (3866.255100 sec): 3 clusters Score: Raw -27218.000683 + Penalty 604.466299 = -26613.534384 nChanged 8 SP:Iteration 7Q (3866.301293 sec): 3 clusters Score: Raw -27223.449176 + Penalty 604.466299 = -26618.982878 nChanged 5 SP:Iteration 8Q (3866.338555 sec): 3 clusters Score: Raw -27226.605028 + Penalty 604.466299 = -26622.138729 nChanged 4 SP:Iteration 9Q (3866.383671 sec): 3 clusters Score: Raw -27231.174004 + Penalty 604.466299 = -26626.707706 nChanged 3 SP:Iteration 10Q (3866.439423 sec): 3 clusters Score: Raw -27232.751010 + Penalty 604.466299 = -26628.284711 nChanged 2 SP:Iteration 11Q (3866.470440 sec): 3 clusters Score: Raw -27234.028720 + Penalty 604.466299 = -26629.562422 nChanged 3 SP:Iteration 12Q (3866.522739 sec): 3 clusters Score: Raw -27235.270937 + Penalty 604.466299 = -26630.804638 nChanged 1 SP:Iteration 13Q (3866.566698 sec): 3 clusters Score: Raw -27235.767156 + Penalty 604.466299 = -26631.300857 nChanged 3 SP:Iteration 14Q (3866.608456 sec): 3 clusters Score: Raw -27237.137718 + Penalty 604.466299 = -26632.671419 nChanged 0 SP:Iteration 15F (3866.649223 sec): 3 clusters Score: Raw -27237.137718 + Penalty 604.466299 = -26632.671419 nChanged 0 Trying to split cluster 21 (5945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3866.681952 sec): 2 clusters Score: Raw -232571.582886 + Penalty 395.408914 = -232176.173972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3866.731957 sec): 3 clusters Score: Raw -228931.127897 + Penalty 790.817829 = -228140.310068 nChanged 2735 SP:Iteration 1F (3866.782494 sec): 3 clusters Score: Raw -230351.377537 + Penalty 790.817829 = -229560.559708 nChanged 295 SP:Iteration 2Q (3866.832210 sec): 3 clusters Score: Raw -230457.981671 + Penalty 790.817829 = -229667.163842 nChanged 295 SP:Iteration 3Q (3866.880528 sec): 3 clusters Score: Raw -230577.993894 + Penalty 790.817829 = -229787.176066 nChanged 305 SP:Iteration 4F (3866.922658 sec): 3 clusters Score: Raw -230704.117786 + Penalty 790.817829 = -229913.299957 nChanged 303 SP:Iteration 5F (3866.981695 sec): 3 clusters Score: Raw -230846.885979 + Penalty 790.817829 = -230056.068151 nChanged 292 SP:Iteration 6Q (3867.023129 sec): 3 clusters Score: Raw -230991.159562 + Penalty 790.817829 = -230200.341733 nChanged 281 SP:Iteration 7Q (3867.078890 sec): 3 clusters Score: Raw -231141.315577 + Penalty 790.817829 = -230350.497748 nChanged 252 SP:Iteration 8Q (3867.135571 sec): 3 clusters Score: Raw -231278.807549 + Penalty 790.817829 = -230487.989720 nChanged 247 SP:Iteration 9Q (3867.176491 sec): 3 clusters Score: Raw -231446.962681 + Penalty 790.817829 = -230656.144852 nChanged 216 SP:Iteration 10Q (3867.226682 sec): 3 clusters Score: Raw -231560.157095 + Penalty 790.817829 = -230769.339267 nChanged 191 SP:Iteration 11Q (3867.286188 sec): 3 clusters Score: Raw -231625.637423 + Penalty 790.817829 = -230834.819594 nChanged 137 SP:Iteration 12Q (3867.336408 sec): 3 clusters Score: Raw -231673.285566 + Penalty 790.817829 = -230882.467737 nChanged 127 SP:Iteration 13Q (3867.375194 sec): 3 clusters Score: Raw -231720.149694 + Penalty 790.817829 = -230929.331865 nChanged 98 SP:Iteration 14Q (3867.428979 sec): 3 clusters Score: Raw -231758.059982 + Penalty 790.817829 = -230967.242154 nChanged 96 SP:Iteration 15Q (3867.476932 sec): 3 clusters Score: Raw -231792.812615 + Penalty 790.817829 = -231001.994786 nChanged 87 SP:Iteration 16Q (3867.525125 sec): 3 clusters Score: Raw -231822.219076 + Penalty 790.817829 = -231031.401248 nChanged 86 SP:Iteration 17Q (3867.573796 sec): 3 clusters Score: Raw -231851.119253 + Penalty 790.817829 = -231060.301425 nChanged 87 SP:Iteration 18Q (3867.623057 sec): 3 clusters Score: Raw -231875.688003 + Penalty 790.817829 = -231084.870174 nChanged 82 SP:Iteration 19Q (3867.673577 sec): 3 clusters Score: Raw -231899.749717 + Penalty 790.817829 = -231108.931888 nChanged 84 SP:Iteration 20F (3867.725348 sec): 3 clusters Score: Raw -231933.013528 + Penalty 790.817829 = -231142.195699 nChanged 99 SP:Iteration 21Q (3867.778294 sec): 3 clusters Score: Raw -231974.701505 + Penalty 790.817829 = -231183.883677 nChanged 105 SP:Iteration 22Q (3867.816810 sec): 3 clusters Score: Raw -232016.999432 + Penalty 790.817829 = -231226.181603 nChanged 90 SP:Iteration 23Q (3867.871827 sec): 3 clusters Score: Raw -232049.131965 + Penalty 790.817829 = -231258.314136 nChanged 94 SP:Iteration 24Q (3867.922576 sec): 3 clusters Score: Raw -232082.937992 + Penalty 790.817829 = -231292.120163 nChanged 92 SP:Iteration 25Q (3867.969749 sec): 3 clusters Score: Raw -232116.686874 + Penalty 790.817829 = -231325.869045 nChanged 90 SP:Iteration 26Q (3868.015938 sec): 3 clusters Score: Raw -232148.374188 + Penalty 790.817829 = -231357.556359 nChanged 79 SP:Iteration 27Q (3868.065792 sec): 3 clusters Score: Raw -232181.343385 + Penalty 790.817829 = -231390.525556 nChanged 98 SP:Iteration 28Q (3868.112552 sec): 3 clusters Score: Raw -232223.774038 + Penalty 790.817829 = -231432.956209 nChanged 100 SP:Iteration 29Q (3868.160506 sec): 3 clusters Score: Raw -232269.191711 + Penalty 790.817829 = -231478.373882 nChanged 95 SP:Iteration 30Q (3868.206625 sec): 3 clusters Score: Raw -232309.018809 + Penalty 790.817829 = -231518.200980 nChanged 79 SP:Iteration 31Q (3868.256358 sec): 3 clusters Score: Raw -232342.528704 + Penalty 790.817829 = -231551.710876 nChanged 65 SP:Iteration 32Q (3868.305195 sec): 3 clusters Score: Raw -232366.493997 + Penalty 790.817829 = -231575.676168 nChanged 66 SP:Iteration 33Q (3868.348244 sec): 3 clusters Score: Raw -232392.567359 + Penalty 790.817829 = -231601.749530 nChanged 61 SP:Iteration 34Q (3868.392347 sec): 3 clusters Score: Raw -232416.461148 + Penalty 790.817829 = -231625.643319 nChanged 52 SP:Iteration 35Q (3868.438386 sec): 3 clusters Score: Raw -232442.875270 + Penalty 790.817829 = -231652.057441 nChanged 64 SP:Iteration 36Q (3868.495146 sec): 3 clusters Score: Raw -232485.127419 + Penalty 790.817829 = -231694.309590 nChanged 56 SP:Iteration 37Q (3868.540936 sec): 3 clusters Score: Raw -232522.170217 + Penalty 790.817829 = -231731.352388 nChanged 49 SP:Iteration 38Q (3868.600877 sec): 3 clusters Score: Raw -232557.817614 + Penalty 790.817829 = -231766.999786 nChanged 41 SP:Iteration 39Q (3868.649083 sec): 3 clusters Score: Raw -232585.065464 + Penalty 790.817829 = -231794.247635 nChanged 31 SP:Iteration 40F (3868.688557 sec): 3 clusters Score: Raw -232601.285644 + Penalty 790.817829 = -231810.467816 nChanged 17 SP:Iteration 41Q (3868.742057 sec): 3 clusters Score: Raw -232608.119374 + Penalty 790.817829 = -231817.301545 nChanged 18 SP:Iteration 42Q (3868.785879 sec): 3 clusters Score: Raw -232615.892329 + Penalty 790.817829 = -231825.074500 nChanged 17 SP:Iteration 43Q (3868.843669 sec): 3 clusters Score: Raw -232622.487038 + Penalty 790.817829 = -231831.669209 nChanged 10 SP:Iteration 44Q (3868.891184 sec): 3 clusters Score: Raw -232626.587563 + Penalty 790.817829 = -231835.769735 nChanged 13 SP:Iteration 45Q (3868.930263 sec): 3 clusters Score: Raw -232631.399063 + Penalty 790.817829 = -231840.581234 nChanged 6 SP:Iteration 46Q (3868.983735 sec): 3 clusters Score: Raw -232632.570768 + Penalty 790.817829 = -231841.752940 nChanged 2 SP:Iteration 47Q (3869.034014 sec): 3 clusters Score: Raw -232633.389495 + Penalty 790.817829 = -231842.571666 nChanged 5 SP:Iteration 48Q (3869.085002 sec): 3 clusters Score: Raw -232635.568971 + Penalty 790.817829 = -231844.751142 nChanged 3 SP:Iteration 49Q (3869.131046 sec): 3 clusters Score: Raw -232637.964198 + Penalty 790.817829 = -231847.146370 nChanged 5 SP:Iteration 50Q (3869.174781 sec): 3 clusters Score: Raw -232644.153279 + Penalty 790.817829 = -231853.335450 nChanged 7 SP:Iteration 51Q (3869.230517 sec): 3 clusters Score: Raw -232650.286538 + Penalty 790.817829 = -231859.468709 nChanged 6 SP:Iteration 52Q (3869.274312 sec): 3 clusters Score: Raw -232654.180949 + Penalty 790.817829 = -231863.363120 nChanged 4 SP:Iteration 53Q (3869.328283 sec): 3 clusters Score: Raw -232658.621198 + Penalty 790.817829 = -231867.803370 nChanged 2 SP:Iteration 54Q (3869.366225 sec): 3 clusters Score: Raw -232659.953764 + Penalty 790.817829 = -231869.135935 nChanged 1 SP:Iteration 55Q (3869.426154 sec): 3 clusters Score: Raw -232660.093590 + Penalty 790.817829 = -231869.275762 nChanged 1 SP:Iteration 56Q (3869.473682 sec): 3 clusters Score: Raw -232660.223664 + Penalty 790.817829 = -231869.405835 nChanged 1 SP:Iteration 57Q (3869.517771 sec): 3 clusters Score: Raw -232660.386916 + Penalty 790.817829 = -231869.569087 nChanged 0 SP:Iteration 58F (3869.569691 sec): 3 clusters Score: Raw -232660.386916 + Penalty 790.817829 = -231869.569087 nChanged 0 Trying to split cluster 22 (4821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3869.597277 sec): 2 clusters Score: Raw -187647.937604 + Penalty 385.873518 = -187262.064086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3869.646376 sec): 3 clusters Score: Raw -184797.003501 + Penalty 771.747036 = -184025.256466 nChanged 2188 SP:Iteration 1F (3869.688565 sec): 3 clusters Score: Raw -186247.514324 + Penalty 771.747036 = -185475.767289 nChanged 419 SP:Iteration 2F (3869.737227 sec): 3 clusters Score: Raw -186540.643940 + Penalty 771.747036 = -185768.896905 nChanged 377 SP:Iteration 3F (3869.798993 sec): 3 clusters Score: Raw -186816.919626 + Penalty 771.747036 = -186045.172590 nChanged 306 SP:Iteration 4F (3869.849853 sec): 3 clusters Score: Raw -187010.973528 + Penalty 771.747036 = -186239.226493 nChanged 224 SP:Iteration 5Q (3869.897823 sec): 3 clusters Score: Raw -187168.988256 + Penalty 771.747036 = -186397.241221 nChanged 192 SP:Iteration 6Q (3869.946353 sec): 3 clusters Score: Raw -187298.201314 + Penalty 771.747036 = -186526.454278 nChanged 155 SP:Iteration 7Q (3869.998310 sec): 3 clusters Score: Raw -187387.573659 + Penalty 771.747036 = -186615.826623 nChanged 101 SP:Iteration 8Q (3870.042762 sec): 3 clusters Score: Raw -187444.544688 + Penalty 771.747036 = -186672.797652 nChanged 90 SP:Iteration 9Q (3870.090803 sec): 3 clusters Score: Raw -187493.120031 + Penalty 771.747036 = -186721.372996 nChanged 70 SP:Iteration 10Q (3870.132510 sec): 3 clusters Score: Raw -187530.454374 + Penalty 771.747036 = -186758.707338 nChanged 58 SP:Iteration 11Q (3870.186477 sec): 3 clusters Score: Raw -187555.938727 + Penalty 771.747036 = -186784.191692 nChanged 51 SP:Iteration 12Q (3870.231251 sec): 3 clusters Score: Raw -187573.425612 + Penalty 771.747036 = -186801.678576 nChanged 44 SP:Iteration 13Q (3870.280975 sec): 3 clusters Score: Raw -187589.214385 + Penalty 771.747036 = -186817.467349 nChanged 44 SP:Iteration 14Q (3870.330365 sec): 3 clusters Score: Raw -187603.195150 + Penalty 771.747036 = -186831.448115 nChanged 40 SP:Iteration 15Q (3870.369982 sec): 3 clusters Score: Raw -187615.393350 + Penalty 771.747036 = -186843.646315 nChanged 32 SP:Iteration 16Q (3870.418358 sec): 3 clusters Score: Raw -187622.688089 + Penalty 771.747036 = -186850.941053 nChanged 26 SP:Iteration 17Q (3870.470353 sec): 3 clusters Score: Raw -187631.074495 + Penalty 771.747036 = -186859.327460 nChanged 15 SP:Iteration 18Q (3870.527183 sec): 3 clusters Score: Raw -187635.362345 + Penalty 771.747036 = -186863.615309 nChanged 15 SP:Iteration 19Q (3870.573241 sec): 3 clusters Score: Raw -187639.003336 + Penalty 771.747036 = -186867.256300 nChanged 16 SP:Iteration 20F (3870.610480 sec): 3 clusters Score: Raw -187643.853245 + Penalty 771.747036 = -186872.106210 nChanged 20 SP:Iteration 21Q (3870.671823 sec): 3 clusters Score: Raw -187649.255060 + Penalty 771.747036 = -186877.508024 nChanged 24 SP:Iteration 22Q (3870.710108 sec): 3 clusters Score: Raw -187655.205598 + Penalty 771.747036 = -186883.458563 nChanged 27 SP:Iteration 23Q (3870.766713 sec): 3 clusters Score: Raw -187663.662398 + Penalty 771.747036 = -186891.915362 nChanged 23 SP:Iteration 24Q (3870.805842 sec): 3 clusters Score: Raw -187670.375414 + Penalty 771.747036 = -186898.628378 nChanged 19 SP:Iteration 25Q (3870.859385 sec): 3 clusters Score: Raw -187677.104587 + Penalty 771.747036 = -186905.357552 nChanged 14 SP:Iteration 26Q (3870.902800 sec): 3 clusters Score: Raw -187687.184483 + Penalty 771.747036 = -186915.437447 nChanged 10 SP:Iteration 27Q (3870.949455 sec): 3 clusters Score: Raw -187691.092894 + Penalty 771.747036 = -186919.345858 nChanged 8 SP:Iteration 28Q (3871.005220 sec): 3 clusters Score: Raw -187693.665474 + Penalty 771.747036 = -186921.918438 nChanged 12 SP:Iteration 29Q (3871.041132 sec): 3 clusters Score: Raw -187697.562959 + Penalty 771.747036 = -186925.815924 nChanged 10 SP:Iteration 30Q (3871.093061 sec): 3 clusters Score: Raw -187701.882743 + Penalty 771.747036 = -186930.135707 nChanged 15 SP:Iteration 31Q (3871.135506 sec): 3 clusters Score: Raw -187708.894370 + Penalty 771.747036 = -186937.147335 nChanged 18 SP:Iteration 32Q (3871.188574 sec): 3 clusters Score: Raw -187714.112454 + Penalty 771.747036 = -186942.365419 nChanged 16 SP:Iteration 33Q (3871.233839 sec): 3 clusters Score: Raw -187721.558452 + Penalty 771.747036 = -186949.811416 nChanged 18 SP:Iteration 34Q (3871.279989 sec): 3 clusters Score: Raw -187729.534073 + Penalty 771.747036 = -186957.787037 nChanged 16 SP:Iteration 35Q (3871.332399 sec): 3 clusters Score: Raw -187734.347267 + Penalty 771.747036 = -186962.600231 nChanged 14 SP:Iteration 36Q (3871.386991 sec): 3 clusters Score: Raw -187738.910926 + Penalty 771.747036 = -186967.163890 nChanged 12 SP:Iteration 37Q (3871.427407 sec): 3 clusters Score: Raw -187743.296314 + Penalty 771.747036 = -186971.549279 nChanged 15 SP:Iteration 38Q (3871.481559 sec): 3 clusters Score: Raw -187749.490036 + Penalty 771.747036 = -186977.743000 nChanged 11 SP:Iteration 39Q (3871.518920 sec): 3 clusters Score: Raw -187753.657754 + Penalty 771.747036 = -186981.910718 nChanged 11 SP:Iteration 40F (3871.570047 sec): 3 clusters Score: Raw -187758.771077 + Penalty 771.747036 = -186987.024042 nChanged 12 SP:Iteration 41Q (3871.610291 sec): 3 clusters Score: Raw -187762.598836 + Penalty 771.747036 = -186990.851801 nChanged 12 SP:Iteration 42Q (3871.665834 sec): 3 clusters Score: Raw -187765.377335 + Penalty 771.747036 = -186993.630299 nChanged 10 SP:Iteration 43Q (3871.714709 sec): 3 clusters Score: Raw -187767.812971 + Penalty 771.747036 = -186996.065936 nChanged 4 SP:Iteration 44Q (3871.754946 sec): 3 clusters Score: Raw -187768.666105 + Penalty 771.747036 = -186996.919070 nChanged 7 SP:Iteration 45Q (3871.798359 sec): 3 clusters Score: Raw -187770.645280 + Penalty 771.747036 = -186998.898245 nChanged 7 SP:Iteration 46Q (3871.845688 sec): 3 clusters Score: Raw -187773.493989 + Penalty 771.747036 = -187001.746953 nChanged 8 SP:Iteration 47Q (3871.898642 sec): 3 clusters Score: Raw -187775.903406 + Penalty 771.747036 = -187004.156371 nChanged 6 SP:Iteration 48Q (3871.953966 sec): 3 clusters Score: Raw -187777.474834 + Penalty 771.747036 = -187005.727799 nChanged 2 SP:Iteration 49Q (3871.994373 sec): 3 clusters Score: Raw -187777.870851 + Penalty 771.747036 = -187006.123816 nChanged 2 SP:Iteration 50Q (3872.049892 sec): 3 clusters Score: Raw -187778.450655 + Penalty 771.747036 = -187006.703619 nChanged 1 SP:Iteration 51Q (3872.090775 sec): 3 clusters Score: Raw -187779.015371 + Penalty 771.747036 = -187007.268336 nChanged 2 SP:Iteration 52Q (3872.144163 sec): 3 clusters Score: Raw -187779.645411 + Penalty 771.747036 = -187007.898375 nChanged 1 SP:Iteration 53Q (3872.187867 sec): 3 clusters Score: Raw -187779.717530 + Penalty 771.747036 = -187007.970495 nChanged 0 SP:Iteration 54F (3872.236190 sec): 3 clusters Score: Raw -187779.717530 + Penalty 771.747036 = -187007.970495 nChanged 0 Trying to split cluster 23 (5685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.265834 sec): 2 clusters Score: Raw -239294.498618 + Penalty 393.374181 = -238901.124437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.324185 sec): 3 clusters Score: Raw -235823.901860 + Penalty 786.748363 = -235037.153497 nChanged 2577 SP:Iteration 1F (3872.363173 sec): 3 clusters Score: Raw -237240.757339 + Penalty 786.748363 = -236454.008976 nChanged 387 SP:Iteration 2F (3872.414949 sec): 3 clusters Score: Raw -237427.700846 + Penalty 786.748363 = -236640.952483 nChanged 385 SP:Iteration 3F (3872.470137 sec): 3 clusters Score: Raw -237650.445538 + Penalty 786.748363 = -236863.697175 nChanged 419 SP:Iteration 4F (3872.521573 sec): 3 clusters Score: Raw -237922.186168 + Penalty 786.748363 = -237135.437805 nChanged 389 SP:Iteration 5F (3872.571194 sec): 3 clusters Score: Raw -238208.329848 + Penalty 786.748363 = -237421.581485 nChanged 361 SP:Iteration 6F (3872.614163 sec): 3 clusters Score: Raw -238471.564326 + Penalty 786.748363 = -237684.815963 nChanged 294 SP:Iteration 7F (3872.662365 sec): 3 clusters Score: Raw -238693.166608 + Penalty 786.748363 = -237906.418245 nChanged 229 SP:Iteration 8Q (3872.718856 sec): 3 clusters Score: Raw -238887.267454 + Penalty 786.748363 = -238100.519092 nChanged 191 SP:Iteration 9Q (3872.762046 sec): 3 clusters Score: Raw -239069.939263 + Penalty 786.748363 = -238283.190900 nChanged 126 SP:Iteration 10Q (3872.816175 sec): 3 clusters Score: Raw -239168.963556 + Penalty 786.748363 = -238382.215193 nChanged 93 SP:Iteration 11Q (3872.867191 sec): 3 clusters Score: Raw -239243.291589 + Penalty 786.748363 = -238456.543227 nChanged 56 SP:Iteration 12Q (3872.914267 sec): 3 clusters Score: Raw -239295.718718 + Penalty 786.748363 = -238508.970355 nChanged 32 SP:Iteration 13Q (3872.968589 sec): 3 clusters Score: Raw -239320.217169 + Penalty 786.748363 = -238533.468806 nChanged 24 SP:Iteration 14Q (3873.017333 sec): 3 clusters Score: Raw -239341.783049 + Penalty 786.748363 = -238555.034686 nChanged 16 SP:Iteration 15Q (3873.066826 sec): 3 clusters Score: Raw -239356.290731 + Penalty 786.748363 = -238569.542368 nChanged 8 SP:Iteration 16Q (3873.118199 sec): 3 clusters Score: Raw -239366.923345 + Penalty 786.748363 = -238580.174982 nChanged 9 SP:Iteration 17Q (3873.167382 sec): 3 clusters Score: Raw -239372.654524 + Penalty 786.748363 = -238585.906161 nChanged 4 SP:Iteration 18Q (3873.208004 sec): 3 clusters Score: Raw -239375.166047 + Penalty 786.748363 = -238588.417684 nChanged 2 SP:Iteration 19Q (3873.267917 sec): 3 clusters Score: Raw -239376.912404 + Penalty 786.748363 = -238590.164041 nChanged 2 SP:Iteration 20F (3873.323445 sec): 3 clusters Score: Raw -239379.469420 + Penalty 786.748363 = -238592.721057 nChanged 1 SP:Iteration 21Q (3873.361099 sec): 3 clusters Score: Raw -239379.863047 + Penalty 786.748363 = -238593.114684 nChanged 1 SP:Iteration 22Q (3873.404656 sec): 3 clusters Score: Raw -239380.309087 + Penalty 786.748363 = -238593.560724 nChanged 0 SP:Iteration 23F (3873.465444 sec): 3 clusters Score: Raw -239380.309087 + Penalty 786.748363 = -238593.560724 nChanged 0 Trying to split cluster 24 (13930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3873.499519 sec): 2 clusters Score: Raw -594555.103630 + Penalty 434.151903 = -594120.951727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3873.558628 sec): 3 clusters Score: Raw -585736.904833 + Penalty 868.303806 = -584868.601027 nChanged 6568 SP:Iteration 1F (3873.607676 sec): 3 clusters Score: Raw -589530.729932 + Penalty 868.303806 = -588662.426126 nChanged 837 SP:Iteration 2F (3873.663868 sec): 3 clusters Score: Raw -589936.286926 + Penalty 868.303806 = -589067.983120 nChanged 946 SP:Iteration 3F (3873.721892 sec): 3 clusters Score: Raw -590464.552192 + Penalty 868.303806 = -589596.248386 nChanged 1008 SP:Iteration 4F (3873.789294 sec): 3 clusters Score: Raw -591158.614528 + Penalty 868.303806 = -590290.310722 nChanged 1060 SP:Iteration 5F (3873.841358 sec): 3 clusters Score: Raw -592010.269123 + Penalty 868.303806 = -591141.965317 nChanged 907 SP:Iteration 6F (3873.905495 sec): 3 clusters Score: Raw -592718.769369 + Penalty 868.303806 = -591850.465563 nChanged 704 SP:Iteration 7F (3873.955031 sec): 3 clusters Score: Raw -593286.587807 + Penalty 868.303806 = -592418.284001 nChanged 522 SP:Iteration 8Q (3874.024973 sec): 3 clusters Score: Raw -593683.515846 + Penalty 868.303806 = -592815.212040 nChanged 374 SP:Iteration 9Q (3874.080094 sec): 3 clusters Score: Raw -593946.416949 + Penalty 868.303806 = -593078.113143 nChanged 260 SP:Iteration 10Q (3874.127989 sec): 3 clusters Score: Raw -594118.243701 + Penalty 868.303806 = -593249.939895 nChanged 198 SP:Iteration 11Q (3874.183708 sec): 3 clusters Score: Raw -594253.187402 + Penalty 868.303806 = -593384.883596 nChanged 159 SP:Iteration 12Q (3874.244031 sec): 3 clusters Score: Raw -594347.672357 + Penalty 868.303806 = -593479.368550 nChanged 125 SP:Iteration 13Q (3874.295506 sec): 3 clusters Score: Raw -594420.755980 + Penalty 868.303806 = -593552.452174 nChanged 107 SP:Iteration 14Q (3874.357562 sec): 3 clusters Score: Raw -594482.748368 + Penalty 868.303806 = -593614.444562 nChanged 85 SP:Iteration 15Q (3874.409808 sec): 3 clusters Score: Raw -594527.594989 + Penalty 868.303806 = -593659.291183 nChanged 54 SP:Iteration 16Q (3874.475832 sec): 3 clusters Score: Raw -594551.525812 + Penalty 868.303806 = -593683.222006 nChanged 48 SP:Iteration 17Q (3874.523205 sec): 3 clusters Score: Raw -594571.537813 + Penalty 868.303806 = -593703.234007 nChanged 44 SP:Iteration 18Q (3874.580700 sec): 3 clusters Score: Raw -594589.419889 + Penalty 868.303806 = -593721.116083 nChanged 36 SP:Iteration 19Q (3874.634135 sec): 3 clusters Score: Raw -594601.475899 + Penalty 868.303806 = -593733.172093 nChanged 29 SP:Iteration 20F (3874.701885 sec): 3 clusters Score: Raw -594610.657560 + Penalty 868.303806 = -593742.353754 nChanged 24 SP:Iteration 21Q (3874.753799 sec): 3 clusters Score: Raw -594620.789735 + Penalty 868.303806 = -593752.485929 nChanged 26 SP:Iteration 22Q (3874.802120 sec): 3 clusters Score: Raw -594631.075002 + Penalty 868.303806 = -593762.771196 nChanged 25 SP:Iteration 23Q (3874.865610 sec): 3 clusters Score: Raw -594644.154150 + Penalty 868.303806 = -593775.850344 nChanged 22 SP:Iteration 24Q (3874.919171 sec): 3 clusters Score: Raw -594656.219993 + Penalty 868.303806 = -593787.916187 nChanged 16 SP:Iteration 25Q (3874.978129 sec): 3 clusters Score: Raw -594666.844926 + Penalty 868.303806 = -593798.541120 nChanged 16 SP:Iteration 26Q (3875.023603 sec): 3 clusters Score: Raw -594674.134875 + Penalty 868.303806 = -593805.831069 nChanged 15 SP:Iteration 27Q (3875.078500 sec): 3 clusters Score: Raw -594682.099119 + Penalty 868.303806 = -593813.795313 nChanged 15 SP:Iteration 28Q (3875.139826 sec): 3 clusters Score: Raw -594686.606233 + Penalty 868.303806 = -593818.302427 nChanged 8 SP:Iteration 29Q (3875.191912 sec): 3 clusters Score: Raw -594691.418383 + Penalty 868.303806 = -593823.114577 nChanged 11 SP:Iteration 30Q (3875.249303 sec): 3 clusters Score: Raw -594695.906247 + Penalty 868.303806 = -593827.602441 nChanged 6 SP:Iteration 31Q (3875.305547 sec): 3 clusters Score: Raw -594698.405486 + Penalty 868.303806 = -593830.101680 nChanged 5 SP:Iteration 32Q (3875.367679 sec): 3 clusters Score: Raw -594700.349758 + Penalty 868.303806 = -593832.045952 nChanged 2 SP:Iteration 33Q (3875.427755 sec): 3 clusters Score: Raw -594700.629647 + Penalty 868.303806 = -593832.325841 nChanged 0 SP:Iteration 34F (3875.477021 sec): 3 clusters Score: Raw -594700.629647 + Penalty 868.303806 = -593832.325841 nChanged 0 Trying to split cluster 25 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3875.498271 sec): 2 clusters Score: Raw -17041.574433 + Penalty 280.907268 = -16760.667165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3875.538155 sec): 3 clusters Score: Raw -16874.586019 + Penalty 561.814535 = -16312.771484 nChanged 171 SP:Iteration 1F (3875.581689 sec): 3 clusters Score: Raw -16995.495160 + Penalty 561.814535 = -16433.680625 nChanged 29 SP:Iteration 2F (3875.634641 sec): 3 clusters Score: Raw -17017.525672 + Penalty 561.814535 = -16455.711137 nChanged 20 SP:Iteration 3Q (3875.681406 sec): 3 clusters Score: Raw -17028.919682 + Penalty 561.814535 = -16467.105147 nChanged 11 SP:Iteration 4Q (3875.723636 sec): 3 clusters Score: Raw -17039.612117 + Penalty 561.814535 = -16477.797582 nChanged 10 SP:Iteration 5Q (3875.769284 sec): 3 clusters Score: Raw -17046.072056 + Penalty 561.814535 = -16484.257520 nChanged 7 SP:Iteration 6Q (3875.813177 sec): 3 clusters Score: Raw -17048.551343 + Penalty 561.814535 = -16486.736808 nChanged 2 SP:Iteration 7Q (3875.856682 sec): 3 clusters Score: Raw -17048.998485 + Penalty 561.814535 = -16487.183950 nChanged 1 SP:Iteration 8Q (3875.896151 sec): 3 clusters Score: Raw -17049.224509 + Penalty 561.814535 = -16487.409974 nChanged 0 SP:Iteration 9F (3875.942649 sec): 3 clusters Score: Raw -17049.224509 + Penalty 561.814535 = -16487.409974 nChanged 0 Trying to split cluster 26 (2763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3875.957605 sec): 2 clusters Score: Raw -103142.179766 + Penalty 360.545291 = -102781.634475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3876.013679 sec): 3 clusters Score: Raw -101624.667066 + Penalty 721.090582 = -100903.576484 nChanged 1170 SP:Iteration 1F (3876.054299 sec): 3 clusters Score: Raw -102274.808150 + Penalty 721.090582 = -101553.717569 nChanged 205 SP:Iteration 2F (3876.099873 sec): 3 clusters Score: Raw -102390.505255 + Penalty 721.090582 = -101669.414673 nChanged 165 SP:Iteration 3F (3876.145251 sec): 3 clusters Score: Raw -102473.829977 + Penalty 721.090582 = -101752.739396 nChanged 141 SP:Iteration 4F (3876.189934 sec): 3 clusters Score: Raw -102547.678628 + Penalty 721.090582 = -101826.588046 nChanged 110 SP:Iteration 5Q (3876.234726 sec): 3 clusters Score: Raw -102605.941915 + Penalty 721.090582 = -101884.851333 nChanged 89 SP:Iteration 6Q (3876.290950 sec): 3 clusters Score: Raw -102642.457038 + Penalty 721.090582 = -101921.366457 nChanged 91 SP:Iteration 7Q (3876.332495 sec): 3 clusters Score: Raw -102689.213874 + Penalty 721.090582 = -101968.123293 nChanged 97 SP:Iteration 8Q (3876.377959 sec): 3 clusters Score: Raw -102732.926837 + Penalty 721.090582 = -102011.836255 nChanged 88 SP:Iteration 9Q (3876.429765 sec): 3 clusters Score: Raw -102773.012911 + Penalty 721.090582 = -102051.922329 nChanged 81 SP:Iteration 10Q (3876.480224 sec): 3 clusters Score: Raw -102810.484621 + Penalty 721.090582 = -102089.394040 nChanged 72 SP:Iteration 11Q (3876.523120 sec): 3 clusters Score: Raw -102841.657525 + Penalty 721.090582 = -102120.566943 nChanged 71 SP:Iteration 12Q (3876.571139 sec): 3 clusters Score: Raw -102877.904193 + Penalty 721.090582 = -102156.813611 nChanged 65 SP:Iteration 13Q (3876.627480 sec): 3 clusters Score: Raw -102908.599340 + Penalty 721.090582 = -102187.508758 nChanged 54 SP:Iteration 14Q (3876.667923 sec): 3 clusters Score: Raw -102935.076030 + Penalty 721.090582 = -102213.985448 nChanged 57 SP:Iteration 15Q (3876.709085 sec): 3 clusters Score: Raw -102962.835557 + Penalty 721.090582 = -102241.744976 nChanged 48 SP:Iteration 16Q (3876.765895 sec): 3 clusters Score: Raw -102987.219665 + Penalty 721.090582 = -102266.129083 nChanged 45 SP:Iteration 17Q (3876.799609 sec): 3 clusters Score: Raw -103003.975287 + Penalty 721.090582 = -102282.884706 nChanged 38 SP:Iteration 18Q (3876.855557 sec): 3 clusters Score: Raw -103017.931008 + Penalty 721.090582 = -102296.840426 nChanged 26 SP:Iteration 19Q (3876.893163 sec): 3 clusters Score: Raw -103029.940028 + Penalty 721.090582 = -102308.849447 nChanged 23 SP:Iteration 20F (3876.936836 sec): 3 clusters Score: Raw -103041.035810 + Penalty 721.090582 = -102319.945228 nChanged 24 SP:Iteration 21Q (3876.993312 sec): 3 clusters Score: Raw -103047.349699 + Penalty 721.090582 = -102326.259117 nChanged 14 SP:Iteration 22Q (3877.032427 sec): 3 clusters Score: Raw -103050.164671 + Penalty 721.090582 = -102329.074090 nChanged 12 SP:Iteration 23Q (3877.088535 sec): 3 clusters Score: Raw -103053.806395 + Penalty 721.090582 = -102332.715813 nChanged 15 SP:Iteration 24Q (3877.135430 sec): 3 clusters Score: Raw -103057.377337 + Penalty 721.090582 = -102336.286756 nChanged 9 SP:Iteration 25Q (3877.178464 sec): 3 clusters Score: Raw -103059.332682 + Penalty 721.090582 = -102338.242101 nChanged 9 SP:Iteration 26Q (3877.231104 sec): 3 clusters Score: Raw -103061.969022 + Penalty 721.090582 = -102340.878440 nChanged 11 SP:Iteration 27Q (3877.279998 sec): 3 clusters Score: Raw -103064.926087 + Penalty 721.090582 = -102343.835505 nChanged 7 SP:Iteration 28Q (3877.316236 sec): 3 clusters Score: Raw -103066.267310 + Penalty 721.090582 = -102345.176729 nChanged 3 SP:Iteration 29Q (3877.360985 sec): 3 clusters Score: Raw -103066.678927 + Penalty 721.090582 = -102345.588345 nChanged 4 SP:Iteration 30Q (3877.403038 sec): 3 clusters Score: Raw -103067.327935 + Penalty 721.090582 = -102346.237354 nChanged 0 SP:Iteration 31F (3877.449811 sec): 3 clusters Score: Raw -103067.327935 + Penalty 721.090582 = -102346.237354 nChanged 0 Trying to split cluster 27 (13982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3877.491379 sec): 2 clusters Score: Raw -560959.696961 + Penalty 434.321436 = -560525.375525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3877.534294 sec): 3 clusters Score: Raw -552141.543946 + Penalty 868.642872 = -551272.901074 nChanged 6625 SP:Iteration 1F (3877.602750 sec): 3 clusters Score: Raw -556475.060797 + Penalty 868.642872 = -555606.417925 nChanged 1080 SP:Iteration 2F (3877.658102 sec): 3 clusters Score: Raw -557196.950288 + Penalty 868.642872 = -556328.307416 nChanged 1070 SP:Iteration 3F (3877.705936 sec): 3 clusters Score: Raw -557873.579250 + Penalty 868.642872 = -557004.936377 nChanged 913 SP:Iteration 4F (3877.763101 sec): 3 clusters Score: Raw -558434.322588 + Penalty 868.642872 = -557565.679716 nChanged 692 SP:Iteration 5Q (3877.823148 sec): 3 clusters Score: Raw -558819.362650 + Penalty 868.642872 = -557950.719778 nChanged 535 SP:Iteration 6Q (3877.872984 sec): 3 clusters Score: Raw -559056.099033 + Penalty 868.642872 = -558187.456161 nChanged 394 SP:Iteration 7Q (3877.938009 sec): 3 clusters Score: Raw -559186.425552 + Penalty 868.642872 = -558317.782680 nChanged 247 SP:Iteration 8Q (3877.991266 sec): 3 clusters Score: Raw -559246.134819 + Penalty 868.642872 = -558377.491946 nChanged 177 SP:Iteration 9Q (3878.050089 sec): 3 clusters Score: Raw -559284.386275 + Penalty 868.642872 = -558415.743403 nChanged 152 SP:Iteration 10Q (3878.110935 sec): 3 clusters Score: Raw -559322.395756 + Penalty 868.642872 = -558453.752884 nChanged 144 SP:Iteration 11Q (3878.166637 sec): 3 clusters Score: Raw -559353.856029 + Penalty 868.642872 = -558485.213157 nChanged 147 SP:Iteration 12Q (3878.225756 sec): 3 clusters Score: Raw -559385.004109 + Penalty 868.642872 = -558516.361237 nChanged 161 SP:Iteration 13Q (3878.282611 sec): 3 clusters Score: Raw -559417.866598 + Penalty 868.642872 = -558549.223726 nChanged 152 SP:Iteration 14Q (3878.345496 sec): 3 clusters Score: Raw -559449.061317 + Penalty 868.642872 = -558580.418445 nChanged 146 SP:Iteration 15Q (3878.407493 sec): 3 clusters Score: Raw -559477.755374 + Penalty 868.642872 = -558609.112501 nChanged 130 SP:Iteration 16Q (3878.461884 sec): 3 clusters Score: Raw -559505.562447 + Penalty 868.642872 = -558636.919575 nChanged 156 SP:Iteration 17Q (3878.523414 sec): 3 clusters Score: Raw -559537.945593 + Penalty 868.642872 = -558669.302721 nChanged 139 SP:Iteration 18Q (3878.576312 sec): 3 clusters Score: Raw -559567.435222 + Penalty 868.642872 = -558698.792350 nChanged 148 SP:Iteration 19Q (3878.638308 sec): 3 clusters Score: Raw -559603.115882 + Penalty 868.642872 = -558734.473010 nChanged 168 SP:Iteration 20F (3878.700512 sec): 3 clusters Score: Raw -559639.709374 + Penalty 868.642872 = -558771.066502 nChanged 149 SP:Iteration 21Q (3878.752853 sec): 3 clusters Score: Raw -559671.988901 + Penalty 868.642872 = -558803.346029 nChanged 173 SP:Iteration 22Q (3878.815138 sec): 3 clusters Score: Raw -559711.160198 + Penalty 868.642872 = -558842.517325 nChanged 156 SP:Iteration 23Q (3878.874089 sec): 3 clusters Score: Raw -559745.267599 + Penalty 868.642872 = -558876.624727 nChanged 160 SP:Iteration 24Q (3878.936706 sec): 3 clusters Score: Raw -559781.864504 + Penalty 868.642872 = -558913.221632 nChanged 168 SP:Iteration 25Q (3878.994408 sec): 3 clusters Score: Raw -559821.532394 + Penalty 868.642872 = -558952.889521 nChanged 172 SP:Iteration 26Q (3879.038884 sec): 3 clusters Score: Raw -559868.989289 + Penalty 868.642872 = -559000.346417 nChanged 186 SP:Iteration 27Q (3879.107278 sec): 3 clusters Score: Raw -559926.644175 + Penalty 868.642872 = -559058.001303 nChanged 206 SP:Iteration 28Q (3879.153143 sec): 3 clusters Score: Raw -560000.106646 + Penalty 868.642872 = -559131.463774 nChanged 224 SP:Iteration 29Q (3879.222858 sec): 3 clusters Score: Raw -560080.784052 + Penalty 868.642872 = -559212.141180 nChanged 212 SP:Iteration 30Q (3879.281759 sec): 3 clusters Score: Raw -560164.067357 + Penalty 868.642872 = -559295.424485 nChanged 216 SP:Iteration 31Q (3879.335615 sec): 3 clusters Score: Raw -560248.425189 + Penalty 868.642872 = -559379.782317 nChanged 199 SP:Iteration 32Q (3879.385447 sec): 3 clusters Score: Raw -560327.476158 + Penalty 868.642872 = -559458.833286 nChanged 195 SP:Iteration 33Q (3879.446658 sec): 3 clusters Score: Raw -560411.803100 + Penalty 868.642872 = -559543.160227 nChanged 178 SP:Iteration 34Q (3879.495317 sec): 3 clusters Score: Raw -560482.160651 + Penalty 868.642872 = -559613.517778 nChanged 166 SP:Iteration 35Q (3879.546613 sec): 3 clusters Score: Raw -560545.322228 + Penalty 868.642872 = -559676.679356 nChanged 168 SP:Iteration 36Q (3879.604948 sec): 3 clusters Score: Raw -560610.723184 + Penalty 868.642872 = -559742.080312 nChanged 151 SP:Iteration 37Q (3879.664221 sec): 3 clusters Score: Raw -560673.123846 + Penalty 868.642872 = -559804.480974 nChanged 153 SP:Iteration 38Q (3879.717786 sec): 3 clusters Score: Raw -560737.717050 + Penalty 868.642872 = -559869.074178 nChanged 147 SP:Iteration 39Q (3879.779898 sec): 3 clusters Score: Raw -560797.194466 + Penalty 868.642872 = -559928.551594 nChanged 116 SP:Iteration 40F (3879.833153 sec): 3 clusters Score: Raw -560844.016582 + Penalty 868.642872 = -559975.373710 nChanged 110 SP:Iteration 41Q (3879.891130 sec): 3 clusters Score: Raw -560889.439745 + Penalty 868.642872 = -560020.796872 nChanged 97 SP:Iteration 42Q (3879.943793 sec): 3 clusters Score: Raw -560927.981850 + Penalty 868.642872 = -560059.338978 nChanged 71 SP:Iteration 43Q (3880.001509 sec): 3 clusters Score: Raw -560956.425204 + Penalty 868.642872 = -560087.782332 nChanged 53 SP:Iteration 44Q (3880.061402 sec): 3 clusters Score: Raw -560975.923512 + Penalty 868.642872 = -560107.280639 nChanged 41 SP:Iteration 45Q (3880.107827 sec): 3 clusters Score: Raw -560991.826725 + Penalty 868.642872 = -560123.183853 nChanged 39 SP:Iteration 46Q (3880.163723 sec): 3 clusters Score: Raw -561008.593350 + Penalty 868.642872 = -560139.950478 nChanged 35 SP:Iteration 47Q (3880.231870 sec): 3 clusters Score: Raw -561024.303391 + Penalty 868.642872 = -560155.660519 nChanged 30 SP:Iteration 48Q (3880.294063 sec): 3 clusters Score: Raw -561034.302887 + Penalty 868.642872 = -560165.660015 nChanged 24 SP:Iteration 49Q (3880.356372 sec): 3 clusters Score: Raw -561043.683545 + Penalty 868.642872 = -560175.040673 nChanged 30 SP:Iteration 50Q (3880.409056 sec): 3 clusters Score: Raw -561056.546855 + Penalty 868.642872 = -560187.903982 nChanged 17 SP:Iteration 51Q (3880.458709 sec): 3 clusters Score: Raw -561061.973560 + Penalty 868.642872 = -560193.330688 nChanged 17 SP:Iteration 52Q (3880.517350 sec): 3 clusters Score: Raw -561067.971676 + Penalty 868.642872 = -560199.328803 nChanged 20 SP:Iteration 53Q (3880.579823 sec): 3 clusters Score: Raw -561077.915174 + Penalty 868.642872 = -560209.272302 nChanged 19 SP:Iteration 54Q (3880.640251 sec): 3 clusters Score: Raw -561087.351579 + Penalty 868.642872 = -560218.708707 nChanged 19 SP:Iteration 55Q (3880.682459 sec): 3 clusters Score: Raw -561099.933423 + Penalty 868.642872 = -560231.290551 nChanged 22 SP:Iteration 56Q (3880.744923 sec): 3 clusters Score: Raw -561113.970696 + Penalty 868.642872 = -560245.327824 nChanged 16 SP:Iteration 57Q (3880.808699 sec): 3 clusters Score: Raw -561121.970483 + Penalty 868.642872 = -560253.327611 nChanged 13 SP:Iteration 58Q (3880.857731 sec): 3 clusters Score: Raw -561125.698123 + Penalty 868.642872 = -560257.055251 nChanged 2 SP:Iteration 59Q (3880.911376 sec): 3 clusters Score: Raw -561126.281384 + Penalty 868.642872 = -560257.638512 nChanged 3 SP:Iteration 60F (3880.970250 sec): 3 clusters Score: Raw -561127.204401 + Penalty 868.642872 = -560258.561529 nChanged 2 SP:Iteration 61Q (3881.012592 sec): 3 clusters Score: Raw -561127.671768 + Penalty 868.642872 = -560259.028895 nChanged 1 SP:Iteration 62Q (3881.068166 sec): 3 clusters Score: Raw -561127.850995 + Penalty 868.642872 = -560259.208123 nChanged 0 SP:Iteration 63F (3881.121980 sec): 3 clusters Score: Raw -561127.850995 + Penalty 868.642872 = -560259.208123 nChanged 0 Trying to split cluster 28 (1161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3881.148572 sec): 2 clusters Score: Raw -38723.575250 + Penalty 321.095183 = -38402.480067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3881.193832 sec): 3 clusters Score: Raw -38136.541084 + Penalty 642.190365 = -37494.350718 nChanged 472 SP:Iteration 1F (3881.246902 sec): 3 clusters Score: Raw -38455.773004 + Penalty 642.190365 = -37813.582639 nChanged 115 SP:Iteration 2F (3881.295224 sec): 3 clusters Score: Raw -38550.956532 + Penalty 642.190365 = -37908.766167 nChanged 80 SP:Iteration 3F (3881.339155 sec): 3 clusters Score: Raw -38618.347755 + Penalty 642.190365 = -37976.157390 nChanged 75 SP:Iteration 4F (3881.375548 sec): 3 clusters Score: Raw -38687.344998 + Penalty 642.190365 = -38045.154633 nChanged 70 SP:Iteration 5F (3881.420730 sec): 3 clusters Score: Raw -38773.249103 + Penalty 642.190365 = -38131.058737 nChanged 71 SP:Iteration 6F (3881.461143 sec): 3 clusters Score: Raw -38844.345998 + Penalty 642.190365 = -38202.155633 nChanged 56 SP:Iteration 7Q (3881.520867 sec): 3 clusters Score: Raw -38898.506983 + Penalty 642.190365 = -38256.316618 nChanged 36 SP:Iteration 8Q (3881.566573 sec): 3 clusters Score: Raw -38932.534947 + Penalty 642.190365 = -38290.344582 nChanged 28 SP:Iteration 9Q (3881.600615 sec): 3 clusters Score: Raw -38956.387629 + Penalty 642.190365 = -38314.197263 nChanged 13 SP:Iteration 10Q (3881.648138 sec): 3 clusters Score: Raw -38963.096011 + Penalty 642.190365 = -38320.905645 nChanged 11 SP:Iteration 11Q (3881.683526 sec): 3 clusters Score: Raw -38968.870784 + Penalty 642.190365 = -38326.680419 nChanged 8 SP:Iteration 12Q (3881.725953 sec): 3 clusters Score: Raw -38973.685588 + Penalty 642.190365 = -38331.495223 nChanged 10 SP:Iteration 13Q (3881.779222 sec): 3 clusters Score: Raw -38979.676892 + Penalty 642.190365 = -38337.486526 nChanged 7 SP:Iteration 14Q (3881.819184 sec): 3 clusters Score: Raw -38983.030572 + Penalty 642.190365 = -38340.840207 nChanged 7 SP:Iteration 15Q (3881.860274 sec): 3 clusters Score: Raw -38986.088389 + Penalty 642.190365 = -38343.898024 nChanged 7 SP:Iteration 16Q (3881.903914 sec): 3 clusters Score: Raw -38989.408871 + Penalty 642.190365 = -38347.218505 nChanged 4 SP:Iteration 17Q (3881.960194 sec): 3 clusters Score: Raw -38990.537392 + Penalty 642.190365 = -38348.347027 nChanged 4 SP:Iteration 18Q (3882.001641 sec): 3 clusters Score: Raw -38992.141043 + Penalty 642.190365 = -38349.950677 nChanged 3 SP:Iteration 19Q (3882.039567 sec): 3 clusters Score: Raw -38993.363905 + Penalty 642.190365 = -38351.173540 nChanged 3 SP:Iteration 20F (3882.092888 sec): 3 clusters Score: Raw -38994.582847 + Penalty 642.190365 = -38352.392481 nChanged 3 SP:Iteration 21Q (3882.130571 sec): 3 clusters Score: Raw -38995.893975 + Penalty 642.190365 = -38353.703609 nChanged 2 SP:Iteration 22Q (3882.190904 sec): 3 clusters Score: Raw -38996.224923 + Penalty 642.190365 = -38354.034558 nChanged 0 SP:Iteration 23F (3882.224447 sec): 3 clusters Score: Raw -38996.224923 + Penalty 642.190365 = -38354.034558 nChanged 0 Trying to split cluster 29 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3882.246508 sec): 2 clusters Score: Raw -34826.101545 + Penalty 310.509002 = -34515.592543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3882.291118 sec): 3 clusters Score: Raw -34379.079014 + Penalty 621.018004 = -33758.061010 nChanged 341 SP:Iteration 1F (3882.336592 sec): 3 clusters Score: Raw -34583.604869 + Penalty 621.018004 = -33962.586865 nChanged 78 SP:Iteration 2F (3882.378627 sec): 3 clusters Score: Raw -34637.504726 + Penalty 621.018004 = -34016.486722 nChanged 46 SP:Iteration 3Q (3882.434581 sec): 3 clusters Score: Raw -34673.336538 + Penalty 621.018004 = -34052.318534 nChanged 44 SP:Iteration 4Q (3882.476894 sec): 3 clusters Score: Raw -34708.432051 + Penalty 621.018004 = -34087.414048 nChanged 36 SP:Iteration 5Q (3882.515859 sec): 3 clusters Score: Raw -34738.824643 + Penalty 621.018004 = -34117.806639 nChanged 30 SP:Iteration 6Q (3882.558404 sec): 3 clusters Score: Raw -34765.154491 + Penalty 621.018004 = -34144.136487 nChanged 22 SP:Iteration 7Q (3882.606393 sec): 3 clusters Score: Raw -34786.678705 + Penalty 621.018004 = -34165.660701 nChanged 23 SP:Iteration 8Q (3882.655599 sec): 3 clusters Score: Raw -34806.011907 + Penalty 621.018004 = -34184.993903 nChanged 22 SP:Iteration 9Q (3882.703078 sec): 3 clusters Score: Raw -34838.772968 + Penalty 621.018004 = -34217.754964 nChanged 15 SP:Iteration 10Q (3882.756324 sec): 3 clusters Score: Raw -34851.783455 + Penalty 621.018004 = -34230.765451 nChanged 11 SP:Iteration 11Q (3882.804209 sec): 3 clusters Score: Raw -34857.719675 + Penalty 621.018004 = -34236.701671 nChanged 7 SP:Iteration 12Q (3882.851814 sec): 3 clusters Score: Raw -34860.556561 + Penalty 621.018004 = -34239.538557 nChanged 5 SP:Iteration 13Q (3882.890002 sec): 3 clusters Score: Raw -34861.803459 + Penalty 621.018004 = -34240.785455 nChanged 1 SP:Iteration 14Q (3882.938068 sec): 3 clusters Score: Raw -34862.167607 + Penalty 621.018004 = -34241.149603 nChanged 0 SP:Iteration 15F (3882.988917 sec): 3 clusters Score: Raw -34862.167607 + Penalty 621.018004 = -34241.149603 nChanged 0 Trying to split cluster 30 (9195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3883.010691 sec): 2 clusters Score: Raw -387219.949126 + Penalty 415.251889 = -386804.697237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3883.071259 sec): 3 clusters Score: Raw -381611.865406 + Penalty 830.503777 = -380781.361629 nChanged 4251 SP:Iteration 1F (3883.124974 sec): 3 clusters Score: Raw -384204.519884 + Penalty 830.503777 = -383374.016107 nChanged 625 SP:Iteration 2F (3883.172592 sec): 3 clusters Score: Raw -384514.179392 + Penalty 830.503777 = -383683.675614 nChanged 605 SP:Iteration 3F (3883.232600 sec): 3 clusters Score: Raw -384845.288444 + Penalty 830.503777 = -384014.784666 nChanged 590 SP:Iteration 4F (3883.274004 sec): 3 clusters Score: Raw -385227.381491 + Penalty 830.503777 = -384396.877713 nChanged 518 SP:Iteration 5F (3883.323007 sec): 3 clusters Score: Raw -385601.698501 + Penalty 830.503777 = -384771.194723 nChanged 433 SP:Iteration 6Q (3883.375923 sec): 3 clusters Score: Raw -385986.181616 + Penalty 830.503777 = -385155.677838 nChanged 389 SP:Iteration 7Q (3883.424277 sec): 3 clusters Score: Raw -386387.244430 + Penalty 830.503777 = -385556.740652 nChanged 307 SP:Iteration 8Q (3883.489612 sec): 3 clusters Score: Raw -386671.416296 + Penalty 830.503777 = -385840.912518 nChanged 228 SP:Iteration 9Q (3883.534950 sec): 3 clusters Score: Raw -386823.912015 + Penalty 830.503777 = -385993.408237 nChanged 141 SP:Iteration 10Q (3883.590965 sec): 3 clusters Score: Raw -386899.742987 + Penalty 830.503777 = -386069.239210 nChanged 116 SP:Iteration 11Q (3883.642878 sec): 3 clusters Score: Raw -386953.947410 + Penalty 830.503777 = -386123.443633 nChanged 95 SP:Iteration 12Q (3883.687178 sec): 3 clusters Score: Raw -386993.422695 + Penalty 830.503777 = -386162.918918 nChanged 80 SP:Iteration 13Q (3883.744726 sec): 3 clusters Score: Raw -387023.636035 + Penalty 830.503777 = -386193.132258 nChanged 73 SP:Iteration 14Q (3883.800713 sec): 3 clusters Score: Raw -387052.647267 + Penalty 830.503777 = -386222.143490 nChanged 75 SP:Iteration 15Q (3883.840166 sec): 3 clusters Score: Raw -387082.051492 + Penalty 830.503777 = -386251.547715 nChanged 72 SP:Iteration 16Q (3883.891885 sec): 3 clusters Score: Raw -387112.117922 + Penalty 830.503777 = -386281.614145 nChanged 66 SP:Iteration 17Q (3883.951890 sec): 3 clusters Score: Raw -387139.065821 + Penalty 830.503777 = -386308.562044 nChanged 55 SP:Iteration 18Q (3883.995779 sec): 3 clusters Score: Raw -387159.851644 + Penalty 830.503777 = -386329.347866 nChanged 54 SP:Iteration 19Q (3884.051290 sec): 3 clusters Score: Raw -387183.225874 + Penalty 830.503777 = -386352.722097 nChanged 38 SP:Iteration 20F (3884.104925 sec): 3 clusters Score: Raw -387196.146982 + Penalty 830.503777 = -386365.643205 nChanged 35 SP:Iteration 21Q (3884.143514 sec): 3 clusters Score: Raw -387206.864596 + Penalty 830.503777 = -386376.360819 nChanged 31 SP:Iteration 22Q (3884.191942 sec): 3 clusters Score: Raw -387217.534169 + Penalty 830.503777 = -386387.030391 nChanged 29 SP:Iteration 23Q (3884.250460 sec): 3 clusters Score: Raw -387228.490986 + Penalty 830.503777 = -386397.987209 nChanged 26 SP:Iteration 24Q (3884.292874 sec): 3 clusters Score: Raw -387239.454156 + Penalty 830.503777 = -386408.950379 nChanged 27 SP:Iteration 25Q (3884.343902 sec): 3 clusters Score: Raw -387253.443887 + Penalty 830.503777 = -386422.940109 nChanged 24 SP:Iteration 26Q (3884.409300 sec): 3 clusters Score: Raw -387262.863363 + Penalty 830.503777 = -386432.359586 nChanged 17 SP:Iteration 27Q (3884.455908 sec): 3 clusters Score: Raw -387267.104990 + Penalty 830.503777 = -386436.601212 nChanged 15 SP:Iteration 28Q (3884.516356 sec): 3 clusters Score: Raw -387271.488863 + Penalty 830.503777 = -386440.985085 nChanged 17 SP:Iteration 29Q (3884.562800 sec): 3 clusters Score: Raw -387277.194266 + Penalty 830.503777 = -386446.690489 nChanged 12 SP:Iteration 30Q (3884.616959 sec): 3 clusters Score: Raw -387280.482137 + Penalty 830.503777 = -386449.978360 nChanged 9 SP:Iteration 31Q (3884.667685 sec): 3 clusters Score: Raw -387284.726216 + Penalty 830.503777 = -386454.222438 nChanged 13 SP:Iteration 32Q (3884.728070 sec): 3 clusters Score: Raw -387291.082040 + Penalty 830.503777 = -386460.578263 nChanged 12 SP:Iteration 33Q (3884.781157 sec): 3 clusters Score: Raw -387296.046768 + Penalty 830.503777 = -386465.542991 nChanged 10 SP:Iteration 34Q (3884.832368 sec): 3 clusters Score: Raw -387299.643851 + Penalty 830.503777 = -386469.140073 nChanged 6 SP:Iteration 35Q (3884.877964 sec): 3 clusters Score: Raw -387301.465554 + Penalty 830.503777 = -386470.961776 nChanged 4 SP:Iteration 36Q (3884.927606 sec): 3 clusters Score: Raw -387302.982260 + Penalty 830.503777 = -386472.478483 nChanged 6 SP:Iteration 37Q (3884.976483 sec): 3 clusters Score: Raw -387306.029359 + Penalty 830.503777 = -386475.525581 nChanged 5 SP:Iteration 38Q (3885.029185 sec): 3 clusters Score: Raw -387307.199104 + Penalty 830.503777 = -386476.695327 nChanged 5 SP:Iteration 39Q (3885.087378 sec): 3 clusters Score: Raw -387308.431111 + Penalty 830.503777 = -386477.927333 nChanged 3 SP:Iteration 40F (3885.133028 sec): 3 clusters Score: Raw -387309.504500 + Penalty 830.503777 = -386479.000722 nChanged 6 SP:Iteration 41Q (3885.186287 sec): 3 clusters Score: Raw -387311.477405 + Penalty 830.503777 = -386480.973628 nChanged 3 SP:Iteration 42Q (3885.236066 sec): 3 clusters Score: Raw -387312.195899 + Penalty 830.503777 = -386481.692121 nChanged 3 SP:Iteration 43Q (3885.289827 sec): 3 clusters Score: Raw -387313.708801 + Penalty 830.503777 = -386483.205024 nChanged 3 SP:Iteration 44Q (3885.352088 sec): 3 clusters Score: Raw -387315.363600 + Penalty 830.503777 = -386484.859822 nChanged 0 SP:Iteration 45F (3885.393324 sec): 3 clusters Score: Raw -387315.363600 + Penalty 830.503777 = -386484.859822 nChanged 0 Trying to split cluster 31 (2177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3885.427000 sec): 2 clusters Score: Raw -71061.939050 + Penalty 349.699489 = -70712.239561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3885.476045 sec): 3 clusters Score: Raw -69864.601127 + Penalty 699.398979 = -69165.202148 nChanged 916 SP:Iteration 1F (3885.519870 sec): 3 clusters Score: Raw -70480.630317 + Penalty 699.398979 = -69781.231339 nChanged 213 SP:Iteration 2F (3885.560101 sec): 3 clusters Score: Raw -70681.029893 + Penalty 699.398979 = -69981.630915 nChanged 171 SP:Iteration 3F (3885.608547 sec): 3 clusters Score: Raw -70802.863189 + Penalty 699.398979 = -70103.464211 nChanged 156 SP:Iteration 4F (3885.643358 sec): 3 clusters Score: Raw -70920.563815 + Penalty 699.398979 = -70221.164837 nChanged 133 SP:Iteration 5F (3885.691805 sec): 3 clusters Score: Raw -71026.348801 + Penalty 699.398979 = -70326.949822 nChanged 113 SP:Iteration 6F (3885.751554 sec): 3 clusters Score: Raw -71103.868206 + Penalty 699.398979 = -70404.469228 nChanged 84 SP:Iteration 7Q (3885.786110 sec): 3 clusters Score: Raw -71150.261161 + Penalty 699.398979 = -70450.862183 nChanged 52 SP:Iteration 8Q (3885.836347 sec): 3 clusters Score: Raw -71175.493337 + Penalty 699.398979 = -70476.094358 nChanged 33 SP:Iteration 9Q (3885.878120 sec): 3 clusters Score: Raw -71190.404501 + Penalty 699.398979 = -70491.005523 nChanged 22 SP:Iteration 10Q (3885.932190 sec): 3 clusters Score: Raw -71200.141936 + Penalty 699.398979 = -70500.742957 nChanged 19 SP:Iteration 11Q (3885.969761 sec): 3 clusters Score: Raw -71206.572965 + Penalty 699.398979 = -70507.173986 nChanged 13 SP:Iteration 12Q (3886.010703 sec): 3 clusters Score: Raw -71210.648706 + Penalty 699.398979 = -70511.249727 nChanged 9 SP:Iteration 13Q (3886.057124 sec): 3 clusters Score: Raw -71212.314884 + Penalty 699.398979 = -70512.915906 nChanged 5 SP:Iteration 14Q (3886.099003 sec): 3 clusters Score: Raw -71212.899804 + Penalty 699.398979 = -70513.500826 nChanged 5 SP:Iteration 15Q (3886.152953 sec): 3 clusters Score: Raw -71213.510882 + Penalty 699.398979 = -70514.111903 nChanged 2 SP:Iteration 16Q (3886.203127 sec): 3 clusters Score: Raw -71213.750376 + Penalty 699.398979 = -70514.351397 nChanged 2 SP:Iteration 17Q (3886.240158 sec): 3 clusters Score: Raw -71213.952396 + Penalty 699.398979 = -70514.553418 nChanged 3 SP:Iteration 18Q (3886.298691 sec): 3 clusters Score: Raw -71214.204887 + Penalty 699.398979 = -70514.805908 nChanged 2 SP:Iteration 19Q (3886.334091 sec): 3 clusters Score: Raw -71214.567827 + Penalty 699.398979 = -70515.168848 nChanged 1 SP:Iteration 20F (3886.381023 sec): 3 clusters Score: Raw -71214.802057 + Penalty 699.398979 = -70515.403079 nChanged 1 SP:Iteration 21Q (3886.423526 sec): 3 clusters Score: Raw -71214.945653 + Penalty 699.398979 = -70515.546675 nChanged 1 SP:Iteration 22Q (3886.476216 sec): 3 clusters Score: Raw -71215.037502 + Penalty 699.398979 = -70515.638524 nChanged 1 SP:Iteration 23Q (3886.511285 sec): 3 clusters Score: Raw -71215.338755 + Penalty 699.398979 = -70515.939777 nChanged 1 SP:Iteration 24Q (3886.553779 sec): 3 clusters Score: Raw -71215.534549 + Penalty 699.398979 = -70516.135571 nChanged 1 SP:Iteration 25Q (3886.593837 sec): 3 clusters Score: Raw -71215.707710 + Penalty 699.398979 = -70516.308731 nChanged 1 SP:Iteration 26Q (3886.638346 sec): 3 clusters Score: Raw -71216.431854 + Penalty 699.398979 = -70517.032876 nChanged 4 SP:Iteration 27Q (3886.679934 sec): 3 clusters Score: Raw -71217.513842 + Penalty 699.398979 = -70518.114863 nChanged 2 SP:Iteration 28Q (3886.729339 sec): 3 clusters Score: Raw -71218.170087 + Penalty 699.398979 = -70518.771108 nChanged 2 SP:Iteration 29Q (3886.773277 sec): 3 clusters Score: Raw -71218.673307 + Penalty 699.398979 = -70519.274328 nChanged 3 SP:Iteration 30Q (3886.813405 sec): 3 clusters Score: Raw -71219.894567 + Penalty 699.398979 = -70520.495589 nChanged 5 SP:Iteration 31Q (3886.868155 sec): 3 clusters Score: Raw -71221.003389 + Penalty 699.398979 = -70521.604411 nChanged 2 SP:Iteration 32Q (3886.907827 sec): 3 clusters Score: Raw -71222.112706 + Penalty 699.398979 = -70522.713728 nChanged 1 SP:Iteration 33Q (3886.956687 sec): 3 clusters Score: Raw -71222.867916 + Penalty 699.398979 = -70523.468938 nChanged 1 SP:Iteration 34Q (3887.006161 sec): 3 clusters Score: Raw -71222.951865 + Penalty 699.398979 = -70523.552887 nChanged 2 SP:Iteration 35Q (3887.045957 sec): 3 clusters Score: Raw -71223.371070 + Penalty 699.398979 = -70523.972092 nChanged 1 SP:Iteration 36Q (3887.094857 sec): 3 clusters Score: Raw -71224.003659 + Penalty 699.398979 = -70524.604680 nChanged 1 SP:Iteration 37Q (3887.151983 sec): 3 clusters Score: Raw -71224.331802 + Penalty 699.398979 = -70524.932824 nChanged 2 SP:Iteration 38Q (3887.194898 sec): 3 clusters Score: Raw -71224.749604 + Penalty 699.398979 = -70525.350625 nChanged 0 SP:Iteration 39F (3887.245930 sec): 3 clusters Score: Raw -71224.749604 + Penalty 699.398979 = -70525.350625 nChanged 0 Trying to split cluster 32 (30257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3887.293811 sec): 2 clusters Score: Raw -1202071.920597 + Penalty 469.445469 = -1201602.475128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3887.362537 sec): 3 clusters Score: Raw -1182110.098509 + Penalty 938.890939 = -1181171.207570 nChanged 14644 SP:Iteration 1F (3887.433188 sec): 3 clusters Score: Raw -1190782.481440 + Penalty 938.890939 = -1189843.590502 nChanged 1589 SP:Iteration 2F (3887.500589 sec): 3 clusters Score: Raw -1191420.502005 + Penalty 938.890939 = -1190481.611066 nChanged 1663 SP:Iteration 3F (3887.566860 sec): 3 clusters Score: Raw -1192158.786778 + Penalty 938.890939 = -1191219.895839 nChanged 1670 SP:Iteration 4F (3887.649651 sec): 3 clusters Score: Raw -1193020.261933 + Penalty 938.890939 = -1192081.370994 nChanged 1728 SP:Iteration 5F (3887.713122 sec): 3 clusters Score: Raw -1193881.538858 + Penalty 938.890939 = -1192942.647920 nChanged 1682 SP:Iteration 6F (3887.789771 sec): 3 clusters Score: Raw -1194698.940115 + Penalty 938.890939 = -1193760.049176 nChanged 1521 SP:Iteration 7F (3887.868592 sec): 3 clusters Score: Raw -1195420.302744 + Penalty 938.890939 = -1194481.411805 nChanged 1352 SP:Iteration 8Q (3887.946849 sec): 3 clusters Score: Raw -1196119.613961 + Penalty 938.890939 = -1195180.723022 nChanged 1385 SP:Iteration 9Q (3888.015755 sec): 3 clusters Score: Raw -1196870.543757 + Penalty 938.890939 = -1195931.652818 nChanged 1250 SP:Iteration 10Q (3888.086007 sec): 3 clusters Score: Raw -1197462.982878 + Penalty 938.890939 = -1196524.091939 nChanged 981 SP:Iteration 11Q (3888.165605 sec): 3 clusters Score: Raw -1197794.168703 + Penalty 938.890939 = -1196855.277764 nChanged 671 SP:Iteration 12Q (3888.240082 sec): 3 clusters Score: Raw -1197943.053830 + Penalty 938.890939 = -1197004.162891 nChanged 444 SP:Iteration 13Q (3888.310526 sec): 3 clusters Score: Raw -1198014.293496 + Penalty 938.890939 = -1197075.402558 nChanged 307 SP:Iteration 14Q (3888.384624 sec): 3 clusters Score: Raw -1198059.833304 + Penalty 938.890939 = -1197120.942365 nChanged 275 SP:Iteration 15Q (3888.458493 sec): 3 clusters Score: Raw -1198100.145277 + Penalty 938.890939 = -1197161.254339 nChanged 244 SP:Iteration 16Q (3888.529515 sec): 3 clusters Score: Raw -1198133.710051 + Penalty 938.890939 = -1197194.819113 nChanged 233 SP:Iteration 17Q (3888.619110 sec): 3 clusters Score: Raw -1198169.912657 + Penalty 938.890939 = -1197231.021718 nChanged 252 SP:Iteration 18Q (3888.685266 sec): 3 clusters Score: Raw -1198210.755815 + Penalty 938.890939 = -1197271.864876 nChanged 262 SP:Iteration 19Q (3888.763914 sec): 3 clusters Score: Raw -1198254.437788 + Penalty 938.890939 = -1197315.546850 nChanged 271 SP:Iteration 20F (3888.843101 sec): 3 clusters Score: Raw -1198295.921630 + Penalty 938.890939 = -1197357.030691 nChanged 235 SP:Iteration 21Q (3888.920223 sec): 3 clusters Score: Raw -1198334.372306 + Penalty 938.890939 = -1197395.481367 nChanged 247 SP:Iteration 22Q (3888.991603 sec): 3 clusters Score: Raw -1198373.524968 + Penalty 938.890939 = -1197434.634030 nChanged 249 SP:Iteration 23Q (3889.074496 sec): 3 clusters Score: Raw -1198415.289294 + Penalty 938.890939 = -1197476.398356 nChanged 261 SP:Iteration 24Q (3889.159670 sec): 3 clusters Score: Raw -1198463.022871 + Penalty 938.890939 = -1197524.131932 nChanged 257 SP:Iteration 25Q (3889.234321 sec): 3 clusters Score: Raw -1198507.754824 + Penalty 938.890939 = -1197568.863886 nChanged 243 SP:Iteration 26Q (3889.303215 sec): 3 clusters Score: Raw -1198544.529718 + Penalty 938.890939 = -1197605.638780 nChanged 245 SP:Iteration 27Q (3889.384695 sec): 3 clusters Score: Raw -1198586.758552 + Penalty 938.890939 = -1197647.867613 nChanged 277 SP:Iteration 28Q (3889.459291 sec): 3 clusters Score: Raw -1198637.383934 + Penalty 938.890939 = -1197698.492995 nChanged 294 SP:Iteration 29Q (3889.539153 sec): 3 clusters Score: Raw -1198690.741350 + Penalty 938.890939 = -1197751.850412 nChanged 273 SP:Iteration 30Q (3889.601852 sec): 3 clusters Score: Raw -1198735.852521 + Penalty 938.890939 = -1197796.961583 nChanged 277 SP:Iteration 31Q (3889.684503 sec): 3 clusters Score: Raw -1198781.599864 + Penalty 938.890939 = -1197842.708926 nChanged 303 SP:Iteration 32Q (3889.765488 sec): 3 clusters Score: Raw -1198842.584916 + Penalty 938.890939 = -1197903.693977 nChanged 330 SP:Iteration 33Q (3889.835472 sec): 3 clusters Score: Raw -1198912.237159 + Penalty 938.890939 = -1197973.346221 nChanged 357 SP:Iteration 34Q (3889.913558 sec): 3 clusters Score: Raw -1198993.595621 + Penalty 938.890939 = -1198054.704682 nChanged 388 SP:Iteration 35Q (3889.992583 sec): 3 clusters Score: Raw -1199087.534122 + Penalty 938.890939 = -1198148.643184 nChanged 392 SP:Iteration 36Q (3890.070155 sec): 3 clusters Score: Raw -1199188.156372 + Penalty 938.890939 = -1198249.265433 nChanged 396 SP:Iteration 37Q (3890.140297 sec): 3 clusters Score: Raw -1199298.456763 + Penalty 938.890939 = -1198359.565824 nChanged 430 SP:Iteration 38Q (3890.222973 sec): 3 clusters Score: Raw -1199427.889619 + Penalty 938.890939 = -1198488.998680 nChanged 456 SP:Iteration 39Q (3890.284423 sec): 3 clusters Score: Raw -1199574.534529 + Penalty 938.890939 = -1198635.643590 nChanged 459 SP:Iteration 40F (3890.362329 sec): 3 clusters Score: Raw -1199719.390514 + Penalty 938.890939 = -1198780.499576 nChanged 465 SP:Iteration 41Q (3890.432046 sec): 3 clusters Score: Raw -1199867.812265 + Penalty 938.890939 = -1198928.921326 nChanged 481 SP:Iteration 42Q (3890.503842 sec): 3 clusters Score: Raw -1200030.258349 + Penalty 938.890939 = -1199091.367410 nChanged 499 SP:Iteration 43Q (3890.578908 sec): 3 clusters Score: Raw -1200213.445067 + Penalty 938.890939 = -1199274.554129 nChanged 488 SP:Iteration 44Q (3890.648577 sec): 3 clusters Score: Raw -1200399.083451 + Penalty 938.890939 = -1199460.192512 nChanged 472 SP:Iteration 45Q (3890.722279 sec): 3 clusters Score: Raw -1200569.649000 + Penalty 938.890939 = -1199630.758062 nChanged 469 SP:Iteration 46Q (3890.800346 sec): 3 clusters Score: Raw -1200741.985938 + Penalty 938.890939 = -1199803.095000 nChanged 438 SP:Iteration 47Q (3890.870266 sec): 3 clusters Score: Raw -1200919.347342 + Penalty 938.890939 = -1199980.456404 nChanged 418 SP:Iteration 48Q (3890.948645 sec): 3 clusters Score: Raw -1201102.858629 + Penalty 938.890939 = -1200163.967691 nChanged 430 SP:Iteration 49Q (3891.022856 sec): 3 clusters Score: Raw -1201313.496621 + Penalty 938.890939 = -1200374.605682 nChanged 407 SP:Iteration 50Q (3891.100163 sec): 3 clusters Score: Raw -1201545.873929 + Penalty 938.890939 = -1200606.982991 nChanged 368 SP:Iteration 51Q (3891.168197 sec): 3 clusters Score: Raw -1201790.730574 + Penalty 938.890939 = -1200851.839635 nChanged 322 SP:Iteration 52Q (3891.235084 sec): 3 clusters Score: Raw -1202044.930660 + Penalty 938.890939 = -1201106.039722 nChanged 258 SP:Iteration 53Q (3891.316300 sec): 3 clusters Score: Raw -1202249.089433 + Penalty 938.890939 = -1201310.198494 nChanged 232 SP:Iteration 54Q (3891.385060 sec): 3 clusters Score: Raw -1202376.639992 + Penalty 938.890939 = -1201437.749054 nChanged 189 SP:Iteration 55Q (3891.454211 sec): 3 clusters Score: Raw -1202462.181361 + Penalty 938.890939 = -1201523.290422 nChanged 132 SP:Iteration 56Q (3891.518612 sec): 3 clusters Score: Raw -1202502.081542 + Penalty 938.890939 = -1201563.190603 nChanged 101 SP:Iteration 57Q (3891.596466 sec): 3 clusters Score: Raw -1202525.179955 + Penalty 938.890939 = -1201586.289016 nChanged 75 SP:Iteration 58Q (3891.672233 sec): 3 clusters Score: Raw -1202546.140101 + Penalty 938.890939 = -1201607.249162 nChanged 86 SP:Iteration 59Q (3891.743459 sec): 3 clusters Score: Raw -1202567.697999 + Penalty 938.890939 = -1201628.807060 nChanged 71 SP:Iteration 60F (3891.815672 sec): 3 clusters Score: Raw -1202585.213548 + Penalty 938.890939 = -1201646.322609 nChanged 55 SP:Iteration 61Q (3891.893498 sec): 3 clusters Score: Raw -1202597.417797 + Penalty 938.890939 = -1201658.526858 nChanged 34 SP:Iteration 62Q (3891.965929 sec): 3 clusters Score: Raw -1202604.661986 + Penalty 938.890939 = -1201665.771047 nChanged 37 SP:Iteration 63Q (3892.042457 sec): 3 clusters Score: Raw -1202611.372903 + Penalty 938.890939 = -1201672.481965 nChanged 37 SP:Iteration 64Q (3892.107799 sec): 3 clusters Score: Raw -1202618.826153 + Penalty 938.890939 = -1201679.935215 nChanged 46 SP:Iteration 65Q (3892.186990 sec): 3 clusters Score: Raw -1202624.701422 + Penalty 938.890939 = -1201685.810484 nChanged 31 SP:Iteration 66Q (3892.259107 sec): 3 clusters Score: Raw -1202628.410550 + Penalty 938.890939 = -1201689.519612 nChanged 20 SP:Iteration 67Q (3892.316045 sec): 3 clusters Score: Raw -1202629.676889 + Penalty 938.890939 = -1201690.785950 nChanged 9 SP:Iteration 68Q (3892.401238 sec): 3 clusters Score: Raw -1202630.359190 + Penalty 938.890939 = -1201691.468252 nChanged 6 SP:Iteration 69Q (3892.473372 sec): 3 clusters Score: Raw -1202630.732706 + Penalty 938.890939 = -1201691.841767 nChanged 4 SP:Iteration 70Q (3892.543958 sec): 3 clusters Score: Raw -1202631.005478 + Penalty 938.890939 = -1201692.114539 nChanged 3 SP:Iteration 71Q (3892.610013 sec): 3 clusters Score: Raw -1202631.250155 + Penalty 938.890939 = -1201692.359216 nChanged 0 SP:Iteration 72F (3892.694192 sec): 3 clusters Score: Raw -1202631.250155 + Penalty 938.890939 = -1201692.359216 nChanged 0 Score: Raw -17401685.541729 + Penalty 27318.534099 = -17374367.007630 Splitting cluster 32 changes total score from -17374401.258079 to -17374367.007630 So it's not getting split. Trying to split cluster 33 (1760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3900.636248 sec): 2 clusters Score: Raw -69783.246284 + Penalty 340.024644 = -69443.221640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3900.680269 sec): 3 clusters Score: Raw -68816.889262 + Penalty 680.049287 = -68136.839975 nChanged 739 SP:Iteration 1F (3900.733613 sec): 3 clusters Score: Raw -69252.141701 + Penalty 680.049287 = -68572.092414 nChanged 121 SP:Iteration 2F (3900.773404 sec): 3 clusters Score: Raw -69322.393369 + Penalty 680.049287 = -68642.344082 nChanged 90 SP:Iteration 3F (3900.828314 sec): 3 clusters Score: Raw -69376.328185 + Penalty 680.049287 = -68696.278898 nChanged 90 SP:Iteration 4F (3900.864760 sec): 3 clusters Score: Raw -69427.580452 + Penalty 680.049287 = -68747.531165 nChanged 63 SP:Iteration 5Q (3900.918102 sec): 3 clusters Score: Raw -69457.937977 + Penalty 680.049287 = -68777.888690 nChanged 51 SP:Iteration 6Q (3900.955110 sec): 3 clusters Score: Raw -69480.678485 + Penalty 680.049287 = -68800.629198 nChanged 35 SP:Iteration 7Q (3901.010544 sec): 3 clusters Score: Raw -69496.849793 + Penalty 680.049287 = -68816.800506 nChanged 37 SP:Iteration 8Q (3901.050052 sec): 3 clusters Score: Raw -69512.626301 + Penalty 680.049287 = -68832.577014 nChanged 31 SP:Iteration 9Q (3901.090132 sec): 3 clusters Score: Raw -69521.996813 + Penalty 680.049287 = -68841.947526 nChanged 26 SP:Iteration 10Q (3901.135083 sec): 3 clusters Score: Raw -69529.785624 + Penalty 680.049287 = -68849.736337 nChanged 19 SP:Iteration 11Q (3901.183008 sec): 3 clusters Score: Raw -69536.831430 + Penalty 680.049287 = -68856.782143 nChanged 29 SP:Iteration 12Q (3901.219033 sec): 3 clusters Score: Raw -69549.572150 + Penalty 680.049287 = -68869.522863 nChanged 30 SP:Iteration 13Q (3901.263869 sec): 3 clusters Score: Raw -69563.942980 + Penalty 680.049287 = -68883.893693 nChanged 29 SP:Iteration 14Q (3901.313436 sec): 3 clusters Score: Raw -69577.366270 + Penalty 680.049287 = -68897.316983 nChanged 35 SP:Iteration 15Q (3901.354821 sec): 3 clusters Score: Raw -69595.500683 + Penalty 680.049287 = -68915.451396 nChanged 38 SP:Iteration 16Q (3901.398611 sec): 3 clusters Score: Raw -69615.491864 + Penalty 680.049287 = -68935.442577 nChanged 36 SP:Iteration 17Q (3901.450454 sec): 3 clusters Score: Raw -69637.578600 + Penalty 680.049287 = -68957.529313 nChanged 42 SP:Iteration 18Q (3901.502235 sec): 3 clusters Score: Raw -69664.812272 + Penalty 680.049287 = -68984.762985 nChanged 37 SP:Iteration 19Q (3901.539438 sec): 3 clusters Score: Raw -69699.965976 + Penalty 680.049287 = -69019.916689 nChanged 35 SP:Iteration 20F (3901.589233 sec): 3 clusters Score: Raw -69742.992365 + Penalty 680.049287 = -69062.943078 nChanged 34 SP:Iteration 21Q (3901.625543 sec): 3 clusters Score: Raw -69795.614288 + Penalty 680.049287 = -69115.565001 nChanged 37 SP:Iteration 22Q (3901.676103 sec): 3 clusters Score: Raw -69884.359121 + Penalty 680.049287 = -69204.309834 nChanged 44 SP:Iteration 23Q (3901.720090 sec): 3 clusters Score: Raw -69958.989815 + Penalty 680.049287 = -69278.940528 nChanged 55 SP:Iteration 24Q (3901.776675 sec): 3 clusters Score: Raw -70010.996054 + Penalty 680.049287 = -69330.946767 nChanged 58 SP:Iteration 25Q (3901.818736 sec): 3 clusters Score: Raw -70078.974848 + Penalty 680.049287 = -69398.925561 nChanged 53 SP:Iteration 26Q (3901.860801 sec): 3 clusters Score: Raw -70141.584186 + Penalty 680.049287 = -69461.534899 nChanged 38 SP:Iteration 27Q (3901.913343 sec): 3 clusters Score: Raw -70178.017010 + Penalty 680.049287 = -69497.967723 nChanged 38 SP:Iteration 28Q (3901.954876 sec): 3 clusters Score: Raw -70230.791312 + Penalty 680.049287 = -69550.742025 nChanged 33 SP:Iteration 29Q (3901.998129 sec): 3 clusters Score: Raw -70265.755456 + Penalty 680.049287 = -69585.706169 nChanged 22 SP:Iteration 30Q (3902.054930 sec): 3 clusters Score: Raw -70286.773954 + Penalty 680.049287 = -69606.724667 nChanged 9 SP:Iteration 31Q (3902.093175 sec): 3 clusters Score: Raw -70292.718092 + Penalty 680.049287 = -69612.668805 nChanged 7 SP:Iteration 32Q (3902.133269 sec): 3 clusters Score: Raw -70296.549570 + Penalty 680.049287 = -69616.500283 nChanged 3 SP:Iteration 33Q (3902.170766 sec): 3 clusters Score: Raw -70296.956221 + Penalty 680.049287 = -69616.906934 nChanged 2 SP:Iteration 34Q (3902.222277 sec): 3 clusters Score: Raw -70297.186042 + Penalty 680.049287 = -69617.136755 nChanged 1 SP:Iteration 35Q (3902.276039 sec): 3 clusters Score: Raw -70297.502383 + Penalty 680.049287 = -69617.453096 nChanged 1 SP:Iteration 36Q (3902.317666 sec): 3 clusters Score: Raw -70297.722680 + Penalty 680.049287 = -69617.673393 nChanged 2 SP:Iteration 37Q (3902.360977 sec): 3 clusters Score: Raw -70298.090965 + Penalty 680.049287 = -69618.041678 nChanged 2 SP:Iteration 38Q (3902.397420 sec): 3 clusters Score: Raw -70298.541028 + Penalty 680.049287 = -69618.491741 nChanged 0 SP:Iteration 39F (3902.450925 sec): 3 clusters Score: Raw -70325.428588 + Penalty 680.049287 = -69645.379301 nChanged 13 SP:Iteration 40F (3902.484724 sec): 3 clusters Score: Raw -70346.673294 + Penalty 680.049287 = -69666.624007 nChanged 6 SP:Iteration 41Q (3902.540388 sec): 3 clusters Score: Raw -70351.283864 + Penalty 680.049287 = -69671.234577 nChanged 3 SP:Iteration 42Q (3902.586312 sec): 3 clusters Score: Raw -70352.958770 + Penalty 680.049287 = -69672.909483 nChanged 4 SP:Iteration 43Q (3902.614968 sec): 3 clusters Score: Raw -70354.820191 + Penalty 680.049287 = -69674.770904 nChanged 2 SP:Iteration 44Q (3902.649043 sec): 3 clusters Score: Raw -70355.797546 + Penalty 680.049287 = -69675.748259 nChanged 2 SP:Iteration 45Q (3902.694054 sec): 3 clusters Score: Raw -70356.626289 + Penalty 680.049287 = -69676.577002 nChanged 3 SP:Iteration 46Q (3902.737346 sec): 3 clusters Score: Raw -70357.322992 + Penalty 680.049287 = -69677.273705 nChanged 2 SP:Iteration 47Q (3902.769180 sec): 3 clusters Score: Raw -70357.643484 + Penalty 680.049287 = -69677.594197 nChanged 1 SP:Iteration 48Q (3902.814319 sec): 3 clusters Score: Raw -70357.871545 + Penalty 680.049287 = -69677.822258 nChanged 2 SP:Iteration 49Q (3902.866363 sec): 3 clusters Score: Raw -70358.058076 + Penalty 680.049287 = -69678.008789 nChanged 0 SP:Iteration 50F (3902.912482 sec): 3 clusters Score: Raw -70358.058076 + Penalty 680.049287 = -69678.008789 nChanged 0 Score: Raw -17401701.023964 + Penalty 27318.534099 = -17374382.489865 Splitting cluster 33 changes total score from -17374401.258079 to -17374382.489865 So it's not getting split. Trying to split cluster 34 (1656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3910.848316 sec): 2 clusters Score: Raw -61382.709608 + Penalty 337.253295 = -61045.456312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3910.879461 sec): 3 clusters Score: Raw -60503.810755 + Penalty 674.506590 = -59829.304165 nChanged 718 SP:Iteration 1F (3910.937967 sec): 3 clusters Score: Raw -60976.444985 + Penalty 674.506590 = -60301.938395 nChanged 157 SP:Iteration 2F (3910.984863 sec): 3 clusters Score: Raw -61121.063851 + Penalty 674.506590 = -60446.557261 nChanged 121 SP:Iteration 3F (3911.021037 sec): 3 clusters Score: Raw -61234.116462 + Penalty 674.506590 = -60559.609872 nChanged 114 SP:Iteration 4F (3911.062442 sec): 3 clusters Score: Raw -61321.211930 + Penalty 674.506590 = -60646.705340 nChanged 90 SP:Iteration 5F (3911.105329 sec): 3 clusters Score: Raw -61389.898221 + Penalty 674.506590 = -60715.391630 nChanged 71 SP:Iteration 6Q (3911.157699 sec): 3 clusters Score: Raw -61446.803314 + Penalty 674.506590 = -60772.296723 nChanged 63 SP:Iteration 7Q (3911.193049 sec): 3 clusters Score: Raw -61502.664065 + Penalty 674.506590 = -60828.157474 nChanged 46 SP:Iteration 8Q (3911.237269 sec): 3 clusters Score: Raw -61537.068254 + Penalty 674.506590 = -60862.561664 nChanged 34 SP:Iteration 9Q (3911.292608 sec): 3 clusters Score: Raw -61567.532657 + Penalty 674.506590 = -60893.026067 nChanged 33 SP:Iteration 10Q (3911.325230 sec): 3 clusters Score: Raw -61609.864707 + Penalty 674.506590 = -60935.358117 nChanged 30 SP:Iteration 11Q (3911.373064 sec): 3 clusters Score: Raw -61645.337992 + Penalty 674.506590 = -60970.831402 nChanged 27 SP:Iteration 12Q (3911.412842 sec): 3 clusters Score: Raw -61680.974484 + Penalty 674.506590 = -61006.467894 nChanged 19 SP:Iteration 13Q (3911.455080 sec): 3 clusters Score: Raw -61699.768801 + Penalty 674.506590 = -61025.262210 nChanged 17 SP:Iteration 14Q (3911.509981 sec): 3 clusters Score: Raw -61719.929459 + Penalty 674.506590 = -61045.422869 nChanged 17 SP:Iteration 15Q (3911.544378 sec): 3 clusters Score: Raw -61739.607618 + Penalty 674.506590 = -61065.101027 nChanged 14 SP:Iteration 16Q (3911.582255 sec): 3 clusters Score: Raw -61754.928128 + Penalty 674.506590 = -61080.421537 nChanged 9 SP:Iteration 17Q (3911.630000 sec): 3 clusters Score: Raw -61760.739369 + Penalty 674.506590 = -61086.232779 nChanged 3 SP:Iteration 18Q (3911.675213 sec): 3 clusters Score: Raw -61762.261745 + Penalty 674.506590 = -61087.755155 nChanged 3 SP:Iteration 19Q (3911.725616 sec): 3 clusters Score: Raw -61763.204904 + Penalty 674.506590 = -61088.698313 nChanged 3 SP:Iteration 20F (3911.758764 sec): 3 clusters Score: Raw -61764.336089 + Penalty 674.506590 = -61089.829499 nChanged 2 SP:Iteration 21Q (3911.813137 sec): 3 clusters Score: Raw -61764.827021 + Penalty 674.506590 = -61090.320430 nChanged 0 SP:Iteration 22F (3911.857395 sec): 3 clusters Score: Raw -61764.827021 + Penalty 674.506590 = -61090.320430 nChanged 0 Score: Raw -17401508.329585 + Penalty 27318.534099 = -17374189.795486 Splitting cluster 34 changes total score from -17374401.258079 to -17374189.795486 So it's not getting split. Trying to split cluster 35 (1002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3919.845780 sec): 2 clusters Score: Raw -39597.173150 + Penalty 314.393774 = -39282.779376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3919.897928 sec): 3 clusters Score: Raw -39087.883718 + Penalty 628.787549 = -38459.096169 nChanged 407 SP:Iteration 1F (3919.954405 sec): 3 clusters Score: Raw -39328.005881 + Penalty 628.787549 = -38699.218332 nChanged 87 SP:Iteration 2F (3919.997682 sec): 3 clusters Score: Raw -39380.651989 + Penalty 628.787549 = -38751.864441 nChanged 56 SP:Iteration 3F (3920.029770 sec): 3 clusters Score: Raw -39415.511647 + Penalty 628.787549 = -38786.724098 nChanged 40 SP:Iteration 4Q (3920.080760 sec): 3 clusters Score: Raw -39436.454453 + Penalty 628.787549 = -38807.666904 nChanged 27 SP:Iteration 5Q (3920.131556 sec): 3 clusters Score: Raw -39449.734575 + Penalty 628.787549 = -38820.947026 nChanged 23 SP:Iteration 6Q (3920.166463 sec): 3 clusters Score: Raw -39457.956827 + Penalty 628.787549 = -38829.169279 nChanged 16 SP:Iteration 7Q (3920.215647 sec): 3 clusters Score: Raw -39463.980300 + Penalty 628.787549 = -38835.192751 nChanged 14 SP:Iteration 8Q (3920.254494 sec): 3 clusters Score: Raw -39472.301738 + Penalty 628.787549 = -38843.514190 nChanged 15 SP:Iteration 9Q (3920.299968 sec): 3 clusters Score: Raw -39480.078955 + Penalty 628.787549 = -38851.291406 nChanged 10 SP:Iteration 10Q (3920.348645 sec): 3 clusters Score: Raw -39487.521695 + Penalty 628.787549 = -38858.734146 nChanged 14 SP:Iteration 11Q (3920.398051 sec): 3 clusters Score: Raw -39493.147312 + Penalty 628.787549 = -38864.359763 nChanged 11 SP:Iteration 12Q (3920.436589 sec): 3 clusters Score: Raw -39497.760385 + Penalty 628.787549 = -38868.972837 nChanged 11 SP:Iteration 13Q (3920.467420 sec): 3 clusters Score: Raw -39501.359441 + Penalty 628.787549 = -38872.571893 nChanged 10 SP:Iteration 14Q (3920.509901 sec): 3 clusters Score: Raw -39503.350718 + Penalty 628.787549 = -38874.563170 nChanged 4 SP:Iteration 15Q (3920.553279 sec): 3 clusters Score: Raw -39504.397800 + Penalty 628.787549 = -38875.610252 nChanged 3 SP:Iteration 16Q (3920.598033 sec): 3 clusters Score: Raw -39505.462363 + Penalty 628.787549 = -38876.674814 nChanged 5 SP:Iteration 17Q (3920.640157 sec): 3 clusters Score: Raw -39506.835964 + Penalty 628.787549 = -38878.048415 nChanged 4 SP:Iteration 18Q (3920.682889 sec): 3 clusters Score: Raw -39507.963582 + Penalty 628.787549 = -38879.176033 nChanged 3 SP:Iteration 19Q (3920.722574 sec): 3 clusters Score: Raw -39508.187286 + Penalty 628.787549 = -38879.399738 nChanged 0 SP:Iteration 20F (3920.769934 sec): 3 clusters Score: Raw -39508.187286 + Penalty 628.787549 = -38879.399738 nChanged 0 Trying to split cluster 36 (907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3920.797004 sec): 2 clusters Score: Raw -32931.094035 + Penalty 309.861481 = -32621.232553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3920.833783 sec): 3 clusters Score: Raw -32495.025637 + Penalty 619.722963 = -31875.302674 nChanged 355 SP:Iteration 1F (3920.879883 sec): 3 clusters Score: Raw -32750.923535 + Penalty 619.722963 = -32131.200572 nChanged 80 SP:Iteration 2F (3920.921864 sec): 3 clusters Score: Raw -32807.212741 + Penalty 619.722963 = -32187.489778 nChanged 38 SP:Iteration 3Q (3920.955249 sec): 3 clusters Score: Raw -32836.178990 + Penalty 619.722963 = -32216.456027 nChanged 26 SP:Iteration 4Q (3920.992594 sec): 3 clusters Score: Raw -32866.906114 + Penalty 619.722963 = -32247.183151 nChanged 30 SP:Iteration 5Q (3921.033349 sec): 3 clusters Score: Raw -32894.390955 + Penalty 619.722963 = -32274.667992 nChanged 18 SP:Iteration 6Q (3921.081504 sec): 3 clusters Score: Raw -32903.191283 + Penalty 619.722963 = -32283.468320 nChanged 11 SP:Iteration 7Q (3921.129250 sec): 3 clusters Score: Raw -32904.955962 + Penalty 619.722963 = -32285.232999 nChanged 4 SP:Iteration 8Q (3921.168317 sec): 3 clusters Score: Raw -32905.660495 + Penalty 619.722963 = -32285.937532 nChanged 1 SP:Iteration 9Q (3921.217174 sec): 3 clusters Score: Raw -32906.071429 + Penalty 619.722963 = -32286.348466 nChanged 2 SP:Iteration 10Q (3921.254215 sec): 3 clusters Score: Raw -32906.418209 + Penalty 619.722963 = -32286.695246 nChanged 4 SP:Iteration 11Q (3921.302101 sec): 3 clusters Score: Raw -32907.718569 + Penalty 619.722963 = -32287.995606 nChanged 3 SP:Iteration 12Q (3921.348472 sec): 3 clusters Score: Raw -32910.289856 + Penalty 619.722963 = -32290.566893 nChanged 5 SP:Iteration 13Q (3921.389165 sec): 3 clusters Score: Raw -32912.017647 + Penalty 619.722963 = -32292.294684 nChanged 7 SP:Iteration 14Q (3921.441649 sec): 3 clusters Score: Raw -32914.635191 + Penalty 619.722963 = -32294.912228 nChanged 4 SP:Iteration 15Q (3921.479396 sec): 3 clusters Score: Raw -32915.644392 + Penalty 619.722963 = -32295.921429 nChanged 2 SP:Iteration 16Q (3921.525328 sec): 3 clusters Score: Raw -32916.313898 + Penalty 619.722963 = -32296.590935 nChanged 4 SP:Iteration 17Q (3921.574346 sec): 3 clusters Score: Raw -32918.019262 + Penalty 619.722963 = -32298.296299 nChanged 3 SP:Iteration 18Q (3921.611499 sec): 3 clusters Score: Raw -32922.189726 + Penalty 619.722963 = -32302.466763 nChanged 3 SP:Iteration 19Q (3921.648846 sec): 3 clusters Score: Raw -32928.976938 + Penalty 619.722963 = -32309.253975 nChanged 6 SP:Iteration 20F (3921.689679 sec): 3 clusters Score: Raw -32933.852268 + Penalty 619.722963 = -32314.129305 nChanged 4 SP:Iteration 21Q (3921.734298 sec): 3 clusters Score: Raw -32937.486698 + Penalty 619.722963 = -32317.763735 nChanged 5 SP:Iteration 22Q (3921.780679 sec): 3 clusters Score: Raw -32939.756996 + Penalty 619.722963 = -32320.034033 nChanged 1 SP:Iteration 23Q (3921.826805 sec): 3 clusters Score: Raw -32940.135300 + Penalty 619.722963 = -32320.412337 nChanged 0 SP:Iteration 24F (3921.866902 sec): 3 clusters Score: Raw -32940.135300 + Penalty 619.722963 = -32320.412337 nChanged 0 Trying to split cluster 37 (64447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3921.954342 sec): 2 clusters Score: Raw -2533973.070214 + Penalty 503.848730 = -2533469.221484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3922.053473 sec): 3 clusters Score: Raw -2491027.833139 + Penalty 1007.697460 = -2490020.135679 nChanged 31313 SP:Iteration 1F (3922.154900 sec): 3 clusters Score: Raw -2512170.925701 + Penalty 1007.697460 = -2511163.228241 nChanged 4184 SP:Iteration 2F (3922.257686 sec): 3 clusters Score: Raw -2515324.398766 + Penalty 1007.697460 = -2514316.701306 nChanged 4373 SP:Iteration 3F (3922.362631 sec): 3 clusters Score: Raw -2519163.305031 + Penalty 1007.697460 = -2518155.607571 nChanged 4050 SP:Iteration 4F (3922.458020 sec): 3 clusters Score: Raw -2522819.778626 + Penalty 1007.697460 = -2521812.081166 nChanged 3399 SP:Iteration 5F (3922.562996 sec): 3 clusters Score: Raw -2525511.341745 + Penalty 1007.697460 = -2524503.644286 nChanged 2509 SP:Iteration 6Q (3922.681563 sec): 3 clusters Score: Raw -2527035.207739 + Penalty 1007.697460 = -2526027.510279 nChanged 1716 SP:Iteration 7Q (3922.788022 sec): 3 clusters Score: Raw -2527883.639727 + Penalty 1007.697460 = -2526875.942267 nChanged 1336 SP:Iteration 8Q (3922.903539 sec): 3 clusters Score: Raw -2528506.639362 + Penalty 1007.697460 = -2527498.941902 nChanged 1205 SP:Iteration 9Q (3922.993982 sec): 3 clusters Score: Raw -2529064.241674 + Penalty 1007.697460 = -2528056.544214 nChanged 1169 SP:Iteration 10Q (3923.090976 sec): 3 clusters Score: Raw -2529625.888988 + Penalty 1007.697460 = -2528618.191528 nChanged 1121 SP:Iteration 11Q (3923.203390 sec): 3 clusters Score: Raw -2530197.802362 + Penalty 1007.697460 = -2529190.104903 nChanged 1084 SP:Iteration 12Q (3923.307109 sec): 3 clusters Score: Raw -2530753.501382 + Penalty 1007.697460 = -2529745.803922 nChanged 1033 SP:Iteration 13Q (3923.401226 sec): 3 clusters Score: Raw -2531284.008173 + Penalty 1007.697460 = -2530276.310713 nChanged 947 SP:Iteration 14Q (3923.508694 sec): 3 clusters Score: Raw -2531773.102617 + Penalty 1007.697460 = -2530765.405157 nChanged 834 SP:Iteration 15Q (3923.613845 sec): 3 clusters Score: Raw -2532191.040592 + Penalty 1007.697460 = -2531183.343133 nChanged 750 SP:Iteration 16Q (3923.706390 sec): 3 clusters Score: Raw -2532550.262943 + Penalty 1007.697460 = -2531542.565483 nChanged 679 SP:Iteration 17Q (3923.809666 sec): 3 clusters Score: Raw -2532876.113957 + Penalty 1007.697460 = -2531868.416497 nChanged 576 SP:Iteration 18Q (3923.900708 sec): 3 clusters Score: Raw -2533163.117298 + Penalty 1007.697460 = -2532155.419838 nChanged 504 SP:Iteration 19Q (3924.004226 sec): 3 clusters Score: Raw -2533414.675385 + Penalty 1007.697460 = -2532406.977925 nChanged 419 SP:Iteration 20F (3924.108734 sec): 3 clusters Score: Raw -2533627.452595 + Penalty 1007.697460 = -2532619.755135 nChanged 356 SP:Iteration 21Q (3924.213446 sec): 3 clusters Score: Raw -2533800.853576 + Penalty 1007.697460 = -2532793.156116 nChanged 292 SP:Iteration 22Q (3924.312863 sec): 3 clusters Score: Raw -2533931.144153 + Penalty 1007.697460 = -2532923.446693 nChanged 212 SP:Iteration 23Q (3924.405432 sec): 3 clusters Score: Raw -2534029.338959 + Penalty 1007.697460 = -2533021.641499 nChanged 186 SP:Iteration 24Q (3924.505330 sec): 3 clusters Score: Raw -2534120.312009 + Penalty 1007.697460 = -2533112.614549 nChanged 136 SP:Iteration 25Q (3924.603328 sec): 3 clusters Score: Raw -2534187.908868 + Penalty 1007.697460 = -2533180.211408 nChanged 118 SP:Iteration 26Q (3924.697335 sec): 3 clusters Score: Raw -2534241.291612 + Penalty 1007.697460 = -2533233.594152 nChanged 81 SP:Iteration 27Q (3924.809423 sec): 3 clusters Score: Raw -2534272.183910 + Penalty 1007.697460 = -2533264.486450 nChanged 63 SP:Iteration 28Q (3924.907081 sec): 3 clusters Score: Raw -2534299.550254 + Penalty 1007.697460 = -2533291.852795 nChanged 61 SP:Iteration 29Q (3924.999599 sec): 3 clusters Score: Raw -2534319.957754 + Penalty 1007.697460 = -2533312.260294 nChanged 43 SP:Iteration 30Q (3925.098766 sec): 3 clusters Score: Raw -2534333.560202 + Penalty 1007.697460 = -2533325.862742 nChanged 40 SP:Iteration 31Q (3925.189180 sec): 3 clusters Score: Raw -2534345.831812 + Penalty 1007.697460 = -2533338.134353 nChanged 34 SP:Iteration 32Q (3925.283711 sec): 3 clusters Score: Raw -2534354.835957 + Penalty 1007.697460 = -2533347.138497 nChanged 23 SP:Iteration 33Q (3925.378105 sec): 3 clusters Score: Raw -2534361.798443 + Penalty 1007.697460 = -2533354.100983 nChanged 18 SP:Iteration 34Q (3925.487066 sec): 3 clusters Score: Raw -2534367.687109 + Penalty 1007.697460 = -2533359.989649 nChanged 16 SP:Iteration 35Q (3925.587934 sec): 3 clusters Score: Raw -2534372.963775 + Penalty 1007.697460 = -2533365.266315 nChanged 17 SP:Iteration 36Q (3925.679580 sec): 3 clusters Score: Raw -2534376.798548 + Penalty 1007.697460 = -2533369.101088 nChanged 12 SP:Iteration 37Q (3925.789209 sec): 3 clusters Score: Raw -2534378.657683 + Penalty 1007.697460 = -2533370.960223 nChanged 7 SP:Iteration 38Q (3925.893167 sec): 3 clusters Score: Raw -2534379.362597 + Penalty 1007.697460 = -2533371.665137 nChanged 6 SP:Iteration 39Q (3925.986828 sec): 3 clusters Score: Raw -2534380.652562 + Penalty 1007.697460 = -2533372.955102 nChanged 2 SP:Iteration 40F (3926.091843 sec): 3 clusters Score: Raw -2534380.783963 + Penalty 1007.697460 = -2533373.086503 nChanged 4 SP:Iteration 41Q (3926.188632 sec): 3 clusters Score: Raw -2534381.190127 + Penalty 1007.697460 = -2533373.492667 nChanged 2 SP:Iteration 42Q (3926.284085 sec): 3 clusters Score: Raw -2534381.617629 + Penalty 1007.697460 = -2533373.920169 nChanged 2 SP:Iteration 43Q (3926.380996 sec): 3 clusters Score: Raw -2534381.717446 + Penalty 1007.697460 = -2533374.019986 nChanged 2 SP:Iteration 44Q (3926.482384 sec): 3 clusters Score: Raw -2534381.872017 + Penalty 1007.697460 = -2533374.174558 nChanged 1 SP:Iteration 45Q (3926.572760 sec): 3 clusters Score: Raw -2534381.947748 + Penalty 1007.697460 = -2533374.250288 nChanged 0 SP:Iteration 46F (3926.680162 sec): 3 clusters Score: Raw -2534381.947748 + Penalty 1007.697460 = -2533374.250288 nChanged 0 Trying to split cluster 38 (3401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3926.713259 sec): 2 clusters Score: Raw -129999.456819 + Penalty 369.998028 = -129629.458791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3926.746482 sec): 3 clusters Score: Raw -128021.006514 + Penalty 739.996055 = -127281.010459 nChanged 1506 SP:Iteration 1F (3926.793537 sec): 3 clusters Score: Raw -128947.553255 + Penalty 739.996055 = -128207.557200 nChanged 222 SP:Iteration 2F (3926.849104 sec): 3 clusters Score: Raw -129084.514457 + Penalty 739.996055 = -128344.518401 nChanged 203 SP:Iteration 3F (3926.886187 sec): 3 clusters Score: Raw -129214.310854 + Penalty 739.996055 = -128474.314799 nChanged 201 SP:Iteration 4F (3926.940446 sec): 3 clusters Score: Raw -129373.683964 + Penalty 739.996055 = -128633.687908 nChanged 186 SP:Iteration 5F (3926.983982 sec): 3 clusters Score: Raw -129513.207767 + Penalty 739.996055 = -128773.211712 nChanged 170 SP:Iteration 6Q (3927.032454 sec): 3 clusters Score: Raw -129665.020335 + Penalty 739.996055 = -128925.024279 nChanged 156 SP:Iteration 7Q (3927.082088 sec): 3 clusters Score: Raw -129829.297571 + Penalty 739.996055 = -129089.301515 nChanged 128 SP:Iteration 8Q (3927.136494 sec): 3 clusters Score: Raw -129947.021864 + Penalty 739.996055 = -129207.025808 nChanged 91 SP:Iteration 9Q (3927.185524 sec): 3 clusters Score: Raw -129988.274943 + Penalty 739.996055 = -129248.278887 nChanged 51 SP:Iteration 10Q (3927.225875 sec): 3 clusters Score: Raw -130004.811116 + Penalty 739.996055 = -129264.815060 nChanged 29 SP:Iteration 11Q (3927.273360 sec): 3 clusters Score: Raw -130012.264044 + Penalty 739.996055 = -129272.267988 nChanged 20 SP:Iteration 12Q (3927.322103 sec): 3 clusters Score: Raw -130017.026988 + Penalty 739.996055 = -129277.030932 nChanged 16 SP:Iteration 13Q (3927.367448 sec): 3 clusters Score: Raw -130019.195891 + Penalty 739.996055 = -129279.199835 nChanged 13 SP:Iteration 14Q (3927.409783 sec): 3 clusters Score: Raw -130022.015843 + Penalty 739.996055 = -129282.019787 nChanged 15 SP:Iteration 15Q (3927.470117 sec): 3 clusters Score: Raw -130027.507239 + Penalty 739.996055 = -129287.511184 nChanged 12 SP:Iteration 16Q (3927.505146 sec): 3 clusters Score: Raw -130030.230461 + Penalty 739.996055 = -129290.234406 nChanged 12 SP:Iteration 17Q (3927.558539 sec): 3 clusters Score: Raw -130031.985391 + Penalty 739.996055 = -129291.989336 nChanged 7 SP:Iteration 18Q (3927.605578 sec): 3 clusters Score: Raw -130032.694879 + Penalty 739.996055 = -129292.698824 nChanged 6 SP:Iteration 19Q (3927.642324 sec): 3 clusters Score: Raw -130033.392107 + Penalty 739.996055 = -129293.396052 nChanged 5 SP:Iteration 20F (3927.692093 sec): 3 clusters Score: Raw -130034.173659 + Penalty 739.996055 = -129294.177603 nChanged 8 SP:Iteration 21Q (3927.739984 sec): 3 clusters Score: Raw -130035.320234 + Penalty 739.996055 = -129295.324178 nChanged 5 SP:Iteration 22Q (3927.783983 sec): 3 clusters Score: Raw -130035.715869 + Penalty 739.996055 = -129295.719813 nChanged 3 SP:Iteration 23Q (3927.832780 sec): 3 clusters Score: Raw -130035.886771 + Penalty 739.996055 = -129295.890716 nChanged 2 SP:Iteration 24Q (3927.893385 sec): 3 clusters Score: Raw -130036.016455 + Penalty 739.996055 = -129296.020400 nChanged 2 SP:Iteration 25Q (3927.932407 sec): 3 clusters Score: Raw -130036.097487 + Penalty 739.996055 = -129296.101431 nChanged 1 SP:Iteration 26Q (3927.974906 sec): 3 clusters Score: Raw -130036.205589 + Penalty 739.996055 = -129296.209533 nChanged 3 SP:Iteration 27Q (3928.020294 sec): 3 clusters Score: Raw -130036.364430 + Penalty 739.996055 = -129296.368374 nChanged 2 SP:Iteration 28Q (3928.066502 sec): 3 clusters Score: Raw -130036.621210 + Penalty 739.996055 = -129296.625154 nChanged 2 SP:Iteration 29Q (3928.114066 sec): 3 clusters Score: Raw -130036.665793 + Penalty 739.996055 = -129296.669737 nChanged 1 SP:Iteration 30Q (3928.158357 sec): 3 clusters Score: Raw -130036.772083 + Penalty 739.996055 = -129296.776028 nChanged 0 SP:Iteration 31F (3928.204636 sec): 3 clusters Score: Raw -130036.772083 + Penalty 739.996055 = -129296.776028 nChanged 0 Trying to split cluster 39 (10333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3928.247182 sec): 2 clusters Score: Raw -426813.980323 + Penalty 420.560956 = -426393.419367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3928.301162 sec): 3 clusters Score: Raw -420272.302083 + Penalty 841.121912 = -419431.180171 nChanged 4832 SP:Iteration 1F (3928.352765 sec): 3 clusters Score: Raw -423372.348446 + Penalty 841.121912 = -422531.226534 nChanged 651 SP:Iteration 2F (3928.409725 sec): 3 clusters Score: Raw -423808.879811 + Penalty 841.121912 = -422967.757899 nChanged 637 SP:Iteration 3F (3928.457265 sec): 3 clusters Score: Raw -424311.384898 + Penalty 841.121912 = -423470.262986 nChanged 636 SP:Iteration 4F (3928.508663 sec): 3 clusters Score: Raw -424864.700364 + Penalty 841.121912 = -424023.578451 nChanged 566 SP:Iteration 5F (3928.558886 sec): 3 clusters Score: Raw -425275.925133 + Penalty 841.121912 = -424434.803221 nChanged 459 SP:Iteration 6Q (3928.608449 sec): 3 clusters Score: Raw -425539.637950 + Penalty 841.121912 = -424698.516038 nChanged 383 SP:Iteration 7Q (3928.653017 sec): 3 clusters Score: Raw -425725.585428 + Penalty 841.121912 = -424884.463516 nChanged 270 SP:Iteration 8Q (3928.706270 sec): 3 clusters Score: Raw -425827.421216 + Penalty 841.121912 = -424986.299304 nChanged 184 SP:Iteration 9Q (3928.766081 sec): 3 clusters Score: Raw -425889.750353 + Penalty 841.121912 = -425048.628440 nChanged 148 SP:Iteration 10Q (3928.815188 sec): 3 clusters Score: Raw -425934.704321 + Penalty 841.121912 = -425093.582409 nChanged 135 SP:Iteration 11Q (3928.866685 sec): 3 clusters Score: Raw -425983.269493 + Penalty 841.121912 = -425142.147581 nChanged 139 SP:Iteration 12Q (3928.905512 sec): 3 clusters Score: Raw -426026.717558 + Penalty 841.121912 = -425185.595646 nChanged 130 SP:Iteration 13Q (3928.963897 sec): 3 clusters Score: Raw -426073.847468 + Penalty 841.121912 = -425232.725555 nChanged 135 SP:Iteration 14Q (3929.012780 sec): 3 clusters Score: Raw -426124.416371 + Penalty 841.121912 = -425283.294459 nChanged 119 SP:Iteration 15Q (3929.063470 sec): 3 clusters Score: Raw -426163.830876 + Penalty 841.121912 = -425322.708964 nChanged 122 SP:Iteration 16Q (3929.117977 sec): 3 clusters Score: Raw -426212.855108 + Penalty 841.121912 = -425371.733196 nChanged 136 SP:Iteration 17Q (3929.167445 sec): 3 clusters Score: Raw -426271.611165 + Penalty 841.121912 = -425430.489253 nChanged 135 SP:Iteration 18Q (3929.213772 sec): 3 clusters Score: Raw -426329.418187 + Penalty 841.121912 = -425488.296274 nChanged 132 SP:Iteration 19Q (3929.272860 sec): 3 clusters Score: Raw -426389.214263 + Penalty 841.121912 = -425548.092351 nChanged 134 SP:Iteration 20F (3929.325383 sec): 3 clusters Score: Raw -426447.479462 + Penalty 841.121912 = -425606.357550 nChanged 121 SP:Iteration 21Q (3929.368767 sec): 3 clusters Score: Raw -426499.587878 + Penalty 841.121912 = -425658.465966 nChanged 97 SP:Iteration 22Q (3929.426332 sec): 3 clusters Score: Raw -426541.554782 + Penalty 841.121912 = -425700.432869 nChanged 89 SP:Iteration 23Q (3929.474854 sec): 3 clusters Score: Raw -426575.998645 + Penalty 841.121912 = -425734.876733 nChanged 80 SP:Iteration 24Q (3929.533818 sec): 3 clusters Score: Raw -426604.449558 + Penalty 841.121912 = -425763.327646 nChanged 77 SP:Iteration 25Q (3929.587881 sec): 3 clusters Score: Raw -426636.152124 + Penalty 841.121912 = -425795.030212 nChanged 67 SP:Iteration 26Q (3929.640555 sec): 3 clusters Score: Raw -426666.977337 + Penalty 841.121912 = -425825.855425 nChanged 52 SP:Iteration 27Q (3929.690589 sec): 3 clusters Score: Raw -426686.132180 + Penalty 841.121912 = -425845.010268 nChanged 49 SP:Iteration 28Q (3929.742367 sec): 3 clusters Score: Raw -426703.445590 + Penalty 841.121912 = -425862.323678 nChanged 57 SP:Iteration 29Q (3929.789179 sec): 3 clusters Score: Raw -426726.534308 + Penalty 841.121912 = -425885.412395 nChanged 54 SP:Iteration 30Q (3929.844154 sec): 3 clusters Score: Raw -426747.665068 + Penalty 841.121912 = -425906.543156 nChanged 49 SP:Iteration 31Q (3929.904776 sec): 3 clusters Score: Raw -426768.212032 + Penalty 841.121912 = -425927.090120 nChanged 47 SP:Iteration 32Q (3929.958133 sec): 3 clusters Score: Raw -426789.105793 + Penalty 841.121912 = -425947.983881 nChanged 41 SP:Iteration 33Q (3930.013698 sec): 3 clusters Score: Raw -426806.788675 + Penalty 841.121912 = -425965.666762 nChanged 36 SP:Iteration 34Q (3930.062393 sec): 3 clusters Score: Raw -426820.213758 + Penalty 841.121912 = -425979.091846 nChanged 26 SP:Iteration 35Q (3930.118033 sec): 3 clusters Score: Raw -426829.600147 + Penalty 841.121912 = -425988.478234 nChanged 24 SP:Iteration 36Q (3930.167124 sec): 3 clusters Score: Raw -426838.784109 + Penalty 841.121912 = -425997.662197 nChanged 23 SP:Iteration 37Q (3930.210616 sec): 3 clusters Score: Raw -426850.299030 + Penalty 841.121912 = -426009.177118 nChanged 16 SP:Iteration 38Q (3930.267932 sec): 3 clusters Score: Raw -426858.539411 + Penalty 841.121912 = -426017.417499 nChanged 14 SP:Iteration 39Q (3930.309125 sec): 3 clusters Score: Raw -426863.256228 + Penalty 841.121912 = -426022.134316 nChanged 12 SP:Iteration 40F (3930.358035 sec): 3 clusters Score: Raw -426866.467591 + Penalty 841.121912 = -426025.345679 nChanged 9 SP:Iteration 41Q (3930.402842 sec): 3 clusters Score: Raw -426869.530939 + Penalty 841.121912 = -426028.409027 nChanged 8 SP:Iteration 42Q (3930.461264 sec): 3 clusters Score: Raw -426871.564943 + Penalty 841.121912 = -426030.443031 nChanged 3 SP:Iteration 43Q (3930.507556 sec): 3 clusters Score: Raw -426872.617522 + Penalty 841.121912 = -426031.495610 nChanged 3 SP:Iteration 44Q (3930.553237 sec): 3 clusters Score: Raw -426874.369401 + Penalty 841.121912 = -426033.247489 nChanged 3 SP:Iteration 45Q (3930.606245 sec): 3 clusters Score: Raw -426875.390067 + Penalty 841.121912 = -426034.268155 nChanged 6 SP:Iteration 46Q (3930.648293 sec): 3 clusters Score: Raw -426877.911689 + Penalty 841.121912 = -426036.789777 nChanged 8 SP:Iteration 47Q (3930.701210 sec): 3 clusters Score: Raw -426882.204299 + Penalty 841.121912 = -426041.082387 nChanged 4 SP:Iteration 48Q (3930.751317 sec): 3 clusters Score: Raw -426884.698638 + Penalty 841.121912 = -426043.576726 nChanged 5 SP:Iteration 49Q (3930.805959 sec): 3 clusters Score: Raw -426886.209371 + Penalty 841.121912 = -426045.087459 nChanged 5 SP:Iteration 50Q (3930.854275 sec): 3 clusters Score: Raw -426888.564642 + Penalty 841.121912 = -426047.442730 nChanged 5 SP:Iteration 51Q (3930.908431 sec): 3 clusters Score: Raw -426893.011362 + Penalty 841.121912 = -426051.889450 nChanged 7 SP:Iteration 52Q (3930.950274 sec): 3 clusters Score: Raw -426896.301792 + Penalty 841.121912 = -426055.179880 nChanged 8 SP:Iteration 53Q (3931.005296 sec): 3 clusters Score: Raw -426899.289710 + Penalty 841.121912 = -426058.167798 nChanged 5 SP:Iteration 54Q (3931.060379 sec): 3 clusters Score: Raw -426901.164388 + Penalty 841.121912 = -426060.042476 nChanged 3 SP:Iteration 55Q (3931.117199 sec): 3 clusters Score: Raw -426902.332103 + Penalty 841.121912 = -426061.210191 nChanged 3 SP:Iteration 56Q (3931.172634 sec): 3 clusters Score: Raw -426903.209423 + Penalty 841.121912 = -426062.087511 nChanged 4 SP:Iteration 57Q (3931.239987 sec): 3 clusters Score: Raw -426904.641072 + Penalty 841.121912 = -426063.519159 nChanged 2 SP:Iteration 58Q (3931.281418 sec): 3 clusters Score: Raw -426905.518198 + Penalty 841.121912 = -426064.396286 nChanged 1 SP:Iteration 59Q (3931.338545 sec): 3 clusters Score: Raw -426906.034731 + Penalty 841.121912 = -426064.912819 nChanged 2 SP:Iteration 60F (3931.386231 sec): 3 clusters Score: Raw -426907.147633 + Penalty 841.121912 = -426066.025721 nChanged 1 SP:Iteration 61Q (3931.445179 sec): 3 clusters Score: Raw -426907.482597 + Penalty 841.121912 = -426066.360685 nChanged 3 SP:Iteration 62Q (3931.504931 sec): 3 clusters Score: Raw -426908.612718 + Penalty 841.121912 = -426067.490806 nChanged 2 SP:Iteration 63Q (3931.553987 sec): 3 clusters Score: Raw -426909.421972 + Penalty 841.121912 = -426068.300060 nChanged 0 SP:Iteration 64F (3931.617236 sec): 3 clusters Score: Raw -426909.421972 + Penalty 841.121912 = -426068.300060 nChanged 0 Trying to split cluster 40 (701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3931.644305 sec): 2 clusters Score: Raw -25609.898216 + Penalty 298.139109 = -25311.759107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3931.686862 sec): 3 clusters Score: Raw -25302.944628 + Penalty 596.278218 = -24706.666410 nChanged 237 SP:Iteration 1F (3931.740210 sec): 3 clusters Score: Raw -25480.292889 + Penalty 596.278218 = -24884.014671 nChanged 85 SP:Iteration 2F (3931.775434 sec): 3 clusters Score: Raw -25579.832099 + Penalty 596.278218 = -24983.553881 nChanged 62 SP:Iteration 3F (3931.819011 sec): 3 clusters Score: Raw -25677.687183 + Penalty 596.278218 = -25081.408966 nChanged 59 SP:Iteration 4F (3931.867999 sec): 3 clusters Score: Raw -25752.301628 + Penalty 596.278218 = -25156.023410 nChanged 52 SP:Iteration 5F (3931.925048 sec): 3 clusters Score: Raw -25807.047529 + Penalty 596.278218 = -25210.769311 nChanged 33 SP:Iteration 6Q (3931.972457 sec): 3 clusters Score: Raw -25837.345144 + Penalty 596.278218 = -25241.066927 nChanged 27 SP:Iteration 7Q (3932.026740 sec): 3 clusters Score: Raw -25869.490452 + Penalty 596.278218 = -25273.212234 nChanged 21 SP:Iteration 8Q (3932.068660 sec): 3 clusters Score: Raw -25888.520220 + Penalty 596.278218 = -25292.242002 nChanged 11 SP:Iteration 9Q (3932.115426 sec): 3 clusters Score: Raw -25895.218992 + Penalty 596.278218 = -25298.940775 nChanged 4 SP:Iteration 10Q (3932.163676 sec): 3 clusters Score: Raw -25898.074218 + Penalty 596.278218 = -25301.796000 nChanged 4 SP:Iteration 11Q (3932.215476 sec): 3 clusters Score: Raw -25900.328055 + Penalty 596.278218 = -25304.049838 nChanged 4 SP:Iteration 12Q (3932.260758 sec): 3 clusters Score: Raw -25901.871577 + Penalty 596.278218 = -25305.593359 nChanged 2 SP:Iteration 13Q (3932.297991 sec): 3 clusters Score: Raw -25902.424860 + Penalty 596.278218 = -25306.146643 nChanged 0 SP:Iteration 14F (3932.345419 sec): 3 clusters Score: Raw -25902.424860 + Penalty 596.278218 = -25306.146643 nChanged 0 Trying to split cluster 41 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3932.370262 sec): 2 clusters Score: Raw -5874.670869 + Penalty 245.202764 = -5629.468105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3932.422664 sec): 3 clusters Score: Raw -5813.111514 + Penalty 490.405527 = -5322.705986 nChanged 67 SP:Iteration 1F (3932.472914 sec): 3 clusters Score: Raw -5882.885501 + Penalty 490.405527 = -5392.479974 nChanged 15 SP:Iteration 2F (3932.519939 sec): 3 clusters Score: Raw -5915.905115 + Penalty 490.405527 = -5425.499588 nChanged 10 SP:Iteration 3Q (3932.570242 sec): 3 clusters Score: Raw -5926.068685 + Penalty 490.405527 = -5435.663158 nChanged 5 SP:Iteration 4Q (3932.618822 sec): 3 clusters Score: Raw -5930.998122 + Penalty 490.405527 = -5440.592595 nChanged 5 SP:Iteration 5Q (3932.667416 sec): 3 clusters Score: Raw -5936.096202 + Penalty 490.405527 = -5445.690675 nChanged 2 SP:Iteration 6Q (3932.715094 sec): 3 clusters Score: Raw -5938.676181 + Penalty 490.405527 = -5448.270654 nChanged 0 SP:Iteration 7F (3932.754318 sec): 3 clusters Score: Raw -5938.676181 + Penalty 490.405527 = -5448.270654 nChanged 0 Trying to split cluster 42 (1710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3932.777347 sec): 2 clusters Score: Raw -66289.103807 + Penalty 338.713314 = -65950.390493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3932.835303 sec): 3 clusters Score: Raw -65394.601942 + Penalty 677.426627 = -64717.175315 nChanged 711 SP:Iteration 1F (3932.878741 sec): 3 clusters Score: Raw -65797.014711 + Penalty 677.426627 = -65119.588084 nChanged 148 SP:Iteration 2F (3932.923451 sec): 3 clusters Score: Raw -65901.365959 + Penalty 677.426627 = -65223.939331 nChanged 113 SP:Iteration 3F (3932.979242 sec): 3 clusters Score: Raw -65972.766594 + Penalty 677.426627 = -65295.339967 nChanged 89 SP:Iteration 4F (3933.028996 sec): 3 clusters Score: Raw -66029.703798 + Penalty 677.426627 = -65352.277171 nChanged 72 SP:Iteration 5Q (3933.081113 sec): 3 clusters Score: Raw -66072.688623 + Penalty 677.426627 = -65395.261996 nChanged 65 SP:Iteration 6Q (3933.123917 sec): 3 clusters Score: Raw -66113.153037 + Penalty 677.426627 = -65435.726410 nChanged 55 SP:Iteration 7Q (3933.182734 sec): 3 clusters Score: Raw -66150.832636 + Penalty 677.426627 = -65473.406009 nChanged 50 SP:Iteration 8Q (3933.233979 sec): 3 clusters Score: Raw -66187.706961 + Penalty 677.426627 = -65510.280334 nChanged 46 SP:Iteration 9Q (3933.285193 sec): 3 clusters Score: Raw -66228.088467 + Penalty 677.426627 = -65550.661840 nChanged 39 SP:Iteration 10Q (3933.333413 sec): 3 clusters Score: Raw -66261.529942 + Penalty 677.426627 = -65584.103315 nChanged 32 SP:Iteration 11Q (3933.382098 sec): 3 clusters Score: Raw -66294.891828 + Penalty 677.426627 = -65617.465201 nChanged 19 SP:Iteration 12Q (3933.430925 sec): 3 clusters Score: Raw -66308.291685 + Penalty 677.426627 = -65630.865058 nChanged 15 SP:Iteration 13Q (3933.464650 sec): 3 clusters Score: Raw -66317.284995 + Penalty 677.426627 = -65639.858368 nChanged 13 SP:Iteration 14Q (3933.508993 sec): 3 clusters Score: Raw -66324.293805 + Penalty 677.426627 = -65646.867178 nChanged 13 SP:Iteration 15Q (3933.553280 sec): 3 clusters Score: Raw -66333.315260 + Penalty 677.426627 = -65655.888633 nChanged 8 SP:Iteration 16Q (3933.602321 sec): 3 clusters Score: Raw -66339.740971 + Penalty 677.426627 = -65662.314344 nChanged 3 SP:Iteration 17Q (3933.648223 sec): 3 clusters Score: Raw -66341.464006 + Penalty 677.426627 = -65664.037379 nChanged 5 SP:Iteration 18Q (3933.695311 sec): 3 clusters Score: Raw -66342.587422 + Penalty 677.426627 = -65665.160795 nChanged 2 SP:Iteration 19Q (3933.734835 sec): 3 clusters Score: Raw -66343.577738 + Penalty 677.426627 = -65666.151111 nChanged 2 SP:Iteration 20F (3933.773268 sec): 3 clusters Score: Raw -66343.766546 + Penalty 677.426627 = -65666.339919 nChanged 0 Trying to split cluster 43 (7126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3933.815022 sec): 2 clusters Score: Raw -253970.604567 + Penalty 403.653493 = -253566.951074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3933.870338 sec): 3 clusters Score: Raw -249628.282958 + Penalty 807.306987 = -248820.975972 nChanged 3263 SP:Iteration 1F (3933.922318 sec): 3 clusters Score: Raw -251663.017134 + Penalty 807.306987 = -250855.710148 nChanged 488 SP:Iteration 2F (3933.961308 sec): 3 clusters Score: Raw -251953.787947 + Penalty 807.306987 = -251146.480960 nChanged 490 SP:Iteration 3F (3934.018382 sec): 3 clusters Score: Raw -252261.018635 + Penalty 807.306987 = -251453.711649 nChanged 459 SP:Iteration 4F (3934.059978 sec): 3 clusters Score: Raw -252551.914374 + Penalty 807.306987 = -251744.607388 nChanged 471 SP:Iteration 5F (3934.113277 sec): 3 clusters Score: Raw -252887.477583 + Penalty 807.306987 = -252080.170597 nChanged 441 SP:Iteration 6F (3934.168749 sec): 3 clusters Score: Raw -253243.296203 + Penalty 807.306987 = -252435.989217 nChanged 361 SP:Iteration 7F (3934.223707 sec): 3 clusters Score: Raw -253569.099279 + Penalty 807.306987 = -252761.792292 nChanged 245 SP:Iteration 8Q (3934.281076 sec): 3 clusters Score: Raw -253828.748163 + Penalty 807.306987 = -253021.441176 nChanged 128 SP:Iteration 9Q (3934.333395 sec): 3 clusters Score: Raw -253990.320143 + Penalty 807.306987 = -253183.013157 nChanged 77 SP:Iteration 10Q (3934.389257 sec): 3 clusters Score: Raw -254070.919697 + Penalty 807.306987 = -253263.612711 nChanged 45 SP:Iteration 11Q (3934.442929 sec): 3 clusters Score: Raw -254098.366994 + Penalty 807.306987 = -253291.060007 nChanged 28 SP:Iteration 12Q (3934.497286 sec): 3 clusters Score: Raw -254110.767066 + Penalty 807.306987 = -253303.460079 nChanged 15 SP:Iteration 13Q (3934.548012 sec): 3 clusters Score: Raw -254115.152047 + Penalty 807.306987 = -253307.845060 nChanged 9 SP:Iteration 14Q (3934.592432 sec): 3 clusters Score: Raw -254117.318942 + Penalty 807.306987 = -253310.011955 nChanged 9 SP:Iteration 15Q (3934.648426 sec): 3 clusters Score: Raw -254119.241163 + Penalty 807.306987 = -253311.934177 nChanged 6 SP:Iteration 16Q (3934.694354 sec): 3 clusters Score: Raw -254120.371429 + Penalty 807.306987 = -253313.064442 nChanged 1 SP:Iteration 17Q (3934.746706 sec): 3 clusters Score: Raw -254120.406025 + Penalty 807.306987 = -253313.099039 nChanged 0 SP:Iteration 18F (3934.802667 sec): 3 clusters Score: Raw -254120.406025 + Penalty 807.306987 = -253313.099039 nChanged 0 Trying to split cluster 44 (2487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3934.825617 sec): 2 clusters Score: Raw -95014.195106 + Penalty 355.756876 = -94658.438230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3934.886641 sec): 3 clusters Score: Raw -93597.720623 + Penalty 711.513752 = -92886.206871 nChanged 1099 SP:Iteration 1F (3934.936556 sec): 3 clusters Score: Raw -94203.383293 + Penalty 711.513752 = -93491.869541 nChanged 205 SP:Iteration 2F (3934.987931 sec): 3 clusters Score: Raw -94320.984195 + Penalty 711.513752 = -93609.470442 nChanged 149 SP:Iteration 3F (3935.037436 sec): 3 clusters Score: Raw -94408.798776 + Penalty 711.513752 = -93697.285024 nChanged 135 SP:Iteration 4F (3935.075823 sec): 3 clusters Score: Raw -94494.054966 + Penalty 711.513752 = -93782.541213 nChanged 132 SP:Iteration 5F (3935.123837 sec): 3 clusters Score: Raw -94575.279554 + Penalty 711.513752 = -93863.765801 nChanged 121 SP:Iteration 6Q (3935.180357 sec): 3 clusters Score: Raw -94666.411221 + Penalty 711.513752 = -93954.897468 nChanged 109 SP:Iteration 7Q (3935.229176 sec): 3 clusters Score: Raw -94764.047823 + Penalty 711.513752 = -94052.534070 nChanged 99 SP:Iteration 8Q (3935.279066 sec): 3 clusters Score: Raw -94839.410322 + Penalty 711.513752 = -94127.896569 nChanged 70 SP:Iteration 9Q (3935.324782 sec): 3 clusters Score: Raw -94887.302184 + Penalty 711.513752 = -94175.788432 nChanged 66 SP:Iteration 10Q (3935.373800 sec): 3 clusters Score: Raw -94929.288946 + Penalty 711.513752 = -94217.775193 nChanged 51 SP:Iteration 11Q (3935.418870 sec): 3 clusters Score: Raw -94954.972226 + Penalty 711.513752 = -94243.458473 nChanged 33 SP:Iteration 12Q (3935.471927 sec): 3 clusters Score: Raw -94967.763342 + Penalty 711.513752 = -94256.249589 nChanged 28 SP:Iteration 13Q (3935.523059 sec): 3 clusters Score: Raw -94976.377570 + Penalty 711.513752 = -94264.863818 nChanged 13 SP:Iteration 14Q (3935.566820 sec): 3 clusters Score: Raw -94979.987984 + Penalty 711.513752 = -94268.474232 nChanged 10 SP:Iteration 15Q (3935.624476 sec): 3 clusters Score: Raw -94984.148713 + Penalty 711.513752 = -94272.634961 nChanged 12 SP:Iteration 16Q (3935.671117 sec): 3 clusters Score: Raw -94988.379942 + Penalty 711.513752 = -94276.866189 nChanged 9 SP:Iteration 17Q (3935.721198 sec): 3 clusters Score: Raw -94990.838763 + Penalty 711.513752 = -94279.325011 nChanged 15 SP:Iteration 18Q (3935.758246 sec): 3 clusters Score: Raw -94996.358485 + Penalty 711.513752 = -94284.844732 nChanged 14 SP:Iteration 19Q (3935.803495 sec): 3 clusters Score: Raw -95000.527942 + Penalty 711.513752 = -94289.014190 nChanged 11 SP:Iteration 20F (3935.857772 sec): 3 clusters Score: Raw -95002.784414 + Penalty 711.513752 = -94291.270662 nChanged 6 SP:Iteration 21Q (3935.891020 sec): 3 clusters Score: Raw -95005.283773 + Penalty 711.513752 = -94293.770020 nChanged 11 SP:Iteration 22Q (3935.944872 sec): 3 clusters Score: Raw -95009.000301 + Penalty 711.513752 = -94297.486549 nChanged 5 SP:Iteration 23Q (3935.979546 sec): 3 clusters Score: Raw -95010.830921 + Penalty 711.513752 = -94299.317169 nChanged 6 SP:Iteration 24Q (3936.024350 sec): 3 clusters Score: Raw -95012.839928 + Penalty 711.513752 = -94301.326176 nChanged 5 SP:Iteration 25Q (3936.063302 sec): 3 clusters Score: Raw -95014.602251 + Penalty 711.513752 = -94303.088499 nChanged 6 SP:Iteration 26Q (3936.114604 sec): 3 clusters Score: Raw -95015.826451 + Penalty 711.513752 = -94304.312698 nChanged 1 SP:Iteration 27Q (3936.154649 sec): 3 clusters Score: Raw -95016.012767 + Penalty 711.513752 = -94304.499015 nChanged 1 SP:Iteration 28Q (3936.199731 sec): 3 clusters Score: Raw -95016.224832 + Penalty 711.513752 = -94304.711079 nChanged 1 SP:Iteration 29Q (3936.245941 sec): 3 clusters Score: Raw -95016.278481 + Penalty 711.513752 = -94304.764729 nChanged 1 SP:Iteration 30Q (3936.283601 sec): 3 clusters Score: Raw -95017.446842 + Penalty 711.513752 = -94305.933089 nChanged 7 SP:Iteration 31Q (3936.339989 sec): 3 clusters Score: Raw -95020.445656 + Penalty 711.513752 = -94308.931904 nChanged 5 SP:Iteration 32Q (3936.379907 sec): 3 clusters Score: Raw -95022.463488 + Penalty 711.513752 = -94310.949735 nChanged 5 SP:Iteration 33Q (3936.431972 sec): 3 clusters Score: Raw -95023.418495 + Penalty 711.513752 = -94311.904743 nChanged 3 SP:Iteration 34Q (3936.481866 sec): 3 clusters Score: Raw -95023.975434 + Penalty 711.513752 = -94312.461682 nChanged 0 SP:Iteration 35F (3936.529966 sec): 3 clusters Score: Raw -95023.975434 + Penalty 711.513752 = -94312.461682 nChanged 0 Trying to split cluster 45 (3622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3936.558566 sec): 2 clusters Score: Raw -129387.266660 + Penalty 372.862565 = -129014.404096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3936.613951 sec): 3 clusters Score: Raw -127281.017619 + Penalty 745.725129 = -126535.292490 nChanged 1578 SP:Iteration 1F (3936.658236 sec): 3 clusters Score: Raw -128253.653873 + Penalty 745.725129 = -127507.928744 nChanged 267 SP:Iteration 2F (3936.704730 sec): 3 clusters Score: Raw -128435.420087 + Penalty 745.725129 = -127689.694958 nChanged 237 SP:Iteration 3F (3936.749103 sec): 3 clusters Score: Raw -128607.217542 + Penalty 745.725129 = -127861.492413 nChanged 231 SP:Iteration 4F (3936.807453 sec): 3 clusters Score: Raw -128786.441076 + Penalty 745.725129 = -128040.715947 nChanged 213 SP:Iteration 5F (3936.839588 sec): 3 clusters Score: Raw -128997.415867 + Penalty 745.725129 = -128251.690738 nChanged 186 SP:Iteration 6F (3936.890834 sec): 3 clusters Score: Raw -129171.195709 + Penalty 745.725129 = -128425.470579 nChanged 118 SP:Iteration 7Q (3936.946312 sec): 3 clusters Score: Raw -129264.968889 + Penalty 745.725129 = -128519.243760 nChanged 97 SP:Iteration 8Q (3936.988194 sec): 3 clusters Score: Raw -129316.427661 + Penalty 745.725129 = -128570.702532 nChanged 62 SP:Iteration 9Q (3937.037488 sec): 3 clusters Score: Raw -129342.510933 + Penalty 745.725129 = -128596.785804 nChanged 36 SP:Iteration 10Q (3937.088438 sec): 3 clusters Score: Raw -129355.253547 + Penalty 745.725129 = -128609.528418 nChanged 37 SP:Iteration 11Q (3937.138661 sec): 3 clusters Score: Raw -129366.276484 + Penalty 745.725129 = -128620.551355 nChanged 23 SP:Iteration 12Q (3937.183429 sec): 3 clusters Score: Raw -129372.088680 + Penalty 745.725129 = -128626.363551 nChanged 14 SP:Iteration 13Q (3937.233769 sec): 3 clusters Score: Raw -129375.230937 + Penalty 745.725129 = -128629.505808 nChanged 10 SP:Iteration 14Q (3937.285045 sec): 3 clusters Score: Raw -129377.214744 + Penalty 745.725129 = -128631.489615 nChanged 6 SP:Iteration 15Q (3937.336446 sec): 3 clusters Score: Raw -129378.753117 + Penalty 745.725129 = -128633.027987 nChanged 7 SP:Iteration 16Q (3937.388174 sec): 3 clusters Score: Raw -129380.342235 + Penalty 745.725129 = -128634.617106 nChanged 10 SP:Iteration 17Q (3937.443911 sec): 3 clusters Score: Raw -129381.983979 + Penalty 745.725129 = -128636.258850 nChanged 7 SP:Iteration 18Q (3937.492611 sec): 3 clusters Score: Raw -129384.214241 + Penalty 745.725129 = -128638.489112 nChanged 11 SP:Iteration 19Q (3937.534918 sec): 3 clusters Score: Raw -129388.310701 + Penalty 745.725129 = -128642.585572 nChanged 11 SP:Iteration 20F (3937.586239 sec): 3 clusters Score: Raw -129392.374338 + Penalty 745.725129 = -128646.649209 nChanged 19 SP:Iteration 21Q (3937.639697 sec): 3 clusters Score: Raw -129397.061993 + Penalty 745.725129 = -128651.336863 nChanged 11 SP:Iteration 22Q (3937.677897 sec): 3 clusters Score: Raw -129399.260388 + Penalty 745.725129 = -128653.535259 nChanged 8 SP:Iteration 23Q (3937.730230 sec): 3 clusters Score: Raw -129400.069134 + Penalty 745.725129 = -128654.344004 nChanged 3 SP:Iteration 24Q (3937.783929 sec): 3 clusters Score: Raw -129400.294245 + Penalty 745.725129 = -128654.569116 nChanged 5 SP:Iteration 25Q (3937.837436 sec): 3 clusters Score: Raw -129400.883015 + Penalty 745.725129 = -128655.157886 nChanged 2 SP:Iteration 26Q (3937.891457 sec): 3 clusters Score: Raw -129401.032132 + Penalty 745.725129 = -128655.307003 nChanged 2 SP:Iteration 27Q (3937.938607 sec): 3 clusters Score: Raw -129401.207817 + Penalty 745.725129 = -128655.482687 nChanged 1 SP:Iteration 28Q (3937.990426 sec): 3 clusters Score: Raw -129401.515628 + Penalty 745.725129 = -128655.790499 nChanged 4 SP:Iteration 29Q (3938.034687 sec): 3 clusters Score: Raw -129402.794529 + Penalty 745.725129 = -128657.069399 nChanged 5 SP:Iteration 30Q (3938.093765 sec): 3 clusters Score: Raw -129404.240039 + Penalty 745.725129 = -128658.514910 nChanged 4 SP:Iteration 31Q (3938.129219 sec): 3 clusters Score: Raw -129404.606091 + Penalty 745.725129 = -128658.880962 nChanged 7 SP:Iteration 32Q (3938.182097 sec): 3 clusters Score: Raw -129405.472801 + Penalty 745.725129 = -128659.747672 nChanged 7 SP:Iteration 33Q (3938.221663 sec): 3 clusters Score: Raw -129408.017454 + Penalty 745.725129 = -128662.292325 nChanged 10 SP:Iteration 34Q (3938.275811 sec): 3 clusters Score: Raw -129409.958304 + Penalty 745.725129 = -128664.233175 nChanged 3 SP:Iteration 35Q (3938.314729 sec): 3 clusters Score: Raw -129410.346545 + Penalty 745.725129 = -128664.621415 nChanged 5 SP:Iteration 36Q (3938.351062 sec): 3 clusters Score: Raw -129411.343381 + Penalty 745.725129 = -128665.618252 nChanged 9 SP:Iteration 37Q (3938.397556 sec): 3 clusters Score: Raw -129413.323712 + Penalty 745.725129 = -128667.598583 nChanged 12 SP:Iteration 38Q (3938.446441 sec): 3 clusters Score: Raw -129415.522771 + Penalty 745.725129 = -128669.797642 nChanged 8 SP:Iteration 39Q (3938.490523 sec): 3 clusters Score: Raw -129416.939620 + Penalty 745.725129 = -128671.214491 nChanged 6 SP:Iteration 40F (3938.536811 sec): 3 clusters Score: Raw -129418.697314 + Penalty 745.725129 = -128672.972185 nChanged 10 SP:Iteration 41Q (3938.575237 sec): 3 clusters Score: Raw -129421.700321 + Penalty 745.725129 = -128675.975192 nChanged 9 SP:Iteration 42Q (3938.625987 sec): 3 clusters Score: Raw -129423.692223 + Penalty 745.725129 = -128677.967093 nChanged 10 SP:Iteration 43Q (3938.670569 sec): 3 clusters Score: Raw -129425.379919 + Penalty 745.725129 = -128679.654790 nChanged 12 SP:Iteration 44Q (3938.725855 sec): 3 clusters Score: Raw -129428.792424 + Penalty 745.725129 = -128683.067294 nChanged 12 SP:Iteration 45Q (3938.760470 sec): 3 clusters Score: Raw -129431.673474 + Penalty 745.725129 = -128685.948344 nChanged 7 SP:Iteration 46Q (3938.804358 sec): 3 clusters Score: Raw -129433.418539 + Penalty 745.725129 = -128687.693410 nChanged 5 SP:Iteration 47Q (3938.850986 sec): 3 clusters Score: Raw -129434.884911 + Penalty 745.725129 = -128689.159782 nChanged 6 SP:Iteration 48Q (3938.892314 sec): 3 clusters Score: Raw -129436.009415 + Penalty 745.725129 = -128690.284285 nChanged 8 SP:Iteration 49Q (3938.938765 sec): 3 clusters Score: Raw -129437.766933 + Penalty 745.725129 = -128692.041804 nChanged 10 SP:Iteration 50Q (3938.983823 sec): 3 clusters Score: Raw -129440.173021 + Penalty 745.725129 = -128694.447892 nChanged 10 SP:Iteration 51Q (3939.021354 sec): 3 clusters Score: Raw -129444.280528 + Penalty 745.725129 = -128698.555399 nChanged 10 SP:Iteration 52Q (3939.067160 sec): 3 clusters Score: Raw -129447.614383 + Penalty 745.725129 = -128701.889254 nChanged 13 SP:Iteration 53Q (3939.121242 sec): 3 clusters Score: Raw -129452.312978 + Penalty 745.725129 = -128706.587849 nChanged 19 SP:Iteration 54Q (3939.162472 sec): 3 clusters Score: Raw -129460.944837 + Penalty 745.725129 = -128715.219708 nChanged 10 SP:Iteration 55Q (3939.209147 sec): 3 clusters Score: Raw -129462.422193 + Penalty 745.725129 = -128716.697064 nChanged 2 SP:Iteration 56Q (3939.251385 sec): 3 clusters Score: Raw -129462.754490 + Penalty 745.725129 = -128717.029361 nChanged 2 SP:Iteration 57Q (3939.303048 sec): 3 clusters Score: Raw -129463.032417 + Penalty 745.725129 = -128717.307288 nChanged 1 SP:Iteration 58Q (3939.338335 sec): 3 clusters Score: Raw -129463.263417 + Penalty 745.725129 = -128717.538288 nChanged 1 SP:Iteration 59Q (3939.387245 sec): 3 clusters Score: Raw -129463.378439 + Penalty 745.725129 = -128717.653310 nChanged 0 SP:Iteration 60F (3939.424244 sec): 3 clusters Score: Raw -129463.378439 + Penalty 745.725129 = -128717.653310 nChanged 0 Iteration 219Q (3944.366307 sec): 46 clusters Score: Raw -17401126.330680 + Penalty 26724.652923 = -17374401.677757 nChanged 12 Iteration 220F (3952.073432 sec): 46 clusters Score: Raw -17401126.850878 + Penalty 26724.652923 = -17374402.197955 nChanged 10 Iteration 221Q (3956.776058 sec): 46 clusters Score: Raw -17401127.091873 + Penalty 26724.652923 = -17374402.438950 nChanged 5 Iteration 222Q (3961.056590 sec): 46 clusters Score: Raw -17401127.203003 + Penalty 26724.652923 = -17374402.550080 nChanged 6 Iteration 223Q (3966.234066 sec): 46 clusters Score: Raw -17401127.342115 + Penalty 26724.652923 = -17374402.689193 nChanged 7 Iteration 224Q (3971.264231 sec): 46 clusters Score: Raw -17401127.498968 + Penalty 26724.652923 = -17374402.846045 nChanged 3 Iteration 225Q (3976.258027 sec): 46 clusters Score: Raw -17401127.660496 + Penalty 26724.652923 = -17374403.007573 nChanged 6 Iteration 226Q (3981.484769 sec): 46 clusters Score: Raw -17401127.978347 + Penalty 26724.652923 = -17374403.325424 nChanged 8 Iteration 227Q (3986.507007 sec): 46 clusters Score: Raw -17401128.133807 + Penalty 26724.652923 = -17374403.480885 nChanged 7 Iteration 228Q (3991.693672 sec): 46 clusters Score: Raw -17401129.202808 + Penalty 26724.652923 = -17374404.549885 nChanged 4 Iteration 229Q (3996.825648 sec): 46 clusters Score: Raw -17401129.427180 + Penalty 26724.652923 = -17374404.774257 nChanged 6 Iteration 230Q (4001.914034 sec): 46 clusters Score: Raw -17401129.695492 + Penalty 26724.652923 = -17374405.042569 nChanged 4 Iteration 231Q (4007.146270 sec): 46 clusters Score: Raw -17401129.815348 + Penalty 26724.652923 = -17374405.162425 nChanged 4 Iteration 232Q (4011.967192 sec): 46 clusters Score: Raw -17401129.894356 + Penalty 26724.652923 = -17374405.241433 nChanged 1 Iteration 233Q (4017.224248 sec): 46 clusters Score: Raw -17401129.897397 + Penalty 26724.652923 = -17374405.244475 nChanged 1 Iteration 234Q (4022.153837 sec): 46 clusters Score: Raw -17401129.899978 + Penalty 26724.652923 = -17374405.247055 nChanged 0 Iteration 235F (4029.874949 sec): 46 clusters Score: Raw -17401129.899978 + Penalty 26724.652923 = -17374405.247055 nChanged 0 Compute initial score before splitting: Score: Raw -17401129.899978 + Penalty 26724.652923 = -17374405.247055 Trying to split cluster 1 (8902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4029.980043 sec): 2 clusters Score: Raw -373264.802402 + Penalty 413.778422 = -372851.023980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4030.033979 sec): 3 clusters Score: Raw -367681.454712 + Penalty 827.556844 = -366853.897868 nChanged 4118 SP:Iteration 1F (4030.088601 sec): 3 clusters Score: Raw -370416.327309 + Penalty 827.556844 = -369588.770465 nChanged 630 SP:Iteration 2F (4030.137576 sec): 3 clusters Score: Raw -370815.071077 + Penalty 827.556844 = -369987.514233 nChanged 571 SP:Iteration 3F (4030.197919 sec): 3 clusters Score: Raw -371193.925153 + Penalty 827.556844 = -370366.368309 nChanged 542 SP:Iteration 4F (4030.250795 sec): 3 clusters Score: Raw -371603.097343 + Penalty 827.556844 = -370775.540499 nChanged 532 SP:Iteration 5F (4030.303366 sec): 3 clusters Score: Raw -371979.347904 + Penalty 827.556844 = -371151.791060 nChanged 386 SP:Iteration 6Q (4030.358762 sec): 3 clusters Score: Raw -372176.979583 + Penalty 827.556844 = -371349.422739 nChanged 255 SP:Iteration 7Q (4030.413894 sec): 3 clusters Score: Raw -372268.965480 + Penalty 827.556844 = -371441.408636 nChanged 174 SP:Iteration 8Q (4030.458577 sec): 3 clusters Score: Raw -372324.941673 + Penalty 827.556844 = -371497.384829 nChanged 144 SP:Iteration 9Q (4030.525563 sec): 3 clusters Score: Raw -372364.286238 + Penalty 827.556844 = -371536.729395 nChanged 129 SP:Iteration 10Q (4030.564203 sec): 3 clusters Score: Raw -372402.587987 + Penalty 827.556844 = -371575.031143 nChanged 125 SP:Iteration 11Q (4030.617357 sec): 3 clusters Score: Raw -372438.603659 + Penalty 827.556844 = -371611.046815 nChanged 128 SP:Iteration 12Q (4030.671596 sec): 3 clusters Score: Raw -372481.258669 + Penalty 827.556844 = -371653.701826 nChanged 120 SP:Iteration 13Q (4030.736257 sec): 3 clusters Score: Raw -372521.551525 + Penalty 827.556844 = -371693.994682 nChanged 127 SP:Iteration 14Q (4030.791928 sec): 3 clusters Score: Raw -372562.177397 + Penalty 827.556844 = -371734.620553 nChanged 123 SP:Iteration 15Q (4030.837997 sec): 3 clusters Score: Raw -372600.819291 + Penalty 827.556844 = -371773.262448 nChanged 137 SP:Iteration 16Q (4030.897721 sec): 3 clusters Score: Raw -372648.462629 + Penalty 827.556844 = -371820.905785 nChanged 143 SP:Iteration 17Q (4030.942278 sec): 3 clusters Score: Raw -372697.525201 + Penalty 827.556844 = -371869.968357 nChanged 140 SP:Iteration 18Q (4030.994559 sec): 3 clusters Score: Raw -372747.212183 + Penalty 827.556844 = -371919.655340 nChanged 130 SP:Iteration 19Q (4031.053841 sec): 3 clusters Score: Raw -372790.019249 + Penalty 827.556844 = -371962.462405 nChanged 98 SP:Iteration 20F (4031.105451 sec): 3 clusters Score: Raw -372819.389466 + Penalty 827.556844 = -371991.832622 nChanged 90 SP:Iteration 21Q (4031.155483 sec): 3 clusters Score: Raw -372844.661568 + Penalty 827.556844 = -372017.104725 nChanged 92 SP:Iteration 22Q (4031.212551 sec): 3 clusters Score: Raw -372872.530967 + Penalty 827.556844 = -372044.974123 nChanged 93 SP:Iteration 23Q (4031.254412 sec): 3 clusters Score: Raw -372899.671509 + Penalty 827.556844 = -372072.114665 nChanged 84 SP:Iteration 24Q (4031.314961 sec): 3 clusters Score: Raw -372924.395526 + Penalty 827.556844 = -372096.838682 nChanged 82 SP:Iteration 25Q (4031.360610 sec): 3 clusters Score: Raw -372950.983735 + Penalty 827.556844 = -372123.426891 nChanged 77 SP:Iteration 26Q (4031.413860 sec): 3 clusters Score: Raw -372975.527139 + Penalty 827.556844 = -372147.970295 nChanged 75 SP:Iteration 27Q (4031.475304 sec): 3 clusters Score: Raw -373000.620941 + Penalty 827.556844 = -372173.064097 nChanged 64 SP:Iteration 28Q (4031.517795 sec): 3 clusters Score: Raw -373022.922605 + Penalty 827.556844 = -372195.365761 nChanged 73 SP:Iteration 29Q (4031.573826 sec): 3 clusters Score: Raw -373047.991845 + Penalty 827.556844 = -372220.435001 nChanged 64 SP:Iteration 30Q (4031.627504 sec): 3 clusters Score: Raw -373069.440744 + Penalty 827.556844 = -372241.883900 nChanged 64 SP:Iteration 31Q (4031.669997 sec): 3 clusters Score: Raw -373089.432288 + Penalty 827.556844 = -372261.875444 nChanged 54 SP:Iteration 32Q (4031.727742 sec): 3 clusters Score: Raw -373103.724678 + Penalty 827.556844 = -372276.167834 nChanged 56 SP:Iteration 33Q (4031.769014 sec): 3 clusters Score: Raw -373120.397410 + Penalty 827.556844 = -372292.840566 nChanged 57 SP:Iteration 34Q (4031.830444 sec): 3 clusters Score: Raw -373139.958119 + Penalty 827.556844 = -372312.401275 nChanged 56 SP:Iteration 35Q (4031.866584 sec): 3 clusters Score: Raw -373158.899798 + Penalty 827.556844 = -372331.342954 nChanged 47 SP:Iteration 36Q (4031.906031 sec): 3 clusters Score: Raw -373172.741207 + Penalty 827.556844 = -372345.184364 nChanged 47 SP:Iteration 37Q (4031.951607 sec): 3 clusters Score: Raw -373191.077772 + Penalty 827.556844 = -372363.520929 nChanged 44 SP:Iteration 38Q (4032.005117 sec): 3 clusters Score: Raw -373205.077966 + Penalty 827.556844 = -372377.521122 nChanged 34 SP:Iteration 39Q (4032.053402 sec): 3 clusters Score: Raw -373214.312044 + Penalty 827.556844 = -372386.755200 nChanged 34 SP:Iteration 40F (4032.107036 sec): 3 clusters Score: Raw -373223.989403 + Penalty 827.556844 = -372396.432559 nChanged 41 SP:Iteration 41Q (4032.153068 sec): 3 clusters Score: Raw -373240.001687 + Penalty 827.556844 = -372412.444843 nChanged 46 SP:Iteration 42Q (4032.200373 sec): 3 clusters Score: Raw -373260.145334 + Penalty 827.556844 = -372432.588491 nChanged 45 SP:Iteration 43Q (4032.253101 sec): 3 clusters Score: Raw -373282.885608 + Penalty 827.556844 = -372455.328765 nChanged 40 SP:Iteration 44Q (4032.306542 sec): 3 clusters Score: Raw -373297.449195 + Penalty 827.556844 = -372469.892351 nChanged 34 SP:Iteration 45Q (4032.348919 sec): 3 clusters Score: Raw -373308.116843 + Penalty 827.556844 = -372480.559999 nChanged 22 SP:Iteration 46Q (4032.400946 sec): 3 clusters Score: Raw -373315.268928 + Penalty 827.556844 = -372487.712085 nChanged 17 SP:Iteration 47Q (4032.450560 sec): 3 clusters Score: Raw -373322.405382 + Penalty 827.556844 = -372494.848538 nChanged 19 SP:Iteration 48Q (4032.501417 sec): 3 clusters Score: Raw -373329.115119 + Penalty 827.556844 = -372501.558275 nChanged 21 SP:Iteration 49Q (4032.547097 sec): 3 clusters Score: Raw -373337.047318 + Penalty 827.556844 = -372509.490475 nChanged 16 SP:Iteration 50Q (4032.603380 sec): 3 clusters Score: Raw -373342.543532 + Penalty 827.556844 = -372514.986688 nChanged 11 SP:Iteration 51Q (4032.655911 sec): 3 clusters Score: Raw -373344.993382 + Penalty 827.556844 = -372517.436539 nChanged 5 SP:Iteration 52Q (4032.709738 sec): 3 clusters Score: Raw -373345.907820 + Penalty 827.556844 = -372518.350976 nChanged 6 SP:Iteration 53Q (4032.750138 sec): 3 clusters Score: Raw -373346.799195 + Penalty 827.556844 = -372519.242351 nChanged 4 SP:Iteration 54Q (4032.810888 sec): 3 clusters Score: Raw -373347.644784 + Penalty 827.556844 = -372520.087941 nChanged 5 SP:Iteration 55Q (4032.853205 sec): 3 clusters Score: Raw -373348.923245 + Penalty 827.556844 = -372521.366402 nChanged 8 SP:Iteration 56Q (4032.904036 sec): 3 clusters Score: Raw -373351.450094 + Penalty 827.556844 = -372523.893250 nChanged 9 SP:Iteration 57Q (4032.969455 sec): 3 clusters Score: Raw -373354.904675 + Penalty 827.556844 = -372527.347831 nChanged 9 SP:Iteration 58Q (4033.015705 sec): 3 clusters Score: Raw -373359.202607 + Penalty 827.556844 = -372531.645764 nChanged 11 SP:Iteration 59Q (4033.079321 sec): 3 clusters Score: Raw -373362.140174 + Penalty 827.556844 = -372534.583330 nChanged 9 SP:Iteration 60F (4033.132877 sec): 3 clusters Score: Raw -373365.523710 + Penalty 827.556844 = -372537.966866 nChanged 14 SP:Iteration 61Q (4033.176740 sec): 3 clusters Score: Raw -373371.666641 + Penalty 827.556844 = -372544.109798 nChanged 11 SP:Iteration 62Q (4033.237117 sec): 3 clusters Score: Raw -373376.395542 + Penalty 827.556844 = -372548.838698 nChanged 12 SP:Iteration 63Q (4033.292027 sec): 3 clusters Score: Raw -373380.627206 + Penalty 827.556844 = -372553.070363 nChanged 4 SP:Iteration 64Q (4033.345207 sec): 3 clusters Score: Raw -373382.474193 + Penalty 827.556844 = -372554.917349 nChanged 6 SP:Iteration 65Q (4033.395044 sec): 3 clusters Score: Raw -373384.483259 + Penalty 827.556844 = -372556.926415 nChanged 3 SP:Iteration 66Q (4033.437447 sec): 3 clusters Score: Raw -373385.591939 + Penalty 827.556844 = -372558.035095 nChanged 4 SP:Iteration 67Q (4033.488658 sec): 3 clusters Score: Raw -373386.858159 + Penalty 827.556844 = -372559.301315 nChanged 1 SP:Iteration 68Q (4033.551721 sec): 3 clusters Score: Raw -373386.977314 + Penalty 827.556844 = -372559.420471 nChanged 2 SP:Iteration 69Q (4033.592941 sec): 3 clusters Score: Raw -373387.155404 + Penalty 827.556844 = -372559.598560 nChanged 0 SP:Iteration 70F (4033.654500 sec): 3 clusters Score: Raw -373387.155404 + Penalty 827.556844 = -372559.598560 nChanged 0 Trying to split cluster 2 (9142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4033.684430 sec): 2 clusters Score: Raw -386802.297340 + Penalty 414.988868 = -386387.308472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4033.740660 sec): 3 clusters Score: Raw -381147.249637 + Penalty 829.977736 = -380317.271902 nChanged 4260 SP:Iteration 1F (4033.794317 sec): 3 clusters Score: Raw -383746.670290 + Penalty 829.977736 = -382916.692554 nChanged 498 SP:Iteration 2F (4033.848061 sec): 3 clusters Score: Raw -383985.270287 + Penalty 829.977736 = -383155.292551 nChanged 522 SP:Iteration 3F (4033.899242 sec): 3 clusters Score: Raw -384232.984368 + Penalty 829.977736 = -383403.006632 nChanged 479 SP:Iteration 4F (4033.941043 sec): 3 clusters Score: Raw -384470.356785 + Penalty 829.977736 = -383640.379049 nChanged 458 SP:Iteration 5F (4033.996202 sec): 3 clusters Score: Raw -384690.283162 + Penalty 829.977736 = -383860.305426 nChanged 414 SP:Iteration 6Q (4034.048214 sec): 3 clusters Score: Raw -384876.658216 + Penalty 829.977736 = -384046.680480 nChanged 391 SP:Iteration 7Q (4034.106675 sec): 3 clusters Score: Raw -385053.614150 + Penalty 829.977736 = -384223.636414 nChanged 341 SP:Iteration 8Q (4034.161508 sec): 3 clusters Score: Raw -385214.628934 + Penalty 829.977736 = -384384.651198 nChanged 295 SP:Iteration 9Q (4034.213884 sec): 3 clusters Score: Raw -385330.162747 + Penalty 829.977736 = -384500.185011 nChanged 257 SP:Iteration 10Q (4034.266137 sec): 3 clusters Score: Raw -385435.442380 + Penalty 829.977736 = -384605.464645 nChanged 203 SP:Iteration 11Q (4034.326345 sec): 3 clusters Score: Raw -385514.774766 + Penalty 829.977736 = -384684.797030 nChanged 165 SP:Iteration 12Q (4034.372436 sec): 3 clusters Score: Raw -385561.383048 + Penalty 829.977736 = -384731.405312 nChanged 137 SP:Iteration 13Q (4034.433706 sec): 3 clusters Score: Raw -385599.776376 + Penalty 829.977736 = -384769.798641 nChanged 114 SP:Iteration 14Q (4034.481711 sec): 3 clusters Score: Raw -385629.930885 + Penalty 829.977736 = -384799.953149 nChanged 111 SP:Iteration 15Q (4034.540226 sec): 3 clusters Score: Raw -385660.531558 + Penalty 829.977736 = -384830.553822 nChanged 113 SP:Iteration 16Q (4034.597705 sec): 3 clusters Score: Raw -385685.756245 + Penalty 829.977736 = -384855.778509 nChanged 93 SP:Iteration 17Q (4034.644847 sec): 3 clusters Score: Raw -385701.689511 + Penalty 829.977736 = -384871.711776 nChanged 77 SP:Iteration 18Q (4034.697360 sec): 3 clusters Score: Raw -385717.957505 + Penalty 829.977736 = -384887.979769 nChanged 82 SP:Iteration 19Q (4034.748041 sec): 3 clusters Score: Raw -385733.451909 + Penalty 829.977736 = -384903.474174 nChanged 84 SP:Iteration 20F (4034.799675 sec): 3 clusters Score: Raw -385750.527781 + Penalty 829.977736 = -384920.550045 nChanged 87 SP:Iteration 21Q (4034.861528 sec): 3 clusters Score: Raw -385765.447042 + Penalty 829.977736 = -384935.469307 nChanged 76 SP:Iteration 22Q (4034.909363 sec): 3 clusters Score: Raw -385778.451009 + Penalty 829.977736 = -384948.473273 nChanged 60 SP:Iteration 23Q (4034.971922 sec): 3 clusters Score: Raw -385787.372023 + Penalty 829.977736 = -384957.394287 nChanged 63 SP:Iteration 24Q (4035.028784 sec): 3 clusters Score: Raw -385797.541787 + Penalty 829.977736 = -384967.564052 nChanged 64 SP:Iteration 25Q (4035.073388 sec): 3 clusters Score: Raw -385808.094314 + Penalty 829.977736 = -384978.116579 nChanged 70 SP:Iteration 26Q (4035.140706 sec): 3 clusters Score: Raw -385820.038089 + Penalty 829.977736 = -384990.060353 nChanged 73 SP:Iteration 27Q (4035.195048 sec): 3 clusters Score: Raw -385833.844683 + Penalty 829.977736 = -385003.866947 nChanged 73 SP:Iteration 28Q (4035.253029 sec): 3 clusters Score: Raw -385849.197267 + Penalty 829.977736 = -385019.219531 nChanged 79 SP:Iteration 29Q (4035.309023 sec): 3 clusters Score: Raw -385871.649345 + Penalty 829.977736 = -385041.671610 nChanged 99 SP:Iteration 30Q (4035.356614 sec): 3 clusters Score: Raw -385903.881270 + Penalty 829.977736 = -385073.903535 nChanged 92 SP:Iteration 31Q (4035.411255 sec): 3 clusters Score: Raw -385931.089299 + Penalty 829.977736 = -385101.111563 nChanged 102 SP:Iteration 32Q (4035.460547 sec): 3 clusters Score: Raw -385962.167777 + Penalty 829.977736 = -385132.190041 nChanged 118 SP:Iteration 33Q (4035.506248 sec): 3 clusters Score: Raw -386002.691388 + Penalty 829.977736 = -385172.713653 nChanged 135 SP:Iteration 34Q (4035.566908 sec): 3 clusters Score: Raw -386049.512903 + Penalty 829.977736 = -385219.535167 nChanged 129 SP:Iteration 35Q (4035.608570 sec): 3 clusters Score: Raw -386095.171199 + Penalty 829.977736 = -385265.193463 nChanged 127 SP:Iteration 36Q (4035.659289 sec): 3 clusters Score: Raw -386141.232435 + Penalty 829.977736 = -385311.254699 nChanged 130 SP:Iteration 37Q (4035.710769 sec): 3 clusters Score: Raw -386190.753044 + Penalty 829.977736 = -385360.775308 nChanged 147 SP:Iteration 38Q (4035.773618 sec): 3 clusters Score: Raw -386244.954627 + Penalty 829.977736 = -385414.976891 nChanged 125 SP:Iteration 39Q (4035.829486 sec): 3 clusters Score: Raw -386285.514215 + Penalty 829.977736 = -385455.536479 nChanged 108 SP:Iteration 40F (4035.878304 sec): 3 clusters Score: Raw -386325.138243 + Penalty 829.977736 = -385495.160507 nChanged 100 SP:Iteration 41Q (4035.930455 sec): 3 clusters Score: Raw -386358.730438 + Penalty 829.977736 = -385528.752702 nChanged 108 SP:Iteration 42Q (4035.979076 sec): 3 clusters Score: Raw -386395.195072 + Penalty 829.977736 = -385565.217337 nChanged 99 SP:Iteration 43Q (4036.038491 sec): 3 clusters Score: Raw -386426.588496 + Penalty 829.977736 = -385596.610761 nChanged 97 SP:Iteration 44Q (4036.093219 sec): 3 clusters Score: Raw -386457.610695 + Penalty 829.977736 = -385627.632959 nChanged 95 SP:Iteration 45Q (4036.143446 sec): 3 clusters Score: Raw -386486.197612 + Penalty 829.977736 = -385656.219877 nChanged 88 SP:Iteration 46Q (4036.192090 sec): 3 clusters Score: Raw -386512.450596 + Penalty 829.977736 = -385682.472860 nChanged 85 SP:Iteration 47Q (4036.245602 sec): 3 clusters Score: Raw -386535.124043 + Penalty 829.977736 = -385705.146308 nChanged 81 SP:Iteration 48Q (4036.301424 sec): 3 clusters Score: Raw -386556.692573 + Penalty 829.977736 = -385726.714837 nChanged 80 SP:Iteration 49Q (4036.348787 sec): 3 clusters Score: Raw -386579.275187 + Penalty 829.977736 = -385749.297451 nChanged 73 SP:Iteration 50Q (4036.398941 sec): 3 clusters Score: Raw -386599.509948 + Penalty 829.977736 = -385769.532212 nChanged 70 SP:Iteration 51Q (4036.464049 sec): 3 clusters Score: Raw -386621.789578 + Penalty 829.977736 = -385791.811842 nChanged 68 SP:Iteration 52Q (4036.517240 sec): 3 clusters Score: Raw -386643.374046 + Penalty 829.977736 = -385813.396310 nChanged 65 SP:Iteration 53Q (4036.572212 sec): 3 clusters Score: Raw -386665.309041 + Penalty 829.977736 = -385835.331305 nChanged 64 SP:Iteration 54Q (4036.621180 sec): 3 clusters Score: Raw -386686.560820 + Penalty 829.977736 = -385856.583084 nChanged 52 SP:Iteration 55Q (4036.665978 sec): 3 clusters Score: Raw -386702.745711 + Penalty 829.977736 = -385872.767975 nChanged 55 SP:Iteration 56Q (4036.722461 sec): 3 clusters Score: Raw -386719.559084 + Penalty 829.977736 = -385889.581349 nChanged 39 SP:Iteration 57Q (4036.773467 sec): 3 clusters Score: Raw -386732.360756 + Penalty 829.977736 = -385902.383020 nChanged 32 SP:Iteration 58Q (4036.832155 sec): 3 clusters Score: Raw -386742.645754 + Penalty 829.977736 = -385912.668018 nChanged 26 SP:Iteration 59Q (4036.880453 sec): 3 clusters Score: Raw -386749.990580 + Penalty 829.977736 = -385920.012844 nChanged 32 SP:Iteration 60F (4036.925927 sec): 3 clusters Score: Raw -386761.063296 + Penalty 829.977736 = -385931.085560 nChanged 27 SP:Iteration 61Q (4036.979654 sec): 3 clusters Score: Raw -386770.250749 + Penalty 829.977736 = -385940.273013 nChanged 25 SP:Iteration 62Q (4037.035230 sec): 3 clusters Score: Raw -386780.486481 + Penalty 829.977736 = -385950.508745 nChanged 27 SP:Iteration 63Q (4037.093670 sec): 3 clusters Score: Raw -386788.585207 + Penalty 829.977736 = -385958.607471 nChanged 23 SP:Iteration 64Q (4037.147007 sec): 3 clusters Score: Raw -386795.872911 + Penalty 829.977736 = -385965.895175 nChanged 19 SP:Iteration 65Q (4037.193786 sec): 3 clusters Score: Raw -386803.302166 + Penalty 829.977736 = -385973.324430 nChanged 22 SP:Iteration 66Q (4037.250326 sec): 3 clusters Score: Raw -386810.732395 + Penalty 829.977736 = -385980.754659 nChanged 18 SP:Iteration 67Q (4037.304754 sec): 3 clusters Score: Raw -386815.844163 + Penalty 829.977736 = -385985.866427 nChanged 19 SP:Iteration 68Q (4037.350185 sec): 3 clusters Score: Raw -386821.998628 + Penalty 829.977736 = -385992.020892 nChanged 14 SP:Iteration 69Q (4037.396545 sec): 3 clusters Score: Raw -386827.681923 + Penalty 829.977736 = -385997.704187 nChanged 16 SP:Iteration 70Q (4037.450855 sec): 3 clusters Score: Raw -386832.868843 + Penalty 829.977736 = -386002.891108 nChanged 12 SP:Iteration 71Q (4037.497384 sec): 3 clusters Score: Raw -386839.626215 + Penalty 829.977736 = -386009.648479 nChanged 18 SP:Iteration 72Q (4037.536532 sec): 3 clusters Score: Raw -386851.040202 + Penalty 829.977736 = -386021.062467 nChanged 16 SP:Iteration 73Q (4037.587947 sec): 3 clusters Score: Raw -386858.138858 + Penalty 829.977736 = -386028.161123 nChanged 8 SP:Iteration 74Q (4037.639811 sec): 3 clusters Score: Raw -386861.258884 + Penalty 829.977736 = -386031.281148 nChanged 6 SP:Iteration 75Q (4037.686726 sec): 3 clusters Score: Raw -386863.668346 + Penalty 829.977736 = -386033.690610 nChanged 4 SP:Iteration 76Q (4037.740240 sec): 3 clusters Score: Raw -386864.044340 + Penalty 829.977736 = -386034.066604 nChanged 1 SP:Iteration 77Q (4037.791518 sec): 3 clusters Score: Raw -386864.156424 + Penalty 829.977736 = -386034.178689 nChanged 2 SP:Iteration 78Q (4037.850108 sec): 3 clusters Score: Raw -386864.657480 + Penalty 829.977736 = -386034.679745 nChanged 4 SP:Iteration 79Q (4037.896274 sec): 3 clusters Score: Raw -386866.105766 + Penalty 829.977736 = -386036.128031 nChanged 2 SP:Iteration 80F (4037.951254 sec): 3 clusters Score: Raw -386867.149651 + Penalty 829.977736 = -386037.171915 nChanged 3 SP:Iteration 81Q (4037.999576 sec): 3 clusters Score: Raw -386868.058669 + Penalty 829.977736 = -386038.080934 nChanged 3 SP:Iteration 82Q (4038.047606 sec): 3 clusters Score: Raw -386869.876729 + Penalty 829.977736 = -386039.898993 nChanged 4 SP:Iteration 83Q (4038.104485 sec): 3 clusters Score: Raw -386871.217250 + Penalty 829.977736 = -386041.239514 nChanged 5 SP:Iteration 84Q (4038.150305 sec): 3 clusters Score: Raw -386873.491479 + Penalty 829.977736 = -386043.513743 nChanged 5 SP:Iteration 85Q (4038.211881 sec): 3 clusters Score: Raw -386874.652422 + Penalty 829.977736 = -386044.674686 nChanged 2 SP:Iteration 86Q (4038.259672 sec): 3 clusters Score: Raw -386875.041334 + Penalty 829.977736 = -386045.063599 nChanged 0 SP:Iteration 87F (4038.306211 sec): 3 clusters Score: Raw -386875.041334 + Penalty 829.977736 = -386045.063599 nChanged 0 Trying to split cluster 3 (1031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4038.322579 sec): 2 clusters Score: Raw -39027.737111 + Penalty 315.691944 = -38712.045167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4038.370071 sec): 3 clusters Score: Raw -38530.013373 + Penalty 631.383888 = -37898.629485 nChanged 402 SP:Iteration 1F (4038.413519 sec): 3 clusters Score: Raw -38755.910198 + Penalty 631.383888 = -38124.526310 nChanged 71 SP:Iteration 2F (4038.449377 sec): 3 clusters Score: Raw -38796.803315 + Penalty 631.383888 = -38165.419427 nChanged 47 SP:Iteration 3Q (4038.491172 sec): 3 clusters Score: Raw -38820.662319 + Penalty 631.383888 = -38189.278431 nChanged 50 SP:Iteration 4Q (4038.539639 sec): 3 clusters Score: Raw -38848.587291 + Penalty 631.383888 = -38217.203403 nChanged 33 SP:Iteration 5Q (4038.576714 sec): 3 clusters Score: Raw -38863.962490 + Penalty 631.383888 = -38232.578602 nChanged 20 SP:Iteration 6Q (4038.620945 sec): 3 clusters Score: Raw -38879.588820 + Penalty 631.383888 = -38248.204932 nChanged 29 SP:Iteration 7Q (4038.657430 sec): 3 clusters Score: Raw -38902.339272 + Penalty 631.383888 = -38270.955384 nChanged 32 SP:Iteration 8Q (4038.699853 sec): 3 clusters Score: Raw -38926.180747 + Penalty 631.383888 = -38294.796859 nChanged 30 SP:Iteration 9Q (4038.752789 sec): 3 clusters Score: Raw -38954.281972 + Penalty 631.383888 = -38322.898084 nChanged 32 SP:Iteration 10Q (4038.790157 sec): 3 clusters Score: Raw -38983.550513 + Penalty 631.383888 = -38352.166625 nChanged 29 SP:Iteration 11Q (4038.838622 sec): 3 clusters Score: Raw -38998.651220 + Penalty 631.383888 = -38367.267332 nChanged 20 SP:Iteration 12Q (4038.888484 sec): 3 clusters Score: Raw -39009.797009 + Penalty 631.383888 = -38378.413121 nChanged 18 SP:Iteration 13Q (4038.926718 sec): 3 clusters Score: Raw -39017.527352 + Penalty 631.383888 = -38386.143464 nChanged 15 SP:Iteration 14Q (4038.976309 sec): 3 clusters Score: Raw -39022.743559 + Penalty 631.383888 = -38391.359671 nChanged 5 SP:Iteration 15Q (4039.023809 sec): 3 clusters Score: Raw -39024.491445 + Penalty 631.383888 = -38393.107557 nChanged 4 SP:Iteration 16Q (4039.070278 sec): 3 clusters Score: Raw -39025.687628 + Penalty 631.383888 = -38394.303740 nChanged 3 SP:Iteration 17Q (4039.117434 sec): 3 clusters Score: Raw -39026.199629 + Penalty 631.383888 = -38394.815741 nChanged 2 SP:Iteration 18Q (4039.171822 sec): 3 clusters Score: Raw -39026.421725 + Penalty 631.383888 = -38395.037837 nChanged 0 SP:Iteration 19F (4039.222718 sec): 3 clusters Score: Raw -39026.421725 + Penalty 631.383888 = -38395.037837 nChanged 0 Trying to split cluster 4 (821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4039.236903 sec): 2 clusters Score: Raw -31175.790611 + Penalty 305.328801 = -30870.461810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4039.293286 sec): 3 clusters Score: Raw -30812.585005 + Penalty 610.657603 = -30201.927402 nChanged 298 SP:Iteration 1F (4039.340692 sec): 3 clusters Score: Raw -30981.827990 + Penalty 610.657603 = -30371.170387 nChanged 59 SP:Iteration 2F (4039.376639 sec): 3 clusters Score: Raw -31021.753391 + Penalty 610.657603 = -30411.095788 nChanged 37 SP:Iteration 3Q (4039.428480 sec): 3 clusters Score: Raw -31048.017730 + Penalty 610.657603 = -30437.360127 nChanged 27 SP:Iteration 4Q (4039.476678 sec): 3 clusters Score: Raw -31068.163614 + Penalty 610.657603 = -30457.506011 nChanged 11 SP:Iteration 5Q (4039.520728 sec): 3 clusters Score: Raw -31074.592530 + Penalty 610.657603 = -30463.934927 nChanged 9 SP:Iteration 6Q (4039.553569 sec): 3 clusters Score: Raw -31080.435132 + Penalty 610.657603 = -30469.777529 nChanged 12 SP:Iteration 7Q (4039.602598 sec): 3 clusters Score: Raw -31088.376626 + Penalty 610.657603 = -30477.719023 nChanged 17 SP:Iteration 8Q (4039.655701 sec): 3 clusters Score: Raw -31099.121502 + Penalty 610.657603 = -30488.463899 nChanged 13 SP:Iteration 9Q (4039.703886 sec): 3 clusters Score: Raw -31105.967884 + Penalty 610.657603 = -30495.310281 nChanged 12 SP:Iteration 10Q (4039.748225 sec): 3 clusters Score: Raw -31118.709602 + Penalty 610.657603 = -30508.051999 nChanged 16 SP:Iteration 11Q (4039.781789 sec): 3 clusters Score: Raw -31131.553876 + Penalty 610.657603 = -30520.896273 nChanged 18 SP:Iteration 12Q (4039.836660 sec): 3 clusters Score: Raw -31142.633744 + Penalty 610.657603 = -30531.976141 nChanged 14 SP:Iteration 13Q (4039.876362 sec): 3 clusters Score: Raw -31149.835685 + Penalty 610.657603 = -30539.178082 nChanged 10 SP:Iteration 14Q (4039.920331 sec): 3 clusters Score: Raw -31156.597987 + Penalty 610.657603 = -30545.940384 nChanged 10 SP:Iteration 15Q (4039.973385 sec): 3 clusters Score: Raw -31161.359050 + Penalty 610.657603 = -30550.701447 nChanged 9 SP:Iteration 16Q (4040.006767 sec): 3 clusters Score: Raw -31164.567486 + Penalty 610.657603 = -30553.909883 nChanged 5 SP:Iteration 17Q (4040.058429 sec): 3 clusters Score: Raw -31167.267012 + Penalty 610.657603 = -30556.609409 nChanged 6 SP:Iteration 18Q (4040.101938 sec): 3 clusters Score: Raw -31168.931740 + Penalty 610.657603 = -30558.274137 nChanged 2 SP:Iteration 19Q (4040.147220 sec): 3 clusters Score: Raw -31170.839639 + Penalty 610.657603 = -30560.182036 nChanged 6 SP:Iteration 20F (4040.192605 sec): 3 clusters Score: Raw -31173.564001 + Penalty 610.657603 = -30562.906398 nChanged 1 SP:Iteration 21Q (4040.234454 sec): 3 clusters Score: Raw -31174.046391 + Penalty 610.657603 = -30563.388788 nChanged 3 SP:Iteration 22Q (4040.277747 sec): 3 clusters Score: Raw -31175.407270 + Penalty 610.657603 = -30564.749667 nChanged 3 SP:Iteration 23Q (4040.319636 sec): 3 clusters Score: Raw -31177.804646 + Penalty 610.657603 = -30567.147043 nChanged 2 SP:Iteration 24Q (4040.356584 sec): 3 clusters Score: Raw -31179.229668 + Penalty 610.657603 = -30568.572065 nChanged 3 SP:Iteration 25Q (4040.401015 sec): 3 clusters Score: Raw -31181.035480 + Penalty 610.657603 = -30570.377877 nChanged 8 SP:Iteration 26Q (4040.444266 sec): 3 clusters Score: Raw -31186.144577 + Penalty 610.657603 = -30575.486974 nChanged 7 SP:Iteration 27Q (4040.498162 sec): 3 clusters Score: Raw -31190.721180 + Penalty 610.657603 = -30580.063577 nChanged 7 SP:Iteration 28Q (4040.540340 sec): 3 clusters Score: Raw -31194.557730 + Penalty 610.657603 = -30583.900127 nChanged 2 SP:Iteration 29Q (4040.580370 sec): 3 clusters Score: Raw -31194.942743 + Penalty 610.657603 = -30584.285140 nChanged 1 SP:Iteration 30Q (4040.624185 sec): 3 clusters Score: Raw -31195.053246 + Penalty 610.657603 = -30584.395643 nChanged 0 SP:Iteration 31F (4040.666840 sec): 3 clusters Score: Raw -31195.053246 + Penalty 610.657603 = -30584.395643 nChanged 0 Trying to split cluster 5 (1910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4040.685167 sec): 2 clusters Score: Raw -69452.850992 + Penalty 343.746063 = -69109.104929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4040.738911 sec): 3 clusters Score: Raw -68405.349003 + Penalty 687.492125 = -67717.856878 nChanged 822 SP:Iteration 1F (4040.782556 sec): 3 clusters Score: Raw -68914.859154 + Penalty 687.492125 = -68227.367028 nChanged 183 SP:Iteration 2F (4040.824072 sec): 3 clusters Score: Raw -69032.568420 + Penalty 687.492125 = -68345.076294 nChanged 138 SP:Iteration 3F (4040.872463 sec): 3 clusters Score: Raw -69126.109982 + Penalty 687.492125 = -68438.617857 nChanged 107 SP:Iteration 4F (4040.918113 sec): 3 clusters Score: Raw -69195.728306 + Penalty 687.492125 = -68508.236181 nChanged 82 SP:Iteration 5Q (4040.962038 sec): 3 clusters Score: Raw -69246.002668 + Penalty 687.492125 = -68558.510543 nChanged 65 SP:Iteration 6Q (4041.007545 sec): 3 clusters Score: Raw -69308.956699 + Penalty 687.492125 = -68621.464573 nChanged 73 SP:Iteration 7Q (4041.049629 sec): 3 clusters Score: Raw -69383.944469 + Penalty 687.492125 = -68696.452343 nChanged 62 SP:Iteration 8Q (4041.090997 sec): 3 clusters Score: Raw -69428.259843 + Penalty 687.492125 = -68740.767718 nChanged 47 SP:Iteration 9Q (4041.142794 sec): 3 clusters Score: Raw -69457.448300 + Penalty 687.492125 = -68769.956175 nChanged 47 SP:Iteration 10Q (4041.183378 sec): 3 clusters Score: Raw -69489.612311 + Penalty 687.492125 = -68802.120186 nChanged 49 SP:Iteration 11Q (4041.238990 sec): 3 clusters Score: Raw -69544.750273 + Penalty 687.492125 = -68857.258148 nChanged 65 SP:Iteration 12Q (4041.274208 sec): 3 clusters Score: Raw -69637.045387 + Penalty 687.492125 = -68949.553262 nChanged 78 SP:Iteration 13Q (4041.321270 sec): 3 clusters Score: Raw -69719.388697 + Penalty 687.492125 = -69031.896572 nChanged 51 SP:Iteration 14Q (4041.370020 sec): 3 clusters Score: Raw -69759.405897 + Penalty 687.492125 = -69071.913772 nChanged 46 SP:Iteration 15Q (4041.424890 sec): 3 clusters Score: Raw -69796.474919 + Penalty 687.492125 = -69108.982793 nChanged 31 SP:Iteration 16Q (4041.456288 sec): 3 clusters Score: Raw -69819.930737 + Penalty 687.492125 = -69132.438612 nChanged 23 SP:Iteration 17Q (4041.503685 sec): 3 clusters Score: Raw -69834.454707 + Penalty 687.492125 = -69146.962582 nChanged 25 SP:Iteration 18Q (4041.557175 sec): 3 clusters Score: Raw -69845.698201 + Penalty 687.492125 = -69158.206076 nChanged 18 SP:Iteration 19Q (4041.608236 sec): 3 clusters Score: Raw -69852.353540 + Penalty 687.492125 = -69164.861414 nChanged 19 SP:Iteration 20F (4041.654817 sec): 3 clusters Score: Raw -69868.740469 + Penalty 687.492125 = -69181.248343 nChanged 19 SP:Iteration 21Q (4041.700523 sec): 3 clusters Score: Raw -69879.679451 + Penalty 687.492125 = -69192.187325 nChanged 16 SP:Iteration 22Q (4041.742433 sec): 3 clusters Score: Raw -69886.672741 + Penalty 687.492125 = -69199.180616 nChanged 15 SP:Iteration 23Q (4041.791419 sec): 3 clusters Score: Raw -69890.413239 + Penalty 687.492125 = -69202.921113 nChanged 8 SP:Iteration 24Q (4041.844206 sec): 3 clusters Score: Raw -69892.698670 + Penalty 687.492125 = -69205.206544 nChanged 11 SP:Iteration 25Q (4041.893086 sec): 3 clusters Score: Raw -69895.932870 + Penalty 687.492125 = -69208.440745 nChanged 6 SP:Iteration 26Q (4041.944557 sec): 3 clusters Score: Raw -69897.253982 + Penalty 687.492125 = -69209.761857 nChanged 4 SP:Iteration 27Q (4041.994134 sec): 3 clusters Score: Raw -69899.056410 + Penalty 687.492125 = -69211.564284 nChanged 6 SP:Iteration 28Q (4042.031882 sec): 3 clusters Score: Raw -69901.735470 + Penalty 687.492125 = -69214.243345 nChanged 4 SP:Iteration 29Q (4042.078133 sec): 3 clusters Score: Raw -69902.687078 + Penalty 687.492125 = -69215.194953 nChanged 4 SP:Iteration 30Q (4042.133567 sec): 3 clusters Score: Raw -69903.109302 + Penalty 687.492125 = -69215.617176 nChanged 1 SP:Iteration 31Q (4042.167053 sec): 3 clusters Score: Raw -69903.356388 + Penalty 687.492125 = -69215.864263 nChanged 0 SP:Iteration 32F (4042.215470 sec): 3 clusters Score: Raw -69903.356388 + Penalty 687.492125 = -69215.864263 nChanged 0 Score: Raw -17401580.405374 + Penalty 27318.534099 = -17374261.871275 Splitting cluster 5 changes total score from -17374405.247055 to -17374261.871275 So it's not getting split. Trying to split cluster 6 (2459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4049.974479 sec): 2 clusters Score: Raw -106006.770749 + Penalty 355.241707 = -105651.529042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4050.011328 sec): 3 clusters Score: Raw -104632.893822 + Penalty 710.483414 = -103922.410408 nChanged 1039 SP:Iteration 1F (4050.056319 sec): 3 clusters Score: Raw -105233.978258 + Penalty 710.483414 = -104523.494844 nChanged 154 SP:Iteration 2F (4050.106041 sec): 3 clusters Score: Raw -105321.823607 + Penalty 710.483414 = -104611.340193 nChanged 146 SP:Iteration 3F (4050.156017 sec): 3 clusters Score: Raw -105402.485907 + Penalty 710.483414 = -104692.002494 nChanged 124 SP:Iteration 4F (4050.196823 sec): 3 clusters Score: Raw -105482.582565 + Penalty 710.483414 = -104772.099152 nChanged 131 SP:Iteration 5F (4050.245819 sec): 3 clusters Score: Raw -105580.396945 + Penalty 710.483414 = -104869.913531 nChanged 134 SP:Iteration 6F (4050.298337 sec): 3 clusters Score: Raw -105680.542073 + Penalty 710.483414 = -104970.058659 nChanged 121 SP:Iteration 7Q (4050.344376 sec): 3 clusters Score: Raw -105783.520303 + Penalty 710.483414 = -105073.036889 nChanged 104 SP:Iteration 8Q (4050.394052 sec): 3 clusters Score: Raw -105867.196221 + Penalty 710.483414 = -105156.712808 nChanged 76 SP:Iteration 9Q (4050.440367 sec): 3 clusters Score: Raw -105938.054003 + Penalty 710.483414 = -105227.570589 nChanged 56 SP:Iteration 10Q (4050.481790 sec): 3 clusters Score: Raw -105992.057116 + Penalty 710.483414 = -105281.573702 nChanged 49 SP:Iteration 11Q (4050.537263 sec): 3 clusters Score: Raw -106034.984401 + Penalty 710.483414 = -105324.500987 nChanged 28 SP:Iteration 12Q (4050.581368 sec): 3 clusters Score: Raw -106074.265353 + Penalty 710.483414 = -105363.781939 nChanged 19 SP:Iteration 13Q (4050.631943 sec): 3 clusters Score: Raw -106090.528932 + Penalty 710.483414 = -105380.045519 nChanged 8 SP:Iteration 14Q (4050.676332 sec): 3 clusters Score: Raw -106093.498589 + Penalty 710.483414 = -105383.015175 nChanged 1 SP:Iteration 15Q (4050.730295 sec): 3 clusters Score: Raw -106093.842845 + Penalty 710.483414 = -105383.359431 nChanged 0 SP:Iteration 16F (4050.770815 sec): 3 clusters Score: Raw -106093.842845 + Penalty 710.483414 = -105383.359431 nChanged 0 Trying to split cluster 7 (27950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4050.816377 sec): 2 clusters Score: Raw -1149776.849375 + Penalty 465.836848 = -1149311.012527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4050.890644 sec): 3 clusters Score: Raw -1131602.299645 + Penalty 931.673696 = -1130670.625949 nChanged 13459 SP:Iteration 1F (4050.964351 sec): 3 clusters Score: Raw -1139752.733324 + Penalty 931.673696 = -1138821.059628 nChanged 1582 SP:Iteration 2F (4051.033095 sec): 3 clusters Score: Raw -1140579.539065 + Penalty 931.673696 = -1139647.865369 nChanged 1861 SP:Iteration 3F (4051.111667 sec): 3 clusters Score: Raw -1141729.346776 + Penalty 931.673696 = -1140797.673081 nChanged 2041 SP:Iteration 4F (4051.182287 sec): 3 clusters Score: Raw -1143028.932031 + Penalty 931.673696 = -1142097.258335 nChanged 2015 SP:Iteration 5F (4051.243830 sec): 3 clusters Score: Raw -1144349.300701 + Penalty 931.673696 = -1143417.627006 nChanged 1845 SP:Iteration 6F (4051.317329 sec): 3 clusters Score: Raw -1145590.392356 + Penalty 931.673696 = -1144658.718660 nChanged 1521 SP:Iteration 7F (4051.391284 sec): 3 clusters Score: Raw -1146455.913250 + Penalty 931.673696 = -1145524.239555 nChanged 1088 SP:Iteration 8Q (4051.463023 sec): 3 clusters Score: Raw -1146973.629045 + Penalty 931.673696 = -1146041.955349 nChanged 790 SP:Iteration 9Q (4051.537483 sec): 3 clusters Score: Raw -1147270.106050 + Penalty 931.673696 = -1146338.432355 nChanged 562 SP:Iteration 10Q (4051.619563 sec): 3 clusters Score: Raw -1147461.579079 + Penalty 931.673696 = -1146529.905384 nChanged 405 SP:Iteration 11Q (4051.695578 sec): 3 clusters Score: Raw -1147569.584070 + Penalty 931.673696 = -1146637.910374 nChanged 343 SP:Iteration 12Q (4051.770214 sec): 3 clusters Score: Raw -1147644.247392 + Penalty 931.673696 = -1146712.573696 nChanged 293 SP:Iteration 13Q (4051.846764 sec): 3 clusters Score: Raw -1147700.886398 + Penalty 931.673696 = -1146769.212702 nChanged 292 SP:Iteration 14Q (4051.922551 sec): 3 clusters Score: Raw -1147752.454635 + Penalty 931.673696 = -1146820.780940 nChanged 273 SP:Iteration 15Q (4052.002195 sec): 3 clusters Score: Raw -1147801.613170 + Penalty 931.673696 = -1146869.939474 nChanged 296 SP:Iteration 16Q (4052.070712 sec): 3 clusters Score: Raw -1147859.406716 + Penalty 931.673696 = -1146927.733021 nChanged 299 SP:Iteration 17Q (4052.154573 sec): 3 clusters Score: Raw -1147916.521157 + Penalty 931.673696 = -1146984.847461 nChanged 316 SP:Iteration 18Q (4052.230619 sec): 3 clusters Score: Raw -1147981.667283 + Penalty 931.673696 = -1147049.993587 nChanged 314 SP:Iteration 19Q (4052.311934 sec): 3 clusters Score: Raw -1148048.367969 + Penalty 931.673696 = -1147116.694274 nChanged 332 SP:Iteration 20F (4052.381668 sec): 3 clusters Score: Raw -1148118.586847 + Penalty 931.673696 = -1147186.913151 nChanged 339 SP:Iteration 21Q (4052.444899 sec): 3 clusters Score: Raw -1148196.697350 + Penalty 931.673696 = -1147265.023655 nChanged 336 SP:Iteration 22Q (4052.517710 sec): 3 clusters Score: Raw -1148285.426606 + Penalty 931.673696 = -1147353.752911 nChanged 385 SP:Iteration 23Q (4052.590293 sec): 3 clusters Score: Raw -1148391.938166 + Penalty 931.673696 = -1147460.264470 nChanged 381 SP:Iteration 24Q (4052.652800 sec): 3 clusters Score: Raw -1148501.454393 + Penalty 931.673696 = -1147569.780697 nChanged 377 SP:Iteration 25Q (4052.736806 sec): 3 clusters Score: Raw -1148617.684533 + Penalty 931.673696 = -1147686.010838 nChanged 370 SP:Iteration 26Q (4052.796725 sec): 3 clusters Score: Raw -1148730.269868 + Penalty 931.673696 = -1147798.596173 nChanged 324 SP:Iteration 27Q (4052.872459 sec): 3 clusters Score: Raw -1148824.626668 + Penalty 931.673696 = -1147892.952972 nChanged 319 SP:Iteration 28Q (4052.952037 sec): 3 clusters Score: Raw -1148916.388434 + Penalty 931.673696 = -1147984.714739 nChanged 300 SP:Iteration 29Q (4053.021998 sec): 3 clusters Score: Raw -1148996.583019 + Penalty 931.673696 = -1148064.909323 nChanged 279 SP:Iteration 30Q (4053.087825 sec): 3 clusters Score: Raw -1149061.532420 + Penalty 931.673696 = -1148129.858725 nChanged 252 SP:Iteration 31Q (4053.148396 sec): 3 clusters Score: Raw -1149118.834687 + Penalty 931.673696 = -1148187.160992 nChanged 242 SP:Iteration 32Q (4053.226532 sec): 3 clusters Score: Raw -1149176.176691 + Penalty 931.673696 = -1148244.502995 nChanged 252 SP:Iteration 33Q (4053.293539 sec): 3 clusters Score: Raw -1149242.403163 + Penalty 931.673696 = -1148310.729468 nChanged 265 SP:Iteration 34Q (4053.373984 sec): 3 clusters Score: Raw -1149314.043512 + Penalty 931.673696 = -1148382.369817 nChanged 249 SP:Iteration 35Q (4053.446387 sec): 3 clusters Score: Raw -1149379.120400 + Penalty 931.673696 = -1148447.446704 nChanged 247 SP:Iteration 36Q (4053.521492 sec): 3 clusters Score: Raw -1149446.936844 + Penalty 931.673696 = -1148515.263148 nChanged 226 SP:Iteration 37Q (4053.590925 sec): 3 clusters Score: Raw -1149504.661165 + Penalty 931.673696 = -1148572.987469 nChanged 207 SP:Iteration 38Q (4053.664322 sec): 3 clusters Score: Raw -1149550.826045 + Penalty 931.673696 = -1148619.152349 nChanged 177 SP:Iteration 39Q (4053.736346 sec): 3 clusters Score: Raw -1149589.215185 + Penalty 931.673696 = -1148657.541490 nChanged 184 SP:Iteration 40F (4053.807878 sec): 3 clusters Score: Raw -1149632.616984 + Penalty 931.673696 = -1148700.943289 nChanged 181 SP:Iteration 41Q (4053.875513 sec): 3 clusters Score: Raw -1149676.690067 + Penalty 931.673696 = -1148745.016371 nChanged 166 SP:Iteration 42Q (4053.939783 sec): 3 clusters Score: Raw -1149714.942321 + Penalty 931.673696 = -1148783.268625 nChanged 156 SP:Iteration 43Q (4053.998212 sec): 3 clusters Score: Raw -1149752.446734 + Penalty 931.673696 = -1148820.773039 nChanged 166 SP:Iteration 44Q (4054.073843 sec): 3 clusters Score: Raw -1149793.786026 + Penalty 931.673696 = -1148862.112330 nChanged 145 SP:Iteration 45Q (4054.137753 sec): 3 clusters Score: Raw -1149827.503099 + Penalty 931.673696 = -1148895.829403 nChanged 124 SP:Iteration 46Q (4054.208664 sec): 3 clusters Score: Raw -1149854.499307 + Penalty 931.673696 = -1148922.825612 nChanged 119 SP:Iteration 47Q (4054.276289 sec): 3 clusters Score: Raw -1149879.695458 + Penalty 931.673696 = -1148948.021762 nChanged 98 SP:Iteration 48Q (4054.339948 sec): 3 clusters Score: Raw -1149899.720730 + Penalty 931.673696 = -1148968.047034 nChanged 104 SP:Iteration 49Q (4054.417803 sec): 3 clusters Score: Raw -1149920.011553 + Penalty 931.673696 = -1148988.337857 nChanged 92 SP:Iteration 50Q (4054.484585 sec): 3 clusters Score: Raw -1149935.149269 + Penalty 931.673696 = -1149003.475574 nChanged 80 SP:Iteration 51Q (4054.551706 sec): 3 clusters Score: Raw -1149948.628693 + Penalty 931.673696 = -1149016.954998 nChanged 91 SP:Iteration 52Q (4054.625734 sec): 3 clusters Score: Raw -1149966.137971 + Penalty 931.673696 = -1149034.464275 nChanged 93 SP:Iteration 53Q (4054.691851 sec): 3 clusters Score: Raw -1149984.658633 + Penalty 931.673696 = -1149052.984938 nChanged 87 SP:Iteration 54Q (4054.765904 sec): 3 clusters Score: Raw -1150000.153644 + Penalty 931.673696 = -1149068.479948 nChanged 80 SP:Iteration 55Q (4054.833572 sec): 3 clusters Score: Raw -1150013.464618 + Penalty 931.673696 = -1149081.790922 nChanged 66 SP:Iteration 56Q (4054.900047 sec): 3 clusters Score: Raw -1150025.315383 + Penalty 931.673696 = -1149093.641687 nChanged 53 SP:Iteration 57Q (4054.974382 sec): 3 clusters Score: Raw -1150032.584400 + Penalty 931.673696 = -1149100.910704 nChanged 42 SP:Iteration 58Q (4055.039702 sec): 3 clusters Score: Raw -1150039.916820 + Penalty 931.673696 = -1149108.243125 nChanged 44 SP:Iteration 59Q (4055.111585 sec): 3 clusters Score: Raw -1150046.789636 + Penalty 931.673696 = -1149115.115941 nChanged 39 SP:Iteration 60F (4055.179430 sec): 3 clusters Score: Raw -1150051.577925 + Penalty 931.673696 = -1149119.904229 nChanged 30 SP:Iteration 61Q (4055.259028 sec): 3 clusters Score: Raw -1150054.761760 + Penalty 931.673696 = -1149123.088064 nChanged 34 SP:Iteration 62Q (4055.329274 sec): 3 clusters Score: Raw -1150058.122566 + Penalty 931.673696 = -1149126.448871 nChanged 23 SP:Iteration 63Q (4055.402814 sec): 3 clusters Score: Raw -1150060.049509 + Penalty 931.673696 = -1149128.375813 nChanged 27 SP:Iteration 64Q (4055.470716 sec): 3 clusters Score: Raw -1150063.918842 + Penalty 931.673696 = -1149132.245147 nChanged 35 SP:Iteration 65Q (4055.529444 sec): 3 clusters Score: Raw -1150068.300746 + Penalty 931.673696 = -1149136.627051 nChanged 23 SP:Iteration 66Q (4055.595081 sec): 3 clusters Score: Raw -1150070.459992 + Penalty 931.673696 = -1149138.786297 nChanged 21 SP:Iteration 67Q (4055.670605 sec): 3 clusters Score: Raw -1150071.964231 + Penalty 931.673696 = -1149140.290536 nChanged 15 SP:Iteration 68Q (4055.732308 sec): 3 clusters Score: Raw -1150073.167921 + Penalty 931.673696 = -1149141.494226 nChanged 15 SP:Iteration 69Q (4055.799602 sec): 3 clusters Score: Raw -1150075.655886 + Penalty 931.673696 = -1149143.982191 nChanged 15 SP:Iteration 70Q (4055.859034 sec): 3 clusters Score: Raw -1150077.097245 + Penalty 931.673696 = -1149145.423549 nChanged 11 SP:Iteration 71Q (4055.932799 sec): 3 clusters Score: Raw -1150077.965131 + Penalty 931.673696 = -1149146.291436 nChanged 12 SP:Iteration 72Q (4055.998917 sec): 3 clusters Score: Raw -1150079.563641 + Penalty 931.673696 = -1149147.889946 nChanged 14 SP:Iteration 73Q (4056.081769 sec): 3 clusters Score: Raw -1150081.317275 + Penalty 931.673696 = -1149149.643580 nChanged 17 SP:Iteration 74Q (4056.140733 sec): 3 clusters Score: Raw -1150083.412516 + Penalty 931.673696 = -1149151.738821 nChanged 19 SP:Iteration 75Q (4056.218284 sec): 3 clusters Score: Raw -1150087.192522 + Penalty 931.673696 = -1149155.518826 nChanged 16 SP:Iteration 76Q (4056.288854 sec): 3 clusters Score: Raw -1150089.962482 + Penalty 931.673696 = -1149158.288786 nChanged 14 SP:Iteration 77Q (4056.363550 sec): 3 clusters Score: Raw -1150091.705837 + Penalty 931.673696 = -1149160.032142 nChanged 8 SP:Iteration 78Q (4056.429221 sec): 3 clusters Score: Raw -1150092.198855 + Penalty 931.673696 = -1149160.525159 nChanged 6 SP:Iteration 79Q (4056.502114 sec): 3 clusters Score: Raw -1150092.499296 + Penalty 931.673696 = -1149160.825600 nChanged 5 SP:Iteration 80F (4056.574225 sec): 3 clusters Score: Raw -1150092.771849 + Penalty 931.673696 = -1149161.098154 nChanged 6 SP:Iteration 81Q (4056.643750 sec): 3 clusters Score: Raw -1150093.037606 + Penalty 931.673696 = -1149161.363910 nChanged 2 SP:Iteration 82Q (4056.714031 sec): 3 clusters Score: Raw -1150093.181143 + Penalty 931.673696 = -1149161.507447 nChanged 1 SP:Iteration 83Q (4056.782635 sec): 3 clusters Score: Raw -1150093.307071 + Penalty 931.673696 = -1149161.633376 nChanged 2 SP:Iteration 84Q (4056.853008 sec): 3 clusters Score: Raw -1150093.494361 + Penalty 931.673696 = -1149161.820666 nChanged 4 SP:Iteration 85Q (4056.931804 sec): 3 clusters Score: Raw -1150093.943034 + Penalty 931.673696 = -1149162.269338 nChanged 5 SP:Iteration 86Q (4056.995078 sec): 3 clusters Score: Raw -1150094.566287 + Penalty 931.673696 = -1149162.892591 nChanged 7 SP:Iteration 87Q (4057.063058 sec): 3 clusters Score: Raw -1150095.212175 + Penalty 931.673696 = -1149163.538480 nChanged 7 SP:Iteration 88Q (4057.129677 sec): 3 clusters Score: Raw -1150095.707864 + Penalty 931.673696 = -1149164.034168 nChanged 5 SP:Iteration 89Q (4057.183813 sec): 3 clusters Score: Raw -1150096.138045 + Penalty 931.673696 = -1149164.464349 nChanged 3 SP:Iteration 90Q (4057.265760 sec): 3 clusters Score: Raw -1150096.353594 + Penalty 931.673696 = -1149164.679898 nChanged 2 SP:Iteration 91Q (4057.326708 sec): 3 clusters Score: Raw -1150096.436743 + Penalty 931.673696 = -1149164.763048 nChanged 0 SP:Iteration 92F (4057.402747 sec): 3 clusters Score: Raw -1150096.436743 + Penalty 931.673696 = -1149164.763048 nChanged 0 Trying to split cluster 8 (8963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4057.442270 sec): 2 clusters Score: Raw -382800.238065 + Penalty 414.089142 = -382386.148923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4057.495110 sec): 3 clusters Score: Raw -377288.926763 + Penalty 828.178285 = -376460.748478 nChanged 4151 SP:Iteration 1F (4057.545360 sec): 3 clusters Score: Raw -379750.772364 + Penalty 828.178285 = -378922.594079 nChanged 609 SP:Iteration 2F (4057.603372 sec): 3 clusters Score: Raw -380203.618949 + Penalty 828.178285 = -379375.440665 nChanged 688 SP:Iteration 3F (4057.656326 sec): 3 clusters Score: Raw -380810.783047 + Penalty 828.178285 = -379982.604763 nChanged 667 SP:Iteration 4F (4057.706930 sec): 3 clusters Score: Raw -381402.936733 + Penalty 828.178285 = -380574.758448 nChanged 562 SP:Iteration 5F (4057.758320 sec): 3 clusters Score: Raw -381763.084270 + Penalty 828.178285 = -380934.905985 nChanged 365 SP:Iteration 6Q (4057.819566 sec): 3 clusters Score: Raw -381952.562476 + Penalty 828.178285 = -381124.384191 nChanged 266 SP:Iteration 7Q (4057.857631 sec): 3 clusters Score: Raw -382092.675142 + Penalty 828.178285 = -381264.496858 nChanged 223 SP:Iteration 8Q (4057.920472 sec): 3 clusters Score: Raw -382193.709586 + Penalty 828.178285 = -381365.531301 nChanged 174 SP:Iteration 9Q (4057.972163 sec): 3 clusters Score: Raw -382268.137513 + Penalty 828.178285 = -381439.959228 nChanged 158 SP:Iteration 10Q (4058.025432 sec): 3 clusters Score: Raw -382336.749658 + Penalty 828.178285 = -381508.571374 nChanged 140 SP:Iteration 11Q (4058.079378 sec): 3 clusters Score: Raw -382403.997956 + Penalty 828.178285 = -381575.819671 nChanged 143 SP:Iteration 12Q (4058.121904 sec): 3 clusters Score: Raw -382479.021970 + Penalty 828.178285 = -381650.843685 nChanged 143 SP:Iteration 13Q (4058.180950 sec): 3 clusters Score: Raw -382549.177049 + Penalty 828.178285 = -381720.998764 nChanged 132 SP:Iteration 14Q (4058.221258 sec): 3 clusters Score: Raw -382602.605927 + Penalty 828.178285 = -381774.427642 nChanged 121 SP:Iteration 15Q (4058.278240 sec): 3 clusters Score: Raw -382653.426501 + Penalty 828.178285 = -381825.248217 nChanged 106 SP:Iteration 16Q (4058.323937 sec): 3 clusters Score: Raw -382692.527277 + Penalty 828.178285 = -381864.348992 nChanged 88 SP:Iteration 17Q (4058.375090 sec): 3 clusters Score: Raw -382719.969937 + Penalty 828.178285 = -381891.791652 nChanged 76 SP:Iteration 18Q (4058.423934 sec): 3 clusters Score: Raw -382740.910528 + Penalty 828.178285 = -381912.732243 nChanged 51 SP:Iteration 19Q (4058.465169 sec): 3 clusters Score: Raw -382751.341344 + Penalty 828.178285 = -381923.163059 nChanged 45 SP:Iteration 20F (4058.517717 sec): 3 clusters Score: Raw -382762.178733 + Penalty 828.178285 = -381934.000448 nChanged 46 SP:Iteration 21Q (4058.580494 sec): 3 clusters Score: Raw -382771.152938 + Penalty 828.178285 = -381942.974654 nChanged 47 SP:Iteration 22Q (4058.616158 sec): 3 clusters Score: Raw -382779.435598 + Penalty 828.178285 = -381951.257313 nChanged 39 SP:Iteration 23Q (4058.680701 sec): 3 clusters Score: Raw -382785.528919 + Penalty 828.178285 = -381957.350634 nChanged 34 SP:Iteration 24Q (4058.714735 sec): 3 clusters Score: Raw -382789.869811 + Penalty 828.178285 = -381961.691527 nChanged 17 SP:Iteration 25Q (4058.774852 sec): 3 clusters Score: Raw -382791.070146 + Penalty 828.178285 = -381962.891862 nChanged 11 SP:Iteration 26Q (4058.816032 sec): 3 clusters Score: Raw -382792.226577 + Penalty 828.178285 = -381964.048293 nChanged 10 SP:Iteration 27Q (4058.865515 sec): 3 clusters Score: Raw -382792.964950 + Penalty 828.178285 = -381964.786665 nChanged 9 SP:Iteration 28Q (4058.915287 sec): 3 clusters Score: Raw -382793.752626 + Penalty 828.178285 = -381965.574341 nChanged 11 SP:Iteration 29Q (4058.959728 sec): 3 clusters Score: Raw -382795.055648 + Penalty 828.178285 = -381966.877363 nChanged 13 SP:Iteration 30Q (4059.015370 sec): 3 clusters Score: Raw -382797.080710 + Penalty 828.178285 = -381968.902425 nChanged 21 SP:Iteration 31Q (4059.060826 sec): 3 clusters Score: Raw -382800.116708 + Penalty 828.178285 = -381971.938423 nChanged 16 SP:Iteration 32Q (4059.120036 sec): 3 clusters Score: Raw -382801.692984 + Penalty 828.178285 = -381973.514699 nChanged 7 SP:Iteration 33Q (4059.170245 sec): 3 clusters Score: Raw -382802.255900 + Penalty 828.178285 = -381974.077616 nChanged 11 SP:Iteration 34Q (4059.216096 sec): 3 clusters Score: Raw -382803.424201 + Penalty 828.178285 = -381975.245917 nChanged 11 SP:Iteration 35Q (4059.260197 sec): 3 clusters Score: Raw -382804.642027 + Penalty 828.178285 = -381976.463743 nChanged 8 SP:Iteration 36Q (4059.325679 sec): 3 clusters Score: Raw -382805.466292 + Penalty 828.178285 = -381977.288007 nChanged 12 SP:Iteration 37Q (4059.379355 sec): 3 clusters Score: Raw -382806.553195 + Penalty 828.178285 = -381978.374910 nChanged 10 SP:Iteration 38Q (4059.430490 sec): 3 clusters Score: Raw -382807.294835 + Penalty 828.178285 = -381979.116551 nChanged 12 SP:Iteration 39Q (4059.489269 sec): 3 clusters Score: Raw -382808.246018 + Penalty 828.178285 = -381980.067734 nChanged 11 SP:Iteration 40F (4059.542035 sec): 3 clusters Score: Raw -382809.455488 + Penalty 828.178285 = -381981.277203 nChanged 10 SP:Iteration 41Q (4059.593270 sec): 3 clusters Score: Raw -382810.821477 + Penalty 828.178285 = -381982.643193 nChanged 17 SP:Iteration 42Q (4059.642904 sec): 3 clusters Score: Raw -382813.192966 + Penalty 828.178285 = -381985.014681 nChanged 15 SP:Iteration 43Q (4059.698444 sec): 3 clusters Score: Raw -382814.705722 + Penalty 828.178285 = -381986.527437 nChanged 14 SP:Iteration 44Q (4059.749797 sec): 3 clusters Score: Raw -382816.362120 + Penalty 828.178285 = -381988.183836 nChanged 14 SP:Iteration 45Q (4059.800949 sec): 3 clusters Score: Raw -382818.243655 + Penalty 828.178285 = -381990.065370 nChanged 10 SP:Iteration 46Q (4059.856586 sec): 3 clusters Score: Raw -382819.398549 + Penalty 828.178285 = -381991.220265 nChanged 9 SP:Iteration 47Q (4059.908695 sec): 3 clusters Score: Raw -382820.270275 + Penalty 828.178285 = -381992.091990 nChanged 10 SP:Iteration 48Q (4059.960590 sec): 3 clusters Score: Raw -382821.374343 + Penalty 828.178285 = -381993.196058 nChanged 8 SP:Iteration 49Q (4060.002921 sec): 3 clusters Score: Raw -382822.408485 + Penalty 828.178285 = -381994.230201 nChanged 12 SP:Iteration 50Q (4060.056178 sec): 3 clusters Score: Raw -382823.369456 + Penalty 828.178285 = -381995.191172 nChanged 9 SP:Iteration 51Q (4060.112992 sec): 3 clusters Score: Raw -382824.123120 + Penalty 828.178285 = -381995.944836 nChanged 6 SP:Iteration 52Q (4060.168501 sec): 3 clusters Score: Raw -382824.935834 + Penalty 828.178285 = -381996.757549 nChanged 12 SP:Iteration 53Q (4060.220522 sec): 3 clusters Score: Raw -382826.264839 + Penalty 828.178285 = -381998.086554 nChanged 12 SP:Iteration 54Q (4060.266107 sec): 3 clusters Score: Raw -382827.387852 + Penalty 828.178285 = -381999.209567 nChanged 12 SP:Iteration 55Q (4060.318308 sec): 3 clusters Score: Raw -382828.942408 + Penalty 828.178285 = -382000.764123 nChanged 13 SP:Iteration 56Q (4060.373371 sec): 3 clusters Score: Raw -382830.614245 + Penalty 828.178285 = -382002.435961 nChanged 11 SP:Iteration 57Q (4060.425206 sec): 3 clusters Score: Raw -382831.836911 + Penalty 828.178285 = -382003.658626 nChanged 9 SP:Iteration 58Q (4060.488131 sec): 3 clusters Score: Raw -382832.402844 + Penalty 828.178285 = -382004.224559 nChanged 3 SP:Iteration 59Q (4060.542058 sec): 3 clusters Score: Raw -382832.745494 + Penalty 828.178285 = -382004.567209 nChanged 4 SP:Iteration 60F (4060.587687 sec): 3 clusters Score: Raw -382833.060315 + Penalty 828.178285 = -382004.882030 nChanged 4 SP:Iteration 61Q (4060.636478 sec): 3 clusters Score: Raw -382833.466104 + Penalty 828.178285 = -382005.287819 nChanged 6 SP:Iteration 62Q (4060.688825 sec): 3 clusters Score: Raw -382834.017989 + Penalty 828.178285 = -382005.839705 nChanged 1 SP:Iteration 63Q (4060.739847 sec): 3 clusters Score: Raw -382834.069234 + Penalty 828.178285 = -382005.890950 nChanged 2 SP:Iteration 64Q (4060.797023 sec): 3 clusters Score: Raw -382834.147912 + Penalty 828.178285 = -382005.969627 nChanged 0 SP:Iteration 65F (4060.844693 sec): 3 clusters Score: Raw -382834.147912 + Penalty 828.178285 = -382005.969627 nChanged 0 Trying to split cluster 9 (11545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4060.889334 sec): 2 clusters Score: Raw -439532.184322 + Penalty 425.607351 = -439106.576971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4060.945575 sec): 3 clusters Score: Raw -432265.405457 + Penalty 851.214703 = -431414.190755 nChanged 5374 SP:Iteration 1F (4060.997693 sec): 3 clusters Score: Raw -435758.721037 + Penalty 851.214703 = -434907.506334 nChanged 861 SP:Iteration 2F (4061.060822 sec): 3 clusters Score: Raw -436412.058006 + Penalty 851.214703 = -435560.843303 nChanged 885 SP:Iteration 3F (4061.112951 sec): 3 clusters Score: Raw -437170.505414 + Penalty 851.214703 = -436319.290711 nChanged 813 SP:Iteration 4F (4061.168784 sec): 3 clusters Score: Raw -437925.201255 + Penalty 851.214703 = -437073.986552 nChanged 654 SP:Iteration 5F (4061.233218 sec): 3 clusters Score: Raw -438453.536054 + Penalty 851.214703 = -437602.321352 nChanged 472 SP:Iteration 6Q (4061.283226 sec): 3 clusters Score: Raw -438780.427775 + Penalty 851.214703 = -437929.213072 nChanged 344 SP:Iteration 7Q (4061.339822 sec): 3 clusters Score: Raw -438964.649161 + Penalty 851.214703 = -438113.434458 nChanged 282 SP:Iteration 8Q (4061.396366 sec): 3 clusters Score: Raw -439097.431628 + Penalty 851.214703 = -438246.216925 nChanged 216 SP:Iteration 9Q (4061.457795 sec): 3 clusters Score: Raw -439189.052495 + Penalty 851.214703 = -438337.837792 nChanged 181 SP:Iteration 10Q (4061.510072 sec): 3 clusters Score: Raw -439263.629818 + Penalty 851.214703 = -438412.415116 nChanged 133 SP:Iteration 11Q (4061.554097 sec): 3 clusters Score: Raw -439310.532071 + Penalty 851.214703 = -438459.317368 nChanged 101 SP:Iteration 12Q (4061.617505 sec): 3 clusters Score: Raw -439336.795721 + Penalty 851.214703 = -438485.581018 nChanged 83 SP:Iteration 13Q (4061.675760 sec): 3 clusters Score: Raw -439356.142184 + Penalty 851.214703 = -438504.927481 nChanged 75 SP:Iteration 14Q (4061.733089 sec): 3 clusters Score: Raw -439375.297104 + Penalty 851.214703 = -438524.082402 nChanged 71 SP:Iteration 15Q (4061.792585 sec): 3 clusters Score: Raw -439393.435707 + Penalty 851.214703 = -438542.221004 nChanged 58 SP:Iteration 16Q (4061.838235 sec): 3 clusters Score: Raw -439406.642533 + Penalty 851.214703 = -438555.427831 nChanged 52 SP:Iteration 17Q (4061.906817 sec): 3 clusters Score: Raw -439418.244837 + Penalty 851.214703 = -438567.030134 nChanged 43 SP:Iteration 18Q (4061.961145 sec): 3 clusters Score: Raw -439425.985722 + Penalty 851.214703 = -438574.771019 nChanged 38 SP:Iteration 19Q (4062.015046 sec): 3 clusters Score: Raw -439431.710406 + Penalty 851.214703 = -438580.495703 nChanged 35 SP:Iteration 20F (4062.072122 sec): 3 clusters Score: Raw -439436.890881 + Penalty 851.214703 = -438585.676178 nChanged 31 SP:Iteration 21Q (4062.119750 sec): 3 clusters Score: Raw -439442.540937 + Penalty 851.214703 = -438591.326235 nChanged 42 SP:Iteration 22Q (4062.178161 sec): 3 clusters Score: Raw -439452.732832 + Penalty 851.214703 = -438601.518130 nChanged 42 SP:Iteration 23Q (4062.233361 sec): 3 clusters Score: Raw -439461.095829 + Penalty 851.214703 = -438609.881126 nChanged 34 SP:Iteration 24Q (4062.287856 sec): 3 clusters Score: Raw -439469.140322 + Penalty 851.214703 = -438617.925620 nChanged 40 SP:Iteration 25Q (4062.335307 sec): 3 clusters Score: Raw -439479.405637 + Penalty 851.214703 = -438628.190935 nChanged 33 SP:Iteration 26Q (4062.397755 sec): 3 clusters Score: Raw -439487.482977 + Penalty 851.214703 = -438636.268275 nChanged 46 SP:Iteration 27Q (4062.450364 sec): 3 clusters Score: Raw -439502.635965 + Penalty 851.214703 = -438651.421263 nChanged 51 SP:Iteration 28Q (4062.499110 sec): 3 clusters Score: Raw -439517.117453 + Penalty 851.214703 = -438665.902751 nChanged 41 SP:Iteration 29Q (4062.558800 sec): 3 clusters Score: Raw -439529.956361 + Penalty 851.214703 = -438678.741658 nChanged 34 SP:Iteration 30Q (4062.614834 sec): 3 clusters Score: Raw -439539.157967 + Penalty 851.214703 = -438687.943264 nChanged 35 SP:Iteration 31Q (4062.673107 sec): 3 clusters Score: Raw -439548.227117 + Penalty 851.214703 = -438697.012414 nChanged 30 SP:Iteration 32Q (4062.728074 sec): 3 clusters Score: Raw -439555.940851 + Penalty 851.214703 = -438704.726148 nChanged 25 SP:Iteration 33Q (4062.782895 sec): 3 clusters Score: Raw -439563.494538 + Penalty 851.214703 = -438712.279835 nChanged 28 SP:Iteration 34Q (4062.829325 sec): 3 clusters Score: Raw -439570.213922 + Penalty 851.214703 = -438718.999220 nChanged 27 SP:Iteration 35Q (4062.884705 sec): 3 clusters Score: Raw -439578.305637 + Penalty 851.214703 = -438727.090934 nChanged 23 SP:Iteration 36Q (4062.940908 sec): 3 clusters Score: Raw -439584.857601 + Penalty 851.214703 = -438733.642898 nChanged 21 SP:Iteration 37Q (4062.996596 sec): 3 clusters Score: Raw -439593.290784 + Penalty 851.214703 = -438742.076081 nChanged 24 SP:Iteration 38Q (4063.049506 sec): 3 clusters Score: Raw -439599.925051 + Penalty 851.214703 = -438748.710349 nChanged 18 SP:Iteration 39Q (4063.104192 sec): 3 clusters Score: Raw -439602.853916 + Penalty 851.214703 = -438751.639213 nChanged 18 SP:Iteration 40F (4063.159379 sec): 3 clusters Score: Raw -439606.654907 + Penalty 851.214703 = -438755.440205 nChanged 19 SP:Iteration 41Q (4063.219574 sec): 3 clusters Score: Raw -439611.665525 + Penalty 851.214703 = -438760.450822 nChanged 16 SP:Iteration 42Q (4063.273266 sec): 3 clusters Score: Raw -439618.517762 + Penalty 851.214703 = -438767.303059 nChanged 17 SP:Iteration 43Q (4063.329883 sec): 3 clusters Score: Raw -439625.016954 + Penalty 851.214703 = -438773.802251 nChanged 12 SP:Iteration 44Q (4063.372847 sec): 3 clusters Score: Raw -439629.506060 + Penalty 851.214703 = -438778.291357 nChanged 10 SP:Iteration 45Q (4063.425511 sec): 3 clusters Score: Raw -439633.314466 + Penalty 851.214703 = -438782.099763 nChanged 12 SP:Iteration 46Q (4063.481812 sec): 3 clusters Score: Raw -439637.327074 + Penalty 851.214703 = -438786.112371 nChanged 15 SP:Iteration 47Q (4063.541612 sec): 3 clusters Score: Raw -439641.367528 + Penalty 851.214703 = -438790.152825 nChanged 13 SP:Iteration 48Q (4063.590946 sec): 3 clusters Score: Raw -439645.220721 + Penalty 851.214703 = -438794.006018 nChanged 9 SP:Iteration 49Q (4063.647785 sec): 3 clusters Score: Raw -439648.681584 + Penalty 851.214703 = -438797.466881 nChanged 12 SP:Iteration 50Q (4063.695533 sec): 3 clusters Score: Raw -439652.212605 + Penalty 851.214703 = -438800.997903 nChanged 12 SP:Iteration 51Q (4063.762742 sec): 3 clusters Score: Raw -439655.140066 + Penalty 851.214703 = -438803.925363 nChanged 7 SP:Iteration 52Q (4063.814610 sec): 3 clusters Score: Raw -439658.171446 + Penalty 851.214703 = -438806.956743 nChanged 9 SP:Iteration 53Q (4063.866171 sec): 3 clusters Score: Raw -439661.008881 + Penalty 851.214703 = -438809.794178 nChanged 11 SP:Iteration 54Q (4063.917243 sec): 3 clusters Score: Raw -439667.789994 + Penalty 851.214703 = -438816.575291 nChanged 16 SP:Iteration 55Q (4063.967567 sec): 3 clusters Score: Raw -439674.574519 + Penalty 851.214703 = -438823.359817 nChanged 8 SP:Iteration 56Q (4064.028887 sec): 3 clusters Score: Raw -439676.630071 + Penalty 851.214703 = -438825.415368 nChanged 8 SP:Iteration 57Q (4064.081786 sec): 3 clusters Score: Raw -439678.228878 + Penalty 851.214703 = -438827.014175 nChanged 7 SP:Iteration 58Q (4064.128959 sec): 3 clusters Score: Raw -439679.322421 + Penalty 851.214703 = -438828.107719 nChanged 4 SP:Iteration 59Q (4064.187338 sec): 3 clusters Score: Raw -439679.840299 + Penalty 851.214703 = -438828.625597 nChanged 3 SP:Iteration 60F (4064.241808 sec): 3 clusters Score: Raw -439680.565793 + Penalty 851.214703 = -438829.351090 nChanged 4 SP:Iteration 61Q (4064.297751 sec): 3 clusters Score: Raw -439681.549953 + Penalty 851.214703 = -438830.335250 nChanged 3 SP:Iteration 62Q (4064.346829 sec): 3 clusters Score: Raw -439683.207965 + Penalty 851.214703 = -438831.993263 nChanged 3 SP:Iteration 63Q (4064.399668 sec): 3 clusters Score: Raw -439684.033700 + Penalty 851.214703 = -438832.818997 nChanged 5 SP:Iteration 64Q (4064.445065 sec): 3 clusters Score: Raw -439686.143405 + Penalty 851.214703 = -438834.928703 nChanged 5 SP:Iteration 65Q (4064.506950 sec): 3 clusters Score: Raw -439687.059758 + Penalty 851.214703 = -438835.845055 nChanged 3 SP:Iteration 66Q (4064.549202 sec): 3 clusters Score: Raw -439687.853534 + Penalty 851.214703 = -438836.638832 nChanged 2 SP:Iteration 67Q (4064.608495 sec): 3 clusters Score: Raw -439688.322880 + Penalty 851.214703 = -438837.108177 nChanged 0 SP:Iteration 68F (4064.664398 sec): 3 clusters Score: Raw -439688.322880 + Penalty 851.214703 = -438837.108177 nChanged 0 Trying to split cluster 10 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4064.684286 sec): 2 clusters Score: Raw -21182.284174 + Penalty 292.257737 = -20890.026437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4064.733755 sec): 3 clusters Score: Raw -20969.022151 + Penalty 584.515474 = -20384.506677 nChanged 237 SP:Iteration 1F (4064.768170 sec): 3 clusters Score: Raw -21242.182786 + Penalty 584.515474 = -20657.667313 nChanged 64 SP:Iteration 2F (4064.813021 sec): 3 clusters Score: Raw -21329.367645 + Penalty 584.515474 = -20744.852171 nChanged 29 SP:Iteration 3Q (4064.849225 sec): 3 clusters Score: Raw -21366.229418 + Penalty 584.515474 = -20781.713944 nChanged 16 SP:Iteration 4Q (4064.889781 sec): 3 clusters Score: Raw -21379.963422 + Penalty 584.515474 = -20795.447948 nChanged 13 SP:Iteration 5Q (4064.936669 sec): 3 clusters Score: Raw -21393.909216 + Penalty 584.515474 = -20809.393742 nChanged 12 SP:Iteration 6Q (4064.982126 sec): 3 clusters Score: Raw -21408.676973 + Penalty 584.515474 = -20824.161499 nChanged 11 SP:Iteration 7Q (4065.022106 sec): 3 clusters Score: Raw -21419.407423 + Penalty 584.515474 = -20834.891949 nChanged 12 SP:Iteration 8Q (4065.062038 sec): 3 clusters Score: Raw -21436.294269 + Penalty 584.515474 = -20851.778795 nChanged 18 SP:Iteration 9Q (4065.107172 sec): 3 clusters Score: Raw -21465.024093 + Penalty 584.515474 = -20880.508619 nChanged 11 SP:Iteration 10Q (4065.144872 sec): 3 clusters Score: Raw -21481.940484 + Penalty 584.515474 = -20897.425010 nChanged 11 SP:Iteration 11Q (4065.178480 sec): 3 clusters Score: Raw -21494.719239 + Penalty 584.515474 = -20910.203766 nChanged 11 SP:Iteration 12Q (4065.231631 sec): 3 clusters Score: Raw -21506.194891 + Penalty 584.515474 = -20921.679417 nChanged 13 SP:Iteration 13Q (4065.272126 sec): 3 clusters Score: Raw -21526.527937 + Penalty 584.515474 = -20942.012463 nChanged 16 SP:Iteration 14Q (4065.306874 sec): 3 clusters Score: Raw -21547.217255 + Penalty 584.515474 = -20962.701781 nChanged 8 SP:Iteration 15Q (4065.358018 sec): 3 clusters Score: Raw -21557.510428 + Penalty 584.515474 = -20972.994954 nChanged 8 SP:Iteration 16Q (4065.394214 sec): 3 clusters Score: Raw -21566.625566 + Penalty 584.515474 = -20982.110093 nChanged 8 SP:Iteration 17Q (4065.440829 sec): 3 clusters Score: Raw -21573.055265 + Penalty 584.515474 = -20988.539791 nChanged 3 SP:Iteration 18Q (4065.487664 sec): 3 clusters Score: Raw -21575.075796 + Penalty 584.515474 = -20990.560322 nChanged 3 SP:Iteration 19Q (4065.530739 sec): 3 clusters Score: Raw -21577.104169 + Penalty 584.515474 = -20992.588695 nChanged 3 SP:Iteration 20F (4065.572316 sec): 3 clusters Score: Raw -21578.219400 + Penalty 584.515474 = -20993.703926 nChanged 1 SP:Iteration 21Q (4065.610091 sec): 3 clusters Score: Raw -21578.799505 + Penalty 584.515474 = -20994.284031 nChanged 0 SP:Iteration 22F (4065.662212 sec): 3 clusters Score: Raw -21578.799505 + Penalty 584.515474 = -20994.284031 nChanged 0 Score: Raw -17401526.415308 + Penalty 27318.534099 = -17374207.881209 Splitting cluster 10 changes total score from -17374405.247055 to -17374207.881209 So it's not getting split. Trying to split cluster 11 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4073.434698 sec): 2 clusters Score: Raw -16503.692671 + Penalty 278.273092 = -16225.419579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4073.471530 sec): 3 clusters Score: Raw -16324.684879 + Penalty 556.546183 = -15768.138695 nChanged 140 SP:Iteration 1F (4073.517109 sec): 3 clusters Score: Raw -16460.039518 + Penalty 556.546183 = -15903.493335 nChanged 39 SP:Iteration 2F (4073.561143 sec): 3 clusters Score: Raw -16493.505273 + Penalty 556.546183 = -15936.959090 nChanged 19 SP:Iteration 3Q (4073.600777 sec): 3 clusters Score: Raw -16516.418094 + Penalty 556.546183 = -15959.871911 nChanged 17 SP:Iteration 4Q (4073.645581 sec): 3 clusters Score: Raw -16539.135912 + Penalty 556.546183 = -15982.589728 nChanged 13 SP:Iteration 5Q (4073.688896 sec): 3 clusters Score: Raw -16551.445281 + Penalty 556.546183 = -15994.899097 nChanged 9 SP:Iteration 6Q (4073.734151 sec): 3 clusters Score: Raw -16562.361330 + Penalty 556.546183 = -16005.815147 nChanged 13 SP:Iteration 7Q (4073.771824 sec): 3 clusters Score: Raw -16574.624217 + Penalty 556.546183 = -16018.078033 nChanged 8 SP:Iteration 8Q (4073.815116 sec): 3 clusters Score: Raw -16580.204466 + Penalty 556.546183 = -16023.658283 nChanged 5 SP:Iteration 9Q (4073.867280 sec): 3 clusters Score: Raw -16587.266513 + Penalty 556.546183 = -16030.720330 nChanged 6 SP:Iteration 10Q (4073.898858 sec): 3 clusters Score: Raw -16595.269731 + Penalty 556.546183 = -16038.723548 nChanged 3 SP:Iteration 11Q (4073.950325 sec): 3 clusters Score: Raw -16597.960805 + Penalty 556.546183 = -16041.414622 nChanged 3 SP:Iteration 12Q (4073.979777 sec): 3 clusters Score: Raw -16599.288588 + Penalty 556.546183 = -16042.742405 nChanged 4 SP:Iteration 13Q (4074.022273 sec): 3 clusters Score: Raw -16601.533343 + Penalty 556.546183 = -16044.987159 nChanged 3 SP:Iteration 14Q (4074.058730 sec): 3 clusters Score: Raw -16603.132926 + Penalty 556.546183 = -16046.586743 nChanged 2 SP:Iteration 15Q (4074.090309 sec): 3 clusters Score: Raw -16604.017774 + Penalty 556.546183 = -16047.471591 nChanged 0 SP:Iteration 16F (4074.137894 sec): 3 clusters Score: Raw -16604.017774 + Penalty 556.546183 = -16047.471591 nChanged 0 Trying to split cluster 12 (67014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4074.213302 sec): 2 clusters Score: Raw -2714038.695683 + Penalty 505.625886 = -2713533.069797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4074.319391 sec): 3 clusters Score: Raw -2669303.603905 + Penalty 1011.251772 = -2668292.352133 nChanged 32504 SP:Iteration 1F (4074.433585 sec): 3 clusters Score: Raw -2688800.462430 + Penalty 1011.251772 = -2687789.210658 nChanged 3013 SP:Iteration 2Q (4074.544861 sec): 3 clusters Score: Raw -2689968.972461 + Penalty 1011.251772 = -2688957.720689 nChanged 3387 SP:Iteration 3F (4074.651887 sec): 3 clusters Score: Raw -2691503.360152 + Penalty 1011.251772 = -2690492.108380 nChanged 3606 SP:Iteration 4F (4074.765060 sec): 3 clusters Score: Raw -2693541.485063 + Penalty 1011.251772 = -2692530.233292 nChanged 3922 SP:Iteration 5F (4074.861419 sec): 3 clusters Score: Raw -2696003.797400 + Penalty 1011.251772 = -2694992.545628 nChanged 4057 SP:Iteration 6F (4074.970299 sec): 3 clusters Score: Raw -2698577.882137 + Penalty 1011.251772 = -2697566.630365 nChanged 3651 SP:Iteration 7F (4075.077612 sec): 3 clusters Score: Raw -2700662.676112 + Penalty 1011.251772 = -2699651.424340 nChanged 3011 SP:Iteration 8Q (4075.191525 sec): 3 clusters Score: Raw -2701921.913618 + Penalty 1011.251772 = -2700910.661846 nChanged 2054 SP:Iteration 9Q (4075.307060 sec): 3 clusters Score: Raw -2702508.410999 + Penalty 1011.251772 = -2701497.159227 nChanged 1330 SP:Iteration 10Q (4075.433519 sec): 3 clusters Score: Raw -2702790.020475 + Penalty 1011.251772 = -2701778.768703 nChanged 934 SP:Iteration 11Q (4075.549219 sec): 3 clusters Score: Raw -2702965.139000 + Penalty 1011.251772 = -2701953.887228 nChanged 805 SP:Iteration 12Q (4075.656641 sec): 3 clusters Score: Raw -2703129.080938 + Penalty 1011.251772 = -2702117.829166 nChanged 826 SP:Iteration 13Q (4075.772270 sec): 3 clusters Score: Raw -2703321.007083 + Penalty 1011.251772 = -2702309.755311 nChanged 910 SP:Iteration 14Q (4075.890074 sec): 3 clusters Score: Raw -2703553.850020 + Penalty 1011.251772 = -2702542.598248 nChanged 931 SP:Iteration 15Q (4076.005050 sec): 3 clusters Score: Raw -2703800.438358 + Penalty 1011.251772 = -2702789.186587 nChanged 982 SP:Iteration 16Q (4076.117693 sec): 3 clusters Score: Raw -2704069.363144 + Penalty 1011.251772 = -2703058.111372 nChanged 1073 SP:Iteration 17Q (4076.226339 sec): 3 clusters Score: Raw -2704387.178136 + Penalty 1011.251772 = -2703375.926365 nChanged 1128 SP:Iteration 18Q (4076.344300 sec): 3 clusters Score: Raw -2704747.432836 + Penalty 1011.251772 = -2703736.181064 nChanged 1232 SP:Iteration 19Q (4076.460223 sec): 3 clusters Score: Raw -2705161.165875 + Penalty 1011.251772 = -2704149.914104 nChanged 1244 SP:Iteration 20F (4076.563299 sec): 3 clusters Score: Raw -2705591.405626 + Penalty 1011.251772 = -2704580.153854 nChanged 1262 SP:Iteration 21Q (4076.677868 sec): 3 clusters Score: Raw -2706062.511142 + Penalty 1011.251772 = -2705051.259371 nChanged 1329 SP:Iteration 22Q (4076.789942 sec): 3 clusters Score: Raw -2706586.233853 + Penalty 1011.251772 = -2705574.982081 nChanged 1391 SP:Iteration 23Q (4076.897873 sec): 3 clusters Score: Raw -2707177.514054 + Penalty 1011.251772 = -2706166.262282 nChanged 1388 SP:Iteration 24Q (4077.003610 sec): 3 clusters Score: Raw -2707816.407948 + Penalty 1011.251772 = -2706805.156176 nChanged 1391 SP:Iteration 25Q (4077.121424 sec): 3 clusters Score: Raw -2708513.119568 + Penalty 1011.251772 = -2707501.867797 nChanged 1346 SP:Iteration 26Q (4077.233024 sec): 3 clusters Score: Raw -2709220.725367 + Penalty 1011.251772 = -2708209.473596 nChanged 1354 SP:Iteration 27Q (4077.335602 sec): 3 clusters Score: Raw -2709982.002526 + Penalty 1011.251772 = -2708970.750754 nChanged 1242 SP:Iteration 28Q (4077.435755 sec): 3 clusters Score: Raw -2710723.790330 + Penalty 1011.251772 = -2709712.538558 nChanged 1125 SP:Iteration 29Q (4077.548913 sec): 3 clusters Score: Raw -2711437.979401 + Penalty 1011.251772 = -2710426.727629 nChanged 1023 SP:Iteration 30Q (4077.648912 sec): 3 clusters Score: Raw -2712096.286234 + Penalty 1011.251772 = -2711085.034463 nChanged 846 SP:Iteration 31Q (4077.750764 sec): 3 clusters Score: Raw -2712631.728737 + Penalty 1011.251772 = -2711620.476965 nChanged 666 SP:Iteration 32Q (4077.855616 sec): 3 clusters Score: Raw -2713029.910469 + Penalty 1011.251772 = -2712018.658697 nChanged 516 SP:Iteration 33Q (4077.945544 sec): 3 clusters Score: Raw -2713342.613468 + Penalty 1011.251772 = -2712331.361696 nChanged 403 SP:Iteration 34Q (4078.054764 sec): 3 clusters Score: Raw -2713592.874529 + Penalty 1011.251772 = -2712581.622757 nChanged 297 SP:Iteration 35Q (4078.151498 sec): 3 clusters Score: Raw -2713775.037075 + Penalty 1011.251772 = -2712763.785303 nChanged 210 SP:Iteration 36Q (4078.249023 sec): 3 clusters Score: Raw -2713891.318901 + Penalty 1011.251772 = -2712880.067130 nChanged 137 SP:Iteration 37Q (4078.351360 sec): 3 clusters Score: Raw -2713962.013810 + Penalty 1011.251772 = -2712950.762038 nChanged 109 SP:Iteration 38Q (4078.449508 sec): 3 clusters Score: Raw -2714032.597233 + Penalty 1011.251772 = -2713021.345462 nChanged 84 SP:Iteration 39Q (4078.550408 sec): 3 clusters Score: Raw -2714090.947711 + Penalty 1011.251772 = -2713079.695939 nChanged 63 SP:Iteration 40F (4078.647891 sec): 3 clusters Score: Raw -2714121.787052 + Penalty 1011.251772 = -2713110.535281 nChanged 46 SP:Iteration 41Q (4078.757126 sec): 3 clusters Score: Raw -2714140.838253 + Penalty 1011.251772 = -2713129.586481 nChanged 31 SP:Iteration 42Q (4078.854006 sec): 3 clusters Score: Raw -2714153.413279 + Penalty 1011.251772 = -2713142.161507 nChanged 19 SP:Iteration 43Q (4078.945700 sec): 3 clusters Score: Raw -2714161.042517 + Penalty 1011.251772 = -2713149.790746 nChanged 17 SP:Iteration 44Q (4079.041089 sec): 3 clusters Score: Raw -2714167.251869 + Penalty 1011.251772 = -2713156.000098 nChanged 7 SP:Iteration 45Q (4079.131336 sec): 3 clusters Score: Raw -2714169.812380 + Penalty 1011.251772 = -2713158.560608 nChanged 6 SP:Iteration 46Q (4079.217902 sec): 3 clusters Score: Raw -2714171.674799 + Penalty 1011.251772 = -2713160.423027 nChanged 4 SP:Iteration 47Q (4079.311279 sec): 3 clusters Score: Raw -2714173.062716 + Penalty 1011.251772 = -2713161.810945 nChanged 5 SP:Iteration 48Q (4079.413886 sec): 3 clusters Score: Raw -2714174.841846 + Penalty 1011.251772 = -2713163.590074 nChanged 3 SP:Iteration 49Q (4079.508360 sec): 3 clusters Score: Raw -2714175.378239 + Penalty 1011.251772 = -2713164.126468 nChanged 3 SP:Iteration 50Q (4079.616051 sec): 3 clusters Score: Raw -2714176.684696 + Penalty 1011.251772 = -2713165.432924 nChanged 2 SP:Iteration 51Q (4079.714536 sec): 3 clusters Score: Raw -2714177.226079 + Penalty 1011.251772 = -2713165.974307 nChanged 2 SP:Iteration 52Q (4079.810846 sec): 3 clusters Score: Raw -2714177.683290 + Penalty 1011.251772 = -2713166.431519 nChanged 4 SP:Iteration 53Q (4079.903038 sec): 3 clusters Score: Raw -2714179.259814 + Penalty 1011.251772 = -2713168.008042 nChanged 4 SP:Iteration 54Q (4079.994224 sec): 3 clusters Score: Raw -2714181.566411 + Penalty 1011.251772 = -2713170.314640 nChanged 3 SP:Iteration 55Q (4080.094582 sec): 3 clusters Score: Raw -2714183.827191 + Penalty 1011.251772 = -2713172.575419 nChanged 2 SP:Iteration 56Q (4080.199602 sec): 3 clusters Score: Raw -2714185.151657 + Penalty 1011.251772 = -2713173.899885 nChanged 4 SP:Iteration 57Q (4080.301271 sec): 3 clusters Score: Raw -2714186.979063 + Penalty 1011.251772 = -2713175.727291 nChanged 3 SP:Iteration 58Q (4080.397665 sec): 3 clusters Score: Raw -2714187.525405 + Penalty 1011.251772 = -2713176.273633 nChanged 1 SP:Iteration 59Q (4080.493972 sec): 3 clusters Score: Raw -2714187.822549 + Penalty 1011.251772 = -2713176.570777 nChanged 0 SP:Iteration 60F (4080.603436 sec): 3 clusters Score: Raw -2714187.822549 + Penalty 1011.251772 = -2713176.570777 nChanged 0 Trying to split cluster 13 (8683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4080.632243 sec): 2 clusters Score: Raw -367737.142047 + Penalty 412.645068 = -367324.496980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4080.695963 sec): 3 clusters Score: Raw -362360.781923 + Penalty 825.290136 = -361535.491788 nChanged 4023 SP:Iteration 1F (4080.751177 sec): 3 clusters Score: Raw -364692.725371 + Penalty 825.290136 = -363867.435235 nChanged 469 SP:Iteration 2F (4080.801118 sec): 3 clusters Score: Raw -364890.934184 + Penalty 825.290136 = -364065.644049 nChanged 510 SP:Iteration 3F (4080.849020 sec): 3 clusters Score: Raw -365172.490189 + Penalty 825.290136 = -364347.200054 nChanged 564 SP:Iteration 4F (4080.912186 sec): 3 clusters Score: Raw -365561.425397 + Penalty 825.290136 = -364736.135261 nChanged 588 SP:Iteration 5F (4080.967954 sec): 3 clusters Score: Raw -366067.656328 + Penalty 825.290136 = -365242.366192 nChanged 545 SP:Iteration 6F (4081.011001 sec): 3 clusters Score: Raw -366572.112749 + Penalty 825.290136 = -365746.822613 nChanged 445 SP:Iteration 7F (4081.073600 sec): 3 clusters Score: Raw -366997.343733 + Penalty 825.290136 = -366172.053597 nChanged 300 SP:Iteration 8Q (4081.127694 sec): 3 clusters Score: Raw -367265.051110 + Penalty 825.290136 = -366439.760975 nChanged 198 SP:Iteration 9Q (4081.179457 sec): 3 clusters Score: Raw -367413.621681 + Penalty 825.290136 = -366588.331545 nChanged 131 SP:Iteration 10Q (4081.233294 sec): 3 clusters Score: Raw -367491.052314 + Penalty 825.290136 = -366665.762178 nChanged 107 SP:Iteration 11Q (4081.285491 sec): 3 clusters Score: Raw -367554.693745 + Penalty 825.290136 = -366729.403609 nChanged 81 SP:Iteration 12Q (4081.340505 sec): 3 clusters Score: Raw -367606.450906 + Penalty 825.290136 = -366781.160770 nChanged 66 SP:Iteration 13Q (4081.387203 sec): 3 clusters Score: Raw -367655.776725 + Penalty 825.290136 = -366830.486589 nChanged 54 SP:Iteration 14Q (4081.445771 sec): 3 clusters Score: Raw -367687.599691 + Penalty 825.290136 = -366862.309556 nChanged 49 SP:Iteration 15Q (4081.492965 sec): 3 clusters Score: Raw -367718.137537 + Penalty 825.290136 = -366892.847401 nChanged 43 SP:Iteration 16Q (4081.548172 sec): 3 clusters Score: Raw -367737.516472 + Penalty 825.290136 = -366912.226336 nChanged 28 SP:Iteration 17Q (4081.604110 sec): 3 clusters Score: Raw -367749.725341 + Penalty 825.290136 = -366924.435205 nChanged 22 SP:Iteration 18Q (4081.650749 sec): 3 clusters Score: Raw -367759.350720 + Penalty 825.290136 = -366934.060584 nChanged 16 SP:Iteration 19Q (4081.700663 sec): 3 clusters Score: Raw -367764.718061 + Penalty 825.290136 = -366939.427925 nChanged 8 SP:Iteration 20F (4081.752894 sec): 3 clusters Score: Raw -367767.542501 + Penalty 825.290136 = -366942.252366 nChanged 7 SP:Iteration 21Q (4081.801091 sec): 3 clusters Score: Raw -367768.682541 + Penalty 825.290136 = -366943.392405 nChanged 2 SP:Iteration 22Q (4081.840559 sec): 3 clusters Score: Raw -367769.265008 + Penalty 825.290136 = -366943.974872 nChanged 2 SP:Iteration 23Q (4081.885729 sec): 3 clusters Score: Raw -367769.595780 + Penalty 825.290136 = -366944.305644 nChanged 4 SP:Iteration 24Q (4081.937553 sec): 3 clusters Score: Raw -367770.553599 + Penalty 825.290136 = -366945.263463 nChanged 5 SP:Iteration 25Q (4081.998856 sec): 3 clusters Score: Raw -367772.406022 + Penalty 825.290136 = -366947.115886 nChanged 4 SP:Iteration 26Q (4082.046002 sec): 3 clusters Score: Raw -367773.369183 + Penalty 825.290136 = -366948.079048 nChanged 3 SP:Iteration 27Q (4082.092933 sec): 3 clusters Score: Raw -367774.379995 + Penalty 825.290136 = -366949.089860 nChanged 4 SP:Iteration 28Q (4082.152722 sec): 3 clusters Score: Raw -367776.237635 + Penalty 825.290136 = -366950.947499 nChanged 7 SP:Iteration 29Q (4082.195813 sec): 3 clusters Score: Raw -367779.336366 + Penalty 825.290136 = -366954.046231 nChanged 5 SP:Iteration 30Q (4082.257921 sec): 3 clusters Score: Raw -367781.228352 + Penalty 825.290136 = -366955.938216 nChanged 3 SP:Iteration 31Q (4082.309587 sec): 3 clusters Score: Raw -367782.092488 + Penalty 825.290136 = -366956.802353 nChanged 4 SP:Iteration 32Q (4082.353070 sec): 3 clusters Score: Raw -367783.267042 + Penalty 825.290136 = -366957.976907 nChanged 4 SP:Iteration 33Q (4082.411069 sec): 3 clusters Score: Raw -367783.963917 + Penalty 825.290136 = -366958.673781 nChanged 3 SP:Iteration 34Q (4082.469418 sec): 3 clusters Score: Raw -367784.515254 + Penalty 825.290136 = -366959.225119 nChanged 4 SP:Iteration 35Q (4082.522552 sec): 3 clusters Score: Raw -367785.611990 + Penalty 825.290136 = -366960.321855 nChanged 2 SP:Iteration 36Q (4082.562594 sec): 3 clusters Score: Raw -367786.174476 + Penalty 825.290136 = -366960.884340 nChanged 2 SP:Iteration 37Q (4082.616281 sec): 3 clusters Score: Raw -367786.294492 + Penalty 825.290136 = -366961.004357 nChanged 0 SP:Iteration 38F (4082.678098 sec): 3 clusters Score: Raw -367786.294492 + Penalty 825.290136 = -366961.004357 nChanged 0 Trying to split cluster 14 (1269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4082.694743 sec): 2 clusters Score: Raw -49179.363599 + Penalty 325.142293 = -48854.221306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4082.735305 sec): 3 clusters Score: Raw -48582.912245 + Penalty 650.284587 = -47932.627658 nChanged 512 SP:Iteration 1F (4082.785450 sec): 3 clusters Score: Raw -48987.483340 + Penalty 650.284587 = -48337.198754 nChanged 107 SP:Iteration 2F (4082.835146 sec): 3 clusters Score: Raw -49088.202881 + Penalty 650.284587 = -48437.918294 nChanged 81 SP:Iteration 3F (4082.882505 sec): 3 clusters Score: Raw -49140.519385 + Penalty 650.284587 = -48490.234798 nChanged 51 SP:Iteration 4Q (4082.916059 sec): 3 clusters Score: Raw -49170.413830 + Penalty 650.284587 = -48520.129243 nChanged 42 SP:Iteration 5Q (4082.972040 sec): 3 clusters Score: Raw -49198.529522 + Penalty 650.284587 = -48548.244936 nChanged 42 SP:Iteration 6Q (4083.006600 sec): 3 clusters Score: Raw -49229.152398 + Penalty 650.284587 = -48578.867811 nChanged 38 SP:Iteration 7Q (4083.061853 sec): 3 clusters Score: Raw -49256.597007 + Penalty 650.284587 = -48606.312421 nChanged 32 SP:Iteration 8Q (4083.095528 sec): 3 clusters Score: Raw -49275.333055 + Penalty 650.284587 = -48625.048468 nChanged 21 SP:Iteration 9Q (4083.143104 sec): 3 clusters Score: Raw -49288.000393 + Penalty 650.284587 = -48637.715807 nChanged 15 SP:Iteration 10Q (4083.190145 sec): 3 clusters Score: Raw -49294.672649 + Penalty 650.284587 = -48644.388062 nChanged 12 SP:Iteration 11Q (4083.230597 sec): 3 clusters Score: Raw -49298.431263 + Penalty 650.284587 = -48648.146676 nChanged 5 SP:Iteration 12Q (4083.276737 sec): 3 clusters Score: Raw -49299.460971 + Penalty 650.284587 = -48649.176385 nChanged 5 SP:Iteration 13Q (4083.328946 sec): 3 clusters Score: Raw -49301.354122 + Penalty 650.284587 = -48651.069536 nChanged 9 SP:Iteration 14Q (4083.378808 sec): 3 clusters Score: Raw -49304.182758 + Penalty 650.284587 = -48653.898172 nChanged 7 SP:Iteration 15Q (4083.426697 sec): 3 clusters Score: Raw -49305.776805 + Penalty 650.284587 = -48655.492219 nChanged 6 SP:Iteration 16Q (4083.468573 sec): 3 clusters Score: Raw -49307.151714 + Penalty 650.284587 = -48656.867128 nChanged 4 SP:Iteration 17Q (4083.507621 sec): 3 clusters Score: Raw -49307.911051 + Penalty 650.284587 = -48657.626465 nChanged 2 SP:Iteration 18Q (4083.552542 sec): 3 clusters Score: Raw -49308.096932 + Penalty 650.284587 = -48657.812345 nChanged 4 SP:Iteration 19Q (4083.590966 sec): 3 clusters Score: Raw -49308.672270 + Penalty 650.284587 = -48658.387684 nChanged 2 SP:Iteration 20F (4083.647344 sec): 3 clusters Score: Raw -49309.654628 + Penalty 650.284587 = -48659.370042 nChanged 0 Trying to split cluster 15 (107067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4083.768491 sec): 2 clusters Score: Raw -4337405.928250 + Penalty 526.945059 = -4336878.983191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4083.929389 sec): 3 clusters Score: Raw -4265519.261881 + Penalty 1053.890118 = -4264465.371763 nChanged 52394 SP:Iteration 1F (4084.063607 sec): 3 clusters Score: Raw -4296708.503747 + Penalty 1053.890118 = -4295654.613629 nChanged 5515 SP:Iteration 2F (4084.191025 sec): 3 clusters Score: Raw -4299580.465988 + Penalty 1053.890118 = -4298526.575870 nChanged 6736 SP:Iteration 3F (4084.336449 sec): 3 clusters Score: Raw -4303960.489632 + Penalty 1053.890118 = -4302906.599514 nChanged 7610 SP:Iteration 4F (4084.475135 sec): 3 clusters Score: Raw -4309501.785220 + Penalty 1053.890118 = -4308447.895102 nChanged 7435 SP:Iteration 5F (4084.608333 sec): 3 clusters Score: Raw -4314634.734834 + Penalty 1053.890118 = -4313580.844716 nChanged 6298 SP:Iteration 6F (4084.740127 sec): 3 clusters Score: Raw -4318229.943724 + Penalty 1053.890118 = -4317176.053606 nChanged 4779 SP:Iteration 7Q (4084.894045 sec): 3 clusters Score: Raw -4320234.272437 + Penalty 1053.890118 = -4319180.382319 nChanged 3317 SP:Iteration 8Q (4085.052596 sec): 3 clusters Score: Raw -4321189.674932 + Penalty 1053.890118 = -4320135.784814 nChanged 2180 SP:Iteration 9Q (4085.202702 sec): 3 clusters Score: Raw -4321601.166030 + Penalty 1053.890118 = -4320547.275912 nChanged 1410 SP:Iteration 10Q (4085.342703 sec): 3 clusters Score: Raw -4321806.963134 + Penalty 1053.890118 = -4320753.073016 nChanged 1056 SP:Iteration 11Q (4085.500309 sec): 3 clusters Score: Raw -4321954.602362 + Penalty 1053.890118 = -4320900.712244 nChanged 937 SP:Iteration 12Q (4085.651074 sec): 3 clusters Score: Raw -4322088.410994 + Penalty 1053.890118 = -4321034.520876 nChanged 899 SP:Iteration 13Q (4085.810344 sec): 3 clusters Score: Raw -4322218.313574 + Penalty 1053.890118 = -4321164.423456 nChanged 887 SP:Iteration 14Q (4085.967572 sec): 3 clusters Score: Raw -4322347.394935 + Penalty 1053.890118 = -4321293.504818 nChanged 917 SP:Iteration 15Q (4086.116301 sec): 3 clusters Score: Raw -4322483.220423 + Penalty 1053.890118 = -4321429.330305 nChanged 886 SP:Iteration 16Q (4086.266785 sec): 3 clusters Score: Raw -4322616.508468 + Penalty 1053.890118 = -4321562.618350 nChanged 905 SP:Iteration 17Q (4086.417459 sec): 3 clusters Score: Raw -4322751.842575 + Penalty 1053.890118 = -4321697.952457 nChanged 936 SP:Iteration 18Q (4086.564887 sec): 3 clusters Score: Raw -4322891.442240 + Penalty 1053.890118 = -4321837.552122 nChanged 978 SP:Iteration 19Q (4086.712168 sec): 3 clusters Score: Raw -4323040.561472 + Penalty 1053.890118 = -4321986.671354 nChanged 983 SP:Iteration 20F (4086.851678 sec): 3 clusters Score: Raw -4323192.460606 + Penalty 1053.890118 = -4322138.570489 nChanged 1032 SP:Iteration 21Q (4087.006786 sec): 3 clusters Score: Raw -4323355.821823 + Penalty 1053.890118 = -4322301.931705 nChanged 1119 SP:Iteration 22Q (4087.162924 sec): 3 clusters Score: Raw -4323542.633956 + Penalty 1053.890118 = -4322488.743838 nChanged 1138 SP:Iteration 23Q (4087.319754 sec): 3 clusters Score: Raw -4323738.339614 + Penalty 1053.890118 = -4322684.449496 nChanged 1193 SP:Iteration 24Q (4087.469513 sec): 3 clusters Score: Raw -4323956.753385 + Penalty 1053.890118 = -4322902.863267 nChanged 1326 SP:Iteration 25Q (4087.632435 sec): 3 clusters Score: Raw -4324230.471071 + Penalty 1053.890118 = -4323176.580953 nChanged 1447 SP:Iteration 26Q (4087.787333 sec): 3 clusters Score: Raw -4324548.529434 + Penalty 1053.890118 = -4323494.639316 nChanged 1514 SP:Iteration 27Q (4087.936209 sec): 3 clusters Score: Raw -4324921.719511 + Penalty 1053.890118 = -4323867.829393 nChanged 1617 SP:Iteration 28Q (4088.086293 sec): 3 clusters Score: Raw -4325330.214650 + Penalty 1053.890118 = -4324276.324532 nChanged 1697 SP:Iteration 29Q (4088.238009 sec): 3 clusters Score: Raw -4325796.011281 + Penalty 1053.890118 = -4324742.121163 nChanged 1853 SP:Iteration 30Q (4088.380742 sec): 3 clusters Score: Raw -4326346.454634 + Penalty 1053.890118 = -4325292.564516 nChanged 1887 SP:Iteration 31Q (4088.524844 sec): 3 clusters Score: Raw -4326950.162945 + Penalty 1053.890118 = -4325896.272828 nChanged 2019 SP:Iteration 32Q (4088.676379 sec): 3 clusters Score: Raw -4327671.211452 + Penalty 1053.890118 = -4326617.321334 nChanged 2117 SP:Iteration 33Q (4088.830022 sec): 3 clusters Score: Raw -4328502.172332 + Penalty 1053.890118 = -4327448.282214 nChanged 2167 SP:Iteration 34Q (4088.977029 sec): 3 clusters Score: Raw -4329427.230979 + Penalty 1053.890118 = -4328373.340861 nChanged 2233 SP:Iteration 35Q (4089.132333 sec): 3 clusters Score: Raw -4330485.364245 + Penalty 1053.890118 = -4329431.474127 nChanged 2195 SP:Iteration 36Q (4089.273908 sec): 3 clusters Score: Raw -4331590.893436 + Penalty 1053.890118 = -4330537.003318 nChanged 2109 SP:Iteration 37Q (4089.417890 sec): 3 clusters Score: Raw -4332729.805821 + Penalty 1053.890118 = -4331675.915703 nChanged 1970 SP:Iteration 38Q (4089.569639 sec): 3 clusters Score: Raw -4333858.806759 + Penalty 1053.890118 = -4332804.916642 nChanged 1779 SP:Iteration 39Q (4089.712749 sec): 3 clusters Score: Raw -4334946.106385 + Penalty 1053.890118 = -4333892.216267 nChanged 1450 SP:Iteration 40F (4089.856171 sec): 3 clusters Score: Raw -4335879.436244 + Penalty 1053.890118 = -4334825.546126 nChanged 1047 SP:Iteration 41Q (4090.008523 sec): 3 clusters Score: Raw -4336539.764573 + Penalty 1053.890118 = -4335485.874455 nChanged 681 SP:Iteration 42Q (4090.152198 sec): 3 clusters Score: Raw -4336965.582067 + Penalty 1053.890118 = -4335911.691949 nChanged 384 SP:Iteration 43Q (4090.294002 sec): 3 clusters Score: Raw -4337200.685432 + Penalty 1053.890118 = -4336146.795314 nChanged 222 SP:Iteration 44Q (4090.417490 sec): 3 clusters Score: Raw -4337346.948736 + Penalty 1053.890118 = -4336293.058618 nChanged 131 SP:Iteration 45Q (4090.555930 sec): 3 clusters Score: Raw -4337423.313979 + Penalty 1053.890118 = -4336369.423862 nChanged 76 SP:Iteration 46Q (4090.689174 sec): 3 clusters Score: Raw -4337466.287755 + Penalty 1053.890118 = -4336412.397637 nChanged 44 SP:Iteration 47Q (4090.824895 sec): 3 clusters Score: Raw -4337482.561614 + Penalty 1053.890118 = -4336428.671497 nChanged 20 SP:Iteration 48Q (4090.960070 sec): 3 clusters Score: Raw -4337493.629387 + Penalty 1053.890118 = -4336439.739269 nChanged 16 SP:Iteration 49Q (4091.099338 sec): 3 clusters Score: Raw -4337500.069446 + Penalty 1053.890118 = -4336446.179328 nChanged 9 SP:Iteration 50Q (4091.237200 sec): 3 clusters Score: Raw -4337502.120046 + Penalty 1053.890118 = -4336448.229929 nChanged 8 SP:Iteration 51Q (4091.373159 sec): 3 clusters Score: Raw -4337504.334625 + Penalty 1053.890118 = -4336450.444507 nChanged 5 SP:Iteration 52Q (4091.498602 sec): 3 clusters Score: Raw -4337507.330383 + Penalty 1053.890118 = -4336453.440265 nChanged 7 SP:Iteration 53Q (4091.629210 sec): 3 clusters Score: Raw -4337510.565930 + Penalty 1053.890118 = -4336456.675812 nChanged 6 SP:Iteration 54Q (4091.768118 sec): 3 clusters Score: Raw -4337512.973946 + Penalty 1053.890118 = -4336459.083828 nChanged 1 SP:Iteration 55Q (4091.903420 sec): 3 clusters Score: Raw -4337513.242402 + Penalty 1053.890118 = -4336459.352284 nChanged 4 SP:Iteration 56Q (4092.040616 sec): 3 clusters Score: Raw -4337513.614203 + Penalty 1053.890118 = -4336459.724085 nChanged 1 SP:Iteration 57Q (4092.163483 sec): 3 clusters Score: Raw -4337513.659691 + Penalty 1053.890118 = -4336459.769574 nChanged 1 SP:Iteration 58Q (4092.302352 sec): 3 clusters Score: Raw -4337513.904479 + Penalty 1053.890118 = -4336460.014361 nChanged 1 SP:Iteration 59Q (4092.428938 sec): 3 clusters Score: Raw -4337514.063093 + Penalty 1053.890118 = -4336460.172976 nChanged 0 SP:Iteration 60F (4092.566979 sec): 3 clusters Score: Raw -4337514.063093 + Penalty 1053.890118 = -4336460.172976 nChanged 0 Trying to split cluster 16 (1431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4092.601240 sec): 2 clusters Score: Raw -42337.460616 + Penalty 330.608859 = -42006.851757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4092.651448 sec): 3 clusters Score: Raw -41644.926780 + Penalty 661.217719 = -40983.709061 nChanged 580 SP:Iteration 1F (4092.694991 sec): 3 clusters Score: Raw -42203.800497 + Penalty 661.217719 = -41542.582778 nChanged 146 SP:Iteration 2F (4092.741804 sec): 3 clusters Score: Raw -42397.220988 + Penalty 661.217719 = -41736.003269 nChanged 86 SP:Iteration 3F (4092.789516 sec): 3 clusters Score: Raw -42518.442102 + Penalty 661.217719 = -41857.224383 nChanged 65 SP:Iteration 4Q (4092.825446 sec): 3 clusters Score: Raw -42582.288575 + Penalty 661.217719 = -41921.070856 nChanged 50 SP:Iteration 5Q (4092.880184 sec): 3 clusters Score: Raw -42611.274406 + Penalty 661.217719 = -41950.056688 nChanged 20 SP:Iteration 6Q (4092.923413 sec): 3 clusters Score: Raw -42621.783856 + Penalty 661.217719 = -41960.566137 nChanged 13 SP:Iteration 7Q (4092.974501 sec): 3 clusters Score: Raw -42628.198110 + Penalty 661.217719 = -41966.980391 nChanged 10 SP:Iteration 8Q (4093.008630 sec): 3 clusters Score: Raw -42634.651210 + Penalty 661.217719 = -41973.433491 nChanged 10 SP:Iteration 9Q (4093.054991 sec): 3 clusters Score: Raw -42640.167202 + Penalty 661.217719 = -41978.949483 nChanged 9 SP:Iteration 10Q (4093.102811 sec): 3 clusters Score: Raw -42645.720632 + Penalty 661.217719 = -41984.502913 nChanged 17 SP:Iteration 11Q (4093.154802 sec): 3 clusters Score: Raw -42656.801800 + Penalty 661.217719 = -41995.584081 nChanged 20 SP:Iteration 12Q (4093.196576 sec): 3 clusters Score: Raw -42670.987944 + Penalty 661.217719 = -42009.770225 nChanged 14 SP:Iteration 13Q (4093.243187 sec): 3 clusters Score: Raw -42677.929439 + Penalty 661.217719 = -42016.711720 nChanged 10 SP:Iteration 14Q (4093.295311 sec): 3 clusters Score: Raw -42685.232135 + Penalty 661.217719 = -42024.014416 nChanged 14 SP:Iteration 15Q (4093.332215 sec): 3 clusters Score: Raw -42692.391214 + Penalty 661.217719 = -42031.173495 nChanged 9 SP:Iteration 16Q (4093.388668 sec): 3 clusters Score: Raw -42698.773152 + Penalty 661.217719 = -42037.555433 nChanged 11 SP:Iteration 17Q (4093.428828 sec): 3 clusters Score: Raw -42704.657344 + Penalty 661.217719 = -42043.439625 nChanged 7 SP:Iteration 18Q (4093.482732 sec): 3 clusters Score: Raw -42706.008511 + Penalty 661.217719 = -42044.790792 nChanged 2 SP:Iteration 19Q (4093.529503 sec): 3 clusters Score: Raw -42706.647068 + Penalty 661.217719 = -42045.429349 nChanged 2 SP:Iteration 20F (4093.574077 sec): 3 clusters Score: Raw -42707.183425 + Penalty 661.217719 = -42045.965706 nChanged 1 SP:Iteration 21Q (4093.609361 sec): 3 clusters Score: Raw -42707.356091 + Penalty 661.217719 = -42046.138372 nChanged 0 SP:Iteration 22F (4093.652157 sec): 3 clusters Score: Raw -42707.356091 + Penalty 661.217719 = -42046.138372 nChanged 0 Score: Raw -17401499.795453 + Penalty 27318.534099 = -17374181.261354 Splitting cluster 16 changes total score from -17374405.247055 to -17374181.261354 So it's not getting split. Trying to split cluster 17 (2034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4101.528546 sec): 2 clusters Score: Raw -76288.980423 + Penalty 346.608061 = -75942.372362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4101.575469 sec): 3 clusters Score: Raw -75116.051728 + Penalty 693.216121 = -74422.835607 nChanged 881 SP:Iteration 1F (4101.612639 sec): 3 clusters Score: Raw -75710.324699 + Penalty 693.216121 = -75017.108578 nChanged 191 SP:Iteration 2F (4101.669933 sec): 3 clusters Score: Raw -75878.943586 + Penalty 693.216121 = -75185.727465 nChanged 167 SP:Iteration 3F (4101.711553 sec): 3 clusters Score: Raw -76027.490127 + Penalty 693.216121 = -75334.274005 nChanged 134 SP:Iteration 4F (4101.748586 sec): 3 clusters Score: Raw -76158.145486 + Penalty 693.216121 = -75464.929365 nChanged 87 SP:Iteration 5Q (4101.799609 sec): 3 clusters Score: Raw -76250.296053 + Penalty 693.216121 = -75557.079931 nChanged 58 SP:Iteration 6Q (4101.845534 sec): 3 clusters Score: Raw -76293.924330 + Penalty 693.216121 = -75600.708208 nChanged 36 SP:Iteration 7Q (4101.883985 sec): 3 clusters Score: Raw -76313.468966 + Penalty 693.216121 = -75620.252844 nChanged 24 SP:Iteration 8Q (4101.925228 sec): 3 clusters Score: Raw -76329.336897 + Penalty 693.216121 = -75636.120775 nChanged 18 SP:Iteration 9Q (4101.979204 sec): 3 clusters Score: Raw -76338.723227 + Penalty 693.216121 = -75645.507105 nChanged 12 SP:Iteration 10Q (4102.027578 sec): 3 clusters Score: Raw -76344.545121 + Penalty 693.216121 = -75651.328999 nChanged 5 SP:Iteration 11Q (4102.065510 sec): 3 clusters Score: Raw -76347.132494 + Penalty 693.216121 = -75653.916373 nChanged 5 SP:Iteration 12Q (4102.118969 sec): 3 clusters Score: Raw -76348.954820 + Penalty 693.216121 = -75655.738699 nChanged 1 SP:Iteration 13Q (4102.162036 sec): 3 clusters Score: Raw -76349.025900 + Penalty 693.216121 = -75655.809779 nChanged 0 SP:Iteration 14F (4102.203445 sec): 3 clusters Score: Raw -76349.025900 + Penalty 693.216121 = -75655.809779 nChanged 0 Trying to split cluster 18 (8186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4102.224230 sec): 2 clusters Score: Raw -315157.441821 + Penalty 409.963220 = -314747.478601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4102.279972 sec): 3 clusters Score: Raw -310138.931942 + Penalty 819.926440 = -309319.005502 nChanged 3722 SP:Iteration 1F (4102.324690 sec): 3 clusters Score: Raw -312337.450510 + Penalty 819.926440 = -311517.524071 nChanged 633 SP:Iteration 2F (4102.376301 sec): 3 clusters Score: Raw -312739.756471 + Penalty 819.926440 = -311919.830031 nChanged 674 SP:Iteration 3F (4102.426692 sec): 3 clusters Score: Raw -313222.969119 + Penalty 819.926440 = -312403.042679 nChanged 646 SP:Iteration 4F (4102.480171 sec): 3 clusters Score: Raw -313722.707245 + Penalty 819.926440 = -312902.780805 nChanged 570 SP:Iteration 5F (4102.531074 sec): 3 clusters Score: Raw -314156.768330 + Penalty 819.926440 = -313336.841890 nChanged 427 SP:Iteration 6F (4102.577772 sec): 3 clusters Score: Raw -314436.986244 + Penalty 819.926440 = -313617.059804 nChanged 308 SP:Iteration 7Q (4102.623085 sec): 3 clusters Score: Raw -314607.198133 + Penalty 819.926440 = -313787.271693 nChanged 225 SP:Iteration 8Q (4102.682107 sec): 3 clusters Score: Raw -314708.028218 + Penalty 819.926440 = -313888.101779 nChanged 155 SP:Iteration 9Q (4102.738380 sec): 3 clusters Score: Raw -314774.620297 + Penalty 819.926440 = -313954.693857 nChanged 130 SP:Iteration 10Q (4102.791252 sec): 3 clusters Score: Raw -314833.493757 + Penalty 819.926440 = -314013.567317 nChanged 106 SP:Iteration 11Q (4102.841411 sec): 3 clusters Score: Raw -314885.905196 + Penalty 819.926440 = -314065.978756 nChanged 97 SP:Iteration 12Q (4102.892397 sec): 3 clusters Score: Raw -314932.364043 + Penalty 819.926440 = -314112.437603 nChanged 93 SP:Iteration 13Q (4102.941784 sec): 3 clusters Score: Raw -314976.603625 + Penalty 819.926440 = -314156.677186 nChanged 96 SP:Iteration 14Q (4102.997894 sec): 3 clusters Score: Raw -315016.301044 + Penalty 819.926440 = -314196.374604 nChanged 73 SP:Iteration 15Q (4103.040549 sec): 3 clusters Score: Raw -315046.250536 + Penalty 819.926440 = -314226.324096 nChanged 72 SP:Iteration 16Q (4103.097154 sec): 3 clusters Score: Raw -315076.968603 + Penalty 819.926440 = -314257.042163 nChanged 51 SP:Iteration 17Q (4103.152580 sec): 3 clusters Score: Raw -315094.113607 + Penalty 819.926440 = -314274.187167 nChanged 46 SP:Iteration 18Q (4103.206158 sec): 3 clusters Score: Raw -315116.710946 + Penalty 819.926440 = -314296.784506 nChanged 51 SP:Iteration 19Q (4103.261679 sec): 3 clusters Score: Raw -315145.487302 + Penalty 819.926440 = -314325.560862 nChanged 49 SP:Iteration 20F (4103.305615 sec): 3 clusters Score: Raw -315169.174796 + Penalty 819.926440 = -314349.248356 nChanged 49 SP:Iteration 21Q (4103.368113 sec): 3 clusters Score: Raw -315193.507671 + Penalty 819.926440 = -314373.581231 nChanged 47 SP:Iteration 22Q (4103.425234 sec): 3 clusters Score: Raw -315226.059429 + Penalty 819.926440 = -314406.132989 nChanged 31 SP:Iteration 23Q (4103.466371 sec): 3 clusters Score: Raw -315239.193128 + Penalty 819.926440 = -314419.266689 nChanged 35 SP:Iteration 24Q (4103.516219 sec): 3 clusters Score: Raw -315252.288778 + Penalty 819.926440 = -314432.362338 nChanged 30 SP:Iteration 25Q (4103.568698 sec): 3 clusters Score: Raw -315261.001281 + Penalty 819.926440 = -314441.074841 nChanged 26 SP:Iteration 26Q (4103.619325 sec): 3 clusters Score: Raw -315271.733167 + Penalty 819.926440 = -314451.806727 nChanged 23 SP:Iteration 27Q (4103.677089 sec): 3 clusters Score: Raw -315280.369451 + Penalty 819.926440 = -314460.443011 nChanged 19 SP:Iteration 28Q (4103.731075 sec): 3 clusters Score: Raw -315287.701931 + Penalty 819.926440 = -314467.775491 nChanged 22 SP:Iteration 29Q (4103.779919 sec): 3 clusters Score: Raw -315301.001871 + Penalty 819.926440 = -314481.075431 nChanged 26 SP:Iteration 30Q (4103.827448 sec): 3 clusters Score: Raw -315314.182992 + Penalty 819.926440 = -314494.256552 nChanged 31 SP:Iteration 31Q (4103.889806 sec): 3 clusters Score: Raw -315325.960424 + Penalty 819.926440 = -314506.033984 nChanged 28 SP:Iteration 32Q (4103.930084 sec): 3 clusters Score: Raw -315336.638239 + Penalty 819.926440 = -314516.711799 nChanged 25 SP:Iteration 33Q (4103.982695 sec): 3 clusters Score: Raw -315343.544039 + Penalty 819.926440 = -314523.617599 nChanged 18 SP:Iteration 34Q (4104.032555 sec): 3 clusters Score: Raw -315349.659372 + Penalty 819.926440 = -314529.732932 nChanged 21 SP:Iteration 35Q (4104.090888 sec): 3 clusters Score: Raw -315358.127783 + Penalty 819.926440 = -314538.201343 nChanged 16 SP:Iteration 36Q (4104.145735 sec): 3 clusters Score: Raw -315365.247339 + Penalty 819.926440 = -314545.320899 nChanged 24 SP:Iteration 37Q (4104.189262 sec): 3 clusters Score: Raw -315373.519980 + Penalty 819.926440 = -314553.593540 nChanged 18 SP:Iteration 38Q (4104.244149 sec): 3 clusters Score: Raw -315380.504841 + Penalty 819.926440 = -314560.578401 nChanged 19 SP:Iteration 39Q (4104.286114 sec): 3 clusters Score: Raw -315386.520304 + Penalty 819.926440 = -314566.593864 nChanged 17 SP:Iteration 40F (4104.330235 sec): 3 clusters Score: Raw -315391.546031 + Penalty 819.926440 = -314571.619591 nChanged 13 SP:Iteration 41Q (4104.388224 sec): 3 clusters Score: Raw -315393.105369 + Penalty 819.926440 = -314573.178929 nChanged 6 SP:Iteration 42Q (4104.427933 sec): 3 clusters Score: Raw -315394.214736 + Penalty 819.926440 = -314574.288296 nChanged 6 SP:Iteration 43Q (4104.486898 sec): 3 clusters Score: Raw -315395.024514 + Penalty 819.926440 = -314575.098074 nChanged 1 SP:Iteration 44Q (4104.536069 sec): 3 clusters Score: Raw -315395.227480 + Penalty 819.926440 = -314575.301041 nChanged 2 SP:Iteration 45Q (4104.578004 sec): 3 clusters Score: Raw -315395.429714 + Penalty 819.926440 = -314575.503275 nChanged 2 SP:Iteration 46Q (4104.631573 sec): 3 clusters Score: Raw -315395.736322 + Penalty 819.926440 = -314575.809882 nChanged 5 SP:Iteration 47Q (4104.680698 sec): 3 clusters Score: Raw -315396.612011 + Penalty 819.926440 = -314576.685571 nChanged 2 SP:Iteration 48Q (4104.724715 sec): 3 clusters Score: Raw -315396.988759 + Penalty 819.926440 = -314577.062319 nChanged 3 SP:Iteration 49Q (4104.778591 sec): 3 clusters Score: Raw -315397.244125 + Penalty 819.926440 = -314577.317685 nChanged 1 SP:Iteration 50Q (4104.824034 sec): 3 clusters Score: Raw -315397.283779 + Penalty 819.926440 = -314577.357339 nChanged 0 SP:Iteration 51F (4104.870904 sec): 3 clusters Score: Raw -315397.283779 + Penalty 819.926440 = -314577.357339 nChanged 0 Trying to split cluster 19 (5206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4104.899241 sec): 2 clusters Score: Raw -218536.182139 + Penalty 389.369302 = -218146.812837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4104.942880 sec): 3 clusters Score: Raw -215427.581754 + Penalty 778.738605 = -214648.843149 nChanged 2332 SP:Iteration 1F (4104.991729 sec): 3 clusters Score: Raw -216748.811915 + Penalty 778.738605 = -215970.073311 nChanged 337 SP:Iteration 2F (4105.044489 sec): 3 clusters Score: Raw -216916.693490 + Penalty 778.738605 = -216137.954885 nChanged 304 SP:Iteration 3F (4105.087765 sec): 3 clusters Score: Raw -217062.897412 + Penalty 778.738605 = -216284.158808 nChanged 302 SP:Iteration 4F (4105.132312 sec): 3 clusters Score: Raw -217230.453055 + Penalty 778.738605 = -216451.714450 nChanged 295 SP:Iteration 5F (4105.170919 sec): 3 clusters Score: Raw -217408.839855 + Penalty 778.738605 = -216630.101250 nChanged 313 SP:Iteration 6F (4105.217140 sec): 3 clusters Score: Raw -217631.974101 + Penalty 778.738605 = -216853.235496 nChanged 325 SP:Iteration 7F (4105.256643 sec): 3 clusters Score: Raw -217887.920595 + Penalty 778.738605 = -217109.181990 nChanged 278 SP:Iteration 8F (4105.298303 sec): 3 clusters Score: Raw -218093.660755 + Penalty 778.738605 = -217314.922150 nChanged 221 SP:Iteration 9Q (4105.339596 sec): 3 clusters Score: Raw -218247.899443 + Penalty 778.738605 = -217469.160838 nChanged 155 SP:Iteration 10Q (4105.391682 sec): 3 clusters Score: Raw -218356.995465 + Penalty 778.738605 = -217578.256860 nChanged 110 SP:Iteration 11Q (4105.441700 sec): 3 clusters Score: Raw -218439.763606 + Penalty 778.738605 = -217661.025002 nChanged 87 SP:Iteration 12Q (4105.494440 sec): 3 clusters Score: Raw -218492.630034 + Penalty 778.738605 = -217713.891430 nChanged 48 SP:Iteration 13Q (4105.542575 sec): 3 clusters Score: Raw -218520.413304 + Penalty 778.738605 = -217741.674699 nChanged 30 SP:Iteration 14Q (4105.585805 sec): 3 clusters Score: Raw -218534.580933 + Penalty 778.738605 = -217755.842328 nChanged 29 SP:Iteration 15Q (4105.632140 sec): 3 clusters Score: Raw -218550.282446 + Penalty 778.738605 = -217771.543841 nChanged 23 SP:Iteration 16Q (4105.675067 sec): 3 clusters Score: Raw -218560.061931 + Penalty 778.738605 = -217781.323326 nChanged 16 SP:Iteration 17Q (4105.702854 sec): 3 clusters Score: Raw -218565.950806 + Penalty 778.738605 = -217787.212201 nChanged 16 SP:Iteration 18Q (4105.757282 sec): 3 clusters Score: Raw -218571.068424 + Penalty 778.738605 = -217792.329819 nChanged 13 SP:Iteration 19Q (4105.805175 sec): 3 clusters Score: Raw -218575.617652 + Penalty 778.738605 = -217796.879048 nChanged 16 SP:Iteration 20F (4105.852930 sec): 3 clusters Score: Raw -218582.607696 + Penalty 778.738605 = -217803.869092 nChanged 14 SP:Iteration 21Q (4105.905386 sec): 3 clusters Score: Raw -218589.035956 + Penalty 778.738605 = -217810.297351 nChanged 12 SP:Iteration 22Q (4105.956377 sec): 3 clusters Score: Raw -218594.314554 + Penalty 778.738605 = -217815.575949 nChanged 9 SP:Iteration 23Q (4106.005507 sec): 3 clusters Score: Raw -218597.426152 + Penalty 778.738605 = -217818.687547 nChanged 9 SP:Iteration 24Q (4106.061754 sec): 3 clusters Score: Raw -218602.366536 + Penalty 778.738605 = -217823.627931 nChanged 9 SP:Iteration 25Q (4106.109239 sec): 3 clusters Score: Raw -218607.374015 + Penalty 778.738605 = -217828.635410 nChanged 12 SP:Iteration 26Q (4106.159714 sec): 3 clusters Score: Raw -218611.917935 + Penalty 778.738605 = -217833.179330 nChanged 7 SP:Iteration 27Q (4106.216254 sec): 3 clusters Score: Raw -218614.115674 + Penalty 778.738605 = -217835.377069 nChanged 2 SP:Iteration 28Q (4106.269771 sec): 3 clusters Score: Raw -218614.277725 + Penalty 778.738605 = -217835.539121 nChanged 2 SP:Iteration 29Q (4106.321278 sec): 3 clusters Score: Raw -218614.787635 + Penalty 778.738605 = -217836.049031 nChanged 4 SP:Iteration 30Q (4106.369285 sec): 3 clusters Score: Raw -218615.428800 + Penalty 778.738605 = -217836.690196 nChanged 2 SP:Iteration 31Q (4106.418509 sec): 3 clusters Score: Raw -218615.894697 + Penalty 778.738605 = -217837.156092 nChanged 1 SP:Iteration 32Q (4106.466297 sec): 3 clusters Score: Raw -218616.176402 + Penalty 778.738605 = -217837.437797 nChanged 2 SP:Iteration 33Q (4106.520446 sec): 3 clusters Score: Raw -218616.467689 + Penalty 778.738605 = -217837.729084 nChanged 1 SP:Iteration 34Q (4106.579403 sec): 3 clusters Score: Raw -218616.617576 + Penalty 778.738605 = -217837.878971 nChanged 1 SP:Iteration 35Q (4106.625772 sec): 3 clusters Score: Raw -218617.245993 + Penalty 778.738605 = -217838.507388 nChanged 3 SP:Iteration 36Q (4106.662704 sec): 3 clusters Score: Raw -218619.156382 + Penalty 778.738605 = -217840.417777 nChanged 4 SP:Iteration 37Q (4106.721026 sec): 3 clusters Score: Raw -218620.851131 + Penalty 778.738605 = -217842.112527 nChanged 6 SP:Iteration 38Q (4106.773057 sec): 3 clusters Score: Raw -218624.684976 + Penalty 778.738605 = -217845.946371 nChanged 5 SP:Iteration 39Q (4106.822835 sec): 3 clusters Score: Raw -218627.536561 + Penalty 778.738605 = -217848.797956 nChanged 6 SP:Iteration 40F (4106.871141 sec): 3 clusters Score: Raw -218630.126983 + Penalty 778.738605 = -217851.388378 nChanged 5 SP:Iteration 41Q (4106.926786 sec): 3 clusters Score: Raw -218632.269255 + Penalty 778.738605 = -217853.530650 nChanged 4 SP:Iteration 42Q (4106.968588 sec): 3 clusters Score: Raw -218633.894758 + Penalty 778.738605 = -217855.156153 nChanged 6 SP:Iteration 43Q (4107.018159 sec): 3 clusters Score: Raw -218635.497638 + Penalty 778.738605 = -217856.759034 nChanged 5 SP:Iteration 44Q (4107.075197 sec): 3 clusters Score: Raw -218636.291073 + Penalty 778.738605 = -217857.552468 nChanged 5 SP:Iteration 45Q (4107.129950 sec): 3 clusters Score: Raw -218637.285735 + Penalty 778.738605 = -217858.547130 nChanged 5 SP:Iteration 46Q (4107.174666 sec): 3 clusters Score: Raw -218638.839898 + Penalty 778.738605 = -217860.101294 nChanged 6 SP:Iteration 47Q (4107.225207 sec): 3 clusters Score: Raw -218640.819477 + Penalty 778.738605 = -217862.080872 nChanged 5 SP:Iteration 48Q (4107.279843 sec): 3 clusters Score: Raw -218643.041024 + Penalty 778.738605 = -217864.302419 nChanged 2 SP:Iteration 49Q (4107.323933 sec): 3 clusters Score: Raw -218643.445239 + Penalty 778.738605 = -217864.706634 nChanged 3 SP:Iteration 50Q (4107.374376 sec): 3 clusters Score: Raw -218643.857813 + Penalty 778.738605 = -217865.119208 nChanged 1 SP:Iteration 51Q (4107.412577 sec): 3 clusters Score: Raw -218644.035772 + Penalty 778.738605 = -217865.297168 nChanged 2 SP:Iteration 52Q (4107.478744 sec): 3 clusters Score: Raw -218644.288705 + Penalty 778.738605 = -217865.550100 nChanged 0 SP:Iteration 53F (4107.523976 sec): 3 clusters Score: Raw -218644.288705 + Penalty 778.738605 = -217865.550100 nChanged 0 Trying to split cluster 20 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4107.539504 sec): 2 clusters Score: Raw -26979.967030 + Penalty 302.173789 = -26677.793241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4107.583076 sec): 3 clusters Score: Raw -26649.371602 + Penalty 604.347577 = -26045.024024 nChanged 287 SP:Iteration 1F (4107.634103 sec): 3 clusters Score: Raw -26914.306968 + Penalty 604.347577 = -26309.959390 nChanged 76 SP:Iteration 2F (4107.687499 sec): 3 clusters Score: Raw -26984.720191 + Penalty 604.347577 = -26380.372614 nChanged 55 SP:Iteration 3F (4107.730000 sec): 3 clusters Score: Raw -27030.616542 + Penalty 604.347577 = -26426.268965 nChanged 41 SP:Iteration 4F (4107.785079 sec): 3 clusters Score: Raw -27061.823402 + Penalty 604.347577 = -26457.475824 nChanged 44 SP:Iteration 5F (4107.824095 sec): 3 clusters Score: Raw -27094.770403 + Penalty 604.347577 = -26490.422826 nChanged 29 SP:Iteration 6Q (4107.870291 sec): 3 clusters Score: Raw -27119.982898 + Penalty 604.347577 = -26515.635320 nChanged 23 SP:Iteration 7Q (4107.915330 sec): 3 clusters Score: Raw -27138.257850 + Penalty 604.347577 = -26533.910272 nChanged 17 SP:Iteration 8Q (4107.968524 sec): 3 clusters Score: Raw -27148.962745 + Penalty 604.347577 = -26544.615167 nChanged 10 SP:Iteration 9Q (4108.015508 sec): 3 clusters Score: Raw -27154.464652 + Penalty 604.347577 = -26550.117074 nChanged 7 SP:Iteration 10Q (4108.048879 sec): 3 clusters Score: Raw -27157.743737 + Penalty 604.347577 = -26553.396160 nChanged 4 SP:Iteration 11Q (4108.097094 sec): 3 clusters Score: Raw -27159.382479 + Penalty 604.347577 = -26555.034901 nChanged 6 SP:Iteration 12Q (4108.154461 sec): 3 clusters Score: Raw -27161.784506 + Penalty 604.347577 = -26557.436929 nChanged 7 SP:Iteration 13Q (4108.182954 sec): 3 clusters Score: Raw -27164.319332 + Penalty 604.347577 = -26559.971755 nChanged 5 SP:Iteration 14Q (4108.238625 sec): 3 clusters Score: Raw -27166.269019 + Penalty 604.347577 = -26561.921441 nChanged 0 SP:Iteration 15F (4108.282510 sec): 3 clusters Score: Raw -27166.269019 + Penalty 604.347577 = -26561.921441 nChanged 0 Trying to split cluster 21 (5944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4108.300891 sec): 2 clusters Score: Raw -232532.737239 + Penalty 395.401260 = -232137.335979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4108.359553 sec): 3 clusters Score: Raw -228908.426779 + Penalty 790.802520 = -228117.624258 nChanged 2703 SP:Iteration 1F (4108.411658 sec): 3 clusters Score: Raw -230444.339982 + Penalty 790.802520 = -229653.537462 nChanged 363 SP:Iteration 2F (4108.457452 sec): 3 clusters Score: Raw -230593.570863 + Penalty 790.802520 = -229802.768343 nChanged 294 SP:Iteration 3Q (4108.504293 sec): 3 clusters Score: Raw -230719.413666 + Penalty 790.802520 = -229928.611146 nChanged 271 SP:Iteration 4Q (4108.550616 sec): 3 clusters Score: Raw -230837.486632 + Penalty 790.802520 = -230046.684112 nChanged 272 SP:Iteration 5Q (4108.612317 sec): 3 clusters Score: Raw -230978.994525 + Penalty 790.802520 = -230188.192004 nChanged 278 SP:Iteration 6Q (4108.665890 sec): 3 clusters Score: Raw -231137.986995 + Penalty 790.802520 = -230347.184474 nChanged 300 SP:Iteration 7F (4108.718926 sec): 3 clusters Score: Raw -231331.843449 + Penalty 790.802520 = -230541.040929 nChanged 288 SP:Iteration 8Q (4108.768483 sec): 3 clusters Score: Raw -231521.762461 + Penalty 790.802520 = -230730.959941 nChanged 309 SP:Iteration 9F (4108.810703 sec): 3 clusters Score: Raw -231753.474120 + Penalty 790.802520 = -230962.671600 nChanged 273 SP:Iteration 10Q (4108.856415 sec): 3 clusters Score: Raw -231949.759824 + Penalty 790.802520 = -231158.957303 nChanged 208 SP:Iteration 11Q (4108.905502 sec): 3 clusters Score: Raw -232093.219871 + Penalty 790.802520 = -231302.417351 nChanged 166 SP:Iteration 12Q (4108.951265 sec): 3 clusters Score: Raw -232190.225192 + Penalty 790.802520 = -231399.422671 nChanged 127 SP:Iteration 13Q (4109.008350 sec): 3 clusters Score: Raw -232258.993952 + Penalty 790.802520 = -231468.191432 nChanged 104 SP:Iteration 14Q (4109.056681 sec): 3 clusters Score: Raw -232312.748054 + Penalty 790.802520 = -231521.945533 nChanged 88 SP:Iteration 15Q (4109.104925 sec): 3 clusters Score: Raw -232356.454496 + Penalty 790.802520 = -231565.651975 nChanged 68 SP:Iteration 16Q (4109.143689 sec): 3 clusters Score: Raw -232391.000451 + Penalty 790.802520 = -231600.197931 nChanged 62 SP:Iteration 17Q (4109.195905 sec): 3 clusters Score: Raw -232424.053682 + Penalty 790.802520 = -231633.251161 nChanged 48 SP:Iteration 18Q (4109.243623 sec): 3 clusters Score: Raw -232452.071103 + Penalty 790.802520 = -231661.268583 nChanged 50 SP:Iteration 19Q (4109.305387 sec): 3 clusters Score: Raw -232479.812870 + Penalty 790.802520 = -231689.010349 nChanged 40 SP:Iteration 20F (4109.362112 sec): 3 clusters Score: Raw -232504.139943 + Penalty 790.802520 = -231713.337422 nChanged 37 SP:Iteration 21Q (4109.412035 sec): 3 clusters Score: Raw -232524.179013 + Penalty 790.802520 = -231733.376492 nChanged 28 SP:Iteration 22Q (4109.457020 sec): 3 clusters Score: Raw -232536.514657 + Penalty 790.802520 = -231745.712137 nChanged 17 SP:Iteration 23Q (4109.508809 sec): 3 clusters Score: Raw -232543.670516 + Penalty 790.802520 = -231752.867996 nChanged 16 SP:Iteration 24Q (4109.563653 sec): 3 clusters Score: Raw -232551.119529 + Penalty 790.802520 = -231760.317009 nChanged 17 SP:Iteration 25Q (4109.613633 sec): 3 clusters Score: Raw -232559.623671 + Penalty 790.802520 = -231768.821151 nChanged 20 SP:Iteration 26Q (4109.668492 sec): 3 clusters Score: Raw -232569.621741 + Penalty 790.802520 = -231778.819220 nChanged 15 SP:Iteration 27Q (4109.724204 sec): 3 clusters Score: Raw -232575.869499 + Penalty 790.802520 = -231785.066979 nChanged 13 SP:Iteration 28Q (4109.770382 sec): 3 clusters Score: Raw -232584.957553 + Penalty 790.802520 = -231794.155033 nChanged 15 SP:Iteration 29Q (4109.835944 sec): 3 clusters Score: Raw -232595.996759 + Penalty 790.802520 = -231805.194238 nChanged 10 SP:Iteration 30Q (4109.885187 sec): 3 clusters Score: Raw -232600.706466 + Penalty 790.802520 = -231809.903946 nChanged 2 SP:Iteration 31Q (4109.926222 sec): 3 clusters Score: Raw -232601.390614 + Penalty 790.802520 = -231810.588094 nChanged 1 SP:Iteration 32Q (4109.975822 sec): 3 clusters Score: Raw -232601.622604 + Penalty 790.802520 = -231810.820084 nChanged 0 SP:Iteration 33F (4110.038360 sec): 3 clusters Score: Raw -232601.622604 + Penalty 790.802520 = -231810.820084 nChanged 0 Trying to split cluster 22 (4821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4110.072183 sec): 2 clusters Score: Raw -187647.937604 + Penalty 385.873518 = -187262.064086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4110.120864 sec): 3 clusters Score: Raw -184687.323715 + Penalty 771.747036 = -183915.576679 nChanged 2224 SP:Iteration 1F (4110.176118 sec): 3 clusters Score: Raw -186340.154189 + Penalty 771.747036 = -185568.407153 nChanged 499 SP:Iteration 2F (4110.224407 sec): 3 clusters Score: Raw -186750.302000 + Penalty 771.747036 = -185978.554964 nChanged 387 SP:Iteration 3F (4110.275482 sec): 3 clusters Score: Raw -187055.197809 + Penalty 771.747036 = -186283.450773 nChanged 269 SP:Iteration 4F (4110.327297 sec): 3 clusters Score: Raw -187261.542812 + Penalty 771.747036 = -186489.795776 nChanged 174 SP:Iteration 5Q (4110.381378 sec): 3 clusters Score: Raw -187377.319555 + Penalty 771.747036 = -186605.572520 nChanged 137 SP:Iteration 6Q (4110.430337 sec): 3 clusters Score: Raw -187476.181652 + Penalty 771.747036 = -186704.434616 nChanged 108 SP:Iteration 7Q (4110.483025 sec): 3 clusters Score: Raw -187541.103905 + Penalty 771.747036 = -186769.356870 nChanged 65 SP:Iteration 8Q (4110.534072 sec): 3 clusters Score: Raw -187574.716612 + Penalty 771.747036 = -186802.969576 nChanged 53 SP:Iteration 9Q (4110.575114 sec): 3 clusters Score: Raw -187598.029531 + Penalty 771.747036 = -186826.282496 nChanged 50 SP:Iteration 10Q (4110.629168 sec): 3 clusters Score: Raw -187619.544651 + Penalty 771.747036 = -186847.797615 nChanged 33 SP:Iteration 11Q (4110.685650 sec): 3 clusters Score: Raw -187634.334984 + Penalty 771.747036 = -186862.587948 nChanged 29 SP:Iteration 12Q (4110.732103 sec): 3 clusters Score: Raw -187647.579512 + Penalty 771.747036 = -186875.832477 nChanged 22 SP:Iteration 13Q (4110.784445 sec): 3 clusters Score: Raw -187660.112744 + Penalty 771.747036 = -186888.365708 nChanged 17 SP:Iteration 14Q (4110.831459 sec): 3 clusters Score: Raw -187674.852067 + Penalty 771.747036 = -186903.105032 nChanged 21 SP:Iteration 15Q (4110.885736 sec): 3 clusters Score: Raw -187686.692797 + Penalty 771.747036 = -186914.945761 nChanged 16 SP:Iteration 16Q (4110.930163 sec): 3 clusters Score: Raw -187693.773997 + Penalty 771.747036 = -186922.026961 nChanged 19 SP:Iteration 17Q (4110.978313 sec): 3 clusters Score: Raw -187699.695443 + Penalty 771.747036 = -186927.948408 nChanged 17 SP:Iteration 18Q (4111.032889 sec): 3 clusters Score: Raw -187707.961688 + Penalty 771.747036 = -186936.214653 nChanged 13 SP:Iteration 19Q (4111.073261 sec): 3 clusters Score: Raw -187712.154885 + Penalty 771.747036 = -186940.407849 nChanged 6 SP:Iteration 20F (4111.125620 sec): 3 clusters Score: Raw -187713.865094 + Penalty 771.747036 = -186942.118059 nChanged 5 SP:Iteration 21Q (4111.177062 sec): 3 clusters Score: Raw -187715.851602 + Penalty 771.747036 = -186944.104567 nChanged 4 SP:Iteration 22Q (4111.229630 sec): 3 clusters Score: Raw -187716.843503 + Penalty 771.747036 = -186945.096467 nChanged 4 SP:Iteration 23Q (4111.275954 sec): 3 clusters Score: Raw -187717.699268 + Penalty 771.747036 = -186945.952232 nChanged 4 SP:Iteration 24Q (4111.336117 sec): 3 clusters Score: Raw -187719.080512 + Penalty 771.747036 = -186947.333476 nChanged 4 SP:Iteration 25Q (4111.387878 sec): 3 clusters Score: Raw -187719.716121 + Penalty 771.747036 = -186947.969086 nChanged 5 SP:Iteration 26Q (4111.431480 sec): 3 clusters Score: Raw -187720.604714 + Penalty 771.747036 = -186948.857679 nChanged 2 SP:Iteration 27Q (4111.481621 sec): 3 clusters Score: Raw -187720.943548 + Penalty 771.747036 = -186949.196513 nChanged 1 SP:Iteration 28Q (4111.531449 sec): 3 clusters Score: Raw -187721.054385 + Penalty 771.747036 = -186949.307350 nChanged 1 SP:Iteration 29Q (4111.586964 sec): 3 clusters Score: Raw -187721.236426 + Penalty 771.747036 = -186949.489390 nChanged 3 SP:Iteration 30Q (4111.627265 sec): 3 clusters Score: Raw -187722.093220 + Penalty 771.747036 = -186950.346185 nChanged 2 SP:Iteration 31Q (4111.682395 sec): 3 clusters Score: Raw -187722.512298 + Penalty 771.747036 = -186950.765263 nChanged 5 SP:Iteration 32Q (4111.729805 sec): 3 clusters Score: Raw -187723.883204 + Penalty 771.747036 = -186952.136168 nChanged 5 SP:Iteration 33Q (4111.784125 sec): 3 clusters Score: Raw -187724.639848 + Penalty 771.747036 = -186952.892813 nChanged 2 SP:Iteration 34Q (4111.823699 sec): 3 clusters Score: Raw -187724.786451 + Penalty 771.747036 = -186953.039415 nChanged 2 SP:Iteration 35Q (4111.886009 sec): 3 clusters Score: Raw -187725.124599 + Penalty 771.747036 = -186953.377564 nChanged 2 SP:Iteration 36Q (4111.939062 sec): 3 clusters Score: Raw -187725.339370 + Penalty 771.747036 = -186953.592335 nChanged 0 SP:Iteration 37F (4111.985849 sec): 3 clusters Score: Raw -187725.339370 + Penalty 771.747036 = -186953.592335 nChanged 0 Trying to split cluster 23 (5685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4112.019762 sec): 2 clusters Score: Raw -239294.498618 + Penalty 393.374181 = -238901.124437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4112.068103 sec): 3 clusters Score: Raw -235907.898794 + Penalty 786.748363 = -235121.150431 nChanged 2562 SP:Iteration 1F (4112.121302 sec): 3 clusters Score: Raw -237345.751244 + Penalty 786.748363 = -236559.002881 nChanged 454 SP:Iteration 2F (4112.170197 sec): 3 clusters Score: Raw -237618.234836 + Penalty 786.748363 = -236831.486473 nChanged 476 SP:Iteration 3F (4112.213519 sec): 3 clusters Score: Raw -237948.337881 + Penalty 786.748363 = -237161.589518 nChanged 431 SP:Iteration 4F (4112.279758 sec): 3 clusters Score: Raw -238294.886862 + Penalty 786.748363 = -237508.138499 nChanged 393 SP:Iteration 5F (4112.325594 sec): 3 clusters Score: Raw -238629.779563 + Penalty 786.748363 = -237843.031200 nChanged 307 SP:Iteration 6F (4112.381273 sec): 3 clusters Score: Raw -238902.844883 + Penalty 786.748363 = -238116.096520 nChanged 226 SP:Iteration 7Q (4112.432721 sec): 3 clusters Score: Raw -239124.483506 + Penalty 786.748363 = -238337.735143 nChanged 144 SP:Iteration 8Q (4112.483222 sec): 3 clusters Score: Raw -239255.736607 + Penalty 786.748363 = -238468.988244 nChanged 70 SP:Iteration 9Q (4112.538110 sec): 3 clusters Score: Raw -239296.084051 + Penalty 786.748363 = -238509.335688 nChanged 34 SP:Iteration 10Q (4112.595439 sec): 3 clusters Score: Raw -239320.162669 + Penalty 786.748363 = -238533.414306 nChanged 20 SP:Iteration 11Q (4112.644541 sec): 3 clusters Score: Raw -239335.860004 + Penalty 786.748363 = -238549.111641 nChanged 21 SP:Iteration 12Q (4112.684045 sec): 3 clusters Score: Raw -239350.966071 + Penalty 786.748363 = -238564.217708 nChanged 12 SP:Iteration 13Q (4112.733780 sec): 3 clusters Score: Raw -239359.210563 + Penalty 786.748363 = -238572.462200 nChanged 8 SP:Iteration 14Q (4112.776349 sec): 3 clusters Score: Raw -239365.416955 + Penalty 786.748363 = -238578.668592 nChanged 6 SP:Iteration 15Q (4112.829566 sec): 3 clusters Score: Raw -239371.522547 + Penalty 786.748363 = -238584.774184 nChanged 3 SP:Iteration 16Q (4112.880803 sec): 3 clusters Score: Raw -239374.608400 + Penalty 786.748363 = -238587.860037 nChanged 4 SP:Iteration 17Q (4112.937715 sec): 3 clusters Score: Raw -239377.168428 + Penalty 786.748363 = -238590.420065 nChanged 4 SP:Iteration 18Q (4112.989341 sec): 3 clusters Score: Raw -239378.548904 + Penalty 786.748363 = -238591.800541 nChanged 1 SP:Iteration 19Q (4113.038217 sec): 3 clusters Score: Raw -239379.214036 + Penalty 786.748363 = -238592.465673 nChanged 1 SP:Iteration 20F (4113.099054 sec): 3 clusters Score: Raw -239379.333304 + Penalty 786.748363 = -238592.584941 nChanged 0 Trying to split cluster 24 (13930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4113.136334 sec): 2 clusters Score: Raw -594555.103630 + Penalty 434.151903 = -594120.951727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4113.192272 sec): 3 clusters Score: Raw -585676.988573 + Penalty 868.303806 = -584808.684767 nChanged 6601 SP:Iteration 1F (4113.247917 sec): 3 clusters Score: Raw -589926.850290 + Penalty 868.303806 = -589058.546484 nChanged 1000 SP:Iteration 2F (4113.299720 sec): 3 clusters Score: Raw -590536.014079 + Penalty 868.303806 = -589667.710272 nChanged 1052 SP:Iteration 3F (4113.359550 sec): 3 clusters Score: Raw -591251.306986 + Penalty 868.303806 = -590383.003180 nChanged 1021 SP:Iteration 4F (4113.421524 sec): 3 clusters Score: Raw -591964.242741 + Penalty 868.303806 = -591095.938935 nChanged 922 SP:Iteration 5F (4113.473495 sec): 3 clusters Score: Raw -592623.874084 + Penalty 868.303806 = -591755.570278 nChanged 754 SP:Iteration 6F (4113.538427 sec): 3 clusters Score: Raw -593195.106288 + Penalty 868.303806 = -592326.802482 nChanged 595 SP:Iteration 7Q (4113.594885 sec): 3 clusters Score: Raw -593629.861060 + Penalty 868.303806 = -592761.557253 nChanged 432 SP:Iteration 8Q (4113.654826 sec): 3 clusters Score: Raw -593933.802399 + Penalty 868.303806 = -593065.498593 nChanged 306 SP:Iteration 9Q (4113.712048 sec): 3 clusters Score: Raw -594148.466030 + Penalty 868.303806 = -593280.162224 nChanged 207 SP:Iteration 10Q (4113.761706 sec): 3 clusters Score: Raw -594306.930683 + Penalty 868.303806 = -593438.626877 nChanged 159 SP:Iteration 11Q (4113.809093 sec): 3 clusters Score: Raw -594413.473246 + Penalty 868.303806 = -593545.169440 nChanged 124 SP:Iteration 12Q (4113.875056 sec): 3 clusters Score: Raw -594493.397500 + Penalty 868.303806 = -593625.093694 nChanged 67 SP:Iteration 13Q (4113.932495 sec): 3 clusters Score: Raw -594538.294779 + Penalty 868.303806 = -593669.990973 nChanged 41 SP:Iteration 14Q (4113.981648 sec): 3 clusters Score: Raw -594562.017565 + Penalty 868.303806 = -593693.713759 nChanged 37 SP:Iteration 15Q (4114.034793 sec): 3 clusters Score: Raw -594581.381784 + Penalty 868.303806 = -593713.077978 nChanged 35 SP:Iteration 16Q (4114.101378 sec): 3 clusters Score: Raw -594595.889615 + Penalty 868.303806 = -593727.585809 nChanged 22 SP:Iteration 17Q (4114.153955 sec): 3 clusters Score: Raw -594612.823350 + Penalty 868.303806 = -593744.519544 nChanged 35 SP:Iteration 18Q (4114.213073 sec): 3 clusters Score: Raw -594630.897101 + Penalty 868.303806 = -593762.593295 nChanged 24 SP:Iteration 19Q (4114.268247 sec): 3 clusters Score: Raw -594641.340262 + Penalty 868.303806 = -593773.036456 nChanged 19 SP:Iteration 20F (4114.324701 sec): 3 clusters Score: Raw -594650.154065 + Penalty 868.303806 = -593781.850259 nChanged 19 SP:Iteration 21Q (4114.371502 sec): 3 clusters Score: Raw -594661.706031 + Penalty 868.303806 = -593793.402224 nChanged 23 SP:Iteration 22Q (4114.425384 sec): 3 clusters Score: Raw -594671.557589 + Penalty 868.303806 = -593803.253783 nChanged 16 SP:Iteration 23Q (4114.471605 sec): 3 clusters Score: Raw -594676.774464 + Penalty 868.303806 = -593808.470658 nChanged 10 SP:Iteration 24Q (4114.539933 sec): 3 clusters Score: Raw -594679.289438 + Penalty 868.303806 = -593810.985632 nChanged 5 SP:Iteration 25Q (4114.588054 sec): 3 clusters Score: Raw -594681.284345 + Penalty 868.303806 = -593812.980539 nChanged 3 SP:Iteration 26Q (4114.639960 sec): 3 clusters Score: Raw -594682.096451 + Penalty 868.303806 = -593813.792645 nChanged 1 SP:Iteration 27Q (4114.695794 sec): 3 clusters Score: Raw -594682.154823 + Penalty 868.303806 = -593813.851017 nChanged 0 SP:Iteration 28F (4114.762333 sec): 3 clusters Score: Raw -594682.154823 + Penalty 868.303806 = -593813.851017 nChanged 0 Trying to split cluster 25 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4114.787290 sec): 2 clusters Score: Raw -17041.574433 + Penalty 280.907268 = -16760.667165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4114.833539 sec): 3 clusters Score: Raw -16890.939109 + Penalty 561.814535 = -16329.124574 nChanged 170 SP:Iteration 1F (4114.869550 sec): 3 clusters Score: Raw -17053.956272 + Penalty 561.814535 = -16492.141736 nChanged 49 SP:Iteration 2F (4114.924141 sec): 3 clusters Score: Raw -17097.266570 + Penalty 561.814535 = -16535.452035 nChanged 26 SP:Iteration 3F (4114.965748 sec): 3 clusters Score: Raw -17123.397359 + Penalty 561.814535 = -16561.582823 nChanged 21 SP:Iteration 4Q (4115.010899 sec): 3 clusters Score: Raw -17141.970310 + Penalty 561.814535 = -16580.155775 nChanged 16 SP:Iteration 5Q (4115.059758 sec): 3 clusters Score: Raw -17166.827848 + Penalty 561.814535 = -16605.013313 nChanged 21 SP:Iteration 6Q (4115.094794 sec): 3 clusters Score: Raw -17191.836802 + Penalty 561.814535 = -16630.022266 nChanged 13 SP:Iteration 7Q (4115.143316 sec): 3 clusters Score: Raw -17209.404744 + Penalty 561.814535 = -16647.590209 nChanged 10 SP:Iteration 8Q (4115.194837 sec): 3 clusters Score: Raw -17233.849349 + Penalty 561.814535 = -16672.034814 nChanged 7 SP:Iteration 9Q (4115.222878 sec): 3 clusters Score: Raw -17248.006370 + Penalty 561.814535 = -16686.191834 nChanged 4 SP:Iteration 10Q (4115.279272 sec): 3 clusters Score: Raw -17257.378355 + Penalty 561.814535 = -16695.563820 nChanged 5 SP:Iteration 11Q (4115.319397 sec): 3 clusters Score: Raw -17264.116807 + Penalty 561.814535 = -16702.302272 nChanged 6 SP:Iteration 12Q (4115.360597 sec): 3 clusters Score: Raw -17275.442232 + Penalty 561.814535 = -16713.627696 nChanged 8 SP:Iteration 13Q (4115.415993 sec): 3 clusters Score: Raw -17287.999656 + Penalty 561.814535 = -16726.185120 nChanged 5 SP:Iteration 14Q (4115.461899 sec): 3 clusters Score: Raw -17292.825714 + Penalty 561.814535 = -16731.011178 nChanged 6 SP:Iteration 15Q (4115.500681 sec): 3 clusters Score: Raw -17300.436077 + Penalty 561.814535 = -16738.621542 nChanged 6 SP:Iteration 16Q (4115.546373 sec): 3 clusters Score: Raw -17306.566094 + Penalty 561.814535 = -16744.751558 nChanged 3 SP:Iteration 17Q (4115.590148 sec): 3 clusters Score: Raw -17312.578636 + Penalty 561.814535 = -16750.764101 nChanged 8 SP:Iteration 18Q (4115.635060 sec): 3 clusters Score: Raw -17327.945665 + Penalty 561.814535 = -16766.131130 nChanged 5 SP:Iteration 19Q (4115.673002 sec): 3 clusters Score: Raw -17341.389277 + Penalty 561.814535 = -16779.574741 nChanged 6 SP:Iteration 20F (4115.723364 sec): 3 clusters Score: Raw -17352.693040 + Penalty 561.814535 = -16790.878504 nChanged 6 SP:Iteration 21Q (4115.776806 sec): 3 clusters Score: Raw -17360.600140 + Penalty 561.814535 = -16798.785605 nChanged 5 SP:Iteration 22Q (4115.820912 sec): 3 clusters Score: Raw -17366.102808 + Penalty 561.814535 = -16804.288272 nChanged 3 SP:Iteration 23Q (4115.864354 sec): 3 clusters Score: Raw -17370.514057 + Penalty 561.814535 = -16808.699521 nChanged 4 SP:Iteration 24Q (4115.913642 sec): 3 clusters Score: Raw -17374.542537 + Penalty 561.814535 = -16812.728002 nChanged 3 SP:Iteration 25Q (4115.954332 sec): 3 clusters Score: Raw -17379.528463 + Penalty 561.814535 = -16817.713927 nChanged 2 SP:Iteration 26Q (4115.990707 sec): 3 clusters Score: Raw -17380.756037 + Penalty 561.814535 = -16818.941501 nChanged 1 SP:Iteration 27Q (4116.044592 sec): 3 clusters Score: Raw -17381.783085 + Penalty 561.814535 = -16819.968549 nChanged 1 SP:Iteration 28Q (4116.084430 sec): 3 clusters Score: Raw -17382.094952 + Penalty 561.814535 = -16820.280417 nChanged 0 SP:Iteration 29F (4116.131122 sec): 3 clusters Score: Raw -17382.094952 + Penalty 561.814535 = -16820.280417 nChanged 0 Score: Raw -17401470.420497 + Penalty 27318.534099 = -17374151.886398 Splitting cluster 25 changes total score from -17374405.247055 to -17374151.886398 So it's not getting split. Trying to split cluster 26 (2763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4123.702567 sec): 2 clusters Score: Raw -103142.179766 + Penalty 360.545291 = -102781.634475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4123.756046 sec): 3 clusters Score: Raw -101601.406820 + Penalty 721.090582 = -100880.316238 nChanged 1189 SP:Iteration 1F (4123.799645 sec): 3 clusters Score: Raw -102315.736435 + Penalty 721.090582 = -101594.645854 nChanged 186 SP:Iteration 2F (4123.836765 sec): 3 clusters Score: Raw -102408.388435 + Penalty 721.090582 = -101687.297853 nChanged 159 SP:Iteration 3F (4123.890249 sec): 3 clusters Score: Raw -102494.890423 + Penalty 721.090582 = -101773.799842 nChanged 153 SP:Iteration 4F (4123.933516 sec): 3 clusters Score: Raw -102574.363467 + Penalty 721.090582 = -101853.272886 nChanged 154 SP:Iteration 5F (4123.975069 sec): 3 clusters Score: Raw -102676.981377 + Penalty 721.090582 = -101955.890795 nChanged 150 SP:Iteration 6F (4124.026995 sec): 3 clusters Score: Raw -102765.663778 + Penalty 721.090582 = -102044.573197 nChanged 117 SP:Iteration 7Q (4124.072939 sec): 3 clusters Score: Raw -102853.893417 + Penalty 721.090582 = -102132.802835 nChanged 111 SP:Iteration 8Q (4124.123469 sec): 3 clusters Score: Raw -102938.080106 + Penalty 721.090582 = -102216.989525 nChanged 86 SP:Iteration 9Q (4124.166097 sec): 3 clusters Score: Raw -102997.544604 + Penalty 721.090582 = -102276.454023 nChanged 66 SP:Iteration 10Q (4124.216836 sec): 3 clusters Score: Raw -103036.782493 + Penalty 721.090582 = -102315.691912 nChanged 47 SP:Iteration 11Q (4124.270101 sec): 3 clusters Score: Raw -103073.934187 + Penalty 721.090582 = -102352.843605 nChanged 46 SP:Iteration 12Q (4124.317441 sec): 3 clusters Score: Raw -103106.002394 + Penalty 721.090582 = -102384.911813 nChanged 31 SP:Iteration 13Q (4124.359185 sec): 3 clusters Score: Raw -103127.369728 + Penalty 721.090582 = -102406.279147 nChanged 25 SP:Iteration 14Q (4124.416245 sec): 3 clusters Score: Raw -103148.496419 + Penalty 721.090582 = -102427.405838 nChanged 20 SP:Iteration 15Q (4124.456857 sec): 3 clusters Score: Raw -103166.351251 + Penalty 721.090582 = -102445.260669 nChanged 13 SP:Iteration 16Q (4124.495931 sec): 3 clusters Score: Raw -103174.696454 + Penalty 721.090582 = -102453.605873 nChanged 11 SP:Iteration 17Q (4124.543978 sec): 3 clusters Score: Raw -103181.883929 + Penalty 721.090582 = -102460.793347 nChanged 11 SP:Iteration 18Q (4124.593002 sec): 3 clusters Score: Raw -103188.718751 + Penalty 721.090582 = -102467.628169 nChanged 9 SP:Iteration 19Q (4124.639389 sec): 3 clusters Score: Raw -103193.251845 + Penalty 721.090582 = -102472.161264 nChanged 2 SP:Iteration 20F (4124.697304 sec): 3 clusters Score: Raw -103193.556861 + Penalty 721.090582 = -102472.466279 nChanged 0 Trying to split cluster 27 (13982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4124.736045 sec): 2 clusters Score: Raw -560959.696961 + Penalty 434.321436 = -560525.375525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4124.792944 sec): 3 clusters Score: Raw -552158.602313 + Penalty 868.642872 = -551289.959441 nChanged 6624 SP:Iteration 1F (4124.848704 sec): 3 clusters Score: Raw -556674.183280 + Penalty 868.642872 = -555805.540408 nChanged 1059 SP:Iteration 2F (4124.910591 sec): 3 clusters Score: Raw -557542.504818 + Penalty 868.642872 = -556673.861946 nChanged 1110 SP:Iteration 3F (4124.959676 sec): 3 clusters Score: Raw -558566.732678 + Penalty 868.642872 = -557698.089806 nChanged 949 SP:Iteration 4F (4125.025164 sec): 3 clusters Score: Raw -559371.444857 + Penalty 868.642872 = -558502.801985 nChanged 666 SP:Iteration 5Q (4125.076521 sec): 3 clusters Score: Raw -559843.520391 + Penalty 868.642872 = -558974.877519 nChanged 472 SP:Iteration 6Q (4125.130740 sec): 3 clusters Score: Raw -560089.787835 + Penalty 868.642872 = -559221.144963 nChanged 323 SP:Iteration 7Q (4125.193739 sec): 3 clusters Score: Raw -560220.549113 + Penalty 868.642872 = -559351.906241 nChanged 225 SP:Iteration 8Q (4125.253150 sec): 3 clusters Score: Raw -560294.606325 + Penalty 868.642872 = -559425.963453 nChanged 179 SP:Iteration 9Q (4125.310572 sec): 3 clusters Score: Raw -560347.998361 + Penalty 868.642872 = -559479.355489 nChanged 147 SP:Iteration 10Q (4125.372147 sec): 3 clusters Score: Raw -560390.425433 + Penalty 868.642872 = -559521.782561 nChanged 134 SP:Iteration 11Q (4125.428073 sec): 3 clusters Score: Raw -560426.587956 + Penalty 868.642872 = -559557.945084 nChanged 128 SP:Iteration 12Q (4125.490084 sec): 3 clusters Score: Raw -560458.701725 + Penalty 868.642872 = -559590.058853 nChanged 122 SP:Iteration 13Q (4125.552179 sec): 3 clusters Score: Raw -560486.332321 + Penalty 868.642872 = -559617.689449 nChanged 101 SP:Iteration 14Q (4125.613242 sec): 3 clusters Score: Raw -560509.884622 + Penalty 868.642872 = -559641.241749 nChanged 88 SP:Iteration 15Q (4125.671975 sec): 3 clusters Score: Raw -560528.407751 + Penalty 868.642872 = -559659.764879 nChanged 85 SP:Iteration 16Q (4125.734514 sec): 3 clusters Score: Raw -560544.221905 + Penalty 868.642872 = -559675.579032 nChanged 60 SP:Iteration 17Q (4125.792085 sec): 3 clusters Score: Raw -560552.900890 + Penalty 868.642872 = -559684.258018 nChanged 51 SP:Iteration 18Q (4125.851328 sec): 3 clusters Score: Raw -560558.582154 + Penalty 868.642872 = -559689.939282 nChanged 51 SP:Iteration 19Q (4125.909365 sec): 3 clusters Score: Raw -560566.082821 + Penalty 868.642872 = -559697.439949 nChanged 55 SP:Iteration 20F (4125.975381 sec): 3 clusters Score: Raw -560574.851353 + Penalty 868.642872 = -559706.208481 nChanged 62 SP:Iteration 21Q (4126.029723 sec): 3 clusters Score: Raw -560584.878822 + Penalty 868.642872 = -559716.235949 nChanged 62 SP:Iteration 22Q (4126.083558 sec): 3 clusters Score: Raw -560594.284583 + Penalty 868.642872 = -559725.641711 nChanged 56 SP:Iteration 23Q (4126.150182 sec): 3 clusters Score: Raw -560602.757188 + Penalty 868.642872 = -559734.114316 nChanged 59 SP:Iteration 24Q (4126.203067 sec): 3 clusters Score: Raw -560610.882431 + Penalty 868.642872 = -559742.239559 nChanged 58 SP:Iteration 25Q (4126.261534 sec): 3 clusters Score: Raw -560619.324621 + Penalty 868.642872 = -559750.681749 nChanged 64 SP:Iteration 26Q (4126.321633 sec): 3 clusters Score: Raw -560629.912634 + Penalty 868.642872 = -559761.269761 nChanged 80 SP:Iteration 27Q (4126.381099 sec): 3 clusters Score: Raw -560645.665336 + Penalty 868.642872 = -559777.022464 nChanged 90 SP:Iteration 28Q (4126.443750 sec): 3 clusters Score: Raw -560664.581115 + Penalty 868.642872 = -559795.938243 nChanged 85 SP:Iteration 29Q (4126.491000 sec): 3 clusters Score: Raw -560688.267921 + Penalty 868.642872 = -559819.625048 nChanged 89 SP:Iteration 30Q (4126.562377 sec): 3 clusters Score: Raw -560714.343332 + Penalty 868.642872 = -559845.700459 nChanged 99 SP:Iteration 31Q (4126.621805 sec): 3 clusters Score: Raw -560745.439047 + Penalty 868.642872 = -559876.796175 nChanged 89 SP:Iteration 32Q (4126.676713 sec): 3 clusters Score: Raw -560771.940352 + Penalty 868.642872 = -559903.297480 nChanged 78 SP:Iteration 33Q (4126.732784 sec): 3 clusters Score: Raw -560791.040338 + Penalty 868.642872 = -559922.397466 nChanged 66 SP:Iteration 34Q (4126.792774 sec): 3 clusters Score: Raw -560807.788355 + Penalty 868.642872 = -559939.145483 nChanged 74 SP:Iteration 35Q (4126.846656 sec): 3 clusters Score: Raw -560826.840778 + Penalty 868.642872 = -559958.197905 nChanged 67 SP:Iteration 36Q (4126.907961 sec): 3 clusters Score: Raw -560842.665367 + Penalty 868.642872 = -559974.022495 nChanged 55 SP:Iteration 37Q (4126.965446 sec): 3 clusters Score: Raw -560857.991230 + Penalty 868.642872 = -559989.348358 nChanged 51 SP:Iteration 38Q (4127.018071 sec): 3 clusters Score: Raw -560871.754506 + Penalty 868.642872 = -560003.111634 nChanged 51 SP:Iteration 39Q (4127.077271 sec): 3 clusters Score: Raw -560885.699299 + Penalty 868.642872 = -560017.056427 nChanged 54 SP:Iteration 40F (4127.138325 sec): 3 clusters Score: Raw -560901.687227 + Penalty 868.642872 = -560033.044355 nChanged 46 SP:Iteration 41Q (4127.188080 sec): 3 clusters Score: Raw -560914.845971 + Penalty 868.642872 = -560046.203099 nChanged 41 SP:Iteration 42Q (4127.241884 sec): 3 clusters Score: Raw -560924.579750 + Penalty 868.642872 = -560055.936878 nChanged 43 SP:Iteration 43Q (4127.310465 sec): 3 clusters Score: Raw -560934.297900 + Penalty 868.642872 = -560065.655028 nChanged 43 SP:Iteration 44Q (4127.362364 sec): 3 clusters Score: Raw -560945.462236 + Penalty 868.642872 = -560076.819363 nChanged 44 SP:Iteration 45Q (4127.426502 sec): 3 clusters Score: Raw -560958.991032 + Penalty 868.642872 = -560090.348160 nChanged 54 SP:Iteration 46Q (4127.480545 sec): 3 clusters Score: Raw -560974.991011 + Penalty 868.642872 = -560106.348139 nChanged 32 SP:Iteration 47Q (4127.532071 sec): 3 clusters Score: Raw -560983.107535 + Penalty 868.642872 = -560114.464662 nChanged 28 SP:Iteration 48Q (4127.598736 sec): 3 clusters Score: Raw -560989.490258 + Penalty 868.642872 = -560120.847386 nChanged 24 SP:Iteration 49Q (4127.660530 sec): 3 clusters Score: Raw -560995.980467 + Penalty 868.642872 = -560127.337595 nChanged 22 SP:Iteration 50Q (4127.716196 sec): 3 clusters Score: Raw -561001.919095 + Penalty 868.642872 = -560133.276223 nChanged 26 SP:Iteration 51Q (4127.760579 sec): 3 clusters Score: Raw -561008.676953 + Penalty 868.642872 = -560140.034081 nChanged 26 SP:Iteration 52Q (4127.813218 sec): 3 clusters Score: Raw -561016.490555 + Penalty 868.642872 = -560147.847683 nChanged 17 SP:Iteration 53Q (4127.876611 sec): 3 clusters Score: Raw -561022.377817 + Penalty 868.642872 = -560153.734945 nChanged 16 SP:Iteration 54Q (4127.920223 sec): 3 clusters Score: Raw -561026.101087 + Penalty 868.642872 = -560157.458215 nChanged 13 SP:Iteration 55Q (4127.980211 sec): 3 clusters Score: Raw -561028.636127 + Penalty 868.642872 = -560159.993255 nChanged 11 SP:Iteration 56Q (4128.026598 sec): 3 clusters Score: Raw -561030.920871 + Penalty 868.642872 = -560162.277998 nChanged 7 SP:Iteration 57Q (4128.093427 sec): 3 clusters Score: Raw -561031.665780 + Penalty 868.642872 = -560163.022908 nChanged 4 SP:Iteration 58Q (4128.151551 sec): 3 clusters Score: Raw -561032.630744 + Penalty 868.642872 = -560163.987872 nChanged 8 SP:Iteration 59Q (4128.204486 sec): 3 clusters Score: Raw -561035.558289 + Penalty 868.642872 = -560166.915417 nChanged 10 SP:Iteration 60F (4128.270269 sec): 3 clusters Score: Raw -561037.080340 + Penalty 868.642872 = -560168.437468 nChanged 4 SP:Iteration 61Q (4128.316026 sec): 3 clusters Score: Raw -561037.471519 + Penalty 868.642872 = -560168.828647 nChanged 4 SP:Iteration 62Q (4128.372345 sec): 3 clusters Score: Raw -561037.943993 + Penalty 868.642872 = -560169.301121 nChanged 3 SP:Iteration 63Q (4128.429374 sec): 3 clusters Score: Raw -561038.236170 + Penalty 868.642872 = -560169.593298 nChanged 0 SP:Iteration 64F (4128.501220 sec): 3 clusters Score: Raw -561038.236170 + Penalty 868.642872 = -560169.593298 nChanged 0 Trying to split cluster 28 (1161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4128.530413 sec): 2 clusters Score: Raw -38723.575250 + Penalty 321.095183 = -38402.480067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4128.576354 sec): 3 clusters Score: Raw -38139.728784 + Penalty 642.190365 = -37497.538419 nChanged 457 SP:Iteration 1F (4128.624297 sec): 3 clusters Score: Raw -38416.154527 + Penalty 642.190365 = -37773.964161 nChanged 97 SP:Iteration 2F (4128.665590 sec): 3 clusters Score: Raw -38466.140633 + Penalty 642.190365 = -37823.950268 nChanged 55 SP:Iteration 3Q (4128.710014 sec): 3 clusters Score: Raw -38494.208193 + Penalty 642.190365 = -37852.017827 nChanged 43 SP:Iteration 4Q (4128.742499 sec): 3 clusters Score: Raw -38520.059412 + Penalty 642.190365 = -37877.869047 nChanged 35 SP:Iteration 5Q (4128.787852 sec): 3 clusters Score: Raw -38535.843446 + Penalty 642.190365 = -37893.653081 nChanged 23 SP:Iteration 6Q (4128.834884 sec): 3 clusters Score: Raw -38545.991073 + Penalty 642.190365 = -37903.800708 nChanged 28 SP:Iteration 7Q (4128.884826 sec): 3 clusters Score: Raw -38559.733458 + Penalty 642.190365 = -37917.543092 nChanged 23 SP:Iteration 8Q (4128.925460 sec): 3 clusters Score: Raw -38571.933331 + Penalty 642.190365 = -37929.742965 nChanged 22 SP:Iteration 9Q (4128.974822 sec): 3 clusters Score: Raw -38581.155840 + Penalty 642.190365 = -37938.965474 nChanged 18 SP:Iteration 10Q (4129.009305 sec): 3 clusters Score: Raw -38591.246781 + Penalty 642.190365 = -37949.056415 nChanged 21 SP:Iteration 11Q (4129.061320 sec): 3 clusters Score: Raw -38603.846975 + Penalty 642.190365 = -37961.656610 nChanged 19 SP:Iteration 12Q (4129.096073 sec): 3 clusters Score: Raw -38611.699002 + Penalty 642.190365 = -37969.508637 nChanged 15 SP:Iteration 13Q (4129.144312 sec): 3 clusters Score: Raw -38616.088640 + Penalty 642.190365 = -37973.898275 nChanged 12 SP:Iteration 14Q (4129.187656 sec): 3 clusters Score: Raw -38618.451613 + Penalty 642.190365 = -37976.261248 nChanged 7 SP:Iteration 15Q (4129.227256 sec): 3 clusters Score: Raw -38621.164749 + Penalty 642.190365 = -37978.974384 nChanged 7 SP:Iteration 16Q (4129.273557 sec): 3 clusters Score: Raw -38623.627462 + Penalty 642.190365 = -37981.437097 nChanged 6 SP:Iteration 17Q (4129.304876 sec): 3 clusters Score: Raw -38625.751413 + Penalty 642.190365 = -37983.561048 nChanged 8 SP:Iteration 18Q (4129.346100 sec): 3 clusters Score: Raw -38628.521450 + Penalty 642.190365 = -37986.331085 nChanged 7 SP:Iteration 19Q (4129.387930 sec): 3 clusters Score: Raw -38630.857138 + Penalty 642.190365 = -37988.666773 nChanged 7 SP:Iteration 20F (4129.434963 sec): 3 clusters Score: Raw -38632.549165 + Penalty 642.190365 = -37990.358800 nChanged 5 SP:Iteration 21Q (4129.474582 sec): 3 clusters Score: Raw -38634.725585 + Penalty 642.190365 = -37992.535220 nChanged 4 SP:Iteration 22Q (4129.522272 sec): 3 clusters Score: Raw -38635.493728 + Penalty 642.190365 = -37993.303363 nChanged 3 SP:Iteration 23Q (4129.571073 sec): 3 clusters Score: Raw -38635.821138 + Penalty 642.190365 = -37993.630773 nChanged 3 SP:Iteration 24Q (4129.613563 sec): 3 clusters Score: Raw -38636.469658 + Penalty 642.190365 = -37994.279293 nChanged 4 SP:Iteration 25Q (4129.657744 sec): 3 clusters Score: Raw -38637.934768 + Penalty 642.190365 = -37995.744402 nChanged 3 SP:Iteration 26Q (4129.703127 sec): 3 clusters Score: Raw -38639.443737 + Penalty 642.190365 = -37997.253371 nChanged 5 SP:Iteration 27Q (4129.749034 sec): 3 clusters Score: Raw -38640.264444 + Penalty 642.190365 = -37998.074079 nChanged 4 SP:Iteration 28Q (4129.794351 sec): 3 clusters Score: Raw -38641.427571 + Penalty 642.190365 = -37999.237206 nChanged 3 SP:Iteration 29Q (4129.838851 sec): 3 clusters Score: Raw -38641.899065 + Penalty 642.190365 = -37999.708700 nChanged 2 SP:Iteration 30Q (4129.887603 sec): 3 clusters Score: Raw -38642.421787 + Penalty 642.190365 = -38000.231422 nChanged 2 SP:Iteration 31Q (4129.929568 sec): 3 clusters Score: Raw -38642.687588 + Penalty 642.190365 = -38000.497223 nChanged 2 SP:Iteration 32Q (4129.969885 sec): 3 clusters Score: Raw -38643.002869 + Penalty 642.190365 = -38000.812504 nChanged 3 SP:Iteration 33Q (4130.017344 sec): 3 clusters Score: Raw -38643.349907 + Penalty 642.190365 = -38001.159542 nChanged 0 SP:Iteration 34F (4130.067571 sec): 3 clusters Score: Raw -38643.349907 + Penalty 642.190365 = -38001.159542 nChanged 0 Trying to split cluster 29 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4130.087450 sec): 2 clusters Score: Raw -34826.101545 + Penalty 310.509002 = -34515.592543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4130.129396 sec): 3 clusters Score: Raw -34379.129987 + Penalty 621.018004 = -33758.111983 nChanged 336 SP:Iteration 1F (4130.190183 sec): 3 clusters Score: Raw -34552.721117 + Penalty 621.018004 = -33931.703113 nChanged 70 SP:Iteration 2F (4130.238263 sec): 3 clusters Score: Raw -34596.314172 + Penalty 621.018004 = -33975.296168 nChanged 46 SP:Iteration 3Q (4130.273030 sec): 3 clusters Score: Raw -34622.603888 + Penalty 621.018004 = -34001.585884 nChanged 40 SP:Iteration 4Q (4130.317772 sec): 3 clusters Score: Raw -34642.682002 + Penalty 621.018004 = -34021.663998 nChanged 25 SP:Iteration 5Q (4130.368658 sec): 3 clusters Score: Raw -34655.268252 + Penalty 621.018004 = -34034.250248 nChanged 25 SP:Iteration 6Q (4130.417155 sec): 3 clusters Score: Raw -34672.909065 + Penalty 621.018004 = -34051.891061 nChanged 27 SP:Iteration 7Q (4130.459904 sec): 3 clusters Score: Raw -34689.671961 + Penalty 621.018004 = -34068.653957 nChanged 23 SP:Iteration 8Q (4130.506446 sec): 3 clusters Score: Raw -34701.255992 + Penalty 621.018004 = -34080.237988 nChanged 13 SP:Iteration 9Q (4130.546426 sec): 3 clusters Score: Raw -34707.214054 + Penalty 621.018004 = -34086.196050 nChanged 14 SP:Iteration 10Q (4130.597090 sec): 3 clusters Score: Raw -34715.917341 + Penalty 621.018004 = -34094.899337 nChanged 15 SP:Iteration 11Q (4130.643599 sec): 3 clusters Score: Raw -34725.191334 + Penalty 621.018004 = -34104.173330 nChanged 19 SP:Iteration 12Q (4130.684958 sec): 3 clusters Score: Raw -34735.661663 + Penalty 621.018004 = -34114.643659 nChanged 13 SP:Iteration 13Q (4130.725001 sec): 3 clusters Score: Raw -34742.809940 + Penalty 621.018004 = -34121.791936 nChanged 14 SP:Iteration 14Q (4130.777496 sec): 3 clusters Score: Raw -34749.152469 + Penalty 621.018004 = -34128.134465 nChanged 10 SP:Iteration 15Q (4130.817444 sec): 3 clusters Score: Raw -34754.095691 + Penalty 621.018004 = -34133.077687 nChanged 10 SP:Iteration 16Q (4130.868586 sec): 3 clusters Score: Raw -34758.096267 + Penalty 621.018004 = -34137.078263 nChanged 8 SP:Iteration 17Q (4130.904803 sec): 3 clusters Score: Raw -34760.817037 + Penalty 621.018004 = -34139.799033 nChanged 11 SP:Iteration 18Q (4130.957008 sec): 3 clusters Score: Raw -34766.588703 + Penalty 621.018004 = -34145.570699 nChanged 9 SP:Iteration 19Q (4131.002054 sec): 3 clusters Score: Raw -34775.863478 + Penalty 621.018004 = -34154.845474 nChanged 9 SP:Iteration 20F (4131.041455 sec): 3 clusters Score: Raw -34783.007900 + Penalty 621.018004 = -34161.989896 nChanged 10 SP:Iteration 21Q (4131.086803 sec): 3 clusters Score: Raw -34786.878334 + Penalty 621.018004 = -34165.860331 nChanged 7 SP:Iteration 22Q (4131.134274 sec): 3 clusters Score: Raw -34788.499548 + Penalty 621.018004 = -34167.481544 nChanged 4 SP:Iteration 23Q (4131.183616 sec): 3 clusters Score: Raw -34789.592699 + Penalty 621.018004 = -34168.574695 nChanged 5 SP:Iteration 24Q (4131.223403 sec): 3 clusters Score: Raw -34790.332824 + Penalty 621.018004 = -34169.314820 nChanged 3 SP:Iteration 25Q (4131.263047 sec): 3 clusters Score: Raw -34790.685283 + Penalty 621.018004 = -34169.667279 nChanged 2 SP:Iteration 26Q (4131.301551 sec): 3 clusters Score: Raw -34791.442089 + Penalty 621.018004 = -34170.424085 nChanged 1 SP:Iteration 27Q (4131.349545 sec): 3 clusters Score: Raw -34791.684128 + Penalty 621.018004 = -34170.666124 nChanged 0 SP:Iteration 28F (4131.401674 sec): 3 clusters Score: Raw -34791.684128 + Penalty 621.018004 = -34170.666124 nChanged 0 Trying to split cluster 30 (9195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4131.429265 sec): 2 clusters Score: Raw -387219.949126 + Penalty 415.251889 = -386804.697237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4131.487707 sec): 3 clusters Score: Raw -381561.816765 + Penalty 830.503777 = -380731.312987 nChanged 4307 SP:Iteration 1F (4131.544311 sec): 3 clusters Score: Raw -384274.207937 + Penalty 830.503777 = -383443.704159 nChanged 599 SP:Iteration 2F (4131.592292 sec): 3 clusters Score: Raw -384636.484187 + Penalty 830.503777 = -383805.980410 nChanged 572 SP:Iteration 3F (4131.644251 sec): 3 clusters Score: Raw -385048.846221 + Penalty 830.503777 = -384218.342444 nChanged 573 SP:Iteration 4F (4131.692853 sec): 3 clusters Score: Raw -385506.323292 + Penalty 830.503777 = -384675.819515 nChanged 555 SP:Iteration 5F (4131.744172 sec): 3 clusters Score: Raw -385926.946195 + Penalty 830.503777 = -385096.442418 nChanged 476 SP:Iteration 6F (4131.799452 sec): 3 clusters Score: Raw -386237.436266 + Penalty 830.503777 = -385406.932488 nChanged 370 SP:Iteration 7Q (4131.851580 sec): 3 clusters Score: Raw -386434.760782 + Penalty 830.503777 = -385604.257004 nChanged 268 SP:Iteration 8Q (4131.907887 sec): 3 clusters Score: Raw -386533.668637 + Penalty 830.503777 = -385703.164860 nChanged 168 SP:Iteration 9Q (4131.953359 sec): 3 clusters Score: Raw -386579.281244 + Penalty 830.503777 = -385748.777467 nChanged 122 SP:Iteration 10Q (4132.015266 sec): 3 clusters Score: Raw -386611.171770 + Penalty 830.503777 = -385780.667992 nChanged 101 SP:Iteration 11Q (4132.074815 sec): 3 clusters Score: Raw -386633.725174 + Penalty 830.503777 = -385803.221397 nChanged 93 SP:Iteration 12Q (4132.121092 sec): 3 clusters Score: Raw -386649.041580 + Penalty 830.503777 = -385818.537803 nChanged 72 SP:Iteration 13Q (4132.181519 sec): 3 clusters Score: Raw -386662.130267 + Penalty 830.503777 = -385831.626490 nChanged 71 SP:Iteration 14Q (4132.224290 sec): 3 clusters Score: Raw -386675.426001 + Penalty 830.503777 = -385844.922223 nChanged 54 SP:Iteration 15Q (4132.287990 sec): 3 clusters Score: Raw -386686.439367 + Penalty 830.503777 = -385855.935590 nChanged 61 SP:Iteration 16Q (4132.341471 sec): 3 clusters Score: Raw -386696.419942 + Penalty 830.503777 = -385865.916164 nChanged 66 SP:Iteration 17Q (4132.389701 sec): 3 clusters Score: Raw -386708.463173 + Penalty 830.503777 = -385877.959395 nChanged 63 SP:Iteration 18Q (4132.445894 sec): 3 clusters Score: Raw -386723.059612 + Penalty 830.503777 = -385892.555834 nChanged 60 SP:Iteration 19Q (4132.511037 sec): 3 clusters Score: Raw -386735.576089 + Penalty 830.503777 = -385905.072311 nChanged 59 SP:Iteration 20F (4132.555849 sec): 3 clusters Score: Raw -386746.692259 + Penalty 830.503777 = -385916.188482 nChanged 52 SP:Iteration 21Q (4132.605635 sec): 3 clusters Score: Raw -386753.718699 + Penalty 830.503777 = -385923.214921 nChanged 47 SP:Iteration 22Q (4132.658955 sec): 3 clusters Score: Raw -386760.778213 + Penalty 830.503777 = -385930.274435 nChanged 55 SP:Iteration 23Q (4132.711773 sec): 3 clusters Score: Raw -386769.400553 + Penalty 830.503777 = -385938.896775 nChanged 50 SP:Iteration 24Q (4132.768520 sec): 3 clusters Score: Raw -386777.669961 + Penalty 830.503777 = -385947.166183 nChanged 50 SP:Iteration 25Q (4132.826009 sec): 3 clusters Score: Raw -386786.370253 + Penalty 830.503777 = -385955.866476 nChanged 62 SP:Iteration 26Q (4132.872843 sec): 3 clusters Score: Raw -386798.932674 + Penalty 830.503777 = -385968.428897 nChanged 57 SP:Iteration 27Q (4132.928291 sec): 3 clusters Score: Raw -386810.213313 + Penalty 830.503777 = -385979.709536 nChanged 64 SP:Iteration 28Q (4132.984038 sec): 3 clusters Score: Raw -386824.393228 + Penalty 830.503777 = -385993.889450 nChanged 64 SP:Iteration 29Q (4133.038487 sec): 3 clusters Score: Raw -386838.481686 + Penalty 830.503777 = -386007.977908 nChanged 60 SP:Iteration 30Q (4133.099133 sec): 3 clusters Score: Raw -386850.383512 + Penalty 830.503777 = -386019.879734 nChanged 54 SP:Iteration 31Q (4133.152920 sec): 3 clusters Score: Raw -386859.439573 + Penalty 830.503777 = -386028.935796 nChanged 37 SP:Iteration 32Q (4133.207086 sec): 3 clusters Score: Raw -386864.517669 + Penalty 830.503777 = -386034.013892 nChanged 42 SP:Iteration 33Q (4133.263170 sec): 3 clusters Score: Raw -386871.210808 + Penalty 830.503777 = -386040.707030 nChanged 52 SP:Iteration 34Q (4133.306743 sec): 3 clusters Score: Raw -386881.578721 + Penalty 830.503777 = -386051.074943 nChanged 55 SP:Iteration 35Q (4133.367627 sec): 3 clusters Score: Raw -386894.477117 + Penalty 830.503777 = -386063.973339 nChanged 64 SP:Iteration 36Q (4133.419074 sec): 3 clusters Score: Raw -386909.614700 + Penalty 830.503777 = -386079.110922 nChanged 69 SP:Iteration 37Q (4133.480977 sec): 3 clusters Score: Raw -386925.388256 + Penalty 830.503777 = -386094.884478 nChanged 75 SP:Iteration 38Q (4133.539614 sec): 3 clusters Score: Raw -386943.285323 + Penalty 830.503777 = -386112.781546 nChanged 73 SP:Iteration 39Q (4133.584348 sec): 3 clusters Score: Raw -386966.553675 + Penalty 830.503777 = -386136.049898 nChanged 81 SP:Iteration 40F (4133.642817 sec): 3 clusters Score: Raw -386992.135504 + Penalty 830.503777 = -386161.631727 nChanged 75 SP:Iteration 41Q (4133.687684 sec): 3 clusters Score: Raw -387013.726510 + Penalty 830.503777 = -386183.222733 nChanged 73 SP:Iteration 42Q (4133.734630 sec): 3 clusters Score: Raw -387034.000936 + Penalty 830.503777 = -386203.497159 nChanged 55 SP:Iteration 43Q (4133.791597 sec): 3 clusters Score: Raw -387049.952619 + Penalty 830.503777 = -386219.448842 nChanged 57 SP:Iteration 44Q (4133.839901 sec): 3 clusters Score: Raw -387069.051170 + Penalty 830.503777 = -386238.547393 nChanged 58 SP:Iteration 45Q (4133.899069 sec): 3 clusters Score: Raw -387091.176694 + Penalty 830.503777 = -386260.672917 nChanged 71 SP:Iteration 46Q (4133.936504 sec): 3 clusters Score: Raw -387120.428516 + Penalty 830.503777 = -386289.924739 nChanged 73 SP:Iteration 47Q (4133.983059 sec): 3 clusters Score: Raw -387144.272829 + Penalty 830.503777 = -386313.769052 nChanged 51 SP:Iteration 48Q (4134.033218 sec): 3 clusters Score: Raw -387159.133875 + Penalty 830.503777 = -386328.630097 nChanged 44 SP:Iteration 49Q (4134.090550 sec): 3 clusters Score: Raw -387175.696212 + Penalty 830.503777 = -386345.192435 nChanged 45 SP:Iteration 50Q (4134.139030 sec): 3 clusters Score: Raw -387187.954353 + Penalty 830.503777 = -386357.450575 nChanged 38 SP:Iteration 51Q (4134.188480 sec): 3 clusters Score: Raw -387196.289875 + Penalty 830.503777 = -386365.786098 nChanged 34 SP:Iteration 52Q (4134.232755 sec): 3 clusters Score: Raw -387205.458506 + Penalty 830.503777 = -386374.954728 nChanged 29 SP:Iteration 53Q (4134.279524 sec): 3 clusters Score: Raw -387214.951850 + Penalty 830.503777 = -386384.448073 nChanged 32 SP:Iteration 54Q (4134.331464 sec): 3 clusters Score: Raw -387222.931776 + Penalty 830.503777 = -386392.427999 nChanged 25 SP:Iteration 55Q (4134.378691 sec): 3 clusters Score: Raw -387227.678948 + Penalty 830.503777 = -386397.175171 nChanged 15 SP:Iteration 56Q (4134.432984 sec): 3 clusters Score: Raw -387231.254182 + Penalty 830.503777 = -386400.750404 nChanged 17 SP:Iteration 57Q (4134.479002 sec): 3 clusters Score: Raw -387235.873685 + Penalty 830.503777 = -386405.369907 nChanged 12 SP:Iteration 58Q (4134.520390 sec): 3 clusters Score: Raw -387239.792157 + Penalty 830.503777 = -386409.288380 nChanged 19 SP:Iteration 59Q (4134.567587 sec): 3 clusters Score: Raw -387245.326893 + Penalty 830.503777 = -386414.823115 nChanged 17 SP:Iteration 60F (4134.621803 sec): 3 clusters Score: Raw -387250.426410 + Penalty 830.503777 = -386419.922633 nChanged 17 SP:Iteration 61Q (4134.679850 sec): 3 clusters Score: Raw -387254.183445 + Penalty 830.503777 = -386423.679667 nChanged 17 SP:Iteration 62Q (4134.728182 sec): 3 clusters Score: Raw -387257.676469 + Penalty 830.503777 = -386427.172692 nChanged 15 SP:Iteration 63Q (4134.766108 sec): 3 clusters Score: Raw -387260.763881 + Penalty 830.503777 = -386430.260104 nChanged 13 SP:Iteration 64Q (4134.828103 sec): 3 clusters Score: Raw -387265.842203 + Penalty 830.503777 = -386435.338425 nChanged 19 SP:Iteration 65Q (4134.879610 sec): 3 clusters Score: Raw -387271.496554 + Penalty 830.503777 = -386440.992777 nChanged 14 SP:Iteration 66Q (4134.929376 sec): 3 clusters Score: Raw -387275.017573 + Penalty 830.503777 = -386444.513796 nChanged 15 SP:Iteration 67Q (4134.977569 sec): 3 clusters Score: Raw -387280.090645 + Penalty 830.503777 = -386449.586868 nChanged 20 SP:Iteration 68Q (4135.026240 sec): 3 clusters Score: Raw -387284.399939 + Penalty 830.503777 = -386453.896161 nChanged 13 SP:Iteration 69Q (4135.081326 sec): 3 clusters Score: Raw -387286.985174 + Penalty 830.503777 = -386456.481397 nChanged 13 SP:Iteration 70Q (4135.131749 sec): 3 clusters Score: Raw -387290.728013 + Penalty 830.503777 = -386460.224235 nChanged 16 SP:Iteration 71Q (4135.183282 sec): 3 clusters Score: Raw -387294.657015 + Penalty 830.503777 = -386464.153238 nChanged 9 SP:Iteration 72Q (4135.235479 sec): 3 clusters Score: Raw -387296.008882 + Penalty 830.503777 = -386465.505104 nChanged 8 SP:Iteration 73Q (4135.291578 sec): 3 clusters Score: Raw -387297.137382 + Penalty 830.503777 = -386466.633604 nChanged 7 SP:Iteration 74Q (4135.344359 sec): 3 clusters Score: Raw -387299.147727 + Penalty 830.503777 = -386468.643950 nChanged 10 SP:Iteration 75Q (4135.396977 sec): 3 clusters Score: Raw -387301.544077 + Penalty 830.503777 = -386471.040300 nChanged 7 SP:Iteration 76Q (4135.439138 sec): 3 clusters Score: Raw -387302.739858 + Penalty 830.503777 = -386472.236081 nChanged 4 SP:Iteration 77Q (4135.503311 sec): 3 clusters Score: Raw -387303.665979 + Penalty 830.503777 = -386473.162202 nChanged 2 SP:Iteration 78Q (4135.560308 sec): 3 clusters Score: Raw -387304.018686 + Penalty 830.503777 = -386473.514908 nChanged 5 SP:Iteration 79Q (4135.613655 sec): 3 clusters Score: Raw -387305.261266 + Penalty 830.503777 = -386474.757489 nChanged 9 SP:Iteration 80F (4135.670889 sec): 3 clusters Score: Raw -387307.220492 + Penalty 830.503777 = -386476.716715 nChanged 6 SP:Iteration 81Q (4135.725073 sec): 3 clusters Score: Raw -387308.599757 + Penalty 830.503777 = -386478.095980 nChanged 4 SP:Iteration 82Q (4135.776432 sec): 3 clusters Score: Raw -387309.634956 + Penalty 830.503777 = -386479.131178 nChanged 5 SP:Iteration 83Q (4135.832381 sec): 3 clusters Score: Raw -387311.122231 + Penalty 830.503777 = -386480.618454 nChanged 4 SP:Iteration 84Q (4135.886766 sec): 3 clusters Score: Raw -387312.174172 + Penalty 830.503777 = -386481.670394 nChanged 3 SP:Iteration 85Q (4135.932837 sec): 3 clusters Score: Raw -387313.290792 + Penalty 830.503777 = -386482.787014 nChanged 2 SP:Iteration 86Q (4135.994712 sec): 3 clusters Score: Raw -387313.906825 + Penalty 830.503777 = -386483.403047 nChanged 2 SP:Iteration 87Q (4136.048342 sec): 3 clusters Score: Raw -387314.094191 + Penalty 830.503777 = -386483.590414 nChanged 1 SP:Iteration 88Q (4136.097576 sec): 3 clusters Score: Raw -387314.134845 + Penalty 830.503777 = -386483.631067 nChanged 0 SP:Iteration 89F (4136.157652 sec): 3 clusters Score: Raw -387314.134845 + Penalty 830.503777 = -386483.631067 nChanged 0 Trying to split cluster 31 (2198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4136.183897 sec): 2 clusters Score: Raw -71718.857624 + Penalty 350.136293 = -71368.721331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4136.226120 sec): 3 clusters Score: Raw -70520.420168 + Penalty 700.272585 = -69820.147583 nChanged 951 SP:Iteration 1F (4136.271457 sec): 3 clusters Score: Raw -71275.861889 + Penalty 700.272585 = -70575.589304 nChanged 224 SP:Iteration 2F (4136.314928 sec): 3 clusters Score: Raw -71484.965064 + Penalty 700.272585 = -70784.692478 nChanged 173 SP:Iteration 3F (4136.361405 sec): 3 clusters Score: Raw -71603.985897 + Penalty 700.272585 = -70903.713311 nChanged 125 SP:Iteration 4F (4136.412903 sec): 3 clusters Score: Raw -71679.772194 + Penalty 700.272585 = -70979.499609 nChanged 93 SP:Iteration 5Q (4136.456414 sec): 3 clusters Score: Raw -71729.437137 + Penalty 700.272585 = -71029.164552 nChanged 71 SP:Iteration 6Q (4136.506001 sec): 3 clusters Score: Raw -71765.665416 + Penalty 700.272585 = -71065.392831 nChanged 54 SP:Iteration 7Q (4136.552843 sec): 3 clusters Score: Raw -71784.116220 + Penalty 700.272585 = -71083.843635 nChanged 33 SP:Iteration 8Q (4136.607476 sec): 3 clusters Score: Raw -71793.876741 + Penalty 700.272585 = -71093.604156 nChanged 26 SP:Iteration 9Q (4136.652506 sec): 3 clusters Score: Raw -71803.597938 + Penalty 700.272585 = -71103.325353 nChanged 25 SP:Iteration 10Q (4136.692374 sec): 3 clusters Score: Raw -71810.573405 + Penalty 700.272585 = -71110.300819 nChanged 15 SP:Iteration 11Q (4136.736468 sec): 3 clusters Score: Raw -71813.833771 + Penalty 700.272585 = -71113.561186 nChanged 13 SP:Iteration 12Q (4136.777203 sec): 3 clusters Score: Raw -71815.915328 + Penalty 700.272585 = -71115.642743 nChanged 15 SP:Iteration 13Q (4136.827953 sec): 3 clusters Score: Raw -71820.311706 + Penalty 700.272585 = -71120.039121 nChanged 16 SP:Iteration 14Q (4136.878295 sec): 3 clusters Score: Raw -71825.186455 + Penalty 700.272585 = -71124.913870 nChanged 18 SP:Iteration 15Q (4136.923934 sec): 3 clusters Score: Raw -71831.107194 + Penalty 700.272585 = -71130.834609 nChanged 16 SP:Iteration 16Q (4136.969221 sec): 3 clusters Score: Raw -71835.243086 + Penalty 700.272585 = -71134.970501 nChanged 12 SP:Iteration 17Q (4137.019570 sec): 3 clusters Score: Raw -71838.150113 + Penalty 700.272585 = -71137.877528 nChanged 14 SP:Iteration 18Q (4137.065774 sec): 3 clusters Score: Raw -71841.803331 + Penalty 700.272585 = -71141.530746 nChanged 14 SP:Iteration 19Q (4137.110627 sec): 3 clusters Score: Raw -71847.746836 + Penalty 700.272585 = -71147.474251 nChanged 19 SP:Iteration 20F (4137.159775 sec): 3 clusters Score: Raw -71855.814019 + Penalty 700.272585 = -71155.541434 nChanged 17 SP:Iteration 21Q (4137.203347 sec): 3 clusters Score: Raw -71860.454235 + Penalty 700.272585 = -71160.181649 nChanged 14 SP:Iteration 22Q (4137.262401 sec): 3 clusters Score: Raw -71865.157660 + Penalty 700.272585 = -71164.885075 nChanged 17 SP:Iteration 23Q (4137.304099 sec): 3 clusters Score: Raw -71871.359153 + Penalty 700.272585 = -71171.086568 nChanged 14 SP:Iteration 24Q (4137.354905 sec): 3 clusters Score: Raw -71877.351309 + Penalty 700.272585 = -71177.078724 nChanged 13 SP:Iteration 25Q (4137.399151 sec): 3 clusters Score: Raw -71882.065929 + Penalty 700.272585 = -71181.793343 nChanged 12 SP:Iteration 26Q (4137.441916 sec): 3 clusters Score: Raw -71885.655528 + Penalty 700.272585 = -71185.382942 nChanged 4 SP:Iteration 27Q (4137.496645 sec): 3 clusters Score: Raw -71886.642937 + Penalty 700.272585 = -71186.370352 nChanged 3 SP:Iteration 28Q (4137.541185 sec): 3 clusters Score: Raw -71887.245776 + Penalty 700.272585 = -71186.973191 nChanged 3 SP:Iteration 29Q (4137.578370 sec): 3 clusters Score: Raw -71887.712148 + Penalty 700.272585 = -71187.439563 nChanged 1 SP:Iteration 30Q (4137.624874 sec): 3 clusters Score: Raw -71888.096615 + Penalty 700.272585 = -71187.824030 nChanged 1 SP:Iteration 31Q (4137.671444 sec): 3 clusters Score: Raw -71888.128522 + Penalty 700.272585 = -71187.855936 nChanged 1 SP:Iteration 32Q (4137.725912 sec): 3 clusters Score: Raw -71888.178867 + Penalty 700.272585 = -71187.906282 nChanged 0 SP:Iteration 33F (4137.765705 sec): 3 clusters Score: Raw -71888.178867 + Penalty 700.272585 = -71187.906282 nChanged 0 Trying to split cluster 32 (30257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4137.823192 sec): 2 clusters Score: Raw -1202071.920597 + Penalty 469.445469 = -1201602.475128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4137.888004 sec): 3 clusters Score: Raw -1182357.174711 + Penalty 938.890939 = -1181418.283772 nChanged 14405 SP:Iteration 1F (4137.970041 sec): 3 clusters Score: Raw -1191386.510597 + Penalty 938.890939 = -1190447.619659 nChanged 2274 SP:Iteration 2F (4138.040949 sec): 3 clusters Score: Raw -1192818.095811 + Penalty 938.890939 = -1191879.204872 nChanged 2538 SP:Iteration 3F (4138.120416 sec): 3 clusters Score: Raw -1194727.206053 + Penalty 938.890939 = -1193788.315114 nChanged 2400 SP:Iteration 4F (4138.192154 sec): 3 clusters Score: Raw -1196866.696367 + Penalty 938.890939 = -1195927.805429 nChanged 1950 SP:Iteration 5F (4138.270409 sec): 3 clusters Score: Raw -1198736.398631 + Penalty 938.890939 = -1197797.507692 nChanged 1360 SP:Iteration 6Q (4138.348707 sec): 3 clusters Score: Raw -1199969.572108 + Penalty 938.890939 = -1199030.681169 nChanged 902 SP:Iteration 7Q (4138.413850 sec): 3 clusters Score: Raw -1200655.268304 + Penalty 938.890939 = -1199716.377365 nChanged 574 SP:Iteration 8Q (4138.494215 sec): 3 clusters Score: Raw -1201013.648876 + Penalty 938.890939 = -1200074.757938 nChanged 410 SP:Iteration 9Q (4138.569411 sec): 3 clusters Score: Raw -1201235.752650 + Penalty 938.890939 = -1200296.861711 nChanged 330 SP:Iteration 10Q (4138.641565 sec): 3 clusters Score: Raw -1201404.437449 + Penalty 938.890939 = -1200465.546511 nChanged 289 SP:Iteration 11Q (4138.708633 sec): 3 clusters Score: Raw -1201553.136609 + Penalty 938.890939 = -1200614.245671 nChanged 245 SP:Iteration 12Q (4138.792775 sec): 3 clusters Score: Raw -1201679.211911 + Penalty 938.890939 = -1200740.320973 nChanged 225 SP:Iteration 13Q (4138.858246 sec): 3 clusters Score: Raw -1201791.270735 + Penalty 938.890939 = -1200852.379796 nChanged 183 SP:Iteration 14Q (4138.923918 sec): 3 clusters Score: Raw -1201898.787444 + Penalty 938.890939 = -1200959.896505 nChanged 156 SP:Iteration 15Q (4138.996973 sec): 3 clusters Score: Raw -1202023.396256 + Penalty 938.890939 = -1201084.505318 nChanged 128 SP:Iteration 16Q (4139.072672 sec): 3 clusters Score: Raw -1202163.983514 + Penalty 938.890939 = -1201225.092576 nChanged 134 SP:Iteration 17Q (4139.138108 sec): 3 clusters Score: Raw -1202257.396610 + Penalty 938.890939 = -1201318.505671 nChanged 98 SP:Iteration 18Q (4139.202730 sec): 3 clusters Score: Raw -1202293.891930 + Penalty 938.890939 = -1201355.000992 nChanged 68 SP:Iteration 19Q (4139.274488 sec): 3 clusters Score: Raw -1202311.625933 + Penalty 938.890939 = -1201372.734995 nChanged 46 SP:Iteration 20F (4139.349860 sec): 3 clusters Score: Raw -1202323.502804 + Penalty 938.890939 = -1201384.611866 nChanged 46 SP:Iteration 21Q (4139.409231 sec): 3 clusters Score: Raw -1202335.310959 + Penalty 938.890939 = -1201396.420020 nChanged 40 SP:Iteration 22Q (4139.480244 sec): 3 clusters Score: Raw -1202340.906828 + Penalty 938.890939 = -1201402.015890 nChanged 25 SP:Iteration 23Q (4139.564603 sec): 3 clusters Score: Raw -1202345.294496 + Penalty 938.890939 = -1201406.403557 nChanged 21 SP:Iteration 24Q (4139.630373 sec): 3 clusters Score: Raw -1202348.338219 + Penalty 938.890939 = -1201409.447280 nChanged 21 SP:Iteration 25Q (4139.708709 sec): 3 clusters Score: Raw -1202351.264633 + Penalty 938.890939 = -1201412.373694 nChanged 24 SP:Iteration 26Q (4139.768575 sec): 3 clusters Score: Raw -1202354.556806 + Penalty 938.890939 = -1201415.665867 nChanged 21 SP:Iteration 27Q (4139.846342 sec): 3 clusters Score: Raw -1202357.734086 + Penalty 938.890939 = -1201418.843147 nChanged 18 SP:Iteration 28Q (4139.911466 sec): 3 clusters Score: Raw -1202360.067646 + Penalty 938.890939 = -1201421.176708 nChanged 12 SP:Iteration 29Q (4139.989673 sec): 3 clusters Score: Raw -1202362.151577 + Penalty 938.890939 = -1201423.260638 nChanged 12 SP:Iteration 30Q (4140.052511 sec): 3 clusters Score: Raw -1202363.805989 + Penalty 938.890939 = -1201424.915050 nChanged 8 SP:Iteration 31Q (4140.109270 sec): 3 clusters Score: Raw -1202364.712581 + Penalty 938.890939 = -1201425.821643 nChanged 8 SP:Iteration 32Q (4140.171283 sec): 3 clusters Score: Raw -1202365.289270 + Penalty 938.890939 = -1201426.398331 nChanged 2 SP:Iteration 33Q (4140.235587 sec): 3 clusters Score: Raw -1202365.370660 + Penalty 938.890939 = -1201426.479721 nChanged 1 SP:Iteration 34Q (4140.318455 sec): 3 clusters Score: Raw -1202365.485886 + Penalty 938.890939 = -1201426.594948 nChanged 3 SP:Iteration 35Q (4140.379188 sec): 3 clusters Score: Raw -1202365.812442 + Penalty 938.890939 = -1201426.921503 nChanged 0 SP:Iteration 36F (4140.456661 sec): 3 clusters Score: Raw -1202365.812442 + Penalty 938.890939 = -1201426.921503 nChanged 0 Trying to split cluster 33 (1760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4140.485010 sec): 2 clusters Score: Raw -69783.246284 + Penalty 340.024644 = -69443.221640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4140.518843 sec): 3 clusters Score: Raw -68841.874758 + Penalty 680.049287 = -68161.825471 nChanged 739 SP:Iteration 1F (4140.562588 sec): 3 clusters Score: Raw -69363.821624 + Penalty 680.049287 = -68683.772337 nChanged 160 SP:Iteration 2F (4140.610210 sec): 3 clusters Score: Raw -69478.491004 + Penalty 680.049287 = -68798.441717 nChanged 122 SP:Iteration 3F (4140.663157 sec): 3 clusters Score: Raw -69573.514232 + Penalty 680.049287 = -68893.464945 nChanged 87 SP:Iteration 4Q (4140.699667 sec): 3 clusters Score: Raw -69654.505550 + Penalty 680.049287 = -68974.456263 nChanged 76 SP:Iteration 5Q (4140.756958 sec): 3 clusters Score: Raw -69727.411152 + Penalty 680.049287 = -69047.361865 nChanged 67 SP:Iteration 6Q (4140.802003 sec): 3 clusters Score: Raw -69789.905809 + Penalty 680.049287 = -69109.856522 nChanged 52 SP:Iteration 7Q (4140.839417 sec): 3 clusters Score: Raw -69831.365629 + Penalty 680.049287 = -69151.316342 nChanged 39 SP:Iteration 8Q (4140.894033 sec): 3 clusters Score: Raw -69849.249925 + Penalty 680.049287 = -69169.200638 nChanged 27 SP:Iteration 9Q (4140.928415 sec): 3 clusters Score: Raw -69868.359425 + Penalty 680.049287 = -69188.310138 nChanged 33 SP:Iteration 10Q (4140.976621 sec): 3 clusters Score: Raw -69891.186461 + Penalty 680.049287 = -69211.137174 nChanged 32 SP:Iteration 11Q (4141.029192 sec): 3 clusters Score: Raw -69912.121250 + Penalty 680.049287 = -69232.071963 nChanged 27 SP:Iteration 12Q (4141.078361 sec): 3 clusters Score: Raw -69927.242866 + Penalty 680.049287 = -69247.193579 nChanged 22 SP:Iteration 13Q (4141.117516 sec): 3 clusters Score: Raw -69937.019780 + Penalty 680.049287 = -69256.970493 nChanged 19 SP:Iteration 14Q (4141.171345 sec): 3 clusters Score: Raw -69950.690850 + Penalty 680.049287 = -69270.641563 nChanged 21 SP:Iteration 15Q (4141.218072 sec): 3 clusters Score: Raw -69960.448066 + Penalty 680.049287 = -69280.398779 nChanged 14 SP:Iteration 16Q (4141.257490 sec): 3 clusters Score: Raw -69964.888505 + Penalty 680.049287 = -69284.839218 nChanged 14 SP:Iteration 17Q (4141.316894 sec): 3 clusters Score: Raw -69971.146430 + Penalty 680.049287 = -69291.097143 nChanged 19 SP:Iteration 18Q (4141.353994 sec): 3 clusters Score: Raw -69980.044861 + Penalty 680.049287 = -69299.995574 nChanged 23 SP:Iteration 19Q (4141.400063 sec): 3 clusters Score: Raw -69996.075180 + Penalty 680.049287 = -69316.025893 nChanged 22 SP:Iteration 20F (4141.439711 sec): 3 clusters Score: Raw -70008.922736 + Penalty 680.049287 = -69328.873449 nChanged 20 SP:Iteration 21Q (4141.488728 sec): 3 clusters Score: Raw -70018.447296 + Penalty 680.049287 = -69338.398009 nChanged 24 SP:Iteration 22Q (4141.537442 sec): 3 clusters Score: Raw -70033.095697 + Penalty 680.049287 = -69353.046410 nChanged 26 SP:Iteration 23Q (4141.586605 sec): 3 clusters Score: Raw -70049.419114 + Penalty 680.049287 = -69369.369827 nChanged 34 SP:Iteration 24Q (4141.632041 sec): 3 clusters Score: Raw -70071.198618 + Penalty 680.049287 = -69391.149331 nChanged 26 SP:Iteration 25Q (4141.677515 sec): 3 clusters Score: Raw -70085.232476 + Penalty 680.049287 = -69405.183189 nChanged 27 SP:Iteration 26Q (4141.714812 sec): 3 clusters Score: Raw -70104.986038 + Penalty 680.049287 = -69424.936751 nChanged 25 SP:Iteration 27Q (4141.761738 sec): 3 clusters Score: Raw -70120.026805 + Penalty 680.049287 = -69439.977518 nChanged 27 SP:Iteration 28Q (4141.809161 sec): 3 clusters Score: Raw -70141.137950 + Penalty 680.049287 = -69461.088663 nChanged 32 SP:Iteration 29Q (4141.857182 sec): 3 clusters Score: Raw -70166.049807 + Penalty 680.049287 = -69486.000520 nChanged 24 SP:Iteration 30Q (4141.902155 sec): 3 clusters Score: Raw -70184.698103 + Penalty 680.049287 = -69504.648816 nChanged 25 SP:Iteration 31Q (4141.953656 sec): 3 clusters Score: Raw -70204.319248 + Penalty 680.049287 = -69524.269961 nChanged 31 SP:Iteration 32Q (4141.995601 sec): 3 clusters Score: Raw -70234.487125 + Penalty 680.049287 = -69554.437838 nChanged 30 SP:Iteration 33Q (4142.037200 sec): 3 clusters Score: Raw -70267.960526 + Penalty 680.049287 = -69587.911238 nChanged 25 SP:Iteration 34Q (4142.085082 sec): 3 clusters Score: Raw -70308.239708 + Penalty 680.049287 = -69628.190421 nChanged 22 SP:Iteration 35Q (4142.123198 sec): 3 clusters Score: Raw -70341.560765 + Penalty 680.049287 = -69661.511478 nChanged 11 SP:Iteration 36Q (4142.164498 sec): 3 clusters Score: Raw -70364.679925 + Penalty 680.049287 = -69684.630638 nChanged 10 SP:Iteration 37Q (4142.208191 sec): 3 clusters Score: Raw -70378.454514 + Penalty 680.049287 = -69698.405227 nChanged 6 SP:Iteration 38Q (4142.254759 sec): 3 clusters Score: Raw -70386.500530 + Penalty 680.049287 = -69706.451243 nChanged 2 SP:Iteration 39Q (4142.298970 sec): 3 clusters Score: Raw -70387.476852 + Penalty 680.049287 = -69707.427565 nChanged 4 SP:Iteration 40F (4142.347658 sec): 3 clusters Score: Raw -70392.638151 + Penalty 680.049287 = -69712.588864 nChanged 5 SP:Iteration 41Q (4142.385761 sec): 3 clusters Score: Raw -70394.772489 + Penalty 680.049287 = -69714.723202 nChanged 4 SP:Iteration 42Q (4142.431186 sec): 3 clusters Score: Raw -70395.496935 + Penalty 680.049287 = -69715.447648 nChanged 2 SP:Iteration 43Q (4142.479533 sec): 3 clusters Score: Raw -70395.682052 + Penalty 680.049287 = -69715.632765 nChanged 1 SP:Iteration 44Q (4142.521254 sec): 3 clusters Score: Raw -70395.720075 + Penalty 680.049287 = -69715.670788 nChanged 0 SP:Iteration 45F (4142.561869 sec): 3 clusters Score: Raw -70395.720075 + Penalty 680.049287 = -69715.670788 nChanged 0 Score: Raw -17401742.373769 + Penalty 27318.534099 = -17374423.839670 Splitting cluster 33 changes total score from -17374405.247055 to -17374423.839670 So it's getting split into cluster 46. Trying to split cluster 34 (1656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4150.401104 sec): 2 clusters Score: Raw -61382.709608 + Penalty 337.253295 = -61045.456312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4150.438671 sec): 3 clusters Score: Raw -60490.620185 + Penalty 674.506590 = -59816.113594 nChanged 693 SP:Iteration 1F (4150.496143 sec): 3 clusters Score: Raw -60938.362127 + Penalty 674.506590 = -60263.855536 nChanged 119 SP:Iteration 2F (4150.538663 sec): 3 clusters Score: Raw -61006.122723 + Penalty 674.506590 = -60331.616133 nChanged 93 SP:Iteration 3F (4150.587711 sec): 3 clusters Score: Raw -61059.186015 + Penalty 674.506590 = -60384.679425 nChanged 85 SP:Iteration 4F (4150.636743 sec): 3 clusters Score: Raw -61108.801476 + Penalty 674.506590 = -60434.294885 nChanged 71 SP:Iteration 5Q (4150.679915 sec): 3 clusters Score: Raw -61149.511995 + Penalty 674.506590 = -60475.005404 nChanged 67 SP:Iteration 6Q (4150.729726 sec): 3 clusters Score: Raw -61192.582513 + Penalty 674.506590 = -60518.075923 nChanged 56 SP:Iteration 7Q (4150.773043 sec): 3 clusters Score: Raw -61235.485290 + Penalty 674.506590 = -60560.978699 nChanged 51 SP:Iteration 8Q (4150.821593 sec): 3 clusters Score: Raw -61279.460441 + Penalty 674.506590 = -60604.953850 nChanged 46 SP:Iteration 9Q (4150.862836 sec): 3 clusters Score: Raw -61319.541864 + Penalty 674.506590 = -60645.035274 nChanged 44 SP:Iteration 10Q (4150.913704 sec): 3 clusters Score: Raw -61344.127555 + Penalty 674.506590 = -60669.620965 nChanged 24 SP:Iteration 11Q (4150.958313 sec): 3 clusters Score: Raw -61362.524532 + Penalty 674.506590 = -60688.017941 nChanged 30 SP:Iteration 12Q (4150.998817 sec): 3 clusters Score: Raw -61389.960314 + Penalty 674.506590 = -60715.453724 nChanged 31 SP:Iteration 13Q (4151.052450 sec): 3 clusters Score: Raw -61421.317943 + Penalty 674.506590 = -60746.811353 nChanged 41 SP:Iteration 14Q (4151.097459 sec): 3 clusters Score: Raw -61460.506808 + Penalty 674.506590 = -60786.000217 nChanged 28 SP:Iteration 15Q (4151.143210 sec): 3 clusters Score: Raw -61482.002736 + Penalty 674.506590 = -60807.496146 nChanged 19 SP:Iteration 16Q (4151.194378 sec): 3 clusters Score: Raw -61508.007022 + Penalty 674.506590 = -60833.500431 nChanged 26 SP:Iteration 17Q (4151.232999 sec): 3 clusters Score: Raw -61541.581091 + Penalty 674.506590 = -60867.074500 nChanged 20 SP:Iteration 18Q (4151.284570 sec): 3 clusters Score: Raw -61558.399965 + Penalty 674.506590 = -60883.893374 nChanged 20 SP:Iteration 19Q (4151.327114 sec): 3 clusters Score: Raw -61575.013692 + Penalty 674.506590 = -60900.507102 nChanged 12 SP:Iteration 20F (4151.365052 sec): 3 clusters Score: Raw -61584.930346 + Penalty 674.506590 = -60910.423755 nChanged 8 SP:Iteration 21Q (4151.409428 sec): 3 clusters Score: Raw -61589.095461 + Penalty 674.506590 = -60914.588871 nChanged 10 SP:Iteration 22Q (4151.463310 sec): 3 clusters Score: Raw -61593.978821 + Penalty 674.506590 = -60919.472230 nChanged 6 SP:Iteration 23Q (4151.497031 sec): 3 clusters Score: Raw -61596.144913 + Penalty 674.506590 = -60921.638323 nChanged 5 SP:Iteration 24Q (4151.549811 sec): 3 clusters Score: Raw -61599.195654 + Penalty 674.506590 = -60924.689063 nChanged 6 SP:Iteration 25Q (4151.596035 sec): 3 clusters Score: Raw -61602.622572 + Penalty 674.506590 = -60928.115981 nChanged 11 SP:Iteration 26Q (4151.640606 sec): 3 clusters Score: Raw -61608.233621 + Penalty 674.506590 = -60933.727031 nChanged 11 SP:Iteration 27Q (4151.684199 sec): 3 clusters Score: Raw -61613.067126 + Penalty 674.506590 = -60938.560536 nChanged 11 SP:Iteration 28Q (4151.722213 sec): 3 clusters Score: Raw -61620.090062 + Penalty 674.506590 = -60945.583472 nChanged 11 SP:Iteration 29Q (4151.765659 sec): 3 clusters Score: Raw -61627.109288 + Penalty 674.506590 = -60952.602698 nChanged 11 SP:Iteration 30Q (4151.820992 sec): 3 clusters Score: Raw -61639.786883 + Penalty 674.506590 = -60965.280293 nChanged 12 SP:Iteration 31Q (4151.862820 sec): 3 clusters Score: Raw -61649.231365 + Penalty 674.506590 = -60974.724774 nChanged 9 SP:Iteration 32Q (4151.916176 sec): 3 clusters Score: Raw -61654.710290 + Penalty 674.506590 = -60980.203699 nChanged 12 SP:Iteration 33Q (4151.965513 sec): 3 clusters Score: Raw -61658.978129 + Penalty 674.506590 = -60984.471538 nChanged 6 SP:Iteration 34Q (4152.013524 sec): 3 clusters Score: Raw -61661.699562 + Penalty 674.506590 = -60987.192971 nChanged 5 SP:Iteration 35Q (4152.060600 sec): 3 clusters Score: Raw -61662.934232 + Penalty 674.506590 = -60988.427642 nChanged 3 SP:Iteration 36Q (4152.108383 sec): 3 clusters Score: Raw -61664.115624 + Penalty 674.506590 = -60989.609034 nChanged 6 SP:Iteration 37Q (4152.154231 sec): 3 clusters Score: Raw -61665.952896 + Penalty 674.506590 = -60991.446306 nChanged 3 SP:Iteration 38Q (4152.193623 sec): 3 clusters Score: Raw -61667.301726 + Penalty 674.506590 = -60992.795135 nChanged 5 SP:Iteration 39Q (4152.249581 sec): 3 clusters Score: Raw -61670.222721 + Penalty 674.506590 = -60995.716131 nChanged 5 SP:Iteration 40F (4152.296245 sec): 3 clusters Score: Raw -61671.270346 + Penalty 674.506590 = -60996.763755 nChanged 1 SP:Iteration 41Q (4152.333727 sec): 3 clusters Score: Raw -61671.390887 + Penalty 674.506590 = -60996.884297 nChanged 0 SP:Iteration 42F (4152.381663 sec): 3 clusters Score: Raw -61671.390887 + Penalty 674.506590 = -60996.884297 nChanged 0 Trying to split cluster 35 (1002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4152.406868 sec): 2 clusters Score: Raw -39597.173150 + Penalty 314.393774 = -39282.779376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4152.457831 sec): 3 clusters Score: Raw -39087.007926 + Penalty 628.787549 = -38458.220378 nChanged 396 SP:Iteration 1F (4152.504803 sec): 3 clusters Score: Raw -39333.229042 + Penalty 628.787549 = -38704.441493 nChanged 81 SP:Iteration 2F (4152.555805 sec): 3 clusters Score: Raw -39394.739839 + Penalty 628.787549 = -38765.952291 nChanged 55 SP:Iteration 3F (4152.591063 sec): 3 clusters Score: Raw -39435.607204 + Penalty 628.787549 = -38806.819655 nChanged 50 SP:Iteration 4Q (4152.635551 sec): 3 clusters Score: Raw -39468.903269 + Penalty 628.787549 = -38840.115720 nChanged 34 SP:Iteration 5Q (4152.677951 sec): 3 clusters Score: Raw -39493.244329 + Penalty 628.787549 = -38864.456780 nChanged 32 SP:Iteration 6Q (4152.726110 sec): 3 clusters Score: Raw -39517.600247 + Penalty 628.787549 = -38888.812698 nChanged 30 SP:Iteration 7Q (4152.770707 sec): 3 clusters Score: Raw -39535.792127 + Penalty 628.787549 = -38907.004578 nChanged 22 SP:Iteration 8Q (4152.819683 sec): 3 clusters Score: Raw -39550.949659 + Penalty 628.787549 = -38922.162110 nChanged 16 SP:Iteration 9Q (4152.873136 sec): 3 clusters Score: Raw -39560.503910 + Penalty 628.787549 = -38931.716361 nChanged 15 SP:Iteration 10Q (4152.906196 sec): 3 clusters Score: Raw -39569.430668 + Penalty 628.787549 = -38940.643120 nChanged 16 SP:Iteration 11Q (4152.953412 sec): 3 clusters Score: Raw -39578.131547 + Penalty 628.787549 = -38949.343998 nChanged 10 SP:Iteration 12Q (4153.002542 sec): 3 clusters Score: Raw -39582.791946 + Penalty 628.787549 = -38954.004398 nChanged 8 SP:Iteration 13Q (4153.052148 sec): 3 clusters Score: Raw -39587.118965 + Penalty 628.787549 = -38958.331416 nChanged 8 SP:Iteration 14Q (4153.091075 sec): 3 clusters Score: Raw -39590.979554 + Penalty 628.787549 = -38962.192005 nChanged 4 SP:Iteration 15Q (4153.140475 sec): 3 clusters Score: Raw -39591.825720 + Penalty 628.787549 = -38963.038171 nChanged 1 SP:Iteration 16Q (4153.185655 sec): 3 clusters Score: Raw -39592.150038 + Penalty 628.787549 = -38963.362489 nChanged 0 SP:Iteration 17F (4153.228241 sec): 3 clusters Score: Raw -39592.150038 + Penalty 628.787549 = -38963.362489 nChanged 0 Trying to split cluster 36 (907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4153.251141 sec): 2 clusters Score: Raw -32931.094035 + Penalty 309.861481 = -32621.232553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4153.300679 sec): 3 clusters Score: Raw -32501.786662 + Penalty 619.722963 = -31882.063699 nChanged 345 SP:Iteration 1F (4153.343954 sec): 3 clusters Score: Raw -32719.757391 + Penalty 619.722963 = -32100.034428 nChanged 70 SP:Iteration 2F (4153.396714 sec): 3 clusters Score: Raw -32778.627379 + Penalty 619.722963 = -32158.904416 nChanged 50 SP:Iteration 3F (4153.429260 sec): 3 clusters Score: Raw -32812.567296 + Penalty 619.722963 = -32192.844333 nChanged 36 SP:Iteration 4Q (4153.480496 sec): 3 clusters Score: Raw -32836.770092 + Penalty 619.722963 = -32217.047129 nChanged 31 SP:Iteration 5Q (4153.516590 sec): 3 clusters Score: Raw -32854.492448 + Penalty 619.722963 = -32234.769486 nChanged 22 SP:Iteration 6Q (4153.571715 sec): 3 clusters Score: Raw -32875.169395 + Penalty 619.722963 = -32255.446432 nChanged 25 SP:Iteration 7Q (4153.612791 sec): 3 clusters Score: Raw -32890.963167 + Penalty 619.722963 = -32271.240204 nChanged 25 SP:Iteration 8Q (4153.659490 sec): 3 clusters Score: Raw -32905.088206 + Penalty 619.722963 = -32285.365243 nChanged 14 SP:Iteration 9Q (4153.708205 sec): 3 clusters Score: Raw -32914.934108 + Penalty 619.722963 = -32295.211145 nChanged 15 SP:Iteration 10Q (4153.754632 sec): 3 clusters Score: Raw -32923.376953 + Penalty 619.722963 = -32303.653990 nChanged 12 SP:Iteration 11Q (4153.799088 sec): 3 clusters Score: Raw -32930.786568 + Penalty 619.722963 = -32311.063605 nChanged 14 SP:Iteration 12Q (4153.832444 sec): 3 clusters Score: Raw -32939.993377 + Penalty 619.722963 = -32320.270414 nChanged 12 SP:Iteration 13Q (4153.873204 sec): 3 clusters Score: Raw -32946.782954 + Penalty 619.722963 = -32327.059991 nChanged 8 SP:Iteration 14Q (4153.920451 sec): 3 clusters Score: Raw -32949.686409 + Penalty 619.722963 = -32329.963447 nChanged 9 SP:Iteration 15Q (4153.959010 sec): 3 clusters Score: Raw -32954.209634 + Penalty 619.722963 = -32334.486671 nChanged 9 SP:Iteration 16Q (4153.987760 sec): 3 clusters Score: Raw -32962.142676 + Penalty 619.722963 = -32342.419713 nChanged 13 SP:Iteration 17Q (4154.037398 sec): 3 clusters Score: Raw -32972.793913 + Penalty 619.722963 = -32353.070950 nChanged 16 SP:Iteration 18Q (4154.080982 sec): 3 clusters Score: Raw -32982.774730 + Penalty 619.722963 = -32363.051767 nChanged 13 SP:Iteration 19Q (4154.122242 sec): 3 clusters Score: Raw -32993.962541 + Penalty 619.722963 = -32374.239578 nChanged 9 SP:Iteration 20F (4154.169823 sec): 3 clusters Score: Raw -33000.615187 + Penalty 619.722963 = -32380.892224 nChanged 10 SP:Iteration 21Q (4154.204432 sec): 3 clusters Score: Raw -33004.830034 + Penalty 619.722963 = -32385.107071 nChanged 4 SP:Iteration 22Q (4154.252063 sec): 3 clusters Score: Raw -33006.301209 + Penalty 619.722963 = -32386.578246 nChanged 2 SP:Iteration 23Q (4154.293331 sec): 3 clusters Score: Raw -33007.071687 + Penalty 619.722963 = -32387.348724 nChanged 2 SP:Iteration 24Q (4154.341212 sec): 3 clusters Score: Raw -33007.620540 + Penalty 619.722963 = -32387.897577 nChanged 2 SP:Iteration 25Q (4154.385572 sec): 3 clusters Score: Raw -33008.146497 + Penalty 619.722963 = -32388.423535 nChanged 0 SP:Iteration 26F (4154.427400 sec): 3 clusters Score: Raw -33008.146497 + Penalty 619.722963 = -32388.423535 nChanged 0 Trying to split cluster 37 (64436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4154.505568 sec): 2 clusters Score: Raw -2533611.833769 + Penalty 503.840963 = -2533107.992806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4154.615378 sec): 3 clusters Score: Raw -2490514.003601 + Penalty 1007.681926 = -2489506.321675 nChanged 31362 SP:Iteration 1F (4154.713080 sec): 3 clusters Score: Raw -2510147.273482 + Penalty 1007.681926 = -2509139.591556 nChanged 3338 SP:Iteration 2F (4154.812893 sec): 3 clusters Score: Raw -2511838.071360 + Penalty 1007.681926 = -2510830.389434 nChanged 4001 SP:Iteration 3F (4154.908748 sec): 3 clusters Score: Raw -2514341.311372 + Penalty 1007.681926 = -2513333.629445 nChanged 4432 SP:Iteration 4F (4155.008814 sec): 3 clusters Score: Raw -2517436.567281 + Penalty 1007.681926 = -2516428.885354 nChanged 4285 SP:Iteration 5F (4155.114345 sec): 3 clusters Score: Raw -2520320.344001 + Penalty 1007.681926 = -2519312.662075 nChanged 3745 SP:Iteration 6F (4155.214905 sec): 3 clusters Score: Raw -2522607.147277 + Penalty 1007.681926 = -2521599.465350 nChanged 2885 SP:Iteration 7Q (4155.326515 sec): 3 clusters Score: Raw -2524106.207904 + Penalty 1007.681926 = -2523098.525978 nChanged 2079 SP:Iteration 8Q (4155.434067 sec): 3 clusters Score: Raw -2524946.294063 + Penalty 1007.681926 = -2523938.612137 nChanged 1405 SP:Iteration 9Q (4155.555982 sec): 3 clusters Score: Raw -2525373.303999 + Penalty 1007.681926 = -2524365.622073 nChanged 1040 SP:Iteration 10Q (4155.668186 sec): 3 clusters Score: Raw -2525670.150441 + Penalty 1007.681926 = -2524662.468515 nChanged 973 SP:Iteration 11Q (4155.772153 sec): 3 clusters Score: Raw -2525950.112168 + Penalty 1007.681926 = -2524942.430242 nChanged 983 SP:Iteration 12Q (4155.880622 sec): 3 clusters Score: Raw -2526230.138117 + Penalty 1007.681926 = -2525222.456191 nChanged 963 SP:Iteration 13Q (4155.992954 sec): 3 clusters Score: Raw -2526496.936258 + Penalty 1007.681926 = -2525489.254332 nChanged 975 SP:Iteration 14Q (4156.105058 sec): 3 clusters Score: Raw -2526770.516928 + Penalty 1007.681926 = -2525762.835002 nChanged 946 SP:Iteration 15Q (4156.206343 sec): 3 clusters Score: Raw -2527033.636831 + Penalty 1007.681926 = -2526025.954905 nChanged 950 SP:Iteration 16Q (4156.308679 sec): 3 clusters Score: Raw -2527313.609522 + Penalty 1007.681926 = -2526305.927595 nChanged 1008 SP:Iteration 17Q (4156.418894 sec): 3 clusters Score: Raw -2527636.053413 + Penalty 1007.681926 = -2526628.371487 nChanged 1058 SP:Iteration 18Q (4156.537948 sec): 3 clusters Score: Raw -2528000.661129 + Penalty 1007.681926 = -2526992.979203 nChanged 1108 SP:Iteration 19Q (4156.644853 sec): 3 clusters Score: Raw -2528417.863207 + Penalty 1007.681926 = -2527410.181281 nChanged 1108 SP:Iteration 20F (4156.752368 sec): 3 clusters Score: Raw -2528859.461174 + Penalty 1007.681926 = -2527851.779247 nChanged 1074 SP:Iteration 21Q (4156.865455 sec): 3 clusters Score: Raw -2529305.657169 + Penalty 1007.681926 = -2528297.975242 nChanged 1036 SP:Iteration 22Q (4156.978641 sec): 3 clusters Score: Raw -2529751.266746 + Penalty 1007.681926 = -2528743.584820 nChanged 966 SP:Iteration 23Q (4157.080341 sec): 3 clusters Score: Raw -2530179.095687 + Penalty 1007.681926 = -2529171.413760 nChanged 898 SP:Iteration 24Q (4157.178957 sec): 3 clusters Score: Raw -2530596.518695 + Penalty 1007.681926 = -2529588.836768 nChanged 865 SP:Iteration 25Q (4157.279018 sec): 3 clusters Score: Raw -2531033.513539 + Penalty 1007.681926 = -2530025.831613 nChanged 803 SP:Iteration 26Q (4157.386182 sec): 3 clusters Score: Raw -2531460.473253 + Penalty 1007.681926 = -2530452.791327 nChanged 740 SP:Iteration 27Q (4157.493853 sec): 3 clusters Score: Raw -2531849.986580 + Penalty 1007.681926 = -2530842.304654 nChanged 657 SP:Iteration 28Q (4157.596180 sec): 3 clusters Score: Raw -2532187.353638 + Penalty 1007.681926 = -2531179.671712 nChanged 574 SP:Iteration 29Q (4157.700709 sec): 3 clusters Score: Raw -2532484.949473 + Penalty 1007.681926 = -2531477.267547 nChanged 485 SP:Iteration 30Q (4157.802406 sec): 3 clusters Score: Raw -2532728.149734 + Penalty 1007.681926 = -2531720.467808 nChanged 398 SP:Iteration 31Q (4157.902812 sec): 3 clusters Score: Raw -2532914.144562 + Penalty 1007.681926 = -2531906.462636 nChanged 308 SP:Iteration 32Q (4157.996431 sec): 3 clusters Score: Raw -2533058.962988 + Penalty 1007.681926 = -2532051.281062 nChanged 289 SP:Iteration 33Q (4158.094564 sec): 3 clusters Score: Raw -2533190.659324 + Penalty 1007.681926 = -2532182.977398 nChanged 226 SP:Iteration 34Q (4158.195647 sec): 3 clusters Score: Raw -2533295.743429 + Penalty 1007.681926 = -2532288.061503 nChanged 206 SP:Iteration 35Q (4158.296998 sec): 3 clusters Score: Raw -2533398.233652 + Penalty 1007.681926 = -2532390.551726 nChanged 160 SP:Iteration 36Q (4158.391590 sec): 3 clusters Score: Raw -2533474.523637 + Penalty 1007.681926 = -2532466.841710 nChanged 134 SP:Iteration 37Q (4158.490170 sec): 3 clusters Score: Raw -2533537.602887 + Penalty 1007.681926 = -2532529.920961 nChanged 114 SP:Iteration 38Q (4158.576692 sec): 3 clusters Score: Raw -2533593.778639 + Penalty 1007.681926 = -2532586.096712 nChanged 78 SP:Iteration 39Q (4158.668692 sec): 3 clusters Score: Raw -2533623.947363 + Penalty 1007.681926 = -2532616.265437 nChanged 52 SP:Iteration 40F (4158.780275 sec): 3 clusters Score: Raw -2533642.147608 + Penalty 1007.681926 = -2532634.465682 nChanged 40 SP:Iteration 41Q (4158.873835 sec): 3 clusters Score: Raw -2533661.070631 + Penalty 1007.681926 = -2532653.388705 nChanged 39 SP:Iteration 42Q (4158.976381 sec): 3 clusters Score: Raw -2533675.489620 + Penalty 1007.681926 = -2532667.807694 nChanged 35 SP:Iteration 43Q (4159.062919 sec): 3 clusters Score: Raw -2533686.374283 + Penalty 1007.681926 = -2532678.692357 nChanged 30 SP:Iteration 44Q (4159.161707 sec): 3 clusters Score: Raw -2533695.263160 + Penalty 1007.681926 = -2532687.581233 nChanged 25 SP:Iteration 45Q (4159.257827 sec): 3 clusters Score: Raw -2533703.612040 + Penalty 1007.681926 = -2532695.930114 nChanged 24 SP:Iteration 46Q (4159.353685 sec): 3 clusters Score: Raw -2533708.743596 + Penalty 1007.681926 = -2532701.061670 nChanged 17 SP:Iteration 47Q (4159.439155 sec): 3 clusters Score: Raw -2533712.316774 + Penalty 1007.681926 = -2532704.634848 nChanged 16 SP:Iteration 48Q (4159.541782 sec): 3 clusters Score: Raw -2533715.946532 + Penalty 1007.681926 = -2532708.264606 nChanged 10 SP:Iteration 49Q (4159.640185 sec): 3 clusters Score: Raw -2533717.428805 + Penalty 1007.681926 = -2532709.746879 nChanged 3 SP:Iteration 50Q (4159.741202 sec): 3 clusters Score: Raw -2533717.967622 + Penalty 1007.681926 = -2532710.285695 nChanged 4 SP:Iteration 51Q (4159.851142 sec): 3 clusters Score: Raw -2533718.546996 + Penalty 1007.681926 = -2532710.865070 nChanged 4 SP:Iteration 52Q (4159.951288 sec): 3 clusters Score: Raw -2533719.056137 + Penalty 1007.681926 = -2532711.374211 nChanged 4 SP:Iteration 53Q (4160.049128 sec): 3 clusters Score: Raw -2533719.826586 + Penalty 1007.681926 = -2532712.144659 nChanged 7 SP:Iteration 54Q (4160.148531 sec): 3 clusters Score: Raw -2533720.758045 + Penalty 1007.681926 = -2532713.076118 nChanged 3 SP:Iteration 55Q (4160.241422 sec): 3 clusters Score: Raw -2533721.426544 + Penalty 1007.681926 = -2532713.744618 nChanged 4 SP:Iteration 56Q (4160.345192 sec): 3 clusters Score: Raw -2533722.877823 + Penalty 1007.681926 = -2532715.195897 nChanged 8 SP:Iteration 57Q (4160.439717 sec): 3 clusters Score: Raw -2533725.617927 + Penalty 1007.681926 = -2532717.936000 nChanged 7 SP:Iteration 58Q (4160.542522 sec): 3 clusters Score: Raw -2533727.783012 + Penalty 1007.681926 = -2532720.101086 nChanged 5 SP:Iteration 59Q (4160.629069 sec): 3 clusters Score: Raw -2533729.059331 + Penalty 1007.681926 = -2532721.377404 nChanged 9 SP:Iteration 60F (4160.740717 sec): 3 clusters Score: Raw -2533731.055338 + Penalty 1007.681926 = -2532723.373412 nChanged 7 SP:Iteration 61Q (4160.837239 sec): 3 clusters Score: Raw -2533732.656138 + Penalty 1007.681926 = -2532724.974212 nChanged 5 SP:Iteration 62Q (4160.925786 sec): 3 clusters Score: Raw -2533733.430535 + Penalty 1007.681926 = -2532725.748608 nChanged 4 SP:Iteration 63Q (4161.022928 sec): 3 clusters Score: Raw -2533734.340292 + Penalty 1007.681926 = -2532726.658366 nChanged 4 SP:Iteration 64Q (4161.116869 sec): 3 clusters Score: Raw -2533735.276955 + Penalty 1007.681926 = -2532727.595029 nChanged 6 SP:Iteration 65Q (4161.223867 sec): 3 clusters Score: Raw -2533737.162258 + Penalty 1007.681926 = -2532729.480331 nChanged 6 SP:Iteration 66Q (4161.319029 sec): 3 clusters Score: Raw -2533738.379683 + Penalty 1007.681926 = -2532730.697757 nChanged 8 SP:Iteration 67Q (4161.413595 sec): 3 clusters Score: Raw -2533739.605168 + Penalty 1007.681926 = -2532731.923242 nChanged 3 SP:Iteration 68Q (4161.507887 sec): 3 clusters Score: Raw -2533740.093800 + Penalty 1007.681926 = -2532732.411873 nChanged 4 SP:Iteration 69Q (4161.587299 sec): 3 clusters Score: Raw -2533741.088887 + Penalty 1007.681926 = -2532733.406961 nChanged 3 SP:Iteration 70Q (4161.687037 sec): 3 clusters Score: Raw -2533742.055451 + Penalty 1007.681926 = -2532734.373524 nChanged 4 SP:Iteration 71Q (4161.779911 sec): 3 clusters Score: Raw -2533742.864234 + Penalty 1007.681926 = -2532735.182308 nChanged 4 SP:Iteration 72Q (4161.883361 sec): 3 clusters Score: Raw -2533743.321287 + Penalty 1007.681926 = -2532735.639360 nChanged 0 SP:Iteration 73F (4161.983942 sec): 3 clusters Score: Raw -2533743.321287 + Penalty 1007.681926 = -2532735.639360 nChanged 0 Trying to split cluster 38 (3401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4162.016965 sec): 2 clusters Score: Raw -129999.456819 + Penalty 369.998028 = -129629.458791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4162.068088 sec): 3 clusters Score: Raw -128011.309445 + Penalty 739.996055 = -127271.313390 nChanged 1547 SP:Iteration 1F (4162.114493 sec): 3 clusters Score: Raw -128818.255921 + Penalty 739.996055 = -128078.259865 nChanged 237 SP:Iteration 2F (4162.160763 sec): 3 clusters Score: Raw -128969.132087 + Penalty 739.996055 = -128229.136031 nChanged 217 SP:Iteration 3F (4162.207437 sec): 3 clusters Score: Raw -129127.529077 + Penalty 739.996055 = -128387.533021 nChanged 217 SP:Iteration 4F (4162.253499 sec): 3 clusters Score: Raw -129324.281318 + Penalty 739.996055 = -128584.285263 nChanged 214 SP:Iteration 5F (4162.300017 sec): 3 clusters Score: Raw -129510.805953 + Penalty 739.996055 = -128770.809898 nChanged 178 SP:Iteration 6F (4162.339439 sec): 3 clusters Score: Raw -129631.938029 + Penalty 739.996055 = -128891.941974 nChanged 117 SP:Iteration 7Q (4162.386398 sec): 3 clusters Score: Raw -129693.644056 + Penalty 739.996055 = -128953.648001 nChanged 87 SP:Iteration 8Q (4162.440717 sec): 3 clusters Score: Raw -129731.955936 + Penalty 739.996055 = -128991.959881 nChanged 75 SP:Iteration 9Q (4162.484104 sec): 3 clusters Score: Raw -129764.860232 + Penalty 739.996055 = -129024.864177 nChanged 53 SP:Iteration 10Q (4162.537620 sec): 3 clusters Score: Raw -129784.203259 + Penalty 739.996055 = -129044.207204 nChanged 47 SP:Iteration 11Q (4162.584253 sec): 3 clusters Score: Raw -129804.231087 + Penalty 739.996055 = -129064.235031 nChanged 54 SP:Iteration 12Q (4162.623993 sec): 3 clusters Score: Raw -129828.017246 + Penalty 739.996055 = -129088.021190 nChanged 65 SP:Iteration 13Q (4162.678543 sec): 3 clusters Score: Raw -129867.846255 + Penalty 739.996055 = -129127.850199 nChanged 72 SP:Iteration 14Q (4162.730946 sec): 3 clusters Score: Raw -129909.006195 + Penalty 739.996055 = -129169.010140 nChanged 71 SP:Iteration 15Q (4162.777749 sec): 3 clusters Score: Raw -129955.191780 + Penalty 739.996055 = -129215.195724 nChanged 57 SP:Iteration 16Q (4162.820595 sec): 3 clusters Score: Raw -129982.887215 + Penalty 739.996055 = -129242.891159 nChanged 54 SP:Iteration 17Q (4162.861741 sec): 3 clusters Score: Raw -130008.896223 + Penalty 739.996055 = -129268.900167 nChanged 46 SP:Iteration 18Q (4162.919656 sec): 3 clusters Score: Raw -130027.107280 + Penalty 739.996055 = -129287.111224 nChanged 34 SP:Iteration 19Q (4162.974927 sec): 3 clusters Score: Raw -130039.874895 + Penalty 739.996055 = -129299.878840 nChanged 28 SP:Iteration 20F (4163.018766 sec): 3 clusters Score: Raw -130049.602730 + Penalty 739.996055 = -129309.606674 nChanged 33 SP:Iteration 21Q (4163.057456 sec): 3 clusters Score: Raw -130064.891412 + Penalty 739.996055 = -129324.895356 nChanged 26 SP:Iteration 22Q (4163.105503 sec): 3 clusters Score: Raw -130075.253537 + Penalty 739.996055 = -129335.257481 nChanged 25 SP:Iteration 23Q (4163.164386 sec): 3 clusters Score: Raw -130084.373247 + Penalty 739.996055 = -129344.377192 nChanged 26 SP:Iteration 24Q (4163.210824 sec): 3 clusters Score: Raw -130093.805245 + Penalty 739.996055 = -129353.809190 nChanged 19 SP:Iteration 25Q (4163.248103 sec): 3 clusters Score: Raw -130101.620468 + Penalty 739.996055 = -129361.624412 nChanged 21 SP:Iteration 26Q (4163.305135 sec): 3 clusters Score: Raw -130108.832103 + Penalty 739.996055 = -129368.836048 nChanged 21 SP:Iteration 27Q (4163.347856 sec): 3 clusters Score: Raw -130115.045423 + Penalty 739.996055 = -129375.049367 nChanged 16 SP:Iteration 28Q (4163.394301 sec): 3 clusters Score: Raw -130119.571519 + Penalty 739.996055 = -129379.575464 nChanged 15 SP:Iteration 29Q (4163.446150 sec): 3 clusters Score: Raw -130127.316631 + Penalty 739.996055 = -129387.320576 nChanged 15 SP:Iteration 30Q (4163.490092 sec): 3 clusters Score: Raw -130134.161427 + Penalty 739.996055 = -129394.165371 nChanged 10 SP:Iteration 31Q (4163.539973 sec): 3 clusters Score: Raw -130136.355723 + Penalty 739.996055 = -129396.359667 nChanged 2 SP:Iteration 32Q (4163.589029 sec): 3 clusters Score: Raw -130136.877419 + Penalty 739.996055 = -129396.881364 nChanged 1 SP:Iteration 33Q (4163.639800 sec): 3 clusters Score: Raw -130136.969462 + Penalty 739.996055 = -129396.973406 nChanged 1 SP:Iteration 34Q (4163.690514 sec): 3 clusters Score: Raw -130137.035661 + Penalty 739.996055 = -129397.039605 nChanged 2 SP:Iteration 35Q (4163.735569 sec): 3 clusters Score: Raw -130137.275901 + Penalty 739.996055 = -129397.279846 nChanged 1 SP:Iteration 36Q (4163.784401 sec): 3 clusters Score: Raw -130138.849035 + Penalty 739.996055 = -129398.852980 nChanged 4 SP:Iteration 37Q (4163.831608 sec): 3 clusters Score: Raw -130139.805469 + Penalty 739.996055 = -129399.809414 nChanged 3 SP:Iteration 38Q (4163.878075 sec): 3 clusters Score: Raw -130140.339430 + Penalty 739.996055 = -129400.343375 nChanged 3 SP:Iteration 39Q (4163.922767 sec): 3 clusters Score: Raw -130141.654951 + Penalty 739.996055 = -129401.658895 nChanged 3 SP:Iteration 40F (4163.975700 sec): 3 clusters Score: Raw -130143.483134 + Penalty 739.996055 = -129403.487078 nChanged 1 SP:Iteration 41Q (4164.019670 sec): 3 clusters Score: Raw -130143.854229 + Penalty 739.996055 = -129403.858173 nChanged 2 SP:Iteration 42Q (4164.066432 sec): 3 clusters Score: Raw -130144.645672 + Penalty 739.996055 = -129404.649616 nChanged 4 SP:Iteration 43Q (4164.114262 sec): 3 clusters Score: Raw -130146.194087 + Penalty 739.996055 = -129406.198031 nChanged 3 SP:Iteration 44Q (4164.159219 sec): 3 clusters Score: Raw -130147.136791 + Penalty 739.996055 = -129407.140735 nChanged 2 SP:Iteration 45Q (4164.205237 sec): 3 clusters Score: Raw -130147.545487 + Penalty 739.996055 = -129407.549432 nChanged 3 SP:Iteration 46Q (4164.251186 sec): 3 clusters Score: Raw -130148.478611 + Penalty 739.996055 = -129408.482555 nChanged 0 SP:Iteration 47F (4164.298729 sec): 3 clusters Score: Raw -130148.478611 + Penalty 739.996055 = -129408.482555 nChanged 0 Trying to split cluster 39 (10333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4164.329606 sec): 2 clusters Score: Raw -426813.980323 + Penalty 420.560956 = -426393.419367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4164.373418 sec): 3 clusters Score: Raw -420371.036807 + Penalty 841.121912 = -419529.914894 nChanged 4784 SP:Iteration 1F (4164.434416 sec): 3 clusters Score: Raw -423278.147543 + Penalty 841.121912 = -422437.025630 nChanged 697 SP:Iteration 2F (4164.492350 sec): 3 clusters Score: Raw -423651.006016 + Penalty 841.121912 = -422809.884104 nChanged 693 SP:Iteration 3F (4164.542612 sec): 3 clusters Score: Raw -424087.697950 + Penalty 841.121912 = -423246.576038 nChanged 694 SP:Iteration 4F (4164.601061 sec): 3 clusters Score: Raw -424565.225507 + Penalty 841.121912 = -423724.103594 nChanged 643 SP:Iteration 5F (4164.646775 sec): 3 clusters Score: Raw -425017.304785 + Penalty 841.121912 = -424176.182873 nChanged 547 SP:Iteration 6F (4164.699050 sec): 3 clusters Score: Raw -425456.299517 + Penalty 841.121912 = -424615.177605 nChanged 456 SP:Iteration 7Q (4164.750910 sec): 3 clusters Score: Raw -425887.262115 + Penalty 841.121912 = -425046.140203 nChanged 352 SP:Iteration 8Q (4164.813349 sec): 3 clusters Score: Raw -426223.342246 + Penalty 841.121912 = -425382.220334 nChanged 242 SP:Iteration 9Q (4164.870074 sec): 3 clusters Score: Raw -426367.776307 + Penalty 841.121912 = -425526.654395 nChanged 170 SP:Iteration 10Q (4164.914787 sec): 3 clusters Score: Raw -426449.448132 + Penalty 841.121912 = -425608.326220 nChanged 115 SP:Iteration 11Q (4164.965453 sec): 3 clusters Score: Raw -426506.897159 + Penalty 841.121912 = -425665.775247 nChanged 92 SP:Iteration 12Q (4165.030378 sec): 3 clusters Score: Raw -426548.184189 + Penalty 841.121912 = -425707.062276 nChanged 90 SP:Iteration 13Q (4165.083089 sec): 3 clusters Score: Raw -426589.597343 + Penalty 841.121912 = -425748.475430 nChanged 88 SP:Iteration 14Q (4165.140328 sec): 3 clusters Score: Raw -426625.043390 + Penalty 841.121912 = -425783.921478 nChanged 82 SP:Iteration 15Q (4165.192129 sec): 3 clusters Score: Raw -426656.714018 + Penalty 841.121912 = -425815.592106 nChanged 63 SP:Iteration 16Q (4165.244080 sec): 3 clusters Score: Raw -426674.506566 + Penalty 841.121912 = -425833.384653 nChanged 62 SP:Iteration 17Q (4165.288955 sec): 3 clusters Score: Raw -426694.767514 + Penalty 841.121912 = -425853.645602 nChanged 49 SP:Iteration 18Q (4165.343083 sec): 3 clusters Score: Raw -426708.627612 + Penalty 841.121912 = -425867.505700 nChanged 49 SP:Iteration 19Q (4165.392638 sec): 3 clusters Score: Raw -426720.644226 + Penalty 841.121912 = -425879.522314 nChanged 40 SP:Iteration 20F (4165.443562 sec): 3 clusters Score: Raw -426731.039355 + Penalty 841.121912 = -425889.917443 nChanged 30 SP:Iteration 21Q (4165.500026 sec): 3 clusters Score: Raw -426737.476562 + Penalty 841.121912 = -425896.354650 nChanged 22 SP:Iteration 22Q (4165.548447 sec): 3 clusters Score: Raw -426741.602044 + Penalty 841.121912 = -425900.480132 nChanged 24 SP:Iteration 23Q (4165.593584 sec): 3 clusters Score: Raw -426746.564571 + Penalty 841.121912 = -425905.442659 nChanged 23 SP:Iteration 24Q (4165.647693 sec): 3 clusters Score: Raw -426750.744525 + Penalty 841.121912 = -425909.622612 nChanged 18 SP:Iteration 25Q (4165.700086 sec): 3 clusters Score: Raw -426754.429749 + Penalty 841.121912 = -425913.307837 nChanged 22 SP:Iteration 26Q (4165.753036 sec): 3 clusters Score: Raw -426760.777435 + Penalty 841.121912 = -425919.655523 nChanged 21 SP:Iteration 27Q (4165.807847 sec): 3 clusters Score: Raw -426765.179349 + Penalty 841.121912 = -425924.057437 nChanged 20 SP:Iteration 28Q (4165.854817 sec): 3 clusters Score: Raw -426770.240468 + Penalty 841.121912 = -425929.118556 nChanged 27 SP:Iteration 29Q (4165.903233 sec): 3 clusters Score: Raw -426779.009264 + Penalty 841.121912 = -425937.887351 nChanged 21 SP:Iteration 30Q (4165.963623 sec): 3 clusters Score: Raw -426785.423883 + Penalty 841.121912 = -425944.301971 nChanged 20 SP:Iteration 31Q (4166.003645 sec): 3 clusters Score: Raw -426788.980595 + Penalty 841.121912 = -425947.858683 nChanged 16 SP:Iteration 32Q (4166.061148 sec): 3 clusters Score: Raw -426791.994368 + Penalty 841.121912 = -425950.872455 nChanged 16 SP:Iteration 33Q (4166.114538 sec): 3 clusters Score: Raw -426795.475226 + Penalty 841.121912 = -425954.353314 nChanged 16 SP:Iteration 34Q (4166.162956 sec): 3 clusters Score: Raw -426798.745743 + Penalty 841.121912 = -425957.623831 nChanged 11 SP:Iteration 35Q (4166.219113 sec): 3 clusters Score: Raw -426800.385403 + Penalty 841.121912 = -425959.263491 nChanged 13 SP:Iteration 36Q (4166.270875 sec): 3 clusters Score: Raw -426802.427336 + Penalty 841.121912 = -425961.305424 nChanged 12 SP:Iteration 37Q (4166.318036 sec): 3 clusters Score: Raw -426804.348746 + Penalty 841.121912 = -425963.226834 nChanged 12 SP:Iteration 38Q (4166.374974 sec): 3 clusters Score: Raw -426806.734017 + Penalty 841.121912 = -425965.612105 nChanged 20 SP:Iteration 39Q (4166.436128 sec): 3 clusters Score: Raw -426811.038157 + Penalty 841.121912 = -425969.916245 nChanged 23 SP:Iteration 40F (4166.493014 sec): 3 clusters Score: Raw -426817.866917 + Penalty 841.121912 = -425976.745005 nChanged 24 SP:Iteration 41Q (4166.539812 sec): 3 clusters Score: Raw -426826.311438 + Penalty 841.121912 = -425985.189526 nChanged 29 SP:Iteration 42Q (4166.594394 sec): 3 clusters Score: Raw -426836.496176 + Penalty 841.121912 = -425995.374264 nChanged 36 SP:Iteration 43Q (4166.652404 sec): 3 clusters Score: Raw -426853.264701 + Penalty 841.121912 = -426012.142789 nChanged 37 SP:Iteration 44Q (4166.700065 sec): 3 clusters Score: Raw -426866.936820 + Penalty 841.121912 = -426025.814908 nChanged 25 SP:Iteration 45Q (4166.762275 sec): 3 clusters Score: Raw -426874.126099 + Penalty 841.121912 = -426033.004187 nChanged 28 SP:Iteration 46Q (4166.816556 sec): 3 clusters Score: Raw -426883.210670 + Penalty 841.121912 = -426042.088757 nChanged 17 SP:Iteration 47Q (4166.873011 sec): 3 clusters Score: Raw -426889.890890 + Penalty 841.121912 = -426048.768978 nChanged 23 SP:Iteration 48Q (4166.929404 sec): 3 clusters Score: Raw -426898.028998 + Penalty 841.121912 = -426056.907086 nChanged 24 SP:Iteration 49Q (4166.974794 sec): 3 clusters Score: Raw -426909.351596 + Penalty 841.121912 = -426068.229683 nChanged 22 SP:Iteration 50Q (4167.038777 sec): 3 clusters Score: Raw -426919.837705 + Penalty 841.121912 = -426078.715793 nChanged 26 SP:Iteration 51Q (4167.089733 sec): 3 clusters Score: Raw -426938.335721 + Penalty 841.121912 = -426097.213809 nChanged 17 SP:Iteration 52Q (4167.142163 sec): 3 clusters Score: Raw -426949.932458 + Penalty 841.121912 = -426108.810545 nChanged 20 SP:Iteration 53Q (4167.189794 sec): 3 clusters Score: Raw -426958.986362 + Penalty 841.121912 = -426117.864450 nChanged 13 SP:Iteration 54Q (4167.255645 sec): 3 clusters Score: Raw -426964.885542 + Penalty 841.121912 = -426123.763630 nChanged 12 SP:Iteration 55Q (4167.297122 sec): 3 clusters Score: Raw -426968.230332 + Penalty 841.121912 = -426127.108419 nChanged 6 SP:Iteration 56Q (4167.360400 sec): 3 clusters Score: Raw -426969.337542 + Penalty 841.121912 = -426128.215630 nChanged 1 SP:Iteration 57Q (4167.406762 sec): 3 clusters Score: Raw -426970.073475 + Penalty 841.121912 = -426128.951563 nChanged 4 SP:Iteration 58Q (4167.463960 sec): 3 clusters Score: Raw -426971.793230 + Penalty 841.121912 = -426130.671318 nChanged 3 SP:Iteration 59Q (4167.526084 sec): 3 clusters Score: Raw -426973.166776 + Penalty 841.121912 = -426132.044864 nChanged 2 SP:Iteration 60F (4167.566663 sec): 3 clusters Score: Raw -426974.672838 + Penalty 841.121912 = -426133.550926 nChanged 1 SP:Iteration 61Q (4167.618672 sec): 3 clusters Score: Raw -426974.781710 + Penalty 841.121912 = -426133.659797 nChanged 2 SP:Iteration 62Q (4167.679303 sec): 3 clusters Score: Raw -426975.092490 + Penalty 841.121912 = -426133.970578 nChanged 1 SP:Iteration 63Q (4167.724396 sec): 3 clusters Score: Raw -426975.195805 + Penalty 841.121912 = -426134.073892 nChanged 0 SP:Iteration 64F (4167.781389 sec): 3 clusters Score: Raw -426975.195805 + Penalty 841.121912 = -426134.073892 nChanged 0 Trying to split cluster 40 (701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4167.808538 sec): 2 clusters Score: Raw -25609.898216 + Penalty 298.139109 = -25311.759107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4167.845022 sec): 3 clusters Score: Raw -25321.971923 + Penalty 596.278218 = -24725.693705 nChanged 252 SP:Iteration 1F (4167.887754 sec): 3 clusters Score: Raw -25481.932975 + Penalty 596.278218 = -24885.654758 nChanged 70 SP:Iteration 2F (4167.941166 sec): 3 clusters Score: Raw -25559.073316 + Penalty 596.278218 = -24962.795098 nChanged 64 SP:Iteration 3F (4167.986265 sec): 3 clusters Score: Raw -25646.055401 + Penalty 596.278218 = -25049.777183 nChanged 67 SP:Iteration 4F (4168.023738 sec): 3 clusters Score: Raw -25756.582430 + Penalty 596.278218 = -25160.304212 nChanged 46 SP:Iteration 5F (4168.064838 sec): 3 clusters Score: Raw -25817.896207 + Penalty 596.278218 = -25221.617989 nChanged 23 SP:Iteration 6Q (4168.120186 sec): 3 clusters Score: Raw -25843.521563 + Penalty 596.278218 = -25247.243346 nChanged 12 SP:Iteration 7Q (4168.165548 sec): 3 clusters Score: Raw -25850.923112 + Penalty 596.278218 = -25254.644894 nChanged 12 SP:Iteration 8Q (4168.212713 sec): 3 clusters Score: Raw -25861.667208 + Penalty 596.278218 = -25265.388990 nChanged 5 SP:Iteration 9Q (4168.258832 sec): 3 clusters Score: Raw -25866.590993 + Penalty 596.278218 = -25270.312776 nChanged 6 SP:Iteration 10Q (4168.303587 sec): 3 clusters Score: Raw -25871.548615 + Penalty 596.278218 = -25275.270397 nChanged 4 SP:Iteration 11Q (4168.342706 sec): 3 clusters Score: Raw -25874.481977 + Penalty 596.278218 = -25278.203759 nChanged 4 SP:Iteration 12Q (4168.396298 sec): 3 clusters Score: Raw -25879.965178 + Penalty 596.278218 = -25283.686960 nChanged 6 SP:Iteration 13Q (4168.432940 sec): 3 clusters Score: Raw -25887.600256 + Penalty 596.278218 = -25291.322039 nChanged 7 SP:Iteration 14Q (4168.484306 sec): 3 clusters Score: Raw -25892.549505 + Penalty 596.278218 = -25296.271287 nChanged 2 SP:Iteration 15Q (4168.505070 sec): 3 clusters Score: Raw -25895.032362 + Penalty 596.278218 = -25298.754144 nChanged 0 SP:Iteration 16F (4168.547503 sec): 3 clusters Score: Raw -25895.032362 + Penalty 596.278218 = -25298.754144 nChanged 0 Trying to split cluster 41 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4168.575159 sec): 2 clusters Score: Raw -5874.670869 + Penalty 245.202764 = -5629.468105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4168.619742 sec): 3 clusters Score: Raw -5837.240151 + Penalty 490.405527 = -5346.834623 nChanged 71 SP:Iteration 1F (4168.660526 sec): 3 clusters Score: Raw -5929.316233 + Penalty 490.405527 = -5438.910706 nChanged 16 SP:Iteration 2F (4168.709158 sec): 3 clusters Score: Raw -5951.075309 + Penalty 490.405527 = -5460.669781 nChanged 6 SP:Iteration 3Q (4168.740154 sec): 3 clusters Score: Raw -5959.285459 + Penalty 490.405527 = -5468.879931 nChanged 3 SP:Iteration 4Q (4168.787384 sec): 3 clusters Score: Raw -5964.963468 + Penalty 490.405527 = -5474.557941 nChanged 0 SP:Iteration 5F (4168.837472 sec): 3 clusters Score: Raw -5964.963468 + Penalty 490.405527 = -5474.557941 nChanged 0 Trying to split cluster 42 (1710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4168.852193 sec): 2 clusters Score: Raw -66289.103807 + Penalty 338.713314 = -65950.390493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4168.897582 sec): 3 clusters Score: Raw -65343.864079 + Penalty 677.426627 = -64666.437452 nChanged 706 SP:Iteration 1F (4168.946313 sec): 3 clusters Score: Raw -65740.095224 + Penalty 677.426627 = -65062.668597 nChanged 130 SP:Iteration 2F (4168.990492 sec): 3 clusters Score: Raw -65822.809919 + Penalty 677.426627 = -65145.383292 nChanged 127 SP:Iteration 3F (4169.045613 sec): 3 clusters Score: Raw -65906.117378 + Penalty 677.426627 = -65228.690751 nChanged 97 SP:Iteration 4F (4169.095029 sec): 3 clusters Score: Raw -65964.303338 + Penalty 677.426627 = -65286.876711 nChanged 83 SP:Iteration 5Q (4169.144315 sec): 3 clusters Score: Raw -66013.528765 + Penalty 677.426627 = -65336.102138 nChanged 78 SP:Iteration 6Q (4169.191866 sec): 3 clusters Score: Raw -66064.411981 + Penalty 677.426627 = -65386.985354 nChanged 83 SP:Iteration 7Q (4169.229583 sec): 3 clusters Score: Raw -66125.158955 + Penalty 677.426627 = -65447.732328 nChanged 79 SP:Iteration 8Q (4169.275317 sec): 3 clusters Score: Raw -66192.851614 + Penalty 677.426627 = -65515.424987 nChanged 69 SP:Iteration 9Q (4169.319701 sec): 3 clusters Score: Raw -66255.456824 + Penalty 677.426627 = -65578.030197 nChanged 69 SP:Iteration 10Q (4169.357054 sec): 3 clusters Score: Raw -66303.871075 + Penalty 677.426627 = -65626.444448 nChanged 50 SP:Iteration 11Q (4169.404688 sec): 3 clusters Score: Raw -66333.798087 + Penalty 677.426627 = -65656.371460 nChanged 36 SP:Iteration 12Q (4169.450609 sec): 3 clusters Score: Raw -66350.085619 + Penalty 677.426627 = -65672.658992 nChanged 28 SP:Iteration 13Q (4169.492013 sec): 3 clusters Score: Raw -66366.026775 + Penalty 677.426627 = -65688.600148 nChanged 30 SP:Iteration 14Q (4169.536905 sec): 3 clusters Score: Raw -66382.468657 + Penalty 677.426627 = -65705.042030 nChanged 29 SP:Iteration 15Q (4169.584816 sec): 3 clusters Score: Raw -66400.529631 + Penalty 677.426627 = -65723.103004 nChanged 24 SP:Iteration 16Q (4169.621988 sec): 3 clusters Score: Raw -66413.932636 + Penalty 677.426627 = -65736.506009 nChanged 17 SP:Iteration 17Q (4169.664684 sec): 3 clusters Score: Raw -66419.886447 + Penalty 677.426627 = -65742.459820 nChanged 10 SP:Iteration 18Q (4169.713463 sec): 3 clusters Score: Raw -66422.732898 + Penalty 677.426627 = -65745.306271 nChanged 6 SP:Iteration 19Q (4169.759890 sec): 3 clusters Score: Raw -66425.281020 + Penalty 677.426627 = -65747.854393 nChanged 9 SP:Iteration 20F (4169.804919 sec): 3 clusters Score: Raw -66429.729411 + Penalty 677.426627 = -65752.302784 nChanged 9 SP:Iteration 21Q (4169.858910 sec): 3 clusters Score: Raw -66433.226965 + Penalty 677.426627 = -65755.800338 nChanged 6 SP:Iteration 22Q (4169.903958 sec): 3 clusters Score: Raw -66435.928419 + Penalty 677.426627 = -65758.501792 nChanged 8 SP:Iteration 23Q (4169.950080 sec): 3 clusters Score: Raw -66439.527701 + Penalty 677.426627 = -65762.101074 nChanged 7 SP:Iteration 24Q (4169.994839 sec): 3 clusters Score: Raw -66442.118871 + Penalty 677.426627 = -65764.692244 nChanged 5 SP:Iteration 25Q (4170.043125 sec): 3 clusters Score: Raw -66444.596255 + Penalty 677.426627 = -65767.169628 nChanged 5 SP:Iteration 26Q (4170.091449 sec): 3 clusters Score: Raw -66447.128185 + Penalty 677.426627 = -65769.701558 nChanged 9 SP:Iteration 27Q (4170.132692 sec): 3 clusters Score: Raw -66451.450866 + Penalty 677.426627 = -65774.024239 nChanged 8 SP:Iteration 28Q (4170.186013 sec): 3 clusters Score: Raw -66455.417488 + Penalty 677.426627 = -65777.990861 nChanged 8 SP:Iteration 29Q (4170.236232 sec): 3 clusters Score: Raw -66459.942772 + Penalty 677.426627 = -65782.516145 nChanged 8 SP:Iteration 30Q (4170.284537 sec): 3 clusters Score: Raw -66462.611157 + Penalty 677.426627 = -65785.184530 nChanged 4 SP:Iteration 31Q (4170.328469 sec): 3 clusters Score: Raw -66464.465104 + Penalty 677.426627 = -65787.038477 nChanged 6 SP:Iteration 32Q (4170.371685 sec): 3 clusters Score: Raw -66466.758224 + Penalty 677.426627 = -65789.331597 nChanged 6 SP:Iteration 33Q (4170.420412 sec): 3 clusters Score: Raw -66468.518480 + Penalty 677.426627 = -65791.091853 nChanged 4 SP:Iteration 34Q (4170.459885 sec): 3 clusters Score: Raw -66469.718401 + Penalty 677.426627 = -65792.291773 nChanged 7 SP:Iteration 35Q (4170.499793 sec): 3 clusters Score: Raw -66471.366598 + Penalty 677.426627 = -65793.939971 nChanged 2 SP:Iteration 36Q (4170.548527 sec): 3 clusters Score: Raw -66471.806193 + Penalty 677.426627 = -65794.379566 nChanged 3 SP:Iteration 37Q (4170.593030 sec): 3 clusters Score: Raw -66472.274975 + Penalty 677.426627 = -65794.848347 nChanged 2 SP:Iteration 38Q (4170.643352 sec): 3 clusters Score: Raw -66472.905885 + Penalty 677.426627 = -65795.479258 nChanged 2 SP:Iteration 39Q (4170.686345 sec): 3 clusters Score: Raw -66474.505600 + Penalty 677.426627 = -65797.078973 nChanged 0 SP:Iteration 40F (4170.737474 sec): 3 clusters Score: Raw -66474.505600 + Penalty 677.426627 = -65797.078973 nChanged 0 Trying to split cluster 43 (7154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4170.765821 sec): 2 clusters Score: Raw -255068.294562 + Penalty 403.831925 = -254664.462637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4170.826070 sec): 3 clusters Score: Raw -250610.557400 + Penalty 807.663850 = -249802.893551 nChanged 3342 SP:Iteration 1F (4170.873274 sec): 3 clusters Score: Raw -252609.576801 + Penalty 807.663850 = -251801.912952 nChanged 452 SP:Iteration 2F (4170.934391 sec): 3 clusters Score: Raw -252813.920678 + Penalty 807.663850 = -252006.256828 nChanged 449 SP:Iteration 3F (4170.986399 sec): 3 clusters Score: Raw -253026.824736 + Penalty 807.663850 = -252219.160887 nChanged 389 SP:Iteration 4F (4171.021409 sec): 3 clusters Score: Raw -253259.058537 + Penalty 807.663850 = -252451.394687 nChanged 385 SP:Iteration 5F (4171.072854 sec): 3 clusters Score: Raw -253514.925285 + Penalty 807.663850 = -252707.261435 nChanged 338 SP:Iteration 6Q (4171.126958 sec): 3 clusters Score: Raw -253771.621483 + Penalty 807.663850 = -252963.957633 nChanged 306 SP:Iteration 7Q (4171.176905 sec): 3 clusters Score: Raw -253998.788821 + Penalty 807.663850 = -253191.124972 nChanged 273 SP:Iteration 8Q (4171.233116 sec): 3 clusters Score: Raw -254157.001173 + Penalty 807.663850 = -253349.337323 nChanged 211 SP:Iteration 9Q (4171.280332 sec): 3 clusters Score: Raw -254280.296011 + Penalty 807.663850 = -253472.632161 nChanged 176 SP:Iteration 10Q (4171.320003 sec): 3 clusters Score: Raw -254367.194455 + Penalty 807.663850 = -253559.530606 nChanged 135 SP:Iteration 11Q (4171.370809 sec): 3 clusters Score: Raw -254424.392292 + Penalty 807.663850 = -253616.728443 nChanged 109 SP:Iteration 12Q (4171.415131 sec): 3 clusters Score: Raw -254461.166039 + Penalty 807.663850 = -253653.502189 nChanged 104 SP:Iteration 13Q (4171.474182 sec): 3 clusters Score: Raw -254510.051670 + Penalty 807.663850 = -253702.387820 nChanged 108 SP:Iteration 14Q (4171.520596 sec): 3 clusters Score: Raw -254551.833571 + Penalty 807.663850 = -253744.169721 nChanged 87 SP:Iteration 15Q (4171.578812 sec): 3 clusters Score: Raw -254579.454448 + Penalty 807.663850 = -253771.790598 nChanged 81 SP:Iteration 16Q (4171.632366 sec): 3 clusters Score: Raw -254605.767988 + Penalty 807.663850 = -253798.104138 nChanged 87 SP:Iteration 17Q (4171.671338 sec): 3 clusters Score: Raw -254642.357193 + Penalty 807.663850 = -253834.693344 nChanged 85 SP:Iteration 18Q (4171.728776 sec): 3 clusters Score: Raw -254692.807117 + Penalty 807.663850 = -253885.143268 nChanged 92 SP:Iteration 19Q (4171.767709 sec): 3 clusters Score: Raw -254746.131239 + Penalty 807.663850 = -253938.467389 nChanged 92 SP:Iteration 20F (4171.815601 sec): 3 clusters Score: Raw -254809.406295 + Penalty 807.663850 = -254001.742445 nChanged 89 SP:Iteration 21Q (4171.866078 sec): 3 clusters Score: Raw -254872.914339 + Penalty 807.663850 = -254065.250490 nChanged 88 SP:Iteration 22Q (4171.917449 sec): 3 clusters Score: Raw -254928.739695 + Penalty 807.663850 = -254121.075845 nChanged 59 SP:Iteration 23Q (4171.961866 sec): 3 clusters Score: Raw -254968.729737 + Penalty 807.663850 = -254161.065887 nChanged 62 SP:Iteration 24Q (4172.010448 sec): 3 clusters Score: Raw -255007.328608 + Penalty 807.663850 = -254199.664758 nChanged 50 SP:Iteration 25Q (4172.049855 sec): 3 clusters Score: Raw -255032.200894 + Penalty 807.663850 = -254224.537045 nChanged 46 SP:Iteration 26Q (4172.104843 sec): 3 clusters Score: Raw -255057.805435 + Penalty 807.663850 = -254250.141586 nChanged 31 SP:Iteration 27Q (4172.146956 sec): 3 clusters Score: Raw -255067.660334 + Penalty 807.663850 = -254259.996485 nChanged 23 SP:Iteration 28Q (4172.197915 sec): 3 clusters Score: Raw -255075.652840 + Penalty 807.663850 = -254267.988990 nChanged 20 SP:Iteration 29Q (4172.241884 sec): 3 clusters Score: Raw -255082.486101 + Penalty 807.663850 = -254274.822252 nChanged 16 SP:Iteration 30Q (4172.295671 sec): 3 clusters Score: Raw -255086.223368 + Penalty 807.663850 = -254278.559518 nChanged 10 SP:Iteration 31Q (4172.353070 sec): 3 clusters Score: Raw -255087.845033 + Penalty 807.663850 = -254280.181184 nChanged 8 SP:Iteration 32Q (4172.401229 sec): 3 clusters Score: Raw -255088.728213 + Penalty 807.663850 = -254281.064363 nChanged 4 SP:Iteration 33Q (4172.460925 sec): 3 clusters Score: Raw -255090.044025 + Penalty 807.663850 = -254282.380175 nChanged 9 SP:Iteration 34Q (4172.508502 sec): 3 clusters Score: Raw -255091.784060 + Penalty 807.663850 = -254284.120210 nChanged 4 SP:Iteration 35Q (4172.563041 sec): 3 clusters Score: Raw -255092.261565 + Penalty 807.663850 = -254284.597715 nChanged 3 SP:Iteration 36Q (4172.618693 sec): 3 clusters Score: Raw -255092.440741 + Penalty 807.663850 = -254284.776891 nChanged 3 SP:Iteration 37Q (4172.662166 sec): 3 clusters Score: Raw -255092.767067 + Penalty 807.663850 = -254285.103217 nChanged 6 SP:Iteration 38Q (4172.717129 sec): 3 clusters Score: Raw -255093.462468 + Penalty 807.663850 = -254285.798618 nChanged 5 SP:Iteration 39Q (4172.767565 sec): 3 clusters Score: Raw -255094.133146 + Penalty 807.663850 = -254286.469296 nChanged 4 SP:Iteration 40F (4172.819799 sec): 3 clusters Score: Raw -255094.677302 + Penalty 807.663850 = -254287.013452 nChanged 3 SP:Iteration 41Q (4172.867079 sec): 3 clusters Score: Raw -255095.169070 + Penalty 807.663850 = -254287.505220 nChanged 5 SP:Iteration 42Q (4172.913708 sec): 3 clusters Score: Raw -255095.553462 + Penalty 807.663850 = -254287.889612 nChanged 3 SP:Iteration 43Q (4172.960957 sec): 3 clusters Score: Raw -255095.988651 + Penalty 807.663850 = -254288.324802 nChanged 4 SP:Iteration 44Q (4173.017259 sec): 3 clusters Score: Raw -255096.735259 + Penalty 807.663850 = -254289.071409 nChanged 1 SP:Iteration 45Q (4173.063987 sec): 3 clusters Score: Raw -255096.800667 + Penalty 807.663850 = -254289.136817 nChanged 0 SP:Iteration 46F (4173.126164 sec): 3 clusters Score: Raw -255096.800667 + Penalty 807.663850 = -254289.136817 nChanged 0 Trying to split cluster 44 (2487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4173.146757 sec): 2 clusters Score: Raw -95014.195106 + Penalty 355.756876 = -94658.438230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4173.194635 sec): 3 clusters Score: Raw -93607.200298 + Penalty 711.513752 = -92895.686546 nChanged 1084 SP:Iteration 1F (4173.236148 sec): 3 clusters Score: Raw -94248.318657 + Penalty 711.513752 = -93536.804905 nChanged 183 SP:Iteration 2F (4173.280060 sec): 3 clusters Score: Raw -94341.802358 + Penalty 711.513752 = -93630.288606 nChanged 139 SP:Iteration 3F (4173.329279 sec): 3 clusters Score: Raw -94417.032301 + Penalty 711.513752 = -93705.518549 nChanged 125 SP:Iteration 4F (4173.372243 sec): 3 clusters Score: Raw -94480.677799 + Penalty 711.513752 = -93769.164047 nChanged 96 SP:Iteration 5Q (4173.424653 sec): 3 clusters Score: Raw -94528.696847 + Penalty 711.513752 = -93817.183094 nChanged 93 SP:Iteration 6Q (4173.468360 sec): 3 clusters Score: Raw -94568.011436 + Penalty 711.513752 = -93856.497684 nChanged 78 SP:Iteration 7Q (4173.521630 sec): 3 clusters Score: Raw -94604.714894 + Penalty 711.513752 = -93893.201141 nChanged 72 SP:Iteration 8Q (4173.564360 sec): 3 clusters Score: Raw -94656.058485 + Penalty 711.513752 = -93944.544732 nChanged 76 SP:Iteration 9Q (4173.611198 sec): 3 clusters Score: Raw -94727.435213 + Penalty 711.513752 = -94015.921461 nChanged 95 SP:Iteration 10Q (4173.655442 sec): 3 clusters Score: Raw -94821.492683 + Penalty 711.513752 = -94109.978930 nChanged 79 SP:Iteration 11Q (4173.704942 sec): 3 clusters Score: Raw -94871.881343 + Penalty 711.513752 = -94160.367590 nChanged 52 SP:Iteration 12Q (4173.750724 sec): 3 clusters Score: Raw -94899.463362 + Penalty 711.513752 = -94187.949609 nChanged 37 SP:Iteration 13Q (4173.796517 sec): 3 clusters Score: Raw -94914.484909 + Penalty 711.513752 = -94202.971156 nChanged 36 SP:Iteration 14Q (4173.844803 sec): 3 clusters Score: Raw -94925.305048 + Penalty 711.513752 = -94213.791296 nChanged 25 SP:Iteration 15Q (4173.889155 sec): 3 clusters Score: Raw -94932.597056 + Penalty 711.513752 = -94221.083304 nChanged 15 SP:Iteration 16Q (4173.929865 sec): 3 clusters Score: Raw -94935.254147 + Penalty 711.513752 = -94223.740394 nChanged 10 SP:Iteration 17Q (4173.970762 sec): 3 clusters Score: Raw -94936.863230 + Penalty 711.513752 = -94225.349478 nChanged 16 SP:Iteration 18Q (4174.021601 sec): 3 clusters Score: Raw -94939.147704 + Penalty 711.513752 = -94227.633952 nChanged 10 SP:Iteration 19Q (4174.059116 sec): 3 clusters Score: Raw -94940.853982 + Penalty 711.513752 = -94229.340230 nChanged 11 SP:Iteration 20F (4174.114844 sec): 3 clusters Score: Raw -94942.977691 + Penalty 711.513752 = -94231.463939 nChanged 8 SP:Iteration 21Q (4174.161088 sec): 3 clusters Score: Raw -94944.214458 + Penalty 711.513752 = -94232.700705 nChanged 7 SP:Iteration 22Q (4174.200044 sec): 3 clusters Score: Raw -94945.515527 + Penalty 711.513752 = -94234.001774 nChanged 9 SP:Iteration 23Q (4174.253376 sec): 3 clusters Score: Raw -94948.262298 + Penalty 711.513752 = -94236.748546 nChanged 8 SP:Iteration 24Q (4174.294036 sec): 3 clusters Score: Raw -94949.979337 + Penalty 711.513752 = -94238.465585 nChanged 7 SP:Iteration 25Q (4174.340289 sec): 3 clusters Score: Raw -94951.057263 + Penalty 711.513752 = -94239.543511 nChanged 4 SP:Iteration 26Q (4174.394751 sec): 3 clusters Score: Raw -94951.516715 + Penalty 711.513752 = -94240.002962 nChanged 2 SP:Iteration 27Q (4174.433406 sec): 3 clusters Score: Raw -94951.963606 + Penalty 711.513752 = -94240.449853 nChanged 2 SP:Iteration 28Q (4174.481256 sec): 3 clusters Score: Raw -94952.144853 + Penalty 711.513752 = -94240.631101 nChanged 1 SP:Iteration 29Q (4174.530151 sec): 3 clusters Score: Raw -94952.204326 + Penalty 711.513752 = -94240.690574 nChanged 0 SP:Iteration 30F (4174.586048 sec): 3 clusters Score: Raw -94952.204326 + Penalty 711.513752 = -94240.690574 nChanged 0 Trying to split cluster 45 (3620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4174.616507 sec): 2 clusters Score: Raw -129348.446602 + Penalty 372.837433 = -128975.609168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4174.664072 sec): 3 clusters Score: Raw -127257.333076 + Penalty 745.674867 = -126511.658210 nChanged 1613 SP:Iteration 1F (4174.709762 sec): 3 clusters Score: Raw -128296.808908 + Penalty 745.674867 = -127551.134041 nChanged 270 SP:Iteration 2F (4174.754575 sec): 3 clusters Score: Raw -128525.169711 + Penalty 745.674867 = -127779.494845 nChanged 285 SP:Iteration 3F (4174.799016 sec): 3 clusters Score: Raw -128750.263793 + Penalty 745.674867 = -128004.588927 nChanged 236 SP:Iteration 4F (4174.847687 sec): 3 clusters Score: Raw -128898.910781 + Penalty 745.674867 = -128153.235914 nChanged 148 SP:Iteration 5Q (4174.898127 sec): 3 clusters Score: Raw -128983.860660 + Penalty 745.674867 = -128238.185794 nChanged 123 SP:Iteration 6Q (4174.952306 sec): 3 clusters Score: Raw -129070.094224 + Penalty 745.674867 = -128324.419357 nChanged 112 SP:Iteration 7Q (4174.991957 sec): 3 clusters Score: Raw -129134.014991 + Penalty 745.674867 = -128388.340125 nChanged 83 SP:Iteration 8Q (4175.036617 sec): 3 clusters Score: Raw -129164.088745 + Penalty 745.674867 = -128418.413879 nChanged 55 SP:Iteration 9Q (4175.084250 sec): 3 clusters Score: Raw -129181.319127 + Penalty 745.674867 = -128435.644260 nChanged 44 SP:Iteration 10Q (4175.133228 sec): 3 clusters Score: Raw -129196.926740 + Penalty 745.674867 = -128451.251873 nChanged 36 SP:Iteration 11Q (4175.183445 sec): 3 clusters Score: Raw -129208.787661 + Penalty 745.674867 = -128463.112794 nChanged 41 SP:Iteration 12Q (4175.237965 sec): 3 clusters Score: Raw -129223.023690 + Penalty 745.674867 = -128477.348823 nChanged 48 SP:Iteration 13Q (4175.288166 sec): 3 clusters Score: Raw -129239.128553 + Penalty 745.674867 = -128493.453686 nChanged 37 SP:Iteration 14Q (4175.340989 sec): 3 clusters Score: Raw -129251.124569 + Penalty 745.674867 = -128505.449702 nChanged 30 SP:Iteration 15Q (4175.382224 sec): 3 clusters Score: Raw -129259.405542 + Penalty 745.674867 = -128513.730675 nChanged 25 SP:Iteration 16Q (4175.435617 sec): 3 clusters Score: Raw -129266.305310 + Penalty 745.674867 = -128520.630444 nChanged 28 SP:Iteration 17Q (4175.486419 sec): 3 clusters Score: Raw -129273.830891 + Penalty 745.674867 = -128528.156024 nChanged 28 SP:Iteration 18Q (4175.536176 sec): 3 clusters Score: Raw -129282.544594 + Penalty 745.674867 = -128536.869727 nChanged 32 SP:Iteration 19Q (4175.584013 sec): 3 clusters Score: Raw -129293.486477 + Penalty 745.674867 = -128547.811610 nChanged 24 SP:Iteration 20F (4175.634630 sec): 3 clusters Score: Raw -129301.760540 + Penalty 745.674867 = -128556.085674 nChanged 20 SP:Iteration 21Q (4175.683647 sec): 3 clusters Score: Raw -129306.957067 + Penalty 745.674867 = -128561.282200 nChanged 18 SP:Iteration 22Q (4175.720651 sec): 3 clusters Score: Raw -129312.166436 + Penalty 745.674867 = -128566.491570 nChanged 22 SP:Iteration 23Q (4175.774068 sec): 3 clusters Score: Raw -129318.055288 + Penalty 745.674867 = -128572.380422 nChanged 19 SP:Iteration 24Q (4175.814636 sec): 3 clusters Score: Raw -129324.473827 + Penalty 745.674867 = -128578.798960 nChanged 23 SP:Iteration 25Q (4175.871692 sec): 3 clusters Score: Raw -129330.513756 + Penalty 745.674867 = -128584.838889 nChanged 9 SP:Iteration 26Q (4175.914653 sec): 3 clusters Score: Raw -129332.566186 + Penalty 745.674867 = -128586.891319 nChanged 9 SP:Iteration 27Q (4175.962228 sec): 3 clusters Score: Raw -129335.660260 + Penalty 745.674867 = -128589.985393 nChanged 10 SP:Iteration 28Q (4176.011427 sec): 3 clusters Score: Raw -129340.494693 + Penalty 745.674867 = -128594.819826 nChanged 17 SP:Iteration 29Q (4176.054243 sec): 3 clusters Score: Raw -129346.778139 + Penalty 745.674867 = -128601.103272 nChanged 19 SP:Iteration 30Q (4176.104848 sec): 3 clusters Score: Raw -129351.103541 + Penalty 745.674867 = -128605.428674 nChanged 17 SP:Iteration 31Q (4176.159036 sec): 3 clusters Score: Raw -129355.434224 + Penalty 745.674867 = -128609.759357 nChanged 18 SP:Iteration 32Q (4176.204042 sec): 3 clusters Score: Raw -129360.620947 + Penalty 745.674867 = -128614.946080 nChanged 17 SP:Iteration 33Q (4176.253046 sec): 3 clusters Score: Raw -129365.657055 + Penalty 745.674867 = -128619.982188 nChanged 12 SP:Iteration 34Q (4176.301588 sec): 3 clusters Score: Raw -129370.472771 + Penalty 745.674867 = -128624.797904 nChanged 9 SP:Iteration 35Q (4176.336915 sec): 3 clusters Score: Raw -129372.942998 + Penalty 745.674867 = -128627.268131 nChanged 7 SP:Iteration 36Q (4176.388497 sec): 3 clusters Score: Raw -129374.866034 + Penalty 745.674867 = -128629.191167 nChanged 8 SP:Iteration 37Q (4176.435140 sec): 3 clusters Score: Raw -129377.033334 + Penalty 745.674867 = -128631.358467 nChanged 12 SP:Iteration 38Q (4176.492883 sec): 3 clusters Score: Raw -129380.696485 + Penalty 745.674867 = -128635.021618 nChanged 14 SP:Iteration 39Q (4176.531469 sec): 3 clusters Score: Raw -129383.691177 + Penalty 745.674867 = -128638.016310 nChanged 10 SP:Iteration 40F (4176.573881 sec): 3 clusters Score: Raw -129386.655673 + Penalty 745.674867 = -128640.980806 nChanged 14 SP:Iteration 41Q (4176.621839 sec): 3 clusters Score: Raw -129390.852248 + Penalty 745.674867 = -128645.177381 nChanged 10 SP:Iteration 42Q (4176.683514 sec): 3 clusters Score: Raw -129394.024769 + Penalty 745.674867 = -128648.349902 nChanged 10 SP:Iteration 43Q (4176.730125 sec): 3 clusters Score: Raw -129397.323047 + Penalty 745.674867 = -128651.648181 nChanged 12 SP:Iteration 44Q (4176.777229 sec): 3 clusters Score: Raw -129401.776612 + Penalty 745.674867 = -128656.101745 nChanged 10 SP:Iteration 45Q (4176.821195 sec): 3 clusters Score: Raw -129404.446225 + Penalty 745.674867 = -128658.771358 nChanged 6 SP:Iteration 46Q (4176.861717 sec): 3 clusters Score: Raw -129406.200305 + Penalty 745.674867 = -128660.525438 nChanged 5 SP:Iteration 47Q (4176.915878 sec): 3 clusters Score: Raw -129408.135291 + Penalty 745.674867 = -128662.460424 nChanged 8 SP:Iteration 48Q (4176.949062 sec): 3 clusters Score: Raw -129409.930376 + Penalty 745.674867 = -128664.255509 nChanged 9 SP:Iteration 49Q (4176.999973 sec): 3 clusters Score: Raw -129413.382096 + Penalty 745.674867 = -128667.707229 nChanged 9 SP:Iteration 50Q (4177.045794 sec): 3 clusters Score: Raw -129417.602467 + Penalty 745.674867 = -128671.927600 nChanged 11 SP:Iteration 51Q (4177.088671 sec): 3 clusters Score: Raw -129423.591247 + Penalty 745.674867 = -128677.916380 nChanged 13 SP:Iteration 52Q (4177.132785 sec): 3 clusters Score: Raw -129428.005443 + Penalty 745.674867 = -128682.330576 nChanged 13 SP:Iteration 53Q (4177.183820 sec): 3 clusters Score: Raw -129433.740107 + Penalty 745.674867 = -128688.065240 nChanged 11 SP:Iteration 54Q (4177.214028 sec): 3 clusters Score: Raw -129437.443854 + Penalty 745.674867 = -128691.768988 nChanged 11 SP:Iteration 55Q (4177.256829 sec): 3 clusters Score: Raw -129441.624128 + Penalty 745.674867 = -128695.949262 nChanged 10 SP:Iteration 56Q (4177.304052 sec): 3 clusters Score: Raw -129443.571896 + Penalty 745.674867 = -128697.897029 nChanged 10 SP:Iteration 57Q (4177.356150 sec): 3 clusters Score: Raw -129446.608719 + Penalty 745.674867 = -128700.933853 nChanged 13 SP:Iteration 58Q (4177.404377 sec): 3 clusters Score: Raw -129449.505235 + Penalty 745.674867 = -128703.830368 nChanged 7 SP:Iteration 59Q (4177.453913 sec): 3 clusters Score: Raw -129450.917112 + Penalty 745.674867 = -128705.242246 nChanged 4 SP:Iteration 60F (4177.498512 sec): 3 clusters Score: Raw -129451.949900 + Penalty 745.674867 = -128706.275033 nChanged 5 SP:Iteration 61Q (4177.541529 sec): 3 clusters Score: Raw -129454.443513 + Penalty 745.674867 = -128708.768647 nChanged 5 SP:Iteration 62Q (4177.587188 sec): 3 clusters Score: Raw -129456.680864 + Penalty 745.674867 = -128711.005998 nChanged 7 SP:Iteration 63Q (4177.627538 sec): 3 clusters Score: Raw -129459.879734 + Penalty 745.674867 = -128714.204867 nChanged 8 SP:Iteration 64Q (4177.683046 sec): 3 clusters Score: Raw -129465.250497 + Penalty 745.674867 = -128719.575631 nChanged 10 SP:Iteration 65Q (4177.721429 sec): 3 clusters Score: Raw -129470.006429 + Penalty 745.674867 = -128724.331562 nChanged 5 SP:Iteration 66Q (4177.759420 sec): 3 clusters Score: Raw -129471.183931 + Penalty 745.674867 = -128725.509065 nChanged 1 SP:Iteration 67Q (4177.805731 sec): 3 clusters Score: Raw -129471.231604 + Penalty 745.674867 = -128725.556738 nChanged 0 SP:Iteration 68F (4177.854627 sec): 3 clusters Score: Raw -129471.231604 + Penalty 745.674867 = -128725.556738 nChanged 0 Iteration 236F (4185.638469 sec): 47 clusters Score: Raw -17401827.055525 + Penalty 27318.534099 = -17374508.521426 nChanged 121 Iteration 237Q (4190.649216 sec): 47 clusters Score: Raw -17401878.644864 + Penalty 27318.534099 = -17374560.110765 nChanged 49 Iteration 238Q (4195.840236 sec): 47 clusters Score: Raw -17401890.406887 + Penalty 27318.534099 = -17374571.872789 nChanged 34 Iteration 239Q (4200.967420 sec): 47 clusters Score: Raw -17401895.940900 + Penalty 27318.534099 = -17374577.406801 nChanged 26 Iteration 240F (4208.851600 sec): 47 clusters Score: Raw -17401900.859287 + Penalty 27318.534099 = -17374582.325188 nChanged 26 Iteration 241Q (4214.321491 sec): 47 clusters Score: Raw -17401906.303976 + Penalty 27318.534099 = -17374587.769877 nChanged 25 Iteration 242Q (4219.391276 sec): 47 clusters Score: Raw -17401910.886120 + Penalty 27318.534099 = -17374592.352021 nChanged 23 Iteration 243Q (4224.782823 sec): 47 clusters Score: Raw -17401914.745042 + Penalty 27318.534099 = -17374596.210943 nChanged 22 Iteration 244Q (4229.864244 sec): 47 clusters Score: Raw -17401917.952535 + Penalty 27318.534099 = -17374599.418436 nChanged 16 Iteration 245Q (4235.112757 sec): 47 clusters Score: Raw -17401920.068285 + Penalty 27318.534099 = -17374601.534186 nChanged 16 Iteration 246Q (4240.255964 sec): 47 clusters Score: Raw -17401922.561021 + Penalty 27318.534099 = -17374604.026922 nChanged 11 Iteration 247Q (4245.263246 sec): 47 clusters Score: Raw -17401923.500312 + Penalty 27318.534099 = -17374604.966213 nChanged 14 Iteration 248Q (4250.648607 sec): 47 clusters Score: Raw -17401924.398896 + Penalty 27318.534099 = -17374605.864797 nChanged 18 Iteration 249Q (4255.551408 sec): 47 clusters Score: Raw -17401925.104116 + Penalty 27318.534099 = -17374606.570017 nChanged 15 Iteration 250Q (4260.837193 sec): 47 clusters Score: Raw -17401925.816978 + Penalty 27318.534099 = -17374607.282879 nChanged 21 Iteration 251Q (4265.529525 sec): 47 clusters Score: Raw -17401926.671913 + Penalty 27318.534099 = -17374608.137814 nChanged 17 Iteration 252Q (4270.099199 sec): 47 clusters Score: Raw -17401926.944338 + Penalty 27318.534099 = -17374608.410239 nChanged 15 Iteration 253Q (4275.326681 sec): 47 clusters Score: Raw -17401927.279161 + Penalty 27318.534099 = -17374608.745062 nChanged 16 Iteration 254Q (4280.577313 sec): 47 clusters Score: Raw -17401927.878989 + Penalty 27318.534099 = -17374609.344890 nChanged 21 Iteration 255Q (4285.026262 sec): 47 clusters Score: Raw -17401928.597750 + Penalty 27318.534099 = -17374610.063651 nChanged 19 Iteration 256Q (4290.386572 sec): 47 clusters Score: Raw -17401929.027465 + Penalty 27318.534099 = -17374610.493366 nChanged 8 Iteration 257Q (4295.468673 sec): 47 clusters Score: Raw -17401929.245361 + Penalty 27318.534099 = -17374610.711262 nChanged 8 Iteration 258Q (4300.680615 sec): 47 clusters Score: Raw -17401929.641766 + Penalty 27318.534099 = -17374611.107667 nChanged 8 Writing temp clu file Because OldScore, -17374610.711262, is greater than current (better) Score,-17374611.107667 Compute initial score before splitting: Score: Raw -17401929.641766 + Penalty 27318.534099 = -17374611.107667 Trying to split cluster 1 (8868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4300.861765 sec): 2 clusters Score: Raw -371876.809189 + Penalty 413.604308 = -371463.204881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4300.913108 sec): 3 clusters Score: Raw -366426.459185 + Penalty 827.208616 = -365599.250569 nChanged 4033 SP:Iteration 1F (4300.955324 sec): 3 clusters Score: Raw -368717.444155 + Penalty 827.208616 = -367890.235539 nChanged 425 SP:Iteration 2Q (4301.016085 sec): 3 clusters Score: Raw -368881.403180 + Penalty 827.208616 = -368054.194564 nChanged 433 SP:Iteration 3Q (4301.065652 sec): 3 clusters Score: Raw -369082.350439 + Penalty 827.208616 = -368255.141823 nChanged 436 SP:Iteration 4Q (4301.118321 sec): 3 clusters Score: Raw -369292.810648 + Penalty 827.208616 = -368465.602032 nChanged 464 SP:Iteration 5F (4301.176961 sec): 3 clusters Score: Raw -369555.701367 + Penalty 827.208616 = -368728.492751 nChanged 484 SP:Iteration 6F (4301.222482 sec): 3 clusters Score: Raw -369901.477655 + Penalty 827.208616 = -369074.269039 nChanged 537 SP:Iteration 7F (4301.283054 sec): 3 clusters Score: Raw -370275.773424 + Penalty 827.208616 = -369448.564808 nChanged 462 SP:Iteration 8F (4301.335277 sec): 3 clusters Score: Raw -370575.970318 + Penalty 827.208616 = -369748.761702 nChanged 377 SP:Iteration 9Q (4301.377840 sec): 3 clusters Score: Raw -370804.292379 + Penalty 827.208616 = -369977.083763 nChanged 280 SP:Iteration 10Q (4301.434972 sec): 3 clusters Score: Raw -370946.573282 + Penalty 827.208616 = -370119.364666 nChanged 200 SP:Iteration 11Q (4301.486181 sec): 3 clusters Score: Raw -371020.359831 + Penalty 827.208616 = -370193.151215 nChanged 167 SP:Iteration 12Q (4301.550718 sec): 3 clusters Score: Raw -371075.886380 + Penalty 827.208616 = -370248.677764 nChanged 142 SP:Iteration 13Q (4301.603492 sec): 3 clusters Score: Raw -371122.991803 + Penalty 827.208616 = -370295.783187 nChanged 118 SP:Iteration 14Q (4301.657300 sec): 3 clusters Score: Raw -371157.602019 + Penalty 827.208616 = -370330.393403 nChanged 109 SP:Iteration 15Q (4301.697393 sec): 3 clusters Score: Raw -371192.847734 + Penalty 827.208616 = -370365.639118 nChanged 112 SP:Iteration 16Q (4301.747648 sec): 3 clusters Score: Raw -371237.788893 + Penalty 827.208616 = -370410.580278 nChanged 133 SP:Iteration 17Q (4301.798394 sec): 3 clusters Score: Raw -371291.218892 + Penalty 827.208616 = -370464.010276 nChanged 113 SP:Iteration 18Q (4301.844472 sec): 3 clusters Score: Raw -371338.619790 + Penalty 827.208616 = -370511.411174 nChanged 123 SP:Iteration 19Q (4301.902690 sec): 3 clusters Score: Raw -371395.329426 + Penalty 827.208616 = -370568.120810 nChanged 110 SP:Iteration 20F (4301.957755 sec): 3 clusters Score: Raw -371445.000834 + Penalty 827.208616 = -370617.792218 nChanged 107 SP:Iteration 21Q (4302.012065 sec): 3 clusters Score: Raw -371491.658362 + Penalty 827.208616 = -370664.449746 nChanged 105 SP:Iteration 22Q (4302.054345 sec): 3 clusters Score: Raw -371536.586810 + Penalty 827.208616 = -370709.378194 nChanged 98 SP:Iteration 23Q (4302.111929 sec): 3 clusters Score: Raw -371582.591656 + Penalty 827.208616 = -370755.383040 nChanged 101 SP:Iteration 24Q (4302.163553 sec): 3 clusters Score: Raw -371631.328838 + Penalty 827.208616 = -370804.120222 nChanged 95 SP:Iteration 25Q (4302.210961 sec): 3 clusters Score: Raw -371688.046018 + Penalty 827.208616 = -370860.837402 nChanged 81 SP:Iteration 26Q (4302.260490 sec): 3 clusters Score: Raw -371727.723590 + Penalty 827.208616 = -370900.514974 nChanged 67 SP:Iteration 27Q (4302.307963 sec): 3 clusters Score: Raw -371757.393724 + Penalty 827.208616 = -370930.185108 nChanged 62 SP:Iteration 28Q (4302.361174 sec): 3 clusters Score: Raw -371785.520364 + Penalty 827.208616 = -370958.311748 nChanged 54 SP:Iteration 29Q (4302.412057 sec): 3 clusters Score: Raw -371814.624124 + Penalty 827.208616 = -370987.415508 nChanged 61 SP:Iteration 30Q (4302.473218 sec): 3 clusters Score: Raw -371852.147284 + Penalty 827.208616 = -371024.938668 nChanged 56 SP:Iteration 31Q (4302.524091 sec): 3 clusters Score: Raw -371888.817719 + Penalty 827.208616 = -371061.609103 nChanged 45 SP:Iteration 32Q (4302.568325 sec): 3 clusters Score: Raw -371914.154562 + Penalty 827.208616 = -371086.945946 nChanged 32 SP:Iteration 33Q (4302.628458 sec): 3 clusters Score: Raw -371928.488621 + Penalty 827.208616 = -371101.280006 nChanged 24 SP:Iteration 34Q (4302.680651 sec): 3 clusters Score: Raw -371939.104887 + Penalty 827.208616 = -371111.896271 nChanged 23 SP:Iteration 35Q (4302.726299 sec): 3 clusters Score: Raw -371951.271806 + Penalty 827.208616 = -371124.063190 nChanged 16 SP:Iteration 36Q (4302.772883 sec): 3 clusters Score: Raw -371957.509206 + Penalty 827.208616 = -371130.300590 nChanged 17 SP:Iteration 37Q (4302.822713 sec): 3 clusters Score: Raw -371965.151768 + Penalty 827.208616 = -371137.943152 nChanged 10 SP:Iteration 38Q (4302.876264 sec): 3 clusters Score: Raw -371969.134178 + Penalty 827.208616 = -371141.925562 nChanged 7 SP:Iteration 39Q (4302.923246 sec): 3 clusters Score: Raw -371971.951046 + Penalty 827.208616 = -371144.742430 nChanged 8 SP:Iteration 40F (4302.976886 sec): 3 clusters Score: Raw -371974.678551 + Penalty 827.208616 = -371147.469935 nChanged 5 SP:Iteration 41Q (4303.037898 sec): 3 clusters Score: Raw -371976.349884 + Penalty 827.208616 = -371149.141268 nChanged 3 SP:Iteration 42Q (4303.080996 sec): 3 clusters Score: Raw -371977.809884 + Penalty 827.208616 = -371150.601268 nChanged 3 SP:Iteration 43Q (4303.135126 sec): 3 clusters Score: Raw -371979.246286 + Penalty 827.208616 = -371152.037670 nChanged 2 SP:Iteration 44Q (4303.182923 sec): 3 clusters Score: Raw -371980.013484 + Penalty 827.208616 = -371152.804868 nChanged 3 SP:Iteration 45Q (4303.240711 sec): 3 clusters Score: Raw -371981.180970 + Penalty 827.208616 = -371153.972354 nChanged 4 SP:Iteration 46Q (4303.291929 sec): 3 clusters Score: Raw -371982.873249 + Penalty 827.208616 = -371155.664633 nChanged 0 SP:Iteration 47F (4303.340305 sec): 3 clusters Score: Raw -371982.873249 + Penalty 827.208616 = -371155.664633 nChanged 0 Trying to split cluster 2 (9139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4303.364814 sec): 2 clusters Score: Raw -386667.733609 + Penalty 414.973934 = -386252.759675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4303.408774 sec): 3 clusters Score: Raw -381029.280122 + Penalty 829.947869 = -380199.332253 nChanged 4209 SP:Iteration 1F (4303.462427 sec): 3 clusters Score: Raw -383754.730907 + Penalty 829.947869 = -382924.783039 nChanged 599 SP:Iteration 2F (4303.508606 sec): 3 clusters Score: Raw -384094.446312 + Penalty 829.947869 = -383264.498444 nChanged 588 SP:Iteration 3F (4303.557558 sec): 3 clusters Score: Raw -384448.893846 + Penalty 829.947869 = -383618.945978 nChanged 570 SP:Iteration 4F (4303.613438 sec): 3 clusters Score: Raw -384841.703412 + Penalty 829.947869 = -384011.755544 nChanged 522 SP:Iteration 5F (4303.657260 sec): 3 clusters Score: Raw -385231.888040 + Penalty 829.947869 = -384401.940171 nChanged 427 SP:Iteration 6Q (4303.714260 sec): 3 clusters Score: Raw -385530.845721 + Penalty 829.947869 = -384700.897852 nChanged 319 SP:Iteration 7Q (4303.758860 sec): 3 clusters Score: Raw -385704.431025 + Penalty 829.947869 = -384874.483156 nChanged 230 SP:Iteration 8Q (4303.811245 sec): 3 clusters Score: Raw -385807.615804 + Penalty 829.947869 = -384977.667935 nChanged 178 SP:Iteration 9Q (4303.863413 sec): 3 clusters Score: Raw -385875.626340 + Penalty 829.947869 = -385045.678471 nChanged 132 SP:Iteration 10Q (4303.915126 sec): 3 clusters Score: Raw -385923.080847 + Penalty 829.947869 = -385093.132978 nChanged 118 SP:Iteration 11Q (4303.973285 sec): 3 clusters Score: Raw -385963.122342 + Penalty 829.947869 = -385133.174473 nChanged 116 SP:Iteration 12Q (4304.027211 sec): 3 clusters Score: Raw -386001.675711 + Penalty 829.947869 = -385171.727843 nChanged 107 SP:Iteration 13Q (4304.079179 sec): 3 clusters Score: Raw -386028.592406 + Penalty 829.947869 = -385198.644537 nChanged 87 SP:Iteration 14Q (4304.128599 sec): 3 clusters Score: Raw -386051.478049 + Penalty 829.947869 = -385221.530180 nChanged 88 SP:Iteration 15Q (4304.179783 sec): 3 clusters Score: Raw -386078.078107 + Penalty 829.947869 = -385248.130238 nChanged 99 SP:Iteration 16Q (4304.231253 sec): 3 clusters Score: Raw -386108.965297 + Penalty 829.947869 = -385279.017429 nChanged 103 SP:Iteration 17Q (4304.274518 sec): 3 clusters Score: Raw -386141.772087 + Penalty 829.947869 = -385311.824218 nChanged 107 SP:Iteration 18Q (4304.318604 sec): 3 clusters Score: Raw -386179.102469 + Penalty 829.947869 = -385349.154600 nChanged 129 SP:Iteration 19Q (4304.369032 sec): 3 clusters Score: Raw -386229.171885 + Penalty 829.947869 = -385399.224016 nChanged 114 SP:Iteration 20F (4304.423191 sec): 3 clusters Score: Raw -386268.657601 + Penalty 829.947869 = -385438.709733 nChanged 84 SP:Iteration 21Q (4304.467030 sec): 3 clusters Score: Raw -386293.622727 + Penalty 829.947869 = -385463.674859 nChanged 89 SP:Iteration 22Q (4304.518935 sec): 3 clusters Score: Raw -386320.319678 + Penalty 829.947869 = -385490.371809 nChanged 82 SP:Iteration 23Q (4304.576537 sec): 3 clusters Score: Raw -386348.137014 + Penalty 829.947869 = -385518.189145 nChanged 84 SP:Iteration 24Q (4304.630064 sec): 3 clusters Score: Raw -386375.704401 + Penalty 829.947869 = -385545.756533 nChanged 76 SP:Iteration 25Q (4304.685746 sec): 3 clusters Score: Raw -386402.785750 + Penalty 829.947869 = -385572.837881 nChanged 78 SP:Iteration 26Q (4304.732352 sec): 3 clusters Score: Raw -386429.445595 + Penalty 829.947869 = -385599.497726 nChanged 71 SP:Iteration 27Q (4304.790036 sec): 3 clusters Score: Raw -386451.469239 + Penalty 829.947869 = -385621.521370 nChanged 61 SP:Iteration 28Q (4304.841643 sec): 3 clusters Score: Raw -386469.237457 + Penalty 829.947869 = -385639.289588 nChanged 60 SP:Iteration 29Q (4304.902313 sec): 3 clusters Score: Raw -386487.309735 + Penalty 829.947869 = -385657.361867 nChanged 58 SP:Iteration 30Q (4304.954507 sec): 3 clusters Score: Raw -386503.578965 + Penalty 829.947869 = -385673.631097 nChanged 55 SP:Iteration 31Q (4305.002946 sec): 3 clusters Score: Raw -386521.937165 + Penalty 829.947869 = -385691.989296 nChanged 51 SP:Iteration 32Q (4305.046761 sec): 3 clusters Score: Raw -386539.672622 + Penalty 829.947869 = -385709.724753 nChanged 48 SP:Iteration 33Q (4305.107616 sec): 3 clusters Score: Raw -386556.810925 + Penalty 829.947869 = -385726.863056 nChanged 45 SP:Iteration 34Q (4305.161265 sec): 3 clusters Score: Raw -386577.474591 + Penalty 829.947869 = -385747.526722 nChanged 54 SP:Iteration 35Q (4305.209008 sec): 3 clusters Score: Raw -386604.794148 + Penalty 829.947869 = -385774.846279 nChanged 43 SP:Iteration 36Q (4305.266408 sec): 3 clusters Score: Raw -386623.959831 + Penalty 829.947869 = -385794.011962 nChanged 32 SP:Iteration 37Q (4305.318044 sec): 3 clusters Score: Raw -386635.573587 + Penalty 829.947869 = -385805.625719 nChanged 24 SP:Iteration 38Q (4305.360531 sec): 3 clusters Score: Raw -386643.635353 + Penalty 829.947869 = -385813.687485 nChanged 24 SP:Iteration 39Q (4305.423007 sec): 3 clusters Score: Raw -386652.149971 + Penalty 829.947869 = -385822.202103 nChanged 24 SP:Iteration 40F (4305.468556 sec): 3 clusters Score: Raw -386661.897673 + Penalty 829.947869 = -385831.949805 nChanged 21 SP:Iteration 41Q (4305.521634 sec): 3 clusters Score: Raw -386668.885364 + Penalty 829.947869 = -385838.937496 nChanged 19 SP:Iteration 42Q (4305.569872 sec): 3 clusters Score: Raw -386674.434945 + Penalty 829.947869 = -385844.487076 nChanged 17 SP:Iteration 43Q (4305.623295 sec): 3 clusters Score: Raw -386680.169834 + Penalty 829.947869 = -385850.221965 nChanged 12 SP:Iteration 44Q (4305.682306 sec): 3 clusters Score: Raw -386683.250510 + Penalty 829.947869 = -385853.302641 nChanged 9 SP:Iteration 45Q (4305.740400 sec): 3 clusters Score: Raw -386686.441903 + Penalty 829.947869 = -385856.494034 nChanged 10 SP:Iteration 46Q (4305.792462 sec): 3 clusters Score: Raw -386690.580170 + Penalty 829.947869 = -385860.632301 nChanged 15 SP:Iteration 47Q (4305.834859 sec): 3 clusters Score: Raw -386695.093862 + Penalty 829.947869 = -385865.145993 nChanged 9 SP:Iteration 48Q (4305.895557 sec): 3 clusters Score: Raw -386698.395406 + Penalty 829.947869 = -385868.447538 nChanged 6 SP:Iteration 49Q (4305.945932 sec): 3 clusters Score: Raw -386700.246241 + Penalty 829.947869 = -385870.298372 nChanged 3 SP:Iteration 50Q (4305.986049 sec): 3 clusters Score: Raw -386701.901145 + Penalty 829.947869 = -385871.953276 nChanged 7 SP:Iteration 51Q (4306.036367 sec): 3 clusters Score: Raw -386706.182259 + Penalty 829.947869 = -385876.234390 nChanged 7 SP:Iteration 52Q (4306.092394 sec): 3 clusters Score: Raw -386709.268966 + Penalty 829.947869 = -385879.321097 nChanged 5 SP:Iteration 53Q (4306.151167 sec): 3 clusters Score: Raw -386710.855012 + Penalty 829.947869 = -385880.907143 nChanged 4 SP:Iteration 54Q (4306.195711 sec): 3 clusters Score: Raw -386711.927117 + Penalty 829.947869 = -385881.979249 nChanged 3 SP:Iteration 55Q (4306.248060 sec): 3 clusters Score: Raw -386712.353372 + Penalty 829.947869 = -385882.405503 nChanged 1 SP:Iteration 56Q (4306.297356 sec): 3 clusters Score: Raw -386712.690156 + Penalty 829.947869 = -385882.742288 nChanged 2 SP:Iteration 57Q (4306.345832 sec): 3 clusters Score: Raw -386713.189813 + Penalty 829.947869 = -385883.241945 nChanged 1 SP:Iteration 58Q (4306.403963 sec): 3 clusters Score: Raw -386714.016120 + Penalty 829.947869 = -385884.068252 nChanged 1 SP:Iteration 59Q (4306.461701 sec): 3 clusters Score: Raw -386714.446440 + Penalty 829.947869 = -385884.498571 nChanged 1 SP:Iteration 60F (4306.510338 sec): 3 clusters Score: Raw -386714.658823 + Penalty 829.947869 = -385884.710954 nChanged 0 Trying to split cluster 3 (1031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4306.537713 sec): 2 clusters Score: Raw -39027.737111 + Penalty 315.691944 = -38712.045167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4306.585785 sec): 3 clusters Score: Raw -38522.278828 + Penalty 631.383888 = -37890.894940 nChanged 383 SP:Iteration 1F (4306.629240 sec): 3 clusters Score: Raw -38809.593074 + Penalty 631.383888 = -38178.209186 nChanged 104 SP:Iteration 2F (4306.688214 sec): 3 clusters Score: Raw -38898.040667 + Penalty 631.383888 = -38266.656779 nChanged 69 SP:Iteration 3F (4306.725986 sec): 3 clusters Score: Raw -38953.599226 + Penalty 631.383888 = -38322.215338 nChanged 49 SP:Iteration 4Q (4306.769382 sec): 3 clusters Score: Raw -38988.860135 + Penalty 631.383888 = -38357.476247 nChanged 33 SP:Iteration 5Q (4306.820538 sec): 3 clusters Score: Raw -39011.831918 + Penalty 631.383888 = -38380.448030 nChanged 26 SP:Iteration 6Q (4306.864745 sec): 3 clusters Score: Raw -39023.419670 + Penalty 631.383888 = -38392.035782 nChanged 15 SP:Iteration 7Q (4306.912904 sec): 3 clusters Score: Raw -39029.599988 + Penalty 631.383888 = -38398.216100 nChanged 14 SP:Iteration 8Q (4306.957487 sec): 3 clusters Score: Raw -39035.446472 + Penalty 631.383888 = -38404.062584 nChanged 14 SP:Iteration 9Q (4307.005981 sec): 3 clusters Score: Raw -39044.403694 + Penalty 631.383888 = -38413.019806 nChanged 13 SP:Iteration 10Q (4307.052578 sec): 3 clusters Score: Raw -39050.591332 + Penalty 631.383888 = -38419.207444 nChanged 11 SP:Iteration 11Q (4307.100712 sec): 3 clusters Score: Raw -39058.421912 + Penalty 631.383888 = -38427.038024 nChanged 15 SP:Iteration 12Q (4307.137560 sec): 3 clusters Score: Raw -39067.552772 + Penalty 631.383888 = -38436.168884 nChanged 10 SP:Iteration 13Q (4307.179819 sec): 3 clusters Score: Raw -39071.714792 + Penalty 631.383888 = -38440.330904 nChanged 5 SP:Iteration 14Q (4307.236704 sec): 3 clusters Score: Raw -39073.243277 + Penalty 631.383888 = -38441.859389 nChanged 1 SP:Iteration 15Q (4307.277699 sec): 3 clusters Score: Raw -39074.313675 + Penalty 631.383888 = -38442.929787 nChanged 3 SP:Iteration 16Q (4307.332254 sec): 3 clusters Score: Raw -39077.311919 + Penalty 631.383888 = -38445.928031 nChanged 5 SP:Iteration 17Q (4307.379655 sec): 3 clusters Score: Raw -39079.553595 + Penalty 631.383888 = -38448.169707 nChanged 5 SP:Iteration 18Q (4307.418337 sec): 3 clusters Score: Raw -39081.328230 + Penalty 631.383888 = -38449.944342 nChanged 4 SP:Iteration 19Q (4307.458234 sec): 3 clusters Score: Raw -39084.457626 + Penalty 631.383888 = -38453.073738 nChanged 3 SP:Iteration 20F (4307.508101 sec): 3 clusters Score: Raw -39085.222212 + Penalty 631.383888 = -38453.838324 nChanged 1 SP:Iteration 21Q (4307.553417 sec): 3 clusters Score: Raw -39085.308316 + Penalty 631.383888 = -38453.924428 nChanged 1 SP:Iteration 22Q (4307.603276 sec): 3 clusters Score: Raw -39085.397743 + Penalty 631.383888 = -38454.013855 nChanged 0 SP:Iteration 23F (4307.650450 sec): 3 clusters Score: Raw -39085.397743 + Penalty 631.383888 = -38454.013855 nChanged 0 Trying to split cluster 4 (821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4307.671380 sec): 2 clusters Score: Raw -31175.790611 + Penalty 305.328801 = -30870.461810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4307.720358 sec): 3 clusters Score: Raw -30777.002857 + Penalty 610.657603 = -30166.345254 nChanged 312 SP:Iteration 1F (4307.767316 sec): 3 clusters Score: Raw -30975.325587 + Penalty 610.657603 = -30364.667984 nChanged 55 SP:Iteration 2F (4307.817387 sec): 3 clusters Score: Raw -31004.538139 + Penalty 610.657603 = -30393.880536 nChanged 35 SP:Iteration 3Q (4307.860532 sec): 3 clusters Score: Raw -31030.963889 + Penalty 610.657603 = -30420.306286 nChanged 34 SP:Iteration 4Q (4307.899987 sec): 3 clusters Score: Raw -31053.640926 + Penalty 610.657603 = -30442.983323 nChanged 35 SP:Iteration 5Q (4307.946152 sec): 3 clusters Score: Raw -31085.895731 + Penalty 610.657603 = -30475.238128 nChanged 39 SP:Iteration 6Q (4307.992944 sec): 3 clusters Score: Raw -31120.029550 + Penalty 610.657603 = -30509.371947 nChanged 26 SP:Iteration 7Q (4308.034356 sec): 3 clusters Score: Raw -31141.671915 + Penalty 610.657603 = -30531.014312 nChanged 22 SP:Iteration 8Q (4308.079789 sec): 3 clusters Score: Raw -31164.108029 + Penalty 610.657603 = -30553.450426 nChanged 23 SP:Iteration 9Q (4308.117064 sec): 3 clusters Score: Raw -31186.166608 + Penalty 610.657603 = -30575.509005 nChanged 24 SP:Iteration 10Q (4308.169715 sec): 3 clusters Score: Raw -31214.983314 + Penalty 610.657603 = -30604.325711 nChanged 25 SP:Iteration 11Q (4308.210504 sec): 3 clusters Score: Raw -31239.744307 + Penalty 610.657603 = -30629.086704 nChanged 20 SP:Iteration 12Q (4308.259504 sec): 3 clusters Score: Raw -31257.728405 + Penalty 610.657603 = -30647.070802 nChanged 15 SP:Iteration 13Q (4308.298879 sec): 3 clusters Score: Raw -31273.004380 + Penalty 610.657603 = -30662.346777 nChanged 13 SP:Iteration 14Q (4308.342424 sec): 3 clusters Score: Raw -31291.116065 + Penalty 610.657603 = -30680.458462 nChanged 8 SP:Iteration 15Q (4308.392553 sec): 3 clusters Score: Raw -31294.374215 + Penalty 610.657603 = -30683.716612 nChanged 4 SP:Iteration 16Q (4308.437271 sec): 3 clusters Score: Raw -31301.960693 + Penalty 610.657603 = -30691.303090 nChanged 5 SP:Iteration 17Q (4308.469148 sec): 3 clusters Score: Raw -31307.708306 + Penalty 610.657603 = -30697.050703 nChanged 4 SP:Iteration 18Q (4308.519775 sec): 3 clusters Score: Raw -31315.329282 + Penalty 610.657603 = -30704.671679 nChanged 5 SP:Iteration 19Q (4308.558081 sec): 3 clusters Score: Raw -31320.152408 + Penalty 610.657603 = -30709.494805 nChanged 3 SP:Iteration 20F (4308.603210 sec): 3 clusters Score: Raw -31321.889465 + Penalty 610.657603 = -30711.231862 nChanged 2 SP:Iteration 21Q (4308.640479 sec): 3 clusters Score: Raw -31325.328103 + Penalty 610.657603 = -30714.670500 nChanged 4 SP:Iteration 22Q (4308.685947 sec): 3 clusters Score: Raw -31335.106269 + Penalty 610.657603 = -30724.448666 nChanged 6 SP:Iteration 23Q (4308.736608 sec): 3 clusters Score: Raw -31345.899936 + Penalty 610.657603 = -30735.242333 nChanged 3 SP:Iteration 24Q (4308.785261 sec): 3 clusters Score: Raw -31351.472336 + Penalty 610.657603 = -30740.814733 nChanged 3 SP:Iteration 25Q (4308.830107 sec): 3 clusters Score: Raw -31357.734745 + Penalty 610.657603 = -30747.077142 nChanged 3 SP:Iteration 26Q (4308.872044 sec): 3 clusters Score: Raw -31362.504403 + Penalty 610.657603 = -30751.846800 nChanged 4 SP:Iteration 27Q (4308.905902 sec): 3 clusters Score: Raw -31366.210444 + Penalty 610.657603 = -30755.552841 nChanged 2 SP:Iteration 28Q (4308.957387 sec): 3 clusters Score: Raw -31368.836185 + Penalty 610.657603 = -30758.178582 nChanged 1 SP:Iteration 29Q (4308.990246 sec): 3 clusters Score: Raw -31370.587305 + Penalty 610.657603 = -30759.929702 nChanged 0 SP:Iteration 30F (4309.032956 sec): 3 clusters Score: Raw -31370.587305 + Penalty 610.657603 = -30759.929702 nChanged 0 Trying to split cluster 5 (1910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4309.057556 sec): 2 clusters Score: Raw -69452.850992 + Penalty 343.746063 = -69109.104929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4309.108472 sec): 3 clusters Score: Raw -68424.874747 + Penalty 687.492125 = -67737.382622 nChanged 787 SP:Iteration 1F (4309.152270 sec): 3 clusters Score: Raw -68874.263676 + Penalty 687.492125 = -68186.771551 nChanged 131 SP:Iteration 2F (4309.203227 sec): 3 clusters Score: Raw -68944.966404 + Penalty 687.492125 = -68257.474278 nChanged 101 SP:Iteration 3F (4309.240906 sec): 3 clusters Score: Raw -69001.264895 + Penalty 687.492125 = -68313.772770 nChanged 91 SP:Iteration 4Q (4309.292102 sec): 3 clusters Score: Raw -69063.207449 + Penalty 687.492125 = -68375.715324 nChanged 86 SP:Iteration 5Q (4309.336780 sec): 3 clusters Score: Raw -69117.432924 + Penalty 687.492125 = -68429.940799 nChanged 74 SP:Iteration 6Q (4309.377515 sec): 3 clusters Score: Raw -69165.352753 + Penalty 687.492125 = -68477.860627 nChanged 61 SP:Iteration 7Q (4309.416187 sec): 3 clusters Score: Raw -69203.624949 + Penalty 687.492125 = -68516.132823 nChanged 51 SP:Iteration 8Q (4309.466407 sec): 3 clusters Score: Raw -69232.237949 + Penalty 687.492125 = -68544.745824 nChanged 39 SP:Iteration 9Q (4309.520535 sec): 3 clusters Score: Raw -69260.554860 + Penalty 687.492125 = -68573.062734 nChanged 46 SP:Iteration 10Q (4309.565219 sec): 3 clusters Score: Raw -69292.925370 + Penalty 687.492125 = -68605.433245 nChanged 49 SP:Iteration 11Q (4309.611316 sec): 3 clusters Score: Raw -69331.979162 + Penalty 687.492125 = -68644.487036 nChanged 52 SP:Iteration 12Q (4309.664088 sec): 3 clusters Score: Raw -69379.674209 + Penalty 687.492125 = -68692.182084 nChanged 51 SP:Iteration 13Q (4309.702979 sec): 3 clusters Score: Raw -69436.978011 + Penalty 687.492125 = -68749.485886 nChanged 52 SP:Iteration 14Q (4309.743837 sec): 3 clusters Score: Raw -69500.031340 + Penalty 687.492125 = -68812.539214 nChanged 47 SP:Iteration 15Q (4309.785870 sec): 3 clusters Score: Raw -69548.272357 + Penalty 687.492125 = -68860.780232 nChanged 50 SP:Iteration 16Q (4309.826860 sec): 3 clusters Score: Raw -69591.792624 + Penalty 687.492125 = -68904.300499 nChanged 46 SP:Iteration 17Q (4309.873241 sec): 3 clusters Score: Raw -69622.202585 + Penalty 687.492125 = -68934.710459 nChanged 36 SP:Iteration 18Q (4309.906173 sec): 3 clusters Score: Raw -69653.348649 + Penalty 687.492125 = -68965.856524 nChanged 41 SP:Iteration 19Q (4309.959498 sec): 3 clusters Score: Raw -69684.343627 + Penalty 687.492125 = -68996.851502 nChanged 41 SP:Iteration 20F (4309.995431 sec): 3 clusters Score: Raw -69718.959349 + Penalty 687.492125 = -69031.467224 nChanged 40 SP:Iteration 21Q (4310.035261 sec): 3 clusters Score: Raw -69760.513208 + Penalty 687.492125 = -69073.021083 nChanged 44 SP:Iteration 22Q (4310.076085 sec): 3 clusters Score: Raw -69805.745796 + Penalty 687.492125 = -69118.253671 nChanged 40 SP:Iteration 23Q (4310.127258 sec): 3 clusters Score: Raw -69843.806456 + Penalty 687.492125 = -69156.314331 nChanged 27 SP:Iteration 24Q (4310.161408 sec): 3 clusters Score: Raw -69861.842306 + Penalty 687.492125 = -69174.350180 nChanged 16 SP:Iteration 25Q (4310.215751 sec): 3 clusters Score: Raw -69869.083707 + Penalty 687.492125 = -69181.591582 nChanged 11 SP:Iteration 26Q (4310.255286 sec): 3 clusters Score: Raw -69872.423886 + Penalty 687.492125 = -69184.931761 nChanged 8 SP:Iteration 27Q (4310.299197 sec): 3 clusters Score: Raw -69874.845290 + Penalty 687.492125 = -69187.353164 nChanged 4 SP:Iteration 28Q (4310.349300 sec): 3 clusters Score: Raw -69875.746805 + Penalty 687.492125 = -69188.254679 nChanged 3 SP:Iteration 29Q (4310.385284 sec): 3 clusters Score: Raw -69876.353231 + Penalty 687.492125 = -69188.861105 nChanged 1 SP:Iteration 30Q (4310.432420 sec): 3 clusters Score: Raw -69876.510185 + Penalty 687.492125 = -69189.018060 nChanged 0 SP:Iteration 31F (4310.466937 sec): 3 clusters Score: Raw -69876.510185 + Penalty 687.492125 = -69189.018060 nChanged 0 Score: Raw -17402353.535162 + Penalty 27912.415275 = -17374441.119887 Splitting cluster 5 changes total score from -17374611.107667 to -17374441.119887 So it's not getting split. Trying to split cluster 6 (2459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4318.496491 sec): 2 clusters Score: Raw -106006.770749 + Penalty 355.241707 = -105651.529042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4318.542290 sec): 3 clusters Score: Raw -104573.772056 + Penalty 710.483414 = -103863.288642 nChanged 1087 SP:Iteration 1F (4318.584011 sec): 3 clusters Score: Raw -105179.967438 + Penalty 710.483414 = -104469.484024 nChanged 165 SP:Iteration 2F (4318.622478 sec): 3 clusters Score: Raw -105258.275881 + Penalty 710.483414 = -104547.792467 nChanged 146 SP:Iteration 3F (4318.666075 sec): 3 clusters Score: Raw -105313.147466 + Penalty 710.483414 = -104602.664052 nChanged 106 SP:Iteration 4Q (4318.715256 sec): 3 clusters Score: Raw -105354.770240 + Penalty 710.483414 = -104644.286826 nChanged 106 SP:Iteration 5Q (4318.762400 sec): 3 clusters Score: Raw -105397.265931 + Penalty 710.483414 = -104686.782517 nChanged 102 SP:Iteration 6Q (4318.806038 sec): 3 clusters Score: Raw -105445.655046 + Penalty 710.483414 = -104735.171632 nChanged 111 SP:Iteration 7Q (4318.851184 sec): 3 clusters Score: Raw -105502.313238 + Penalty 710.483414 = -104791.829824 nChanged 109 SP:Iteration 8Q (4318.897029 sec): 3 clusters Score: Raw -105566.949081 + Penalty 710.483414 = -104856.465668 nChanged 101 SP:Iteration 9Q (4318.942969 sec): 3 clusters Score: Raw -105634.788559 + Penalty 710.483414 = -104924.305145 nChanged 96 SP:Iteration 10Q (4318.991372 sec): 3 clusters Score: Raw -105698.852450 + Penalty 710.483414 = -104988.369037 nChanged 80 SP:Iteration 11Q (4319.040199 sec): 3 clusters Score: Raw -105769.759425 + Penalty 710.483414 = -105059.276011 nChanged 65 SP:Iteration 12Q (4319.089346 sec): 3 clusters Score: Raw -105820.161967 + Penalty 710.483414 = -105109.678553 nChanged 43 SP:Iteration 13Q (4319.140302 sec): 3 clusters Score: Raw -105846.616119 + Penalty 710.483414 = -105136.132705 nChanged 45 SP:Iteration 14Q (4319.186631 sec): 3 clusters Score: Raw -105877.524180 + Penalty 710.483414 = -105167.040766 nChanged 41 SP:Iteration 15Q (4319.229123 sec): 3 clusters Score: Raw -105905.843845 + Penalty 710.483414 = -105195.360431 nChanged 29 SP:Iteration 16Q (4319.272911 sec): 3 clusters Score: Raw -105922.963455 + Penalty 710.483414 = -105212.480041 nChanged 22 SP:Iteration 17Q (4319.317069 sec): 3 clusters Score: Raw -105936.887480 + Penalty 710.483414 = -105226.404066 nChanged 21 SP:Iteration 18Q (4319.369646 sec): 3 clusters Score: Raw -105955.348717 + Penalty 710.483414 = -105244.865303 nChanged 18 SP:Iteration 19Q (4319.405860 sec): 3 clusters Score: Raw -105968.869954 + Penalty 710.483414 = -105258.386540 nChanged 16 SP:Iteration 20F (4319.448192 sec): 3 clusters Score: Raw -105977.175818 + Penalty 710.483414 = -105266.692404 nChanged 11 SP:Iteration 21Q (4319.497877 sec): 3 clusters Score: Raw -105981.757075 + Penalty 710.483414 = -105271.273661 nChanged 11 SP:Iteration 22Q (4319.542049 sec): 3 clusters Score: Raw -105986.717679 + Penalty 710.483414 = -105276.234265 nChanged 6 SP:Iteration 23Q (4319.583724 sec): 3 clusters Score: Raw -105991.409200 + Penalty 710.483414 = -105280.925786 nChanged 9 SP:Iteration 24Q (4319.623852 sec): 3 clusters Score: Raw -105995.574682 + Penalty 710.483414 = -105285.091268 nChanged 6 SP:Iteration 25Q (4319.667263 sec): 3 clusters Score: Raw -105998.953903 + Penalty 710.483414 = -105288.470489 nChanged 6 SP:Iteration 26Q (4319.708809 sec): 3 clusters Score: Raw -106000.715695 + Penalty 710.483414 = -105290.232281 nChanged 7 SP:Iteration 27Q (4319.743184 sec): 3 clusters Score: Raw -106005.698498 + Penalty 710.483414 = -105295.215084 nChanged 9 SP:Iteration 28Q (4319.792358 sec): 3 clusters Score: Raw -106014.762549 + Penalty 710.483414 = -105304.279135 nChanged 15 SP:Iteration 29Q (4319.837184 sec): 3 clusters Score: Raw -106023.353063 + Penalty 710.483414 = -105312.869649 nChanged 15 SP:Iteration 30Q (4319.889215 sec): 3 clusters Score: Raw -106037.593559 + Penalty 710.483414 = -105327.110145 nChanged 12 SP:Iteration 31Q (4319.924048 sec): 3 clusters Score: Raw -106045.507599 + Penalty 710.483414 = -105335.024185 nChanged 12 SP:Iteration 32Q (4319.976290 sec): 3 clusters Score: Raw -106054.737560 + Penalty 710.483414 = -105344.254146 nChanged 5 SP:Iteration 33Q (4320.019800 sec): 3 clusters Score: Raw -106056.577425 + Penalty 710.483414 = -105346.094011 nChanged 2 SP:Iteration 34Q (4320.061680 sec): 3 clusters Score: Raw -106057.845666 + Penalty 710.483414 = -105347.362252 nChanged 3 SP:Iteration 35Q (4320.096230 sec): 3 clusters Score: Raw -106058.618452 + Penalty 710.483414 = -105348.135038 nChanged 2 SP:Iteration 36Q (4320.135785 sec): 3 clusters Score: Raw -106059.652361 + Penalty 710.483414 = -105349.168947 nChanged 2 SP:Iteration 37Q (4320.179776 sec): 3 clusters Score: Raw -106061.022396 + Penalty 710.483414 = -105350.538982 nChanged 2 SP:Iteration 38Q (4320.230149 sec): 3 clusters Score: Raw -106062.552959 + Penalty 710.483414 = -105352.069545 nChanged 1 SP:Iteration 39Q (4320.270769 sec): 3 clusters Score: Raw -106062.985102 + Penalty 710.483414 = -105352.501688 nChanged 0 SP:Iteration 40F (4320.316720 sec): 3 clusters Score: Raw -106062.985102 + Penalty 710.483414 = -105352.501688 nChanged 0 Trying to split cluster 7 (27963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4320.369728 sec): 2 clusters Score: Raw -1150299.422260 + Penalty 465.858006 = -1149833.564255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4320.445567 sec): 3 clusters Score: Raw -1132028.533449 + Penalty 931.716011 = -1131096.817437 nChanged 13451 SP:Iteration 1F (4320.510063 sec): 3 clusters Score: Raw -1141106.887535 + Penalty 931.716011 = -1140175.171523 nChanged 2066 SP:Iteration 2F (4320.588200 sec): 3 clusters Score: Raw -1142637.071379 + Penalty 931.716011 = -1141705.355367 nChanged 2109 SP:Iteration 3F (4320.650745 sec): 3 clusters Score: Raw -1144381.747491 + Penalty 931.716011 = -1143450.031480 nChanged 1959 SP:Iteration 4F (4320.721718 sec): 3 clusters Score: Raw -1145900.819449 + Penalty 931.716011 = -1144969.103437 nChanged 1509 SP:Iteration 5F (4320.793479 sec): 3 clusters Score: Raw -1146637.948678 + Penalty 931.716011 = -1145706.232667 nChanged 831 SP:Iteration 6Q (4320.855720 sec): 3 clusters Score: Raw -1146893.470554 + Penalty 931.716011 = -1145961.754543 nChanged 540 SP:Iteration 7Q (4320.942115 sec): 3 clusters Score: Raw -1147052.917875 + Penalty 931.716011 = -1146121.201864 nChanged 488 SP:Iteration 8Q (4321.017110 sec): 3 clusters Score: Raw -1147206.685171 + Penalty 931.716011 = -1146274.969160 nChanged 492 SP:Iteration 9Q (4321.087058 sec): 3 clusters Score: Raw -1147373.388810 + Penalty 931.716011 = -1146441.672799 nChanged 527 SP:Iteration 10Q (4321.149165 sec): 3 clusters Score: Raw -1147579.814463 + Penalty 931.716011 = -1146648.098452 nChanged 583 SP:Iteration 11Q (4321.218873 sec): 3 clusters Score: Raw -1147836.489139 + Penalty 931.716011 = -1146904.773128 nChanged 635 SP:Iteration 12Q (4321.299967 sec): 3 clusters Score: Raw -1148132.949092 + Penalty 931.716011 = -1147201.233080 nChanged 652 SP:Iteration 13Q (4321.369576 sec): 3 clusters Score: Raw -1148450.516885 + Penalty 931.716011 = -1147518.800874 nChanged 619 SP:Iteration 14Q (4321.436945 sec): 3 clusters Score: Raw -1148765.115512 + Penalty 931.716011 = -1147833.399501 nChanged 580 SP:Iteration 15Q (4321.515392 sec): 3 clusters Score: Raw -1149069.606994 + Penalty 931.716011 = -1148137.890983 nChanged 547 SP:Iteration 16Q (4321.580199 sec): 3 clusters Score: Raw -1149341.248214 + Penalty 931.716011 = -1148409.532202 nChanged 467 SP:Iteration 17Q (4321.649239 sec): 3 clusters Score: Raw -1149546.927725 + Penalty 931.716011 = -1148615.211714 nChanged 418 SP:Iteration 18Q (4321.733897 sec): 3 clusters Score: Raw -1149715.105489 + Penalty 931.716011 = -1148783.389478 nChanged 339 SP:Iteration 19Q (4321.807872 sec): 3 clusters Score: Raw -1149832.043877 + Penalty 931.716011 = -1148900.327866 nChanged 274 SP:Iteration 20F (4321.876180 sec): 3 clusters Score: Raw -1149921.350430 + Penalty 931.716011 = -1148989.634419 nChanged 247 SP:Iteration 21Q (4321.944097 sec): 3 clusters Score: Raw -1149993.196948 + Penalty 931.716011 = -1149061.480937 nChanged 230 SP:Iteration 22Q (4322.018891 sec): 3 clusters Score: Raw -1150057.694266 + Penalty 931.716011 = -1149125.978255 nChanged 218 SP:Iteration 23Q (4322.085939 sec): 3 clusters Score: Raw -1150115.124793 + Penalty 931.716011 = -1149183.408782 nChanged 200 SP:Iteration 24Q (4322.163190 sec): 3 clusters Score: Raw -1150162.503780 + Penalty 931.716011 = -1149230.787769 nChanged 181 SP:Iteration 25Q (4322.229105 sec): 3 clusters Score: Raw -1150203.791537 + Penalty 931.716011 = -1149272.075525 nChanged 153 SP:Iteration 26Q (4322.295681 sec): 3 clusters Score: Raw -1150239.284615 + Penalty 931.716011 = -1149307.568604 nChanged 164 SP:Iteration 27Q (4322.374878 sec): 3 clusters Score: Raw -1150276.634996 + Penalty 931.716011 = -1149344.918985 nChanged 143 SP:Iteration 28Q (4322.448702 sec): 3 clusters Score: Raw -1150306.960919 + Penalty 931.716011 = -1149375.244907 nChanged 129 SP:Iteration 29Q (4322.509513 sec): 3 clusters Score: Raw -1150335.541103 + Penalty 931.716011 = -1149403.825092 nChanged 133 SP:Iteration 30Q (4322.583754 sec): 3 clusters Score: Raw -1150366.485239 + Penalty 931.716011 = -1149434.769228 nChanged 134 SP:Iteration 31Q (4322.651027 sec): 3 clusters Score: Raw -1150395.055229 + Penalty 931.716011 = -1149463.339217 nChanged 100 SP:Iteration 32Q (4322.729798 sec): 3 clusters Score: Raw -1150414.969653 + Penalty 931.716011 = -1149483.253642 nChanged 95 SP:Iteration 33Q (4322.804346 sec): 3 clusters Score: Raw -1150431.691694 + Penalty 931.716011 = -1149499.975683 nChanged 89 SP:Iteration 34Q (4322.864917 sec): 3 clusters Score: Raw -1150446.484189 + Penalty 931.716011 = -1149514.768177 nChanged 94 SP:Iteration 35Q (4322.940420 sec): 3 clusters Score: Raw -1150463.264943 + Penalty 931.716011 = -1149531.548931 nChanged 98 SP:Iteration 36Q (4323.016820 sec): 3 clusters Score: Raw -1150481.347901 + Penalty 931.716011 = -1149549.631890 nChanged 96 SP:Iteration 37Q (4323.088183 sec): 3 clusters Score: Raw -1150498.955690 + Penalty 931.716011 = -1149567.239678 nChanged 86 SP:Iteration 38Q (4323.160119 sec): 3 clusters Score: Raw -1150516.152432 + Penalty 931.716011 = -1149584.436420 nChanged 77 SP:Iteration 39Q (4323.231213 sec): 3 clusters Score: Raw -1150530.882200 + Penalty 931.716011 = -1149599.166188 nChanged 77 SP:Iteration 40F (4323.298732 sec): 3 clusters Score: Raw -1150542.788918 + Penalty 931.716011 = -1149611.072906 nChanged 63 SP:Iteration 41Q (4323.358503 sec): 3 clusters Score: Raw -1150553.020356 + Penalty 931.716011 = -1149621.304345 nChanged 58 SP:Iteration 42Q (4323.431239 sec): 3 clusters Score: Raw -1150562.058250 + Penalty 931.716011 = -1149630.342238 nChanged 42 SP:Iteration 43Q (4323.500432 sec): 3 clusters Score: Raw -1150567.088218 + Penalty 931.716011 = -1149635.372206 nChanged 35 SP:Iteration 44Q (4323.569559 sec): 3 clusters Score: Raw -1150570.576878 + Penalty 931.716011 = -1149638.860866 nChanged 31 SP:Iteration 45Q (4323.638253 sec): 3 clusters Score: Raw -1150573.764070 + Penalty 931.716011 = -1149642.048059 nChanged 38 SP:Iteration 46Q (4323.703233 sec): 3 clusters Score: Raw -1150577.573516 + Penalty 931.716011 = -1149645.857504 nChanged 33 SP:Iteration 47Q (4323.779569 sec): 3 clusters Score: Raw -1150581.643142 + Penalty 931.716011 = -1149649.927131 nChanged 31 SP:Iteration 48Q (4323.853248 sec): 3 clusters Score: Raw -1150585.294394 + Penalty 931.716011 = -1149653.578383 nChanged 26 SP:Iteration 49Q (4323.927545 sec): 3 clusters Score: Raw -1150588.422133 + Penalty 931.716011 = -1149656.706122 nChanged 24 SP:Iteration 50Q (4323.990573 sec): 3 clusters Score: Raw -1150590.974333 + Penalty 931.716011 = -1149659.258322 nChanged 23 SP:Iteration 51Q (4324.052461 sec): 3 clusters Score: Raw -1150593.213652 + Penalty 931.716011 = -1149661.497640 nChanged 21 SP:Iteration 52Q (4324.122852 sec): 3 clusters Score: Raw -1150595.420325 + Penalty 931.716011 = -1149663.704314 nChanged 25 SP:Iteration 53Q (4324.188346 sec): 3 clusters Score: Raw -1150598.724918 + Penalty 931.716011 = -1149667.008907 nChanged 28 SP:Iteration 54Q (4324.265541 sec): 3 clusters Score: Raw -1150603.241939 + Penalty 931.716011 = -1149671.525927 nChanged 27 SP:Iteration 55Q (4324.340400 sec): 3 clusters Score: Raw -1150606.847423 + Penalty 931.716011 = -1149675.131412 nChanged 17 SP:Iteration 56Q (4324.408077 sec): 3 clusters Score: Raw -1150609.757445 + Penalty 931.716011 = -1149678.041434 nChanged 22 SP:Iteration 57Q (4324.477210 sec): 3 clusters Score: Raw -1150613.129057 + Penalty 931.716011 = -1149681.413046 nChanged 11 SP:Iteration 58Q (4324.544430 sec): 3 clusters Score: Raw -1150613.857103 + Penalty 931.716011 = -1149682.141091 nChanged 8 SP:Iteration 59Q (4324.622979 sec): 3 clusters Score: Raw -1150614.221309 + Penalty 931.716011 = -1149682.505298 nChanged 6 SP:Iteration 60F (4324.694865 sec): 3 clusters Score: Raw -1150614.497417 + Penalty 931.716011 = -1149682.781406 nChanged 5 SP:Iteration 61Q (4324.752784 sec): 3 clusters Score: Raw -1150614.715487 + Penalty 931.716011 = -1149682.999475 nChanged 6 SP:Iteration 62Q (4324.822053 sec): 3 clusters Score: Raw -1150615.225745 + Penalty 931.716011 = -1149683.509734 nChanged 7 SP:Iteration 63Q (4324.894799 sec): 3 clusters Score: Raw -1150615.764514 + Penalty 931.716011 = -1149684.048503 nChanged 4 SP:Iteration 64Q (4324.965490 sec): 3 clusters Score: Raw -1150616.255905 + Penalty 931.716011 = -1149684.539893 nChanged 5 SP:Iteration 65Q (4325.026248 sec): 3 clusters Score: Raw -1150616.683288 + Penalty 931.716011 = -1149684.967277 nChanged 6 SP:Iteration 66Q (4325.103584 sec): 3 clusters Score: Raw -1150617.400825 + Penalty 931.716011 = -1149685.684814 nChanged 4 SP:Iteration 67Q (4325.165756 sec): 3 clusters Score: Raw -1150617.640917 + Penalty 931.716011 = -1149685.924906 nChanged 3 SP:Iteration 68Q (4325.245533 sec): 3 clusters Score: Raw -1150617.885783 + Penalty 931.716011 = -1149686.169771 nChanged 4 SP:Iteration 69Q (4325.315746 sec): 3 clusters Score: Raw -1150618.046622 + Penalty 931.716011 = -1149686.330611 nChanged 0 SP:Iteration 70F (4325.382493 sec): 3 clusters Score: Raw -1150618.046622 + Penalty 931.716011 = -1149686.330611 nChanged 0 Trying to split cluster 8 (8967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4325.410434 sec): 2 clusters Score: Raw -382940.538377 + Penalty 414.109444 = -382526.428934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4325.461429 sec): 3 clusters Score: Raw -377354.655822 + Penalty 828.218887 = -376526.436935 nChanged 4119 SP:Iteration 1F (4325.521576 sec): 3 clusters Score: Raw -379846.669553 + Penalty 828.218887 = -379018.450666 nChanged 645 SP:Iteration 2F (4325.575049 sec): 3 clusters Score: Raw -380185.805632 + Penalty 828.218887 = -379357.586745 nChanged 652 SP:Iteration 3F (4325.621371 sec): 3 clusters Score: Raw -380526.665002 + Penalty 828.218887 = -379698.446115 nChanged 591 SP:Iteration 4F (4325.666175 sec): 3 clusters Score: Raw -380842.698910 + Penalty 828.218887 = -380014.480023 nChanged 553 SP:Iteration 5F (4325.720807 sec): 3 clusters Score: Raw -381159.456593 + Penalty 828.218887 = -380331.237706 nChanged 512 SP:Iteration 6F (4325.769849 sec): 3 clusters Score: Raw -381487.199433 + Penalty 828.218887 = -380658.980546 nChanged 479 SP:Iteration 7F (4325.823916 sec): 3 clusters Score: Raw -381829.798507 + Penalty 828.218887 = -381001.579620 nChanged 432 SP:Iteration 8Q (4325.877433 sec): 3 clusters Score: Raw -382152.018770 + Penalty 828.218887 = -381323.799883 nChanged 359 SP:Iteration 9Q (4325.927073 sec): 3 clusters Score: Raw -382433.523582 + Penalty 828.218887 = -381605.304695 nChanged 281 SP:Iteration 10Q (4325.978102 sec): 3 clusters Score: Raw -382649.574128 + Penalty 828.218887 = -381821.355241 nChanged 203 SP:Iteration 11Q (4326.026982 sec): 3 clusters Score: Raw -382805.771836 + Penalty 828.218887 = -381977.552949 nChanged 138 SP:Iteration 12Q (4326.081289 sec): 3 clusters Score: Raw -382914.797478 + Penalty 828.218887 = -382086.578591 nChanged 93 SP:Iteration 13Q (4326.129714 sec): 3 clusters Score: Raw -382986.483562 + Penalty 828.218887 = -382158.264675 nChanged 48 SP:Iteration 14Q (4326.177590 sec): 3 clusters Score: Raw -383016.797156 + Penalty 828.218887 = -382188.578269 nChanged 42 SP:Iteration 15Q (4326.234795 sec): 3 clusters Score: Raw -383047.789126 + Penalty 828.218887 = -382219.570239 nChanged 27 SP:Iteration 16Q (4326.285638 sec): 3 clusters Score: Raw -383060.675779 + Penalty 828.218887 = -382232.456892 nChanged 20 SP:Iteration 17Q (4326.330353 sec): 3 clusters Score: Raw -383067.693888 + Penalty 828.218887 = -382239.475001 nChanged 14 SP:Iteration 18Q (4326.387052 sec): 3 clusters Score: Raw -383073.534444 + Penalty 828.218887 = -382245.315557 nChanged 12 SP:Iteration 19Q (4326.436858 sec): 3 clusters Score: Raw -383078.200878 + Penalty 828.218887 = -382249.981991 nChanged 11 SP:Iteration 20F (4326.479833 sec): 3 clusters Score: Raw -383083.885557 + Penalty 828.218887 = -382255.666670 nChanged 11 SP:Iteration 21Q (4326.528147 sec): 3 clusters Score: Raw -383087.666136 + Penalty 828.218887 = -382259.447249 nChanged 7 SP:Iteration 22Q (4326.575662 sec): 3 clusters Score: Raw -383090.642292 + Penalty 828.218887 = -382262.423405 nChanged 7 SP:Iteration 23Q (4326.626404 sec): 3 clusters Score: Raw -383092.747137 + Penalty 828.218887 = -382264.528250 nChanged 8 SP:Iteration 24Q (4326.677475 sec): 3 clusters Score: Raw -383095.491242 + Penalty 828.218887 = -382267.272355 nChanged 6 SP:Iteration 25Q (4326.726869 sec): 3 clusters Score: Raw -383097.082097 + Penalty 828.218887 = -382268.863210 nChanged 5 SP:Iteration 26Q (4326.785948 sec): 3 clusters Score: Raw -383098.869318 + Penalty 828.218887 = -382270.650431 nChanged 7 SP:Iteration 27Q (4326.843159 sec): 3 clusters Score: Raw -383100.595676 + Penalty 828.218887 = -382272.376789 nChanged 2 SP:Iteration 28Q (4326.886625 sec): 3 clusters Score: Raw -383100.921637 + Penalty 828.218887 = -382272.702749 nChanged 3 SP:Iteration 29Q (4326.941615 sec): 3 clusters Score: Raw -383101.608242 + Penalty 828.218887 = -382273.389355 nChanged 5 SP:Iteration 30Q (4327.001600 sec): 3 clusters Score: Raw -383102.564311 + Penalty 828.218887 = -382274.345424 nChanged 5 SP:Iteration 31Q (4327.054727 sec): 3 clusters Score: Raw -383103.637600 + Penalty 828.218887 = -382275.418713 nChanged 6 SP:Iteration 32Q (4327.106728 sec): 3 clusters Score: Raw -383104.750148 + Penalty 828.218887 = -382276.531261 nChanged 4 SP:Iteration 33Q (4327.162717 sec): 3 clusters Score: Raw -383105.293229 + Penalty 828.218887 = -382277.074342 nChanged 2 SP:Iteration 34Q (4327.204910 sec): 3 clusters Score: Raw -383105.780721 + Penalty 828.218887 = -382277.561834 nChanged 1 SP:Iteration 35Q (4327.267083 sec): 3 clusters Score: Raw -383105.799598 + Penalty 828.218887 = -382277.580710 nChanged 0 SP:Iteration 36F (4327.319472 sec): 3 clusters Score: Raw -383105.799598 + Penalty 828.218887 = -382277.580710 nChanged 0 Trying to split cluster 9 (11556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4327.357447 sec): 2 clusters Score: Raw -439938.909052 + Penalty 425.650683 = -439513.258369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4327.411192 sec): 3 clusters Score: Raw -432621.013111 + Penalty 851.301366 = -431769.711745 nChanged 5410 SP:Iteration 1F (4327.458537 sec): 3 clusters Score: Raw -435997.163900 + Penalty 851.301366 = -435145.862534 nChanged 591 SP:Iteration 2F (4327.524675 sec): 3 clusters Score: Raw -436236.154432 + Penalty 851.301366 = -435384.853066 nChanged 547 SP:Iteration 3Q (4327.583260 sec): 3 clusters Score: Raw -436501.854690 + Penalty 851.301366 = -435650.553324 nChanged 574 SP:Iteration 4Q (4327.642697 sec): 3 clusters Score: Raw -436786.479296 + Penalty 851.301366 = -435935.177931 nChanged 564 SP:Iteration 5Q (4327.701605 sec): 3 clusters Score: Raw -437060.752217 + Penalty 851.301366 = -436209.450851 nChanged 530 SP:Iteration 6Q (4327.753762 sec): 3 clusters Score: Raw -437336.467780 + Penalty 851.301366 = -436485.166414 nChanged 517 SP:Iteration 7Q (4327.805671 sec): 3 clusters Score: Raw -437595.515708 + Penalty 851.301366 = -436744.214343 nChanged 521 SP:Iteration 8Q (4327.852295 sec): 3 clusters Score: Raw -437850.172036 + Penalty 851.301366 = -436998.870671 nChanged 473 SP:Iteration 9Q (4327.909452 sec): 3 clusters Score: Raw -438072.782188 + Penalty 851.301366 = -437221.480822 nChanged 392 SP:Iteration 10Q (4327.970203 sec): 3 clusters Score: Raw -438237.144099 + Penalty 851.301366 = -437385.842733 nChanged 354 SP:Iteration 11Q (4328.026331 sec): 3 clusters Score: Raw -438370.145139 + Penalty 851.301366 = -437518.843773 nChanged 281 SP:Iteration 12Q (4328.086344 sec): 3 clusters Score: Raw -438469.212388 + Penalty 851.301366 = -437617.911022 nChanged 231 SP:Iteration 13Q (4328.150060 sec): 3 clusters Score: Raw -438555.241967 + Penalty 851.301366 = -437703.940602 nChanged 222 SP:Iteration 14Q (4328.209947 sec): 3 clusters Score: Raw -438646.185481 + Penalty 851.301366 = -437794.884116 nChanged 231 SP:Iteration 15Q (4328.262940 sec): 3 clusters Score: Raw -438760.740242 + Penalty 851.301366 = -437909.438877 nChanged 232 SP:Iteration 16Q (4328.326381 sec): 3 clusters Score: Raw -438882.920280 + Penalty 851.301366 = -438031.618915 nChanged 237 SP:Iteration 17Q (4328.372909 sec): 3 clusters Score: Raw -439004.462087 + Penalty 851.301366 = -438153.160721 nChanged 236 SP:Iteration 18Q (4328.425103 sec): 3 clusters Score: Raw -439135.162514 + Penalty 851.301366 = -438283.861149 nChanged 246 SP:Iteration 19Q (4328.490228 sec): 3 clusters Score: Raw -439282.433370 + Penalty 851.301366 = -438431.132005 nChanged 244 SP:Iteration 20F (4328.546159 sec): 3 clusters Score: Raw -439410.838753 + Penalty 851.301366 = -438559.537387 nChanged 192 SP:Iteration 21Q (4328.600873 sec): 3 clusters Score: Raw -439497.158770 + Penalty 851.301366 = -438645.857405 nChanged 162 SP:Iteration 22Q (4328.650148 sec): 3 clusters Score: Raw -439579.367372 + Penalty 851.301366 = -438728.066006 nChanged 173 SP:Iteration 23Q (4328.702726 sec): 3 clusters Score: Raw -439666.300827 + Penalty 851.301366 = -438814.999462 nChanged 141 SP:Iteration 24Q (4328.767475 sec): 3 clusters Score: Raw -439729.609061 + Penalty 851.301366 = -438878.307695 nChanged 133 SP:Iteration 25Q (4328.816620 sec): 3 clusters Score: Raw -439781.926509 + Penalty 851.301366 = -438930.625143 nChanged 97 SP:Iteration 26Q (4328.878384 sec): 3 clusters Score: Raw -439815.594882 + Penalty 851.301366 = -438964.293516 nChanged 88 SP:Iteration 27Q (4328.934460 sec): 3 clusters Score: Raw -439840.562419 + Penalty 851.301366 = -438989.261053 nChanged 79 SP:Iteration 28Q (4328.983505 sec): 3 clusters Score: Raw -439862.524336 + Penalty 851.301366 = -439011.222971 nChanged 68 SP:Iteration 29Q (4329.041176 sec): 3 clusters Score: Raw -439879.730669 + Penalty 851.301366 = -439028.429303 nChanged 58 SP:Iteration 30Q (4329.099103 sec): 3 clusters Score: Raw -439893.973618 + Penalty 851.301366 = -439042.672252 nChanged 57 SP:Iteration 31Q (4329.153847 sec): 3 clusters Score: Raw -439908.917941 + Penalty 851.301366 = -439057.616576 nChanged 60 SP:Iteration 32Q (4329.210853 sec): 3 clusters Score: Raw -439923.889059 + Penalty 851.301366 = -439072.587693 nChanged 53 SP:Iteration 33Q (4329.260973 sec): 3 clusters Score: Raw -439937.093465 + Penalty 851.301366 = -439085.792100 nChanged 53 SP:Iteration 34Q (4329.321084 sec): 3 clusters Score: Raw -439948.559888 + Penalty 851.301366 = -439097.258523 nChanged 50 SP:Iteration 35Q (4329.374938 sec): 3 clusters Score: Raw -439958.140805 + Penalty 851.301366 = -439106.839440 nChanged 36 SP:Iteration 36Q (4329.417717 sec): 3 clusters Score: Raw -439965.424149 + Penalty 851.301366 = -439114.122784 nChanged 36 SP:Iteration 37Q (4329.481733 sec): 3 clusters Score: Raw -439973.291862 + Penalty 851.301366 = -439121.990496 nChanged 34 SP:Iteration 38Q (4329.530951 sec): 3 clusters Score: Raw -439979.549543 + Penalty 851.301366 = -439128.248178 nChanged 22 SP:Iteration 39Q (4329.585355 sec): 3 clusters Score: Raw -439984.218516 + Penalty 851.301366 = -439132.917151 nChanged 36 SP:Iteration 40F (4329.650814 sec): 3 clusters Score: Raw -439992.829883 + Penalty 851.301366 = -439141.528518 nChanged 44 SP:Iteration 41Q (4329.698942 sec): 3 clusters Score: Raw -440003.386429 + Penalty 851.301366 = -439152.085063 nChanged 41 SP:Iteration 42Q (4329.762865 sec): 3 clusters Score: Raw -440016.481269 + Penalty 851.301366 = -439165.179904 nChanged 38 SP:Iteration 43Q (4329.818935 sec): 3 clusters Score: Raw -440028.911440 + Penalty 851.301366 = -439177.610074 nChanged 33 SP:Iteration 44Q (4329.878525 sec): 3 clusters Score: Raw -440038.425229 + Penalty 851.301366 = -439187.123864 nChanged 42 SP:Iteration 45Q (4329.931428 sec): 3 clusters Score: Raw -440049.897976 + Penalty 851.301366 = -439198.596610 nChanged 33 SP:Iteration 46Q (4329.987461 sec): 3 clusters Score: Raw -440056.055395 + Penalty 851.301366 = -439204.754030 nChanged 17 SP:Iteration 47Q (4330.039609 sec): 3 clusters Score: Raw -440058.696432 + Penalty 851.301366 = -439207.395067 nChanged 14 SP:Iteration 48Q (4330.098976 sec): 3 clusters Score: Raw -440060.920792 + Penalty 851.301366 = -439209.619426 nChanged 12 SP:Iteration 49Q (4330.158313 sec): 3 clusters Score: Raw -440063.036055 + Penalty 851.301366 = -439211.734689 nChanged 18 SP:Iteration 50Q (4330.205941 sec): 3 clusters Score: Raw -440065.898460 + Penalty 851.301366 = -439214.597094 nChanged 11 SP:Iteration 51Q (4330.258888 sec): 3 clusters Score: Raw -440068.115460 + Penalty 851.301366 = -439216.814094 nChanged 15 SP:Iteration 52Q (4330.305857 sec): 3 clusters Score: Raw -440070.823555 + Penalty 851.301366 = -439219.522189 nChanged 14 SP:Iteration 53Q (4330.369609 sec): 3 clusters Score: Raw -440073.773960 + Penalty 851.301366 = -439222.472594 nChanged 13 SP:Iteration 54Q (4330.423108 sec): 3 clusters Score: Raw -440076.269352 + Penalty 851.301366 = -439224.967986 nChanged 13 SP:Iteration 55Q (4330.472320 sec): 3 clusters Score: Raw -440078.696157 + Penalty 851.301366 = -439227.394792 nChanged 14 SP:Iteration 56Q (4330.531127 sec): 3 clusters Score: Raw -440084.470547 + Penalty 851.301366 = -439233.169181 nChanged 15 SP:Iteration 57Q (4330.580028 sec): 3 clusters Score: Raw -440087.715907 + Penalty 851.301366 = -439236.414541 nChanged 14 SP:Iteration 58Q (4330.631476 sec): 3 clusters Score: Raw -440090.493488 + Penalty 851.301366 = -439239.192122 nChanged 8 SP:Iteration 59Q (4330.683393 sec): 3 clusters Score: Raw -440092.501865 + Penalty 851.301366 = -439241.200499 nChanged 14 SP:Iteration 60F (4330.729371 sec): 3 clusters Score: Raw -440096.342562 + Penalty 851.301366 = -439245.041196 nChanged 11 SP:Iteration 61Q (4330.792046 sec): 3 clusters Score: Raw -440098.202446 + Penalty 851.301366 = -439246.901080 nChanged 9 SP:Iteration 62Q (4330.845980 sec): 3 clusters Score: Raw -440099.646282 + Penalty 851.301366 = -439248.344916 nChanged 9 SP:Iteration 63Q (4330.892386 sec): 3 clusters Score: Raw -440102.296300 + Penalty 851.301366 = -439250.994935 nChanged 13 SP:Iteration 64Q (4330.959494 sec): 3 clusters Score: Raw -440104.678345 + Penalty 851.301366 = -439253.376979 nChanged 13 SP:Iteration 65Q (4331.008372 sec): 3 clusters Score: Raw -440107.542314 + Penalty 851.301366 = -439256.240948 nChanged 12 SP:Iteration 66Q (4331.068453 sec): 3 clusters Score: Raw -440110.658826 + Penalty 851.301366 = -439259.357460 nChanged 6 SP:Iteration 67Q (4331.119641 sec): 3 clusters Score: Raw -440112.688159 + Penalty 851.301366 = -439261.386794 nChanged 8 SP:Iteration 68Q (4331.172324 sec): 3 clusters Score: Raw -440114.554985 + Penalty 851.301366 = -439263.253619 nChanged 6 SP:Iteration 69Q (4331.227059 sec): 3 clusters Score: Raw -440115.682834 + Penalty 851.301366 = -439264.381469 nChanged 7 SP:Iteration 70Q (4331.282085 sec): 3 clusters Score: Raw -440116.789871 + Penalty 851.301366 = -439265.488505 nChanged 4 SP:Iteration 71Q (4331.342077 sec): 3 clusters Score: Raw -440117.230668 + Penalty 851.301366 = -439265.929303 nChanged 1 SP:Iteration 72Q (4331.389496 sec): 3 clusters Score: Raw -440117.338532 + Penalty 851.301366 = -439266.037166 nChanged 2 SP:Iteration 73Q (4331.436240 sec): 3 clusters Score: Raw -440117.480802 + Penalty 851.301366 = -439266.179436 nChanged 4 SP:Iteration 74Q (4331.497418 sec): 3 clusters Score: Raw -440118.155296 + Penalty 851.301366 = -439266.853930 nChanged 7 SP:Iteration 75Q (4331.548240 sec): 3 clusters Score: Raw -440120.450922 + Penalty 851.301366 = -439269.149557 nChanged 8 SP:Iteration 76Q (4331.597789 sec): 3 clusters Score: Raw -440123.396252 + Penalty 851.301366 = -439272.094886 nChanged 12 SP:Iteration 77Q (4331.643782 sec): 3 clusters Score: Raw -440125.347278 + Penalty 851.301366 = -439274.045913 nChanged 9 SP:Iteration 78Q (4331.706101 sec): 3 clusters Score: Raw -440127.762747 + Penalty 851.301366 = -439276.461381 nChanged 7 SP:Iteration 79Q (4331.758305 sec): 3 clusters Score: Raw -440128.635379 + Penalty 851.301366 = -439277.334013 nChanged 6 SP:Iteration 80F (4331.820781 sec): 3 clusters Score: Raw -440129.375829 + Penalty 851.301366 = -439278.074464 nChanged 3 SP:Iteration 81Q (4331.870011 sec): 3 clusters Score: Raw -440130.037281 + Penalty 851.301366 = -439278.735915 nChanged 2 SP:Iteration 82Q (4331.932565 sec): 3 clusters Score: Raw -440130.492794 + Penalty 851.301366 = -439279.191428 nChanged 3 SP:Iteration 83Q (4331.979131 sec): 3 clusters Score: Raw -440131.755338 + Penalty 851.301366 = -439280.453972 nChanged 4 SP:Iteration 84Q (4332.023843 sec): 3 clusters Score: Raw -440132.673857 + Penalty 851.301366 = -439281.372491 nChanged 4 SP:Iteration 85Q (4332.088742 sec): 3 clusters Score: Raw -440133.672861 + Penalty 851.301366 = -439282.371495 nChanged 6 SP:Iteration 86Q (4332.138396 sec): 3 clusters Score: Raw -440134.890012 + Penalty 851.301366 = -439283.588646 nChanged 4 SP:Iteration 87Q (4332.187158 sec): 3 clusters Score: Raw -440135.757591 + Penalty 851.301366 = -439284.456225 nChanged 3 SP:Iteration 88Q (4332.249899 sec): 3 clusters Score: Raw -440136.333291 + Penalty 851.301366 = -439285.031925 nChanged 4 SP:Iteration 89Q (4332.299374 sec): 3 clusters Score: Raw -440136.831988 + Penalty 851.301366 = -439285.530623 nChanged 2 SP:Iteration 90Q (4332.352067 sec): 3 clusters Score: Raw -440137.212691 + Penalty 851.301366 = -439285.911326 nChanged 4 SP:Iteration 91Q (4332.404134 sec): 3 clusters Score: Raw -440138.036535 + Penalty 851.301366 = -439286.735170 nChanged 3 SP:Iteration 92Q (4332.453174 sec): 3 clusters Score: Raw -440138.522056 + Penalty 851.301366 = -439287.220690 nChanged 4 SP:Iteration 93Q (4332.517942 sec): 3 clusters Score: Raw -440139.050978 + Penalty 851.301366 = -439287.749612 nChanged 3 SP:Iteration 94Q (4332.567882 sec): 3 clusters Score: Raw -440139.163853 + Penalty 851.301366 = -439287.862487 nChanged 0 SP:Iteration 95F (4332.626000 sec): 3 clusters Score: Raw -440139.163853 + Penalty 851.301366 = -439287.862487 nChanged 0 Trying to split cluster 10 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4332.643717 sec): 2 clusters Score: Raw -21188.876125 + Penalty 292.257737 = -20896.618388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4332.694851 sec): 3 clusters Score: Raw -20920.814331 + Penalty 584.515474 = -20336.298857 nChanged 247 SP:Iteration 1F (4332.738158 sec): 3 clusters Score: Raw -21275.895187 + Penalty 584.515474 = -20691.379713 nChanged 90 SP:Iteration 2F (4332.784439 sec): 3 clusters Score: Raw -21450.282158 + Penalty 584.515474 = -20865.766685 nChanged 45 SP:Iteration 3F (4332.832544 sec): 3 clusters Score: Raw -21515.100379 + Penalty 584.515474 = -20930.584905 nChanged 14 SP:Iteration 4Q (4332.880910 sec): 3 clusters Score: Raw -21524.414784 + Penalty 584.515474 = -20939.899311 nChanged 3 SP:Iteration 5Q (4332.918554 sec): 3 clusters Score: Raw -21526.084078 + Penalty 584.515474 = -20941.568605 nChanged 3 SP:Iteration 6Q (4332.966836 sec): 3 clusters Score: Raw -21527.884329 + Penalty 584.515474 = -20943.368855 nChanged 1 SP:Iteration 7Q (4333.014684 sec): 3 clusters Score: Raw -21528.230108 + Penalty 584.515474 = -20943.714634 nChanged 0 SP:Iteration 8F (4333.065339 sec): 3 clusters Score: Raw -21528.230108 + Penalty 584.515474 = -20943.714634 nChanged 0 Score: Raw -17402269.229951 + Penalty 27912.415275 = -17374356.814676 Splitting cluster 10 changes total score from -17374611.107667 to -17374356.814676 So it's not getting split. Trying to split cluster 11 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4340.959075 sec): 2 clusters Score: Raw -16401.905350 + Penalty 277.970765 = -16123.934585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4341.006542 sec): 3 clusters Score: Raw -16234.352997 + Penalty 555.941530 = -15678.411467 nChanged 142 SP:Iteration 1F (4341.040868 sec): 3 clusters Score: Raw -16351.315344 + Penalty 555.941530 = -15795.373814 nChanged 39 SP:Iteration 2F (4341.086557 sec): 3 clusters Score: Raw -16411.013179 + Penalty 555.941530 = -15855.071649 nChanged 25 SP:Iteration 3F (4341.133850 sec): 3 clusters Score: Raw -16443.957816 + Penalty 555.941530 = -15888.016286 nChanged 19 SP:Iteration 4Q (4341.169902 sec): 3 clusters Score: Raw -16461.663573 + Penalty 555.941530 = -15905.722043 nChanged 12 SP:Iteration 5Q (4341.208587 sec): 3 clusters Score: Raw -16474.761782 + Penalty 555.941530 = -15918.820252 nChanged 12 SP:Iteration 6Q (4341.252179 sec): 3 clusters Score: Raw -16482.609758 + Penalty 555.941530 = -15926.668228 nChanged 4 SP:Iteration 7Q (4341.290702 sec): 3 clusters Score: Raw -16485.463902 + Penalty 555.941530 = -15929.522371 nChanged 4 SP:Iteration 8Q (4341.333519 sec): 3 clusters Score: Raw -16489.531759 + Penalty 555.941530 = -15933.590229 nChanged 8 SP:Iteration 9Q (4341.368251 sec): 3 clusters Score: Raw -16493.041125 + Penalty 555.941530 = -15937.099595 nChanged 1 SP:Iteration 10Q (4341.405727 sec): 3 clusters Score: Raw -16493.426976 + Penalty 555.941530 = -15937.485446 nChanged 1 SP:Iteration 11Q (4341.444446 sec): 3 clusters Score: Raw -16495.999099 + Penalty 555.941530 = -15940.057569 nChanged 2 SP:Iteration 12Q (4341.483627 sec): 3 clusters Score: Raw -16497.073437 + Penalty 555.941530 = -15941.131907 nChanged 1 SP:Iteration 13Q (4341.531446 sec): 3 clusters Score: Raw -16497.499099 + Penalty 555.941530 = -15941.557569 nChanged 0 SP:Iteration 14F (4341.578723 sec): 3 clusters Score: Raw -16497.499099 + Penalty 555.941530 = -15941.557569 nChanged 0 Trying to split cluster 12 (67014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4341.664305 sec): 2 clusters Score: Raw -2714038.695683 + Penalty 505.625886 = -2713533.069797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4341.771477 sec): 3 clusters Score: Raw -2669313.605157 + Penalty 1011.251772 = -2668302.353386 nChanged 32767 SP:Iteration 1F (4341.876708 sec): 3 clusters Score: Raw -2690915.065133 + Penalty 1011.251772 = -2689903.813362 nChanged 4253 SP:Iteration 2F (4341.974468 sec): 3 clusters Score: Raw -2693371.070135 + Penalty 1011.251772 = -2692359.818364 nChanged 4665 SP:Iteration 3F (4342.075558 sec): 3 clusters Score: Raw -2696426.190657 + Penalty 1011.251772 = -2695414.938885 nChanged 4426 SP:Iteration 4F (4342.187899 sec): 3 clusters Score: Raw -2699571.416217 + Penalty 1011.251772 = -2698560.164445 nChanged 3913 SP:Iteration 5F (4342.294783 sec): 3 clusters Score: Raw -2702458.767800 + Penalty 1011.251772 = -2701447.516028 nChanged 3271 SP:Iteration 6Q (4342.403889 sec): 3 clusters Score: Raw -2704656.302599 + Penalty 1011.251772 = -2703645.050827 nChanged 2432 SP:Iteration 7Q (4342.510744 sec): 3 clusters Score: Raw -2705921.576999 + Penalty 1011.251772 = -2704910.325228 nChanged 1645 SP:Iteration 8Q (4342.615774 sec): 3 clusters Score: Raw -2706529.372978 + Penalty 1011.251772 = -2705518.121206 nChanged 1168 SP:Iteration 9Q (4342.722738 sec): 3 clusters Score: Raw -2706928.156170 + Penalty 1011.251772 = -2705916.904398 nChanged 1022 SP:Iteration 10Q (4342.843435 sec): 3 clusters Score: Raw -2707278.657519 + Penalty 1011.251772 = -2706267.405748 nChanged 978 SP:Iteration 11Q (4342.950182 sec): 3 clusters Score: Raw -2707612.270135 + Penalty 1011.251772 = -2706601.018364 nChanged 958 SP:Iteration 12Q (4343.058231 sec): 3 clusters Score: Raw -2707941.911782 + Penalty 1011.251772 = -2706930.660011 nChanged 950 SP:Iteration 13Q (4343.167733 sec): 3 clusters Score: Raw -2708263.030041 + Penalty 1011.251772 = -2707251.778269 nChanged 860 SP:Iteration 14Q (4343.273432 sec): 3 clusters Score: Raw -2708516.223341 + Penalty 1011.251772 = -2707504.971569 nChanged 781 SP:Iteration 15Q (4343.393459 sec): 3 clusters Score: Raw -2708734.285156 + Penalty 1011.251772 = -2707723.033385 nChanged 723 SP:Iteration 16Q (4343.497394 sec): 3 clusters Score: Raw -2708915.026594 + Penalty 1011.251772 = -2707903.774822 nChanged 646 SP:Iteration 17Q (4343.614121 sec): 3 clusters Score: Raw -2709048.493007 + Penalty 1011.251772 = -2708037.241235 nChanged 573 SP:Iteration 18Q (4343.724550 sec): 3 clusters Score: Raw -2709157.374082 + Penalty 1011.251772 = -2708146.122310 nChanged 476 SP:Iteration 19Q (4343.830704 sec): 3 clusters Score: Raw -2709233.579028 + Penalty 1011.251772 = -2708222.327256 nChanged 405 SP:Iteration 20F (4343.936506 sec): 3 clusters Score: Raw -2709290.681072 + Penalty 1011.251772 = -2708279.429300 nChanged 342 SP:Iteration 21Q (4344.059432 sec): 3 clusters Score: Raw -2709332.269624 + Penalty 1011.251772 = -2708321.017852 nChanged 309 SP:Iteration 22Q (4344.168923 sec): 3 clusters Score: Raw -2709365.604289 + Penalty 1011.251772 = -2708354.352518 nChanged 264 SP:Iteration 23Q (4344.274611 sec): 3 clusters Score: Raw -2709388.967539 + Penalty 1011.251772 = -2708377.715767 nChanged 245 SP:Iteration 24Q (4344.382927 sec): 3 clusters Score: Raw -2709411.136647 + Penalty 1011.251772 = -2708399.884876 nChanged 191 SP:Iteration 25Q (4344.501784 sec): 3 clusters Score: Raw -2709425.084252 + Penalty 1011.251772 = -2708413.832480 nChanged 176 SP:Iteration 26Q (4344.610183 sec): 3 clusters Score: Raw -2709435.776062 + Penalty 1011.251772 = -2708424.524291 nChanged 135 SP:Iteration 27Q (4344.724505 sec): 3 clusters Score: Raw -2709443.487904 + Penalty 1011.251772 = -2708432.236132 nChanged 140 SP:Iteration 28Q (4344.833374 sec): 3 clusters Score: Raw -2709450.941435 + Penalty 1011.251772 = -2708439.689664 nChanged 118 SP:Iteration 29Q (4344.952042 sec): 3 clusters Score: Raw -2709455.827026 + Penalty 1011.251772 = -2708444.575254 nChanged 110 SP:Iteration 30Q (4345.063858 sec): 3 clusters Score: Raw -2709460.744753 + Penalty 1011.251772 = -2708449.492981 nChanged 96 SP:Iteration 31Q (4345.177411 sec): 3 clusters Score: Raw -2709464.871852 + Penalty 1011.251772 = -2708453.620080 nChanged 93 SP:Iteration 32Q (4345.294315 sec): 3 clusters Score: Raw -2709469.071635 + Penalty 1011.251772 = -2708457.819863 nChanged 94 SP:Iteration 33Q (4345.403705 sec): 3 clusters Score: Raw -2709472.646380 + Penalty 1011.251772 = -2708461.394608 nChanged 99 SP:Iteration 34Q (4345.514320 sec): 3 clusters Score: Raw -2709476.704338 + Penalty 1011.251772 = -2708465.452566 nChanged 97 SP:Iteration 35Q (4345.626279 sec): 3 clusters Score: Raw -2709480.124605 + Penalty 1011.251772 = -2708468.872833 nChanged 68 SP:Iteration 36Q (4345.735541 sec): 3 clusters Score: Raw -2709482.398129 + Penalty 1011.251772 = -2708471.146358 nChanged 72 SP:Iteration 37Q (4345.848229 sec): 3 clusters Score: Raw -2709484.888657 + Penalty 1011.251772 = -2708473.636886 nChanged 92 SP:Iteration 38Q (4345.952525 sec): 3 clusters Score: Raw -2709488.552489 + Penalty 1011.251772 = -2708477.300718 nChanged 99 SP:Iteration 39Q (4346.075802 sec): 3 clusters Score: Raw -2709492.449110 + Penalty 1011.251772 = -2708481.197338 nChanged 100 SP:Iteration 40F (4346.177457 sec): 3 clusters Score: Raw -2709496.609729 + Penalty 1011.251772 = -2708485.357957 nChanged 112 SP:Iteration 41Q (4346.289460 sec): 3 clusters Score: Raw -2709501.076780 + Penalty 1011.251772 = -2708489.825009 nChanged 102 SP:Iteration 42Q (4346.398671 sec): 3 clusters Score: Raw -2709504.893079 + Penalty 1011.251772 = -2708493.641307 nChanged 88 SP:Iteration 43Q (4346.519720 sec): 3 clusters Score: Raw -2709507.812676 + Penalty 1011.251772 = -2708496.560904 nChanged 82 SP:Iteration 44Q (4346.628951 sec): 3 clusters Score: Raw -2709510.354864 + Penalty 1011.251772 = -2708499.103093 nChanged 84 SP:Iteration 45Q (4346.742225 sec): 3 clusters Score: Raw -2709512.670126 + Penalty 1011.251772 = -2708501.418354 nChanged 79 SP:Iteration 46Q (4346.849845 sec): 3 clusters Score: Raw -2709514.946836 + Penalty 1011.251772 = -2708503.695064 nChanged 70 SP:Iteration 47Q (4346.961788 sec): 3 clusters Score: Raw -2709516.578719 + Penalty 1011.251772 = -2708505.326947 nChanged 58 SP:Iteration 48Q (4347.067980 sec): 3 clusters Score: Raw -2709517.823073 + Penalty 1011.251772 = -2708506.571301 nChanged 53 SP:Iteration 49Q (4347.176493 sec): 3 clusters Score: Raw -2709518.998923 + Penalty 1011.251772 = -2708507.747151 nChanged 48 SP:Iteration 50Q (4347.285191 sec): 3 clusters Score: Raw -2709520.020559 + Penalty 1011.251772 = -2708508.768787 nChanged 56 SP:Iteration 51Q (4347.400220 sec): 3 clusters Score: Raw -2709521.160435 + Penalty 1011.251772 = -2708509.908664 nChanged 47 SP:Iteration 52Q (4347.506989 sec): 3 clusters Score: Raw -2709521.898690 + Penalty 1011.251772 = -2708510.646918 nChanged 46 SP:Iteration 53Q (4347.618139 sec): 3 clusters Score: Raw -2709522.716891 + Penalty 1011.251772 = -2708511.465120 nChanged 48 SP:Iteration 54Q (4347.731720 sec): 3 clusters Score: Raw -2709523.476472 + Penalty 1011.251772 = -2708512.224700 nChanged 41 SP:Iteration 55Q (4347.841019 sec): 3 clusters Score: Raw -2709524.042512 + Penalty 1011.251772 = -2708512.790741 nChanged 32 SP:Iteration 56Q (4347.948612 sec): 3 clusters Score: Raw -2709524.575421 + Penalty 1011.251772 = -2708513.323649 nChanged 35 SP:Iteration 57Q (4348.071776 sec): 3 clusters Score: Raw -2709525.301178 + Penalty 1011.251772 = -2708514.049407 nChanged 47 SP:Iteration 58Q (4348.181100 sec): 3 clusters Score: Raw -2709526.262818 + Penalty 1011.251772 = -2708515.011046 nChanged 46 SP:Iteration 59Q (4348.297549 sec): 3 clusters Score: Raw -2709527.226655 + Penalty 1011.251772 = -2708515.974883 nChanged 55 SP:Iteration 60F (4348.409634 sec): 3 clusters Score: Raw -2709528.549496 + Penalty 1011.251772 = -2708517.297724 nChanged 58 SP:Iteration 61Q (4348.521008 sec): 3 clusters Score: Raw -2709529.692447 + Penalty 1011.251772 = -2708518.440676 nChanged 43 SP:Iteration 62Q (4348.630087 sec): 3 clusters Score: Raw -2709530.539264 + Penalty 1011.251772 = -2708519.287493 nChanged 34 SP:Iteration 63Q (4348.740634 sec): 3 clusters Score: Raw -2709531.114156 + Penalty 1011.251772 = -2708519.862384 nChanged 27 SP:Iteration 64Q (4348.851965 sec): 3 clusters Score: Raw -2709531.398082 + Penalty 1011.251772 = -2708520.146311 nChanged 24 SP:Iteration 65Q (4348.959932 sec): 3 clusters Score: Raw -2709531.647761 + Penalty 1011.251772 = -2708520.395989 nChanged 14 SP:Iteration 66Q (4349.062761 sec): 3 clusters Score: Raw -2709531.768092 + Penalty 1011.251772 = -2708520.516321 nChanged 12 SP:Iteration 67Q (4349.178582 sec): 3 clusters Score: Raw -2709531.848479 + Penalty 1011.251772 = -2708520.596707 nChanged 10 SP:Iteration 68Q (4349.281479 sec): 3 clusters Score: Raw -2709531.908691 + Penalty 1011.251772 = -2708520.656919 nChanged 4 SP:Iteration 69Q (4349.393945 sec): 3 clusters Score: Raw -2709531.942171 + Penalty 1011.251772 = -2708520.690400 nChanged 7 SP:Iteration 70Q (4349.511238 sec): 3 clusters Score: Raw -2709531.993087 + Penalty 1011.251772 = -2708520.741315 nChanged 5 SP:Iteration 71Q (4349.614216 sec): 3 clusters Score: Raw -2709532.042135 + Penalty 1011.251772 = -2708520.790363 nChanged 6 SP:Iteration 72Q (4349.727692 sec): 3 clusters Score: Raw -2709532.087421 + Penalty 1011.251772 = -2708520.835649 nChanged 10 SP:Iteration 73Q (4349.841707 sec): 3 clusters Score: Raw -2709532.177085 + Penalty 1011.251772 = -2708520.925313 nChanged 12 SP:Iteration 74Q (4349.957357 sec): 3 clusters Score: Raw -2709532.356825 + Penalty 1011.251772 = -2708521.105053 nChanged 21 SP:Iteration 75Q (4350.074404 sec): 3 clusters Score: Raw -2709532.672186 + Penalty 1011.251772 = -2708521.420415 nChanged 21 SP:Iteration 76Q (4350.189247 sec): 3 clusters Score: Raw -2709532.889565 + Penalty 1011.251772 = -2708521.637793 nChanged 13 SP:Iteration 77Q (4350.301515 sec): 3 clusters Score: Raw -2709533.017445 + Penalty 1011.251772 = -2708521.765673 nChanged 15 SP:Iteration 78Q (4350.413241 sec): 3 clusters Score: Raw -2709533.194392 + Penalty 1011.251772 = -2708521.942620 nChanged 14 SP:Iteration 79Q (4350.525144 sec): 3 clusters Score: Raw -2709533.336050 + Penalty 1011.251772 = -2708522.084278 nChanged 16 SP:Iteration 80F (4350.632065 sec): 3 clusters Score: Raw -2709533.521040 + Penalty 1011.251772 = -2708522.269268 nChanged 17 SP:Iteration 81Q (4350.734677 sec): 3 clusters Score: Raw -2709533.701572 + Penalty 1011.251772 = -2708522.449800 nChanged 14 SP:Iteration 82Q (4350.851810 sec): 3 clusters Score: Raw -2709533.859930 + Penalty 1011.251772 = -2708522.608158 nChanged 15 SP:Iteration 83Q (4350.970956 sec): 3 clusters Score: Raw -2709534.094642 + Penalty 1011.251772 = -2708522.842870 nChanged 21 SP:Iteration 84Q (4351.069829 sec): 3 clusters Score: Raw -2709534.451162 + Penalty 1011.251772 = -2708523.199390 nChanged 27 SP:Iteration 85Q (4351.185060 sec): 3 clusters Score: Raw -2709534.924960 + Penalty 1011.251772 = -2708523.673188 nChanged 25 SP:Iteration 86Q (4351.294676 sec): 3 clusters Score: Raw -2709535.269494 + Penalty 1011.251772 = -2708524.017722 nChanged 20 SP:Iteration 87Q (4351.406386 sec): 3 clusters Score: Raw -2709535.491419 + Penalty 1011.251772 = -2708524.239647 nChanged 17 SP:Iteration 88Q (4351.515478 sec): 3 clusters Score: Raw -2709535.653993 + Penalty 1011.251772 = -2708524.402221 nChanged 15 SP:Iteration 89Q (4351.618899 sec): 3 clusters Score: Raw -2709535.805493 + Penalty 1011.251772 = -2708524.553721 nChanged 18 SP:Iteration 90Q (4351.732920 sec): 3 clusters Score: Raw -2709536.070819 + Penalty 1011.251772 = -2708524.819047 nChanged 23 SP:Iteration 91Q (4351.842961 sec): 3 clusters Score: Raw -2709536.474343 + Penalty 1011.251772 = -2708525.222571 nChanged 26 SP:Iteration 92Q (4351.958951 sec): 3 clusters Score: Raw -2709536.822914 + Penalty 1011.251772 = -2708525.571143 nChanged 20 SP:Iteration 93Q (4352.075322 sec): 3 clusters Score: Raw -2709537.000237 + Penalty 1011.251772 = -2708525.748465 nChanged 17 SP:Iteration 94Q (4352.171729 sec): 3 clusters Score: Raw -2709537.134062 + Penalty 1011.251772 = -2708525.882290 nChanged 15 SP:Iteration 95Q (4352.296900 sec): 3 clusters Score: Raw -2709537.280399 + Penalty 1011.251772 = -2708526.028627 nChanged 13 SP:Iteration 96Q (4352.414271 sec): 3 clusters Score: Raw -2709537.457166 + Penalty 1011.251772 = -2708526.205394 nChanged 18 SP:Iteration 97Q (4352.528669 sec): 3 clusters Score: Raw -2709537.648655 + Penalty 1011.251772 = -2708526.396884 nChanged 9 SP:Iteration 98Q (4352.647895 sec): 3 clusters Score: Raw -2709537.762885 + Penalty 1011.251772 = -2708526.511114 nChanged 14 SP:Iteration 99Q (4352.765590 sec): 3 clusters Score: Raw -2709537.932619 + Penalty 1011.251772 = -2708526.680847 nChanged 14 SP:Iteration 100F (4352.869240 sec): 3 clusters Score: Raw -2709538.079814 + Penalty 1011.251772 = -2708526.828042 nChanged 11 SP:Iteration 101Q (4352.980412 sec): 3 clusters Score: Raw -2709538.165689 + Penalty 1011.251772 = -2708526.913918 nChanged 10 SP:Iteration 102Q (4353.093287 sec): 3 clusters Score: Raw -2709538.287514 + Penalty 1011.251772 = -2708527.035742 nChanged 14 SP:Iteration 103Q (4353.209544 sec): 3 clusters Score: Raw -2709538.398980 + Penalty 1011.251772 = -2708527.147209 nChanged 14 SP:Iteration 104Q (4353.325353 sec): 3 clusters Score: Raw -2709538.569281 + Penalty 1011.251772 = -2708527.317509 nChanged 21 SP:Iteration 105Q (4353.439622 sec): 3 clusters Score: Raw -2709538.844688 + Penalty 1011.251772 = -2708527.592916 nChanged 26 SP:Iteration 106Q (4353.557693 sec): 3 clusters Score: Raw -2709539.267407 + Penalty 1011.251772 = -2708528.015636 nChanged 32 SP:Iteration 107Q (4353.667891 sec): 3 clusters Score: Raw -2709539.774605 + Penalty 1011.251772 = -2708528.522834 nChanged 30 SP:Iteration 108Q (4353.780681 sec): 3 clusters Score: Raw -2709540.270801 + Penalty 1011.251772 = -2708529.019029 nChanged 25 SP:Iteration 109Q (4353.897646 sec): 3 clusters Score: Raw -2709540.626432 + Penalty 1011.251772 = -2708529.374660 nChanged 18 SP:Iteration 110Q (4354.010200 sec): 3 clusters Score: Raw -2709540.835800 + Penalty 1011.251772 = -2708529.584029 nChanged 23 SP:Iteration 111Q (4354.126778 sec): 3 clusters Score: Raw -2709541.109882 + Penalty 1011.251772 = -2708529.858110 nChanged 17 SP:Iteration 112Q (4354.239268 sec): 3 clusters Score: Raw -2709541.352076 + Penalty 1011.251772 = -2708530.100304 nChanged 24 SP:Iteration 113Q (4354.347917 sec): 3 clusters Score: Raw -2709541.605787 + Penalty 1011.251772 = -2708530.354015 nChanged 18 SP:Iteration 114Q (4354.452490 sec): 3 clusters Score: Raw -2709541.760681 + Penalty 1011.251772 = -2708530.508910 nChanged 13 SP:Iteration 115Q (4354.565381 sec): 3 clusters Score: Raw -2709541.841489 + Penalty 1011.251772 = -2708530.589718 nChanged 7 SP:Iteration 116Q (4354.674811 sec): 3 clusters Score: Raw -2709541.878838 + Penalty 1011.251772 = -2708530.627066 nChanged 3 SP:Iteration 117Q (4354.800584 sec): 3 clusters Score: Raw -2709541.888249 + Penalty 1011.251772 = -2708530.636477 nChanged 3 SP:Iteration 118Q (4354.907862 sec): 3 clusters Score: Raw -2709541.894660 + Penalty 1011.251772 = -2708530.642888 nChanged 0 SP:Iteration 119F (4355.013179 sec): 3 clusters Score: Raw -2709541.894660 + Penalty 1011.251772 = -2708530.642888 nChanged 0 Trying to split cluster 13 (8672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4355.053029 sec): 2 clusters Score: Raw -367268.997199 + Penalty 412.587390 = -366856.409809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4355.103951 sec): 3 clusters Score: Raw -361902.946458 + Penalty 825.174780 = -361077.771678 nChanged 4038 SP:Iteration 1F (4355.153923 sec): 3 clusters Score: Raw -364309.028023 + Penalty 825.174780 = -363483.853243 nChanged 538 SP:Iteration 2F (4355.202052 sec): 3 clusters Score: Raw -364617.320334 + Penalty 825.174780 = -363792.145554 nChanged 548 SP:Iteration 3F (4355.252697 sec): 3 clusters Score: Raw -364996.869354 + Penalty 825.174780 = -364171.694574 nChanged 556 SP:Iteration 4F (4355.307848 sec): 3 clusters Score: Raw -365410.594060 + Penalty 825.174780 = -364585.419280 nChanged 512 SP:Iteration 5F (4355.362666 sec): 3 clusters Score: Raw -365801.042196 + Penalty 825.174780 = -364975.867416 nChanged 433 SP:Iteration 6Q (4355.422947 sec): 3 clusters Score: Raw -366137.158502 + Penalty 825.174780 = -365311.983722 nChanged 346 SP:Iteration 7Q (4355.466085 sec): 3 clusters Score: Raw -366409.833851 + Penalty 825.174780 = -365584.659071 nChanged 307 SP:Iteration 8Q (4355.529867 sec): 3 clusters Score: Raw -366674.265065 + Penalty 825.174780 = -365849.090285 nChanged 240 SP:Iteration 9Q (4355.571196 sec): 3 clusters Score: Raw -366850.234835 + Penalty 825.174780 = -366025.060056 nChanged 160 SP:Iteration 10Q (4355.621116 sec): 3 clusters Score: Raw -366956.571041 + Penalty 825.174780 = -366131.396261 nChanged 131 SP:Iteration 11Q (4355.675567 sec): 3 clusters Score: Raw -367052.968731 + Penalty 825.174780 = -366227.793951 nChanged 97 SP:Iteration 12Q (4355.732414 sec): 3 clusters Score: Raw -367124.499339 + Penalty 825.174780 = -366299.324559 nChanged 72 SP:Iteration 13Q (4355.784265 sec): 3 clusters Score: Raw -367177.202415 + Penalty 825.174780 = -366352.027635 nChanged 56 SP:Iteration 14Q (4355.835354 sec): 3 clusters Score: Raw -367218.773743 + Penalty 825.174780 = -366393.598963 nChanged 41 SP:Iteration 15Q (4355.883421 sec): 3 clusters Score: Raw -367251.221679 + Penalty 825.174780 = -366426.046899 nChanged 27 SP:Iteration 16Q (4355.925452 sec): 3 clusters Score: Raw -367272.860091 + Penalty 825.174780 = -366447.685311 nChanged 15 SP:Iteration 17Q (4355.985464 sec): 3 clusters Score: Raw -367288.491821 + Penalty 825.174780 = -366463.317042 nChanged 17 SP:Iteration 18Q (4356.028267 sec): 3 clusters Score: Raw -367306.722613 + Penalty 825.174780 = -366481.547833 nChanged 15 SP:Iteration 19Q (4356.084274 sec): 3 clusters Score: Raw -367324.872842 + Penalty 825.174780 = -366499.698063 nChanged 4 SP:Iteration 20F (4356.133368 sec): 3 clusters Score: Raw -367328.795618 + Penalty 825.174780 = -366503.620838 nChanged 2 SP:Iteration 21Q (4356.183562 sec): 3 clusters Score: Raw -367330.064261 + Penalty 825.174780 = -366504.889481 nChanged 0 SP:Iteration 22F (4356.248106 sec): 3 clusters Score: Raw -367330.064261 + Penalty 825.174780 = -366504.889481 nChanged 0 Trying to split cluster 14 (1270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4356.265207 sec): 2 clusters Score: Raw -49219.391190 + Penalty 325.178134 = -48894.213056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4356.318997 sec): 3 clusters Score: Raw -48559.690025 + Penalty 650.356268 = -47909.333757 nChanged 524 SP:Iteration 1F (4356.360596 sec): 3 clusters Score: Raw -48981.487295 + Penalty 650.356268 = -48331.131026 nChanged 131 SP:Iteration 2F (4356.399492 sec): 3 clusters Score: Raw -49086.367137 + Penalty 650.356268 = -48436.010868 nChanged 79 SP:Iteration 3F (4356.435166 sec): 3 clusters Score: Raw -49129.098039 + Penalty 650.356268 = -48478.741770 nChanged 42 SP:Iteration 4Q (4356.488817 sec): 3 clusters Score: Raw -49152.434361 + Penalty 650.356268 = -48502.078093 nChanged 33 SP:Iteration 5Q (4356.527790 sec): 3 clusters Score: Raw -49167.659127 + Penalty 650.356268 = -48517.302859 nChanged 21 SP:Iteration 6Q (4356.571530 sec): 3 clusters Score: Raw -49179.159616 + Penalty 650.356268 = -48528.803348 nChanged 27 SP:Iteration 7Q (4356.621603 sec): 3 clusters Score: Raw -49200.945714 + Penalty 650.356268 = -48550.589445 nChanged 33 SP:Iteration 8Q (4356.666526 sec): 3 clusters Score: Raw -49226.593785 + Penalty 650.356268 = -48576.237517 nChanged 33 SP:Iteration 9Q (4356.711878 sec): 3 clusters Score: Raw -49253.817994 + Penalty 650.356268 = -48603.461726 nChanged 28 SP:Iteration 10Q (4356.758748 sec): 3 clusters Score: Raw -49273.815550 + Penalty 650.356268 = -48623.459282 nChanged 24 SP:Iteration 11Q (4356.807325 sec): 3 clusters Score: Raw -49285.584598 + Penalty 650.356268 = -48635.228329 nChanged 20 SP:Iteration 12Q (4356.844820 sec): 3 clusters Score: Raw -49295.872726 + Penalty 650.356268 = -48645.516457 nChanged 14 SP:Iteration 13Q (4356.891873 sec): 3 clusters Score: Raw -49305.379687 + Penalty 650.356268 = -48655.023419 nChanged 14 SP:Iteration 14Q (4356.930148 sec): 3 clusters Score: Raw -49312.689314 + Penalty 650.356268 = -48662.333046 nChanged 9 SP:Iteration 15Q (4356.976746 sec): 3 clusters Score: Raw -49318.303647 + Penalty 650.356268 = -48667.947378 nChanged 5 SP:Iteration 16Q (4357.030462 sec): 3 clusters Score: Raw -49319.195098 + Penalty 650.356268 = -48668.838829 nChanged 1 SP:Iteration 17Q (4357.080812 sec): 3 clusters Score: Raw -49319.699292 + Penalty 650.356268 = -48669.343024 nChanged 2 SP:Iteration 18Q (4357.127495 sec): 3 clusters Score: Raw -49320.432443 + Penalty 650.356268 = -48670.076175 nChanged 0 SP:Iteration 19F (4357.162848 sec): 3 clusters Score: Raw -49320.432443 + Penalty 650.356268 = -48670.076175 nChanged 0 Trying to split cluster 15 (107019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4357.278692 sec): 2 clusters Score: Raw -4335755.158639 + Penalty 526.924656 = -4335228.233983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4357.426780 sec): 3 clusters Score: Raw -4263915.489042 + Penalty 1053.849312 = -4262861.639730 nChanged 52221 SP:Iteration 1F (4357.570593 sec): 3 clusters Score: Raw -4298143.039441 + Penalty 1053.849312 = -4297089.190129 nChanged 7560 SP:Iteration 2F (4357.700379 sec): 3 clusters Score: Raw -4303071.867449 + Penalty 1053.849312 = -4302018.018138 nChanged 8967 SP:Iteration 3F (4357.855720 sec): 3 clusters Score: Raw -4310234.390884 + Penalty 1053.849312 = -4309180.541572 nChanged 9401 SP:Iteration 4F (4357.999219 sec): 3 clusters Score: Raw -4318824.639635 + Penalty 1053.849312 = -4317770.790323 nChanged 7842 SP:Iteration 5F (4358.137235 sec): 3 clusters Score: Raw -4326451.339184 + Penalty 1053.849312 = -4325397.489872 nChanged 5078 SP:Iteration 6Q (4358.308119 sec): 3 clusters Score: Raw -4331410.051469 + Penalty 1053.849312 = -4330356.202157 nChanged 2635 SP:Iteration 7Q (4358.457975 sec): 3 clusters Score: Raw -4333912.637181 + Penalty 1053.849312 = -4332858.787869 nChanged 1119 SP:Iteration 8Q (4358.577241 sec): 3 clusters Score: Raw -4334996.879610 + Penalty 1053.849312 = -4333943.030298 nChanged 513 SP:Iteration 9Q (4358.717194 sec): 3 clusters Score: Raw -4335450.874438 + Penalty 1053.849312 = -4334397.025126 nChanged 295 SP:Iteration 10Q (4358.844721 sec): 3 clusters Score: Raw -4335652.300018 + Penalty 1053.849312 = -4334598.450707 nChanged 198 SP:Iteration 11Q (4358.985926 sec): 3 clusters Score: Raw -4335757.006158 + Penalty 1053.849312 = -4334703.156846 nChanged 150 SP:Iteration 12Q (4359.113393 sec): 3 clusters Score: Raw -4335839.019530 + Penalty 1053.849312 = -4334785.170219 nChanged 105 SP:Iteration 13Q (4359.239827 sec): 3 clusters Score: Raw -4335885.754413 + Penalty 1053.849312 = -4334831.905101 nChanged 88 SP:Iteration 14Q (4359.366329 sec): 3 clusters Score: Raw -4335921.545117 + Penalty 1053.849312 = -4334867.695805 nChanged 79 SP:Iteration 15Q (4359.495027 sec): 3 clusters Score: Raw -4335948.220790 + Penalty 1053.849312 = -4334894.371478 nChanged 59 SP:Iteration 16Q (4359.627900 sec): 3 clusters Score: Raw -4335963.561864 + Penalty 1053.849312 = -4334909.712553 nChanged 26 SP:Iteration 17Q (4359.762693 sec): 3 clusters Score: Raw -4335969.099933 + Penalty 1053.849312 = -4334915.250621 nChanged 25 SP:Iteration 18Q (4359.897127 sec): 3 clusters Score: Raw -4335974.781927 + Penalty 1053.849312 = -4334920.932615 nChanged 22 SP:Iteration 19Q (4360.037541 sec): 3 clusters Score: Raw -4335981.133539 + Penalty 1053.849312 = -4334927.284227 nChanged 20 SP:Iteration 20F (4360.178455 sec): 3 clusters Score: Raw -4335984.341229 + Penalty 1053.849312 = -4334930.491917 nChanged 17 SP:Iteration 21Q (4360.308251 sec): 3 clusters Score: Raw -4335986.704039 + Penalty 1053.849312 = -4334932.854728 nChanged 11 SP:Iteration 22Q (4360.446230 sec): 3 clusters Score: Raw -4335988.420065 + Penalty 1053.849312 = -4334934.570753 nChanged 8 SP:Iteration 23Q (4360.575921 sec): 3 clusters Score: Raw -4335989.825512 + Penalty 1053.849312 = -4334935.976200 nChanged 6 SP:Iteration 24Q (4360.709434 sec): 3 clusters Score: Raw -4335990.673101 + Penalty 1053.849312 = -4334936.823789 nChanged 7 SP:Iteration 25Q (4360.843137 sec): 3 clusters Score: Raw -4335991.966902 + Penalty 1053.849312 = -4334938.117590 nChanged 8 SP:Iteration 26Q (4360.960488 sec): 3 clusters Score: Raw -4335993.252310 + Penalty 1053.849312 = -4334939.402998 nChanged 4 SP:Iteration 27Q (4361.082996 sec): 3 clusters Score: Raw -4335993.691918 + Penalty 1053.849312 = -4334939.842606 nChanged 3 SP:Iteration 28Q (4361.210597 sec): 3 clusters Score: Raw -4335994.594049 + Penalty 1053.849312 = -4334940.744737 nChanged 3 SP:Iteration 29Q (4361.357302 sec): 3 clusters Score: Raw -4335995.230744 + Penalty 1053.849312 = -4334941.381432 nChanged 2 SP:Iteration 30Q (4361.491404 sec): 3 clusters Score: Raw -4335995.365509 + Penalty 1053.849312 = -4334941.516197 nChanged 0 SP:Iteration 31F (4361.638021 sec): 3 clusters Score: Raw -4335995.365509 + Penalty 1053.849312 = -4334941.516197 nChanged 0 Trying to split cluster 16 (1430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4361.673505 sec): 2 clusters Score: Raw -42310.396584 + Penalty 330.577052 = -41979.819532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4361.715668 sec): 3 clusters Score: Raw -41628.932728 + Penalty 661.154105 = -40967.778623 nChanged 595 SP:Iteration 1F (4361.765897 sec): 3 clusters Score: Raw -42166.265027 + Penalty 661.154105 = -41505.110922 nChanged 130 SP:Iteration 2F (4361.811089 sec): 3 clusters Score: Raw -42277.065305 + Penalty 661.154105 = -41615.911200 nChanged 75 SP:Iteration 3F (4361.856193 sec): 3 clusters Score: Raw -42331.265885 + Penalty 661.154105 = -41670.111780 nChanged 52 SP:Iteration 4Q (4361.903204 sec): 3 clusters Score: Raw -42363.692966 + Penalty 661.154105 = -41702.538861 nChanged 40 SP:Iteration 5Q (4361.937304 sec): 3 clusters Score: Raw -42387.993920 + Penalty 661.154105 = -41726.839815 nChanged 31 SP:Iteration 6Q (4361.988904 sec): 3 clusters Score: Raw -42411.352821 + Penalty 661.154105 = -41750.198716 nChanged 31 SP:Iteration 7Q (4362.042787 sec): 3 clusters Score: Raw -42425.116345 + Penalty 661.154105 = -41763.962240 nChanged 18 SP:Iteration 8Q (4362.086011 sec): 3 clusters Score: Raw -42433.565602 + Penalty 661.154105 = -41772.411497 nChanged 16 SP:Iteration 9Q (4362.131492 sec): 3 clusters Score: Raw -42439.201647 + Penalty 661.154105 = -41778.047542 nChanged 11 SP:Iteration 10Q (4362.184489 sec): 3 clusters Score: Raw -42442.238189 + Penalty 661.154105 = -41781.084084 nChanged 11 SP:Iteration 11Q (4362.231163 sec): 3 clusters Score: Raw -42446.175358 + Penalty 661.154105 = -41785.021253 nChanged 9 SP:Iteration 12Q (4362.279528 sec): 3 clusters Score: Raw -42450.888648 + Penalty 661.154105 = -41789.734543 nChanged 6 SP:Iteration 13Q (4362.320627 sec): 3 clusters Score: Raw -42452.904339 + Penalty 661.154105 = -41791.750234 nChanged 9 SP:Iteration 14Q (4362.365429 sec): 3 clusters Score: Raw -42455.478191 + Penalty 661.154105 = -41794.324086 nChanged 9 SP:Iteration 15Q (4362.414932 sec): 3 clusters Score: Raw -42458.802697 + Penalty 661.154105 = -41797.648592 nChanged 9 SP:Iteration 16Q (4362.460072 sec): 3 clusters Score: Raw -42465.119192 + Penalty 661.154105 = -41803.965087 nChanged 9 SP:Iteration 17Q (4362.499168 sec): 3 clusters Score: Raw -42473.200913 + Penalty 661.154105 = -41812.046809 nChanged 16 SP:Iteration 18Q (4362.557557 sec): 3 clusters Score: Raw -42482.353023 + Penalty 661.154105 = -41821.198918 nChanged 16 SP:Iteration 19Q (4362.598062 sec): 3 clusters Score: Raw -42493.915717 + Penalty 661.154105 = -41832.761612 nChanged 19 SP:Iteration 20F (4362.635242 sec): 3 clusters Score: Raw -42509.822272 + Penalty 661.154105 = -41848.668167 nChanged 19 SP:Iteration 21Q (4362.694258 sec): 3 clusters Score: Raw -42531.826397 + Penalty 661.154105 = -41870.672292 nChanged 24 SP:Iteration 22Q (4362.728403 sec): 3 clusters Score: Raw -42556.222081 + Penalty 661.154105 = -41895.067977 nChanged 19 SP:Iteration 23Q (4362.780354 sec): 3 clusters Score: Raw -42571.197843 + Penalty 661.154105 = -41910.043738 nChanged 18 SP:Iteration 24Q (4362.825461 sec): 3 clusters Score: Raw -42582.756215 + Penalty 661.154105 = -41921.602110 nChanged 10 SP:Iteration 25Q (4362.866311 sec): 3 clusters Score: Raw -42589.258672 + Penalty 661.154105 = -41928.104567 nChanged 13 SP:Iteration 26Q (4362.919207 sec): 3 clusters Score: Raw -42597.913421 + Penalty 661.154105 = -41936.759316 nChanged 10 SP:Iteration 27Q (4362.973411 sec): 3 clusters Score: Raw -42606.000137 + Penalty 661.154105 = -41944.846032 nChanged 8 SP:Iteration 28Q (4363.019834 sec): 3 clusters Score: Raw -42610.400220 + Penalty 661.154105 = -41949.246115 nChanged 3 SP:Iteration 29Q (4363.055938 sec): 3 clusters Score: Raw -42611.530387 + Penalty 661.154105 = -41950.376282 nChanged 1 SP:Iteration 30Q (4363.102107 sec): 3 clusters Score: Raw -42612.391218 + Penalty 661.154105 = -41951.237113 nChanged 3 SP:Iteration 31Q (4363.154258 sec): 3 clusters Score: Raw -42614.452812 + Penalty 661.154105 = -41953.298707 nChanged 4 SP:Iteration 32Q (4363.200664 sec): 3 clusters Score: Raw -42617.715740 + Penalty 661.154105 = -41956.561635 nChanged 4 SP:Iteration 33Q (4363.241155 sec): 3 clusters Score: Raw -42620.074545 + Penalty 661.154105 = -41958.920440 nChanged 4 SP:Iteration 34Q (4363.283558 sec): 3 clusters Score: Raw -42624.605529 + Penalty 661.154105 = -41963.451424 nChanged 9 SP:Iteration 35Q (4363.340543 sec): 3 clusters Score: Raw -42634.567113 + Penalty 661.154105 = -41973.413008 nChanged 8 SP:Iteration 36Q (4363.383002 sec): 3 clusters Score: Raw -42638.570740 + Penalty 661.154105 = -41977.416635 nChanged 7 SP:Iteration 37Q (4363.422348 sec): 3 clusters Score: Raw -42640.633798 + Penalty 661.154105 = -41979.479693 nChanged 3 SP:Iteration 38Q (4363.465807 sec): 3 clusters Score: Raw -42641.489327 + Penalty 661.154105 = -41980.335222 nChanged 1 SP:Iteration 39Q (4363.504054 sec): 3 clusters Score: Raw -42641.667616 + Penalty 661.154105 = -41980.513511 nChanged 1 SP:Iteration 40F (4363.546406 sec): 3 clusters Score: Raw -42641.984469 + Penalty 661.154105 = -41980.830364 nChanged 1 SP:Iteration 41Q (4363.589487 sec): 3 clusters Score: Raw -42642.175726 + Penalty 661.154105 = -41981.021621 nChanged 1 SP:Iteration 42Q (4363.646363 sec): 3 clusters Score: Raw -42642.527545 + Penalty 661.154105 = -41981.373441 nChanged 0 SP:Iteration 43F (4363.686596 sec): 3 clusters Score: Raw -42642.527545 + Penalty 661.154105 = -41981.373441 nChanged 0 Score: Raw -17402262.006930 + Penalty 27912.415275 = -17374349.591655 Splitting cluster 16 changes total score from -17374611.107667 to -17374349.591655 So it's not getting split. Trying to split cluster 17 (2034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4371.841450 sec): 2 clusters Score: Raw -76288.980423 + Penalty 346.608061 = -75942.372362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4371.883319 sec): 3 clusters Score: Raw -75138.387409 + Penalty 693.216121 = -74445.171287 nChanged 859 SP:Iteration 1F (4371.924104 sec): 3 clusters Score: Raw -75651.489007 + Penalty 693.216121 = -74958.272886 nChanged 156 SP:Iteration 2F (4371.979761 sec): 3 clusters Score: Raw -75760.524072 + Penalty 693.216121 = -75067.307951 nChanged 157 SP:Iteration 3F (4372.023021 sec): 3 clusters Score: Raw -75882.989607 + Penalty 693.216121 = -75189.773485 nChanged 133 SP:Iteration 4F (4372.065518 sec): 3 clusters Score: Raw -76014.488087 + Penalty 693.216121 = -75321.271966 nChanged 116 SP:Iteration 5F (4372.121016 sec): 3 clusters Score: Raw -76099.907156 + Penalty 693.216121 = -75406.691035 nChanged 97 SP:Iteration 6Q (4372.159787 sec): 3 clusters Score: Raw -76159.379537 + Penalty 693.216121 = -75466.163415 nChanged 76 SP:Iteration 7Q (4372.205411 sec): 3 clusters Score: Raw -76205.702058 + Penalty 693.216121 = -75512.485937 nChanged 63 SP:Iteration 8Q (4372.263949 sec): 3 clusters Score: Raw -76252.471715 + Penalty 693.216121 = -75559.255593 nChanged 51 SP:Iteration 9Q (4372.303811 sec): 3 clusters Score: Raw -76292.583003 + Penalty 693.216121 = -75599.366882 nChanged 52 SP:Iteration 10Q (4372.351033 sec): 3 clusters Score: Raw -76333.703918 + Penalty 693.216121 = -75640.487796 nChanged 48 SP:Iteration 11Q (4372.399328 sec): 3 clusters Score: Raw -76356.657661 + Penalty 693.216121 = -75663.441540 nChanged 28 SP:Iteration 12Q (4372.445108 sec): 3 clusters Score: Raw -76367.604726 + Penalty 693.216121 = -75674.388604 nChanged 27 SP:Iteration 13Q (4372.498027 sec): 3 clusters Score: Raw -76376.922862 + Penalty 693.216121 = -75683.706741 nChanged 19 SP:Iteration 14Q (4372.545074 sec): 3 clusters Score: Raw -76382.650089 + Penalty 693.216121 = -75689.433968 nChanged 15 SP:Iteration 15Q (4372.590866 sec): 3 clusters Score: Raw -76386.598954 + Penalty 693.216121 = -75693.382832 nChanged 18 SP:Iteration 16Q (4372.636877 sec): 3 clusters Score: Raw -76390.866979 + Penalty 693.216121 = -75697.650857 nChanged 15 SP:Iteration 17Q (4372.683003 sec): 3 clusters Score: Raw -76393.890753 + Penalty 693.216121 = -75700.674631 nChanged 9 SP:Iteration 18Q (4372.723535 sec): 3 clusters Score: Raw -76395.731917 + Penalty 693.216121 = -75702.515795 nChanged 7 SP:Iteration 19Q (4372.767991 sec): 3 clusters Score: Raw -76397.328982 + Penalty 693.216121 = -75704.112860 nChanged 13 SP:Iteration 20F (4372.809056 sec): 3 clusters Score: Raw -76400.601279 + Penalty 693.216121 = -75707.385158 nChanged 7 SP:Iteration 21Q (4372.858427 sec): 3 clusters Score: Raw -76402.105934 + Penalty 693.216121 = -75708.889813 nChanged 7 SP:Iteration 22Q (4372.896690 sec): 3 clusters Score: Raw -76404.077612 + Penalty 693.216121 = -75710.861491 nChanged 6 SP:Iteration 23Q (4372.930406 sec): 3 clusters Score: Raw -76406.137539 + Penalty 693.216121 = -75712.921417 nChanged 7 SP:Iteration 24Q (4372.972163 sec): 3 clusters Score: Raw -76408.024380 + Penalty 693.216121 = -75714.808258 nChanged 5 SP:Iteration 25Q (4373.007810 sec): 3 clusters Score: Raw -76409.178534 + Penalty 693.216121 = -75715.962413 nChanged 5 SP:Iteration 26Q (4373.053035 sec): 3 clusters Score: Raw -76411.669358 + Penalty 693.216121 = -75718.453237 nChanged 4 SP:Iteration 27Q (4373.103317 sec): 3 clusters Score: Raw -76413.637582 + Penalty 693.216121 = -75720.421461 nChanged 5 SP:Iteration 28Q (4373.141488 sec): 3 clusters Score: Raw -76414.747111 + Penalty 693.216121 = -75721.530989 nChanged 3 SP:Iteration 29Q (4373.177275 sec): 3 clusters Score: Raw -76415.599312 + Penalty 693.216121 = -75722.383191 nChanged 5 SP:Iteration 30Q (4373.230238 sec): 3 clusters Score: Raw -76416.704837 + Penalty 693.216121 = -75723.488716 nChanged 4 SP:Iteration 31Q (4373.271712 sec): 3 clusters Score: Raw -76417.300420 + Penalty 693.216121 = -75724.084299 nChanged 4 SP:Iteration 32Q (4373.320454 sec): 3 clusters Score: Raw -76418.005635 + Penalty 693.216121 = -75724.789513 nChanged 3 SP:Iteration 33Q (4373.353159 sec): 3 clusters Score: Raw -76418.556837 + Penalty 693.216121 = -75725.340716 nChanged 5 SP:Iteration 34Q (4373.393042 sec): 3 clusters Score: Raw -76419.966118 + Penalty 693.216121 = -75726.749996 nChanged 6 SP:Iteration 35Q (4373.434485 sec): 3 clusters Score: Raw -76420.888042 + Penalty 693.216121 = -75727.671921 nChanged 6 SP:Iteration 36Q (4373.483782 sec): 3 clusters Score: Raw -76423.006782 + Penalty 693.216121 = -75729.790661 nChanged 10 SP:Iteration 37Q (4373.521908 sec): 3 clusters Score: Raw -76426.571111 + Penalty 693.216121 = -75733.354990 nChanged 9 SP:Iteration 38Q (4373.574947 sec): 3 clusters Score: Raw -76429.300021 + Penalty 693.216121 = -75736.083899 nChanged 9 SP:Iteration 39Q (4373.613516 sec): 3 clusters Score: Raw -76432.437382 + Penalty 693.216121 = -75739.221261 nChanged 9 SP:Iteration 40F (4373.651557 sec): 3 clusters Score: Raw -76435.263553 + Penalty 693.216121 = -75742.047431 nChanged 10 SP:Iteration 41Q (4373.696424 sec): 3 clusters Score: Raw -76437.180088 + Penalty 693.216121 = -75743.963966 nChanged 2 SP:Iteration 42Q (4373.726397 sec): 3 clusters Score: Raw -76437.602570 + Penalty 693.216121 = -75744.386448 nChanged 4 SP:Iteration 43Q (4373.777227 sec): 3 clusters Score: Raw -76439.750282 + Penalty 693.216121 = -75746.534160 nChanged 9 SP:Iteration 44Q (4373.816000 sec): 3 clusters Score: Raw -76444.511618 + Penalty 693.216121 = -75751.295496 nChanged 8 SP:Iteration 45Q (4373.857726 sec): 3 clusters Score: Raw -76446.164236 + Penalty 693.216121 = -75752.948115 nChanged 8 SP:Iteration 46Q (4373.896964 sec): 3 clusters Score: Raw -76447.580189 + Penalty 693.216121 = -75754.364068 nChanged 5 SP:Iteration 47Q (4373.936127 sec): 3 clusters Score: Raw -76448.811651 + Penalty 693.216121 = -75755.595529 nChanged 4 SP:Iteration 48Q (4373.990087 sec): 3 clusters Score: Raw -76449.694211 + Penalty 693.216121 = -75756.478089 nChanged 6 SP:Iteration 49Q (4374.034386 sec): 3 clusters Score: Raw -76452.040650 + Penalty 693.216121 = -75758.824529 nChanged 4 SP:Iteration 50Q (4374.063615 sec): 3 clusters Score: Raw -76453.216435 + Penalty 693.216121 = -75760.000313 nChanged 2 SP:Iteration 51Q (4374.109257 sec): 3 clusters Score: Raw -76453.554479 + Penalty 693.216121 = -75760.338358 nChanged 2 SP:Iteration 52Q (4374.148164 sec): 3 clusters Score: Raw -76453.946481 + Penalty 693.216121 = -75760.730360 nChanged 2 SP:Iteration 53Q (4374.181201 sec): 3 clusters Score: Raw -76454.062175 + Penalty 693.216121 = -75760.846053 nChanged 2 SP:Iteration 54Q (4374.214561 sec): 3 clusters Score: Raw -76454.212532 + Penalty 693.216121 = -75760.996410 nChanged 0 SP:Iteration 55F (4374.263042 sec): 3 clusters Score: Raw -76454.212532 + Penalty 693.216121 = -75760.996410 nChanged 0 Trying to split cluster 18 (8181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4374.298417 sec): 2 clusters Score: Raw -314968.858877 + Penalty 409.935420 = -314558.923457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4374.346938 sec): 3 clusters Score: Raw -309934.813233 + Penalty 819.870840 = -309114.942393 nChanged 3755 SP:Iteration 1F (4374.395610 sec): 3 clusters Score: Raw -311991.699431 + Penalty 819.870840 = -311171.828590 nChanged 432 SP:Iteration 2F (4374.440565 sec): 3 clusters Score: Raw -312149.181361 + Penalty 819.870840 = -311329.310521 nChanged 413 SP:Iteration 3F (4374.497564 sec): 3 clusters Score: Raw -312341.355468 + Penalty 819.870840 = -311521.484628 nChanged 489 SP:Iteration 4F (4374.544768 sec): 3 clusters Score: Raw -312641.699492 + Penalty 819.870840 = -311821.828652 nChanged 566 SP:Iteration 5F (4374.596303 sec): 3 clusters Score: Raw -313044.316551 + Penalty 819.870840 = -312224.445711 nChanged 610 SP:Iteration 6F (4374.648938 sec): 3 clusters Score: Raw -313576.744436 + Penalty 819.870840 = -312756.873596 nChanged 540 SP:Iteration 7F (4374.703963 sec): 3 clusters Score: Raw -314119.473254 + Penalty 819.870840 = -313299.602414 nChanged 394 SP:Iteration 8Q (4374.764371 sec): 3 clusters Score: Raw -314520.950972 + Penalty 819.870840 = -313701.080132 nChanged 248 SP:Iteration 9Q (4374.811797 sec): 3 clusters Score: Raw -314782.087508 + Penalty 819.870840 = -313962.216668 nChanged 136 SP:Iteration 10Q (4374.867767 sec): 3 clusters Score: Raw -314916.435670 + Penalty 819.870840 = -314096.564830 nChanged 90 SP:Iteration 11Q (4374.912310 sec): 3 clusters Score: Raw -314987.068115 + Penalty 819.870840 = -314167.197275 nChanged 53 SP:Iteration 12Q (4374.964720 sec): 3 clusters Score: Raw -315024.428713 + Penalty 819.870840 = -314204.557873 nChanged 37 SP:Iteration 13Q (4375.021772 sec): 3 clusters Score: Raw -315041.804959 + Penalty 819.870840 = -314221.934119 nChanged 21 SP:Iteration 14Q (4375.072517 sec): 3 clusters Score: Raw -315048.994907 + Penalty 819.870840 = -314229.124067 nChanged 13 SP:Iteration 15Q (4375.114301 sec): 3 clusters Score: Raw -315054.919093 + Penalty 819.870840 = -314235.048253 nChanged 11 SP:Iteration 16Q (4375.173717 sec): 3 clusters Score: Raw -315060.181983 + Penalty 819.870840 = -314240.311143 nChanged 8 SP:Iteration 17Q (4375.220779 sec): 3 clusters Score: Raw -315063.199335 + Penalty 819.870840 = -314243.328495 nChanged 10 SP:Iteration 18Q (4375.282548 sec): 3 clusters Score: Raw -315067.289925 + Penalty 819.870840 = -314247.419085 nChanged 11 SP:Iteration 19Q (4375.336188 sec): 3 clusters Score: Raw -315072.576391 + Penalty 819.870840 = -314252.705551 nChanged 8 SP:Iteration 20F (4375.387331 sec): 3 clusters Score: Raw -315074.046610 + Penalty 819.870840 = -314254.175770 nChanged 4 SP:Iteration 21Q (4375.437179 sec): 3 clusters Score: Raw -315076.292077 + Penalty 819.870840 = -314256.421237 nChanged 5 SP:Iteration 22Q (4375.489206 sec): 3 clusters Score: Raw -315079.633520 + Penalty 819.870840 = -314259.762680 nChanged 11 SP:Iteration 23Q (4375.533672 sec): 3 clusters Score: Raw -315083.354122 + Penalty 819.870840 = -314263.483282 nChanged 7 SP:Iteration 24Q (4375.585970 sec): 3 clusters Score: Raw -315086.145323 + Penalty 819.870840 = -314266.274482 nChanged 7 SP:Iteration 25Q (4375.638340 sec): 3 clusters Score: Raw -315089.132537 + Penalty 819.870840 = -314269.261697 nChanged 7 SP:Iteration 26Q (4375.698305 sec): 3 clusters Score: Raw -315092.306422 + Penalty 819.870840 = -314272.435582 nChanged 7 SP:Iteration 27Q (4375.754941 sec): 3 clusters Score: Raw -315094.930609 + Penalty 819.870840 = -314275.059769 nChanged 7 SP:Iteration 28Q (4375.801292 sec): 3 clusters Score: Raw -315096.701807 + Penalty 819.870840 = -314276.830967 nChanged 4 SP:Iteration 29Q (4375.852061 sec): 3 clusters Score: Raw -315097.613403 + Penalty 819.870840 = -314277.742563 nChanged 4 SP:Iteration 30Q (4375.904508 sec): 3 clusters Score: Raw -315098.756698 + Penalty 819.870840 = -314278.885858 nChanged 5 SP:Iteration 31Q (4375.962565 sec): 3 clusters Score: Raw -315102.048685 + Penalty 819.870840 = -314282.177845 nChanged 7 SP:Iteration 32Q (4376.013875 sec): 3 clusters Score: Raw -315105.324628 + Penalty 819.870840 = -314285.453788 nChanged 9 SP:Iteration 33Q (4376.062597 sec): 3 clusters Score: Raw -315107.974233 + Penalty 819.870840 = -314288.103393 nChanged 7 SP:Iteration 34Q (4376.114837 sec): 3 clusters Score: Raw -315109.975013 + Penalty 819.870840 = -314290.104173 nChanged 3 SP:Iteration 35Q (4376.167088 sec): 3 clusters Score: Raw -315111.237050 + Penalty 819.870840 = -314291.366210 nChanged 1 SP:Iteration 36Q (4376.214821 sec): 3 clusters Score: Raw -315111.416566 + Penalty 819.870840 = -314291.545726 nChanged 0 SP:Iteration 37F (4376.268607 sec): 3 clusters Score: Raw -315111.416566 + Penalty 819.870840 = -314291.545726 nChanged 0 Trying to split cluster 19 (5206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4376.297671 sec): 2 clusters Score: Raw -218536.182139 + Penalty 389.369302 = -218146.812837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4376.352756 sec): 3 clusters Score: Raw -215507.824810 + Penalty 778.738605 = -214729.086205 nChanged 2328 SP:Iteration 1F (4376.399236 sec): 3 clusters Score: Raw -217027.601165 + Penalty 778.738605 = -216248.862560 nChanged 439 SP:Iteration 2F (4376.450223 sec): 3 clusters Score: Raw -217294.877793 + Penalty 778.738605 = -216516.139189 nChanged 328 SP:Iteration 3F (4376.499202 sec): 3 clusters Score: Raw -217486.292595 + Penalty 778.738605 = -216707.553990 nChanged 280 SP:Iteration 4F (4376.541288 sec): 3 clusters Score: Raw -217622.231462 + Penalty 778.738605 = -216843.492857 nChanged 228 SP:Iteration 5Q (4376.597894 sec): 3 clusters Score: Raw -217746.916886 + Penalty 778.738605 = -216968.178281 nChanged 216 SP:Iteration 6Q (4376.642726 sec): 3 clusters Score: Raw -217855.314230 + Penalty 778.738605 = -217076.575625 nChanged 191 SP:Iteration 7Q (4376.692884 sec): 3 clusters Score: Raw -217966.136052 + Penalty 778.738605 = -217187.397447 nChanged 193 SP:Iteration 8Q (4376.746836 sec): 3 clusters Score: Raw -218094.464284 + Penalty 778.738605 = -217315.725680 nChanged 174 SP:Iteration 9Q (4376.794197 sec): 3 clusters Score: Raw -218213.654648 + Penalty 778.738605 = -217434.916043 nChanged 169 SP:Iteration 10Q (4376.844019 sec): 3 clusters Score: Raw -218339.021420 + Penalty 778.738605 = -217560.282815 nChanged 118 SP:Iteration 11Q (4376.885930 sec): 3 clusters Score: Raw -218420.383956 + Penalty 778.738605 = -217641.645351 nChanged 85 SP:Iteration 12Q (4376.943732 sec): 3 clusters Score: Raw -218477.702077 + Penalty 778.738605 = -217698.963472 nChanged 74 SP:Iteration 13Q (4376.986124 sec): 3 clusters Score: Raw -218527.646222 + Penalty 778.738605 = -217748.907617 nChanged 49 SP:Iteration 14Q (4377.041203 sec): 3 clusters Score: Raw -218559.536323 + Penalty 778.738605 = -217780.797719 nChanged 40 SP:Iteration 15Q (4377.082020 sec): 3 clusters Score: Raw -218585.432217 + Penalty 778.738605 = -217806.693612 nChanged 18 SP:Iteration 16Q (4377.134147 sec): 3 clusters Score: Raw -218596.155824 + Penalty 778.738605 = -217817.417219 nChanged 17 SP:Iteration 17Q (4377.185871 sec): 3 clusters Score: Raw -218604.984299 + Penalty 778.738605 = -217826.245695 nChanged 13 SP:Iteration 18Q (4377.225837 sec): 3 clusters Score: Raw -218613.038178 + Penalty 778.738605 = -217834.299573 nChanged 10 SP:Iteration 19Q (4377.284782 sec): 3 clusters Score: Raw -218619.015505 + Penalty 778.738605 = -217840.276900 nChanged 9 SP:Iteration 20F (4377.324532 sec): 3 clusters Score: Raw -218625.170317 + Penalty 778.738605 = -217846.431712 nChanged 7 SP:Iteration 21Q (4377.374192 sec): 3 clusters Score: Raw -218629.079999 + Penalty 778.738605 = -217850.341394 nChanged 3 SP:Iteration 22Q (4377.428808 sec): 3 clusters Score: Raw -218630.429650 + Penalty 778.738605 = -217851.691045 nChanged 3 SP:Iteration 23Q (4377.476670 sec): 3 clusters Score: Raw -218631.207331 + Penalty 778.738605 = -217852.468726 nChanged 2 SP:Iteration 24Q (4377.525088 sec): 3 clusters Score: Raw -218632.361258 + Penalty 778.738605 = -217853.622653 nChanged 3 SP:Iteration 25Q (4377.578407 sec): 3 clusters Score: Raw -218634.137326 + Penalty 778.738605 = -217855.398721 nChanged 3 SP:Iteration 26Q (4377.621791 sec): 3 clusters Score: Raw -218635.633609 + Penalty 778.738605 = -217856.895005 nChanged 4 SP:Iteration 27Q (4377.672910 sec): 3 clusters Score: Raw -218637.721638 + Penalty 778.738605 = -217858.983033 nChanged 2 SP:Iteration 28Q (4377.728378 sec): 3 clusters Score: Raw -218638.769044 + Penalty 778.738605 = -217860.030439 nChanged 2 SP:Iteration 29Q (4377.765860 sec): 3 clusters Score: Raw -218639.262168 + Penalty 778.738605 = -217860.523563 nChanged 1 SP:Iteration 30Q (4377.822570 sec): 3 clusters Score: Raw -218639.756104 + Penalty 778.738605 = -217861.017499 nChanged 1 SP:Iteration 31Q (4377.874888 sec): 3 clusters Score: Raw -218639.972157 + Penalty 778.738605 = -217861.233552 nChanged 2 SP:Iteration 32Q (4377.927149 sec): 3 clusters Score: Raw -218640.607327 + Penalty 778.738605 = -217861.868722 nChanged 1 SP:Iteration 33Q (4377.978081 sec): 3 clusters Score: Raw -218640.693997 + Penalty 778.738605 = -217861.955392 nChanged 0 SP:Iteration 34F (4378.029109 sec): 3 clusters Score: Raw -218640.693997 + Penalty 778.738605 = -217861.955392 nChanged 0 Trying to split cluster 20 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4378.054772 sec): 2 clusters Score: Raw -26979.967030 + Penalty 302.173789 = -26677.793241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4378.097449 sec): 3 clusters Score: Raw -26613.837117 + Penalty 604.347577 = -26009.489540 nChanged 312 SP:Iteration 1F (4378.135828 sec): 3 clusters Score: Raw -26819.790429 + Penalty 604.347577 = -26215.442852 nChanged 69 SP:Iteration 2F (4378.183436 sec): 3 clusters Score: Raw -26891.378778 + Penalty 604.347577 = -26287.031201 nChanged 44 SP:Iteration 3F (4378.230689 sec): 3 clusters Score: Raw -26961.498780 + Penalty 604.347577 = -26357.151203 nChanged 38 SP:Iteration 4Q (4378.278280 sec): 3 clusters Score: Raw -27049.802243 + Penalty 604.347577 = -26445.454665 nChanged 42 SP:Iteration 5F (4378.318031 sec): 3 clusters Score: Raw -27091.952110 + Penalty 604.347577 = -26487.604532 nChanged 27 SP:Iteration 6Q (4378.363956 sec): 3 clusters Score: Raw -27116.174296 + Penalty 604.347577 = -26511.826719 nChanged 24 SP:Iteration 7Q (4378.417758 sec): 3 clusters Score: Raw -27148.240187 + Penalty 604.347577 = -26543.892610 nChanged 28 SP:Iteration 8Q (4378.466474 sec): 3 clusters Score: Raw -27163.557016 + Penalty 604.347577 = -26559.209439 nChanged 12 SP:Iteration 9Q (4378.502133 sec): 3 clusters Score: Raw -27170.180629 + Penalty 604.347577 = -26565.833051 nChanged 8 SP:Iteration 10Q (4378.542444 sec): 3 clusters Score: Raw -27175.934417 + Penalty 604.347577 = -26571.586840 nChanged 8 SP:Iteration 11Q (4378.587120 sec): 3 clusters Score: Raw -27178.544055 + Penalty 604.347577 = -26574.196477 nChanged 5 SP:Iteration 12Q (4378.619435 sec): 3 clusters Score: Raw -27179.982013 + Penalty 604.347577 = -26575.634436 nChanged 3 SP:Iteration 13Q (4378.650039 sec): 3 clusters Score: Raw -27181.079272 + Penalty 604.347577 = -26576.731694 nChanged 4 SP:Iteration 14Q (4378.681057 sec): 3 clusters Score: Raw -27182.904272 + Penalty 604.347577 = -26578.556694 nChanged 3 SP:Iteration 15Q (4378.713177 sec): 3 clusters Score: Raw -27184.049903 + Penalty 604.347577 = -26579.702325 nChanged 4 SP:Iteration 16Q (4378.758199 sec): 3 clusters Score: Raw -27185.609937 + Penalty 604.347577 = -26581.262359 nChanged 2 SP:Iteration 17Q (4378.802989 sec): 3 clusters Score: Raw -27186.368463 + Penalty 604.347577 = -26582.020886 nChanged 1 SP:Iteration 18Q (4378.840680 sec): 3 clusters Score: Raw -27186.695978 + Penalty 604.347577 = -26582.348401 nChanged 1 SP:Iteration 19Q (4378.889143 sec): 3 clusters Score: Raw -27187.508500 + Penalty 604.347577 = -26583.160923 nChanged 1 SP:Iteration 20F (4378.925468 sec): 3 clusters Score: Raw -27187.688652 + Penalty 604.347577 = -26583.341075 nChanged 0 Trying to split cluster 21 (5943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4378.956003 sec): 2 clusters Score: Raw -232503.704438 + Penalty 395.393605 = -232108.310833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4379.004514 sec): 3 clusters Score: Raw -228850.701850 + Penalty 790.787210 = -228059.914641 nChanged 2717 SP:Iteration 1F (4379.053301 sec): 3 clusters Score: Raw -230431.234082 + Penalty 790.787210 = -229640.446872 nChanged 405 SP:Iteration 2F (4379.100528 sec): 3 clusters Score: Raw -230625.229510 + Penalty 790.787210 = -229834.442301 nChanged 313 SP:Iteration 3F (4379.147442 sec): 3 clusters Score: Raw -230791.219424 + Penalty 790.787210 = -230000.432215 nChanged 288 SP:Iteration 4Q (4379.190921 sec): 3 clusters Score: Raw -230939.921484 + Penalty 790.787210 = -230149.134274 nChanged 257 SP:Iteration 5Q (4379.236096 sec): 3 clusters Score: Raw -231068.331433 + Penalty 790.787210 = -230277.544223 nChanged 245 SP:Iteration 6Q (4379.286875 sec): 3 clusters Score: Raw -231221.231136 + Penalty 790.787210 = -230430.443926 nChanged 252 SP:Iteration 7Q (4379.326159 sec): 3 clusters Score: Raw -231411.264910 + Penalty 790.787210 = -230620.477700 nChanged 259 SP:Iteration 8Q (4379.372490 sec): 3 clusters Score: Raw -231586.113583 + Penalty 790.787210 = -230795.326373 nChanged 227 SP:Iteration 9Q (4379.418352 sec): 3 clusters Score: Raw -231709.991255 + Penalty 790.787210 = -230919.204046 nChanged 155 SP:Iteration 10Q (4379.468846 sec): 3 clusters Score: Raw -231770.864666 + Penalty 790.787210 = -230980.077457 nChanged 107 SP:Iteration 11Q (4379.516776 sec): 3 clusters Score: Raw -231816.787444 + Penalty 790.787210 = -231026.000234 nChanged 114 SP:Iteration 12Q (4379.563556 sec): 3 clusters Score: Raw -231863.623382 + Penalty 790.787210 = -231072.836173 nChanged 106 SP:Iteration 13Q (4379.604201 sec): 3 clusters Score: Raw -231908.181922 + Penalty 790.787210 = -231117.394712 nChanged 118 SP:Iteration 14Q (4379.642546 sec): 3 clusters Score: Raw -231961.429465 + Penalty 790.787210 = -231170.642255 nChanged 107 SP:Iteration 15Q (4379.694971 sec): 3 clusters Score: Raw -232006.190013 + Penalty 790.787210 = -231215.402804 nChanged 110 SP:Iteration 16Q (4379.737256 sec): 3 clusters Score: Raw -232047.791934 + Penalty 790.787210 = -231257.004724 nChanged 103 SP:Iteration 17Q (4379.794742 sec): 3 clusters Score: Raw -232092.114290 + Penalty 790.787210 = -231301.327080 nChanged 103 SP:Iteration 18Q (4379.838793 sec): 3 clusters Score: Raw -232139.238586 + Penalty 790.787210 = -231348.451376 nChanged 91 SP:Iteration 19Q (4379.888078 sec): 3 clusters Score: Raw -232186.830902 + Penalty 790.787210 = -231396.043692 nChanged 93 SP:Iteration 20F (4379.931290 sec): 3 clusters Score: Raw -232230.199345 + Penalty 790.787210 = -231439.412136 nChanged 84 SP:Iteration 21Q (4379.980169 sec): 3 clusters Score: Raw -232267.746664 + Penalty 790.787210 = -231476.959454 nChanged 77 SP:Iteration 22Q (4380.029136 sec): 3 clusters Score: Raw -232307.706806 + Penalty 790.787210 = -231516.919596 nChanged 77 SP:Iteration 23Q (4380.094546 sec): 3 clusters Score: Raw -232349.639237 + Penalty 790.787210 = -231558.852028 nChanged 73 SP:Iteration 24Q (4380.139566 sec): 3 clusters Score: Raw -232391.162465 + Penalty 790.787210 = -231600.375255 nChanged 75 SP:Iteration 25Q (4380.191091 sec): 3 clusters Score: Raw -232440.178323 + Penalty 790.787210 = -231649.391113 nChanged 61 SP:Iteration 26Q (4380.244487 sec): 3 clusters Score: Raw -232483.026890 + Penalty 790.787210 = -231692.239681 nChanged 41 SP:Iteration 27Q (4380.301291 sec): 3 clusters Score: Raw -232508.014678 + Penalty 790.787210 = -231717.227469 nChanged 40 SP:Iteration 28Q (4380.346062 sec): 3 clusters Score: Raw -232535.847238 + Penalty 790.787210 = -231745.060028 nChanged 30 SP:Iteration 29Q (4380.396776 sec): 3 clusters Score: Raw -232555.890299 + Penalty 790.787210 = -231765.103090 nChanged 16 SP:Iteration 30Q (4380.444847 sec): 3 clusters Score: Raw -232567.046298 + Penalty 790.787210 = -231776.259088 nChanged 14 SP:Iteration 31Q (4380.492982 sec): 3 clusters Score: Raw -232571.683767 + Penalty 790.787210 = -231780.896557 nChanged 7 SP:Iteration 32Q (4380.541318 sec): 3 clusters Score: Raw -232576.534282 + Penalty 790.787210 = -231785.747072 nChanged 6 SP:Iteration 33Q (4380.579572 sec): 3 clusters Score: Raw -232579.375461 + Penalty 790.787210 = -231788.588251 nChanged 3 SP:Iteration 34Q (4380.642488 sec): 3 clusters Score: Raw -232580.276768 + Penalty 790.787210 = -231789.489559 nChanged 3 SP:Iteration 35Q (4380.684728 sec): 3 clusters Score: Raw -232581.014123 + Penalty 790.787210 = -231790.226913 nChanged 3 SP:Iteration 36Q (4380.733637 sec): 3 clusters Score: Raw -232581.469715 + Penalty 790.787210 = -231790.682506 nChanged 0 SP:Iteration 37F (4380.783313 sec): 3 clusters Score: Raw -232581.469715 + Penalty 790.787210 = -231790.682506 nChanged 0 Trying to split cluster 22 (4832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4380.811901 sec): 2 clusters Score: Raw -188071.088232 + Penalty 385.977216 = -187685.111016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4380.859476 sec): 3 clusters Score: Raw -185192.447681 + Penalty 771.954432 = -184420.493248 nChanged 2202 SP:Iteration 1F (4380.918596 sec): 3 clusters Score: Raw -186509.109127 + Penalty 771.954432 = -185737.154695 nChanged 356 SP:Iteration 2F (4380.968684 sec): 3 clusters Score: Raw -186743.092155 + Penalty 771.954432 = -185971.137722 nChanged 363 SP:Iteration 3F (4381.023075 sec): 3 clusters Score: Raw -186990.180929 + Penalty 771.954432 = -186218.226496 nChanged 319 SP:Iteration 4F (4381.057653 sec): 3 clusters Score: Raw -187224.225697 + Penalty 771.954432 = -186452.271264 nChanged 300 SP:Iteration 5F (4381.110208 sec): 3 clusters Score: Raw -187440.357539 + Penalty 771.954432 = -186668.403107 nChanged 242 SP:Iteration 6F (4381.159887 sec): 3 clusters Score: Raw -187600.541848 + Penalty 771.954432 = -186828.587415 nChanged 209 SP:Iteration 7Q (4381.215570 sec): 3 clusters Score: Raw -187725.485933 + Penalty 771.954432 = -186953.531501 nChanged 148 SP:Iteration 8Q (4381.268574 sec): 3 clusters Score: Raw -187792.136057 + Penalty 771.954432 = -187020.181625 nChanged 99 SP:Iteration 9Q (4381.313466 sec): 3 clusters Score: Raw -187826.075570 + Penalty 771.954432 = -187054.121138 nChanged 81 SP:Iteration 10Q (4381.361667 sec): 3 clusters Score: Raw -187848.579410 + Penalty 771.954432 = -187076.624977 nChanged 56 SP:Iteration 11Q (4381.410817 sec): 3 clusters Score: Raw -187866.072004 + Penalty 771.954432 = -187094.117572 nChanged 61 SP:Iteration 12Q (4381.450629 sec): 3 clusters Score: Raw -187885.064805 + Penalty 771.954432 = -187113.110373 nChanged 48 SP:Iteration 13Q (4381.502518 sec): 3 clusters Score: Raw -187899.885819 + Penalty 771.954432 = -187127.931387 nChanged 36 SP:Iteration 14Q (4381.560144 sec): 3 clusters Score: Raw -187909.428958 + Penalty 771.954432 = -187137.474526 nChanged 42 SP:Iteration 15Q (4381.602087 sec): 3 clusters Score: Raw -187924.647015 + Penalty 771.954432 = -187152.692582 nChanged 51 SP:Iteration 16Q (4381.658446 sec): 3 clusters Score: Raw -187954.340000 + Penalty 771.954432 = -187182.385567 nChanged 58 SP:Iteration 17Q (4381.714349 sec): 3 clusters Score: Raw -187993.013470 + Penalty 771.954432 = -187221.059037 nChanged 74 SP:Iteration 18Q (4381.751371 sec): 3 clusters Score: Raw -188054.796738 + Penalty 771.954432 = -187282.842305 nChanged 73 SP:Iteration 19Q (4381.806776 sec): 3 clusters Score: Raw -188118.057759 + Penalty 771.954432 = -187346.103326 nChanged 72 SP:Iteration 20F (4381.852692 sec): 3 clusters Score: Raw -188176.905684 + Penalty 771.954432 = -187404.951251 nChanged 73 SP:Iteration 21Q (4381.897736 sec): 3 clusters Score: Raw -188217.050261 + Penalty 771.954432 = -187445.095828 nChanged 63 SP:Iteration 22Q (4381.947342 sec): 3 clusters Score: Raw -188254.694175 + Penalty 771.954432 = -187482.739742 nChanged 62 SP:Iteration 23Q (4381.993593 sec): 3 clusters Score: Raw -188280.111868 + Penalty 771.954432 = -187508.157436 nChanged 37 SP:Iteration 24Q (4382.051902 sec): 3 clusters Score: Raw -188294.325076 + Penalty 771.954432 = -187522.370644 nChanged 26 SP:Iteration 25Q (4382.099724 sec): 3 clusters Score: Raw -188302.891401 + Penalty 771.954432 = -187530.936969 nChanged 31 SP:Iteration 26Q (4382.147005 sec): 3 clusters Score: Raw -188310.149607 + Penalty 771.954432 = -187538.195175 nChanged 23 SP:Iteration 27Q (4382.184723 sec): 3 clusters Score: Raw -188313.306593 + Penalty 771.954432 = -187541.352160 nChanged 5 SP:Iteration 28Q (4382.243080 sec): 3 clusters Score: Raw -188313.818712 + Penalty 771.954432 = -187541.864280 nChanged 5 SP:Iteration 29Q (4382.284194 sec): 3 clusters Score: Raw -188314.464336 + Penalty 771.954432 = -187542.509904 nChanged 3 SP:Iteration 30Q (4382.341014 sec): 3 clusters Score: Raw -188314.875168 + Penalty 771.954432 = -187542.920736 nChanged 5 SP:Iteration 31Q (4382.378836 sec): 3 clusters Score: Raw -188315.380351 + Penalty 771.954432 = -187543.425919 nChanged 5 SP:Iteration 32Q (4382.427987 sec): 3 clusters Score: Raw -188315.811189 + Penalty 771.954432 = -187543.856756 nChanged 2 SP:Iteration 33Q (4382.479196 sec): 3 clusters Score: Raw -188315.944791 + Penalty 771.954432 = -187543.990359 nChanged 1 SP:Iteration 34Q (4382.529786 sec): 3 clusters Score: Raw -188315.971129 + Penalty 771.954432 = -187544.016697 nChanged 0 SP:Iteration 35F (4382.580878 sec): 3 clusters Score: Raw -188315.971129 + Penalty 771.954432 = -187544.016697 nChanged 0 Trying to split cluster 23 (5685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4382.611118 sec): 2 clusters Score: Raw -239294.498618 + Penalty 393.374181 = -238901.124437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4382.662663 sec): 3 clusters Score: Raw -235877.943262 + Penalty 786.748363 = -235091.194899 nChanged 2549 SP:Iteration 1F (4382.711800 sec): 3 clusters Score: Raw -237387.878557 + Penalty 786.748363 = -236601.130194 nChanged 502 SP:Iteration 2F (4382.763130 sec): 3 clusters Score: Raw -237712.883399 + Penalty 786.748363 = -236926.135036 nChanged 439 SP:Iteration 3F (4382.816549 sec): 3 clusters Score: Raw -238006.099909 + Penalty 786.748363 = -237219.351546 nChanged 424 SP:Iteration 4F (4382.863444 sec): 3 clusters Score: Raw -238317.513280 + Penalty 786.748363 = -237530.764917 nChanged 367 SP:Iteration 5F (4382.908594 sec): 3 clusters Score: Raw -238610.235010 + Penalty 786.748363 = -237823.486647 nChanged 303 SP:Iteration 6F (4382.969138 sec): 3 clusters Score: Raw -238856.044142 + Penalty 786.748363 = -238069.295779 nChanged 238 SP:Iteration 7Q (4383.012908 sec): 3 clusters Score: Raw -239072.259895 + Penalty 786.748363 = -238285.511532 nChanged 150 SP:Iteration 8Q (4383.071473 sec): 3 clusters Score: Raw -239192.189161 + Penalty 786.748363 = -238405.440798 nChanged 89 SP:Iteration 9Q (4383.119617 sec): 3 clusters Score: Raw -239259.650688 + Penalty 786.748363 = -238472.902325 nChanged 44 SP:Iteration 10Q (4383.165358 sec): 3 clusters Score: Raw -239301.013725 + Penalty 786.748363 = -238514.265362 nChanged 31 SP:Iteration 11Q (4383.216357 sec): 3 clusters Score: Raw -239334.094703 + Penalty 786.748363 = -238547.346340 nChanged 14 SP:Iteration 12Q (4383.256331 sec): 3 clusters Score: Raw -239348.637013 + Penalty 786.748363 = -238561.888650 nChanged 7 SP:Iteration 13Q (4383.316069 sec): 3 clusters Score: Raw -239354.534104 + Penalty 786.748363 = -238567.785741 nChanged 6 SP:Iteration 14Q (4383.367032 sec): 3 clusters Score: Raw -239358.651689 + Penalty 786.748363 = -238571.903326 nChanged 7 SP:Iteration 15Q (4383.413443 sec): 3 clusters Score: Raw -239362.990508 + Penalty 786.748363 = -238576.242145 nChanged 3 SP:Iteration 16Q (4383.454210 sec): 3 clusters Score: Raw -239364.869634 + Penalty 786.748363 = -238578.121271 nChanged 5 SP:Iteration 17Q (4383.502098 sec): 3 clusters Score: Raw -239366.810425 + Penalty 786.748363 = -238580.062062 nChanged 1 SP:Iteration 18Q (4383.550855 sec): 3 clusters Score: Raw -239367.448742 + Penalty 786.748363 = -238580.700379 nChanged 2 SP:Iteration 19Q (4383.597358 sec): 3 clusters Score: Raw -239368.710265 + Penalty 786.748363 = -238581.961902 nChanged 1 SP:Iteration 20F (4383.657731 sec): 3 clusters Score: Raw -239369.332701 + Penalty 786.748363 = -238582.584338 nChanged 0 Trying to split cluster 24 (13944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4383.696588 sec): 2 clusters Score: Raw -595118.181755 + Penalty 434.197609 = -594683.984146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4383.753020 sec): 3 clusters Score: Raw -586200.671845 + Penalty 868.395217 = -585332.276628 nChanged 6587 SP:Iteration 1F (4383.814221 sec): 3 clusters Score: Raw -590006.769207 + Penalty 868.395217 = -589138.373989 nChanged 751 SP:Iteration 2F (4383.872700 sec): 3 clusters Score: Raw -590322.530523 + Penalty 868.395217 = -589454.135305 nChanged 721 SP:Iteration 3F (4383.917267 sec): 3 clusters Score: Raw -590612.811765 + Penalty 868.395217 = -589744.416548 nChanged 698 SP:Iteration 4F (4383.982730 sec): 3 clusters Score: Raw -590910.148337 + Penalty 868.395217 = -590041.753120 nChanged 670 SP:Iteration 5Q (4384.042340 sec): 3 clusters Score: Raw -591254.655930 + Penalty 868.395217 = -590386.260712 nChanged 739 SP:Iteration 6F (4384.096945 sec): 3 clusters Score: Raw -591756.425735 + Penalty 868.395217 = -590888.030517 nChanged 756 SP:Iteration 7F (4384.150613 sec): 3 clusters Score: Raw -592338.583323 + Penalty 868.395217 = -591470.188106 nChanged 729 SP:Iteration 8F (4384.215073 sec): 3 clusters Score: Raw -592873.331990 + Penalty 868.395217 = -592004.936773 nChanged 586 SP:Iteration 9Q (4384.277233 sec): 3 clusters Score: Raw -593239.498396 + Penalty 868.395217 = -592371.103179 nChanged 417 SP:Iteration 10Q (4384.335910 sec): 3 clusters Score: Raw -593450.261068 + Penalty 868.395217 = -592581.865850 nChanged 307 SP:Iteration 11Q (4384.388121 sec): 3 clusters Score: Raw -593597.126226 + Penalty 868.395217 = -592728.731009 nChanged 294 SP:Iteration 12Q (4384.446801 sec): 3 clusters Score: Raw -593725.433958 + Penalty 868.395217 = -592857.038741 nChanged 283 SP:Iteration 13Q (4384.509105 sec): 3 clusters Score: Raw -593846.372168 + Penalty 868.395217 = -592977.976950 nChanged 259 SP:Iteration 14Q (4384.563409 sec): 3 clusters Score: Raw -593942.003343 + Penalty 868.395217 = -593073.608126 nChanged 228 SP:Iteration 15Q (4384.621152 sec): 3 clusters Score: Raw -594026.849459 + Penalty 868.395217 = -593158.454241 nChanged 206 SP:Iteration 16Q (4384.673041 sec): 3 clusters Score: Raw -594105.171738 + Penalty 868.395217 = -593236.776520 nChanged 192 SP:Iteration 17Q (4384.737239 sec): 3 clusters Score: Raw -594172.856770 + Penalty 868.395217 = -593304.461553 nChanged 191 SP:Iteration 18Q (4384.782409 sec): 3 clusters Score: Raw -594234.592294 + Penalty 868.395217 = -593366.197076 nChanged 165 SP:Iteration 19Q (4384.843906 sec): 3 clusters Score: Raw -594286.283907 + Penalty 868.395217 = -593417.888689 nChanged 153 SP:Iteration 20F (4384.900891 sec): 3 clusters Score: Raw -594330.450659 + Penalty 868.395217 = -593462.055442 nChanged 151 SP:Iteration 21Q (4384.959143 sec): 3 clusters Score: Raw -594376.228743 + Penalty 868.395217 = -593507.833525 nChanged 141 SP:Iteration 22Q (4385.020654 sec): 3 clusters Score: Raw -594419.765924 + Penalty 868.395217 = -593551.370706 nChanged 135 SP:Iteration 23Q (4385.076165 sec): 3 clusters Score: Raw -594457.708911 + Penalty 868.395217 = -593589.313694 nChanged 128 SP:Iteration 24Q (4385.134163 sec): 3 clusters Score: Raw -594490.917014 + Penalty 868.395217 = -593622.521797 nChanged 126 SP:Iteration 25Q (4385.178246 sec): 3 clusters Score: Raw -594524.805761 + Penalty 868.395217 = -593656.410544 nChanged 114 SP:Iteration 26Q (4385.228195 sec): 3 clusters Score: Raw -594557.464919 + Penalty 868.395217 = -593689.069701 nChanged 117 SP:Iteration 27Q (4385.283071 sec): 3 clusters Score: Raw -594591.845895 + Penalty 868.395217 = -593723.450677 nChanged 118 SP:Iteration 28Q (4385.334293 sec): 3 clusters Score: Raw -594630.013819 + Penalty 868.395217 = -593761.618601 nChanged 110 SP:Iteration 29Q (4385.390863 sec): 3 clusters Score: Raw -594664.056356 + Penalty 868.395217 = -593795.661138 nChanged 110 SP:Iteration 30Q (4385.440918 sec): 3 clusters Score: Raw -594705.086138 + Penalty 868.395217 = -593836.690921 nChanged 123 SP:Iteration 31Q (4385.495303 sec): 3 clusters Score: Raw -594756.281369 + Penalty 868.395217 = -593887.886152 nChanged 104 SP:Iteration 32Q (4385.544514 sec): 3 clusters Score: Raw -594798.022737 + Penalty 868.395217 = -593929.627519 nChanged 97 SP:Iteration 33Q (4385.596831 sec): 3 clusters Score: Raw -594836.707395 + Penalty 868.395217 = -593968.312178 nChanged 97 SP:Iteration 34Q (4385.658657 sec): 3 clusters Score: Raw -594879.064820 + Penalty 868.395217 = -594010.669603 nChanged 82 SP:Iteration 35Q (4385.708635 sec): 3 clusters Score: Raw -594914.428840 + Penalty 868.395217 = -594046.033623 nChanged 79 SP:Iteration 36Q (4385.767285 sec): 3 clusters Score: Raw -594952.864333 + Penalty 868.395217 = -594084.469115 nChanged 73 SP:Iteration 37Q (4385.816840 sec): 3 clusters Score: Raw -594987.798966 + Penalty 868.395217 = -594119.403748 nChanged 70 SP:Iteration 38Q (4385.874602 sec): 3 clusters Score: Raw -595017.665255 + Penalty 868.395217 = -594149.270038 nChanged 71 SP:Iteration 39Q (4385.940221 sec): 3 clusters Score: Raw -595047.274073 + Penalty 868.395217 = -594178.878855 nChanged 48 SP:Iteration 40F (4385.990207 sec): 3 clusters Score: Raw -595065.145069 + Penalty 868.395217 = -594196.749852 nChanged 37 SP:Iteration 41Q (4386.054170 sec): 3 clusters Score: Raw -595078.631688 + Penalty 868.395217 = -594210.236470 nChanged 40 SP:Iteration 42Q (4386.111293 sec): 3 clusters Score: Raw -595094.012164 + Penalty 868.395217 = -594225.616946 nChanged 37 SP:Iteration 43Q (4386.165036 sec): 3 clusters Score: Raw -595114.077483 + Penalty 868.395217 = -594245.682265 nChanged 33 SP:Iteration 44Q (4386.217126 sec): 3 clusters Score: Raw -595129.414696 + Penalty 868.395217 = -594261.019479 nChanged 32 SP:Iteration 45Q (4386.279855 sec): 3 clusters Score: Raw -595142.416103 + Penalty 868.395217 = -594274.020886 nChanged 30 SP:Iteration 46Q (4386.340295 sec): 3 clusters Score: Raw -595153.430369 + Penalty 868.395217 = -594285.035151 nChanged 23 SP:Iteration 47Q (4386.397010 sec): 3 clusters Score: Raw -595162.141393 + Penalty 868.395217 = -594293.746175 nChanged 21 SP:Iteration 48Q (4386.451545 sec): 3 clusters Score: Raw -595170.601763 + Penalty 868.395217 = -594302.206546 nChanged 17 SP:Iteration 49Q (4386.505411 sec): 3 clusters Score: Raw -595177.092976 + Penalty 868.395217 = -594308.697758 nChanged 12 SP:Iteration 50Q (4386.557674 sec): 3 clusters Score: Raw -595179.854122 + Penalty 868.395217 = -594311.458905 nChanged 10 SP:Iteration 51Q (4386.623041 sec): 3 clusters Score: Raw -595183.893563 + Penalty 868.395217 = -594315.498345 nChanged 9 SP:Iteration 52Q (4386.674835 sec): 3 clusters Score: Raw -595188.768489 + Penalty 868.395217 = -594320.373271 nChanged 7 SP:Iteration 53Q (4386.726905 sec): 3 clusters Score: Raw -595193.304344 + Penalty 868.395217 = -594324.909127 nChanged 7 SP:Iteration 54Q (4386.785285 sec): 3 clusters Score: Raw -595196.041712 + Penalty 868.395217 = -594327.646495 nChanged 6 SP:Iteration 55Q (4386.835002 sec): 3 clusters Score: Raw -595199.462332 + Penalty 868.395217 = -594331.067115 nChanged 9 SP:Iteration 56Q (4386.899839 sec): 3 clusters Score: Raw -595205.593929 + Penalty 868.395217 = -594337.198712 nChanged 10 SP:Iteration 57Q (4386.945142 sec): 3 clusters Score: Raw -595210.113718 + Penalty 868.395217 = -594341.718500 nChanged 3 SP:Iteration 58Q (4387.002762 sec): 3 clusters Score: Raw -595211.233591 + Penalty 868.395217 = -594342.838373 nChanged 1 SP:Iteration 59Q (4387.061380 sec): 3 clusters Score: Raw -595211.984832 + Penalty 868.395217 = -594343.589615 nChanged 2 SP:Iteration 60F (4387.118505 sec): 3 clusters Score: Raw -595214.574741 + Penalty 868.395217 = -594346.179524 nChanged 1 SP:Iteration 61Q (4387.174389 sec): 3 clusters Score: Raw -595215.460984 + Penalty 868.395217 = -594347.065767 nChanged 3 SP:Iteration 62Q (4387.230711 sec): 3 clusters Score: Raw -595216.577857 + Penalty 868.395217 = -594348.182639 nChanged 0 SP:Iteration 63F (4387.282782 sec): 3 clusters Score: Raw -595216.577857 + Penalty 868.395217 = -594348.182639 nChanged 0 Trying to split cluster 25 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4387.313630 sec): 2 clusters Score: Raw -15937.985728 + Penalty 277.970765 = -15660.014963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4387.353389 sec): 3 clusters Score: Raw -15766.236197 + Penalty 555.941530 = -15210.294667 nChanged 166 SP:Iteration 1F (4387.393137 sec): 3 clusters Score: Raw -15919.880686 + Penalty 555.941530 = -15363.939155 nChanged 46 SP:Iteration 2F (4387.440080 sec): 3 clusters Score: Raw -15980.660572 + Penalty 555.941530 = -15424.719042 nChanged 25 SP:Iteration 3F (4387.486389 sec): 3 clusters Score: Raw -16027.654305 + Penalty 555.941530 = -15471.712775 nChanged 19 SP:Iteration 4Q (4387.534785 sec): 3 clusters Score: Raw -16087.797342 + Penalty 555.941530 = -15531.855812 nChanged 23 SP:Iteration 5F (4387.573472 sec): 3 clusters Score: Raw -16132.975054 + Penalty 555.941530 = -15577.033524 nChanged 14 SP:Iteration 6Q (4387.620583 sec): 3 clusters Score: Raw -16167.058827 + Penalty 555.941530 = -15611.117297 nChanged 11 SP:Iteration 7Q (4387.660985 sec): 3 clusters Score: Raw -16190.143358 + Penalty 555.941530 = -15634.201828 nChanged 10 SP:Iteration 8Q (4387.704150 sec): 3 clusters Score: Raw -16211.449602 + Penalty 555.941530 = -15655.508072 nChanged 5 SP:Iteration 9Q (4387.746269 sec): 3 clusters Score: Raw -16217.367137 + Penalty 555.941530 = -15661.425607 nChanged 3 SP:Iteration 10Q (4387.798739 sec): 3 clusters Score: Raw -16220.513731 + Penalty 555.941530 = -15664.572201 nChanged 5 SP:Iteration 11Q (4387.840119 sec): 3 clusters Score: Raw -16239.005899 + Penalty 555.941530 = -15683.064369 nChanged 8 SP:Iteration 12Q (4387.885028 sec): 3 clusters Score: Raw -16262.957496 + Penalty 555.941530 = -15707.015966 nChanged 3 SP:Iteration 13Q (4387.931726 sec): 3 clusters Score: Raw -16266.616601 + Penalty 555.941530 = -15710.675071 nChanged 3 SP:Iteration 14Q (4387.971847 sec): 3 clusters Score: Raw -16269.328306 + Penalty 555.941530 = -15713.386776 nChanged 6 SP:Iteration 15Q (4388.021366 sec): 3 clusters Score: Raw -16279.724211 + Penalty 555.941530 = -15723.782681 nChanged 2 SP:Iteration 16Q (4388.063473 sec): 3 clusters Score: Raw -16281.809780 + Penalty 555.941530 = -15725.868250 nChanged 1 SP:Iteration 17Q (4388.107467 sec): 3 clusters Score: Raw -16283.710501 + Penalty 555.941530 = -15727.768971 nChanged 2 SP:Iteration 18Q (4388.149313 sec): 3 clusters Score: Raw -16285.265598 + Penalty 555.941530 = -15729.324068 nChanged 0 SP:Iteration 19F (4388.194785 sec): 3 clusters Score: Raw -16285.265598 + Penalty 555.941530 = -15729.324068 nChanged 0 Score: Raw -17402277.155838 + Penalty 27912.415275 = -17374364.740563 Splitting cluster 25 changes total score from -17374611.107667 to -17374364.740563 So it's not getting split. Trying to split cluster 26 (2750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4396.273957 sec): 2 clusters Score: Raw -102721.148537 + Penalty 360.330707 = -102360.817830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4396.329650 sec): 3 clusters Score: Raw -101139.897010 + Penalty 720.661413 = -100419.235597 nChanged 1200 SP:Iteration 1F (4396.378961 sec): 3 clusters Score: Raw -101960.413034 + Penalty 720.661413 = -101239.751621 nChanged 257 SP:Iteration 2F (4396.426772 sec): 3 clusters Score: Raw -102126.166931 + Penalty 720.661413 = -101405.505517 nChanged 185 SP:Iteration 3F (4396.470976 sec): 3 clusters Score: Raw -102236.657295 + Penalty 720.661413 = -101515.995881 nChanged 142 SP:Iteration 4F (4396.522242 sec): 3 clusters Score: Raw -102331.083707 + Penalty 720.661413 = -101610.422293 nChanged 134 SP:Iteration 5Q (4396.570906 sec): 3 clusters Score: Raw -102437.898686 + Penalty 720.661413 = -101717.237272 nChanged 122 SP:Iteration 6Q (4396.605613 sec): 3 clusters Score: Raw -102518.985649 + Penalty 720.661413 = -101798.324236 nChanged 97 SP:Iteration 7Q (4396.654341 sec): 3 clusters Score: Raw -102587.186858 + Penalty 720.661413 = -101866.525445 nChanged 79 SP:Iteration 8Q (4396.702105 sec): 3 clusters Score: Raw -102640.725481 + Penalty 720.661413 = -101920.064068 nChanged 75 SP:Iteration 9Q (4396.750127 sec): 3 clusters Score: Raw -102685.454261 + Penalty 720.661413 = -101964.792848 nChanged 66 SP:Iteration 10Q (4396.796288 sec): 3 clusters Score: Raw -102717.052980 + Penalty 720.661413 = -101996.391567 nChanged 56 SP:Iteration 11Q (4396.851537 sec): 3 clusters Score: Raw -102742.136143 + Penalty 720.661413 = -102021.474729 nChanged 42 SP:Iteration 12Q (4396.897297 sec): 3 clusters Score: Raw -102760.834164 + Penalty 720.661413 = -102040.172750 nChanged 30 SP:Iteration 13Q (4396.944928 sec): 3 clusters Score: Raw -102769.279574 + Penalty 720.661413 = -102048.618161 nChanged 27 SP:Iteration 14Q (4396.993447 sec): 3 clusters Score: Raw -102779.722548 + Penalty 720.661413 = -102059.061135 nChanged 33 SP:Iteration 15Q (4397.034774 sec): 3 clusters Score: Raw -102793.616656 + Penalty 720.661413 = -102072.955242 nChanged 31 SP:Iteration 16Q (4397.080699 sec): 3 clusters Score: Raw -102805.545534 + Penalty 720.661413 = -102084.884121 nChanged 30 SP:Iteration 17Q (4397.126350 sec): 3 clusters Score: Raw -102814.481480 + Penalty 720.661413 = -102093.820067 nChanged 24 SP:Iteration 18Q (4397.180750 sec): 3 clusters Score: Raw -102821.393197 + Penalty 720.661413 = -102100.731783 nChanged 16 SP:Iteration 19Q (4397.223360 sec): 3 clusters Score: Raw -102824.167707 + Penalty 720.661413 = -102103.506293 nChanged 15 SP:Iteration 20F (4397.267193 sec): 3 clusters Score: Raw -102827.056754 + Penalty 720.661413 = -102106.395341 nChanged 12 SP:Iteration 21Q (4397.307892 sec): 3 clusters Score: Raw -102829.118449 + Penalty 720.661413 = -102108.457036 nChanged 10 SP:Iteration 22Q (4397.357275 sec): 3 clusters Score: Raw -102830.822195 + Penalty 720.661413 = -102110.160782 nChanged 9 SP:Iteration 23Q (4397.402060 sec): 3 clusters Score: Raw -102832.968106 + Penalty 720.661413 = -102112.306693 nChanged 6 SP:Iteration 24Q (4397.450939 sec): 3 clusters Score: Raw -102835.957150 + Penalty 720.661413 = -102115.295737 nChanged 12 SP:Iteration 25Q (4397.489847 sec): 3 clusters Score: Raw -102841.176292 + Penalty 720.661413 = -102120.514879 nChanged 13 SP:Iteration 26Q (4397.536888 sec): 3 clusters Score: Raw -102846.888164 + Penalty 720.661413 = -102126.226751 nChanged 18 SP:Iteration 27Q (4397.587488 sec): 3 clusters Score: Raw -102853.351373 + Penalty 720.661413 = -102132.689959 nChanged 9 SP:Iteration 28Q (4397.631994 sec): 3 clusters Score: Raw -102855.321862 + Penalty 720.661413 = -102134.660449 nChanged 7 SP:Iteration 29Q (4397.686376 sec): 3 clusters Score: Raw -102856.989249 + Penalty 720.661413 = -102136.327836 nChanged 4 SP:Iteration 30Q (4397.725558 sec): 3 clusters Score: Raw -102857.644491 + Penalty 720.661413 = -102136.983078 nChanged 4 SP:Iteration 31Q (4397.767716 sec): 3 clusters Score: Raw -102858.815415 + Penalty 720.661413 = -102138.154001 nChanged 5 SP:Iteration 32Q (4397.817737 sec): 3 clusters Score: Raw -102859.775817 + Penalty 720.661413 = -102139.114403 nChanged 4 SP:Iteration 33Q (4397.872230 sec): 3 clusters Score: Raw -102861.257391 + Penalty 720.661413 = -102140.595978 nChanged 5 SP:Iteration 34Q (4397.920799 sec): 3 clusters Score: Raw -102862.484561 + Penalty 720.661413 = -102141.823148 nChanged 2 SP:Iteration 35Q (4397.973786 sec): 3 clusters Score: Raw -102863.222991 + Penalty 720.661413 = -102142.561578 nChanged 2 SP:Iteration 36Q (4398.012362 sec): 3 clusters Score: Raw -102863.430348 + Penalty 720.661413 = -102142.768935 nChanged 1 SP:Iteration 37Q (4398.072303 sec): 3 clusters Score: Raw -102863.695079 + Penalty 720.661413 = -102143.033666 nChanged 1 SP:Iteration 38Q (4398.117187 sec): 3 clusters Score: Raw -102863.814941 + Penalty 720.661413 = -102143.153528 nChanged 1 SP:Iteration 39Q (4398.168400 sec): 3 clusters Score: Raw -102864.231151 + Penalty 720.661413 = -102143.569737 nChanged 2 SP:Iteration 40F (4398.218065 sec): 3 clusters Score: Raw -102864.795001 + Penalty 720.661413 = -102144.133588 nChanged 3 SP:Iteration 41Q (4398.263444 sec): 3 clusters Score: Raw -102865.662496 + Penalty 720.661413 = -102145.001083 nChanged 4 SP:Iteration 42Q (4398.305499 sec): 3 clusters Score: Raw -102866.438440 + Penalty 720.661413 = -102145.777026 nChanged 2 SP:Iteration 43Q (4398.346162 sec): 3 clusters Score: Raw -102867.051351 + Penalty 720.661413 = -102146.389937 nChanged 5 SP:Iteration 44Q (4398.396307 sec): 3 clusters Score: Raw -102868.206697 + Penalty 720.661413 = -102147.545284 nChanged 5 SP:Iteration 45Q (4398.443010 sec): 3 clusters Score: Raw -102868.892250 + Penalty 720.661413 = -102148.230836 nChanged 5 SP:Iteration 46Q (4398.496949 sec): 3 clusters Score: Raw -102869.771396 + Penalty 720.661413 = -102149.109982 nChanged 4 SP:Iteration 47Q (4398.546997 sec): 3 clusters Score: Raw -102871.053556 + Penalty 720.661413 = -102150.392142 nChanged 4 SP:Iteration 48Q (4398.596182 sec): 3 clusters Score: Raw -102871.721274 + Penalty 720.661413 = -102151.059861 nChanged 5 SP:Iteration 49Q (4398.644149 sec): 3 clusters Score: Raw -102872.455460 + Penalty 720.661413 = -102151.794047 nChanged 2 SP:Iteration 50Q (4398.693208 sec): 3 clusters Score: Raw -102873.194530 + Penalty 720.661413 = -102152.533117 nChanged 5 SP:Iteration 51Q (4398.730824 sec): 3 clusters Score: Raw -102874.528133 + Penalty 720.661413 = -102153.866719 nChanged 5 SP:Iteration 52Q (4398.776395 sec): 3 clusters Score: Raw -102875.520780 + Penalty 720.661413 = -102154.859366 nChanged 2 SP:Iteration 53Q (4398.825957 sec): 3 clusters Score: Raw -102875.870753 + Penalty 720.661413 = -102155.209339 nChanged 0 SP:Iteration 54F (4398.873634 sec): 3 clusters Score: Raw -102875.870753 + Penalty 720.661413 = -102155.209339 nChanged 0 Trying to split cluster 27 (13993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4398.908813 sec): 2 clusters Score: Raw -561346.464241 + Penalty 434.357218 = -560912.107023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4398.977342 sec): 3 clusters Score: Raw -552497.782381 + Penalty 868.714436 = -551629.067945 nChanged 6492 SP:Iteration 1F (4399.036335 sec): 3 clusters Score: Raw -556833.907627 + Penalty 868.714436 = -555965.193191 nChanged 1097 SP:Iteration 2F (4399.093978 sec): 3 clusters Score: Raw -557600.311947 + Penalty 868.714436 = -556731.597511 nChanged 1098 SP:Iteration 3F (4399.150107 sec): 3 clusters Score: Raw -558417.046458 + Penalty 868.714436 = -557548.332022 nChanged 920 SP:Iteration 4F (4399.197874 sec): 3 clusters Score: Raw -559116.106744 + Penalty 868.714436 = -558247.392308 nChanged 769 SP:Iteration 5F (4399.264868 sec): 3 clusters Score: Raw -559690.969077 + Penalty 868.714436 = -558822.254641 nChanged 575 SP:Iteration 6Q (4399.315416 sec): 3 clusters Score: Raw -560141.874018 + Penalty 868.714436 = -559273.159582 nChanged 423 SP:Iteration 7Q (4399.372194 sec): 3 clusters Score: Raw -560459.333763 + Penalty 868.714436 = -559590.619327 nChanged 302 SP:Iteration 8Q (4399.429181 sec): 3 clusters Score: Raw -560655.094718 + Penalty 868.714436 = -559786.380282 nChanged 242 SP:Iteration 9Q (4399.486952 sec): 3 clusters Score: Raw -560826.518407 + Penalty 868.714436 = -559957.803971 nChanged 200 SP:Iteration 10Q (4399.552309 sec): 3 clusters Score: Raw -560955.139759 + Penalty 868.714436 = -560086.425323 nChanged 152 SP:Iteration 11Q (4399.612876 sec): 3 clusters Score: Raw -561041.139593 + Penalty 868.714436 = -560172.425157 nChanged 131 SP:Iteration 12Q (4399.675285 sec): 3 clusters Score: Raw -561104.783154 + Penalty 868.714436 = -560236.068718 nChanged 100 SP:Iteration 13Q (4399.729498 sec): 3 clusters Score: Raw -561150.875878 + Penalty 868.714436 = -560282.161442 nChanged 84 SP:Iteration 14Q (4399.773244 sec): 3 clusters Score: Raw -561187.678640 + Penalty 868.714436 = -560318.964204 nChanged 82 SP:Iteration 15Q (4399.841025 sec): 3 clusters Score: Raw -561225.315506 + Penalty 868.714436 = -560356.601070 nChanged 77 SP:Iteration 16Q (4399.886654 sec): 3 clusters Score: Raw -561254.509318 + Penalty 868.714436 = -560385.794882 nChanged 54 SP:Iteration 17Q (4399.942908 sec): 3 clusters Score: Raw -561274.806894 + Penalty 868.714436 = -560406.092458 nChanged 59 SP:Iteration 18Q (4400.005125 sec): 3 clusters Score: Raw -561302.510073 + Penalty 868.714436 = -560433.795637 nChanged 60 SP:Iteration 19Q (4400.064073 sec): 3 clusters Score: Raw -561334.270207 + Penalty 868.714436 = -560465.555771 nChanged 50 SP:Iteration 20F (4400.120769 sec): 3 clusters Score: Raw -561359.109005 + Penalty 868.714436 = -560490.394569 nChanged 51 SP:Iteration 21Q (4400.175625 sec): 3 clusters Score: Raw -561377.943010 + Penalty 868.714436 = -560509.228574 nChanged 32 SP:Iteration 22Q (4400.226090 sec): 3 clusters Score: Raw -561390.652079 + Penalty 868.714436 = -560521.937643 nChanged 22 SP:Iteration 23Q (4400.280273 sec): 3 clusters Score: Raw -561400.535676 + Penalty 868.714436 = -560531.821240 nChanged 23 SP:Iteration 24Q (4400.347751 sec): 3 clusters Score: Raw -561407.570033 + Penalty 868.714436 = -560538.855597 nChanged 25 SP:Iteration 25Q (4400.393166 sec): 3 clusters Score: Raw -561414.100811 + Penalty 868.714436 = -560545.386375 nChanged 17 SP:Iteration 26Q (4400.450260 sec): 3 clusters Score: Raw -561417.449131 + Penalty 868.714436 = -560548.734695 nChanged 12 SP:Iteration 27Q (4400.498753 sec): 3 clusters Score: Raw -561420.802535 + Penalty 868.714436 = -560552.088099 nChanged 18 SP:Iteration 28Q (4400.556082 sec): 3 clusters Score: Raw -561425.728536 + Penalty 868.714436 = -560557.014100 nChanged 18 SP:Iteration 29Q (4400.611057 sec): 3 clusters Score: Raw -561433.898800 + Penalty 868.714436 = -560565.184364 nChanged 24 SP:Iteration 30Q (4400.676179 sec): 3 clusters Score: Raw -561444.370881 + Penalty 868.714436 = -560575.656445 nChanged 17 SP:Iteration 31Q (4400.722455 sec): 3 clusters Score: Raw -561450.221621 + Penalty 868.714436 = -560581.507185 nChanged 16 SP:Iteration 32Q (4400.767156 sec): 3 clusters Score: Raw -561454.151636 + Penalty 868.714436 = -560585.437200 nChanged 14 SP:Iteration 33Q (4400.821759 sec): 3 clusters Score: Raw -561458.192665 + Penalty 868.714436 = -560589.478229 nChanged 13 SP:Iteration 34Q (4400.886201 sec): 3 clusters Score: Raw -561461.368555 + Penalty 868.714436 = -560592.654119 nChanged 7 SP:Iteration 35Q (4400.939958 sec): 3 clusters Score: Raw -561462.542878 + Penalty 868.714436 = -560593.828442 nChanged 4 SP:Iteration 36Q (4400.995340 sec): 3 clusters Score: Raw -561463.187256 + Penalty 868.714436 = -560594.472820 nChanged 4 SP:Iteration 37Q (4401.038303 sec): 3 clusters Score: Raw -561463.534456 + Penalty 868.714436 = -560594.820020 nChanged 1 SP:Iteration 38Q (4401.101873 sec): 3 clusters Score: Raw -561463.635104 + Penalty 868.714436 = -560594.920668 nChanged 4 SP:Iteration 39Q (4401.150070 sec): 3 clusters Score: Raw -561464.150879 + Penalty 868.714436 = -560595.436443 nChanged 6 SP:Iteration 40F (4401.206837 sec): 3 clusters Score: Raw -561464.941125 + Penalty 868.714436 = -560596.226689 nChanged 6 SP:Iteration 41Q (4401.262755 sec): 3 clusters Score: Raw -561465.690938 + Penalty 868.714436 = -560596.976502 nChanged 4 SP:Iteration 42Q (4401.326876 sec): 3 clusters Score: Raw -561466.538376 + Penalty 868.714436 = -560597.823940 nChanged 9 SP:Iteration 43Q (4401.376172 sec): 3 clusters Score: Raw -561468.284753 + Penalty 868.714436 = -560599.570317 nChanged 5 SP:Iteration 44Q (4401.439101 sec): 3 clusters Score: Raw -561469.248137 + Penalty 868.714436 = -560600.533701 nChanged 6 SP:Iteration 45Q (4401.495437 sec): 3 clusters Score: Raw -561469.983323 + Penalty 868.714436 = -560601.268887 nChanged 5 SP:Iteration 46Q (4401.547828 sec): 3 clusters Score: Raw -561472.015710 + Penalty 868.714436 = -560603.301274 nChanged 7 SP:Iteration 47Q (4401.600751 sec): 3 clusters Score: Raw -561473.126298 + Penalty 868.714436 = -560604.411862 nChanged 4 SP:Iteration 48Q (4401.658488 sec): 3 clusters Score: Raw -561473.963784 + Penalty 868.714436 = -560605.249348 nChanged 1 SP:Iteration 49Q (4401.720244 sec): 3 clusters Score: Raw -561474.175862 + Penalty 868.714436 = -560605.461426 nChanged 3 SP:Iteration 50Q (4401.777129 sec): 3 clusters Score: Raw -561474.876877 + Penalty 868.714436 = -560606.162441 nChanged 6 SP:Iteration 51Q (4401.840076 sec): 3 clusters Score: Raw -561475.575239 + Penalty 868.714436 = -560606.860803 nChanged 4 SP:Iteration 52Q (4401.894232 sec): 3 clusters Score: Raw -561475.803113 + Penalty 868.714436 = -560607.088677 nChanged 0 SP:Iteration 53F (4401.951267 sec): 3 clusters Score: Raw -561475.803113 + Penalty 868.714436 = -560607.088677 nChanged 0 Trying to split cluster 28 (1160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4401.975355 sec): 2 clusters Score: Raw -38686.843742 + Penalty 321.055975 = -38365.787766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4402.011761 sec): 3 clusters Score: Raw -38111.505331 + Penalty 642.111951 = -37469.393380 nChanged 470 SP:Iteration 1F (4402.059585 sec): 3 clusters Score: Raw -38496.904717 + Penalty 642.111951 = -37854.792766 nChanged 119 SP:Iteration 2F (4402.107743 sec): 3 clusters Score: Raw -38640.244287 + Penalty 642.111951 = -37998.132336 nChanged 86 SP:Iteration 3F (4402.155269 sec): 3 clusters Score: Raw -38726.370913 + Penalty 642.111951 = -38084.258962 nChanged 62 SP:Iteration 4F (4402.198067 sec): 3 clusters Score: Raw -38772.924861 + Penalty 642.111951 = -38130.812910 nChanged 44 SP:Iteration 5Q (4402.243926 sec): 3 clusters Score: Raw -38795.281409 + Penalty 642.111951 = -38153.169458 nChanged 24 SP:Iteration 6Q (4402.291503 sec): 3 clusters Score: Raw -38802.985910 + Penalty 642.111951 = -38160.873960 nChanged 16 SP:Iteration 7Q (4402.333309 sec): 3 clusters Score: Raw -38810.625238 + Penalty 642.111951 = -38168.513287 nChanged 9 SP:Iteration 8Q (4402.377369 sec): 3 clusters Score: Raw -38813.509045 + Penalty 642.111951 = -38171.397094 nChanged 5 SP:Iteration 9Q (4402.422508 sec): 3 clusters Score: Raw -38815.133405 + Penalty 642.111951 = -38173.021455 nChanged 7 SP:Iteration 10Q (4402.474906 sec): 3 clusters Score: Raw -38817.157484 + Penalty 642.111951 = -38175.045534 nChanged 10 SP:Iteration 11Q (4402.527541 sec): 3 clusters Score: Raw -38819.207080 + Penalty 642.111951 = -38177.095129 nChanged 4 SP:Iteration 12Q (4402.568352 sec): 3 clusters Score: Raw -38820.371747 + Penalty 642.111951 = -38178.259796 nChanged 5 SP:Iteration 13Q (4402.616059 sec): 3 clusters Score: Raw -38821.698414 + Penalty 642.111951 = -38179.586463 nChanged 4 SP:Iteration 14Q (4402.652740 sec): 3 clusters Score: Raw -38822.657560 + Penalty 642.111951 = -38180.545610 nChanged 1 SP:Iteration 15Q (4402.694532 sec): 3 clusters Score: Raw -38822.804633 + Penalty 642.111951 = -38180.692683 nChanged 2 SP:Iteration 16Q (4402.738952 sec): 3 clusters Score: Raw -38823.048395 + Penalty 642.111951 = -38180.936444 nChanged 0 SP:Iteration 17F (4402.782187 sec): 3 clusters Score: Raw -38823.048395 + Penalty 642.111951 = -38180.936444 nChanged 0 Trying to split cluster 29 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4402.805717 sec): 2 clusters Score: Raw -34826.101545 + Penalty 310.509002 = -34515.592543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4402.851042 sec): 3 clusters Score: Raw -34379.744479 + Penalty 621.018004 = -33758.726475 nChanged 344 SP:Iteration 1F (4402.901734 sec): 3 clusters Score: Raw -34586.285498 + Penalty 621.018004 = -33965.267494 nChanged 76 SP:Iteration 2F (4402.941802 sec): 3 clusters Score: Raw -34630.055622 + Penalty 621.018004 = -34009.037618 nChanged 43 SP:Iteration 3Q (4402.986140 sec): 3 clusters Score: Raw -34647.499220 + Penalty 621.018004 = -34026.481216 nChanged 22 SP:Iteration 4Q (4403.036388 sec): 3 clusters Score: Raw -34657.589621 + Penalty 621.018004 = -34036.571617 nChanged 19 SP:Iteration 5Q (4403.085370 sec): 3 clusters Score: Raw -34666.699109 + Penalty 621.018004 = -34045.681105 nChanged 17 SP:Iteration 6Q (4403.130414 sec): 3 clusters Score: Raw -34674.225078 + Penalty 621.018004 = -34053.207074 nChanged 17 SP:Iteration 7Q (4403.180130 sec): 3 clusters Score: Raw -34684.407645 + Penalty 621.018004 = -34063.389641 nChanged 17 SP:Iteration 8Q (4403.216593 sec): 3 clusters Score: Raw -34697.742406 + Penalty 621.018004 = -34076.724402 nChanged 23 SP:Iteration 9Q (4403.263344 sec): 3 clusters Score: Raw -34716.975973 + Penalty 621.018004 = -34095.957969 nChanged 26 SP:Iteration 10Q (4403.313759 sec): 3 clusters Score: Raw -34737.197049 + Penalty 621.018004 = -34116.179045 nChanged 26 SP:Iteration 11Q (4403.363163 sec): 3 clusters Score: Raw -34754.675458 + Penalty 621.018004 = -34133.657454 nChanged 18 SP:Iteration 12Q (4403.406089 sec): 3 clusters Score: Raw -34764.554751 + Penalty 621.018004 = -34143.536747 nChanged 20 SP:Iteration 13Q (4403.456637 sec): 3 clusters Score: Raw -34776.874503 + Penalty 621.018004 = -34155.856499 nChanged 24 SP:Iteration 14Q (4403.499219 sec): 3 clusters Score: Raw -34793.739541 + Penalty 621.018004 = -34172.721537 nChanged 20 SP:Iteration 15Q (4403.552246 sec): 3 clusters Score: Raw -34808.056940 + Penalty 621.018004 = -34187.038936 nChanged 20 SP:Iteration 16Q (4403.596767 sec): 3 clusters Score: Raw -34821.794213 + Penalty 621.018004 = -34200.776209 nChanged 18 SP:Iteration 17Q (4403.648940 sec): 3 clusters Score: Raw -34834.240293 + Penalty 621.018004 = -34213.222289 nChanged 20 SP:Iteration 18Q (4403.694881 sec): 3 clusters Score: Raw -34855.709313 + Penalty 621.018004 = -34234.691309 nChanged 18 SP:Iteration 19Q (4403.744519 sec): 3 clusters Score: Raw -34870.403514 + Penalty 621.018004 = -34249.385510 nChanged 13 SP:Iteration 20F (4403.781672 sec): 3 clusters Score: Raw -34885.346366 + Penalty 621.018004 = -34264.328362 nChanged 14 SP:Iteration 21Q (4403.825997 sec): 3 clusters Score: Raw -34896.728866 + Penalty 621.018004 = -34275.710862 nChanged 13 SP:Iteration 22Q (4403.875775 sec): 3 clusters Score: Raw -34908.964547 + Penalty 621.018004 = -34287.946543 nChanged 14 SP:Iteration 23Q (4403.916972 sec): 3 clusters Score: Raw -34925.431158 + Penalty 621.018004 = -34304.413154 nChanged 16 SP:Iteration 24Q (4403.960912 sec): 3 clusters Score: Raw -34940.024054 + Penalty 621.018004 = -34319.006050 nChanged 10 SP:Iteration 25Q (4404.010491 sec): 3 clusters Score: Raw -34948.422670 + Penalty 621.018004 = -34327.404666 nChanged 7 SP:Iteration 26Q (4404.054463 sec): 3 clusters Score: Raw -34952.442598 + Penalty 621.018004 = -34331.424594 nChanged 4 SP:Iteration 27Q (4404.095455 sec): 3 clusters Score: Raw -34958.130552 + Penalty 621.018004 = -34337.112548 nChanged 5 SP:Iteration 28Q (4404.143174 sec): 3 clusters Score: Raw -34966.831699 + Penalty 621.018004 = -34345.813695 nChanged 7 SP:Iteration 29Q (4404.197953 sec): 3 clusters Score: Raw -34973.940732 + Penalty 621.018004 = -34352.922728 nChanged 3 SP:Iteration 30Q (4404.234601 sec): 3 clusters Score: Raw -34974.555404 + Penalty 621.018004 = -34353.537400 nChanged 0 SP:Iteration 31F (4404.282474 sec): 3 clusters Score: Raw -34974.555404 + Penalty 621.018004 = -34353.537400 nChanged 0 Trying to split cluster 30 (9179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4404.321758 sec): 2 clusters Score: Raw -386545.842838 + Penalty 415.172646 = -386130.670192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4404.375292 sec): 3 clusters Score: Raw -380831.123069 + Penalty 830.345293 = -380000.777777 nChanged 4336 SP:Iteration 1F (4404.422266 sec): 3 clusters Score: Raw -383471.263772 + Penalty 830.345293 = -382640.918479 nChanged 599 SP:Iteration 2F (4404.480958 sec): 3 clusters Score: Raw -383801.379632 + Penalty 830.345293 = -382971.034339 nChanged 619 SP:Iteration 3F (4404.532295 sec): 3 clusters Score: Raw -384133.128785 + Penalty 830.345293 = -383302.783493 nChanged 541 SP:Iteration 4F (4404.574784 sec): 3 clusters Score: Raw -384467.899848 + Penalty 830.345293 = -383637.554556 nChanged 491 SP:Iteration 5F (4404.626663 sec): 3 clusters Score: Raw -384832.675529 + Penalty 830.345293 = -384002.330236 nChanged 455 SP:Iteration 6Q (4404.677408 sec): 3 clusters Score: Raw -385157.209470 + Penalty 830.345293 = -384326.864178 nChanged 336 SP:Iteration 7Q (4404.731662 sec): 3 clusters Score: Raw -385371.891291 + Penalty 830.345293 = -384541.545999 nChanged 300 SP:Iteration 8Q (4404.784844 sec): 3 clusters Score: Raw -385539.247823 + Penalty 830.345293 = -384708.902530 nChanged 220 SP:Iteration 9Q (4404.840100 sec): 3 clusters Score: Raw -385640.292478 + Penalty 830.345293 = -384809.947185 nChanged 180 SP:Iteration 10Q (4404.885686 sec): 3 clusters Score: Raw -385718.544333 + Penalty 830.345293 = -384888.199041 nChanged 167 SP:Iteration 11Q (4404.940961 sec): 3 clusters Score: Raw -385791.281072 + Penalty 830.345293 = -384960.935779 nChanged 165 SP:Iteration 12Q (4405.005742 sec): 3 clusters Score: Raw -385861.622142 + Penalty 830.345293 = -385031.276849 nChanged 155 SP:Iteration 13Q (4405.056293 sec): 3 clusters Score: Raw -385931.011486 + Penalty 830.345293 = -385100.666193 nChanged 138 SP:Iteration 14Q (4405.103345 sec): 3 clusters Score: Raw -385996.069661 + Penalty 830.345293 = -385165.724368 nChanged 146 SP:Iteration 15Q (4405.164293 sec): 3 clusters Score: Raw -386065.267612 + Penalty 830.345293 = -385234.922319 nChanged 133 SP:Iteration 16Q (4405.214702 sec): 3 clusters Score: Raw -386130.537060 + Penalty 830.345293 = -385300.191767 nChanged 132 SP:Iteration 17Q (4405.270685 sec): 3 clusters Score: Raw -386191.120768 + Penalty 830.345293 = -385360.775475 nChanged 121 SP:Iteration 18Q (4405.324360 sec): 3 clusters Score: Raw -386244.921350 + Penalty 830.345293 = -385414.576057 nChanged 112 SP:Iteration 19Q (4405.377483 sec): 3 clusters Score: Raw -386294.873645 + Penalty 830.345293 = -385464.528352 nChanged 92 SP:Iteration 20F (4405.428304 sec): 3 clusters Score: Raw -386335.328032 + Penalty 830.345293 = -385504.982740 nChanged 78 SP:Iteration 21Q (4405.481559 sec): 3 clusters Score: Raw -386369.599073 + Penalty 830.345293 = -385539.253780 nChanged 73 SP:Iteration 22Q (4405.535547 sec): 3 clusters Score: Raw -386400.520952 + Penalty 830.345293 = -385570.175660 nChanged 81 SP:Iteration 23Q (4405.594892 sec): 3 clusters Score: Raw -386433.796427 + Penalty 830.345293 = -385603.451134 nChanged 68 SP:Iteration 24Q (4405.647726 sec): 3 clusters Score: Raw -386463.584071 + Penalty 830.345293 = -385633.238779 nChanged 56 SP:Iteration 25Q (4405.696707 sec): 3 clusters Score: Raw -386487.033712 + Penalty 830.345293 = -385656.688420 nChanged 46 SP:Iteration 26Q (4405.749424 sec): 3 clusters Score: Raw -386506.258047 + Penalty 830.345293 = -385675.912755 nChanged 43 SP:Iteration 27Q (4405.806649 sec): 3 clusters Score: Raw -386522.416009 + Penalty 830.345293 = -385692.070717 nChanged 38 SP:Iteration 28Q (4405.858189 sec): 3 clusters Score: Raw -386534.745906 + Penalty 830.345293 = -385704.400613 nChanged 26 SP:Iteration 29Q (4405.910268 sec): 3 clusters Score: Raw -386541.749096 + Penalty 830.345293 = -385711.403804 nChanged 25 SP:Iteration 30Q (4405.955607 sec): 3 clusters Score: Raw -386550.163668 + Penalty 830.345293 = -385719.818376 nChanged 33 SP:Iteration 31Q (4406.012877 sec): 3 clusters Score: Raw -386563.505589 + Penalty 830.345293 = -385733.160297 nChanged 18 SP:Iteration 32Q (4406.055235 sec): 3 clusters Score: Raw -386572.632101 + Penalty 830.345293 = -385742.286809 nChanged 22 SP:Iteration 33Q (4406.110568 sec): 3 clusters Score: Raw -386585.122668 + Penalty 830.345293 = -385754.777376 nChanged 16 SP:Iteration 34Q (4406.152666 sec): 3 clusters Score: Raw -386591.264897 + Penalty 830.345293 = -385760.919605 nChanged 16 SP:Iteration 35Q (4406.214658 sec): 3 clusters Score: Raw -386596.414558 + Penalty 830.345293 = -385766.069266 nChanged 15 SP:Iteration 36Q (4406.258399 sec): 3 clusters Score: Raw -386599.830409 + Penalty 830.345293 = -385769.485116 nChanged 9 SP:Iteration 37Q (4406.307926 sec): 3 clusters Score: Raw -386602.500387 + Penalty 830.345293 = -385772.155094 nChanged 7 SP:Iteration 38Q (4406.357813 sec): 3 clusters Score: Raw -386604.308906 + Penalty 830.345293 = -385773.963613 nChanged 4 SP:Iteration 39Q (4406.409834 sec): 3 clusters Score: Raw -386605.384979 + Penalty 830.345293 = -385775.039686 nChanged 3 SP:Iteration 40F (4406.462217 sec): 3 clusters Score: Raw -386605.716589 + Penalty 830.345293 = -385775.371297 nChanged 2 SP:Iteration 41Q (4406.513575 sec): 3 clusters Score: Raw -386606.031200 + Penalty 830.345293 = -385775.685908 nChanged 4 SP:Iteration 42Q (4406.562427 sec): 3 clusters Score: Raw -386606.845832 + Penalty 830.345293 = -385776.500539 nChanged 3 SP:Iteration 43Q (4406.614227 sec): 3 clusters Score: Raw -386607.708660 + Penalty 830.345293 = -385777.363367 nChanged 3 SP:Iteration 44Q (4406.665300 sec): 3 clusters Score: Raw -386608.395292 + Penalty 830.345293 = -385778.049999 nChanged 1 SP:Iteration 45Q (4406.705374 sec): 3 clusters Score: Raw -386608.669264 + Penalty 830.345293 = -385778.323972 nChanged 4 SP:Iteration 46Q (4406.756046 sec): 3 clusters Score: Raw -386609.496109 + Penalty 830.345293 = -385779.150816 nChanged 4 SP:Iteration 47Q (4406.811412 sec): 3 clusters Score: Raw -386610.389492 + Penalty 830.345293 = -385780.044199 nChanged 3 SP:Iteration 48Q (4406.863360 sec): 3 clusters Score: Raw -386611.828206 + Penalty 830.345293 = -385781.482913 nChanged 9 SP:Iteration 49Q (4406.917758 sec): 3 clusters Score: Raw -386617.068093 + Penalty 830.345293 = -385786.722801 nChanged 8 SP:Iteration 50Q (4406.954935 sec): 3 clusters Score: Raw -386620.267301 + Penalty 830.345293 = -385789.922009 nChanged 10 SP:Iteration 51Q (4407.004546 sec): 3 clusters Score: Raw -386623.037188 + Penalty 830.345293 = -385792.691896 nChanged 7 SP:Iteration 52Q (4407.061085 sec): 3 clusters Score: Raw -386624.483676 + Penalty 830.345293 = -385794.138383 nChanged 5 SP:Iteration 53Q (4407.101844 sec): 3 clusters Score: Raw -386626.044993 + Penalty 830.345293 = -385795.699700 nChanged 4 SP:Iteration 54Q (4407.159748 sec): 3 clusters Score: Raw -386627.075775 + Penalty 830.345293 = -385796.730483 nChanged 5 SP:Iteration 55Q (4407.202622 sec): 3 clusters Score: Raw -386628.276505 + Penalty 830.345293 = -385797.931212 nChanged 1 SP:Iteration 56Q (4407.263342 sec): 3 clusters Score: Raw -386628.458323 + Penalty 830.345293 = -385798.113030 nChanged 0 SP:Iteration 57F (4407.310682 sec): 3 clusters Score: Raw -386628.458323 + Penalty 830.345293 = -385798.113030 nChanged 0 Trying to split cluster 31 (2198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4407.345336 sec): 2 clusters Score: Raw -71718.857624 + Penalty 350.136293 = -71368.721331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4407.390367 sec): 3 clusters Score: Raw -70487.700798 + Penalty 700.272585 = -69787.428213 nChanged 936 SP:Iteration 1F (4407.433415 sec): 3 clusters Score: Raw -71016.446661 + Penalty 700.272585 = -70316.174076 nChanged 168 SP:Iteration 2F (4407.476516 sec): 3 clusters Score: Raw -71107.353479 + Penalty 700.272585 = -70407.080893 nChanged 131 SP:Iteration 3F (4407.524543 sec): 3 clusters Score: Raw -71179.623224 + Penalty 700.272585 = -70479.350639 nChanged 126 SP:Iteration 4F (4407.576195 sec): 3 clusters Score: Raw -71253.817565 + Penalty 700.272585 = -70553.544980 nChanged 107 SP:Iteration 5Q (4407.624787 sec): 3 clusters Score: Raw -71309.401289 + Penalty 700.272585 = -70609.128704 nChanged 104 SP:Iteration 6Q (4407.668323 sec): 3 clusters Score: Raw -71378.447837 + Penalty 700.272585 = -70678.175252 nChanged 106 SP:Iteration 7Q (4407.723405 sec): 3 clusters Score: Raw -71449.939838 + Penalty 700.272585 = -70749.667253 nChanged 113 SP:Iteration 8F (4407.777187 sec): 3 clusters Score: Raw -71512.074983 + Penalty 700.272585 = -70811.802398 nChanged 89 SP:Iteration 9Q (4407.816463 sec): 3 clusters Score: Raw -71566.212527 + Penalty 700.272585 = -70865.939942 nChanged 69 SP:Iteration 10Q (4407.867788 sec): 3 clusters Score: Raw -71602.161300 + Penalty 700.272585 = -70901.888715 nChanged 59 SP:Iteration 11Q (4407.914279 sec): 3 clusters Score: Raw -71630.071336 + Penalty 700.272585 = -70929.798751 nChanged 59 SP:Iteration 12Q (4407.964381 sec): 3 clusters Score: Raw -71653.288700 + Penalty 700.272585 = -70953.016115 nChanged 46 SP:Iteration 13Q (4408.012553 sec): 3 clusters Score: Raw -71676.357702 + Penalty 700.272585 = -70976.085116 nChanged 42 SP:Iteration 14Q (4408.058915 sec): 3 clusters Score: Raw -71701.155963 + Penalty 700.272585 = -71000.883377 nChanged 35 SP:Iteration 15Q (4408.105335 sec): 3 clusters Score: Raw -71723.062443 + Penalty 700.272585 = -71022.789858 nChanged 38 SP:Iteration 16Q (4408.153049 sec): 3 clusters Score: Raw -71743.826576 + Penalty 700.272585 = -71043.553991 nChanged 29 SP:Iteration 17Q (4408.205211 sec): 3 clusters Score: Raw -71757.228058 + Penalty 700.272585 = -71056.955473 nChanged 22 SP:Iteration 18Q (4408.248775 sec): 3 clusters Score: Raw -71768.662370 + Penalty 700.272585 = -71068.389784 nChanged 27 SP:Iteration 19Q (4408.294246 sec): 3 clusters Score: Raw -71783.910830 + Penalty 700.272585 = -71083.638244 nChanged 28 SP:Iteration 20F (4408.347552 sec): 3 clusters Score: Raw -71796.251895 + Penalty 700.272585 = -71095.979310 nChanged 24 SP:Iteration 21Q (4408.398809 sec): 3 clusters Score: Raw -71806.372224 + Penalty 700.272585 = -71106.099638 nChanged 23 SP:Iteration 22Q (4408.448115 sec): 3 clusters Score: Raw -71819.015008 + Penalty 700.272585 = -71118.742422 nChanged 21 SP:Iteration 23Q (4408.493442 sec): 3 clusters Score: Raw -71829.963878 + Penalty 700.272585 = -71129.691293 nChanged 17 SP:Iteration 24Q (4408.546904 sec): 3 clusters Score: Raw -71835.809158 + Penalty 700.272585 = -71135.536573 nChanged 13 SP:Iteration 25Q (4408.590999 sec): 3 clusters Score: Raw -71840.952701 + Penalty 700.272585 = -71140.680115 nChanged 9 SP:Iteration 26Q (4408.642734 sec): 3 clusters Score: Raw -71844.164422 + Penalty 700.272585 = -71143.891837 nChanged 4 SP:Iteration 27Q (4408.692946 sec): 3 clusters Score: Raw -71845.054313 + Penalty 700.272585 = -71144.781728 nChanged 1 SP:Iteration 28Q (4408.742842 sec): 3 clusters Score: Raw -71845.191207 + Penalty 700.272585 = -71144.918622 nChanged 2 SP:Iteration 29Q (4408.795715 sec): 3 clusters Score: Raw -71845.534592 + Penalty 700.272585 = -71145.262006 nChanged 1 SP:Iteration 30Q (4408.846636 sec): 3 clusters Score: Raw -71846.289137 + Penalty 700.272585 = -71146.016552 nChanged 2 SP:Iteration 31Q (4408.899955 sec): 3 clusters Score: Raw -71846.688926 + Penalty 700.272585 = -71146.416341 nChanged 1 SP:Iteration 32Q (4408.939541 sec): 3 clusters Score: Raw -71846.784817 + Penalty 700.272585 = -71146.512232 nChanged 1 SP:Iteration 33Q (4408.992296 sec): 3 clusters Score: Raw -71846.983033 + Penalty 700.272585 = -71146.710448 nChanged 3 SP:Iteration 34Q (4409.041923 sec): 3 clusters Score: Raw -71848.173287 + Penalty 700.272585 = -71147.900702 nChanged 2 SP:Iteration 35Q (4409.085532 sec): 3 clusters Score: Raw -71849.455559 + Penalty 700.272585 = -71149.182974 nChanged 3 SP:Iteration 36Q (4409.135159 sec): 3 clusters Score: Raw -71851.117974 + Penalty 700.272585 = -71150.845389 nChanged 8 SP:Iteration 37Q (4409.179834 sec): 3 clusters Score: Raw -71855.398887 + Penalty 700.272585 = -71155.126302 nChanged 11 SP:Iteration 38Q (4409.227853 sec): 3 clusters Score: Raw -71859.439267 + Penalty 700.272585 = -71159.166682 nChanged 10 SP:Iteration 39Q (4409.282422 sec): 3 clusters Score: Raw -71863.158659 + Penalty 700.272585 = -71162.886074 nChanged 6 SP:Iteration 40F (4409.328318 sec): 3 clusters Score: Raw -71865.204298 + Penalty 700.272585 = -71164.931712 nChanged 2 SP:Iteration 41Q (4409.379794 sec): 3 clusters Score: Raw -71866.310527 + Penalty 700.272585 = -71166.037942 nChanged 1 SP:Iteration 42Q (4409.425897 sec): 3 clusters Score: Raw -71866.398237 + Penalty 700.272585 = -71166.125652 nChanged 1 SP:Iteration 43Q (4409.475464 sec): 3 clusters Score: Raw -71866.787367 + Penalty 700.272585 = -71166.514782 nChanged 0 SP:Iteration 44F (4409.524348 sec): 3 clusters Score: Raw -71866.787367 + Penalty 700.272585 = -71166.514782 nChanged 0 Trying to split cluster 32 (30257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4409.572803 sec): 2 clusters Score: Raw -1202063.070814 + Penalty 469.445469 = -1201593.625345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4409.646701 sec): 3 clusters Score: Raw -1182410.043321 + Penalty 938.890939 = -1181471.152382 nChanged 14502 SP:Iteration 1F (4409.719512 sec): 3 clusters Score: Raw -1191360.266572 + Penalty 938.890939 = -1190421.375633 nChanged 1922 SP:Iteration 2F (4409.791930 sec): 3 clusters Score: Raw -1192505.038268 + Penalty 938.890939 = -1191566.147329 nChanged 2116 SP:Iteration 3F (4409.856932 sec): 3 clusters Score: Raw -1193916.095718 + Penalty 938.890939 = -1192977.204780 nChanged 2176 SP:Iteration 4F (4409.934834 sec): 3 clusters Score: Raw -1195493.119222 + Penalty 938.890939 = -1194554.228283 nChanged 2067 SP:Iteration 5F (4410.002995 sec): 3 clusters Score: Raw -1197116.498783 + Penalty 938.890939 = -1196177.607844 nChanged 1855 SP:Iteration 6F (4410.079694 sec): 3 clusters Score: Raw -1198495.772581 + Penalty 938.890939 = -1197556.881643 nChanged 1491 SP:Iteration 7Q (4410.151891 sec): 3 clusters Score: Raw -1199304.012378 + Penalty 938.890939 = -1198365.121439 nChanged 1002 SP:Iteration 8Q (4410.240652 sec): 3 clusters Score: Raw -1199655.871106 + Penalty 938.890939 = -1198716.980168 nChanged 620 SP:Iteration 9Q (4410.306969 sec): 3 clusters Score: Raw -1199782.256285 + Penalty 938.890939 = -1198843.365346 nChanged 339 SP:Iteration 10Q (4410.382933 sec): 3 clusters Score: Raw -1199835.182130 + Penalty 938.890939 = -1198896.291192 nChanged 269 SP:Iteration 11Q (4410.466585 sec): 3 clusters Score: Raw -1199877.291161 + Penalty 938.890939 = -1198938.400223 nChanged 261 SP:Iteration 12Q (4410.543466 sec): 3 clusters Score: Raw -1199923.639394 + Penalty 938.890939 = -1198984.748456 nChanged 288 SP:Iteration 13Q (4410.614558 sec): 3 clusters Score: Raw -1199979.488517 + Penalty 938.890939 = -1199040.597579 nChanged 261 SP:Iteration 14Q (4410.697478 sec): 3 clusters Score: Raw -1200031.537284 + Penalty 938.890939 = -1199092.646346 nChanged 282 SP:Iteration 15Q (4410.780165 sec): 3 clusters Score: Raw -1200087.188161 + Penalty 938.890939 = -1199148.297222 nChanged 275 SP:Iteration 16Q (4410.854533 sec): 3 clusters Score: Raw -1200142.154708 + Penalty 938.890939 = -1199203.263769 nChanged 263 SP:Iteration 17Q (4410.932459 sec): 3 clusters Score: Raw -1200197.459294 + Penalty 938.890939 = -1199258.568356 nChanged 271 SP:Iteration 18Q (4411.010604 sec): 3 clusters Score: Raw -1200258.187739 + Penalty 938.890939 = -1199319.296800 nChanged 272 SP:Iteration 19Q (4411.088442 sec): 3 clusters Score: Raw -1200317.793043 + Penalty 938.890939 = -1199378.902104 nChanged 290 SP:Iteration 20F (4411.155827 sec): 3 clusters Score: Raw -1200384.565563 + Penalty 938.890939 = -1199445.674625 nChanged 285 SP:Iteration 21Q (4411.237720 sec): 3 clusters Score: Raw -1200444.727824 + Penalty 938.890939 = -1199505.836885 nChanged 297 SP:Iteration 22Q (4411.317394 sec): 3 clusters Score: Raw -1200515.507225 + Penalty 938.890939 = -1199576.616286 nChanged 302 SP:Iteration 23Q (4411.394519 sec): 3 clusters Score: Raw -1200582.598201 + Penalty 938.890939 = -1199643.707263 nChanged 288 SP:Iteration 24Q (4411.459580 sec): 3 clusters Score: Raw -1200649.768069 + Penalty 938.890939 = -1199710.877130 nChanged 309 SP:Iteration 25Q (4411.548272 sec): 3 clusters Score: Raw -1200731.620501 + Penalty 938.890939 = -1199792.729562 nChanged 317 SP:Iteration 26Q (4411.623412 sec): 3 clusters Score: Raw -1200821.875082 + Penalty 938.890939 = -1199882.984143 nChanged 318 SP:Iteration 27Q (4411.704850 sec): 3 clusters Score: Raw -1200915.231972 + Penalty 938.890939 = -1199976.341033 nChanged 354 SP:Iteration 28Q (4411.771596 sec): 3 clusters Score: Raw -1201033.738395 + Penalty 938.890939 = -1200094.847456 nChanged 371 SP:Iteration 29Q (4411.847865 sec): 3 clusters Score: Raw -1201154.130613 + Penalty 938.890939 = -1200215.239674 nChanged 352 SP:Iteration 30Q (4411.936423 sec): 3 clusters Score: Raw -1201274.364283 + Penalty 938.890939 = -1200335.473344 nChanged 334 SP:Iteration 31Q (4412.004997 sec): 3 clusters Score: Raw -1201402.510344 + Penalty 938.890939 = -1200463.619406 nChanged 334 SP:Iteration 32Q (4412.078276 sec): 3 clusters Score: Raw -1201537.722918 + Penalty 938.890939 = -1200598.831979 nChanged 325 SP:Iteration 33Q (4412.156044 sec): 3 clusters Score: Raw -1201686.558735 + Penalty 938.890939 = -1200747.667796 nChanged 300 SP:Iteration 34Q (4412.232541 sec): 3 clusters Score: Raw -1201829.346317 + Penalty 938.890939 = -1200890.455379 nChanged 252 SP:Iteration 35Q (4412.308426 sec): 3 clusters Score: Raw -1201940.215905 + Penalty 938.890939 = -1201001.324967 nChanged 206 SP:Iteration 36Q (4412.376985 sec): 3 clusters Score: Raw -1202017.398824 + Penalty 938.890939 = -1201078.507886 nChanged 188 SP:Iteration 37Q (4412.448430 sec): 3 clusters Score: Raw -1202080.483213 + Penalty 938.890939 = -1201141.592274 nChanged 145 SP:Iteration 38Q (4412.513970 sec): 3 clusters Score: Raw -1202115.048138 + Penalty 938.890939 = -1201176.157199 nChanged 119 SP:Iteration 39Q (4412.593144 sec): 3 clusters Score: Raw -1202138.339533 + Penalty 938.890939 = -1201199.448594 nChanged 106 SP:Iteration 40F (4412.660188 sec): 3 clusters Score: Raw -1202155.045508 + Penalty 938.890939 = -1201216.154570 nChanged 87 SP:Iteration 41Q (4412.728619 sec): 3 clusters Score: Raw -1202170.478757 + Penalty 938.890939 = -1201231.587819 nChanged 78 SP:Iteration 42Q (4412.806828 sec): 3 clusters Score: Raw -1202184.818273 + Penalty 938.890939 = -1201245.927335 nChanged 67 SP:Iteration 43Q (4412.873128 sec): 3 clusters Score: Raw -1202196.723376 + Penalty 938.890939 = -1201257.832438 nChanged 69 SP:Iteration 44Q (4412.951521 sec): 3 clusters Score: Raw -1202208.550675 + Penalty 938.890939 = -1201269.659736 nChanged 69 SP:Iteration 45Q (4413.023332 sec): 3 clusters Score: Raw -1202220.341738 + Penalty 938.890939 = -1201281.450799 nChanged 77 SP:Iteration 46Q (4413.094827 sec): 3 clusters Score: Raw -1202233.158968 + Penalty 938.890939 = -1201294.268029 nChanged 73 SP:Iteration 47Q (4413.169441 sec): 3 clusters Score: Raw -1202245.852225 + Penalty 938.890939 = -1201306.961286 nChanged 66 SP:Iteration 48Q (4413.243555 sec): 3 clusters Score: Raw -1202255.414380 + Penalty 938.890939 = -1201316.523442 nChanged 51 SP:Iteration 49Q (4413.316694 sec): 3 clusters Score: Raw -1202262.337431 + Penalty 938.890939 = -1201323.446492 nChanged 44 SP:Iteration 50Q (4413.384726 sec): 3 clusters Score: Raw -1202268.496176 + Penalty 938.890939 = -1201329.605238 nChanged 48 SP:Iteration 51Q (4413.455672 sec): 3 clusters Score: Raw -1202276.756312 + Penalty 938.890939 = -1201337.865374 nChanged 49 SP:Iteration 52Q (4413.523180 sec): 3 clusters Score: Raw -1202284.255329 + Penalty 938.890939 = -1201345.364391 nChanged 36 SP:Iteration 53Q (4413.597842 sec): 3 clusters Score: Raw -1202288.878404 + Penalty 938.890939 = -1201349.987466 nChanged 28 SP:Iteration 54Q (4413.670098 sec): 3 clusters Score: Raw -1202291.999057 + Penalty 938.890939 = -1201353.108118 nChanged 29 SP:Iteration 55Q (4413.746258 sec): 3 clusters Score: Raw -1202295.419217 + Penalty 938.890939 = -1201356.528278 nChanged 33 SP:Iteration 56Q (4413.819893 sec): 3 clusters Score: Raw -1202300.414583 + Penalty 938.890939 = -1201361.523645 nChanged 36 SP:Iteration 57Q (4413.896641 sec): 3 clusters Score: Raw -1202306.928558 + Penalty 938.890939 = -1201368.037619 nChanged 33 SP:Iteration 58Q (4413.957544 sec): 3 clusters Score: Raw -1202313.208070 + Penalty 938.890939 = -1201374.317132 nChanged 33 SP:Iteration 59Q (4414.031916 sec): 3 clusters Score: Raw -1202318.591143 + Penalty 938.890939 = -1201379.700205 nChanged 41 SP:Iteration 60F (4414.112107 sec): 3 clusters Score: Raw -1202324.114156 + Penalty 938.890939 = -1201385.223217 nChanged 26 SP:Iteration 61Q (4414.185093 sec): 3 clusters Score: Raw -1202327.520448 + Penalty 938.890939 = -1201388.629509 nChanged 20 SP:Iteration 62Q (4414.258229 sec): 3 clusters Score: Raw -1202329.218178 + Penalty 938.890939 = -1201390.327240 nChanged 13 SP:Iteration 63Q (4414.322187 sec): 3 clusters Score: Raw -1202330.256329 + Penalty 938.890939 = -1201391.365390 nChanged 11 SP:Iteration 64Q (4414.396605 sec): 3 clusters Score: Raw -1202330.743110 + Penalty 938.890939 = -1201391.852172 nChanged 6 SP:Iteration 65Q (4414.463107 sec): 3 clusters Score: Raw -1202331.681079 + Penalty 938.890939 = -1201392.790140 nChanged 11 SP:Iteration 66Q (4414.542618 sec): 3 clusters Score: Raw -1202333.272577 + Penalty 938.890939 = -1201394.381638 nChanged 11 SP:Iteration 67Q (4414.615248 sec): 3 clusters Score: Raw -1202334.837009 + Penalty 938.890939 = -1201395.946070 nChanged 14 SP:Iteration 68Q (4414.689340 sec): 3 clusters Score: Raw -1202335.975250 + Penalty 938.890939 = -1201397.084311 nChanged 12 SP:Iteration 69Q (4414.762976 sec): 3 clusters Score: Raw -1202337.056902 + Penalty 938.890939 = -1201398.165964 nChanged 10 SP:Iteration 70Q (4414.834863 sec): 3 clusters Score: Raw -1202337.861563 + Penalty 938.890939 = -1201398.970625 nChanged 10 SP:Iteration 71Q (4414.914831 sec): 3 clusters Score: Raw -1202338.938319 + Penalty 938.890939 = -1201400.047381 nChanged 11 SP:Iteration 72Q (4414.990577 sec): 3 clusters Score: Raw -1202339.974031 + Penalty 938.890939 = -1201401.083092 nChanged 7 SP:Iteration 73Q (4415.067417 sec): 3 clusters Score: Raw -1202340.625123 + Penalty 938.890939 = -1201401.734184 nChanged 9 SP:Iteration 74Q (4415.130647 sec): 3 clusters Score: Raw -1202341.695881 + Penalty 938.890939 = -1201402.804943 nChanged 11 SP:Iteration 75Q (4415.207260 sec): 3 clusters Score: Raw -1202342.394341 + Penalty 938.890939 = -1201403.503403 nChanged 4 SP:Iteration 76Q (4415.267749 sec): 3 clusters Score: Raw -1202342.522442 + Penalty 938.890939 = -1201403.631504 nChanged 2 SP:Iteration 77Q (4415.339664 sec): 3 clusters Score: Raw -1202342.661996 + Penalty 938.890939 = -1201403.771057 nChanged 1 SP:Iteration 78Q (4415.415422 sec): 3 clusters Score: Raw -1202342.688726 + Penalty 938.890939 = -1201403.797787 nChanged 1 SP:Iteration 79Q (4415.489728 sec): 3 clusters Score: Raw -1202342.720772 + Penalty 938.890939 = -1201403.829834 nChanged 0 SP:Iteration 80F (4415.562967 sec): 3 clusters Score: Raw -1202342.720772 + Penalty 938.890939 = -1201403.829834 nChanged 0 Trying to split cluster 33 (905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4415.594190 sec): 2 clusters Score: Raw -36658.238746 + Penalty 309.761040 = -36348.477706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4415.623088 sec): 3 clusters Score: Raw -36214.942833 + Penalty 619.522080 = -35595.420753 nChanged 341 SP:Iteration 1F (4415.676822 sec): 3 clusters Score: Raw -36472.673358 + Penalty 619.522080 = -35853.151279 nChanged 103 SP:Iteration 2F (4415.722782 sec): 3 clusters Score: Raw -36571.258834 + Penalty 619.522080 = -35951.736754 nChanged 68 SP:Iteration 3F (4415.773345 sec): 3 clusters Score: Raw -36643.732691 + Penalty 619.522080 = -36024.210611 nChanged 42 SP:Iteration 4Q (4415.813559 sec): 3 clusters Score: Raw -36676.342960 + Penalty 619.522080 = -36056.820880 nChanged 28 SP:Iteration 5Q (4415.850967 sec): 3 clusters Score: Raw -36698.490848 + Penalty 619.522080 = -36078.968768 nChanged 21 SP:Iteration 6Q (4415.895594 sec): 3 clusters Score: Raw -36723.387652 + Penalty 619.522080 = -36103.865572 nChanged 23 SP:Iteration 7Q (4415.933019 sec): 3 clusters Score: Raw -36745.090895 + Penalty 619.522080 = -36125.568815 nChanged 18 SP:Iteration 8Q (4415.986559 sec): 3 clusters Score: Raw -36756.087366 + Penalty 619.522080 = -36136.565286 nChanged 11 SP:Iteration 9Q (4416.031370 sec): 3 clusters Score: Raw -36761.988866 + Penalty 619.522080 = -36142.466786 nChanged 6 SP:Iteration 10Q (4416.068368 sec): 3 clusters Score: Raw -36764.470965 + Penalty 619.522080 = -36144.948885 nChanged 2 SP:Iteration 11Q (4416.122895 sec): 3 clusters Score: Raw -36765.919451 + Penalty 619.522080 = -36146.397371 nChanged 4 SP:Iteration 12Q (4416.157087 sec): 3 clusters Score: Raw -36767.219763 + Penalty 619.522080 = -36147.697683 nChanged 1 SP:Iteration 13Q (4416.200281 sec): 3 clusters Score: Raw -36767.659078 + Penalty 619.522080 = -36148.136998 nChanged 2 SP:Iteration 14Q (4416.238152 sec): 3 clusters Score: Raw -36767.967752 + Penalty 619.522080 = -36148.445672 nChanged 1 SP:Iteration 15Q (4416.280320 sec): 3 clusters Score: Raw -36768.019187 + Penalty 619.522080 = -36148.497107 nChanged 1 SP:Iteration 16Q (4416.325580 sec): 3 clusters Score: Raw -36768.067520 + Penalty 619.522080 = -36148.545440 nChanged 0 SP:Iteration 17F (4416.359409 sec): 3 clusters Score: Raw -36768.067520 + Penalty 619.522080 = -36148.545440 nChanged 0 Trying to split cluster 34 (1674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4416.377715 sec): 2 clusters Score: Raw -62070.599616 + Penalty 337.745192 = -61732.854424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4416.428723 sec): 3 clusters Score: Raw -61159.190993 + Penalty 675.490384 = -60483.700609 nChanged 748 SP:Iteration 1F (4416.471093 sec): 3 clusters Score: Raw -61619.692232 + Penalty 675.490384 = -60944.201848 nChanged 142 SP:Iteration 2F (4416.515871 sec): 3 clusters Score: Raw -61719.193673 + Penalty 675.490384 = -61043.703289 nChanged 110 SP:Iteration 3F (4416.575556 sec): 3 clusters Score: Raw -61795.838777 + Penalty 675.490384 = -61120.348393 nChanged 102 SP:Iteration 4F (4416.617515 sec): 3 clusters Score: Raw -61880.154787 + Penalty 675.490384 = -61204.664403 nChanged 112 SP:Iteration 5F (4416.670169 sec): 3 clusters Score: Raw -61981.963750 + Penalty 675.490384 = -61306.473366 nChanged 90 SP:Iteration 6F (4416.711422 sec): 3 clusters Score: Raw -62060.659644 + Penalty 675.490384 = -61385.169260 nChanged 77 SP:Iteration 7Q (4416.764849 sec): 3 clusters Score: Raw -62142.852173 + Penalty 675.490384 = -61467.361789 nChanged 67 SP:Iteration 8Q (4416.808786 sec): 3 clusters Score: Raw -62219.341598 + Penalty 675.490384 = -61543.851215 nChanged 51 SP:Iteration 9Q (4416.850281 sec): 3 clusters Score: Raw -62272.772701 + Penalty 675.490384 = -61597.282317 nChanged 39 SP:Iteration 10Q (4416.897305 sec): 3 clusters Score: Raw -62321.030577 + Penalty 675.490384 = -61645.540193 nChanged 29 SP:Iteration 11Q (4416.940939 sec): 3 clusters Score: Raw -62355.381879 + Penalty 675.490384 = -61679.891495 nChanged 28 SP:Iteration 12Q (4416.990608 sec): 3 clusters Score: Raw -62391.917802 + Penalty 675.490384 = -61716.427418 nChanged 22 SP:Iteration 13Q (4417.034166 sec): 3 clusters Score: Raw -62421.601550 + Penalty 675.490384 = -61746.111167 nChanged 20 SP:Iteration 14Q (4417.083230 sec): 3 clusters Score: Raw -62442.344564 + Penalty 675.490384 = -61766.854181 nChanged 16 SP:Iteration 15Q (4417.123813 sec): 3 clusters Score: Raw -62453.713749 + Penalty 675.490384 = -61778.223365 nChanged 9 SP:Iteration 16Q (4417.171554 sec): 3 clusters Score: Raw -62460.341111 + Penalty 675.490384 = -61784.850727 nChanged 3 SP:Iteration 17Q (4417.217907 sec): 3 clusters Score: Raw -62461.068950 + Penalty 675.490384 = -61785.578566 nChanged 3 SP:Iteration 18Q (4417.263104 sec): 3 clusters Score: Raw -62462.439210 + Penalty 675.490384 = -61786.948826 nChanged 2 SP:Iteration 19Q (4417.319063 sec): 3 clusters Score: Raw -62462.756862 + Penalty 675.490384 = -61787.266478 nChanged 0 SP:Iteration 20F (4417.360909 sec): 3 clusters Score: Raw -62470.379765 + Penalty 675.490384 = -61794.889381 nChanged 3 SP:Iteration 21Q (4417.416415 sec): 3 clusters Score: Raw -62473.151349 + Penalty 675.490384 = -61797.660965 nChanged 2 SP:Iteration 22Q (4417.460881 sec): 3 clusters Score: Raw -62473.920235 + Penalty 675.490384 = -61798.429851 nChanged 1 SP:Iteration 23Q (4417.495909 sec): 3 clusters Score: Raw -62474.180440 + Penalty 675.490384 = -61798.690056 nChanged 1 SP:Iteration 24Q (4417.550966 sec): 3 clusters Score: Raw -62474.349641 + Penalty 675.490384 = -61798.859257 nChanged 1 SP:Iteration 25Q (4417.591028 sec): 3 clusters Score: Raw -62474.642460 + Penalty 675.490384 = -61799.152076 nChanged 1 SP:Iteration 26Q (4417.630276 sec): 3 clusters Score: Raw -62474.817060 + Penalty 675.490384 = -61799.326676 nChanged 1 SP:Iteration 27Q (4417.684455 sec): 3 clusters Score: Raw -62474.943906 + Penalty 675.490384 = -61799.453522 nChanged 0 SP:Iteration 28F (4417.728760 sec): 3 clusters Score: Raw -62474.943906 + Penalty 675.490384 = -61799.453522 nChanged 0 Score: Raw -17402334.220258 + Penalty 27912.415275 = -17374421.804983 Splitting cluster 34 changes total score from -17374611.107667 to -17374421.804983 So it's not getting split. Trying to split cluster 35 (1003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4425.814910 sec): 2 clusters Score: Raw -39630.158997 + Penalty 314.439161 = -39315.719837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4425.873513 sec): 3 clusters Score: Raw -39121.448096 + Penalty 628.878322 = -38492.569775 nChanged 406 SP:Iteration 1F (4425.914326 sec): 3 clusters Score: Raw -39373.317950 + Penalty 628.878322 = -38744.439629 nChanged 78 SP:Iteration 2F (4425.954808 sec): 3 clusters Score: Raw -39413.836194 + Penalty 628.878322 = -38784.957872 nChanged 36 SP:Iteration 3Q (4426.002509 sec): 3 clusters Score: Raw -39426.909687 + Penalty 628.878322 = -38798.031365 nChanged 20 SP:Iteration 4Q (4426.053604 sec): 3 clusters Score: Raw -39434.466170 + Penalty 628.878322 = -38805.587848 nChanged 14 SP:Iteration 5Q (4426.096603 sec): 3 clusters Score: Raw -39439.496687 + Penalty 628.878322 = -38810.618366 nChanged 16 SP:Iteration 6Q (4426.134322 sec): 3 clusters Score: Raw -39445.680485 + Penalty 628.878322 = -38816.802163 nChanged 14 SP:Iteration 7Q (4426.182716 sec): 3 clusters Score: Raw -39452.244642 + Penalty 628.878322 = -38823.366321 nChanged 19 SP:Iteration 8Q (4426.227541 sec): 3 clusters Score: Raw -39461.543580 + Penalty 628.878322 = -38832.665259 nChanged 20 SP:Iteration 9Q (4426.264990 sec): 3 clusters Score: Raw -39471.408188 + Penalty 628.878322 = -38842.529866 nChanged 24 SP:Iteration 10Q (4426.312364 sec): 3 clusters Score: Raw -39484.371521 + Penalty 628.878322 = -38855.493199 nChanged 22 SP:Iteration 11Q (4426.371819 sec): 3 clusters Score: Raw -39499.330087 + Penalty 628.878322 = -38870.451766 nChanged 19 SP:Iteration 12Q (4426.419125 sec): 3 clusters Score: Raw -39511.070939 + Penalty 628.878322 = -38882.192617 nChanged 20 SP:Iteration 13Q (4426.467240 sec): 3 clusters Score: Raw -39526.599186 + Penalty 628.878322 = -38897.720864 nChanged 27 SP:Iteration 14Q (4426.510020 sec): 3 clusters Score: Raw -39552.312465 + Penalty 628.878322 = -38923.434144 nChanged 28 SP:Iteration 15Q (4426.555613 sec): 3 clusters Score: Raw -39580.779190 + Penalty 628.878322 = -38951.900869 nChanged 26 SP:Iteration 16Q (4426.602259 sec): 3 clusters Score: Raw -39610.839173 + Penalty 628.878322 = -38981.960852 nChanged 17 SP:Iteration 17Q (4426.646980 sec): 3 clusters Score: Raw -39632.041056 + Penalty 628.878322 = -39003.162735 nChanged 14 SP:Iteration 18Q (4426.693293 sec): 3 clusters Score: Raw -39648.023076 + Penalty 628.878322 = -39019.144755 nChanged 6 SP:Iteration 19Q (4426.724832 sec): 3 clusters Score: Raw -39654.447350 + Penalty 628.878322 = -39025.569028 nChanged 5 SP:Iteration 20F (4426.775777 sec): 3 clusters Score: Raw -39664.232259 + Penalty 628.878322 = -39035.353938 nChanged 5 SP:Iteration 21Q (4426.820507 sec): 3 clusters Score: Raw -39671.533467 + Penalty 628.878322 = -39042.655146 nChanged 2 SP:Iteration 22Q (4426.859896 sec): 3 clusters Score: Raw -39674.449961 + Penalty 628.878322 = -39045.571639 nChanged 2 SP:Iteration 23Q (4426.913427 sec): 3 clusters Score: Raw -39677.823825 + Penalty 628.878322 = -39048.945503 nChanged 3 SP:Iteration 24Q (4426.960262 sec): 3 clusters Score: Raw -39679.985443 + Penalty 628.878322 = -39051.107122 nChanged 0 SP:Iteration 25F (4427.007543 sec): 3 clusters Score: Raw -39679.985443 + Penalty 628.878322 = -39051.107122 nChanged 0 Trying to split cluster 36 (907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4427.029217 sec): 2 clusters Score: Raw -32931.094035 + Penalty 309.861481 = -32621.232553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4427.071887 sec): 3 clusters Score: Raw -32514.940737 + Penalty 619.722963 = -31895.217774 nChanged 330 SP:Iteration 1F (4427.117421 sec): 3 clusters Score: Raw -32717.653065 + Penalty 619.722963 = -32097.930102 nChanged 79 SP:Iteration 2F (4427.162546 sec): 3 clusters Score: Raw -32771.491624 + Penalty 619.722963 = -32151.768661 nChanged 51 SP:Iteration 3F (4427.216329 sec): 3 clusters Score: Raw -32806.637258 + Penalty 619.722963 = -32186.914295 nChanged 39 SP:Iteration 4Q (4427.251841 sec): 3 clusters Score: Raw -32835.481426 + Penalty 619.722963 = -32215.758463 nChanged 27 SP:Iteration 5Q (4427.302932 sec): 3 clusters Score: Raw -32856.015055 + Penalty 619.722963 = -32236.292092 nChanged 31 SP:Iteration 6Q (4427.350422 sec): 3 clusters Score: Raw -32879.129188 + Penalty 619.722963 = -32259.406225 nChanged 25 SP:Iteration 7Q (4427.402151 sec): 3 clusters Score: Raw -32900.093676 + Penalty 619.722963 = -32280.370713 nChanged 23 SP:Iteration 8Q (4427.433770 sec): 3 clusters Score: Raw -32915.048191 + Penalty 619.722963 = -32295.325228 nChanged 19 SP:Iteration 9Q (4427.483970 sec): 3 clusters Score: Raw -32926.589998 + Penalty 619.722963 = -32306.867035 nChanged 16 SP:Iteration 10Q (4427.532029 sec): 3 clusters Score: Raw -32939.193532 + Penalty 619.722963 = -32319.470569 nChanged 14 SP:Iteration 11Q (4427.577688 sec): 3 clusters Score: Raw -32953.658205 + Penalty 619.722963 = -32333.935242 nChanged 10 SP:Iteration 12Q (4427.620314 sec): 3 clusters Score: Raw -32961.601207 + Penalty 619.722963 = -32341.878244 nChanged 11 SP:Iteration 13Q (4427.661594 sec): 3 clusters Score: Raw -32973.245994 + Penalty 619.722963 = -32353.523031 nChanged 10 SP:Iteration 14Q (4427.711141 sec): 3 clusters Score: Raw -32982.219774 + Penalty 619.722963 = -32362.496811 nChanged 10 SP:Iteration 15Q (4427.758109 sec): 3 clusters Score: Raw -32990.006777 + Penalty 619.722963 = -32370.283814 nChanged 4 SP:Iteration 16Q (4427.806919 sec): 3 clusters Score: Raw -32992.965550 + Penalty 619.722963 = -32373.242587 nChanged 5 SP:Iteration 17Q (4427.855253 sec): 3 clusters Score: Raw -32996.154757 + Penalty 619.722963 = -32376.431794 nChanged 3 SP:Iteration 18Q (4427.898527 sec): 3 clusters Score: Raw -32998.149771 + Penalty 619.722963 = -32378.426808 nChanged 2 SP:Iteration 19Q (4427.936601 sec): 3 clusters Score: Raw -32999.449567 + Penalty 619.722963 = -32379.726604 nChanged 2 SP:Iteration 20F (4427.982587 sec): 3 clusters Score: Raw -33001.178604 + Penalty 619.722963 = -32381.455641 nChanged 4 SP:Iteration 21Q (4428.035629 sec): 3 clusters Score: Raw -33002.889549 + Penalty 619.722963 = -32383.166586 nChanged 1 SP:Iteration 22Q (4428.072759 sec): 3 clusters Score: Raw -33003.046438 + Penalty 619.722963 = -32383.323475 nChanged 0 SP:Iteration 23F (4428.117897 sec): 3 clusters Score: Raw -33003.046438 + Penalty 619.722963 = -32383.323475 nChanged 0 Trying to split cluster 37 (64468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4428.206716 sec): 2 clusters Score: Raw -2534918.844840 + Penalty 503.863554 = -2534414.981287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4428.316959 sec): 3 clusters Score: Raw -2492161.731066 + Penalty 1007.727107 = -2491154.003959 nChanged 31243 SP:Iteration 1F (4428.423139 sec): 3 clusters Score: Raw -2511433.661763 + Penalty 1007.727107 = -2510425.934655 nChanged 3222 SP:Iteration 2Q (4428.528760 sec): 3 clusters Score: Raw -2512853.361206 + Penalty 1007.727107 = -2511845.634099 nChanged 3685 SP:Iteration 3F (4428.641121 sec): 3 clusters Score: Raw -2514839.532973 + Penalty 1007.727107 = -2513831.805865 nChanged 3945 SP:Iteration 4F (4428.740642 sec): 3 clusters Score: Raw -2517064.753732 + Penalty 1007.727107 = -2516057.026624 nChanged 3824 SP:Iteration 5F (4428.838179 sec): 3 clusters Score: Raw -2519110.758546 + Penalty 1007.727107 = -2518103.031438 nChanged 3428 SP:Iteration 6F (4428.945080 sec): 3 clusters Score: Raw -2520947.842524 + Penalty 1007.727107 = -2519940.115417 nChanged 3114 SP:Iteration 7Q (4429.061524 sec): 3 clusters Score: Raw -2522600.075404 + Penalty 1007.727107 = -2521592.348297 nChanged 2696 SP:Iteration 8Q (4429.163051 sec): 3 clusters Score: Raw -2524031.552848 + Penalty 1007.727107 = -2523023.825741 nChanged 2461 SP:Iteration 9Q (4429.278140 sec): 3 clusters Score: Raw -2525271.586429 + Penalty 1007.727107 = -2524263.859322 nChanged 2003 SP:Iteration 10Q (4429.383022 sec): 3 clusters Score: Raw -2526220.258561 + Penalty 1007.727107 = -2525212.531454 nChanged 1580 SP:Iteration 11Q (4429.502983 sec): 3 clusters Score: Raw -2526783.505528 + Penalty 1007.727107 = -2525775.778421 nChanged 1135 SP:Iteration 12Q (4429.614189 sec): 3 clusters Score: Raw -2527105.022544 + Penalty 1007.727107 = -2526097.295437 nChanged 868 SP:Iteration 13Q (4429.720785 sec): 3 clusters Score: Raw -2527322.865375 + Penalty 1007.727107 = -2526315.138268 nChanged 798 SP:Iteration 14Q (4429.831152 sec): 3 clusters Score: Raw -2527520.253101 + Penalty 1007.727107 = -2526512.525994 nChanged 732 SP:Iteration 15Q (4429.949232 sec): 3 clusters Score: Raw -2527678.488023 + Penalty 1007.727107 = -2526670.760916 nChanged 710 SP:Iteration 16Q (4430.063637 sec): 3 clusters Score: Raw -2527828.941421 + Penalty 1007.727107 = -2526821.214314 nChanged 717 SP:Iteration 17Q (4430.172537 sec): 3 clusters Score: Raw -2527996.172199 + Penalty 1007.727107 = -2526988.445092 nChanged 778 SP:Iteration 18Q (4430.286182 sec): 3 clusters Score: Raw -2528194.223354 + Penalty 1007.727107 = -2527186.496246 nChanged 810 SP:Iteration 19Q (4430.399211 sec): 3 clusters Score: Raw -2528406.119730 + Penalty 1007.727107 = -2527398.392622 nChanged 852 SP:Iteration 20F (4430.498597 sec): 3 clusters Score: Raw -2528630.514930 + Penalty 1007.727107 = -2527622.787823 nChanged 843 SP:Iteration 21Q (4430.605856 sec): 3 clusters Score: Raw -2528853.430190 + Penalty 1007.727107 = -2527845.703082 nChanged 861 SP:Iteration 22Q (4430.717115 sec): 3 clusters Score: Raw -2529083.458876 + Penalty 1007.727107 = -2528075.731769 nChanged 838 SP:Iteration 23Q (4430.813465 sec): 3 clusters Score: Raw -2529293.896878 + Penalty 1007.727107 = -2528286.169771 nChanged 865 SP:Iteration 24Q (4430.912693 sec): 3 clusters Score: Raw -2529516.753237 + Penalty 1007.727107 = -2528509.026130 nChanged 830 SP:Iteration 25Q (4431.027039 sec): 3 clusters Score: Raw -2529720.140831 + Penalty 1007.727107 = -2528712.413723 nChanged 816 SP:Iteration 26Q (4431.140045 sec): 3 clusters Score: Raw -2529912.035409 + Penalty 1007.727107 = -2528904.308302 nChanged 770 SP:Iteration 27Q (4431.232275 sec): 3 clusters Score: Raw -2530093.727816 + Penalty 1007.727107 = -2529086.000709 nChanged 765 SP:Iteration 28Q (4431.346361 sec): 3 clusters Score: Raw -2530277.362887 + Penalty 1007.727107 = -2529269.635779 nChanged 768 SP:Iteration 29Q (4431.450321 sec): 3 clusters Score: Raw -2530476.741552 + Penalty 1007.727107 = -2529469.014445 nChanged 796 SP:Iteration 30Q (4431.562854 sec): 3 clusters Score: Raw -2530687.988733 + Penalty 1007.727107 = -2529680.261626 nChanged 775 SP:Iteration 31Q (4431.666151 sec): 3 clusters Score: Raw -2530901.781084 + Penalty 1007.727107 = -2529894.053977 nChanged 779 SP:Iteration 32Q (4431.770790 sec): 3 clusters Score: Raw -2531118.559827 + Penalty 1007.727107 = -2530110.832720 nChanged 780 SP:Iteration 33Q (4431.872472 sec): 3 clusters Score: Raw -2531351.190536 + Penalty 1007.727107 = -2530343.463428 nChanged 817 SP:Iteration 34Q (4431.969842 sec): 3 clusters Score: Raw -2531613.146574 + Penalty 1007.727107 = -2530605.419466 nChanged 818 SP:Iteration 35Q (4432.076363 sec): 3 clusters Score: Raw -2531887.197097 + Penalty 1007.727107 = -2530879.469990 nChanged 803 SP:Iteration 36Q (4432.183248 sec): 3 clusters Score: Raw -2532164.212783 + Penalty 1007.727107 = -2531156.485676 nChanged 782 SP:Iteration 37Q (4432.285675 sec): 3 clusters Score: Raw -2532450.225758 + Penalty 1007.727107 = -2531442.498650 nChanged 749 SP:Iteration 38Q (4432.381314 sec): 3 clusters Score: Raw -2532761.454478 + Penalty 1007.727107 = -2531753.727370 nChanged 730 SP:Iteration 39Q (4432.483310 sec): 3 clusters Score: Raw -2533076.534563 + Penalty 1007.727107 = -2532068.807456 nChanged 672 SP:Iteration 40F (4432.589313 sec): 3 clusters Score: Raw -2533382.012001 + Penalty 1007.727107 = -2532374.284894 nChanged 644 SP:Iteration 41Q (4432.694115 sec): 3 clusters Score: Raw -2533680.845173 + Penalty 1007.727107 = -2532673.118066 nChanged 556 SP:Iteration 42Q (4432.805219 sec): 3 clusters Score: Raw -2533947.205764 + Penalty 1007.727107 = -2532939.478656 nChanged 505 SP:Iteration 43Q (4432.904442 sec): 3 clusters Score: Raw -2534186.934528 + Penalty 1007.727107 = -2533179.207421 nChanged 406 SP:Iteration 44Q (4432.993907 sec): 3 clusters Score: Raw -2534397.455772 + Penalty 1007.727107 = -2533389.728665 nChanged 348 SP:Iteration 45Q (4433.100411 sec): 3 clusters Score: Raw -2534565.036022 + Penalty 1007.727107 = -2533557.308915 nChanged 242 SP:Iteration 46Q (4433.203223 sec): 3 clusters Score: Raw -2534673.507205 + Penalty 1007.727107 = -2533665.780097 nChanged 194 SP:Iteration 47Q (4433.310664 sec): 3 clusters Score: Raw -2534751.775932 + Penalty 1007.727107 = -2533744.048825 nChanged 155 SP:Iteration 48Q (4433.395174 sec): 3 clusters Score: Raw -2534813.383097 + Penalty 1007.727107 = -2533805.655990 nChanged 120 SP:Iteration 49Q (4433.500141 sec): 3 clusters Score: Raw -2534857.497102 + Penalty 1007.727107 = -2533849.769995 nChanged 88 SP:Iteration 50Q (4433.598461 sec): 3 clusters Score: Raw -2534888.456632 + Penalty 1007.727107 = -2533880.729525 nChanged 77 SP:Iteration 51Q (4433.704245 sec): 3 clusters Score: Raw -2534918.957632 + Penalty 1007.727107 = -2533911.230525 nChanged 74 SP:Iteration 52Q (4433.797158 sec): 3 clusters Score: Raw -2534952.906269 + Penalty 1007.727107 = -2533945.179162 nChanged 70 SP:Iteration 53Q (4433.893381 sec): 3 clusters Score: Raw -2534984.265075 + Penalty 1007.727107 = -2533976.537968 nChanged 52 SP:Iteration 54Q (4433.995086 sec): 3 clusters Score: Raw -2535004.996530 + Penalty 1007.727107 = -2533997.269423 nChanged 35 SP:Iteration 55Q (4434.088276 sec): 3 clusters Score: Raw -2535014.649561 + Penalty 1007.727107 = -2534006.922453 nChanged 24 SP:Iteration 56Q (4434.187735 sec): 3 clusters Score: Raw -2535021.765200 + Penalty 1007.727107 = -2534014.038092 nChanged 31 SP:Iteration 57Q (4434.283690 sec): 3 clusters Score: Raw -2535033.035162 + Penalty 1007.727107 = -2534025.308055 nChanged 34 SP:Iteration 58Q (4434.373976 sec): 3 clusters Score: Raw -2535044.229508 + Penalty 1007.727107 = -2534036.502401 nChanged 31 SP:Iteration 59Q (4434.471598 sec): 3 clusters Score: Raw -2535055.094576 + Penalty 1007.727107 = -2534047.367468 nChanged 20 SP:Iteration 60F (4434.574959 sec): 3 clusters Score: Raw -2535062.319188 + Penalty 1007.727107 = -2534054.592081 nChanged 16 SP:Iteration 61Q (4434.675780 sec): 3 clusters Score: Raw -2535069.450730 + Penalty 1007.727107 = -2534061.723622 nChanged 20 SP:Iteration 62Q (4434.777673 sec): 3 clusters Score: Raw -2535075.505706 + Penalty 1007.727107 = -2534067.778598 nChanged 19 SP:Iteration 63Q (4434.877439 sec): 3 clusters Score: Raw -2535081.149981 + Penalty 1007.727107 = -2534073.422874 nChanged 18 SP:Iteration 64Q (4434.966437 sec): 3 clusters Score: Raw -2535086.151558 + Penalty 1007.727107 = -2534078.424451 nChanged 10 SP:Iteration 65Q (4435.071491 sec): 3 clusters Score: Raw -2535089.215494 + Penalty 1007.727107 = -2534081.488386 nChanged 7 SP:Iteration 66Q (4435.165844 sec): 3 clusters Score: Raw -2535091.066271 + Penalty 1007.727107 = -2534083.339164 nChanged 7 SP:Iteration 67Q (4435.267921 sec): 3 clusters Score: Raw -2535095.395047 + Penalty 1007.727107 = -2534087.667940 nChanged 11 SP:Iteration 68Q (4435.353072 sec): 3 clusters Score: Raw -2535099.633835 + Penalty 1007.727107 = -2534091.906727 nChanged 11 SP:Iteration 69Q (4435.460913 sec): 3 clusters Score: Raw -2535105.156093 + Penalty 1007.727107 = -2534097.428986 nChanged 18 SP:Iteration 70Q (4435.578050 sec): 3 clusters Score: Raw -2535118.441829 + Penalty 1007.727107 = -2534110.714722 nChanged 18 SP:Iteration 71Q (4435.669462 sec): 3 clusters Score: Raw -2535128.795594 + Penalty 1007.727107 = -2534121.068487 nChanged 19 SP:Iteration 72Q (4435.767344 sec): 3 clusters Score: Raw -2535137.085676 + Penalty 1007.727107 = -2534129.358569 nChanged 12 SP:Iteration 73Q (4435.860724 sec): 3 clusters Score: Raw -2535140.404018 + Penalty 1007.727107 = -2534132.676911 nChanged 6 SP:Iteration 74Q (4435.954653 sec): 3 clusters Score: Raw -2535142.266672 + Penalty 1007.727107 = -2534134.539565 nChanged 8 SP:Iteration 75Q (4436.046308 sec): 3 clusters Score: Raw -2535144.832225 + Penalty 1007.727107 = -2534137.105118 nChanged 8 SP:Iteration 76Q (4436.142686 sec): 3 clusters Score: Raw -2535147.412180 + Penalty 1007.727107 = -2534139.685073 nChanged 10 SP:Iteration 77Q (4436.237408 sec): 3 clusters Score: Raw -2535150.570877 + Penalty 1007.727107 = -2534142.843770 nChanged 7 SP:Iteration 78Q (4436.337750 sec): 3 clusters Score: Raw -2535154.715801 + Penalty 1007.727107 = -2534146.988694 nChanged 9 SP:Iteration 79Q (4436.435442 sec): 3 clusters Score: Raw -2535158.455001 + Penalty 1007.727107 = -2534150.727894 nChanged 11 SP:Iteration 80F (4436.532241 sec): 3 clusters Score: Raw -2535162.765343 + Penalty 1007.727107 = -2534155.038235 nChanged 9 SP:Iteration 81Q (4436.636515 sec): 3 clusters Score: Raw -2535165.845495 + Penalty 1007.727107 = -2534158.118388 nChanged 7 SP:Iteration 82Q (4436.734083 sec): 3 clusters Score: Raw -2535168.637536 + Penalty 1007.727107 = -2534160.910429 nChanged 4 SP:Iteration 83Q (4436.831570 sec): 3 clusters Score: Raw -2535169.495162 + Penalty 1007.727107 = -2534161.768055 nChanged 2 SP:Iteration 84Q (4436.937478 sec): 3 clusters Score: Raw -2535170.073195 + Penalty 1007.727107 = -2534162.346088 nChanged 4 SP:Iteration 85Q (4437.031663 sec): 3 clusters Score: Raw -2535171.010522 + Penalty 1007.727107 = -2534163.283414 nChanged 2 SP:Iteration 86Q (4437.119749 sec): 3 clusters Score: Raw -2535171.349236 + Penalty 1007.727107 = -2534163.622129 nChanged 1 SP:Iteration 87Q (4437.216970 sec): 3 clusters Score: Raw -2535171.600906 + Penalty 1007.727107 = -2534163.873799 nChanged 1 SP:Iteration 88Q (4437.308475 sec): 3 clusters Score: Raw -2535171.644568 + Penalty 1007.727107 = -2534163.917461 nChanged 1 SP:Iteration 89Q (4437.407265 sec): 3 clusters Score: Raw -2535171.954129 + Penalty 1007.727107 = -2534164.227022 nChanged 0 SP:Iteration 90F (4437.506395 sec): 3 clusters Score: Raw -2535171.954129 + Penalty 1007.727107 = -2534164.227022 nChanged 0 Trying to split cluster 38 (3401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4437.537786 sec): 2 clusters Score: Raw -129999.456819 + Penalty 369.998028 = -129629.458791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4437.577251 sec): 3 clusters Score: Raw -128004.902192 + Penalty 739.996055 = -127264.906137 nChanged 1508 SP:Iteration 1F (4437.628330 sec): 3 clusters Score: Raw -128831.891433 + Penalty 739.996055 = -128091.895378 nChanged 237 SP:Iteration 2F (4437.666078 sec): 3 clusters Score: Raw -128949.087568 + Penalty 739.996055 = -128209.091512 nChanged 206 SP:Iteration 3F (4437.721703 sec): 3 clusters Score: Raw -129066.504076 + Penalty 739.996055 = -128326.508021 nChanged 215 SP:Iteration 4F (4437.768011 sec): 3 clusters Score: Raw -129216.906681 + Penalty 739.996055 = -128476.910626 nChanged 223 SP:Iteration 5F (4437.813884 sec): 3 clusters Score: Raw -129366.912266 + Penalty 739.996055 = -128626.916210 nChanged 203 SP:Iteration 6F (4437.864956 sec): 3 clusters Score: Raw -129523.272176 + Penalty 739.996055 = -128783.276121 nChanged 180 SP:Iteration 7F (4437.902254 sec): 3 clusters Score: Raw -129673.862028 + Penalty 739.996055 = -128933.865973 nChanged 147 SP:Iteration 8Q (4437.955701 sec): 3 clusters Score: Raw -129792.903251 + Penalty 739.996055 = -129052.907195 nChanged 110 SP:Iteration 9Q (4438.001517 sec): 3 clusters Score: Raw -129898.985668 + Penalty 739.996055 = -129158.989612 nChanged 84 SP:Iteration 10Q (4438.053645 sec): 3 clusters Score: Raw -129971.086594 + Penalty 739.996055 = -129231.090538 nChanged 47 SP:Iteration 11Q (4438.093424 sec): 3 clusters Score: Raw -130027.997352 + Penalty 739.996055 = -129288.001296 nChanged 29 SP:Iteration 12Q (4438.144252 sec): 3 clusters Score: Raw -130069.127138 + Penalty 739.996055 = -129329.131083 nChanged 21 SP:Iteration 13Q (4438.199352 sec): 3 clusters Score: Raw -130090.904523 + Penalty 739.996055 = -129350.908467 nChanged 14 SP:Iteration 14Q (4438.247801 sec): 3 clusters Score: Raw -130104.716863 + Penalty 739.996055 = -129364.720807 nChanged 11 SP:Iteration 15Q (4438.299964 sec): 3 clusters Score: Raw -130115.085895 + Penalty 739.996055 = -129375.089839 nChanged 6 SP:Iteration 16Q (4438.340368 sec): 3 clusters Score: Raw -130120.996004 + Penalty 739.996055 = -129380.999948 nChanged 2 SP:Iteration 17Q (4438.387450 sec): 3 clusters Score: Raw -130121.893383 + Penalty 739.996055 = -129381.897327 nChanged 1 SP:Iteration 18Q (4438.435421 sec): 3 clusters Score: Raw -130122.114438 + Penalty 739.996055 = -129382.118382 nChanged 2 SP:Iteration 19Q (4438.475517 sec): 3 clusters Score: Raw -130122.761073 + Penalty 739.996055 = -129382.765018 nChanged 0 SP:Iteration 20F (4438.521021 sec): 3 clusters Score: Raw -130122.761073 + Penalty 739.996055 = -129382.765018 nChanged 0 Trying to split cluster 39 (10333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4438.558806 sec): 2 clusters Score: Raw -426825.024348 + Penalty 420.560956 = -426404.463392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4438.612633 sec): 3 clusters Score: Raw -420269.011212 + Penalty 841.121912 = -419427.889300 nChanged 4941 SP:Iteration 1F (4438.670002 sec): 3 clusters Score: Raw -423168.021667 + Penalty 841.121912 = -422326.899755 nChanged 584 SP:Iteration 2F (4438.717074 sec): 3 clusters Score: Raw -423462.502270 + Penalty 841.121912 = -422621.380358 nChanged 615 SP:Iteration 3F (4438.771118 sec): 3 clusters Score: Raw -423853.892990 + Penalty 841.121912 = -423012.771077 nChanged 592 SP:Iteration 4F (4438.828525 sec): 3 clusters Score: Raw -424305.488088 + Penalty 841.121912 = -423464.366176 nChanged 651 SP:Iteration 5F (4438.888298 sec): 3 clusters Score: Raw -424794.673507 + Penalty 841.121912 = -423953.551595 nChanged 578 SP:Iteration 6F (4438.932157 sec): 3 clusters Score: Raw -425176.401541 + Penalty 841.121912 = -424335.279629 nChanged 468 SP:Iteration 7Q (4438.986088 sec): 3 clusters Score: Raw -425476.632352 + Penalty 841.121912 = -424635.510440 nChanged 407 SP:Iteration 8Q (4439.044401 sec): 3 clusters Score: Raw -425738.494945 + Penalty 841.121912 = -424897.373032 nChanged 319 SP:Iteration 9Q (4439.106282 sec): 3 clusters Score: Raw -425917.367393 + Penalty 841.121912 = -425076.245480 nChanged 253 SP:Iteration 10Q (4439.150640 sec): 3 clusters Score: Raw -426054.520636 + Penalty 841.121912 = -425213.398724 nChanged 230 SP:Iteration 11Q (4439.215642 sec): 3 clusters Score: Raw -426185.018211 + Penalty 841.121912 = -425343.896299 nChanged 186 SP:Iteration 12Q (4439.268506 sec): 3 clusters Score: Raw -426297.210805 + Penalty 841.121912 = -425456.088892 nChanged 182 SP:Iteration 13Q (4439.326740 sec): 3 clusters Score: Raw -426391.035162 + Penalty 841.121912 = -425549.913250 nChanged 171 SP:Iteration 14Q (4439.376019 sec): 3 clusters Score: Raw -426472.173736 + Penalty 841.121912 = -425631.051824 nChanged 138 SP:Iteration 15Q (4439.432002 sec): 3 clusters Score: Raw -426532.027458 + Penalty 841.121912 = -425690.905546 nChanged 138 SP:Iteration 16Q (4439.484213 sec): 3 clusters Score: Raw -426593.267978 + Penalty 841.121912 = -425752.146066 nChanged 132 SP:Iteration 17Q (4439.547110 sec): 3 clusters Score: Raw -426647.230226 + Penalty 841.121912 = -425806.108314 nChanged 126 SP:Iteration 18Q (4439.598361 sec): 3 clusters Score: Raw -426692.470279 + Penalty 841.121912 = -425851.348367 nChanged 95 SP:Iteration 19Q (4439.648672 sec): 3 clusters Score: Raw -426724.615908 + Penalty 841.121912 = -425883.493995 nChanged 87 SP:Iteration 20F (4439.700775 sec): 3 clusters Score: Raw -426759.576683 + Penalty 841.121912 = -425918.454771 nChanged 95 SP:Iteration 21Q (4439.756930 sec): 3 clusters Score: Raw -426800.065467 + Penalty 841.121912 = -425958.943555 nChanged 97 SP:Iteration 22Q (4439.813547 sec): 3 clusters Score: Raw -426847.801773 + Penalty 841.121912 = -426006.679860 nChanged 97 SP:Iteration 23Q (4439.859937 sec): 3 clusters Score: Raw -426886.076728 + Penalty 841.121912 = -426044.954816 nChanged 81 SP:Iteration 24Q (4439.918378 sec): 3 clusters Score: Raw -426910.998942 + Penalty 841.121912 = -426069.877030 nChanged 62 SP:Iteration 25Q (4439.962198 sec): 3 clusters Score: Raw -426931.553860 + Penalty 841.121912 = -426090.431948 nChanged 66 SP:Iteration 26Q (4440.017243 sec): 3 clusters Score: Raw -426954.023735 + Penalty 841.121912 = -426112.901823 nChanged 51 SP:Iteration 27Q (4440.080234 sec): 3 clusters Score: Raw -426969.731997 + Penalty 841.121912 = -426128.610084 nChanged 51 SP:Iteration 28Q (4440.134671 sec): 3 clusters Score: Raw -426982.901625 + Penalty 841.121912 = -426141.779712 nChanged 41 SP:Iteration 29Q (4440.186457 sec): 3 clusters Score: Raw -426993.160754 + Penalty 841.121912 = -426152.038842 nChanged 45 SP:Iteration 30Q (4440.233337 sec): 3 clusters Score: Raw -427004.681885 + Penalty 841.121912 = -426163.559972 nChanged 31 SP:Iteration 31Q (4440.283699 sec): 3 clusters Score: Raw -427011.175303 + Penalty 841.121912 = -426170.053391 nChanged 28 SP:Iteration 32Q (4440.337075 sec): 3 clusters Score: Raw -427014.631448 + Penalty 841.121912 = -426173.509536 nChanged 14 SP:Iteration 33Q (4440.393376 sec): 3 clusters Score: Raw -427015.777276 + Penalty 841.121912 = -426174.655364 nChanged 11 SP:Iteration 34Q (4440.447807 sec): 3 clusters Score: Raw -427016.879821 + Penalty 841.121912 = -426175.757909 nChanged 9 SP:Iteration 35Q (4440.491943 sec): 3 clusters Score: Raw -427017.628096 + Penalty 841.121912 = -426176.506184 nChanged 5 SP:Iteration 36Q (4440.560877 sec): 3 clusters Score: Raw -427018.043758 + Penalty 841.121912 = -426176.921846 nChanged 9 SP:Iteration 37Q (4440.614841 sec): 3 clusters Score: Raw -427018.993780 + Penalty 841.121912 = -426177.871868 nChanged 11 SP:Iteration 38Q (4440.675590 sec): 3 clusters Score: Raw -427020.092241 + Penalty 841.121912 = -426178.970329 nChanged 8 SP:Iteration 39Q (4440.722906 sec): 3 clusters Score: Raw -427020.742018 + Penalty 841.121912 = -426179.620106 nChanged 10 SP:Iteration 40F (4440.773073 sec): 3 clusters Score: Raw -427021.607908 + Penalty 841.121912 = -426180.485996 nChanged 6 SP:Iteration 41Q (4440.818097 sec): 3 clusters Score: Raw -427022.216587 + Penalty 841.121912 = -426181.094674 nChanged 3 SP:Iteration 42Q (4440.877048 sec): 3 clusters Score: Raw -427022.348128 + Penalty 841.121912 = -426181.226215 nChanged 4 SP:Iteration 43Q (4440.923742 sec): 3 clusters Score: Raw -427022.631558 + Penalty 841.121912 = -426181.509646 nChanged 3 SP:Iteration 44Q (4440.974860 sec): 3 clusters Score: Raw -427022.830301 + Penalty 841.121912 = -426181.708389 nChanged 3 SP:Iteration 45Q (4441.020156 sec): 3 clusters Score: Raw -427022.985257 + Penalty 841.121912 = -426181.863345 nChanged 4 SP:Iteration 46Q (4441.078416 sec): 3 clusters Score: Raw -427023.174822 + Penalty 841.121912 = -426182.052909 nChanged 2 SP:Iteration 47Q (4441.125042 sec): 3 clusters Score: Raw -427023.437473 + Penalty 841.121912 = -426182.315561 nChanged 3 SP:Iteration 48Q (4441.176872 sec): 3 clusters Score: Raw -427023.881235 + Penalty 841.121912 = -426182.759323 nChanged 5 SP:Iteration 49Q (4441.235408 sec): 3 clusters Score: Raw -427024.400095 + Penalty 841.121912 = -426183.278183 nChanged 5 SP:Iteration 50Q (4441.282430 sec): 3 clusters Score: Raw -427024.851772 + Penalty 841.121912 = -426183.729860 nChanged 7 SP:Iteration 51Q (4441.336727 sec): 3 clusters Score: Raw -427025.375042 + Penalty 841.121912 = -426184.253130 nChanged 6 SP:Iteration 52Q (4441.387671 sec): 3 clusters Score: Raw -427025.701041 + Penalty 841.121912 = -426184.579129 nChanged 5 SP:Iteration 53Q (4441.443153 sec): 3 clusters Score: Raw -427025.968326 + Penalty 841.121912 = -426184.846414 nChanged 2 SP:Iteration 54Q (4441.492587 sec): 3 clusters Score: Raw -427026.082429 + Penalty 841.121912 = -426184.960516 nChanged 1 SP:Iteration 55Q (4441.535960 sec): 3 clusters Score: Raw -427026.141061 + Penalty 841.121912 = -426185.019148 nChanged 1 SP:Iteration 56Q (4441.589633 sec): 3 clusters Score: Raw -427026.191583 + Penalty 841.121912 = -426185.069670 nChanged 1 SP:Iteration 57Q (4441.641226 sec): 3 clusters Score: Raw -427026.255538 + Penalty 841.121912 = -426185.133626 nChanged 2 SP:Iteration 58Q (4441.701358 sec): 3 clusters Score: Raw -427026.466463 + Penalty 841.121912 = -426185.344551 nChanged 2 SP:Iteration 59Q (4441.754035 sec): 3 clusters Score: Raw -427026.566337 + Penalty 841.121912 = -426185.444425 nChanged 2 SP:Iteration 60F (4441.806121 sec): 3 clusters Score: Raw -427026.778431 + Penalty 841.121912 = -426185.656518 nChanged 5 SP:Iteration 61Q (4441.857639 sec): 3 clusters Score: Raw -427027.296173 + Penalty 841.121912 = -426186.174261 nChanged 4 SP:Iteration 62Q (4441.898826 sec): 3 clusters Score: Raw -427027.698346 + Penalty 841.121912 = -426186.576434 nChanged 2 SP:Iteration 63Q (4441.955122 sec): 3 clusters Score: Raw -427027.834295 + Penalty 841.121912 = -426186.712383 nChanged 2 SP:Iteration 64Q (4442.007144 sec): 3 clusters Score: Raw -427027.921588 + Penalty 841.121912 = -426186.799676 nChanged 0 SP:Iteration 65F (4442.059339 sec): 3 clusters Score: Raw -427027.921588 + Penalty 841.121912 = -426186.799676 nChanged 0 Trying to split cluster 40 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4442.085149 sec): 2 clusters Score: Raw -24784.521785 + Penalty 296.755222 = -24487.766563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4442.129928 sec): 3 clusters Score: Raw -24466.163392 + Penalty 593.510445 = -23872.652947 nChanged 246 SP:Iteration 1F (4442.177695 sec): 3 clusters Score: Raw -24657.710471 + Penalty 593.510445 = -24064.200027 nChanged 84 SP:Iteration 2F (4442.224219 sec): 3 clusters Score: Raw -24741.647088 + Penalty 593.510445 = -24148.136643 nChanged 44 SP:Iteration 3F (4442.260653 sec): 3 clusters Score: Raw -24777.011869 + Penalty 593.510445 = -24183.501424 nChanged 29 SP:Iteration 4Q (4442.310710 sec): 3 clusters Score: Raw -24800.625459 + Penalty 593.510445 = -24207.115014 nChanged 18 SP:Iteration 5Q (4442.348163 sec): 3 clusters Score: Raw -24814.978951 + Penalty 593.510445 = -24221.468506 nChanged 20 SP:Iteration 6Q (4442.389214 sec): 3 clusters Score: Raw -24827.647993 + Penalty 593.510445 = -24234.137548 nChanged 12 SP:Iteration 7Q (4442.438852 sec): 3 clusters Score: Raw -24834.567741 + Penalty 593.510445 = -24241.057297 nChanged 10 SP:Iteration 8Q (4442.479033 sec): 3 clusters Score: Raw -24838.400763 + Penalty 593.510445 = -24244.890319 nChanged 5 SP:Iteration 9Q (4442.525551 sec): 3 clusters Score: Raw -24839.585477 + Penalty 593.510445 = -24246.075033 nChanged 1 SP:Iteration 10Q (4442.572664 sec): 3 clusters Score: Raw -24839.808939 + Penalty 593.510445 = -24246.298494 nChanged 1 SP:Iteration 11Q (4442.629760 sec): 3 clusters Score: Raw -24840.207043 + Penalty 593.510445 = -24246.696598 nChanged 1 SP:Iteration 12Q (4442.665821 sec): 3 clusters Score: Raw -24840.657790 + Penalty 593.510445 = -24247.147345 nChanged 2 SP:Iteration 13Q (4442.723429 sec): 3 clusters Score: Raw -24841.310415 + Penalty 593.510445 = -24247.799970 nChanged 3 SP:Iteration 14Q (4442.760810 sec): 3 clusters Score: Raw -24842.451791 + Penalty 593.510445 = -24248.941347 nChanged 4 SP:Iteration 15Q (4442.809407 sec): 3 clusters Score: Raw -24844.524990 + Penalty 593.510445 = -24251.014545 nChanged 2 SP:Iteration 16Q (4442.857637 sec): 3 clusters Score: Raw -24847.238245 + Penalty 593.510445 = -24253.727801 nChanged 7 SP:Iteration 17Q (4442.900740 sec): 3 clusters Score: Raw -24851.514932 + Penalty 593.510445 = -24258.004488 nChanged 4 SP:Iteration 18Q (4442.942472 sec): 3 clusters Score: Raw -24853.461732 + Penalty 593.510445 = -24259.951287 nChanged 3 SP:Iteration 19Q (4442.993704 sec): 3 clusters Score: Raw -24857.474764 + Penalty 593.510445 = -24263.964319 nChanged 7 SP:Iteration 20F (4443.033240 sec): 3 clusters Score: Raw -24869.113120 + Penalty 593.510445 = -24275.602675 nChanged 5 SP:Iteration 21Q (4443.083560 sec): 3 clusters Score: Raw -24884.735353 + Penalty 593.510445 = -24291.224908 nChanged 14 SP:Iteration 22Q (4443.129404 sec): 3 clusters Score: Raw -24904.630530 + Penalty 593.510445 = -24311.120085 nChanged 14 SP:Iteration 23Q (4443.162147 sec): 3 clusters Score: Raw -24921.797238 + Penalty 593.510445 = -24328.286793 nChanged 9 SP:Iteration 24Q (4443.206833 sec): 3 clusters Score: Raw -24941.840532 + Penalty 593.510445 = -24348.330087 nChanged 9 SP:Iteration 25Q (4443.251117 sec): 3 clusters Score: Raw -24962.972003 + Penalty 593.510445 = -24369.461558 nChanged 9 SP:Iteration 26Q (4443.305303 sec): 3 clusters Score: Raw -24987.897992 + Penalty 593.510445 = -24394.387547 nChanged 13 SP:Iteration 27Q (4443.342586 sec): 3 clusters Score: Raw -25004.811544 + Penalty 593.510445 = -24411.301099 nChanged 11 SP:Iteration 28Q (4443.387461 sec): 3 clusters Score: Raw -25012.689374 + Penalty 593.510445 = -24419.178929 nChanged 6 SP:Iteration 29Q (4443.437548 sec): 3 clusters Score: Raw -25015.548251 + Penalty 593.510445 = -24422.037807 nChanged 4 SP:Iteration 30Q (4443.486788 sec): 3 clusters Score: Raw -25016.970150 + Penalty 593.510445 = -24423.459706 nChanged 2 SP:Iteration 31Q (4443.530301 sec): 3 clusters Score: Raw -25017.856117 + Penalty 593.510445 = -24424.345672 nChanged 3 SP:Iteration 32Q (4443.568951 sec): 3 clusters Score: Raw -25019.405313 + Penalty 593.510445 = -24425.894868 nChanged 4 SP:Iteration 33Q (4443.620296 sec): 3 clusters Score: Raw -25021.605355 + Penalty 593.510445 = -24428.094910 nChanged 3 SP:Iteration 34Q (4443.662275 sec): 3 clusters Score: Raw -25022.901287 + Penalty 593.510445 = -24429.390842 nChanged 3 SP:Iteration 35Q (4443.697211 sec): 3 clusters Score: Raw -25024.801994 + Penalty 593.510445 = -24431.291550 nChanged 2 SP:Iteration 36Q (4443.754664 sec): 3 clusters Score: Raw -25025.600315 + Penalty 593.510445 = -24432.089870 nChanged 3 SP:Iteration 37Q (4443.799190 sec): 3 clusters Score: Raw -25027.427486 + Penalty 593.510445 = -24433.917042 nChanged 2 SP:Iteration 38Q (4443.848723 sec): 3 clusters Score: Raw -25028.414538 + Penalty 593.510445 = -24434.904093 nChanged 2 SP:Iteration 39Q (4443.891464 sec): 3 clusters Score: Raw -25030.184175 + Penalty 593.510445 = -24436.673730 nChanged 2 SP:Iteration 40F (4443.940109 sec): 3 clusters Score: Raw -25031.194596 + Penalty 593.510445 = -24437.684152 nChanged 3 SP:Iteration 41Q (4443.981123 sec): 3 clusters Score: Raw -25033.270358 + Penalty 593.510445 = -24439.759913 nChanged 2 SP:Iteration 42Q (4444.032871 sec): 3 clusters Score: Raw -25034.520515 + Penalty 593.510445 = -24441.010071 nChanged 1 SP:Iteration 43Q (4444.076832 sec): 3 clusters Score: Raw -25034.983082 + Penalty 593.510445 = -24441.472638 nChanged 2 SP:Iteration 44Q (4444.123762 sec): 3 clusters Score: Raw -25036.410762 + Penalty 593.510445 = -24442.900317 nChanged 1 SP:Iteration 45Q (4444.169031 sec): 3 clusters Score: Raw -25036.946491 + Penalty 593.510445 = -24443.436046 nChanged 2 SP:Iteration 46Q (4444.206605 sec): 3 clusters Score: Raw -25037.624750 + Penalty 593.510445 = -24444.114305 nChanged 1 SP:Iteration 47Q (4444.252396 sec): 3 clusters Score: Raw -25038.041699 + Penalty 593.510445 = -24444.531255 nChanged 1 SP:Iteration 48Q (4444.303195 sec): 3 clusters Score: Raw -25038.532139 + Penalty 593.510445 = -24445.021695 nChanged 1 SP:Iteration 49Q (4444.353010 sec): 3 clusters Score: Raw -25038.745815 + Penalty 593.510445 = -24445.235370 nChanged 0 SP:Iteration 50F (4444.392157 sec): 3 clusters Score: Raw -25038.745815 + Penalty 593.510445 = -24445.235370 nChanged 0 Trying to split cluster 41 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4444.424062 sec): 2 clusters Score: Raw -5874.670869 + Penalty 245.202764 = -5629.468105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4444.470291 sec): 3 clusters Score: Raw -5831.053957 + Penalty 490.405527 = -5340.648430 nChanged 58 SP:Iteration 1F (4444.508974 sec): 3 clusters Score: Raw -5888.403612 + Penalty 490.405527 = -5397.998085 nChanged 16 SP:Iteration 2F (4444.549161 sec): 3 clusters Score: Raw -5902.383126 + Penalty 490.405527 = -5411.977599 nChanged 6 SP:Iteration 3Q (4444.585341 sec): 3 clusters Score: Raw -5912.566945 + Penalty 490.405527 = -5422.161417 nChanged 5 SP:Iteration 4Q (4444.637069 sec): 3 clusters Score: Raw -5917.415821 + Penalty 490.405527 = -5427.010293 nChanged 4 SP:Iteration 5Q (4444.684885 sec): 3 clusters Score: Raw -5921.849252 + Penalty 490.405527 = -5431.443725 nChanged 1 SP:Iteration 6Q (4444.733129 sec): 3 clusters Score: Raw -5924.411143 + Penalty 490.405527 = -5434.005616 nChanged 1 SP:Iteration 7Q (4444.778071 sec): 3 clusters Score: Raw -5928.261491 + Penalty 490.405527 = -5437.855964 nChanged 4 SP:Iteration 8Q (4444.827052 sec): 3 clusters Score: Raw -5935.622933 + Penalty 490.405527 = -5445.217405 nChanged 2 SP:Iteration 9Q (4444.867506 sec): 3 clusters Score: Raw -5937.520934 + Penalty 490.405527 = -5447.115406 nChanged 0 SP:Iteration 10F (4444.920655 sec): 3 clusters Score: Raw -5937.520934 + Penalty 490.405527 = -5447.115406 nChanged 0 Trying to split cluster 42 (1710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4444.945971 sec): 2 clusters Score: Raw -66289.103807 + Penalty 338.713314 = -65950.390493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4444.998933 sec): 3 clusters Score: Raw -65391.287047 + Penalty 677.426627 = -64713.860420 nChanged 716 SP:Iteration 1F (4445.036518 sec): 3 clusters Score: Raw -65846.676563 + Penalty 677.426627 = -65169.249935 nChanged 167 SP:Iteration 2F (4445.093008 sec): 3 clusters Score: Raw -65967.752572 + Penalty 677.426627 = -65290.325945 nChanged 117 SP:Iteration 3F (4445.138762 sec): 3 clusters Score: Raw -66051.900611 + Penalty 677.426627 = -65374.473983 nChanged 83 SP:Iteration 4Q (4445.181459 sec): 3 clusters Score: Raw -66127.823636 + Penalty 677.426627 = -65450.397009 nChanged 91 SP:Iteration 5F (4445.230040 sec): 3 clusters Score: Raw -66195.730681 + Penalty 677.426627 = -65518.304054 nChanged 71 SP:Iteration 6Q (4445.279847 sec): 3 clusters Score: Raw -66235.657857 + Penalty 677.426627 = -65558.231230 nChanged 46 SP:Iteration 7Q (4445.330076 sec): 3 clusters Score: Raw -66262.719209 + Penalty 677.426627 = -65585.292582 nChanged 40 SP:Iteration 8Q (4445.374121 sec): 3 clusters Score: Raw -66283.271901 + Penalty 677.426627 = -65605.845273 nChanged 25 SP:Iteration 9Q (4445.417023 sec): 3 clusters Score: Raw -66293.988101 + Penalty 677.426627 = -65616.561474 nChanged 21 SP:Iteration 10Q (4445.469243 sec): 3 clusters Score: Raw -66300.113542 + Penalty 677.426627 = -65622.686915 nChanged 18 SP:Iteration 11Q (4445.508207 sec): 3 clusters Score: Raw -66307.848522 + Penalty 677.426627 = -65630.421895 nChanged 15 SP:Iteration 12Q (4445.562635 sec): 3 clusters Score: Raw -66314.711042 + Penalty 677.426627 = -65637.284415 nChanged 14 SP:Iteration 13Q (4445.610522 sec): 3 clusters Score: Raw -66319.604301 + Penalty 677.426627 = -65642.177674 nChanged 11 SP:Iteration 14Q (4445.655626 sec): 3 clusters Score: Raw -66324.705124 + Penalty 677.426627 = -65647.278497 nChanged 10 SP:Iteration 15Q (4445.709879 sec): 3 clusters Score: Raw -66328.663305 + Penalty 677.426627 = -65651.236678 nChanged 10 SP:Iteration 16Q (4445.755449 sec): 3 clusters Score: Raw -66332.469413 + Penalty 677.426627 = -65655.042785 nChanged 13 SP:Iteration 17Q (4445.798041 sec): 3 clusters Score: Raw -66334.729813 + Penalty 677.426627 = -65657.303186 nChanged 6 SP:Iteration 18Q (4445.854427 sec): 3 clusters Score: Raw -66335.461255 + Penalty 677.426627 = -65658.034627 nChanged 7 SP:Iteration 19Q (4445.892692 sec): 3 clusters Score: Raw -66337.040148 + Penalty 677.426627 = -65659.613521 nChanged 7 SP:Iteration 20F (4445.939430 sec): 3 clusters Score: Raw -66340.142765 + Penalty 677.426627 = -65662.716138 nChanged 8 SP:Iteration 21Q (4445.980206 sec): 3 clusters Score: Raw -66342.927044 + Penalty 677.426627 = -65665.500417 nChanged 6 SP:Iteration 22Q (4446.030729 sec): 3 clusters Score: Raw -66345.164425 + Penalty 677.426627 = -65667.737798 nChanged 8 SP:Iteration 23Q (4446.068613 sec): 3 clusters Score: Raw -66348.102999 + Penalty 677.426627 = -65670.676371 nChanged 7 SP:Iteration 24Q (4446.113109 sec): 3 clusters Score: Raw -66349.848820 + Penalty 677.426627 = -65672.422193 nChanged 8 SP:Iteration 25Q (4446.153088 sec): 3 clusters Score: Raw -66351.854871 + Penalty 677.426627 = -65674.428244 nChanged 6 SP:Iteration 26Q (4446.191121 sec): 3 clusters Score: Raw -66353.345274 + Penalty 677.426627 = -65675.918647 nChanged 10 SP:Iteration 27Q (4446.242128 sec): 3 clusters Score: Raw -66355.770238 + Penalty 677.426627 = -65678.343611 nChanged 8 SP:Iteration 28Q (4446.283914 sec): 3 clusters Score: Raw -66358.300118 + Penalty 677.426627 = -65680.873491 nChanged 6 SP:Iteration 29Q (4446.335512 sec): 3 clusters Score: Raw -66361.067648 + Penalty 677.426627 = -65683.641021 nChanged 8 SP:Iteration 30Q (4446.368125 sec): 3 clusters Score: Raw -66364.194676 + Penalty 677.426627 = -65686.768048 nChanged 13 SP:Iteration 31Q (4446.407238 sec): 3 clusters Score: Raw -66371.196580 + Penalty 677.426627 = -65693.769953 nChanged 16 SP:Iteration 32Q (4446.448523 sec): 3 clusters Score: Raw -66377.338892 + Penalty 677.426627 = -65699.912265 nChanged 7 SP:Iteration 33Q (4446.493134 sec): 3 clusters Score: Raw -66378.704916 + Penalty 677.426627 = -65701.278289 nChanged 6 SP:Iteration 34Q (4446.535010 sec): 3 clusters Score: Raw -66379.853462 + Penalty 677.426627 = -65702.426835 nChanged 9 SP:Iteration 35Q (4446.573291 sec): 3 clusters Score: Raw -66381.574483 + Penalty 677.426627 = -65704.147856 nChanged 4 SP:Iteration 36Q (4446.616240 sec): 3 clusters Score: Raw -66382.251278 + Penalty 677.426627 = -65704.824651 nChanged 5 SP:Iteration 37Q (4446.657800 sec): 3 clusters Score: Raw -66383.637961 + Penalty 677.426627 = -65706.211334 nChanged 5 SP:Iteration 38Q (4446.711651 sec): 3 clusters Score: Raw -66384.959532 + Penalty 677.426627 = -65707.532905 nChanged 3 SP:Iteration 39Q (4446.751528 sec): 3 clusters Score: Raw -66385.600355 + Penalty 677.426627 = -65708.173728 nChanged 3 SP:Iteration 40F (4446.787361 sec): 3 clusters Score: Raw -66385.995416 + Penalty 677.426627 = -65708.568789 nChanged 5 SP:Iteration 41Q (4446.824505 sec): 3 clusters Score: Raw -66386.568282 + Penalty 677.426627 = -65709.141654 nChanged 1 SP:Iteration 42Q (4446.870404 sec): 3 clusters Score: Raw -66386.665565 + Penalty 677.426627 = -65709.238937 nChanged 4 SP:Iteration 43Q (4446.922771 sec): 3 clusters Score: Raw -66387.169386 + Penalty 677.426627 = -65709.742759 nChanged 0 SP:Iteration 44F (4446.970721 sec): 3 clusters Score: Raw -66387.169386 + Penalty 677.426627 = -65709.742759 nChanged 0 Trying to split cluster 43 (7160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4446.994513 sec): 2 clusters Score: Raw -255288.347765 + Penalty 403.870069 = -254884.477696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4447.037009 sec): 3 clusters Score: Raw -250865.134906 + Penalty 807.740139 = -250057.394768 nChanged 3295 SP:Iteration 1F (4447.091391 sec): 3 clusters Score: Raw -253137.205615 + Penalty 807.740139 = -252329.465477 nChanged 611 SP:Iteration 2F (4447.130672 sec): 3 clusters Score: Raw -253537.125989 + Penalty 807.740139 = -252729.385850 nChanged 489 SP:Iteration 3F (4447.192768 sec): 3 clusters Score: Raw -253842.023082 + Penalty 807.740139 = -253034.282944 nChanged 393 SP:Iteration 4F (4447.242447 sec): 3 clusters Score: Raw -254044.941276 + Penalty 807.740139 = -253237.201137 nChanged 308 SP:Iteration 5Q (4447.280879 sec): 3 clusters Score: Raw -254201.044241 + Penalty 807.740139 = -253393.304102 nChanged 245 SP:Iteration 6Q (4447.331356 sec): 3 clusters Score: Raw -254329.384630 + Penalty 807.740139 = -253521.644491 nChanged 241 SP:Iteration 7Q (4447.388073 sec): 3 clusters Score: Raw -254452.373309 + Penalty 807.740139 = -253644.633170 nChanged 188 SP:Iteration 8Q (4447.437832 sec): 3 clusters Score: Raw -254544.987924 + Penalty 807.740139 = -253737.247786 nChanged 150 SP:Iteration 9Q (4447.478833 sec): 3 clusters Score: Raw -254601.274514 + Penalty 807.740139 = -253793.534376 nChanged 112 SP:Iteration 10Q (4447.524174 sec): 3 clusters Score: Raw -254641.418765 + Penalty 807.740139 = -253833.678626 nChanged 99 SP:Iteration 11Q (4447.583239 sec): 3 clusters Score: Raw -254677.144453 + Penalty 807.740139 = -253869.404314 nChanged 78 SP:Iteration 12Q (4447.633584 sec): 3 clusters Score: Raw -254703.600355 + Penalty 807.740139 = -253895.860216 nChanged 73 SP:Iteration 13Q (4447.674548 sec): 3 clusters Score: Raw -254722.018395 + Penalty 807.740139 = -253914.278257 nChanged 61 SP:Iteration 14Q (4447.735563 sec): 3 clusters Score: Raw -254737.882270 + Penalty 807.740139 = -253930.142131 nChanged 55 SP:Iteration 15Q (4447.787486 sec): 3 clusters Score: Raw -254749.509125 + Penalty 807.740139 = -253941.768986 nChanged 41 SP:Iteration 16Q (4447.838914 sec): 3 clusters Score: Raw -254757.810323 + Penalty 807.740139 = -253950.070184 nChanged 41 SP:Iteration 17Q (4447.883976 sec): 3 clusters Score: Raw -254769.541059 + Penalty 807.740139 = -253961.800920 nChanged 46 SP:Iteration 18Q (4447.937179 sec): 3 clusters Score: Raw -254778.157418 + Penalty 807.740139 = -253970.417279 nChanged 38 SP:Iteration 19Q (4447.995495 sec): 3 clusters Score: Raw -254783.751809 + Penalty 807.740139 = -253976.011670 nChanged 36 SP:Iteration 20F (4448.052449 sec): 3 clusters Score: Raw -254788.791152 + Penalty 807.740139 = -253981.051014 nChanged 25 SP:Iteration 21Q (4448.104913 sec): 3 clusters Score: Raw -254792.030924 + Penalty 807.740139 = -253984.290785 nChanged 27 SP:Iteration 22Q (4448.148122 sec): 3 clusters Score: Raw -254796.697582 + Penalty 807.740139 = -253988.957443 nChanged 28 SP:Iteration 23Q (4448.209967 sec): 3 clusters Score: Raw -254802.966164 + Penalty 807.740139 = -253995.226025 nChanged 39 SP:Iteration 24Q (4448.254914 sec): 3 clusters Score: Raw -254812.174152 + Penalty 807.740139 = -254004.434013 nChanged 36 SP:Iteration 25Q (4448.304001 sec): 3 clusters Score: Raw -254818.634191 + Penalty 807.740139 = -254010.894052 nChanged 42 SP:Iteration 26Q (4448.359251 sec): 3 clusters Score: Raw -254826.115363 + Penalty 807.740139 = -254018.375224 nChanged 40 SP:Iteration 27Q (4448.409203 sec): 3 clusters Score: Raw -254836.595813 + Penalty 807.740139 = -254028.855675 nChanged 44 SP:Iteration 28Q (4448.469402 sec): 3 clusters Score: Raw -254848.804876 + Penalty 807.740139 = -254041.064737 nChanged 48 SP:Iteration 29Q (4448.522420 sec): 3 clusters Score: Raw -254866.628471 + Penalty 807.740139 = -254058.888332 nChanged 54 SP:Iteration 30Q (4448.561754 sec): 3 clusters Score: Raw -254881.762427 + Penalty 807.740139 = -254074.022288 nChanged 55 SP:Iteration 31Q (4448.613507 sec): 3 clusters Score: Raw -254894.354369 + Penalty 807.740139 = -254086.614230 nChanged 48 SP:Iteration 32Q (4448.665335 sec): 3 clusters Score: Raw -254902.967879 + Penalty 807.740139 = -254095.227740 nChanged 44 SP:Iteration 33Q (4448.726126 sec): 3 clusters Score: Raw -254912.728806 + Penalty 807.740139 = -254104.988667 nChanged 49 SP:Iteration 34Q (4448.775699 sec): 3 clusters Score: Raw -254923.134753 + Penalty 807.740139 = -254115.394614 nChanged 38 SP:Iteration 35Q (4448.825601 sec): 3 clusters Score: Raw -254929.272452 + Penalty 807.740139 = -254121.532314 nChanged 35 SP:Iteration 36Q (4448.882609 sec): 3 clusters Score: Raw -254935.531268 + Penalty 807.740139 = -254127.791130 nChanged 49 SP:Iteration 37Q (4448.933579 sec): 3 clusters Score: Raw -254948.444699 + Penalty 807.740139 = -254140.704560 nChanged 67 SP:Iteration 38Q (4448.987056 sec): 3 clusters Score: Raw -254966.104728 + Penalty 807.740139 = -254158.364590 nChanged 53 SP:Iteration 39Q (4449.028435 sec): 3 clusters Score: Raw -254978.519548 + Penalty 807.740139 = -254170.779409 nChanged 48 SP:Iteration 40F (4449.079690 sec): 3 clusters Score: Raw -254994.107203 + Penalty 807.740139 = -254186.367064 nChanged 52 SP:Iteration 41Q (4449.139714 sec): 3 clusters Score: Raw -255007.915152 + Penalty 807.740139 = -254200.175013 nChanged 46 SP:Iteration 42Q (4449.198369 sec): 3 clusters Score: Raw -255021.320832 + Penalty 807.740139 = -254213.580694 nChanged 50 SP:Iteration 43Q (4449.251620 sec): 3 clusters Score: Raw -255033.809516 + Penalty 807.740139 = -254226.069378 nChanged 44 SP:Iteration 44Q (4449.299904 sec): 3 clusters Score: Raw -255046.063739 + Penalty 807.740139 = -254238.323600 nChanged 49 SP:Iteration 45Q (4449.343365 sec): 3 clusters Score: Raw -255059.416904 + Penalty 807.740139 = -254251.676766 nChanged 35 SP:Iteration 46Q (4449.398608 sec): 3 clusters Score: Raw -255066.671656 + Penalty 807.740139 = -254258.931517 nChanged 34 SP:Iteration 47Q (4449.453063 sec): 3 clusters Score: Raw -255074.344121 + Penalty 807.740139 = -254266.603983 nChanged 31 SP:Iteration 48Q (4449.494139 sec): 3 clusters Score: Raw -255080.021989 + Penalty 807.740139 = -254272.281850 nChanged 30 SP:Iteration 49Q (4449.554845 sec): 3 clusters Score: Raw -255085.207967 + Penalty 807.740139 = -254277.467828 nChanged 33 SP:Iteration 50Q (4449.600013 sec): 3 clusters Score: Raw -255091.074677 + Penalty 807.740139 = -254283.334538 nChanged 35 SP:Iteration 51Q (4449.652499 sec): 3 clusters Score: Raw -255097.849871 + Penalty 807.740139 = -254290.109732 nChanged 42 SP:Iteration 52Q (4449.711784 sec): 3 clusters Score: Raw -255109.055072 + Penalty 807.740139 = -254301.314933 nChanged 39 SP:Iteration 53Q (4449.763019 sec): 3 clusters Score: Raw -255119.977851 + Penalty 807.740139 = -254312.237713 nChanged 36 SP:Iteration 54Q (4449.814392 sec): 3 clusters Score: Raw -255126.968102 + Penalty 807.740139 = -254319.227964 nChanged 33 SP:Iteration 55Q (4449.870869 sec): 3 clusters Score: Raw -255134.240275 + Penalty 807.740139 = -254326.500137 nChanged 28 SP:Iteration 56Q (4449.920887 sec): 3 clusters Score: Raw -255141.810174 + Penalty 807.740139 = -254334.070035 nChanged 29 SP:Iteration 57Q (4449.983694 sec): 3 clusters Score: Raw -255149.576109 + Penalty 807.740139 = -254341.835971 nChanged 28 SP:Iteration 58Q (4450.034367 sec): 3 clusters Score: Raw -255156.143531 + Penalty 807.740139 = -254348.403393 nChanged 26 SP:Iteration 59Q (4450.088557 sec): 3 clusters Score: Raw -255161.052956 + Penalty 807.740139 = -254353.312818 nChanged 17 SP:Iteration 60F (4450.141070 sec): 3 clusters Score: Raw -255164.077822 + Penalty 807.740139 = -254356.337683 nChanged 16 SP:Iteration 61Q (4450.182328 sec): 3 clusters Score: Raw -255167.006706 + Penalty 807.740139 = -254359.266567 nChanged 19 SP:Iteration 62Q (4450.236061 sec): 3 clusters Score: Raw -255171.691881 + Penalty 807.740139 = -254363.951742 nChanged 25 SP:Iteration 63Q (4450.290558 sec): 3 clusters Score: Raw -255180.880433 + Penalty 807.740139 = -254373.140294 nChanged 26 SP:Iteration 64Q (4450.335124 sec): 3 clusters Score: Raw -255189.917130 + Penalty 807.740139 = -254382.176991 nChanged 26 SP:Iteration 65Q (4450.391704 sec): 3 clusters Score: Raw -255198.901505 + Penalty 807.740139 = -254391.161367 nChanged 29 SP:Iteration 66Q (4450.442378 sec): 3 clusters Score: Raw -255209.011221 + Penalty 807.740139 = -254401.271083 nChanged 29 SP:Iteration 67Q (4450.492481 sec): 3 clusters Score: Raw -255222.143579 + Penalty 807.740139 = -254414.403440 nChanged 37 SP:Iteration 68Q (4450.545561 sec): 3 clusters Score: Raw -255237.243109 + Penalty 807.740139 = -254429.502971 nChanged 24 SP:Iteration 69Q (4450.593234 sec): 3 clusters Score: Raw -255242.977309 + Penalty 807.740139 = -254435.237171 nChanged 20 SP:Iteration 70Q (4450.648409 sec): 3 clusters Score: Raw -255246.222695 + Penalty 807.740139 = -254438.482556 nChanged 17 SP:Iteration 71Q (4450.701882 sec): 3 clusters Score: Raw -255248.201076 + Penalty 807.740139 = -254440.460938 nChanged 9 SP:Iteration 72Q (4450.751357 sec): 3 clusters Score: Raw -255249.298685 + Penalty 807.740139 = -254441.558546 nChanged 8 SP:Iteration 73Q (4450.803487 sec): 3 clusters Score: Raw -255250.529727 + Penalty 807.740139 = -254442.789588 nChanged 12 SP:Iteration 74Q (4450.855666 sec): 3 clusters Score: Raw -255253.056813 + Penalty 807.740139 = -254445.316674 nChanged 13 SP:Iteration 75Q (4450.898260 sec): 3 clusters Score: Raw -255257.028617 + Penalty 807.740139 = -254449.288479 nChanged 12 SP:Iteration 76Q (4450.952703 sec): 3 clusters Score: Raw -255258.822071 + Penalty 807.740139 = -254451.081932 nChanged 8 SP:Iteration 77Q (4451.015943 sec): 3 clusters Score: Raw -255259.892491 + Penalty 807.740139 = -254452.152352 nChanged 6 SP:Iteration 78Q (4451.071068 sec): 3 clusters Score: Raw -255260.974968 + Penalty 807.740139 = -254453.234830 nChanged 4 SP:Iteration 79Q (4451.125781 sec): 3 clusters Score: Raw -255261.429559 + Penalty 807.740139 = -254453.689420 nChanged 4 SP:Iteration 80F (4451.177314 sec): 3 clusters Score: Raw -255261.715893 + Penalty 807.740139 = -254453.975754 nChanged 4 SP:Iteration 81Q (4451.229768 sec): 3 clusters Score: Raw -255262.391475 + Penalty 807.740139 = -254454.651337 nChanged 7 SP:Iteration 82Q (4451.269700 sec): 3 clusters Score: Raw -255263.268169 + Penalty 807.740139 = -254455.528030 nChanged 5 SP:Iteration 83Q (4451.331750 sec): 3 clusters Score: Raw -255264.480570 + Penalty 807.740139 = -254456.740431 nChanged 6 SP:Iteration 84Q (4451.375345 sec): 3 clusters Score: Raw -255265.392566 + Penalty 807.740139 = -254457.652427 nChanged 9 SP:Iteration 85Q (4451.433892 sec): 3 clusters Score: Raw -255266.355444 + Penalty 807.740139 = -254458.615305 nChanged 7 SP:Iteration 86Q (4451.484711 sec): 3 clusters Score: Raw -255267.428049 + Penalty 807.740139 = -254459.687911 nChanged 7 SP:Iteration 87Q (4451.527866 sec): 3 clusters Score: Raw -255268.518732 + Penalty 807.740139 = -254460.778594 nChanged 5 SP:Iteration 88Q (4451.580246 sec): 3 clusters Score: Raw -255269.095963 + Penalty 807.740139 = -254461.355825 nChanged 2 SP:Iteration 89Q (4451.632470 sec): 3 clusters Score: Raw -255270.034854 + Penalty 807.740139 = -254462.294715 nChanged 3 SP:Iteration 90Q (4451.682779 sec): 3 clusters Score: Raw -255270.830667 + Penalty 807.740139 = -254463.090529 nChanged 6 SP:Iteration 91Q (4451.735337 sec): 3 clusters Score: Raw -255271.604400 + Penalty 807.740139 = -254463.864261 nChanged 9 SP:Iteration 92Q (4451.789136 sec): 3 clusters Score: Raw -255273.095376 + Penalty 807.740139 = -254465.355237 nChanged 6 SP:Iteration 93Q (4451.833326 sec): 3 clusters Score: Raw -255273.990151 + Penalty 807.740139 = -254466.250013 nChanged 6 SP:Iteration 94Q (4451.884414 sec): 3 clusters Score: Raw -255274.641014 + Penalty 807.740139 = -254466.900875 nChanged 4 SP:Iteration 95Q (4451.936629 sec): 3 clusters Score: Raw -255276.001949 + Penalty 807.740139 = -254468.261811 nChanged 5 SP:Iteration 96Q (4451.977698 sec): 3 clusters Score: Raw -255277.027313 + Penalty 807.740139 = -254469.287174 nChanged 6 SP:Iteration 97Q (4452.022218 sec): 3 clusters Score: Raw -255278.631990 + Penalty 807.740139 = -254470.891852 nChanged 9 SP:Iteration 98Q (4452.080943 sec): 3 clusters Score: Raw -255280.463266 + Penalty 807.740139 = -254472.723127 nChanged 13 SP:Iteration 99Q (4452.132397 sec): 3 clusters Score: Raw -255283.499192 + Penalty 807.740139 = -254475.759053 nChanged 12 SP:Iteration 100F (4452.175642 sec): 3 clusters Score: Raw -255286.277107 + Penalty 807.740139 = -254478.536968 nChanged 13 SP:Iteration 101Q (4452.225229 sec): 3 clusters Score: Raw -255288.004847 + Penalty 807.740139 = -254480.264709 nChanged 9 SP:Iteration 102Q (4452.266526 sec): 3 clusters Score: Raw -255289.059052 + Penalty 807.740139 = -254481.318913 nChanged 10 SP:Iteration 103Q (4452.323738 sec): 3 clusters Score: Raw -255291.532214 + Penalty 807.740139 = -254483.792075 nChanged 12 SP:Iteration 104Q (4452.373976 sec): 3 clusters Score: Raw -255293.304475 + Penalty 807.740139 = -254485.564336 nChanged 12 SP:Iteration 105Q (4452.418314 sec): 3 clusters Score: Raw -255295.331308 + Penalty 807.740139 = -254487.591170 nChanged 13 SP:Iteration 106Q (4452.464867 sec): 3 clusters Score: Raw -255296.881582 + Penalty 807.740139 = -254489.141443 nChanged 10 SP:Iteration 107Q (4452.517648 sec): 3 clusters Score: Raw -255297.970637 + Penalty 807.740139 = -254490.230498 nChanged 5 SP:Iteration 108Q (4452.567551 sec): 3 clusters Score: Raw -255298.337782 + Penalty 807.740139 = -254490.597643 nChanged 2 SP:Iteration 109Q (4452.617302 sec): 3 clusters Score: Raw -255298.682724 + Penalty 807.740139 = -254490.942585 nChanged 2 SP:Iteration 110Q (4452.656976 sec): 3 clusters Score: Raw -255298.919588 + Penalty 807.740139 = -254491.179449 nChanged 3 SP:Iteration 111Q (4452.706381 sec): 3 clusters Score: Raw -255299.148345 + Penalty 807.740139 = -254491.408206 nChanged 2 SP:Iteration 112Q (4452.758717 sec): 3 clusters Score: Raw -255299.440384 + Penalty 807.740139 = -254491.700245 nChanged 2 SP:Iteration 113Q (4452.798969 sec): 3 clusters Score: Raw -255299.525687 + Penalty 807.740139 = -254491.785549 nChanged 0 SP:Iteration 114F (4452.853876 sec): 3 clusters Score: Raw -255299.525687 + Penalty 807.740139 = -254491.785549 nChanged 0 Trying to split cluster 44 (2487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4452.871242 sec): 2 clusters Score: Raw -95014.195106 + Penalty 355.756876 = -94658.438230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4452.922337 sec): 3 clusters Score: Raw -93654.990854 + Penalty 711.513752 = -92943.477102 nChanged 1025 SP:Iteration 1F (4452.958024 sec): 3 clusters Score: Raw -94224.748641 + Penalty 711.513752 = -93513.234888 nChanged 141 SP:Iteration 2F (4453.004719 sec): 3 clusters Score: Raw -94301.245058 + Penalty 711.513752 = -93589.731306 nChanged 147 SP:Iteration 3F (4453.050618 sec): 3 clusters Score: Raw -94407.106332 + Penalty 711.513752 = -93695.592579 nChanged 165 SP:Iteration 4F (4453.101796 sec): 3 clusters Score: Raw -94544.327222 + Penalty 711.513752 = -93832.813469 nChanged 167 SP:Iteration 5F (4453.138519 sec): 3 clusters Score: Raw -94690.484512 + Penalty 711.513752 = -93978.970760 nChanged 133 SP:Iteration 6F (4453.196718 sec): 3 clusters Score: Raw -94808.366909 + Penalty 711.513752 = -94096.853157 nChanged 123 SP:Iteration 7Q (4453.235298 sec): 3 clusters Score: Raw -94868.836450 + Penalty 711.513752 = -94157.322698 nChanged 80 SP:Iteration 8Q (4453.288702 sec): 3 clusters Score: Raw -94894.109394 + Penalty 711.513752 = -94182.595642 nChanged 38 SP:Iteration 9Q (4453.327078 sec): 3 clusters Score: Raw -94904.528052 + Penalty 711.513752 = -94193.014299 nChanged 24 SP:Iteration 10Q (4453.381418 sec): 3 clusters Score: Raw -94911.501007 + Penalty 711.513752 = -94199.987254 nChanged 21 SP:Iteration 11Q (4453.420016 sec): 3 clusters Score: Raw -94915.614020 + Penalty 711.513752 = -94204.100268 nChanged 12 SP:Iteration 12Q (4453.470719 sec): 3 clusters Score: Raw -94917.838241 + Penalty 711.513752 = -94206.324489 nChanged 8 SP:Iteration 13Q (4453.523249 sec): 3 clusters Score: Raw -94918.529048 + Penalty 711.513752 = -94207.015295 nChanged 3 SP:Iteration 14Q (4453.563035 sec): 3 clusters Score: Raw -94919.692541 + Penalty 711.513752 = -94208.178788 nChanged 7 SP:Iteration 15Q (4453.610050 sec): 3 clusters Score: Raw -94920.369670 + Penalty 711.513752 = -94208.855917 nChanged 4 SP:Iteration 16Q (4453.661624 sec): 3 clusters Score: Raw -94920.600260 + Penalty 711.513752 = -94209.086508 nChanged 4 SP:Iteration 17Q (4453.711270 sec): 3 clusters Score: Raw -94920.862017 + Penalty 711.513752 = -94209.348265 nChanged 2 SP:Iteration 18Q (4453.758756 sec): 3 clusters Score: Raw -94921.132376 + Penalty 711.513752 = -94209.618623 nChanged 3 SP:Iteration 19Q (4453.794754 sec): 3 clusters Score: Raw -94921.341761 + Penalty 711.513752 = -94209.828008 nChanged 1 SP:Iteration 20F (4453.841840 sec): 3 clusters Score: Raw -94921.482838 + Penalty 711.513752 = -94209.969086 nChanged 0 Trying to split cluster 45 (3620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4453.867894 sec): 2 clusters Score: Raw -129348.446602 + Penalty 372.837433 = -128975.609168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4453.919408 sec): 3 clusters Score: Raw -127283.669737 + Penalty 745.674867 = -126537.994870 nChanged 1544 SP:Iteration 1F (4453.970290 sec): 3 clusters Score: Raw -128179.566654 + Penalty 745.674867 = -127433.891788 nChanged 305 SP:Iteration 2F (4454.015537 sec): 3 clusters Score: Raw -128405.065747 + Penalty 745.674867 = -127659.390880 nChanged 306 SP:Iteration 3F (4454.064774 sec): 3 clusters Score: Raw -128657.973783 + Penalty 745.674867 = -127912.298916 nChanged 250 SP:Iteration 4F (4454.111159 sec): 3 clusters Score: Raw -128865.610078 + Penalty 745.674867 = -128119.935211 nChanged 188 SP:Iteration 5F (4454.157950 sec): 3 clusters Score: Raw -129029.169561 + Penalty 745.674867 = -128283.494694 nChanged 128 SP:Iteration 6Q (4454.203701 sec): 3 clusters Score: Raw -129127.672458 + Penalty 745.674867 = -128381.997592 nChanged 93 SP:Iteration 7Q (4454.254224 sec): 3 clusters Score: Raw -129200.186984 + Penalty 745.674867 = -128454.512118 nChanged 71 SP:Iteration 8Q (4454.298935 sec): 3 clusters Score: Raw -129253.872483 + Penalty 745.674867 = -128508.197616 nChanged 52 SP:Iteration 9Q (4454.342891 sec): 3 clusters Score: Raw -129305.762379 + Penalty 745.674867 = -128560.087512 nChanged 46 SP:Iteration 10Q (4454.394386 sec): 3 clusters Score: Raw -129360.299441 + Penalty 745.674867 = -128614.624574 nChanged 35 SP:Iteration 11Q (4454.439113 sec): 3 clusters Score: Raw -129398.246223 + Penalty 745.674867 = -128652.571356 nChanged 24 SP:Iteration 12Q (4454.491258 sec): 3 clusters Score: Raw -129414.060910 + Penalty 745.674867 = -128668.386043 nChanged 11 SP:Iteration 13Q (4454.533185 sec): 3 clusters Score: Raw -129418.512790 + Penalty 745.674867 = -128672.837923 nChanged 12 SP:Iteration 14Q (4454.581840 sec): 3 clusters Score: Raw -129426.322856 + Penalty 745.674867 = -128680.647989 nChanged 11 SP:Iteration 15Q (4454.629900 sec): 3 clusters Score: Raw -129432.563663 + Penalty 745.674867 = -128686.888796 nChanged 9 SP:Iteration 16Q (4454.686618 sec): 3 clusters Score: Raw -129436.659179 + Penalty 745.674867 = -128690.984312 nChanged 12 SP:Iteration 17Q (4454.737709 sec): 3 clusters Score: Raw -129443.178009 + Penalty 745.674867 = -128697.503142 nChanged 11 SP:Iteration 18Q (4454.780986 sec): 3 clusters Score: Raw -129447.016733 + Penalty 745.674867 = -128701.341867 nChanged 4 SP:Iteration 19Q (4454.819639 sec): 3 clusters Score: Raw -129448.452282 + Penalty 745.674867 = -128702.777415 nChanged 3 SP:Iteration 20F (4454.868353 sec): 3 clusters Score: Raw -129449.565202 + Penalty 745.674867 = -128703.890335 nChanged 3 SP:Iteration 21Q (4454.917702 sec): 3 clusters Score: Raw -129450.375493 + Penalty 745.674867 = -128704.700626 nChanged 1 SP:Iteration 22Q (4454.964605 sec): 3 clusters Score: Raw -129450.893065 + Penalty 745.674867 = -128705.218198 nChanged 2 SP:Iteration 23Q (4455.014609 sec): 3 clusters Score: Raw -129451.379195 + Penalty 745.674867 = -128705.704329 nChanged 1 SP:Iteration 24Q (4455.064288 sec): 3 clusters Score: Raw -129451.893249 + Penalty 745.674867 = -128706.218382 nChanged 2 SP:Iteration 25Q (4455.106867 sec): 3 clusters Score: Raw -129452.622716 + Penalty 745.674867 = -128706.947849 nChanged 4 SP:Iteration 26Q (4455.160078 sec): 3 clusters Score: Raw -129454.254607 + Penalty 745.674867 = -128708.579740 nChanged 3 SP:Iteration 27Q (4455.207230 sec): 3 clusters Score: Raw -129456.159229 + Penalty 745.674867 = -128710.484362 nChanged 3 SP:Iteration 28Q (4455.254420 sec): 3 clusters Score: Raw -129457.161548 + Penalty 745.674867 = -128711.486681 nChanged 2 SP:Iteration 29Q (4455.301204 sec): 3 clusters Score: Raw -129458.450463 + Penalty 745.674867 = -128712.775596 nChanged 4 SP:Iteration 30Q (4455.355177 sec): 3 clusters Score: Raw -129459.682621 + Penalty 745.674867 = -128714.007754 nChanged 3 SP:Iteration 31Q (4455.405749 sec): 3 clusters Score: Raw -129460.720486 + Penalty 745.674867 = -128715.045619 nChanged 3 SP:Iteration 32Q (4455.454911 sec): 3 clusters Score: Raw -129461.359187 + Penalty 745.674867 = -128715.684320 nChanged 2 SP:Iteration 33Q (4455.500711 sec): 3 clusters Score: Raw -129461.947288 + Penalty 745.674867 = -128716.272421 nChanged 4 SP:Iteration 34Q (4455.541119 sec): 3 clusters Score: Raw -129463.497811 + Penalty 745.674867 = -128717.822944 nChanged 4 SP:Iteration 35Q (4455.594940 sec): 3 clusters Score: Raw -129464.914674 + Penalty 745.674867 = -128719.239807 nChanged 4 SP:Iteration 36Q (4455.639793 sec): 3 clusters Score: Raw -129466.697275 + Penalty 745.674867 = -128721.022408 nChanged 3 SP:Iteration 37Q (4455.684726 sec): 3 clusters Score: Raw -129467.323446 + Penalty 745.674867 = -128721.648580 nChanged 2 SP:Iteration 38Q (4455.732604 sec): 3 clusters Score: Raw -129467.670147 + Penalty 745.674867 = -128721.995280 nChanged 2 SP:Iteration 39Q (4455.783537 sec): 3 clusters Score: Raw -129468.261798 + Penalty 745.674867 = -128722.586931 nChanged 2 SP:Iteration 40F (4455.836023 sec): 3 clusters Score: Raw -129469.392141 + Penalty 745.674867 = -128723.717274 nChanged 1 SP:Iteration 41Q (4455.880584 sec): 3 clusters Score: Raw -129469.527026 + Penalty 745.674867 = -128723.852159 nChanged 0 SP:Iteration 42F (4455.924033 sec): 3 clusters Score: Raw -129469.527026 + Penalty 745.674867 = -128723.852159 nChanged 0 Trying to split cluster 46 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4455.945248 sec): 2 clusters Score: Raw -37500.984870 + Penalty 310.509002 = -37190.475868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4455.994928 sec): 3 clusters Score: Raw -37051.497165 + Penalty 621.018004 = -36430.479161 nChanged 341 SP:Iteration 1F (4456.046974 sec): 3 clusters Score: Raw -37242.859826 + Penalty 621.018004 = -36621.841822 nChanged 70 SP:Iteration 2F (4456.088505 sec): 3 clusters Score: Raw -37293.706855 + Penalty 621.018004 = -36672.688851 nChanged 46 SP:Iteration 3Q (4456.125074 sec): 3 clusters Score: Raw -37321.106158 + Penalty 621.018004 = -36700.088155 nChanged 34 SP:Iteration 4Q (4456.179922 sec): 3 clusters Score: Raw -37339.832646 + Penalty 621.018004 = -36718.814642 nChanged 32 SP:Iteration 5Q (4456.217352 sec): 3 clusters Score: Raw -37354.199115 + Penalty 621.018004 = -36733.181111 nChanged 29 SP:Iteration 6Q (4456.265796 sec): 3 clusters Score: Raw -37369.207431 + Penalty 621.018004 = -36748.189427 nChanged 23 SP:Iteration 7Q (4456.309555 sec): 3 clusters Score: Raw -37384.649480 + Penalty 621.018004 = -36763.631476 nChanged 28 SP:Iteration 8Q (4456.352493 sec): 3 clusters Score: Raw -37411.745313 + Penalty 621.018004 = -36790.727309 nChanged 30 SP:Iteration 9Q (4456.400803 sec): 3 clusters Score: Raw -37435.790378 + Penalty 621.018004 = -36814.772374 nChanged 34 SP:Iteration 10Q (4456.442799 sec): 3 clusters Score: Raw -37466.365393 + Penalty 621.018004 = -36845.347389 nChanged 34 SP:Iteration 11Q (4456.492189 sec): 3 clusters Score: Raw -37497.620545 + Penalty 621.018004 = -36876.602541 nChanged 32 SP:Iteration 12Q (4456.534259 sec): 3 clusters Score: Raw -37526.183655 + Penalty 621.018004 = -36905.165651 nChanged 33 SP:Iteration 13Q (4456.585096 sec): 3 clusters Score: Raw -37558.164667 + Penalty 621.018004 = -36937.146664 nChanged 31 SP:Iteration 14Q (4456.629295 sec): 3 clusters Score: Raw -37582.569179 + Penalty 621.018004 = -36961.551175 nChanged 24 SP:Iteration 15Q (4456.673799 sec): 3 clusters Score: Raw -37612.255734 + Penalty 621.018004 = -36991.237730 nChanged 20 SP:Iteration 16Q (4456.726412 sec): 3 clusters Score: Raw -37626.648964 + Penalty 621.018004 = -37005.630960 nChanged 19 SP:Iteration 17Q (4456.767947 sec): 3 clusters Score: Raw -37640.132898 + Penalty 621.018004 = -37019.114894 nChanged 10 SP:Iteration 18Q (4456.809498 sec): 3 clusters Score: Raw -37650.698777 + Penalty 621.018004 = -37029.680773 nChanged 12 SP:Iteration 19Q (4456.866693 sec): 3 clusters Score: Raw -37662.918384 + Penalty 621.018004 = -37041.900380 nChanged 12 SP:Iteration 20F (4456.911409 sec): 3 clusters Score: Raw -37678.962241 + Penalty 621.018004 = -37057.944237 nChanged 18 SP:Iteration 21Q (4456.955288 sec): 3 clusters Score: Raw -37702.077541 + Penalty 621.018004 = -37081.059537 nChanged 19 SP:Iteration 22Q (4456.992551 sec): 3 clusters Score: Raw -37720.297229 + Penalty 621.018004 = -37099.279225 nChanged 7 SP:Iteration 23Q (4457.038111 sec): 3 clusters Score: Raw -37723.994590 + Penalty 621.018004 = -37102.976586 nChanged 4 SP:Iteration 24Q (4457.077884 sec): 3 clusters Score: Raw -37725.502981 + Penalty 621.018004 = -37104.484977 nChanged 0 SP:Iteration 25F (4457.132716 sec): 3 clusters Score: Raw -37725.502981 + Penalty 621.018004 = -37104.484977 nChanged 0 Iteration 259Q (4462.638558 sec): 47 clusters Score: Raw -17401929.915961 + Penalty 27318.534099 = -17374611.381862 nChanged 8 Iteration 260F (4470.475342 sec): 47 clusters Score: Raw -17401930.164522 + Penalty 27318.534099 = -17374611.630423 nChanged 11 Iteration 261Q (4475.746785 sec): 47 clusters Score: Raw -17401930.754553 + Penalty 27318.534099 = -17374612.220454 nChanged 11 Iteration 262Q (4481.373659 sec): 47 clusters Score: Raw -17401931.218401 + Penalty 27318.534099 = -17374612.684302 nChanged 7 Iteration 263Q (4486.776317 sec): 47 clusters Score: Raw -17401931.575226 + Penalty 27318.534099 = -17374613.041127 nChanged 13 Iteration 264Q (4492.261536 sec): 47 clusters Score: Raw -17401931.946663 + Penalty 27318.534099 = -17374613.412564 nChanged 8 Iteration 265Q (4497.668455 sec): 47 clusters Score: Raw -17401932.088039 + Penalty 27318.534099 = -17374613.553940 nChanged 5 Iteration 266Q (4502.825609 sec): 47 clusters Score: Raw -17401932.159573 + Penalty 27318.534099 = -17374613.625474 nChanged 1 Iteration 267Q (4508.368262 sec): 47 clusters Score: Raw -17401932.169490 + Penalty 27318.534099 = -17374613.635391 nChanged 0 Iteration 268F (4516.260553 sec): 47 clusters Score: Raw -17401932.169490 + Penalty 27318.534099 = -17374613.635391 nChanged 0 Compute initial score before splitting: Score: Raw -17401932.169490 + Penalty 27318.534099 = -17374613.635391 Trying to split cluster 1 (8867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4516.360067 sec): 2 clusters Score: Raw -371839.845003 + Penalty 413.599177 = -371426.245826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4516.414786 sec): 3 clusters Score: Raw -366370.826142 + Penalty 827.198354 = -365543.627788 nChanged 4010 SP:Iteration 1F (4516.468165 sec): 3 clusters Score: Raw -368663.572348 + Penalty 827.198354 = -367836.373994 nChanged 691 SP:Iteration 2F (4516.522969 sec): 3 clusters Score: Raw -369148.378510 + Penalty 827.198354 = -368321.180156 nChanged 750 SP:Iteration 3F (4516.582709 sec): 3 clusters Score: Raw -369738.108563 + Penalty 827.198354 = -368910.910209 nChanged 669 SP:Iteration 4F (4516.625764 sec): 3 clusters Score: Raw -370306.796751 + Penalty 827.198354 = -369479.598397 nChanged 540 SP:Iteration 5F (4516.688585 sec): 3 clusters Score: Raw -370746.389586 + Penalty 827.198354 = -369919.191232 nChanged 397 SP:Iteration 6Q (4516.743073 sec): 3 clusters Score: Raw -371031.562368 + Penalty 827.198354 = -370204.364014 nChanged 291 SP:Iteration 7Q (4516.796570 sec): 3 clusters Score: Raw -371179.705445 + Penalty 827.198354 = -370352.507091 nChanged 188 SP:Iteration 8Q (4516.849923 sec): 3 clusters Score: Raw -371268.291205 + Penalty 827.198354 = -370441.092851 nChanged 141 SP:Iteration 9Q (4516.901787 sec): 3 clusters Score: Raw -371328.800400 + Penalty 827.198354 = -370501.602046 nChanged 119 SP:Iteration 10Q (4516.957980 sec): 3 clusters Score: Raw -371375.923371 + Penalty 827.198354 = -370548.725017 nChanged 108 SP:Iteration 11Q (4517.000712 sec): 3 clusters Score: Raw -371415.632316 + Penalty 827.198354 = -370588.433963 nChanged 90 SP:Iteration 12Q (4517.066808 sec): 3 clusters Score: Raw -371445.376876 + Penalty 827.198354 = -370618.178522 nChanged 77 SP:Iteration 13Q (4517.120540 sec): 3 clusters Score: Raw -371469.553362 + Penalty 827.198354 = -370642.355009 nChanged 73 SP:Iteration 14Q (4517.175168 sec): 3 clusters Score: Raw -371494.989145 + Penalty 827.198354 = -370667.790792 nChanged 69 SP:Iteration 15Q (4517.225592 sec): 3 clusters Score: Raw -371517.482922 + Penalty 827.198354 = -370690.284568 nChanged 64 SP:Iteration 16Q (4517.279398 sec): 3 clusters Score: Raw -371536.890886 + Penalty 827.198354 = -370709.692532 nChanged 56 SP:Iteration 17Q (4517.322540 sec): 3 clusters Score: Raw -371554.042142 + Penalty 827.198354 = -370726.843788 nChanged 62 SP:Iteration 18Q (4517.381137 sec): 3 clusters Score: Raw -371576.781848 + Penalty 827.198354 = -370749.583494 nChanged 70 SP:Iteration 19Q (4517.435164 sec): 3 clusters Score: Raw -371601.722467 + Penalty 827.198354 = -370774.524113 nChanged 72 SP:Iteration 20F (4517.482888 sec): 3 clusters Score: Raw -371633.025591 + Penalty 827.198354 = -370805.827237 nChanged 73 SP:Iteration 21Q (4517.542094 sec): 3 clusters Score: Raw -371659.514509 + Penalty 827.198354 = -370832.316155 nChanged 62 SP:Iteration 22Q (4517.588181 sec): 3 clusters Score: Raw -371678.084488 + Penalty 827.198354 = -370850.886134 nChanged 57 SP:Iteration 23Q (4517.648932 sec): 3 clusters Score: Raw -371698.464973 + Penalty 827.198354 = -370871.266619 nChanged 53 SP:Iteration 24Q (4517.688163 sec): 3 clusters Score: Raw -371715.380909 + Penalty 827.198354 = -370888.182555 nChanged 48 SP:Iteration 25Q (4517.745547 sec): 3 clusters Score: Raw -371732.045872 + Penalty 827.198354 = -370904.847518 nChanged 49 SP:Iteration 26Q (4517.793250 sec): 3 clusters Score: Raw -371749.124113 + Penalty 827.198354 = -370921.925759 nChanged 46 SP:Iteration 27Q (4517.845981 sec): 3 clusters Score: Raw -371764.771028 + Penalty 827.198354 = -370937.572674 nChanged 41 SP:Iteration 28Q (4517.906131 sec): 3 clusters Score: Raw -371779.775887 + Penalty 827.198354 = -370952.577533 nChanged 37 SP:Iteration 29Q (4517.955715 sec): 3 clusters Score: Raw -371791.407765 + Penalty 827.198354 = -370964.209412 nChanged 32 SP:Iteration 30Q (4518.012548 sec): 3 clusters Score: Raw -371799.785841 + Penalty 827.198354 = -370972.587487 nChanged 25 SP:Iteration 31Q (4518.067104 sec): 3 clusters Score: Raw -371805.618365 + Penalty 827.198354 = -370978.420011 nChanged 25 SP:Iteration 32Q (4518.118920 sec): 3 clusters Score: Raw -371811.518815 + Penalty 827.198354 = -370984.320462 nChanged 22 SP:Iteration 33Q (4518.164344 sec): 3 clusters Score: Raw -371815.959640 + Penalty 827.198354 = -370988.761286 nChanged 19 SP:Iteration 34Q (4518.212190 sec): 3 clusters Score: Raw -371820.811808 + Penalty 827.198354 = -370993.613454 nChanged 19 SP:Iteration 35Q (4518.270729 sec): 3 clusters Score: Raw -371825.291845 + Penalty 827.198354 = -370998.093491 nChanged 21 SP:Iteration 36Q (4518.312980 sec): 3 clusters Score: Raw -371829.883315 + Penalty 827.198354 = -371002.684962 nChanged 14 SP:Iteration 37Q (4518.370283 sec): 3 clusters Score: Raw -371833.017922 + Penalty 827.198354 = -371005.819568 nChanged 16 SP:Iteration 38Q (4518.424672 sec): 3 clusters Score: Raw -371836.451618 + Penalty 827.198354 = -371009.253265 nChanged 13 SP:Iteration 39Q (4518.479253 sec): 3 clusters Score: Raw -371839.353395 + Penalty 827.198354 = -371012.155041 nChanged 17 SP:Iteration 40F (4518.529231 sec): 3 clusters Score: Raw -371844.173665 + Penalty 827.198354 = -371016.975311 nChanged 12 SP:Iteration 41Q (4518.577452 sec): 3 clusters Score: Raw -371846.756698 + Penalty 827.198354 = -371019.558345 nChanged 8 SP:Iteration 42Q (4518.638200 sec): 3 clusters Score: Raw -371848.048263 + Penalty 827.198354 = -371020.849909 nChanged 10 SP:Iteration 43Q (4518.693911 sec): 3 clusters Score: Raw -371850.160263 + Penalty 827.198354 = -371022.961909 nChanged 11 SP:Iteration 44Q (4518.743143 sec): 3 clusters Score: Raw -371852.400783 + Penalty 827.198354 = -371025.202429 nChanged 11 SP:Iteration 45Q (4518.789920 sec): 3 clusters Score: Raw -371855.290363 + Penalty 827.198354 = -371028.092009 nChanged 14 SP:Iteration 46Q (4518.845977 sec): 3 clusters Score: Raw -371859.354634 + Penalty 827.198354 = -371032.156280 nChanged 11 SP:Iteration 47Q (4518.899378 sec): 3 clusters Score: Raw -371861.360416 + Penalty 827.198354 = -371034.162063 nChanged 8 SP:Iteration 48Q (4518.954976 sec): 3 clusters Score: Raw -371862.987829 + Penalty 827.198354 = -371035.789476 nChanged 11 SP:Iteration 49Q (4519.003080 sec): 3 clusters Score: Raw -371865.398116 + Penalty 827.198354 = -371038.199762 nChanged 7 SP:Iteration 50Q (4519.056351 sec): 3 clusters Score: Raw -371866.787003 + Penalty 827.198354 = -371039.588649 nChanged 4 SP:Iteration 51Q (4519.113161 sec): 3 clusters Score: Raw -371867.742312 + Penalty 827.198354 = -371040.543958 nChanged 8 SP:Iteration 52Q (4519.167077 sec): 3 clusters Score: Raw -371869.305308 + Penalty 827.198354 = -371042.106954 nChanged 4 SP:Iteration 53Q (4519.208223 sec): 3 clusters Score: Raw -371870.129783 + Penalty 827.198354 = -371042.931430 nChanged 5 SP:Iteration 54Q (4519.266748 sec): 3 clusters Score: Raw -371870.991079 + Penalty 827.198354 = -371043.792725 nChanged 6 SP:Iteration 55Q (4519.313358 sec): 3 clusters Score: Raw -371872.211302 + Penalty 827.198354 = -371045.012948 nChanged 4 SP:Iteration 56Q (4519.377179 sec): 3 clusters Score: Raw -371873.186754 + Penalty 827.198354 = -371045.988400 nChanged 5 SP:Iteration 57Q (4519.430159 sec): 3 clusters Score: Raw -371874.382268 + Penalty 827.198354 = -371047.183914 nChanged 3 SP:Iteration 58Q (4519.481452 sec): 3 clusters Score: Raw -371874.964882 + Penalty 827.198354 = -371047.766528 nChanged 2 SP:Iteration 59Q (4519.530669 sec): 3 clusters Score: Raw -371875.258752 + Penalty 827.198354 = -371048.060398 nChanged 4 SP:Iteration 60F (4519.585390 sec): 3 clusters Score: Raw -371876.170999 + Penalty 827.198354 = -371048.972645 nChanged 6 SP:Iteration 61Q (4519.629800 sec): 3 clusters Score: Raw -371877.974501 + Penalty 827.198354 = -371050.776147 nChanged 7 SP:Iteration 62Q (4519.687123 sec): 3 clusters Score: Raw -371880.158106 + Penalty 827.198354 = -371052.959752 nChanged 10 SP:Iteration 63Q (4519.743530 sec): 3 clusters Score: Raw -371883.137302 + Penalty 827.198354 = -371055.938949 nChanged 9 SP:Iteration 64Q (4519.795604 sec): 3 clusters Score: Raw -371885.385206 + Penalty 827.198354 = -371058.186852 nChanged 8 SP:Iteration 65Q (4519.841319 sec): 3 clusters Score: Raw -371887.011107 + Penalty 827.198354 = -371059.812753 nChanged 5 SP:Iteration 66Q (4519.900352 sec): 3 clusters Score: Raw -371887.985637 + Penalty 827.198354 = -371060.787283 nChanged 3 SP:Iteration 67Q (4519.960582 sec): 3 clusters Score: Raw -371888.368091 + Penalty 827.198354 = -371061.169738 nChanged 4 SP:Iteration 68Q (4520.003267 sec): 3 clusters Score: Raw -371889.278322 + Penalty 827.198354 = -371062.079968 nChanged 9 SP:Iteration 69Q (4520.053727 sec): 3 clusters Score: Raw -371891.820676 + Penalty 827.198354 = -371064.622322 nChanged 8 SP:Iteration 70Q (4520.108310 sec): 3 clusters Score: Raw -371893.985994 + Penalty 827.198354 = -371066.787641 nChanged 5 SP:Iteration 71Q (4520.165812 sec): 3 clusters Score: Raw -371894.958143 + Penalty 827.198354 = -371067.759789 nChanged 4 SP:Iteration 72Q (4520.206549 sec): 3 clusters Score: Raw -371896.010034 + Penalty 827.198354 = -371068.811680 nChanged 5 SP:Iteration 73Q (4520.259790 sec): 3 clusters Score: Raw -371897.009116 + Penalty 827.198354 = -371069.810763 nChanged 6 SP:Iteration 74Q (4520.310102 sec): 3 clusters Score: Raw -371898.254200 + Penalty 827.198354 = -371071.055846 nChanged 7 SP:Iteration 75Q (4520.349855 sec): 3 clusters Score: Raw -371900.707653 + Penalty 827.198354 = -371073.509299 nChanged 10 SP:Iteration 76Q (4520.399917 sec): 3 clusters Score: Raw -371904.230668 + Penalty 827.198354 = -371077.032314 nChanged 4 SP:Iteration 77Q (4520.456188 sec): 3 clusters Score: Raw -371905.641075 + Penalty 827.198354 = -371078.442722 nChanged 7 SP:Iteration 78Q (4520.497163 sec): 3 clusters Score: Raw -371907.289258 + Penalty 827.198354 = -371080.090904 nChanged 3 SP:Iteration 79Q (4520.545337 sec): 3 clusters Score: Raw -371908.427444 + Penalty 827.198354 = -371081.229090 nChanged 4 SP:Iteration 80F (4520.595617 sec): 3 clusters Score: Raw -371908.998104 + Penalty 827.198354 = -371081.799751 nChanged 3 SP:Iteration 81Q (4520.645951 sec): 3 clusters Score: Raw -371909.543814 + Penalty 827.198354 = -371082.345460 nChanged 4 SP:Iteration 82Q (4520.697238 sec): 3 clusters Score: Raw -371911.005697 + Penalty 827.198354 = -371083.807343 nChanged 9 SP:Iteration 83Q (4520.747248 sec): 3 clusters Score: Raw -371913.965659 + Penalty 827.198354 = -371086.767305 nChanged 9 SP:Iteration 84Q (4520.797710 sec): 3 clusters Score: Raw -371916.308897 + Penalty 827.198354 = -371089.110543 nChanged 7 SP:Iteration 85Q (4520.852085 sec): 3 clusters Score: Raw -371918.771820 + Penalty 827.198354 = -371091.573467 nChanged 7 SP:Iteration 86Q (4520.901397 sec): 3 clusters Score: Raw -371921.400804 + Penalty 827.198354 = -371094.202450 nChanged 8 SP:Iteration 87Q (4520.939985 sec): 3 clusters Score: Raw -371925.008348 + Penalty 827.198354 = -371097.809994 nChanged 9 SP:Iteration 88Q (4520.990700 sec): 3 clusters Score: Raw -371928.706149 + Penalty 827.198354 = -371101.507796 nChanged 6 SP:Iteration 89Q (4521.042319 sec): 3 clusters Score: Raw -371932.174447 + Penalty 827.198354 = -371104.976094 nChanged 7 SP:Iteration 90Q (4521.090235 sec): 3 clusters Score: Raw -371936.488056 + Penalty 827.198354 = -371109.289703 nChanged 7 SP:Iteration 91Q (4521.144254 sec): 3 clusters Score: Raw -371939.807192 + Penalty 827.198354 = -371112.608839 nChanged 6 SP:Iteration 92Q (4521.183819 sec): 3 clusters Score: Raw -371942.130072 + Penalty 827.198354 = -371114.931718 nChanged 6 SP:Iteration 93Q (4521.232277 sec): 3 clusters Score: Raw -371944.099451 + Penalty 827.198354 = -371116.901097 nChanged 8 SP:Iteration 94Q (4521.282921 sec): 3 clusters Score: Raw -371949.104431 + Penalty 827.198354 = -371121.906077 nChanged 9 SP:Iteration 95Q (4521.326884 sec): 3 clusters Score: Raw -371953.204082 + Penalty 827.198354 = -371126.005728 nChanged 4 SP:Iteration 96Q (4521.386959 sec): 3 clusters Score: Raw -371955.389844 + Penalty 827.198354 = -371128.191490 nChanged 8 SP:Iteration 97Q (4521.434227 sec): 3 clusters Score: Raw -371959.120079 + Penalty 827.198354 = -371131.921725 nChanged 5 SP:Iteration 98Q (4521.480793 sec): 3 clusters Score: Raw -371961.183137 + Penalty 827.198354 = -371133.984783 nChanged 2 SP:Iteration 99Q (4521.537617 sec): 3 clusters Score: Raw -371961.843299 + Penalty 827.198354 = -371134.644945 nChanged 1 SP:Iteration 100F (4521.587777 sec): 3 clusters Score: Raw -371962.250101 + Penalty 827.198354 = -371135.051747 nChanged 3 SP:Iteration 101Q (4521.627660 sec): 3 clusters Score: Raw -371963.690144 + Penalty 827.198354 = -371136.491790 nChanged 5 SP:Iteration 102Q (4521.671454 sec): 3 clusters Score: Raw -371965.246092 + Penalty 827.198354 = -371138.047739 nChanged 5 SP:Iteration 103Q (4521.719617 sec): 3 clusters Score: Raw -371966.559613 + Penalty 827.198354 = -371139.361259 nChanged 1 SP:Iteration 104Q (4521.769789 sec): 3 clusters Score: Raw -371966.962842 + Penalty 827.198354 = -371139.764488 nChanged 0 SP:Iteration 105F (4521.818697 sec): 3 clusters Score: Raw -371966.962842 + Penalty 827.198354 = -371139.764488 nChanged 0 Trying to split cluster 2 (9131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4521.848882 sec): 2 clusters Score: Raw -386374.745693 + Penalty 414.934088 = -385959.811605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4521.903573 sec): 3 clusters Score: Raw -380725.344588 + Penalty 829.868175 = -379895.476413 nChanged 4220 SP:Iteration 1F (4521.951441 sec): 3 clusters Score: Raw -383065.799817 + Penalty 829.868175 = -382235.931642 nChanged 533 SP:Iteration 2F (4522.002491 sec): 3 clusters Score: Raw -383307.973892 + Penalty 829.868175 = -382478.105716 nChanged 573 SP:Iteration 3F (4522.056418 sec): 3 clusters Score: Raw -383635.630753 + Penalty 829.868175 = -382805.762578 nChanged 563 SP:Iteration 4F (4522.102963 sec): 3 clusters Score: Raw -384060.972606 + Penalty 829.868175 = -383231.104431 nChanged 565 SP:Iteration 5F (4522.150510 sec): 3 clusters Score: Raw -384489.591533 + Penalty 829.868175 = -383659.723358 nChanged 512 SP:Iteration 6F (4522.208858 sec): 3 clusters Score: Raw -384836.716665 + Penalty 829.868175 = -384006.848490 nChanged 426 SP:Iteration 7Q (4522.265418 sec): 3 clusters Score: Raw -385049.171373 + Penalty 829.868175 = -384219.303198 nChanged 301 SP:Iteration 8Q (4522.315490 sec): 3 clusters Score: Raw -385173.672885 + Penalty 829.868175 = -384343.804709 nChanged 247 SP:Iteration 9Q (4522.368793 sec): 3 clusters Score: Raw -385260.829303 + Penalty 829.868175 = -384430.961128 nChanged 185 SP:Iteration 10Q (4522.422504 sec): 3 clusters Score: Raw -385320.682924 + Penalty 829.868175 = -384490.814749 nChanged 145 SP:Iteration 11Q (4522.484966 sec): 3 clusters Score: Raw -385369.902684 + Penalty 829.868175 = -384540.034509 nChanged 136 SP:Iteration 12Q (4522.534339 sec): 3 clusters Score: Raw -385414.785297 + Penalty 829.868175 = -384584.917122 nChanged 146 SP:Iteration 13Q (4522.590766 sec): 3 clusters Score: Raw -385470.586522 + Penalty 829.868175 = -384640.718347 nChanged 142 SP:Iteration 14Q (4522.638278 sec): 3 clusters Score: Raw -385532.605461 + Penalty 829.868175 = -384702.737286 nChanged 146 SP:Iteration 15Q (4522.700947 sec): 3 clusters Score: Raw -385592.340154 + Penalty 829.868175 = -384762.471979 nChanged 137 SP:Iteration 16Q (4522.751975 sec): 3 clusters Score: Raw -385650.264787 + Penalty 829.868175 = -384820.396612 nChanged 127 SP:Iteration 17Q (4522.809315 sec): 3 clusters Score: Raw -385708.896663 + Penalty 829.868175 = -384879.028488 nChanged 138 SP:Iteration 18Q (4522.858550 sec): 3 clusters Score: Raw -385773.350656 + Penalty 829.868175 = -384943.482481 nChanged 127 SP:Iteration 19Q (4522.917003 sec): 3 clusters Score: Raw -385840.912518 + Penalty 829.868175 = -385011.044343 nChanged 142 SP:Iteration 20F (4522.959735 sec): 3 clusters Score: Raw -385919.759443 + Penalty 829.868175 = -385089.891267 nChanged 140 SP:Iteration 21Q (4523.022112 sec): 3 clusters Score: Raw -385996.913528 + Penalty 829.868175 = -385167.045353 nChanged 131 SP:Iteration 22Q (4523.077654 sec): 3 clusters Score: Raw -386062.587297 + Penalty 829.868175 = -385232.719122 nChanged 113 SP:Iteration 23Q (4523.132162 sec): 3 clusters Score: Raw -386113.770423 + Penalty 829.868175 = -385283.902247 nChanged 85 SP:Iteration 24Q (4523.175892 sec): 3 clusters Score: Raw -386146.797022 + Penalty 829.868175 = -385316.928847 nChanged 72 SP:Iteration 25Q (4523.227732 sec): 3 clusters Score: Raw -386174.938287 + Penalty 829.868175 = -385345.070112 nChanged 65 SP:Iteration 26Q (4523.283572 sec): 3 clusters Score: Raw -386200.027115 + Penalty 829.868175 = -385370.158940 nChanged 57 SP:Iteration 27Q (4523.336032 sec): 3 clusters Score: Raw -386220.922974 + Penalty 829.868175 = -385391.054799 nChanged 53 SP:Iteration 28Q (4523.378775 sec): 3 clusters Score: Raw -386243.545042 + Penalty 829.868175 = -385413.676866 nChanged 51 SP:Iteration 29Q (4523.444284 sec): 3 clusters Score: Raw -386263.499031 + Penalty 829.868175 = -385433.630855 nChanged 44 SP:Iteration 30Q (4523.493844 sec): 3 clusters Score: Raw -386276.539726 + Penalty 829.868175 = -385446.671551 nChanged 43 SP:Iteration 31Q (4523.540887 sec): 3 clusters Score: Raw -386289.591824 + Penalty 829.868175 = -385459.723649 nChanged 38 SP:Iteration 32Q (4523.593225 sec): 3 clusters Score: Raw -386300.592461 + Penalty 829.868175 = -385470.724286 nChanged 31 SP:Iteration 33Q (4523.637668 sec): 3 clusters Score: Raw -386309.627713 + Penalty 829.868175 = -385479.759538 nChanged 30 SP:Iteration 34Q (4523.692952 sec): 3 clusters Score: Raw -386317.843647 + Penalty 829.868175 = -385487.975471 nChanged 28 SP:Iteration 35Q (4523.753610 sec): 3 clusters Score: Raw -386324.780296 + Penalty 829.868175 = -385494.912120 nChanged 20 SP:Iteration 36Q (4523.812093 sec): 3 clusters Score: Raw -386328.870990 + Penalty 829.868175 = -385499.002815 nChanged 17 SP:Iteration 37Q (4523.856080 sec): 3 clusters Score: Raw -386331.452555 + Penalty 829.868175 = -385501.584380 nChanged 14 SP:Iteration 38Q (4523.913640 sec): 3 clusters Score: Raw -386333.619847 + Penalty 829.868175 = -385503.751672 nChanged 14 SP:Iteration 39Q (4523.964684 sec): 3 clusters Score: Raw -386336.539602 + Penalty 829.868175 = -385506.671427 nChanged 12 SP:Iteration 40F (4524.023607 sec): 3 clusters Score: Raw -386339.506588 + Penalty 829.868175 = -385509.638413 nChanged 19 SP:Iteration 41Q (4524.073188 sec): 3 clusters Score: Raw -386345.341337 + Penalty 829.868175 = -385515.473162 nChanged 21 SP:Iteration 42Q (4524.127936 sec): 3 clusters Score: Raw -386353.078986 + Penalty 829.868175 = -385523.210810 nChanged 23 SP:Iteration 43Q (4524.192025 sec): 3 clusters Score: Raw -386360.057193 + Penalty 829.868175 = -385530.189017 nChanged 17 SP:Iteration 44Q (4524.242570 sec): 3 clusters Score: Raw -386365.536845 + Penalty 829.868175 = -385535.668669 nChanged 15 SP:Iteration 45Q (4524.296936 sec): 3 clusters Score: Raw -386370.166333 + Penalty 829.868175 = -385540.298158 nChanged 16 SP:Iteration 46Q (4524.355810 sec): 3 clusters Score: Raw -386374.379513 + Penalty 829.868175 = -385544.511338 nChanged 16 SP:Iteration 47Q (4524.396719 sec): 3 clusters Score: Raw -386378.297808 + Penalty 829.868175 = -385548.429633 nChanged 21 SP:Iteration 48Q (4524.455097 sec): 3 clusters Score: Raw -386385.041263 + Penalty 829.868175 = -385555.173087 nChanged 18 SP:Iteration 49Q (4524.504256 sec): 3 clusters Score: Raw -386389.222322 + Penalty 829.868175 = -385559.354146 nChanged 8 SP:Iteration 50Q (4524.553864 sec): 3 clusters Score: Raw -386391.644671 + Penalty 829.868175 = -385561.776496 nChanged 14 SP:Iteration 51Q (4524.606375 sec): 3 clusters Score: Raw -386396.165909 + Penalty 829.868175 = -385566.297734 nChanged 11 SP:Iteration 52Q (4524.664703 sec): 3 clusters Score: Raw -386399.127067 + Penalty 829.868175 = -385569.258891 nChanged 10 SP:Iteration 53Q (4524.721653 sec): 3 clusters Score: Raw -386402.169242 + Penalty 829.868175 = -385572.301067 nChanged 12 SP:Iteration 54Q (4524.776533 sec): 3 clusters Score: Raw -386406.183051 + Penalty 829.868175 = -385576.314876 nChanged 15 SP:Iteration 55Q (4524.822550 sec): 3 clusters Score: Raw -386411.683764 + Penalty 829.868175 = -385581.815589 nChanged 4 SP:Iteration 56Q (4524.876643 sec): 3 clusters Score: Raw -386413.581908 + Penalty 829.868175 = -385583.713733 nChanged 6 SP:Iteration 57Q (4524.929246 sec): 3 clusters Score: Raw -386414.558580 + Penalty 829.868175 = -385584.690404 nChanged 6 SP:Iteration 58Q (4524.981251 sec): 3 clusters Score: Raw -386415.870119 + Penalty 829.868175 = -385586.001944 nChanged 10 SP:Iteration 59Q (4525.027096 sec): 3 clusters Score: Raw -386418.918744 + Penalty 829.868175 = -385589.050569 nChanged 9 SP:Iteration 60F (4525.080742 sec): 3 clusters Score: Raw -386421.032056 + Penalty 829.868175 = -385591.163880 nChanged 8 SP:Iteration 61Q (4525.132412 sec): 3 clusters Score: Raw -386423.153559 + Penalty 829.868175 = -385593.285383 nChanged 2 SP:Iteration 62Q (4525.184693 sec): 3 clusters Score: Raw -386423.468600 + Penalty 829.868175 = -385593.600424 nChanged 3 SP:Iteration 63Q (4525.237185 sec): 3 clusters Score: Raw -386423.945059 + Penalty 829.868175 = -385594.076884 nChanged 2 SP:Iteration 64Q (4525.289215 sec): 3 clusters Score: Raw -386424.176906 + Penalty 829.868175 = -385594.308730 nChanged 1 SP:Iteration 65Q (4525.343761 sec): 3 clusters Score: Raw -386424.309344 + Penalty 829.868175 = -385594.441169 nChanged 0 SP:Iteration 66F (4525.393225 sec): 3 clusters Score: Raw -386424.309344 + Penalty 829.868175 = -385594.441169 nChanged 0 Trying to split cluster 3 (1031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4525.426486 sec): 2 clusters Score: Raw -39027.737111 + Penalty 315.691944 = -38712.045167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4525.465213 sec): 3 clusters Score: Raw -38515.707478 + Penalty 631.383888 = -37884.323590 nChanged 416 SP:Iteration 1F (4525.509127 sec): 3 clusters Score: Raw -38778.258407 + Penalty 631.383888 = -38146.874519 nChanged 71 SP:Iteration 2F (4525.556944 sec): 3 clusters Score: Raw -38836.350544 + Penalty 631.383888 = -38204.966656 nChanged 51 SP:Iteration 3Q (4525.610956 sec): 3 clusters Score: Raw -38873.904260 + Penalty 631.383888 = -38242.520372 nChanged 49 SP:Iteration 4Q (4525.655247 sec): 3 clusters Score: Raw -38904.165369 + Penalty 631.383888 = -38272.781481 nChanged 35 SP:Iteration 5Q (4525.701049 sec): 3 clusters Score: Raw -38929.129594 + Penalty 631.383888 = -38297.745706 nChanged 31 SP:Iteration 6Q (4525.747398 sec): 3 clusters Score: Raw -38952.110133 + Penalty 631.383888 = -38320.726245 nChanged 29 SP:Iteration 7Q (4525.793352 sec): 3 clusters Score: Raw -38969.357629 + Penalty 631.383888 = -38337.973741 nChanged 23 SP:Iteration 8Q (4525.841128 sec): 3 clusters Score: Raw -38981.345474 + Penalty 631.383888 = -38349.961586 nChanged 24 SP:Iteration 9Q (4525.885649 sec): 3 clusters Score: Raw -38995.063346 + Penalty 631.383888 = -38363.679458 nChanged 28 SP:Iteration 10Q (4525.925884 sec): 3 clusters Score: Raw -39022.595896 + Penalty 631.383888 = -38391.212008 nChanged 27 SP:Iteration 11Q (4525.970603 sec): 3 clusters Score: Raw -39038.327497 + Penalty 631.383888 = -38406.943609 nChanged 16 SP:Iteration 12Q (4526.018005 sec): 3 clusters Score: Raw -39047.340551 + Penalty 631.383888 = -38415.956663 nChanged 7 SP:Iteration 13Q (4526.066475 sec): 3 clusters Score: Raw -39048.663199 + Penalty 631.383888 = -38417.279311 nChanged 3 SP:Iteration 14Q (4526.112904 sec): 3 clusters Score: Raw -39050.556823 + Penalty 631.383888 = -38419.172935 nChanged 7 SP:Iteration 15Q (4526.164958 sec): 3 clusters Score: Raw -39054.097132 + Penalty 631.383888 = -38422.713244 nChanged 5 SP:Iteration 16Q (4526.202987 sec): 3 clusters Score: Raw -39055.927202 + Penalty 631.383888 = -38424.543314 nChanged 4 SP:Iteration 17Q (4526.256156 sec): 3 clusters Score: Raw -39057.107259 + Penalty 631.383888 = -38425.723371 nChanged 3 SP:Iteration 18Q (4526.302037 sec): 3 clusters Score: Raw -39057.523680 + Penalty 631.383888 = -38426.139791 nChanged 5 SP:Iteration 19Q (4526.341105 sec): 3 clusters Score: Raw -39058.632337 + Penalty 631.383888 = -38427.248449 nChanged 4 SP:Iteration 20F (4526.377824 sec): 3 clusters Score: Raw -39059.667880 + Penalty 631.383888 = -38428.283992 nChanged 3 SP:Iteration 21Q (4526.425978 sec): 3 clusters Score: Raw -39060.995099 + Penalty 631.383888 = -38429.611210 nChanged 4 SP:Iteration 22Q (4526.454751 sec): 3 clusters Score: Raw -39061.998496 + Penalty 631.383888 = -38430.614608 nChanged 2 SP:Iteration 23Q (4526.491236 sec): 3 clusters Score: Raw -39062.705439 + Penalty 631.383888 = -38431.321551 nChanged 2 SP:Iteration 24Q (4526.533162 sec): 3 clusters Score: Raw -39063.138282 + Penalty 631.383888 = -38431.754394 nChanged 1 SP:Iteration 25Q (4526.581734 sec): 3 clusters Score: Raw -39063.741448 + Penalty 631.383888 = -38432.357560 nChanged 1 SP:Iteration 26Q (4526.627873 sec): 3 clusters Score: Raw -39064.349945 + Penalty 631.383888 = -38432.966057 nChanged 0 SP:Iteration 27F (4526.667132 sec): 3 clusters Score: Raw -39064.349945 + Penalty 631.383888 = -38432.966057 nChanged 0 Trying to split cluster 4 (821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4526.684197 sec): 2 clusters Score: Raw -31175.790611 + Penalty 305.328801 = -30870.461810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4526.719051 sec): 3 clusters Score: Raw -30763.476160 + Penalty 610.657603 = -30152.818557 nChanged 324 SP:Iteration 1F (4526.762214 sec): 3 clusters Score: Raw -31002.391111 + Penalty 610.657603 = -30391.733509 nChanged 81 SP:Iteration 2F (4526.798648 sec): 3 clusters Score: Raw -31110.257576 + Penalty 610.657603 = -30499.599973 nChanged 67 SP:Iteration 3F (4526.838470 sec): 3 clusters Score: Raw -31173.176531 + Penalty 610.657603 = -30562.518928 nChanged 46 SP:Iteration 4F (4526.885501 sec): 3 clusters Score: Raw -31212.944265 + Penalty 610.657603 = -30602.286662 nChanged 33 SP:Iteration 5Q (4526.924675 sec): 3 clusters Score: Raw -31235.050798 + Penalty 610.657603 = -30624.393195 nChanged 24 SP:Iteration 6Q (4526.969300 sec): 3 clusters Score: Raw -31248.430156 + Penalty 610.657603 = -30637.772553 nChanged 14 SP:Iteration 7Q (4527.013741 sec): 3 clusters Score: Raw -31254.692121 + Penalty 610.657603 = -30644.034518 nChanged 12 SP:Iteration 8Q (4527.068273 sec): 3 clusters Score: Raw -31260.092315 + Penalty 610.657603 = -30649.434712 nChanged 14 SP:Iteration 9Q (4527.102920 sec): 3 clusters Score: Raw -31267.490340 + Penalty 610.657603 = -30656.832737 nChanged 13 SP:Iteration 10Q (4527.144055 sec): 3 clusters Score: Raw -31276.401556 + Penalty 610.657603 = -30665.743953 nChanged 10 SP:Iteration 11Q (4527.193918 sec): 3 clusters Score: Raw -31279.968520 + Penalty 610.657603 = -30669.310917 nChanged 8 SP:Iteration 12Q (4527.226333 sec): 3 clusters Score: Raw -31283.538043 + Penalty 610.657603 = -30672.880440 nChanged 5 SP:Iteration 13Q (4527.276926 sec): 3 clusters Score: Raw -31286.024615 + Penalty 610.657603 = -30675.367012 nChanged 5 SP:Iteration 14Q (4527.314137 sec): 3 clusters Score: Raw -31288.999030 + Penalty 610.657603 = -30678.341427 nChanged 3 SP:Iteration 15Q (4527.351465 sec): 3 clusters Score: Raw -31291.415812 + Penalty 610.657603 = -30680.758209 nChanged 5 SP:Iteration 16Q (4527.390419 sec): 3 clusters Score: Raw -31294.063018 + Penalty 610.657603 = -30683.405415 nChanged 6 SP:Iteration 17Q (4527.425269 sec): 3 clusters Score: Raw -31296.961613 + Penalty 610.657603 = -30686.304010 nChanged 6 SP:Iteration 18Q (4527.478285 sec): 3 clusters Score: Raw -31300.283542 + Penalty 610.657603 = -30689.625939 nChanged 3 SP:Iteration 19Q (4527.510888 sec): 3 clusters Score: Raw -31302.169899 + Penalty 610.657603 = -30691.512296 nChanged 3 SP:Iteration 20F (4527.554445 sec): 3 clusters Score: Raw -31303.741899 + Penalty 610.657603 = -30693.084296 nChanged 1 SP:Iteration 21Q (4527.598472 sec): 3 clusters Score: Raw -31304.481485 + Penalty 610.657603 = -30693.823882 nChanged 1 SP:Iteration 22Q (4527.641607 sec): 3 clusters Score: Raw -31305.170676 + Penalty 610.657603 = -30694.513073 nChanged 0 SP:Iteration 23F (4527.681789 sec): 3 clusters Score: Raw -31305.170676 + Penalty 610.657603 = -30694.513073 nChanged 0 Trying to split cluster 5 (1910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4527.711773 sec): 2 clusters Score: Raw -69452.850992 + Penalty 343.746063 = -69109.104929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4527.737228 sec): 3 clusters Score: Raw -68381.065788 + Penalty 687.492125 = -67693.573663 nChanged 830 SP:Iteration 1F (4527.781575 sec): 3 clusters Score: Raw -68881.955312 + Penalty 687.492125 = -68194.463186 nChanged 164 SP:Iteration 2F (4527.827243 sec): 3 clusters Score: Raw -69031.984214 + Penalty 687.492125 = -68344.492088 nChanged 149 SP:Iteration 3F (4527.879337 sec): 3 clusters Score: Raw -69188.702727 + Penalty 687.492125 = -68501.210602 nChanged 144 SP:Iteration 4F (4527.913913 sec): 3 clusters Score: Raw -69282.548956 + Penalty 687.492125 = -68595.056831 nChanged 99 SP:Iteration 5F (4527.964587 sec): 3 clusters Score: Raw -69341.599071 + Penalty 687.492125 = -68654.106945 nChanged 67 SP:Iteration 6Q (4528.006912 sec): 3 clusters Score: Raw -69385.450337 + Penalty 687.492125 = -68697.958211 nChanged 49 SP:Iteration 7Q (4528.045875 sec): 3 clusters Score: Raw -69422.343218 + Penalty 687.492125 = -68734.851092 nChanged 58 SP:Iteration 8Q (4528.096078 sec): 3 clusters Score: Raw -69463.988699 + Penalty 687.492125 = -68776.496573 nChanged 64 SP:Iteration 9Q (4528.138859 sec): 3 clusters Score: Raw -69518.801158 + Penalty 687.492125 = -68831.309033 nChanged 59 SP:Iteration 10Q (4528.174704 sec): 3 clusters Score: Raw -69571.207761 + Penalty 687.492125 = -68883.715636 nChanged 54 SP:Iteration 11Q (4528.215436 sec): 3 clusters Score: Raw -69622.092463 + Penalty 687.492125 = -68934.600337 nChanged 64 SP:Iteration 12Q (4528.267345 sec): 3 clusters Score: Raw -69696.026868 + Penalty 687.492125 = -69008.534742 nChanged 59 SP:Iteration 13Q (4528.315863 sec): 3 clusters Score: Raw -69761.913618 + Penalty 687.492125 = -69074.421493 nChanged 61 SP:Iteration 14Q (4528.362592 sec): 3 clusters Score: Raw -69813.354784 + Penalty 687.492125 = -69125.862659 nChanged 42 SP:Iteration 15Q (4528.400526 sec): 3 clusters Score: Raw -69854.453632 + Penalty 687.492125 = -69166.961506 nChanged 34 SP:Iteration 16Q (4528.443762 sec): 3 clusters Score: Raw -69876.592209 + Penalty 687.492125 = -69189.100084 nChanged 21 SP:Iteration 17Q (4528.494634 sec): 3 clusters Score: Raw -69885.620205 + Penalty 687.492125 = -69198.128080 nChanged 12 SP:Iteration 18Q (4528.550870 sec): 3 clusters Score: Raw -69890.115442 + Penalty 687.492125 = -69202.623317 nChanged 6 SP:Iteration 19Q (4528.592460 sec): 3 clusters Score: Raw -69891.730903 + Penalty 687.492125 = -69204.238777 nChanged 4 SP:Iteration 20F (4528.633963 sec): 3 clusters Score: Raw -69895.680564 + Penalty 687.492125 = -69208.188439 nChanged 5 SP:Iteration 21Q (4528.682711 sec): 3 clusters Score: Raw -69898.905262 + Penalty 687.492125 = -69211.413137 nChanged 4 SP:Iteration 22Q (4528.721171 sec): 3 clusters Score: Raw -69899.506812 + Penalty 687.492125 = -69212.014686 nChanged 1 SP:Iteration 23Q (4528.776695 sec): 3 clusters Score: Raw -69899.957585 + Penalty 687.492125 = -69212.465459 nChanged 1 SP:Iteration 24Q (4528.815248 sec): 3 clusters Score: Raw -69900.296969 + Penalty 687.492125 = -69212.804844 nChanged 1 SP:Iteration 25Q (4528.863328 sec): 3 clusters Score: Raw -69900.483705 + Penalty 687.492125 = -69212.991579 nChanged 2 SP:Iteration 26Q (4528.914858 sec): 3 clusters Score: Raw -69900.590126 + Penalty 687.492125 = -69213.098001 nChanged 0 SP:Iteration 27F (4528.950924 sec): 3 clusters Score: Raw -69900.590126 + Penalty 687.492125 = -69213.098001 nChanged 0 Score: Raw -17402379.908624 + Penalty 27912.415275 = -17374467.493349 Splitting cluster 5 changes total score from -17374613.635391 to -17374467.493349 So it's not getting split. Trying to split cluster 6 (2459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4536.881059 sec): 2 clusters Score: Raw -106006.770749 + Penalty 355.241707 = -105651.529042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4536.918618 sec): 3 clusters Score: Raw -104666.062516 + Penalty 710.483414 = -103955.579102 nChanged 1045 SP:Iteration 1F (4536.966333 sec): 3 clusters Score: Raw -105308.782059 + Penalty 710.483414 = -104598.298645 nChanged 168 SP:Iteration 2F (4537.007593 sec): 3 clusters Score: Raw -105393.549612 + Penalty 710.483414 = -104683.066198 nChanged 144 SP:Iteration 3F (4537.051556 sec): 3 clusters Score: Raw -105462.329312 + Penalty 710.483414 = -104751.845898 nChanged 129 SP:Iteration 4F (4537.100125 sec): 3 clusters Score: Raw -105528.670090 + Penalty 710.483414 = -104818.186676 nChanged 111 SP:Iteration 5Q (4537.146901 sec): 3 clusters Score: Raw -105589.771207 + Penalty 710.483414 = -104879.287794 nChanged 97 SP:Iteration 6Q (4537.192090 sec): 3 clusters Score: Raw -105650.213067 + Penalty 710.483414 = -104939.729653 nChanged 124 SP:Iteration 7F (4537.236321 sec): 3 clusters Score: Raw -105731.211466 + Penalty 710.483414 = -105020.728052 nChanged 107 SP:Iteration 8Q (4537.281611 sec): 3 clusters Score: Raw -105812.680124 + Penalty 710.483414 = -105102.196710 nChanged 96 SP:Iteration 9Q (4537.333891 sec): 3 clusters Score: Raw -105903.734875 + Penalty 710.483414 = -105193.251461 nChanged 75 SP:Iteration 10Q (4537.387120 sec): 3 clusters Score: Raw -105970.917853 + Penalty 710.483414 = -105260.434439 nChanged 60 SP:Iteration 11Q (4537.424000 sec): 3 clusters Score: Raw -106022.823999 + Penalty 710.483414 = -105312.340585 nChanged 44 SP:Iteration 12Q (4537.479009 sec): 3 clusters Score: Raw -106050.800620 + Penalty 710.483414 = -105340.317206 nChanged 27 SP:Iteration 13Q (4537.523938 sec): 3 clusters Score: Raw -106068.405052 + Penalty 710.483414 = -105357.921638 nChanged 28 SP:Iteration 14Q (4537.562690 sec): 3 clusters Score: Raw -106088.151524 + Penalty 710.483414 = -105377.668110 nChanged 25 SP:Iteration 15Q (4537.619376 sec): 3 clusters Score: Raw -106101.632143 + Penalty 710.483414 = -105391.148729 nChanged 16 SP:Iteration 16Q (4537.665201 sec): 3 clusters Score: Raw -106112.482577 + Penalty 710.483414 = -105401.999163 nChanged 8 SP:Iteration 17Q (4537.708112 sec): 3 clusters Score: Raw -106116.669610 + Penalty 710.483414 = -105406.186196 nChanged 9 SP:Iteration 18Q (4537.751990 sec): 3 clusters Score: Raw -106119.991766 + Penalty 710.483414 = -105409.508352 nChanged 6 SP:Iteration 19Q (4537.796870 sec): 3 clusters Score: Raw -106123.339796 + Penalty 710.483414 = -105412.856382 nChanged 4 SP:Iteration 20F (4537.850177 sec): 3 clusters Score: Raw -106126.113581 + Penalty 710.483414 = -105415.630167 nChanged 5 SP:Iteration 21Q (4537.895035 sec): 3 clusters Score: Raw -106127.280225 + Penalty 710.483414 = -105416.796811 nChanged 2 SP:Iteration 22Q (4537.947310 sec): 3 clusters Score: Raw -106128.135360 + Penalty 710.483414 = -105417.651946 nChanged 3 SP:Iteration 23Q (4537.985750 sec): 3 clusters Score: Raw -106128.909225 + Penalty 710.483414 = -105418.425811 nChanged 2 SP:Iteration 24Q (4538.033669 sec): 3 clusters Score: Raw -106129.319367 + Penalty 710.483414 = -105418.835953 nChanged 0 SP:Iteration 25F (4538.088519 sec): 3 clusters Score: Raw -106129.319367 + Penalty 710.483414 = -105418.835953 nChanged 0 Trying to split cluster 7 (27958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4538.138763 sec): 2 clusters Score: Raw -1150092.903743 + Penalty 465.849869 = -1149627.053873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4538.210963 sec): 3 clusters Score: Raw -1131762.812594 + Penalty 931.699738 = -1130831.112856 nChanged 13472 SP:Iteration 1F (4538.285021 sec): 3 clusters Score: Raw -1141283.957889 + Penalty 931.699738 = -1140352.258151 nChanged 2630 SP:Iteration 2F (4538.356352 sec): 3 clusters Score: Raw -1143414.054444 + Penalty 931.699738 = -1142482.354705 nChanged 2547 SP:Iteration 3F (4538.413625 sec): 3 clusters Score: Raw -1145537.525324 + Penalty 931.699738 = -1144605.825586 nChanged 1958 SP:Iteration 4F (4538.486879 sec): 3 clusters Score: Raw -1147283.858839 + Penalty 931.699738 = -1146352.159100 nChanged 1355 SP:Iteration 5Q (4538.568145 sec): 3 clusters Score: Raw -1148529.015693 + Penalty 931.699738 = -1147597.315955 nChanged 878 SP:Iteration 6Q (4538.635174 sec): 3 clusters Score: Raw -1149244.291634 + Penalty 931.699738 = -1148312.591896 nChanged 539 SP:Iteration 7Q (4538.712725 sec): 3 clusters Score: Raw -1149580.039841 + Penalty 931.699738 = -1148648.340102 nChanged 393 SP:Iteration 8Q (4538.777373 sec): 3 clusters Score: Raw -1149793.552309 + Penalty 931.699738 = -1148861.852571 nChanged 327 SP:Iteration 9Q (4538.841702 sec): 3 clusters Score: Raw -1149945.849594 + Penalty 931.699738 = -1149014.149855 nChanged 263 SP:Iteration 10Q (4538.922154 sec): 3 clusters Score: Raw -1150049.616421 + Penalty 931.699738 = -1149117.916683 nChanged 200 SP:Iteration 11Q (4538.992216 sec): 3 clusters Score: Raw -1150107.214640 + Penalty 931.699738 = -1149175.514901 nChanged 143 SP:Iteration 12Q (4539.053721 sec): 3 clusters Score: Raw -1150143.107532 + Penalty 931.699738 = -1149211.407793 nChanged 135 SP:Iteration 13Q (4539.127031 sec): 3 clusters Score: Raw -1150178.172896 + Penalty 931.699738 = -1149246.473158 nChanged 137 SP:Iteration 14Q (4539.191217 sec): 3 clusters Score: Raw -1150210.942480 + Penalty 931.699738 = -1149279.242741 nChanged 115 SP:Iteration 15Q (4539.268288 sec): 3 clusters Score: Raw -1150238.168227 + Penalty 931.699738 = -1149306.468489 nChanged 110 SP:Iteration 16Q (4539.339559 sec): 3 clusters Score: Raw -1150263.517715 + Penalty 931.699738 = -1149331.817976 nChanged 104 SP:Iteration 17Q (4539.408215 sec): 3 clusters Score: Raw -1150287.660435 + Penalty 931.699738 = -1149355.960697 nChanged 103 SP:Iteration 18Q (4539.481340 sec): 3 clusters Score: Raw -1150308.578796 + Penalty 931.699738 = -1149376.879058 nChanged 85 SP:Iteration 19Q (4539.550789 sec): 3 clusters Score: Raw -1150325.085579 + Penalty 931.699738 = -1149393.385841 nChanged 81 SP:Iteration 20F (4539.625192 sec): 3 clusters Score: Raw -1150340.801341 + Penalty 931.699738 = -1149409.101603 nChanged 59 SP:Iteration 21Q (4539.696030 sec): 3 clusters Score: Raw -1150349.841693 + Penalty 931.699738 = -1149418.141954 nChanged 55 SP:Iteration 22Q (4539.758941 sec): 3 clusters Score: Raw -1150356.794453 + Penalty 931.699738 = -1149425.094715 nChanged 38 SP:Iteration 23Q (4539.842100 sec): 3 clusters Score: Raw -1150360.733897 + Penalty 931.699738 = -1149429.034158 nChanged 31 SP:Iteration 24Q (4539.902782 sec): 3 clusters Score: Raw -1150363.565055 + Penalty 931.699738 = -1149431.865317 nChanged 32 SP:Iteration 25Q (4539.974770 sec): 3 clusters Score: Raw -1150366.657797 + Penalty 931.699738 = -1149434.958058 nChanged 29 SP:Iteration 26Q (4540.046237 sec): 3 clusters Score: Raw -1150369.502793 + Penalty 931.699738 = -1149437.803055 nChanged 24 SP:Iteration 27Q (4540.106275 sec): 3 clusters Score: Raw -1150371.685062 + Penalty 931.699738 = -1149439.985324 nChanged 19 SP:Iteration 28Q (4540.191064 sec): 3 clusters Score: Raw -1150373.310709 + Penalty 931.699738 = -1149441.610971 nChanged 21 SP:Iteration 29Q (4540.253624 sec): 3 clusters Score: Raw -1150376.044176 + Penalty 931.699738 = -1149444.344438 nChanged 33 SP:Iteration 30Q (4540.322854 sec): 3 clusters Score: Raw -1150380.585785 + Penalty 931.699738 = -1149448.886047 nChanged 26 SP:Iteration 31Q (4540.391899 sec): 3 clusters Score: Raw -1150383.829733 + Penalty 931.699738 = -1149452.129995 nChanged 33 SP:Iteration 32Q (4540.463872 sec): 3 clusters Score: Raw -1150387.801826 + Penalty 931.699738 = -1149456.102088 nChanged 28 SP:Iteration 33Q (4540.531525 sec): 3 clusters Score: Raw -1150392.091221 + Penalty 931.699738 = -1149460.391483 nChanged 31 SP:Iteration 34Q (4540.600069 sec): 3 clusters Score: Raw -1150396.676349 + Penalty 931.699738 = -1149464.976611 nChanged 25 SP:Iteration 35Q (4540.669831 sec): 3 clusters Score: Raw -1150399.729684 + Penalty 931.699738 = -1149468.029945 nChanged 20 SP:Iteration 36Q (4540.742512 sec): 3 clusters Score: Raw -1150401.615262 + Penalty 931.699738 = -1149469.915524 nChanged 16 SP:Iteration 37Q (4540.811720 sec): 3 clusters Score: Raw -1150404.319393 + Penalty 931.699738 = -1149472.619655 nChanged 19 SP:Iteration 38Q (4540.882779 sec): 3 clusters Score: Raw -1150406.771233 + Penalty 931.699738 = -1149475.071494 nChanged 10 SP:Iteration 39Q (4540.940009 sec): 3 clusters Score: Raw -1150407.275848 + Penalty 931.699738 = -1149475.576109 nChanged 4 SP:Iteration 40F (4541.017313 sec): 3 clusters Score: Raw -1150407.461050 + Penalty 931.699738 = -1149475.761312 nChanged 4 SP:Iteration 41Q (4541.088792 sec): 3 clusters Score: Raw -1150407.806074 + Penalty 931.699738 = -1149476.106335 nChanged 6 SP:Iteration 42Q (4541.165997 sec): 3 clusters Score: Raw -1150408.409243 + Penalty 931.699738 = -1149476.709504 nChanged 5 SP:Iteration 43Q (4541.222327 sec): 3 clusters Score: Raw -1150408.977895 + Penalty 931.699738 = -1149477.278156 nChanged 7 SP:Iteration 44Q (4541.296192 sec): 3 clusters Score: Raw -1150409.560025 + Penalty 931.699738 = -1149477.860286 nChanged 7 SP:Iteration 45Q (4541.366765 sec): 3 clusters Score: Raw -1150410.224523 + Penalty 931.699738 = -1149478.524784 nChanged 5 SP:Iteration 46Q (4541.426599 sec): 3 clusters Score: Raw -1150410.639274 + Penalty 931.699738 = -1149478.939536 nChanged 6 SP:Iteration 47Q (4541.498672 sec): 3 clusters Score: Raw -1150410.993698 + Penalty 931.699738 = -1149479.293960 nChanged 0 SP:Iteration 48F (4541.567155 sec): 3 clusters Score: Raw -1150410.993698 + Penalty 931.699738 = -1149479.293960 nChanged 0 Trying to split cluster 8 (8967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4541.599136 sec): 2 clusters Score: Raw -382944.709224 + Penalty 414.109444 = -382530.599780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4541.653485 sec): 3 clusters Score: Raw -377340.830656 + Penalty 828.218887 = -376512.611769 nChanged 4171 SP:Iteration 1F (4541.702283 sec): 3 clusters Score: Raw -379813.632274 + Penalty 828.218887 = -378985.413387 nChanged 611 SP:Iteration 2F (4541.753110 sec): 3 clusters Score: Raw -380185.819836 + Penalty 828.218887 = -379357.600949 nChanged 621 SP:Iteration 3F (4541.803443 sec): 3 clusters Score: Raw -380589.490553 + Penalty 828.218887 = -379761.271666 nChanged 579 SP:Iteration 4F (4541.851302 sec): 3 clusters Score: Raw -380987.385664 + Penalty 828.218887 = -380159.166777 nChanged 492 SP:Iteration 5F (4541.897255 sec): 3 clusters Score: Raw -381372.313430 + Penalty 828.218887 = -380544.094543 nChanged 430 SP:Iteration 6Q (4541.939357 sec): 3 clusters Score: Raw -381689.332744 + Penalty 828.218887 = -380861.113857 nChanged 352 SP:Iteration 7Q (4541.999698 sec): 3 clusters Score: Raw -381900.037373 + Penalty 828.218887 = -381071.818486 nChanged 275 SP:Iteration 8Q (4542.051130 sec): 3 clusters Score: Raw -382033.289178 + Penalty 828.218887 = -381205.070291 nChanged 209 SP:Iteration 9Q (4542.090382 sec): 3 clusters Score: Raw -382131.246636 + Penalty 828.218887 = -381303.027749 nChanged 198 SP:Iteration 10Q (4542.148798 sec): 3 clusters Score: Raw -382227.929810 + Penalty 828.218887 = -381399.710923 nChanged 190 SP:Iteration 11Q (4542.193919 sec): 3 clusters Score: Raw -382334.364064 + Penalty 828.218887 = -381506.145177 nChanged 191 SP:Iteration 12Q (4542.238055 sec): 3 clusters Score: Raw -382437.979864 + Penalty 828.218887 = -381609.760977 nChanged 170 SP:Iteration 13Q (4542.297550 sec): 3 clusters Score: Raw -382535.567638 + Penalty 828.218887 = -381707.348751 nChanged 162 SP:Iteration 14Q (4542.345507 sec): 3 clusters Score: Raw -382632.666743 + Penalty 828.218887 = -381804.447856 nChanged 122 SP:Iteration 15Q (4542.397581 sec): 3 clusters Score: Raw -382694.279154 + Penalty 828.218887 = -381866.060267 nChanged 98 SP:Iteration 16Q (4542.441541 sec): 3 clusters Score: Raw -382737.818100 + Penalty 828.218887 = -381909.599213 nChanged 102 SP:Iteration 17Q (4542.498568 sec): 3 clusters Score: Raw -382788.101629 + Penalty 828.218887 = -381959.882742 nChanged 94 SP:Iteration 18Q (4542.548310 sec): 3 clusters Score: Raw -382839.493957 + Penalty 828.218887 = -382011.275070 nChanged 82 SP:Iteration 19Q (4542.593323 sec): 3 clusters Score: Raw -382886.874558 + Penalty 828.218887 = -382058.655671 nChanged 70 SP:Iteration 20F (4542.641783 sec): 3 clusters Score: Raw -382935.079288 + Penalty 828.218887 = -382106.860401 nChanged 60 SP:Iteration 21Q (4542.689773 sec): 3 clusters Score: Raw -382982.676337 + Penalty 828.218887 = -382154.457450 nChanged 63 SP:Iteration 22Q (4542.734388 sec): 3 clusters Score: Raw -383028.238409 + Penalty 828.218887 = -382200.019522 nChanged 38 SP:Iteration 23Q (4542.791810 sec): 3 clusters Score: Raw -383051.392621 + Penalty 828.218887 = -382223.173734 nChanged 34 SP:Iteration 24Q (4542.845986 sec): 3 clusters Score: Raw -383071.648257 + Penalty 828.218887 = -382243.429370 nChanged 21 SP:Iteration 25Q (4542.896983 sec): 3 clusters Score: Raw -383083.945623 + Penalty 828.218887 = -382255.726736 nChanged 14 SP:Iteration 26Q (4542.949692 sec): 3 clusters Score: Raw -383091.226423 + Penalty 828.218887 = -382263.007536 nChanged 15 SP:Iteration 27Q (4543.001169 sec): 3 clusters Score: Raw -383096.867452 + Penalty 828.218887 = -382268.648565 nChanged 11 SP:Iteration 28Q (4543.049457 sec): 3 clusters Score: Raw -383101.738150 + Penalty 828.218887 = -382273.519263 nChanged 9 SP:Iteration 29Q (4543.102894 sec): 3 clusters Score: Raw -383106.008958 + Penalty 828.218887 = -382277.790071 nChanged 3 SP:Iteration 30Q (4543.148230 sec): 3 clusters Score: Raw -383107.955248 + Penalty 828.218887 = -382279.736361 nChanged 7 SP:Iteration 31Q (4543.204281 sec): 3 clusters Score: Raw -383111.533255 + Penalty 828.218887 = -382283.314368 nChanged 7 SP:Iteration 32Q (4543.256958 sec): 3 clusters Score: Raw -383115.378674 + Penalty 828.218887 = -382287.159787 nChanged 12 SP:Iteration 33Q (4543.302309 sec): 3 clusters Score: Raw -383120.490547 + Penalty 828.218887 = -382292.271660 nChanged 4 SP:Iteration 34Q (4543.360277 sec): 3 clusters Score: Raw -383121.228190 + Penalty 828.218887 = -382293.009303 nChanged 0 SP:Iteration 35F (4543.404619 sec): 3 clusters Score: Raw -383121.228190 + Penalty 828.218887 = -382293.009303 nChanged 0 Trying to split cluster 9 (11555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4543.446758 sec): 2 clusters Score: Raw -439901.257145 + Penalty 425.646745 = -439475.610400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4543.503468 sec): 3 clusters Score: Raw -432619.867223 + Penalty 851.293491 = -431768.573732 nChanged 5442 SP:Iteration 1F (4543.549042 sec): 3 clusters Score: Raw -436152.378860 + Penalty 851.293491 = -435301.085369 nChanged 833 SP:Iteration 2F (4543.614703 sec): 3 clusters Score: Raw -436697.125113 + Penalty 851.293491 = -435845.831622 nChanged 830 SP:Iteration 3F (4543.672147 sec): 3 clusters Score: Raw -437254.250024 + Penalty 851.293491 = -436402.956534 nChanged 757 SP:Iteration 4F (4543.726264 sec): 3 clusters Score: Raw -437753.330346 + Penalty 851.293491 = -436902.036855 nChanged 675 SP:Iteration 5F (4543.776121 sec): 3 clusters Score: Raw -438207.846634 + Penalty 851.293491 = -437356.553143 nChanged 556 SP:Iteration 6Q (4543.844935 sec): 3 clusters Score: Raw -438557.357789 + Penalty 851.293491 = -437706.064298 nChanged 409 SP:Iteration 7Q (4543.904584 sec): 3 clusters Score: Raw -438782.746873 + Penalty 851.293491 = -437931.453382 nChanged 312 SP:Iteration 8Q (4543.958321 sec): 3 clusters Score: Raw -438908.508413 + Penalty 851.293491 = -438057.214922 nChanged 196 SP:Iteration 9Q (4544.004272 sec): 3 clusters Score: Raw -438976.528969 + Penalty 851.293491 = -438125.235479 nChanged 168 SP:Iteration 10Q (4544.065768 sec): 3 clusters Score: Raw -439025.988212 + Penalty 851.293491 = -438174.694721 nChanged 145 SP:Iteration 11Q (4544.112059 sec): 3 clusters Score: Raw -439063.658384 + Penalty 851.293491 = -438212.364894 nChanged 120 SP:Iteration 12Q (4544.166168 sec): 3 clusters Score: Raw -439094.198428 + Penalty 851.293491 = -438242.904938 nChanged 142 SP:Iteration 13Q (4544.220402 sec): 3 clusters Score: Raw -439133.102648 + Penalty 851.293491 = -438281.809158 nChanged 145 SP:Iteration 14Q (4544.273466 sec): 3 clusters Score: Raw -439177.345088 + Penalty 851.293491 = -438326.051598 nChanged 166 SP:Iteration 15Q (4544.323684 sec): 3 clusters Score: Raw -439233.955933 + Penalty 851.293491 = -438382.662442 nChanged 160 SP:Iteration 16Q (4544.385560 sec): 3 clusters Score: Raw -439300.689602 + Penalty 851.293491 = -438449.396111 nChanged 166 SP:Iteration 17Q (4544.434679 sec): 3 clusters Score: Raw -439371.651485 + Penalty 851.293491 = -438520.357995 nChanged 143 SP:Iteration 18Q (4544.503371 sec): 3 clusters Score: Raw -439431.246543 + Penalty 851.293491 = -438579.953053 nChanged 136 SP:Iteration 19Q (4544.559099 sec): 3 clusters Score: Raw -439492.104820 + Penalty 851.293491 = -438640.811329 nChanged 141 SP:Iteration 20F (4544.615726 sec): 3 clusters Score: Raw -439559.970302 + Penalty 851.293491 = -438708.676811 nChanged 120 SP:Iteration 21Q (4544.674942 sec): 3 clusters Score: Raw -439623.257431 + Penalty 851.293491 = -438771.963940 nChanged 107 SP:Iteration 22Q (4544.728692 sec): 3 clusters Score: Raw -439682.515663 + Penalty 851.293491 = -438831.222173 nChanged 100 SP:Iteration 23Q (4544.775233 sec): 3 clusters Score: Raw -439725.068937 + Penalty 851.293491 = -438873.775447 nChanged 76 SP:Iteration 24Q (4544.836923 sec): 3 clusters Score: Raw -439753.009255 + Penalty 851.293491 = -438901.715764 nChanged 85 SP:Iteration 25Q (4544.893707 sec): 3 clusters Score: Raw -439790.673221 + Penalty 851.293491 = -438939.379730 nChanged 75 SP:Iteration 26Q (4544.943164 sec): 3 clusters Score: Raw -439825.469519 + Penalty 851.293491 = -438974.176029 nChanged 63 SP:Iteration 27Q (4545.001041 sec): 3 clusters Score: Raw -439856.424616 + Penalty 851.293491 = -439005.131125 nChanged 59 SP:Iteration 28Q (4545.055920 sec): 3 clusters Score: Raw -439887.197401 + Penalty 851.293491 = -439035.903910 nChanged 54 SP:Iteration 29Q (4545.113661 sec): 3 clusters Score: Raw -439908.562793 + Penalty 851.293491 = -439057.269302 nChanged 40 SP:Iteration 30Q (4545.172686 sec): 3 clusters Score: Raw -439923.844480 + Penalty 851.293491 = -439072.550989 nChanged 35 SP:Iteration 31Q (4545.217635 sec): 3 clusters Score: Raw -439937.790281 + Penalty 851.293491 = -439086.496790 nChanged 32 SP:Iteration 32Q (4545.271355 sec): 3 clusters Score: Raw -439948.563053 + Penalty 851.293491 = -439097.269563 nChanged 27 SP:Iteration 33Q (4545.324033 sec): 3 clusters Score: Raw -439960.716780 + Penalty 851.293491 = -439109.423289 nChanged 24 SP:Iteration 34Q (4545.389226 sec): 3 clusters Score: Raw -439972.459514 + Penalty 851.293491 = -439121.166024 nChanged 19 SP:Iteration 35Q (4545.442658 sec): 3 clusters Score: Raw -439980.943104 + Penalty 851.293491 = -439129.649613 nChanged 17 SP:Iteration 36Q (4545.496380 sec): 3 clusters Score: Raw -439986.895534 + Penalty 851.293491 = -439135.602044 nChanged 13 SP:Iteration 37Q (4545.554489 sec): 3 clusters Score: Raw -439990.670314 + Penalty 851.293491 = -439139.376824 nChanged 15 SP:Iteration 38Q (4545.605557 sec): 3 clusters Score: Raw -439995.120248 + Penalty 851.293491 = -439143.826758 nChanged 10 SP:Iteration 39Q (4545.658941 sec): 3 clusters Score: Raw -439998.205815 + Penalty 851.293491 = -439146.912325 nChanged 9 SP:Iteration 40F (4545.715092 sec): 3 clusters Score: Raw -440000.052284 + Penalty 851.293491 = -439148.758794 nChanged 6 SP:Iteration 41Q (4545.772035 sec): 3 clusters Score: Raw -440001.620945 + Penalty 851.293491 = -439150.327455 nChanged 10 SP:Iteration 42Q (4545.821210 sec): 3 clusters Score: Raw -440003.760254 + Penalty 851.293491 = -439152.466763 nChanged 3 SP:Iteration 43Q (4545.875784 sec): 3 clusters Score: Raw -440004.081547 + Penalty 851.293491 = -439152.788057 nChanged 2 SP:Iteration 44Q (4545.930887 sec): 3 clusters Score: Raw -440004.989243 + Penalty 851.293491 = -439153.695752 nChanged 1 SP:Iteration 45Q (4545.978223 sec): 3 clusters Score: Raw -440005.213643 + Penalty 851.293491 = -439153.920152 nChanged 2 SP:Iteration 46Q (4546.043432 sec): 3 clusters Score: Raw -440005.550369 + Penalty 851.293491 = -439154.256878 nChanged 1 SP:Iteration 47Q (4546.086740 sec): 3 clusters Score: Raw -440005.718581 + Penalty 851.293491 = -439154.425090 nChanged 1 SP:Iteration 48Q (4546.141524 sec): 3 clusters Score: Raw -440005.775901 + Penalty 851.293491 = -439154.482411 nChanged 1 SP:Iteration 49Q (4546.202040 sec): 3 clusters Score: Raw -440005.901159 + Penalty 851.293491 = -439154.607669 nChanged 1 SP:Iteration 50Q (4546.242927 sec): 3 clusters Score: Raw -440005.997037 + Penalty 851.293491 = -439154.703547 nChanged 1 SP:Iteration 51Q (4546.305059 sec): 3 clusters Score: Raw -440006.112311 + Penalty 851.293491 = -439154.818820 nChanged 1 SP:Iteration 52Q (4546.357753 sec): 3 clusters Score: Raw -440006.225923 + Penalty 851.293491 = -439154.932432 nChanged 0 SP:Iteration 53F (4546.411570 sec): 3 clusters Score: Raw -440006.225923 + Penalty 851.293491 = -439154.932432 nChanged 0 Trying to split cluster 10 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4546.432107 sec): 2 clusters Score: Raw -21188.876125 + Penalty 292.257737 = -20896.618388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4546.464884 sec): 3 clusters Score: Raw -20916.903073 + Penalty 584.515474 = -20332.387599 nChanged 240 SP:Iteration 1F (4546.523241 sec): 3 clusters Score: Raw -21100.235658 + Penalty 584.515474 = -20515.720184 nChanged 75 SP:Iteration 2F (4546.567506 sec): 3 clusters Score: Raw -21198.047077 + Penalty 584.515474 = -20613.531604 nChanged 68 SP:Iteration 3F (4546.607517 sec): 3 clusters Score: Raw -21295.256323 + Penalty 584.515474 = -20710.740849 nChanged 43 SP:Iteration 4F (4546.646201 sec): 3 clusters Score: Raw -21374.674384 + Penalty 584.515474 = -20790.158911 nChanged 29 SP:Iteration 5Q (4546.690318 sec): 3 clusters Score: Raw -21497.556633 + Penalty 584.515474 = -20913.041160 nChanged 34 SP:Iteration 6F (4546.743931 sec): 3 clusters Score: Raw -21555.434321 + Penalty 584.515474 = -20970.918847 nChanged 20 SP:Iteration 7Q (4546.785896 sec): 3 clusters Score: Raw -21574.518123 + Penalty 584.515474 = -20990.002650 nChanged 16 SP:Iteration 8Q (4546.827287 sec): 3 clusters Score: Raw -21584.804840 + Penalty 584.515474 = -21000.289366 nChanged 11 SP:Iteration 9Q (4546.873349 sec): 3 clusters Score: Raw -21592.615368 + Penalty 584.515474 = -21008.099894 nChanged 6 SP:Iteration 10Q (4546.919091 sec): 3 clusters Score: Raw -21597.371703 + Penalty 584.515474 = -21012.856229 nChanged 5 SP:Iteration 11Q (4546.967850 sec): 3 clusters Score: Raw -21602.069365 + Penalty 584.515474 = -21017.553892 nChanged 4 SP:Iteration 12Q (4547.011948 sec): 3 clusters Score: Raw -21604.369548 + Penalty 584.515474 = -21019.854074 nChanged 3 SP:Iteration 13Q (4547.056558 sec): 3 clusters Score: Raw -21606.074669 + Penalty 584.515474 = -21021.559195 nChanged 5 SP:Iteration 14Q (4547.112042 sec): 3 clusters Score: Raw -21609.793259 + Penalty 584.515474 = -21025.277785 nChanged 2 SP:Iteration 15Q (4547.142884 sec): 3 clusters Score: Raw -21610.199873 + Penalty 584.515474 = -21025.684400 nChanged 3 SP:Iteration 16Q (4547.181985 sec): 3 clusters Score: Raw -21611.531213 + Penalty 584.515474 = -21027.015740 nChanged 2 SP:Iteration 17Q (4547.230100 sec): 3 clusters Score: Raw -21611.804281 + Penalty 584.515474 = -21027.288807 nChanged 2 SP:Iteration 18Q (4547.269963 sec): 3 clusters Score: Raw -21612.297075 + Penalty 584.515474 = -21027.781601 nChanged 1 SP:Iteration 19Q (4547.315320 sec): 3 clusters Score: Raw -21618.394191 + Penalty 584.515474 = -21033.878717 nChanged 1 SP:Iteration 20F (4547.359324 sec): 3 clusters Score: Raw -21618.516979 + Penalty 584.515474 = -21034.001505 nChanged 0 Score: Raw -17402361.810344 + Penalty 27912.415275 = -17374449.395069 Splitting cluster 10 changes total score from -17374613.635391 to -17374449.395069 So it's not getting split. Trying to split cluster 11 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4555.294263 sec): 2 clusters Score: Raw -16401.905350 + Penalty 277.970765 = -16123.934585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4555.343138 sec): 3 clusters Score: Raw -16221.265144 + Penalty 555.941530 = -15665.323614 nChanged 165 SP:Iteration 1F (4555.386204 sec): 3 clusters Score: Raw -16347.296205 + Penalty 555.941530 = -15791.354675 nChanged 35 SP:Iteration 2F (4555.435420 sec): 3 clusters Score: Raw -16386.770386 + Penalty 555.941530 = -15830.828856 nChanged 24 SP:Iteration 3F (4555.482453 sec): 3 clusters Score: Raw -16419.625930 + Penalty 555.941530 = -15863.684400 nChanged 15 SP:Iteration 4Q (4555.519666 sec): 3 clusters Score: Raw -16437.918386 + Penalty 555.941530 = -15881.976856 nChanged 9 SP:Iteration 5Q (4555.572739 sec): 3 clusters Score: Raw -16451.721989 + Penalty 555.941530 = -15895.780458 nChanged 10 SP:Iteration 6Q (4555.616935 sec): 3 clusters Score: Raw -16464.031202 + Penalty 555.941530 = -15908.089672 nChanged 6 SP:Iteration 7Q (4555.663215 sec): 3 clusters Score: Raw -16465.437773 + Penalty 555.941530 = -15909.496243 nChanged 3 SP:Iteration 8Q (4555.698294 sec): 3 clusters Score: Raw -16466.962035 + Penalty 555.941530 = -15911.020505 nChanged 2 SP:Iteration 9Q (4555.751778 sec): 3 clusters Score: Raw -16468.580925 + Penalty 555.941530 = -15912.639395 nChanged 2 SP:Iteration 10Q (4555.794729 sec): 3 clusters Score: Raw -16471.872924 + Penalty 555.941530 = -15915.931394 nChanged 5 SP:Iteration 11Q (4555.838441 sec): 3 clusters Score: Raw -16477.704676 + Penalty 555.941530 = -15921.763146 nChanged 6 SP:Iteration 12Q (4555.888147 sec): 3 clusters Score: Raw -16487.344347 + Penalty 555.941530 = -15931.402817 nChanged 6 SP:Iteration 13Q (4555.933818 sec): 3 clusters Score: Raw -16501.418711 + Penalty 555.941530 = -15945.477181 nChanged 10 SP:Iteration 14Q (4555.974327 sec): 3 clusters Score: Raw -16518.182249 + Penalty 555.941530 = -15962.240719 nChanged 7 SP:Iteration 15Q (4556.026170 sec): 3 clusters Score: Raw -16522.912273 + Penalty 555.941530 = -15966.970743 nChanged 4 SP:Iteration 16Q (4556.068109 sec): 3 clusters Score: Raw -16526.360071 + Penalty 555.941530 = -15970.418541 nChanged 4 SP:Iteration 17Q (4556.114181 sec): 3 clusters Score: Raw -16532.343261 + Penalty 555.941530 = -15976.401731 nChanged 7 SP:Iteration 18Q (4556.164496 sec): 3 clusters Score: Raw -16538.772857 + Penalty 555.941530 = -15982.831326 nChanged 6 SP:Iteration 19Q (4556.210972 sec): 3 clusters Score: Raw -16545.549115 + Penalty 555.941530 = -15989.607585 nChanged 5 SP:Iteration 20F (4556.249247 sec): 3 clusters Score: Raw -16554.699896 + Penalty 555.941530 = -15998.758366 nChanged 5 SP:Iteration 21Q (4556.302514 sec): 3 clusters Score: Raw -16560.920239 + Penalty 555.941530 = -16004.978709 nChanged 6 SP:Iteration 22Q (4556.348217 sec): 3 clusters Score: Raw -16564.975053 + Penalty 555.941530 = -16009.033523 nChanged 3 SP:Iteration 23Q (4556.385093 sec): 3 clusters Score: Raw -16567.095054 + Penalty 555.941530 = -16011.153524 nChanged 2 SP:Iteration 24Q (4556.421973 sec): 3 clusters Score: Raw -16567.475873 + Penalty 555.941530 = -16011.534343 nChanged 1 SP:Iteration 25Q (4556.467154 sec): 3 clusters Score: Raw -16568.101908 + Penalty 555.941530 = -16012.160378 nChanged 0 SP:Iteration 26F (4556.518428 sec): 3 clusters Score: Raw -16568.101908 + Penalty 555.941530 = -16012.160378 nChanged 0 Trying to split cluster 12 (67014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4556.597753 sec): 2 clusters Score: Raw -2714038.695683 + Penalty 505.625886 = -2713533.069797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4556.704250 sec): 3 clusters Score: Raw -2669620.061793 + Penalty 1011.251772 = -2668608.810021 nChanged 32544 SP:Iteration 1F (4556.812438 sec): 3 clusters Score: Raw -2690236.552273 + Penalty 1011.251772 = -2689225.300501 nChanged 4626 SP:Iteration 2F (4556.914517 sec): 3 clusters Score: Raw -2692964.088272 + Penalty 1011.251772 = -2691952.836500 nChanged 5464 SP:Iteration 3F (4557.016293 sec): 3 clusters Score: Raw -2696959.363095 + Penalty 1011.251772 = -2695948.111323 nChanged 5851 SP:Iteration 4F (4557.116171 sec): 3 clusters Score: Raw -2702084.592863 + Penalty 1011.251772 = -2701073.341091 nChanged 5291 SP:Iteration 5F (4557.224856 sec): 3 clusters Score: Raw -2707072.073191 + Penalty 1011.251772 = -2706060.821419 nChanged 3801 SP:Iteration 6F (4557.331638 sec): 3 clusters Score: Raw -2710783.164363 + Penalty 1011.251772 = -2709771.912592 nChanged 2142 SP:Iteration 7Q (4557.450280 sec): 3 clusters Score: Raw -2712816.455670 + Penalty 1011.251772 = -2711805.203898 nChanged 903 SP:Iteration 8Q (4557.561406 sec): 3 clusters Score: Raw -2713617.393169 + Penalty 1011.251772 = -2712606.141397 nChanged 336 SP:Iteration 9Q (4557.667273 sec): 3 clusters Score: Raw -2713901.869324 + Penalty 1011.251772 = -2712890.617552 nChanged 122 SP:Iteration 10Q (4557.776138 sec): 3 clusters Score: Raw -2714020.215193 + Penalty 1011.251772 = -2713008.963421 nChanged 69 SP:Iteration 11Q (4557.881357 sec): 3 clusters Score: Raw -2714116.668702 + Penalty 1011.251772 = -2713105.416930 nChanged 72 SP:Iteration 12Q (4557.981741 sec): 3 clusters Score: Raw -2714195.749531 + Penalty 1011.251772 = -2713184.497759 nChanged 56 SP:Iteration 13Q (4558.084184 sec): 3 clusters Score: Raw -2714233.168261 + Penalty 1011.251772 = -2713221.916489 nChanged 43 SP:Iteration 14Q (4558.180418 sec): 3 clusters Score: Raw -2714256.950072 + Penalty 1011.251772 = -2713245.698301 nChanged 31 SP:Iteration 15Q (4558.266624 sec): 3 clusters Score: Raw -2714267.427132 + Penalty 1011.251772 = -2713256.175360 nChanged 15 SP:Iteration 16Q (4558.379369 sec): 3 clusters Score: Raw -2714273.209240 + Penalty 1011.251772 = -2713261.957469 nChanged 15 SP:Iteration 17Q (4558.486956 sec): 3 clusters Score: Raw -2714278.348626 + Penalty 1011.251772 = -2713267.096854 nChanged 12 SP:Iteration 18Q (4558.593620 sec): 3 clusters Score: Raw -2714280.463428 + Penalty 1011.251772 = -2713269.211656 nChanged 5 SP:Iteration 19Q (4558.695040 sec): 3 clusters Score: Raw -2714281.522218 + Penalty 1011.251772 = -2713270.270446 nChanged 6 SP:Iteration 20F (4558.793565 sec): 3 clusters Score: Raw -2714282.993194 + Penalty 1011.251772 = -2713271.741422 nChanged 2 SP:Iteration 21Q (4558.901929 sec): 3 clusters Score: Raw -2714283.785991 + Penalty 1011.251772 = -2713272.534219 nChanged 4 SP:Iteration 22Q (4559.000835 sec): 3 clusters Score: Raw -2714285.029309 + Penalty 1011.251772 = -2713273.777537 nChanged 4 SP:Iteration 23Q (4559.103238 sec): 3 clusters Score: Raw -2714285.809051 + Penalty 1011.251772 = -2713274.557279 nChanged 1 SP:Iteration 24Q (4559.206372 sec): 3 clusters Score: Raw -2714285.918546 + Penalty 1011.251772 = -2713274.666774 nChanged 0 SP:Iteration 25F (4559.309587 sec): 3 clusters Score: Raw -2714285.918546 + Penalty 1011.251772 = -2713274.666774 nChanged 0 Trying to split cluster 13 (8668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4559.344452 sec): 2 clusters Score: Raw -367108.811401 + Penalty 412.566398 = -366696.245003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4559.388294 sec): 3 clusters Score: Raw -361753.216661 + Penalty 825.132796 = -360928.083865 nChanged 3935 SP:Iteration 1F (4559.447287 sec): 3 clusters Score: Raw -363940.827935 + Penalty 825.132796 = -363115.695139 nChanged 392 SP:Iteration 2Q (4559.500817 sec): 3 clusters Score: Raw -364086.287590 + Penalty 825.132796 = -363261.154794 nChanged 374 SP:Iteration 3Q (4559.557202 sec): 3 clusters Score: Raw -364242.440386 + Penalty 825.132796 = -363417.307590 nChanged 422 SP:Iteration 4Q (4559.616802 sec): 3 clusters Score: Raw -364452.740134 + Penalty 825.132796 = -363627.607338 nChanged 452 SP:Iteration 5F (4559.673474 sec): 3 clusters Score: Raw -364722.216033 + Penalty 825.132796 = -363897.083237 nChanged 478 SP:Iteration 6F (4559.728089 sec): 3 clusters Score: Raw -365038.309711 + Penalty 825.132796 = -364213.176915 nChanged 482 SP:Iteration 7F (4559.783550 sec): 3 clusters Score: Raw -365363.679709 + Penalty 825.132796 = -364538.546913 nChanged 425 SP:Iteration 8Q (4559.840527 sec): 3 clusters Score: Raw -365587.566800 + Penalty 825.132796 = -364762.434004 nChanged 291 SP:Iteration 9Q (4559.901436 sec): 3 clusters Score: Raw -365712.244572 + Penalty 825.132796 = -364887.111776 nChanged 209 SP:Iteration 10Q (4559.954355 sec): 3 clusters Score: Raw -365786.362473 + Penalty 825.132796 = -364961.229677 nChanged 171 SP:Iteration 11Q (4559.996320 sec): 3 clusters Score: Raw -365849.323809 + Penalty 825.132796 = -365024.191013 nChanged 149 SP:Iteration 12Q (4560.059640 sec): 3 clusters Score: Raw -365905.241452 + Penalty 825.132796 = -365080.108656 nChanged 148 SP:Iteration 13Q (4560.118296 sec): 3 clusters Score: Raw -365963.660024 + Penalty 825.132796 = -365138.527228 nChanged 131 SP:Iteration 14Q (4560.165011 sec): 3 clusters Score: Raw -366009.423508 + Penalty 825.132796 = -365184.290712 nChanged 137 SP:Iteration 15Q (4560.227273 sec): 3 clusters Score: Raw -366057.055192 + Penalty 825.132796 = -365231.922396 nChanged 139 SP:Iteration 16Q (4560.285491 sec): 3 clusters Score: Raw -366100.641646 + Penalty 825.132796 = -365275.508850 nChanged 119 SP:Iteration 17Q (4560.341554 sec): 3 clusters Score: Raw -366137.987750 + Penalty 825.132796 = -365312.854954 nChanged 114 SP:Iteration 18Q (4560.392239 sec): 3 clusters Score: Raw -366175.457124 + Penalty 825.132796 = -365350.324328 nChanged 118 SP:Iteration 19Q (4560.442528 sec): 3 clusters Score: Raw -366211.465893 + Penalty 825.132796 = -365386.333097 nChanged 102 SP:Iteration 20F (4560.500285 sec): 3 clusters Score: Raw -366243.470730 + Penalty 825.132796 = -365418.337934 nChanged 112 SP:Iteration 21Q (4560.550996 sec): 3 clusters Score: Raw -366282.859515 + Penalty 825.132796 = -365457.726719 nChanged 110 SP:Iteration 22Q (4560.606872 sec): 3 clusters Score: Raw -366321.125883 + Penalty 825.132796 = -365495.993087 nChanged 106 SP:Iteration 23Q (4560.664120 sec): 3 clusters Score: Raw -366361.582160 + Penalty 825.132796 = -365536.449363 nChanged 112 SP:Iteration 24Q (4560.706553 sec): 3 clusters Score: Raw -366401.545535 + Penalty 825.132796 = -365576.412739 nChanged 104 SP:Iteration 25Q (4560.749466 sec): 3 clusters Score: Raw -366434.076490 + Penalty 825.132796 = -365608.943694 nChanged 109 SP:Iteration 26Q (4560.806103 sec): 3 clusters Score: Raw -366473.544539 + Penalty 825.132796 = -365648.411743 nChanged 108 SP:Iteration 27Q (4560.863122 sec): 3 clusters Score: Raw -366516.557203 + Penalty 825.132796 = -365691.424407 nChanged 105 SP:Iteration 28Q (4560.919413 sec): 3 clusters Score: Raw -366562.488024 + Penalty 825.132796 = -365737.355228 nChanged 107 SP:Iteration 29Q (4560.969482 sec): 3 clusters Score: Raw -366606.501765 + Penalty 825.132796 = -365781.368969 nChanged 114 SP:Iteration 30Q (4561.024561 sec): 3 clusters Score: Raw -366654.049360 + Penalty 825.132796 = -365828.916564 nChanged 103 SP:Iteration 31Q (4561.077882 sec): 3 clusters Score: Raw -366699.692023 + Penalty 825.132796 = -365874.559227 nChanged 110 SP:Iteration 32Q (4561.133792 sec): 3 clusters Score: Raw -366749.431508 + Penalty 825.132796 = -365924.298712 nChanged 104 SP:Iteration 33Q (4561.196988 sec): 3 clusters Score: Raw -366794.327864 + Penalty 825.132796 = -365969.195068 nChanged 95 SP:Iteration 34Q (4561.245221 sec): 3 clusters Score: Raw -366840.977159 + Penalty 825.132796 = -366015.844363 nChanged 84 SP:Iteration 35Q (4561.311403 sec): 3 clusters Score: Raw -366878.446006 + Penalty 825.132796 = -366053.313210 nChanged 69 SP:Iteration 36Q (4561.355423 sec): 3 clusters Score: Raw -366907.974103 + Penalty 825.132796 = -366082.841307 nChanged 63 SP:Iteration 37Q (4561.402032 sec): 3 clusters Score: Raw -366932.103409 + Penalty 825.132796 = -366106.970613 nChanged 49 SP:Iteration 38Q (4561.462956 sec): 3 clusters Score: Raw -366947.361480 + Penalty 825.132796 = -366122.228684 nChanged 44 SP:Iteration 39Q (4561.514846 sec): 3 clusters Score: Raw -366961.787905 + Penalty 825.132796 = -366136.655109 nChanged 39 SP:Iteration 40F (4561.562877 sec): 3 clusters Score: Raw -366979.662371 + Penalty 825.132796 = -366154.529575 nChanged 39 SP:Iteration 41Q (4561.623963 sec): 3 clusters Score: Raw -366999.302082 + Penalty 825.132796 = -366174.169286 nChanged 36 SP:Iteration 42Q (4561.672894 sec): 3 clusters Score: Raw -367013.374056 + Penalty 825.132796 = -366188.241260 nChanged 41 SP:Iteration 43Q (4561.736377 sec): 3 clusters Score: Raw -367032.205067 + Penalty 825.132796 = -366207.072271 nChanged 33 SP:Iteration 44Q (4561.791227 sec): 3 clusters Score: Raw -367044.974592 + Penalty 825.132796 = -366219.841796 nChanged 32 SP:Iteration 45Q (4561.835393 sec): 3 clusters Score: Raw -367056.246958 + Penalty 825.132796 = -366231.114162 nChanged 29 SP:Iteration 46Q (4561.895168 sec): 3 clusters Score: Raw -367066.953694 + Penalty 825.132796 = -366241.820898 nChanged 25 SP:Iteration 47Q (4561.949118 sec): 3 clusters Score: Raw -367080.462155 + Penalty 825.132796 = -366255.329359 nChanged 28 SP:Iteration 48Q (4561.998262 sec): 3 clusters Score: Raw -367097.558940 + Penalty 825.132796 = -366272.426144 nChanged 25 SP:Iteration 49Q (4562.054785 sec): 3 clusters Score: Raw -367110.232831 + Penalty 825.132796 = -366285.100035 nChanged 24 SP:Iteration 50Q (4562.103725 sec): 3 clusters Score: Raw -367122.114541 + Penalty 825.132796 = -366296.981745 nChanged 23 SP:Iteration 51Q (4562.159034 sec): 3 clusters Score: Raw -367130.217045 + Penalty 825.132796 = -366305.084249 nChanged 15 SP:Iteration 52Q (4562.201777 sec): 3 clusters Score: Raw -367135.757140 + Penalty 825.132796 = -366310.624344 nChanged 9 SP:Iteration 53Q (4562.265313 sec): 3 clusters Score: Raw -367139.259940 + Penalty 825.132796 = -366314.127144 nChanged 6 SP:Iteration 54Q (4562.315438 sec): 3 clusters Score: Raw -367141.208525 + Penalty 825.132796 = -366316.075729 nChanged 5 SP:Iteration 55Q (4562.371822 sec): 3 clusters Score: Raw -367142.374793 + Penalty 825.132796 = -366317.241997 nChanged 8 SP:Iteration 56Q (4562.422241 sec): 3 clusters Score: Raw -367143.604757 + Penalty 825.132796 = -366318.471961 nChanged 2 SP:Iteration 57Q (4562.478647 sec): 3 clusters Score: Raw -367144.005546 + Penalty 825.132796 = -366318.872750 nChanged 2 SP:Iteration 58Q (4562.521678 sec): 3 clusters Score: Raw -367144.294995 + Penalty 825.132796 = -366319.162199 nChanged 2 SP:Iteration 59Q (4562.576545 sec): 3 clusters Score: Raw -367144.497162 + Penalty 825.132796 = -366319.364366 nChanged 0 SP:Iteration 60F (4562.630400 sec): 3 clusters Score: Raw -367144.497162 + Penalty 825.132796 = -366319.364366 nChanged 0 Trying to split cluster 14 (1285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4562.649836 sec): 2 clusters Score: Raw -49788.629687 + Penalty 325.712387 = -49462.917300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4562.707661 sec): 3 clusters Score: Raw -49110.997597 + Penalty 651.424774 = -48459.572824 nChanged 524 SP:Iteration 1F (4562.748621 sec): 3 clusters Score: Raw -49421.883618 + Penalty 651.424774 = -48770.458845 nChanged 105 SP:Iteration 2F (4562.800298 sec): 3 clusters Score: Raw -49496.861857 + Penalty 651.424774 = -48845.437084 nChanged 82 SP:Iteration 3F (4562.853972 sec): 3 clusters Score: Raw -49543.655724 + Penalty 651.424774 = -48892.230950 nChanged 61 SP:Iteration 4Q (4562.891779 sec): 3 clusters Score: Raw -49583.766781 + Penalty 651.424774 = -48932.342007 nChanged 53 SP:Iteration 5Q (4562.939020 sec): 3 clusters Score: Raw -49619.496140 + Penalty 651.424774 = -48968.071366 nChanged 56 SP:Iteration 6Q (4562.988540 sec): 3 clusters Score: Raw -49653.683850 + Penalty 651.424774 = -49002.259076 nChanged 38 SP:Iteration 7Q (4563.037285 sec): 3 clusters Score: Raw -49675.962685 + Penalty 651.424774 = -49024.537912 nChanged 46 SP:Iteration 8Q (4563.097944 sec): 3 clusters Score: Raw -49698.678754 + Penalty 651.424774 = -49047.253980 nChanged 30 SP:Iteration 9Q (4563.135214 sec): 3 clusters Score: Raw -49711.775485 + Penalty 651.424774 = -49060.350711 nChanged 27 SP:Iteration 10Q (4563.185171 sec): 3 clusters Score: Raw -49721.645468 + Penalty 651.424774 = -49070.220694 nChanged 22 SP:Iteration 11Q (4563.233222 sec): 3 clusters Score: Raw -49731.040248 + Penalty 651.424774 = -49079.615474 nChanged 16 SP:Iteration 12Q (4563.286438 sec): 3 clusters Score: Raw -49736.805306 + Penalty 651.424774 = -49085.380532 nChanged 16 SP:Iteration 13Q (4563.328884 sec): 3 clusters Score: Raw -49744.644052 + Penalty 651.424774 = -49093.219278 nChanged 10 SP:Iteration 14Q (4563.379291 sec): 3 clusters Score: Raw -49749.454648 + Penalty 651.424774 = -49098.029874 nChanged 6 SP:Iteration 15Q (4563.421145 sec): 3 clusters Score: Raw -49750.552120 + Penalty 651.424774 = -49099.127346 nChanged 7 SP:Iteration 16Q (4563.468754 sec): 3 clusters Score: Raw -49751.929454 + Penalty 651.424774 = -49100.504680 nChanged 7 SP:Iteration 17Q (4563.502277 sec): 3 clusters Score: Raw -49753.831921 + Penalty 651.424774 = -49102.407147 nChanged 5 SP:Iteration 18Q (4563.553890 sec): 3 clusters Score: Raw -49756.276548 + Penalty 651.424774 = -49104.851775 nChanged 8 SP:Iteration 19Q (4563.594169 sec): 3 clusters Score: Raw -49759.810235 + Penalty 651.424774 = -49108.385461 nChanged 6 SP:Iteration 20F (4563.639833 sec): 3 clusters Score: Raw -49761.535834 + Penalty 651.424774 = -49110.111060 nChanged 6 SP:Iteration 21Q (4563.688922 sec): 3 clusters Score: Raw -49764.067719 + Penalty 651.424774 = -49112.642945 nChanged 8 SP:Iteration 22Q (4563.738580 sec): 3 clusters Score: Raw -49767.243942 + Penalty 651.424774 = -49115.819168 nChanged 7 SP:Iteration 23Q (4563.789460 sec): 3 clusters Score: Raw -49770.830513 + Penalty 651.424774 = -49119.405739 nChanged 12 SP:Iteration 24Q (4563.836535 sec): 3 clusters Score: Raw -49776.509051 + Penalty 651.424774 = -49125.084277 nChanged 9 SP:Iteration 25Q (4563.888768 sec): 3 clusters Score: Raw -49782.377289 + Penalty 651.424774 = -49130.952515 nChanged 11 SP:Iteration 26Q (4563.936920 sec): 3 clusters Score: Raw -49790.010314 + Penalty 651.424774 = -49138.585540 nChanged 15 SP:Iteration 27Q (4563.985372 sec): 3 clusters Score: Raw -49797.618984 + Penalty 651.424774 = -49146.194211 nChanged 12 SP:Iteration 28Q (4564.027517 sec): 3 clusters Score: Raw -49805.219289 + Penalty 651.424774 = -49153.794515 nChanged 11 SP:Iteration 29Q (4564.081582 sec): 3 clusters Score: Raw -49812.015853 + Penalty 651.424774 = -49160.591080 nChanged 15 SP:Iteration 30Q (4564.129179 sec): 3 clusters Score: Raw -49819.418975 + Penalty 651.424774 = -49167.994202 nChanged 11 SP:Iteration 31Q (4564.186352 sec): 3 clusters Score: Raw -49823.301255 + Penalty 651.424774 = -49171.876481 nChanged 13 SP:Iteration 32Q (4564.232444 sec): 3 clusters Score: Raw -49828.578910 + Penalty 651.424774 = -49177.154136 nChanged 15 SP:Iteration 33Q (4564.263970 sec): 3 clusters Score: Raw -49839.703694 + Penalty 651.424774 = -49188.278920 nChanged 13 SP:Iteration 34Q (4564.314316 sec): 3 clusters Score: Raw -49847.413953 + Penalty 651.424774 = -49195.989180 nChanged 11 SP:Iteration 35Q (4564.366133 sec): 3 clusters Score: Raw -49853.638114 + Penalty 651.424774 = -49202.213340 nChanged 10 SP:Iteration 36Q (4564.410699 sec): 3 clusters Score: Raw -49863.420146 + Penalty 651.424774 = -49211.995372 nChanged 12 SP:Iteration 37Q (4564.461233 sec): 3 clusters Score: Raw -49869.568656 + Penalty 651.424774 = -49218.143882 nChanged 9 SP:Iteration 38Q (4564.507628 sec): 3 clusters Score: Raw -49874.020988 + Penalty 651.424774 = -49222.596215 nChanged 10 SP:Iteration 39Q (4564.552644 sec): 3 clusters Score: Raw -49879.284173 + Penalty 651.424774 = -49227.859399 nChanged 7 SP:Iteration 40F (4564.597071 sec): 3 clusters Score: Raw -49882.753050 + Penalty 651.424774 = -49231.328276 nChanged 10 SP:Iteration 41Q (4564.633584 sec): 3 clusters Score: Raw -49889.874697 + Penalty 651.424774 = -49238.449923 nChanged 7 SP:Iteration 42Q (4564.683645 sec): 3 clusters Score: Raw -49892.436973 + Penalty 651.424774 = -49241.012200 nChanged 3 SP:Iteration 43Q (4564.735494 sec): 3 clusters Score: Raw -49893.474262 + Penalty 651.424774 = -49242.049488 nChanged 3 SP:Iteration 44Q (4564.788343 sec): 3 clusters Score: Raw -49894.799730 + Penalty 651.424774 = -49243.374957 nChanged 3 SP:Iteration 45Q (4564.836380 sec): 3 clusters Score: Raw -49896.032789 + Penalty 651.424774 = -49244.608015 nChanged 2 SP:Iteration 46Q (4564.884350 sec): 3 clusters Score: Raw -49896.477900 + Penalty 651.424774 = -49245.053127 nChanged 2 SP:Iteration 47Q (4564.924278 sec): 3 clusters Score: Raw -49896.813331 + Penalty 651.424774 = -49245.388557 nChanged 1 SP:Iteration 48Q (4564.971952 sec): 3 clusters Score: Raw -49897.016925 + Penalty 651.424774 = -49245.592151 nChanged 1 SP:Iteration 49Q (4565.019658 sec): 3 clusters Score: Raw -49897.082665 + Penalty 651.424774 = -49245.657892 nChanged 0 SP:Iteration 50F (4565.066840 sec): 3 clusters Score: Raw -49897.082665 + Penalty 651.424774 = -49245.657892 nChanged 0 Trying to split cluster 15 (107004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4565.190048 sec): 2 clusters Score: Raw -4335253.910268 + Penalty 526.918278 = -4334726.991990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4565.340230 sec): 3 clusters Score: Raw -4263741.047397 + Penalty 1053.836556 = -4262687.210840 nChanged 52266 SP:Iteration 1F (4565.488610 sec): 3 clusters Score: Raw -4298514.904449 + Penalty 1053.836556 = -4297461.067893 nChanged 7012 SP:Iteration 2F (4565.643175 sec): 3 clusters Score: Raw -4302842.249691 + Penalty 1053.836556 = -4301788.413135 nChanged 7765 SP:Iteration 3F (4565.794052 sec): 3 clusters Score: Raw -4308653.157810 + Penalty 1053.836556 = -4307599.321254 nChanged 7387 SP:Iteration 4F (4565.930108 sec): 3 clusters Score: Raw -4314741.200679 + Penalty 1053.836556 = -4313687.364123 nChanged 5996 SP:Iteration 5F (4566.077112 sec): 3 clusters Score: Raw -4319040.492980 + Penalty 1053.836556 = -4317986.656424 nChanged 4207 SP:Iteration 6Q (4566.229661 sec): 3 clusters Score: Raw -4321151.173183 + Penalty 1053.836556 = -4320097.336627 nChanged 2746 SP:Iteration 7Q (4566.382438 sec): 3 clusters Score: Raw -4322220.367614 + Penalty 1053.836556 = -4321166.531058 nChanged 2152 SP:Iteration 8Q (4566.548035 sec): 3 clusters Score: Raw -4323029.510335 + Penalty 1053.836556 = -4321975.673779 nChanged 2035 SP:Iteration 9Q (4566.696194 sec): 3 clusters Score: Raw -4323756.135783 + Penalty 1053.836556 = -4322702.299227 nChanged 2002 SP:Iteration 10Q (4566.856238 sec): 3 clusters Score: Raw -4324470.456584 + Penalty 1053.836556 = -4323416.620027 nChanged 2014 SP:Iteration 11Q (4567.009606 sec): 3 clusters Score: Raw -4325210.917079 + Penalty 1053.836556 = -4324157.080523 nChanged 2010 SP:Iteration 12Q (4567.165988 sec): 3 clusters Score: Raw -4325972.775252 + Penalty 1053.836556 = -4324918.938696 nChanged 1977 SP:Iteration 13Q (4567.321141 sec): 3 clusters Score: Raw -4326763.696728 + Penalty 1053.836556 = -4325709.860172 nChanged 1934 SP:Iteration 14Q (4567.468712 sec): 3 clusters Score: Raw -4327568.844879 + Penalty 1053.836556 = -4326515.008323 nChanged 1828 SP:Iteration 15Q (4567.613741 sec): 3 clusters Score: Raw -4328362.936590 + Penalty 1053.836556 = -4327309.100034 nChanged 1792 SP:Iteration 16Q (4567.755290 sec): 3 clusters Score: Raw -4329180.047763 + Penalty 1053.836556 = -4328126.211207 nChanged 1647 SP:Iteration 17Q (4567.896991 sec): 3 clusters Score: Raw -4329953.235697 + Penalty 1053.836556 = -4328899.399141 nChanged 1578 SP:Iteration 18Q (4568.047262 sec): 3 clusters Score: Raw -4330726.180183 + Penalty 1053.836556 = -4329672.343627 nChanged 1465 SP:Iteration 19Q (4568.188027 sec): 3 clusters Score: Raw -4331469.354958 + Penalty 1053.836556 = -4330415.518401 nChanged 1329 SP:Iteration 20F (4568.328990 sec): 3 clusters Score: Raw -4332146.710588 + Penalty 1053.836556 = -4331092.874032 nChanged 1157 SP:Iteration 21Q (4568.475742 sec): 3 clusters Score: Raw -4332734.425046 + Penalty 1053.836556 = -4331680.588490 nChanged 947 SP:Iteration 22Q (4568.609369 sec): 3 clusters Score: Raw -4333221.257450 + Penalty 1053.836556 = -4332167.420894 nChanged 852 SP:Iteration 23Q (4568.743944 sec): 3 clusters Score: Raw -4333670.769831 + Penalty 1053.836556 = -4332616.933275 nChanged 720 SP:Iteration 24Q (4568.880549 sec): 3 clusters Score: Raw -4334041.850012 + Penalty 1053.836556 = -4332988.013456 nChanged 584 SP:Iteration 25Q (4569.015261 sec): 3 clusters Score: Raw -4334345.336035 + Penalty 1053.836556 = -4333291.499479 nChanged 443 SP:Iteration 26Q (4569.151776 sec): 3 clusters Score: Raw -4334582.055414 + Penalty 1053.836556 = -4333528.218858 nChanged 365 SP:Iteration 27Q (4569.297994 sec): 3 clusters Score: Raw -4334768.841189 + Penalty 1053.836556 = -4333715.004633 nChanged 281 SP:Iteration 28Q (4569.427970 sec): 3 clusters Score: Raw -4334910.230462 + Penalty 1053.836556 = -4333856.393906 nChanged 213 SP:Iteration 29Q (4569.560155 sec): 3 clusters Score: Raw -4335012.586473 + Penalty 1053.836556 = -4333958.749917 nChanged 157 SP:Iteration 30Q (4569.703344 sec): 3 clusters Score: Raw -4335085.894909 + Penalty 1053.836556 = -4334032.058353 nChanged 128 SP:Iteration 31Q (4569.838230 sec): 3 clusters Score: Raw -4335144.154737 + Penalty 1053.836556 = -4334090.318181 nChanged 97 SP:Iteration 32Q (4569.966008 sec): 3 clusters Score: Raw -4335192.260071 + Penalty 1053.836556 = -4334138.423515 nChanged 77 SP:Iteration 33Q (4570.103951 sec): 3 clusters Score: Raw -4335229.712138 + Penalty 1053.836556 = -4334175.875582 nChanged 65 SP:Iteration 34Q (4570.229483 sec): 3 clusters Score: Raw -4335259.957579 + Penalty 1053.836556 = -4334206.121023 nChanged 49 SP:Iteration 35Q (4570.360622 sec): 3 clusters Score: Raw -4335282.111955 + Penalty 1053.836556 = -4334228.275398 nChanged 42 SP:Iteration 36Q (4570.502488 sec): 3 clusters Score: Raw -4335299.342707 + Penalty 1053.836556 = -4334245.506151 nChanged 32 SP:Iteration 37Q (4570.639085 sec): 3 clusters Score: Raw -4335307.918571 + Penalty 1053.836556 = -4334254.082015 nChanged 22 SP:Iteration 38Q (4570.777437 sec): 3 clusters Score: Raw -4335315.458103 + Penalty 1053.836556 = -4334261.621547 nChanged 18 SP:Iteration 39Q (4570.913444 sec): 3 clusters Score: Raw -4335323.325657 + Penalty 1053.836556 = -4334269.489101 nChanged 22 SP:Iteration 40F (4571.064985 sec): 3 clusters Score: Raw -4335332.609776 + Penalty 1053.836556 = -4334278.773220 nChanged 16 SP:Iteration 41Q (4571.227224 sec): 3 clusters Score: Raw -4335337.314133 + Penalty 1053.836556 = -4334283.477577 nChanged 10 SP:Iteration 42Q (4571.366350 sec): 3 clusters Score: Raw -4335340.546665 + Penalty 1053.836556 = -4334286.710109 nChanged 9 SP:Iteration 43Q (4571.488112 sec): 3 clusters Score: Raw -4335342.862698 + Penalty 1053.836556 = -4334289.026142 nChanged 7 SP:Iteration 44Q (4571.629617 sec): 3 clusters Score: Raw -4335344.465033 + Penalty 1053.836556 = -4334290.628477 nChanged 3 SP:Iteration 45Q (4571.765875 sec): 3 clusters Score: Raw -4335345.223215 + Penalty 1053.836556 = -4334291.386658 nChanged 4 SP:Iteration 46Q (4571.896268 sec): 3 clusters Score: Raw -4335346.772755 + Penalty 1053.836556 = -4334292.936199 nChanged 4 SP:Iteration 47Q (4572.021752 sec): 3 clusters Score: Raw -4335347.949440 + Penalty 1053.836556 = -4334294.112884 nChanged 4 SP:Iteration 48Q (4572.150616 sec): 3 clusters Score: Raw -4335349.707001 + Penalty 1053.836556 = -4334295.870445 nChanged 3 SP:Iteration 49Q (4572.274155 sec): 3 clusters Score: Raw -4335350.954083 + Penalty 1053.836556 = -4334297.117526 nChanged 3 SP:Iteration 50Q (4572.410439 sec): 3 clusters Score: Raw -4335351.498660 + Penalty 1053.836556 = -4334297.662104 nChanged 1 SP:Iteration 51Q (4572.546166 sec): 3 clusters Score: Raw -4335351.638230 + Penalty 1053.836556 = -4334297.801674 nChanged 1 SP:Iteration 52Q (4572.676352 sec): 3 clusters Score: Raw -4335351.675351 + Penalty 1053.836556 = -4334297.838795 nChanged 0 SP:Iteration 53F (4572.814050 sec): 3 clusters Score: Raw -4335351.675351 + Penalty 1053.836556 = -4334297.838795 nChanged 0 Trying to split cluster 16 (1430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4572.853757 sec): 2 clusters Score: Raw -42310.396584 + Penalty 330.577052 = -41979.819532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4572.903018 sec): 3 clusters Score: Raw -41610.697912 + Penalty 661.154105 = -40949.543807 nChanged 586 SP:Iteration 1F (4572.939332 sec): 3 clusters Score: Raw -42070.378444 + Penalty 661.154105 = -41409.224339 nChanged 141 SP:Iteration 2F (4572.986711 sec): 3 clusters Score: Raw -42207.318489 + Penalty 661.154105 = -41546.164385 nChanged 109 SP:Iteration 3F (4573.042978 sec): 3 clusters Score: Raw -42320.589881 + Penalty 661.154105 = -41659.435776 nChanged 71 SP:Iteration 4Q (4573.086660 sec): 3 clusters Score: Raw -42380.131384 + Penalty 661.154105 = -41718.977279 nChanged 52 SP:Iteration 5Q (4573.122104 sec): 3 clusters Score: Raw -42414.177974 + Penalty 661.154105 = -41753.023870 nChanged 34 SP:Iteration 6Q (4573.176206 sec): 3 clusters Score: Raw -42433.027116 + Penalty 661.154105 = -41771.873011 nChanged 29 SP:Iteration 7Q (4573.228429 sec): 3 clusters Score: Raw -42448.988921 + Penalty 661.154105 = -41787.834816 nChanged 35 SP:Iteration 8Q (4573.271464 sec): 3 clusters Score: Raw -42472.423798 + Penalty 661.154105 = -41811.269693 nChanged 31 SP:Iteration 9Q (4573.317247 sec): 3 clusters Score: Raw -42500.728409 + Penalty 661.154105 = -41839.574304 nChanged 26 SP:Iteration 10Q (4573.360398 sec): 3 clusters Score: Raw -42519.700960 + Penalty 661.154105 = -41858.546855 nChanged 22 SP:Iteration 11Q (4573.410081 sec): 3 clusters Score: Raw -42530.778330 + Penalty 661.154105 = -41869.624225 nChanged 17 SP:Iteration 12Q (4573.453686 sec): 3 clusters Score: Raw -42536.802294 + Penalty 661.154105 = -41875.648189 nChanged 15 SP:Iteration 13Q (4573.511143 sec): 3 clusters Score: Raw -42541.260141 + Penalty 661.154105 = -41880.106036 nChanged 12 SP:Iteration 14Q (4573.551691 sec): 3 clusters Score: Raw -42544.811987 + Penalty 661.154105 = -41883.657882 nChanged 9 SP:Iteration 15Q (4573.604412 sec): 3 clusters Score: Raw -42546.663634 + Penalty 661.154105 = -41885.509529 nChanged 6 SP:Iteration 16Q (4573.646629 sec): 3 clusters Score: Raw -42548.266404 + Penalty 661.154105 = -41887.112299 nChanged 9 SP:Iteration 17Q (4573.692492 sec): 3 clusters Score: Raw -42552.677986 + Penalty 661.154105 = -41891.523881 nChanged 9 SP:Iteration 18Q (4573.741315 sec): 3 clusters Score: Raw -42556.416179 + Penalty 661.154105 = -41895.262074 nChanged 14 SP:Iteration 19Q (4573.785645 sec): 3 clusters Score: Raw -42564.030095 + Penalty 661.154105 = -41902.875990 nChanged 13 SP:Iteration 20F (4573.829853 sec): 3 clusters Score: Raw -42571.069232 + Penalty 661.154105 = -41909.915127 nChanged 12 SP:Iteration 21Q (4573.872834 sec): 3 clusters Score: Raw -42576.186968 + Penalty 661.154105 = -41915.032863 nChanged 14 SP:Iteration 22Q (4573.917565 sec): 3 clusters Score: Raw -42585.410122 + Penalty 661.154105 = -41924.256017 nChanged 23 SP:Iteration 23Q (4573.956332 sec): 3 clusters Score: Raw -42602.960103 + Penalty 661.154105 = -41941.805998 nChanged 19 SP:Iteration 24Q (4574.002451 sec): 3 clusters Score: Raw -42613.722849 + Penalty 661.154105 = -41952.568744 nChanged 10 SP:Iteration 25Q (4574.050187 sec): 3 clusters Score: Raw -42617.732200 + Penalty 661.154105 = -41956.578095 nChanged 9 SP:Iteration 26Q (4574.098405 sec): 3 clusters Score: Raw -42621.472368 + Penalty 661.154105 = -41960.318264 nChanged 10 SP:Iteration 27Q (4574.145315 sec): 3 clusters Score: Raw -42623.961026 + Penalty 661.154105 = -41962.806921 nChanged 5 SP:Iteration 28Q (4574.189914 sec): 3 clusters Score: Raw -42626.114960 + Penalty 661.154105 = -41964.960856 nChanged 5 SP:Iteration 29Q (4574.230759 sec): 3 clusters Score: Raw -42628.212711 + Penalty 661.154105 = -41967.058606 nChanged 3 SP:Iteration 30Q (4574.288322 sec): 3 clusters Score: Raw -42629.330178 + Penalty 661.154105 = -41968.176073 nChanged 6 SP:Iteration 31Q (4574.330794 sec): 3 clusters Score: Raw -42631.798573 + Penalty 661.154105 = -41970.644468 nChanged 5 SP:Iteration 32Q (4574.368733 sec): 3 clusters Score: Raw -42633.088092 + Penalty 661.154105 = -41971.933988 nChanged 3 SP:Iteration 33Q (4574.423021 sec): 3 clusters Score: Raw -42633.915396 + Penalty 661.154105 = -41972.761291 nChanged 4 SP:Iteration 34Q (4574.457054 sec): 3 clusters Score: Raw -42635.180177 + Penalty 661.154105 = -41974.026072 nChanged 4 SP:Iteration 35Q (4574.504127 sec): 3 clusters Score: Raw -42637.512244 + Penalty 661.154105 = -41976.358139 nChanged 6 SP:Iteration 36Q (4574.550196 sec): 3 clusters Score: Raw -42641.184554 + Penalty 661.154105 = -41980.030449 nChanged 7 SP:Iteration 37Q (4574.597828 sec): 3 clusters Score: Raw -42644.924528 + Penalty 661.154105 = -41983.770423 nChanged 5 SP:Iteration 38Q (4574.644438 sec): 3 clusters Score: Raw -42647.200937 + Penalty 661.154105 = -41986.046832 nChanged 4 SP:Iteration 39Q (4574.696663 sec): 3 clusters Score: Raw -42648.715876 + Penalty 661.154105 = -41987.561771 nChanged 1 SP:Iteration 40F (4574.734590 sec): 3 clusters Score: Raw -42649.002475 + Penalty 661.154105 = -41987.848370 nChanged 2 SP:Iteration 41Q (4574.782574 sec): 3 clusters Score: Raw -42650.241252 + Penalty 661.154105 = -41989.087148 nChanged 3 SP:Iteration 42Q (4574.827017 sec): 3 clusters Score: Raw -42651.392598 + Penalty 661.154105 = -41990.238494 nChanged 0 SP:Iteration 43F (4574.874328 sec): 3 clusters Score: Raw -42651.392598 + Penalty 661.154105 = -41990.238494 nChanged 0 Score: Raw -17402273.165504 + Penalty 27912.415275 = -17374360.750229 Splitting cluster 16 changes total score from -17374613.635391 to -17374360.750229 So it's not getting split. Trying to split cluster 17 (2034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4582.879801 sec): 2 clusters Score: Raw -76288.980423 + Penalty 346.608061 = -75942.372362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4582.930023 sec): 3 clusters Score: Raw -75169.635572 + Penalty 693.216121 = -74476.419451 nChanged 869 SP:Iteration 1F (4582.977106 sec): 3 clusters Score: Raw -75721.305923 + Penalty 693.216121 = -75028.089802 nChanged 190 SP:Iteration 2F (4583.014875 sec): 3 clusters Score: Raw -75885.765939 + Penalty 693.216121 = -75192.549817 nChanged 154 SP:Iteration 3F (4583.066325 sec): 3 clusters Score: Raw -76016.157359 + Penalty 693.216121 = -75322.941237 nChanged 126 SP:Iteration 4F (4583.114578 sec): 3 clusters Score: Raw -76133.896704 + Penalty 693.216121 = -75440.680583 nChanged 114 SP:Iteration 5F (4583.166770 sec): 3 clusters Score: Raw -76231.380672 + Penalty 693.216121 = -75538.164551 nChanged 90 SP:Iteration 6Q (4583.217621 sec): 3 clusters Score: Raw -76294.646788 + Penalty 693.216121 = -75601.430667 nChanged 68 SP:Iteration 7Q (4583.267123 sec): 3 clusters Score: Raw -76331.885797 + Penalty 693.216121 = -75638.669675 nChanged 44 SP:Iteration 8Q (4583.313545 sec): 3 clusters Score: Raw -76353.011309 + Penalty 693.216121 = -75659.795187 nChanged 29 SP:Iteration 9Q (4583.358254 sec): 3 clusters Score: Raw -76366.533659 + Penalty 693.216121 = -75673.317537 nChanged 40 SP:Iteration 10Q (4583.406175 sec): 3 clusters Score: Raw -76385.477676 + Penalty 693.216121 = -75692.261554 nChanged 34 SP:Iteration 11Q (4583.453900 sec): 3 clusters Score: Raw -76397.276965 + Penalty 693.216121 = -75704.060843 nChanged 18 SP:Iteration 12Q (4583.491196 sec): 3 clusters Score: Raw -76402.403567 + Penalty 693.216121 = -75709.187445 nChanged 14 SP:Iteration 13Q (4583.534182 sec): 3 clusters Score: Raw -76406.696835 + Penalty 693.216121 = -75713.480714 nChanged 14 SP:Iteration 14Q (4583.584906 sec): 3 clusters Score: Raw -76411.498165 + Penalty 693.216121 = -75718.282044 nChanged 17 SP:Iteration 15Q (4583.637485 sec): 3 clusters Score: Raw -76418.366912 + Penalty 693.216121 = -75725.150790 nChanged 16 SP:Iteration 16Q (4583.677000 sec): 3 clusters Score: Raw -76425.425759 + Penalty 693.216121 = -75732.209638 nChanged 18 SP:Iteration 17Q (4583.726717 sec): 3 clusters Score: Raw -76432.280303 + Penalty 693.216121 = -75739.064181 nChanged 13 SP:Iteration 18Q (4583.769254 sec): 3 clusters Score: Raw -76436.325687 + Penalty 693.216121 = -75743.109566 nChanged 12 SP:Iteration 19Q (4583.816890 sec): 3 clusters Score: Raw -76439.633796 + Penalty 693.216121 = -75746.417675 nChanged 6 SP:Iteration 20F (4583.865872 sec): 3 clusters Score: Raw -76441.243309 + Penalty 693.216121 = -75748.027187 nChanged 5 SP:Iteration 21Q (4583.916550 sec): 3 clusters Score: Raw -76442.391979 + Penalty 693.216121 = -75749.175858 nChanged 4 SP:Iteration 22Q (4583.963848 sec): 3 clusters Score: Raw -76443.330829 + Penalty 693.216121 = -75750.114708 nChanged 4 SP:Iteration 23Q (4584.005656 sec): 3 clusters Score: Raw -76444.500771 + Penalty 693.216121 = -75751.284649 nChanged 2 SP:Iteration 24Q (4584.061130 sec): 3 clusters Score: Raw -76444.728262 + Penalty 693.216121 = -75751.512141 nChanged 0 SP:Iteration 25F (4584.104452 sec): 3 clusters Score: Raw -76444.728262 + Penalty 693.216121 = -75751.512141 nChanged 0 Trying to split cluster 18 (8176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4584.130814 sec): 2 clusters Score: Raw -314783.406849 + Penalty 409.907603 = -314373.499245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4584.180661 sec): 3 clusters Score: Raw -309773.592538 + Penalty 819.815206 = -308953.777332 nChanged 3765 SP:Iteration 1F (4584.233464 sec): 3 clusters Score: Raw -312509.717756 + Penalty 819.815206 = -311689.902550 nChanged 708 SP:Iteration 2F (4584.288653 sec): 3 clusters Score: Raw -313110.105132 + Penalty 819.815206 = -312290.289925 nChanged 638 SP:Iteration 3F (4584.345058 sec): 3 clusters Score: Raw -313689.457847 + Penalty 819.815206 = -312869.642640 nChanged 469 SP:Iteration 4F (4584.396744 sec): 3 clusters Score: Raw -314085.440716 + Penalty 819.815206 = -313265.625510 nChanged 307 SP:Iteration 5Q (4584.441507 sec): 3 clusters Score: Raw -314291.625528 + Penalty 819.815206 = -313471.810321 nChanged 199 SP:Iteration 6Q (4584.508612 sec): 3 clusters Score: Raw -314393.029009 + Penalty 819.815206 = -313573.213803 nChanged 156 SP:Iteration 7Q (4584.551292 sec): 3 clusters Score: Raw -314459.234847 + Penalty 819.815206 = -313639.419641 nChanged 132 SP:Iteration 8Q (4584.616730 sec): 3 clusters Score: Raw -314516.336903 + Penalty 819.815206 = -313696.521697 nChanged 103 SP:Iteration 9Q (4584.667019 sec): 3 clusters Score: Raw -314557.664673 + Penalty 819.815206 = -313737.849467 nChanged 95 SP:Iteration 10Q (4584.714914 sec): 3 clusters Score: Raw -314599.602345 + Penalty 819.815206 = -313779.787138 nChanged 81 SP:Iteration 11Q (4584.762169 sec): 3 clusters Score: Raw -314634.721574 + Penalty 819.815206 = -313814.906367 nChanged 92 SP:Iteration 12Q (4584.811135 sec): 3 clusters Score: Raw -314672.262346 + Penalty 819.815206 = -313852.447139 nChanged 74 SP:Iteration 13Q (4584.873269 sec): 3 clusters Score: Raw -314707.275781 + Penalty 819.815206 = -313887.460575 nChanged 75 SP:Iteration 14Q (4584.913002 sec): 3 clusters Score: Raw -314740.514688 + Penalty 819.815206 = -313920.699482 nChanged 50 SP:Iteration 15Q (4584.970306 sec): 3 clusters Score: Raw -314762.548667 + Penalty 819.815206 = -313942.733460 nChanged 43 SP:Iteration 16Q (4585.021371 sec): 3 clusters Score: Raw -314779.887467 + Penalty 819.815206 = -313960.072261 nChanged 38 SP:Iteration 17Q (4585.065176 sec): 3 clusters Score: Raw -314793.143474 + Penalty 819.815206 = -313973.328268 nChanged 33 SP:Iteration 18Q (4585.114284 sec): 3 clusters Score: Raw -314808.383644 + Penalty 819.815206 = -313988.568438 nChanged 31 SP:Iteration 19Q (4585.152885 sec): 3 clusters Score: Raw -314823.207244 + Penalty 819.815206 = -314003.392038 nChanged 25 SP:Iteration 20F (4585.206457 sec): 3 clusters Score: Raw -314839.280373 + Penalty 819.815206 = -314019.465167 nChanged 24 SP:Iteration 21Q (4585.248407 sec): 3 clusters Score: Raw -314852.895632 + Penalty 819.815206 = -314033.080426 nChanged 21 SP:Iteration 22Q (4585.295966 sec): 3 clusters Score: Raw -314861.798126 + Penalty 819.815206 = -314041.982919 nChanged 16 SP:Iteration 23Q (4585.357528 sec): 3 clusters Score: Raw -314868.893150 + Penalty 819.815206 = -314049.077944 nChanged 17 SP:Iteration 24Q (4585.404990 sec): 3 clusters Score: Raw -314877.526630 + Penalty 819.815206 = -314057.711423 nChanged 18 SP:Iteration 25Q (4585.446684 sec): 3 clusters Score: Raw -314882.732687 + Penalty 819.815206 = -314062.917480 nChanged 10 SP:Iteration 26Q (4585.503323 sec): 3 clusters Score: Raw -314886.268533 + Penalty 819.815206 = -314066.453327 nChanged 5 SP:Iteration 27Q (4585.547549 sec): 3 clusters Score: Raw -314887.543174 + Penalty 819.815206 = -314067.727967 nChanged 3 SP:Iteration 28Q (4585.599636 sec): 3 clusters Score: Raw -314888.654749 + Penalty 819.815206 = -314068.839543 nChanged 4 SP:Iteration 29Q (4585.645098 sec): 3 clusters Score: Raw -314889.921557 + Penalty 819.815206 = -314070.106351 nChanged 4 SP:Iteration 30Q (4585.693868 sec): 3 clusters Score: Raw -314890.817458 + Penalty 819.815206 = -314071.002252 nChanged 3 SP:Iteration 31Q (4585.745210 sec): 3 clusters Score: Raw -314892.186564 + Penalty 819.815206 = -314072.371358 nChanged 4 SP:Iteration 32Q (4585.797707 sec): 3 clusters Score: Raw -314894.103291 + Penalty 819.815206 = -314074.288084 nChanged 4 SP:Iteration 33Q (4585.842482 sec): 3 clusters Score: Raw -314895.172686 + Penalty 819.815206 = -314075.357480 nChanged 3 SP:Iteration 34Q (4585.890195 sec): 3 clusters Score: Raw -314896.062095 + Penalty 819.815206 = -314076.246888 nChanged 4 SP:Iteration 35Q (4585.937645 sec): 3 clusters Score: Raw -314897.678746 + Penalty 819.815206 = -314077.863539 nChanged 4 SP:Iteration 36Q (4585.990252 sec): 3 clusters Score: Raw -314898.461851 + Penalty 819.815206 = -314078.646644 nChanged 0 SP:Iteration 37F (4586.038087 sec): 3 clusters Score: Raw -314898.461851 + Penalty 819.815206 = -314078.646644 nChanged 0 Trying to split cluster 19 (5206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4586.067427 sec): 2 clusters Score: Raw -218536.182139 + Penalty 389.369302 = -218146.812837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4586.115111 sec): 3 clusters Score: Raw -215407.933604 + Penalty 778.738605 = -214629.194999 nChanged 2377 SP:Iteration 1F (4586.160673 sec): 3 clusters Score: Raw -216752.143850 + Penalty 778.738605 = -215973.405245 nChanged 365 SP:Iteration 2F (4586.210476 sec): 3 clusters Score: Raw -216971.455260 + Penalty 778.738605 = -216192.716655 nChanged 375 SP:Iteration 3F (4586.257257 sec): 3 clusters Score: Raw -217210.502382 + Penalty 778.738605 = -216431.763777 nChanged 371 SP:Iteration 4F (4586.307171 sec): 3 clusters Score: Raw -217480.648093 + Penalty 778.738605 = -216701.909488 nChanged 361 SP:Iteration 5F (4586.358747 sec): 3 clusters Score: Raw -217758.912991 + Penalty 778.738605 = -216980.174387 nChanged 304 SP:Iteration 6F (4586.401000 sec): 3 clusters Score: Raw -218000.514440 + Penalty 778.738605 = -217221.775836 nChanged 250 SP:Iteration 7Q (4586.454998 sec): 3 clusters Score: Raw -218208.176744 + Penalty 778.738605 = -217429.438139 nChanged 204 SP:Iteration 8Q (4586.499529 sec): 3 clusters Score: Raw -218384.190650 + Penalty 778.738605 = -217605.452045 nChanged 127 SP:Iteration 9Q (4586.552983 sec): 3 clusters Score: Raw -218484.817680 + Penalty 778.738605 = -217706.079075 nChanged 79 SP:Iteration 10Q (4586.604323 sec): 3 clusters Score: Raw -218543.976096 + Penalty 778.738605 = -217765.237492 nChanged 54 SP:Iteration 11Q (4586.660462 sec): 3 clusters Score: Raw -218583.542042 + Penalty 778.738605 = -217804.803437 nChanged 36 SP:Iteration 12Q (4586.706628 sec): 3 clusters Score: Raw -218607.132824 + Penalty 778.738605 = -217828.394219 nChanged 19 SP:Iteration 13Q (4586.755527 sec): 3 clusters Score: Raw -218618.360421 + Penalty 778.738605 = -217839.621816 nChanged 11 SP:Iteration 14Q (4586.803801 sec): 3 clusters Score: Raw -218623.960644 + Penalty 778.738605 = -217845.222040 nChanged 8 SP:Iteration 15Q (4586.856817 sec): 3 clusters Score: Raw -218630.982137 + Penalty 778.738605 = -217852.243532 nChanged 11 SP:Iteration 16Q (4586.907452 sec): 3 clusters Score: Raw -218637.131438 + Penalty 778.738605 = -217858.392833 nChanged 7 SP:Iteration 17Q (4586.955430 sec): 3 clusters Score: Raw -218645.444015 + Penalty 778.738605 = -217866.705410 nChanged 8 SP:Iteration 18Q (4587.003465 sec): 3 clusters Score: Raw -218648.411607 + Penalty 778.738605 = -217869.673002 nChanged 6 SP:Iteration 19Q (4587.057977 sec): 3 clusters Score: Raw -218649.559622 + Penalty 778.738605 = -217870.821017 nChanged 3 SP:Iteration 20F (4587.095724 sec): 3 clusters Score: Raw -218650.592262 + Penalty 778.738605 = -217871.853657 nChanged 4 SP:Iteration 21Q (4587.147983 sec): 3 clusters Score: Raw -218651.749602 + Penalty 778.738605 = -217873.010997 nChanged 3 SP:Iteration 22Q (4587.200150 sec): 3 clusters Score: Raw -218652.528687 + Penalty 778.738605 = -217873.790082 nChanged 0 SP:Iteration 23F (4587.248690 sec): 3 clusters Score: Raw -218652.528687 + Penalty 778.738605 = -217873.790082 nChanged 0 Trying to split cluster 20 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4587.276665 sec): 2 clusters Score: Raw -26979.967030 + Penalty 302.173789 = -26677.793241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4587.317869 sec): 3 clusters Score: Raw -26627.431403 + Penalty 604.347577 = -26023.083826 nChanged 294 SP:Iteration 1F (4587.363847 sec): 3 clusters Score: Raw -26852.140514 + Penalty 604.347577 = -26247.792937 nChanged 84 SP:Iteration 2F (4587.414670 sec): 3 clusters Score: Raw -26955.241165 + Penalty 604.347577 = -26350.893587 nChanged 61 SP:Iteration 3F (4587.453574 sec): 3 clusters Score: Raw -27038.316749 + Penalty 604.347577 = -26433.969171 nChanged 53 SP:Iteration 4F (4587.511991 sec): 3 clusters Score: Raw -27131.476230 + Penalty 604.347577 = -26527.128653 nChanged 32 SP:Iteration 5Q (4587.558073 sec): 3 clusters Score: Raw -27164.599804 + Penalty 604.347577 = -26560.252226 nChanged 17 SP:Iteration 6Q (4587.607487 sec): 3 clusters Score: Raw -27176.671975 + Penalty 604.347577 = -26572.324398 nChanged 10 SP:Iteration 7Q (4587.653555 sec): 3 clusters Score: Raw -27192.297067 + Penalty 604.347577 = -26587.949490 nChanged 7 SP:Iteration 8Q (4587.688503 sec): 3 clusters Score: Raw -27200.982872 + Penalty 604.347577 = -26596.635295 nChanged 5 SP:Iteration 9Q (4587.735520 sec): 3 clusters Score: Raw -27205.164230 + Penalty 604.347577 = -26600.816653 nChanged 6 SP:Iteration 10Q (4587.789716 sec): 3 clusters Score: Raw -27212.004070 + Penalty 604.347577 = -26607.656492 nChanged 3 SP:Iteration 11Q (4587.832818 sec): 3 clusters Score: Raw -27214.337426 + Penalty 604.347577 = -26609.989849 nChanged 2 SP:Iteration 12Q (4587.880473 sec): 3 clusters Score: Raw -27215.712108 + Penalty 604.347577 = -26611.364531 nChanged 5 SP:Iteration 13Q (4587.931712 sec): 3 clusters Score: Raw -27221.742076 + Penalty 604.347577 = -26617.394499 nChanged 5 SP:Iteration 14Q (4587.980308 sec): 3 clusters Score: Raw -27224.776552 + Penalty 604.347577 = -26620.428974 nChanged 4 SP:Iteration 15Q (4588.024603 sec): 3 clusters Score: Raw -27227.559244 + Penalty 604.347577 = -26623.211667 nChanged 3 SP:Iteration 16Q (4588.057700 sec): 3 clusters Score: Raw -27229.906866 + Penalty 604.347577 = -26625.559288 nChanged 1 SP:Iteration 17Q (4588.110211 sec): 3 clusters Score: Raw -27230.486016 + Penalty 604.347577 = -26626.138438 nChanged 0 SP:Iteration 18F (4588.151993 sec): 3 clusters Score: Raw -27232.206275 + Penalty 604.347577 = -26627.858698 nChanged 1 SP:Iteration 19Q (4588.203907 sec): 3 clusters Score: Raw -27235.765404 + Penalty 604.347577 = -26631.417826 nChanged 1 SP:Iteration 20F (4588.255538 sec): 3 clusters Score: Raw -27236.064448 + Penalty 604.347577 = -26631.716871 nChanged 0 Trying to split cluster 21 (5943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4588.286300 sec): 2 clusters Score: Raw -232503.704438 + Penalty 395.393605 = -232108.310833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4588.339494 sec): 3 clusters Score: Raw -228948.417953 + Penalty 790.787210 = -228157.630743 nChanged 2678 SP:Iteration 1F (4588.390088 sec): 3 clusters Score: Raw -230513.108045 + Penalty 790.787210 = -229722.320835 nChanged 427 SP:Iteration 2F (4588.436574 sec): 3 clusters Score: Raw -230743.454856 + Penalty 790.787210 = -229952.667647 nChanged 394 SP:Iteration 3F (4588.486610 sec): 3 clusters Score: Raw -230986.682603 + Penalty 790.787210 = -230195.895394 nChanged 363 SP:Iteration 4F (4588.525730 sec): 3 clusters Score: Raw -231267.902896 + Penalty 790.787210 = -230477.115687 nChanged 346 SP:Iteration 5F (4588.586848 sec): 3 clusters Score: Raw -231495.522706 + Penalty 790.787210 = -230704.735496 nChanged 233 SP:Iteration 6Q (4588.640937 sec): 3 clusters Score: Raw -231603.811628 + Penalty 790.787210 = -230813.024418 nChanged 159 SP:Iteration 7Q (4588.684534 sec): 3 clusters Score: Raw -231652.015954 + Penalty 790.787210 = -230861.228745 nChanged 89 SP:Iteration 8Q (4588.732715 sec): 3 clusters Score: Raw -231676.841206 + Penalty 790.787210 = -230886.053996 nChanged 80 SP:Iteration 9Q (4588.781073 sec): 3 clusters Score: Raw -231701.499220 + Penalty 790.787210 = -230910.712010 nChanged 81 SP:Iteration 10Q (4588.832788 sec): 3 clusters Score: Raw -231727.550734 + Penalty 790.787210 = -230936.763524 nChanged 74 SP:Iteration 11Q (4588.884074 sec): 3 clusters Score: Raw -231749.524565 + Penalty 790.787210 = -230958.737356 nChanged 64 SP:Iteration 12Q (4588.936699 sec): 3 clusters Score: Raw -231763.848658 + Penalty 790.787210 = -230973.061449 nChanged 65 SP:Iteration 13Q (4588.983475 sec): 3 clusters Score: Raw -231780.110295 + Penalty 790.787210 = -230989.323086 nChanged 75 SP:Iteration 14Q (4589.033230 sec): 3 clusters Score: Raw -231801.734350 + Penalty 790.787210 = -231010.947141 nChanged 82 SP:Iteration 15Q (4589.088711 sec): 3 clusters Score: Raw -231826.152360 + Penalty 790.787210 = -231035.365151 nChanged 69 SP:Iteration 16Q (4589.144217 sec): 3 clusters Score: Raw -231843.040363 + Penalty 790.787210 = -231052.253153 nChanged 70 SP:Iteration 17Q (4589.196889 sec): 3 clusters Score: Raw -231860.655136 + Penalty 790.787210 = -231069.867926 nChanged 69 SP:Iteration 18Q (4589.253086 sec): 3 clusters Score: Raw -231878.266325 + Penalty 790.787210 = -231087.479115 nChanged 72 SP:Iteration 19Q (4589.302980 sec): 3 clusters Score: Raw -231899.740178 + Penalty 790.787210 = -231108.952968 nChanged 80 SP:Iteration 20F (4589.350155 sec): 3 clusters Score: Raw -231922.379543 + Penalty 790.787210 = -231131.592334 nChanged 63 SP:Iteration 21Q (4589.391092 sec): 3 clusters Score: Raw -231939.128346 + Penalty 790.787210 = -231148.341136 nChanged 85 SP:Iteration 22Q (4589.440079 sec): 3 clusters Score: Raw -231968.141119 + Penalty 790.787210 = -231177.353909 nChanged 77 SP:Iteration 23Q (4589.489448 sec): 3 clusters Score: Raw -231995.384859 + Penalty 790.787210 = -231204.597649 nChanged 81 SP:Iteration 24Q (4589.542005 sec): 3 clusters Score: Raw -232024.864198 + Penalty 790.787210 = -231234.076988 nChanged 89 SP:Iteration 25Q (4589.600822 sec): 3 clusters Score: Raw -232052.737771 + Penalty 790.787210 = -231261.950561 nChanged 63 SP:Iteration 26Q (4589.649266 sec): 3 clusters Score: Raw -232070.498253 + Penalty 790.787210 = -231279.711043 nChanged 59 SP:Iteration 27Q (4589.705541 sec): 3 clusters Score: Raw -232086.586964 + Penalty 790.787210 = -231295.799755 nChanged 60 SP:Iteration 28Q (4589.745507 sec): 3 clusters Score: Raw -232105.145050 + Penalty 790.787210 = -231314.357840 nChanged 64 SP:Iteration 29Q (4589.799604 sec): 3 clusters Score: Raw -232124.496021 + Penalty 790.787210 = -231333.708812 nChanged 68 SP:Iteration 30Q (4589.844433 sec): 3 clusters Score: Raw -232151.434987 + Penalty 790.787210 = -231360.647778 nChanged 87 SP:Iteration 31Q (4589.897183 sec): 3 clusters Score: Raw -232191.157214 + Penalty 790.787210 = -231400.370005 nChanged 90 SP:Iteration 32Q (4589.947402 sec): 3 clusters Score: Raw -232229.447884 + Penalty 790.787210 = -231438.660674 nChanged 82 SP:Iteration 33Q (4590.002457 sec): 3 clusters Score: Raw -232266.070137 + Penalty 790.787210 = -231475.282928 nChanged 86 SP:Iteration 34Q (4590.052466 sec): 3 clusters Score: Raw -232308.977005 + Penalty 790.787210 = -231518.189796 nChanged 79 SP:Iteration 35Q (4590.103765 sec): 3 clusters Score: Raw -232353.815921 + Penalty 790.787210 = -231563.028712 nChanged 63 SP:Iteration 36Q (4590.156604 sec): 3 clusters Score: Raw -232383.906555 + Penalty 790.787210 = -231593.119346 nChanged 59 SP:Iteration 37Q (4590.198788 sec): 3 clusters Score: Raw -232412.416815 + Penalty 790.787210 = -231621.629605 nChanged 57 SP:Iteration 38Q (4590.252635 sec): 3 clusters Score: Raw -232444.594636 + Penalty 790.787210 = -231653.807427 nChanged 52 SP:Iteration 39Q (4590.304324 sec): 3 clusters Score: Raw -232475.911508 + Penalty 790.787210 = -231685.124298 nChanged 47 SP:Iteration 40F (4590.347907 sec): 3 clusters Score: Raw -232501.606115 + Penalty 790.787210 = -231710.818905 nChanged 49 SP:Iteration 41Q (4590.405970 sec): 3 clusters Score: Raw -232531.778529 + Penalty 790.787210 = -231740.991319 nChanged 31 SP:Iteration 42Q (4590.445443 sec): 3 clusters Score: Raw -232553.500358 + Penalty 790.787210 = -231762.713148 nChanged 21 SP:Iteration 43Q (4590.494100 sec): 3 clusters Score: Raw -232565.316739 + Penalty 790.787210 = -231774.529530 nChanged 15 SP:Iteration 44Q (4590.545739 sec): 3 clusters Score: Raw -232573.981426 + Penalty 790.787210 = -231783.194216 nChanged 13 SP:Iteration 45Q (4590.604555 sec): 3 clusters Score: Raw -232581.941718 + Penalty 790.787210 = -231791.154509 nChanged 9 SP:Iteration 46Q (4590.644176 sec): 3 clusters Score: Raw -232585.075046 + Penalty 790.787210 = -231794.287836 nChanged 4 SP:Iteration 47Q (4590.696693 sec): 3 clusters Score: Raw -232586.842930 + Penalty 790.787210 = -231796.055720 nChanged 6 SP:Iteration 48Q (4590.744698 sec): 3 clusters Score: Raw -232590.004000 + Penalty 790.787210 = -231799.216790 nChanged 5 SP:Iteration 49Q (4590.802183 sec): 3 clusters Score: Raw -232591.797929 + Penalty 790.787210 = -231801.010719 nChanged 4 SP:Iteration 50Q (4590.845998 sec): 3 clusters Score: Raw -232595.020083 + Penalty 790.787210 = -231804.232873 nChanged 5 SP:Iteration 51Q (4590.888372 sec): 3 clusters Score: Raw -232597.385734 + Penalty 790.787210 = -231806.598524 nChanged 6 SP:Iteration 52Q (4590.943041 sec): 3 clusters Score: Raw -232600.205947 + Penalty 790.787210 = -231809.418738 nChanged 10 SP:Iteration 53Q (4590.994999 sec): 3 clusters Score: Raw -232605.240226 + Penalty 790.787210 = -231814.453016 nChanged 4 SP:Iteration 54Q (4591.038584 sec): 3 clusters Score: Raw -232607.900993 + Penalty 790.787210 = -231817.113784 nChanged 3 SP:Iteration 55Q (4591.089115 sec): 3 clusters Score: Raw -232609.727038 + Penalty 790.787210 = -231818.939829 nChanged 3 SP:Iteration 56Q (4591.126298 sec): 3 clusters Score: Raw -232610.562604 + Penalty 790.787210 = -231819.775395 nChanged 2 SP:Iteration 57Q (4591.179706 sec): 3 clusters Score: Raw -232612.121359 + Penalty 790.787210 = -231821.334149 nChanged 1 SP:Iteration 58Q (4591.225578 sec): 3 clusters Score: Raw -232612.739594 + Penalty 790.787210 = -231821.952384 nChanged 0 SP:Iteration 59F (4591.270277 sec): 3 clusters Score: Raw -232612.739594 + Penalty 790.787210 = -231821.952384 nChanged 0 Trying to split cluster 22 (4832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4591.309506 sec): 2 clusters Score: Raw -188071.088232 + Penalty 385.977216 = -187685.111016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4591.358879 sec): 3 clusters Score: Raw -185172.149953 + Penalty 771.954432 = -184400.195520 nChanged 2180 SP:Iteration 1F (4591.406576 sec): 3 clusters Score: Raw -186388.365654 + Penalty 771.954432 = -185616.411222 nChanged 330 SP:Iteration 2F (4591.451861 sec): 3 clusters Score: Raw -186569.735419 + Penalty 771.954432 = -185797.780987 nChanged 324 SP:Iteration 3F (4591.499166 sec): 3 clusters Score: Raw -186784.138426 + Penalty 771.954432 = -186012.183994 nChanged 346 SP:Iteration 4F (4591.549371 sec): 3 clusters Score: Raw -187040.024970 + Penalty 771.954432 = -186268.070538 nChanged 357 SP:Iteration 5F (4591.609021 sec): 3 clusters Score: Raw -187290.758496 + Penalty 771.954432 = -186518.804064 nChanged 288 SP:Iteration 6F (4591.652491 sec): 3 clusters Score: Raw -187483.477124 + Penalty 771.954432 = -186711.522691 nChanged 210 SP:Iteration 7Q (4591.685593 sec): 3 clusters Score: Raw -187610.462644 + Penalty 771.954432 = -186838.508211 nChanged 154 SP:Iteration 8Q (4591.734204 sec): 3 clusters Score: Raw -187697.901123 + Penalty 771.954432 = -186925.946690 nChanged 134 SP:Iteration 9Q (4591.781232 sec): 3 clusters Score: Raw -187765.512269 + Penalty 771.954432 = -186993.557837 nChanged 101 SP:Iteration 10Q (4591.818791 sec): 3 clusters Score: Raw -187812.151407 + Penalty 771.954432 = -187040.196975 nChanged 83 SP:Iteration 11Q (4591.868480 sec): 3 clusters Score: Raw -187854.495780 + Penalty 771.954432 = -187082.541348 nChanged 75 SP:Iteration 12Q (4591.919538 sec): 3 clusters Score: Raw -187889.696571 + Penalty 771.954432 = -187117.742139 nChanged 66 SP:Iteration 13Q (4591.965638 sec): 3 clusters Score: Raw -187918.232291 + Penalty 771.954432 = -187146.277859 nChanged 61 SP:Iteration 14Q (4592.013416 sec): 3 clusters Score: Raw -187940.383692 + Penalty 771.954432 = -187168.429259 nChanged 51 SP:Iteration 15Q (4592.058147 sec): 3 clusters Score: Raw -187961.300729 + Penalty 771.954432 = -187189.346297 nChanged 52 SP:Iteration 16Q (4592.099103 sec): 3 clusters Score: Raw -187983.530327 + Penalty 771.954432 = -187211.575894 nChanged 51 SP:Iteration 17Q (4592.136414 sec): 3 clusters Score: Raw -188004.581558 + Penalty 771.954432 = -187232.627125 nChanged 51 SP:Iteration 18Q (4592.179793 sec): 3 clusters Score: Raw -188021.913575 + Penalty 771.954432 = -187249.959143 nChanged 38 SP:Iteration 19Q (4592.233834 sec): 3 clusters Score: Raw -188033.729014 + Penalty 771.954432 = -187261.774581 nChanged 34 SP:Iteration 20F (4592.274889 sec): 3 clusters Score: Raw -188043.822185 + Penalty 771.954432 = -187271.867753 nChanged 22 SP:Iteration 21Q (4592.334124 sec): 3 clusters Score: Raw -188049.892385 + Penalty 771.954432 = -187277.937953 nChanged 21 SP:Iteration 22Q (4592.371927 sec): 3 clusters Score: Raw -188055.688789 + Penalty 771.954432 = -187283.734356 nChanged 24 SP:Iteration 23Q (4592.428153 sec): 3 clusters Score: Raw -188063.708753 + Penalty 771.954432 = -187291.754321 nChanged 24 SP:Iteration 24Q (4592.474756 sec): 3 clusters Score: Raw -188071.640605 + Penalty 771.954432 = -187299.686173 nChanged 22 SP:Iteration 25Q (4592.534272 sec): 3 clusters Score: Raw -188077.265108 + Penalty 771.954432 = -187305.310676 nChanged 16 SP:Iteration 26Q (4592.581678 sec): 3 clusters Score: Raw -188081.168418 + Penalty 771.954432 = -187309.213986 nChanged 15 SP:Iteration 27Q (4592.630732 sec): 3 clusters Score: Raw -188084.232328 + Penalty 771.954432 = -187312.277896 nChanged 13 SP:Iteration 28Q (4592.668726 sec): 3 clusters Score: Raw -188085.711778 + Penalty 771.954432 = -187313.757345 nChanged 8 SP:Iteration 29Q (4592.722773 sec): 3 clusters Score: Raw -188087.325765 + Penalty 771.954432 = -187315.371333 nChanged 8 SP:Iteration 30Q (4592.779545 sec): 3 clusters Score: Raw -188089.550425 + Penalty 771.954432 = -187317.595993 nChanged 10 SP:Iteration 31Q (4592.823902 sec): 3 clusters Score: Raw -188091.690315 + Penalty 771.954432 = -187319.735883 nChanged 11 SP:Iteration 32Q (4592.877030 sec): 3 clusters Score: Raw -188094.493127 + Penalty 771.954432 = -187322.538694 nChanged 14 SP:Iteration 33Q (4592.915794 sec): 3 clusters Score: Raw -188099.266958 + Penalty 771.954432 = -187327.312525 nChanged 13 SP:Iteration 34Q (4592.973668 sec): 3 clusters Score: Raw -188102.528846 + Penalty 771.954432 = -187330.574413 nChanged 6 SP:Iteration 35Q (4593.025416 sec): 3 clusters Score: Raw -188103.895141 + Penalty 771.954432 = -187331.940709 nChanged 8 SP:Iteration 36Q (4593.061610 sec): 3 clusters Score: Raw -188105.979772 + Penalty 771.954432 = -187334.025340 nChanged 10 SP:Iteration 37Q (4593.111783 sec): 3 clusters Score: Raw -188108.570637 + Penalty 771.954432 = -187336.616205 nChanged 13 SP:Iteration 38Q (4593.169483 sec): 3 clusters Score: Raw -188111.532123 + Penalty 771.954432 = -187339.577691 nChanged 14 SP:Iteration 39Q (4593.213395 sec): 3 clusters Score: Raw -188115.029416 + Penalty 771.954432 = -187343.074984 nChanged 14 SP:Iteration 40F (4593.267033 sec): 3 clusters Score: Raw -188119.192347 + Penalty 771.954432 = -187347.237915 nChanged 7 SP:Iteration 41Q (4593.310854 sec): 3 clusters Score: Raw -188120.503705 + Penalty 771.954432 = -187348.549273 nChanged 5 SP:Iteration 42Q (4593.368630 sec): 3 clusters Score: Raw -188122.194915 + Penalty 771.954432 = -187350.240483 nChanged 7 SP:Iteration 43Q (4593.411217 sec): 3 clusters Score: Raw -188125.234894 + Penalty 771.954432 = -187353.280462 nChanged 7 SP:Iteration 44Q (4593.470191 sec): 3 clusters Score: Raw -188127.288451 + Penalty 771.954432 = -187355.334019 nChanged 4 SP:Iteration 45Q (4593.515539 sec): 3 clusters Score: Raw -188127.811143 + Penalty 771.954432 = -187355.856711 nChanged 4 SP:Iteration 46Q (4593.565631 sec): 3 clusters Score: Raw -188128.403288 + Penalty 771.954432 = -187356.448856 nChanged 3 SP:Iteration 47Q (4593.613562 sec): 3 clusters Score: Raw -188128.645657 + Penalty 771.954432 = -187356.691224 nChanged 1 SP:Iteration 48Q (4593.655725 sec): 3 clusters Score: Raw -188128.879861 + Penalty 771.954432 = -187356.925429 nChanged 2 SP:Iteration 49Q (4593.700758 sec): 3 clusters Score: Raw -188129.071644 + Penalty 771.954432 = -187357.117211 nChanged 1 SP:Iteration 50Q (4593.744272 sec): 3 clusters Score: Raw -188129.459566 + Penalty 771.954432 = -187357.505134 nChanged 2 SP:Iteration 51Q (4593.794382 sec): 3 clusters Score: Raw -188129.780251 + Penalty 771.954432 = -187357.825819 nChanged 1 SP:Iteration 52Q (4593.844629 sec): 3 clusters Score: Raw -188129.826717 + Penalty 771.954432 = -187357.872285 nChanged 1 SP:Iteration 53Q (4593.891814 sec): 3 clusters Score: Raw -188129.874763 + Penalty 771.954432 = -187357.920331 nChanged 0 SP:Iteration 54F (4593.946077 sec): 3 clusters Score: Raw -188129.874763 + Penalty 771.954432 = -187357.920331 nChanged 0 Trying to split cluster 23 (5685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4593.969733 sec): 2 clusters Score: Raw -239294.498618 + Penalty 393.374181 = -238901.124437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4594.020580 sec): 3 clusters Score: Raw -235848.953461 + Penalty 786.748363 = -235062.205098 nChanged 2590 SP:Iteration 1F (4594.068082 sec): 3 clusters Score: Raw -237444.960320 + Penalty 786.748363 = -236658.211957 nChanged 345 SP:Iteration 2F (4594.115879 sec): 3 clusters Score: Raw -237601.138698 + Penalty 786.748363 = -236814.390335 nChanged 315 SP:Iteration 3F (4594.167232 sec): 3 clusters Score: Raw -237759.214308 + Penalty 786.748363 = -236972.465945 nChanged 327 SP:Iteration 4F (4594.218815 sec): 3 clusters Score: Raw -237965.093935 + Penalty 786.748363 = -237178.345572 nChanged 349 SP:Iteration 5F (4594.258739 sec): 3 clusters Score: Raw -238219.302195 + Penalty 786.748363 = -237432.553832 nChanged 349 SP:Iteration 6F (4594.313552 sec): 3 clusters Score: Raw -238502.563877 + Penalty 786.748363 = -237715.815514 nChanged 312 SP:Iteration 7F (4594.368219 sec): 3 clusters Score: Raw -238771.873702 + Penalty 786.748363 = -237985.125339 nChanged 247 SP:Iteration 8Q (4594.407451 sec): 3 clusters Score: Raw -238993.009274 + Penalty 786.748363 = -238206.260911 nChanged 179 SP:Iteration 9Q (4594.468443 sec): 3 clusters Score: Raw -239139.333950 + Penalty 786.748363 = -238352.585587 nChanged 101 SP:Iteration 10Q (4594.522223 sec): 3 clusters Score: Raw -239215.440397 + Penalty 786.748363 = -238428.692034 nChanged 66 SP:Iteration 11Q (4594.569228 sec): 3 clusters Score: Raw -239261.173417 + Penalty 786.748363 = -238474.425054 nChanged 46 SP:Iteration 12Q (4594.608999 sec): 3 clusters Score: Raw -239297.508215 + Penalty 786.748363 = -238510.759853 nChanged 27 SP:Iteration 13Q (4594.667283 sec): 3 clusters Score: Raw -239318.455922 + Penalty 786.748363 = -238531.707560 nChanged 17 SP:Iteration 14Q (4594.718001 sec): 3 clusters Score: Raw -239330.421222 + Penalty 786.748363 = -238543.672859 nChanged 15 SP:Iteration 15Q (4594.752350 sec): 3 clusters Score: Raw -239339.349829 + Penalty 786.748363 = -238552.601466 nChanged 11 SP:Iteration 16Q (4594.804543 sec): 3 clusters Score: Raw -239346.740414 + Penalty 786.748363 = -238559.992051 nChanged 8 SP:Iteration 17Q (4594.856511 sec): 3 clusters Score: Raw -239350.111450 + Penalty 786.748363 = -238563.363087 nChanged 6 SP:Iteration 18Q (4594.899551 sec): 3 clusters Score: Raw -239354.285171 + Penalty 786.748363 = -238567.536808 nChanged 5 SP:Iteration 19Q (4594.951562 sec): 3 clusters Score: Raw -239359.555998 + Penalty 786.748363 = -238572.807635 nChanged 5 SP:Iteration 20F (4595.006251 sec): 3 clusters Score: Raw -239363.216599 + Penalty 786.748363 = -238576.468236 nChanged 7 SP:Iteration 21Q (4595.058274 sec): 3 clusters Score: Raw -239368.478218 + Penalty 786.748363 = -238581.729855 nChanged 3 SP:Iteration 22Q (4595.106171 sec): 3 clusters Score: Raw -239369.675876 + Penalty 786.748363 = -238582.927513 nChanged 3 SP:Iteration 23Q (4595.151356 sec): 3 clusters Score: Raw -239371.073807 + Penalty 786.748363 = -238584.325444 nChanged 2 SP:Iteration 24Q (4595.206937 sec): 3 clusters Score: Raw -239371.343038 + Penalty 786.748363 = -238584.594675 nChanged 0 SP:Iteration 25F (4595.252446 sec): 3 clusters Score: Raw -239371.343038 + Penalty 786.748363 = -238584.594675 nChanged 0 Trying to split cluster 24 (13960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4595.298164 sec): 2 clusters Score: Raw -595741.911434 + Penalty 434.249788 = -595307.661646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4595.351228 sec): 3 clusters Score: Raw -586849.308979 + Penalty 868.499575 = -585980.809404 nChanged 6580 SP:Iteration 1F (4595.409543 sec): 3 clusters Score: Raw -590597.573007 + Penalty 868.499575 = -589729.073432 nChanged 718 SP:Iteration 2F (4595.469869 sec): 3 clusters Score: Raw -590924.782050 + Penalty 868.499575 = -590056.282474 nChanged 808 SP:Iteration 3F (4595.519557 sec): 3 clusters Score: Raw -591337.168223 + Penalty 868.499575 = -590468.668647 nChanged 814 SP:Iteration 4F (4595.580191 sec): 3 clusters Score: Raw -591812.718927 + Penalty 868.499575 = -590944.219351 nChanged 827 SP:Iteration 5F (4595.640578 sec): 3 clusters Score: Raw -592328.726212 + Penalty 868.499575 = -591460.226636 nChanged 809 SP:Iteration 6F (4595.711780 sec): 3 clusters Score: Raw -592842.613592 + Penalty 868.499575 = -591974.114017 nChanged 739 SP:Iteration 7F (4595.761948 sec): 3 clusters Score: Raw -593250.638758 + Penalty 868.499575 = -592382.139183 nChanged 592 SP:Iteration 8Q (4595.824837 sec): 3 clusters Score: Raw -593530.459553 + Penalty 868.499575 = -592661.959978 nChanged 449 SP:Iteration 9Q (4595.884801 sec): 3 clusters Score: Raw -593709.607081 + Penalty 868.499575 = -592841.107506 nChanged 338 SP:Iteration 10Q (4595.934965 sec): 3 clusters Score: Raw -593810.805434 + Penalty 868.499575 = -592942.305859 nChanged 228 SP:Iteration 11Q (4595.990678 sec): 3 clusters Score: Raw -593867.832414 + Penalty 868.499575 = -592999.332839 nChanged 187 SP:Iteration 12Q (4596.047535 sec): 3 clusters Score: Raw -593915.795643 + Penalty 868.499575 = -593047.296068 nChanged 196 SP:Iteration 13Q (4596.114646 sec): 3 clusters Score: Raw -593971.843570 + Penalty 868.499575 = -593103.343995 nChanged 238 SP:Iteration 14Q (4596.171349 sec): 3 clusters Score: Raw -594044.007831 + Penalty 868.499575 = -593175.508256 nChanged 222 SP:Iteration 15Q (4596.230064 sec): 3 clusters Score: Raw -594108.676727 + Penalty 868.499575 = -593240.177152 nChanged 214 SP:Iteration 16Q (4596.288393 sec): 3 clusters Score: Raw -594170.426250 + Penalty 868.499575 = -593301.926675 nChanged 198 SP:Iteration 17Q (4596.347413 sec): 3 clusters Score: Raw -594230.206204 + Penalty 868.499575 = -593361.706629 nChanged 240 SP:Iteration 18Q (4596.396069 sec): 3 clusters Score: Raw -594310.720365 + Penalty 868.499575 = -593442.220790 nChanged 237 SP:Iteration 19Q (4596.456983 sec): 3 clusters Score: Raw -594388.244944 + Penalty 868.499575 = -593519.745369 nChanged 234 SP:Iteration 20F (4596.516997 sec): 3 clusters Score: Raw -594469.936729 + Penalty 868.499575 = -593601.437154 nChanged 253 SP:Iteration 21Q (4596.572607 sec): 3 clusters Score: Raw -594566.125733 + Penalty 868.499575 = -593697.626158 nChanged 247 SP:Iteration 22Q (4596.635804 sec): 3 clusters Score: Raw -594674.178651 + Penalty 868.499575 = -593805.679076 nChanged 259 SP:Iteration 23Q (4596.691883 sec): 3 clusters Score: Raw -594793.547101 + Penalty 868.499575 = -593925.047526 nChanged 248 SP:Iteration 24Q (4596.760270 sec): 3 clusters Score: Raw -594918.695587 + Penalty 868.499575 = -594050.196012 nChanged 269 SP:Iteration 25Q (4596.815202 sec): 3 clusters Score: Raw -595067.024773 + Penalty 868.499575 = -594198.525198 nChanged 247 SP:Iteration 26Q (4596.877522 sec): 3 clusters Score: Raw -595202.550210 + Penalty 868.499575 = -594334.050634 nChanged 221 SP:Iteration 27Q (4596.931362 sec): 3 clusters Score: Raw -595325.973191 + Penalty 868.499575 = -594457.473615 nChanged 201 SP:Iteration 28Q (4596.983487 sec): 3 clusters Score: Raw -595441.401911 + Penalty 868.499575 = -594572.902335 nChanged 176 SP:Iteration 29Q (4597.045978 sec): 3 clusters Score: Raw -595530.654091 + Penalty 868.499575 = -594662.154516 nChanged 122 SP:Iteration 30Q (4597.102327 sec): 3 clusters Score: Raw -595585.609533 + Penalty 868.499575 = -594717.109958 nChanged 104 SP:Iteration 31Q (4597.156267 sec): 3 clusters Score: Raw -595632.353381 + Penalty 868.499575 = -594763.853806 nChanged 88 SP:Iteration 32Q (4597.207568 sec): 3 clusters Score: Raw -595674.186965 + Penalty 868.499575 = -594805.687390 nChanged 74 SP:Iteration 33Q (4597.267687 sec): 3 clusters Score: Raw -595711.267327 + Penalty 868.499575 = -594842.767752 nChanged 67 SP:Iteration 34Q (4597.324660 sec): 3 clusters Score: Raw -595752.338097 + Penalty 868.499575 = -594883.838522 nChanged 53 SP:Iteration 35Q (4597.380914 sec): 3 clusters Score: Raw -595779.364206 + Penalty 868.499575 = -594910.864631 nChanged 37 SP:Iteration 36Q (4597.430503 sec): 3 clusters Score: Raw -595797.120851 + Penalty 868.499575 = -594928.621276 nChanged 25 SP:Iteration 37Q (4597.485822 sec): 3 clusters Score: Raw -595807.920918 + Penalty 868.499575 = -594939.421343 nChanged 12 SP:Iteration 38Q (4597.533698 sec): 3 clusters Score: Raw -595813.121090 + Penalty 868.499575 = -594944.621515 nChanged 15 SP:Iteration 39Q (4597.581494 sec): 3 clusters Score: Raw -595820.764240 + Penalty 868.499575 = -594952.264664 nChanged 10 SP:Iteration 40F (4597.646612 sec): 3 clusters Score: Raw -595826.653081 + Penalty 868.499575 = -594958.153506 nChanged 11 SP:Iteration 41Q (4597.709322 sec): 3 clusters Score: Raw -595830.885687 + Penalty 868.499575 = -594962.386112 nChanged 10 SP:Iteration 42Q (4597.761991 sec): 3 clusters Score: Raw -595835.157355 + Penalty 868.499575 = -594966.657780 nChanged 10 SP:Iteration 43Q (4597.807090 sec): 3 clusters Score: Raw -595841.772800 + Penalty 868.499575 = -594973.273225 nChanged 12 SP:Iteration 44Q (4597.865470 sec): 3 clusters Score: Raw -595848.127574 + Penalty 868.499575 = -594979.627999 nChanged 6 SP:Iteration 45Q (4597.908654 sec): 3 clusters Score: Raw -595850.943323 + Penalty 868.499575 = -594982.443747 nChanged 9 SP:Iteration 46Q (4597.964625 sec): 3 clusters Score: Raw -595855.801432 + Penalty 868.499575 = -594987.301857 nChanged 8 SP:Iteration 47Q (4598.013092 sec): 3 clusters Score: Raw -595858.710874 + Penalty 868.499575 = -594990.211299 nChanged 4 SP:Iteration 48Q (4598.076574 sec): 3 clusters Score: Raw -595860.137907 + Penalty 868.499575 = -594991.638332 nChanged 4 SP:Iteration 49Q (4598.129881 sec): 3 clusters Score: Raw -595860.691449 + Penalty 868.499575 = -594992.191874 nChanged 2 SP:Iteration 50Q (4598.182769 sec): 3 clusters Score: Raw -595861.106221 + Penalty 868.499575 = -594992.606646 nChanged 0 SP:Iteration 51F (4598.235235 sec): 3 clusters Score: Raw -595861.106221 + Penalty 868.499575 = -594992.606646 nChanged 0 Trying to split cluster 25 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4598.263829 sec): 2 clusters Score: Raw -15937.985728 + Penalty 277.970765 = -15660.014963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4598.311471 sec): 3 clusters Score: Raw -15796.622130 + Penalty 555.941530 = -15240.680600 nChanged 157 SP:Iteration 1F (4598.347491 sec): 3 clusters Score: Raw -15975.951562 + Penalty 555.941530 = -15420.010032 nChanged 44 SP:Iteration 2F (4598.402965 sec): 3 clusters Score: Raw -16021.351596 + Penalty 555.941530 = -15465.410066 nChanged 20 SP:Iteration 3Q (4598.438914 sec): 3 clusters Score: Raw -16044.146001 + Penalty 555.941530 = -15488.204471 nChanged 9 SP:Iteration 4Q (4598.483476 sec): 3 clusters Score: Raw -16052.880343 + Penalty 555.941530 = -15496.938813 nChanged 6 SP:Iteration 5Q (4598.529364 sec): 3 clusters Score: Raw -16058.002990 + Penalty 555.941530 = -15502.061460 nChanged 7 SP:Iteration 6Q (4598.577628 sec): 3 clusters Score: Raw -16067.945463 + Penalty 555.941530 = -15512.003933 nChanged 6 SP:Iteration 7Q (4598.618938 sec): 3 clusters Score: Raw -16073.146985 + Penalty 555.941530 = -15517.205455 nChanged 3 SP:Iteration 8Q (4598.665091 sec): 3 clusters Score: Raw -16075.587771 + Penalty 555.941530 = -15519.646241 nChanged 2 SP:Iteration 9Q (4598.713831 sec): 3 clusters Score: Raw -16077.345343 + Penalty 555.941530 = -15521.403813 nChanged 3 SP:Iteration 10Q (4598.757917 sec): 3 clusters Score: Raw -16078.360656 + Penalty 555.941530 = -15522.419126 nChanged 2 SP:Iteration 11Q (4598.810248 sec): 3 clusters Score: Raw -16079.324912 + Penalty 555.941530 = -15523.383382 nChanged 2 SP:Iteration 12Q (4598.842576 sec): 3 clusters Score: Raw -16082.322425 + Penalty 555.941530 = -15526.380895 nChanged 3 SP:Iteration 13Q (4598.896207 sec): 3 clusters Score: Raw -16084.363643 + Penalty 555.941530 = -15528.422113 nChanged 0 SP:Iteration 14F (4598.940858 sec): 3 clusters Score: Raw -16084.363643 + Penalty 555.941530 = -15528.422113 nChanged 0 Trying to split cluster 26 (2750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4598.968477 sec): 2 clusters Score: Raw -102721.148537 + Penalty 360.330707 = -102360.817830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4599.020925 sec): 3 clusters Score: Raw -101165.217285 + Penalty 720.661413 = -100444.555871 nChanged 1170 SP:Iteration 1F (4599.056797 sec): 3 clusters Score: Raw -101875.756067 + Penalty 720.661413 = -101155.094653 nChanged 243 SP:Iteration 2F (4599.109931 sec): 3 clusters Score: Raw -102006.299380 + Penalty 720.661413 = -101285.637966 nChanged 186 SP:Iteration 3F (4599.155412 sec): 3 clusters Score: Raw -102112.357960 + Penalty 720.661413 = -101391.696547 nChanged 156 SP:Iteration 4F (4599.194189 sec): 3 clusters Score: Raw -102198.748267 + Penalty 720.661413 = -101478.086854 nChanged 126 SP:Iteration 5Q (4599.245278 sec): 3 clusters Score: Raw -102268.148534 + Penalty 720.661413 = -101547.487120 nChanged 116 SP:Iteration 6Q (4599.292672 sec): 3 clusters Score: Raw -102325.346647 + Penalty 720.661413 = -101604.685234 nChanged 88 SP:Iteration 7Q (4599.342739 sec): 3 clusters Score: Raw -102367.685397 + Penalty 720.661413 = -101647.023983 nChanged 71 SP:Iteration 8Q (4599.393561 sec): 3 clusters Score: Raw -102405.593785 + Penalty 720.661413 = -101684.932372 nChanged 74 SP:Iteration 9Q (4599.439207 sec): 3 clusters Score: Raw -102448.975487 + Penalty 720.661413 = -101728.314074 nChanged 60 SP:Iteration 10Q (4599.483365 sec): 3 clusters Score: Raw -102488.242967 + Penalty 720.661413 = -101767.581554 nChanged 57 SP:Iteration 11Q (4599.526518 sec): 3 clusters Score: Raw -102524.592400 + Penalty 720.661413 = -101803.930986 nChanged 58 SP:Iteration 12Q (4599.576169 sec): 3 clusters Score: Raw -102558.033058 + Penalty 720.661413 = -101837.371644 nChanged 45 SP:Iteration 13Q (4599.628007 sec): 3 clusters Score: Raw -102583.530471 + Penalty 720.661413 = -101862.869058 nChanged 43 SP:Iteration 14Q (4599.676990 sec): 3 clusters Score: Raw -102608.899154 + Penalty 720.661413 = -101888.237741 nChanged 42 SP:Iteration 15Q (4599.720107 sec): 3 clusters Score: Raw -102635.315803 + Penalty 720.661413 = -101914.654390 nChanged 32 SP:Iteration 16Q (4599.770799 sec): 3 clusters Score: Raw -102664.105404 + Penalty 720.661413 = -101943.443990 nChanged 30 SP:Iteration 17Q (4599.821610 sec): 3 clusters Score: Raw -102705.885985 + Penalty 720.661413 = -101985.224572 nChanged 31 SP:Iteration 18Q (4599.868560 sec): 3 clusters Score: Raw -102747.665126 + Penalty 720.661413 = -102027.003712 nChanged 24 SP:Iteration 19Q (4599.920290 sec): 3 clusters Score: Raw -102776.445564 + Penalty 720.661413 = -102055.784151 nChanged 20 SP:Iteration 20F (4599.975110 sec): 3 clusters Score: Raw -102792.489342 + Penalty 720.661413 = -102071.827928 nChanged 12 SP:Iteration 21Q (4600.012042 sec): 3 clusters Score: Raw -102799.633762 + Penalty 720.661413 = -102078.972349 nChanged 9 SP:Iteration 22Q (4600.069418 sec): 3 clusters Score: Raw -102805.998270 + Penalty 720.661413 = -102085.336856 nChanged 8 SP:Iteration 23Q (4600.120080 sec): 3 clusters Score: Raw -102811.531342 + Penalty 720.661413 = -102090.869928 nChanged 5 SP:Iteration 24Q (4600.163199 sec): 3 clusters Score: Raw -102813.290024 + Penalty 720.661413 = -102092.628611 nChanged 2 SP:Iteration 25Q (4600.200538 sec): 3 clusters Score: Raw -102813.785074 + Penalty 720.661413 = -102093.123660 nChanged 1 SP:Iteration 26Q (4600.254569 sec): 3 clusters Score: Raw -102814.308343 + Penalty 720.661413 = -102093.646929 nChanged 0 SP:Iteration 27F (4600.298173 sec): 3 clusters Score: Raw -102814.308343 + Penalty 720.661413 = -102093.646929 nChanged 0 Trying to split cluster 27 (13997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4600.338732 sec): 2 clusters Score: Raw -561504.800200 + Penalty 434.370223 = -561070.429977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4600.395157 sec): 3 clusters Score: Raw -552647.781502 + Penalty 868.740445 = -551779.041056 nChanged 6577 SP:Iteration 1F (4600.445950 sec): 3 clusters Score: Raw -556885.112417 + Penalty 868.740445 = -556016.371971 nChanged 1155 SP:Iteration 2F (4600.515311 sec): 3 clusters Score: Raw -557700.942275 + Penalty 868.740445 = -556832.201829 nChanged 1160 SP:Iteration 3F (4600.575842 sec): 3 clusters Score: Raw -558648.795285 + Penalty 868.740445 = -557780.054840 nChanged 1040 SP:Iteration 4F (4600.633777 sec): 3 clusters Score: Raw -559478.243531 + Penalty 868.740445 = -558609.503085 nChanged 769 SP:Iteration 5F (4600.685906 sec): 3 clusters Score: Raw -560114.803823 + Penalty 868.740445 = -559246.063377 nChanged 539 SP:Iteration 6Q (4600.749916 sec): 3 clusters Score: Raw -560536.212814 + Penalty 868.740445 = -559667.472368 nChanged 389 SP:Iteration 7Q (4600.803713 sec): 3 clusters Score: Raw -560841.996865 + Penalty 868.740445 = -559973.256419 nChanged 280 SP:Iteration 8Q (4600.866905 sec): 3 clusters Score: Raw -561042.259357 + Penalty 868.740445 = -560173.518912 nChanged 212 SP:Iteration 9Q (4600.921040 sec): 3 clusters Score: Raw -561152.149815 + Penalty 868.740445 = -560283.409369 nChanged 154 SP:Iteration 10Q (4600.978666 sec): 3 clusters Score: Raw -561223.497701 + Penalty 868.740445 = -560354.757255 nChanged 127 SP:Iteration 11Q (4601.036065 sec): 3 clusters Score: Raw -561278.881874 + Penalty 868.740445 = -560410.141429 nChanged 108 SP:Iteration 12Q (4601.091934 sec): 3 clusters Score: Raw -561322.690352 + Penalty 868.740445 = -560453.949907 nChanged 107 SP:Iteration 13Q (4601.154681 sec): 3 clusters Score: Raw -561362.315069 + Penalty 868.740445 = -560493.574624 nChanged 98 SP:Iteration 14Q (4601.206540 sec): 3 clusters Score: Raw -561395.221576 + Penalty 868.740445 = -560526.481131 nChanged 90 SP:Iteration 15Q (4601.263768 sec): 3 clusters Score: Raw -561427.069476 + Penalty 868.740445 = -560558.329030 nChanged 73 SP:Iteration 16Q (4601.325569 sec): 3 clusters Score: Raw -561452.152967 + Penalty 868.740445 = -560583.412522 nChanged 69 SP:Iteration 17Q (4601.373671 sec): 3 clusters Score: Raw -561473.939215 + Penalty 868.740445 = -560605.198770 nChanged 57 SP:Iteration 18Q (4601.434022 sec): 3 clusters Score: Raw -561494.315606 + Penalty 868.740445 = -560625.575161 nChanged 55 SP:Iteration 19Q (4601.496396 sec): 3 clusters Score: Raw -561512.349577 + Penalty 868.740445 = -560643.609132 nChanged 53 SP:Iteration 20F (4601.559678 sec): 3 clusters Score: Raw -561528.210552 + Penalty 868.740445 = -560659.470106 nChanged 39 SP:Iteration 21Q (4601.615261 sec): 3 clusters Score: Raw -561540.556411 + Penalty 868.740445 = -560671.815966 nChanged 37 SP:Iteration 22Q (4601.670864 sec): 3 clusters Score: Raw -561550.653167 + Penalty 868.740445 = -560681.912721 nChanged 31 SP:Iteration 23Q (4601.728722 sec): 3 clusters Score: Raw -561558.166117 + Penalty 868.740445 = -560689.425672 nChanged 34 SP:Iteration 24Q (4601.782945 sec): 3 clusters Score: Raw -561571.358939 + Penalty 868.740445 = -560702.618494 nChanged 41 SP:Iteration 25Q (4601.847188 sec): 3 clusters Score: Raw -561585.744704 + Penalty 868.740445 = -560717.004259 nChanged 36 SP:Iteration 26Q (4601.892157 sec): 3 clusters Score: Raw -561597.675639 + Penalty 868.740445 = -560728.935194 nChanged 22 SP:Iteration 27Q (4601.948356 sec): 3 clusters Score: Raw -561602.403923 + Penalty 868.740445 = -560733.663478 nChanged 20 SP:Iteration 28Q (4602.017381 sec): 3 clusters Score: Raw -561606.748652 + Penalty 868.740445 = -560738.008207 nChanged 15 SP:Iteration 29Q (4602.067105 sec): 3 clusters Score: Raw -561610.437393 + Penalty 868.740445 = -560741.696948 nChanged 19 SP:Iteration 30Q (4602.124557 sec): 3 clusters Score: Raw -561617.003691 + Penalty 868.740445 = -560748.263245 nChanged 19 SP:Iteration 31Q (4602.186513 sec): 3 clusters Score: Raw -561622.768221 + Penalty 868.740445 = -560754.027776 nChanged 17 SP:Iteration 32Q (4602.240382 sec): 3 clusters Score: Raw -561628.892146 + Penalty 868.740445 = -560760.151701 nChanged 14 SP:Iteration 33Q (4602.290325 sec): 3 clusters Score: Raw -561632.709851 + Penalty 868.740445 = -560763.969406 nChanged 11 SP:Iteration 34Q (4602.356449 sec): 3 clusters Score: Raw -561635.705383 + Penalty 868.740445 = -560766.964938 nChanged 18 SP:Iteration 35Q (4602.399594 sec): 3 clusters Score: Raw -561643.823375 + Penalty 868.740445 = -560775.082930 nChanged 19 SP:Iteration 36Q (4602.454380 sec): 3 clusters Score: Raw -561651.646188 + Penalty 868.740445 = -560782.905742 nChanged 10 SP:Iteration 37Q (4602.522715 sec): 3 clusters Score: Raw -561653.535312 + Penalty 868.740445 = -560784.794867 nChanged 3 SP:Iteration 38Q (4602.568455 sec): 3 clusters Score: Raw -561654.480940 + Penalty 868.740445 = -560785.740495 nChanged 1 SP:Iteration 39Q (4602.624536 sec): 3 clusters Score: Raw -561654.853206 + Penalty 868.740445 = -560786.112761 nChanged 2 SP:Iteration 40F (4602.673570 sec): 3 clusters Score: Raw -561655.275452 + Penalty 868.740445 = -560786.535007 nChanged 2 SP:Iteration 41Q (4602.729966 sec): 3 clusters Score: Raw -561655.724989 + Penalty 868.740445 = -560786.984544 nChanged 2 SP:Iteration 42Q (4602.790140 sec): 3 clusters Score: Raw -561656.623707 + Penalty 868.740445 = -560787.883261 nChanged 5 SP:Iteration 43Q (4602.844462 sec): 3 clusters Score: Raw -561658.013975 + Penalty 868.740445 = -560789.273529 nChanged 3 SP:Iteration 44Q (4602.901627 sec): 3 clusters Score: Raw -561658.879150 + Penalty 868.740445 = -560790.138705 nChanged 2 SP:Iteration 45Q (4602.954488 sec): 3 clusters Score: Raw -561659.626208 + Penalty 868.740445 = -560790.885763 nChanged 1 SP:Iteration 46Q (4603.010225 sec): 3 clusters Score: Raw -561660.100002 + Penalty 868.740445 = -560791.359556 nChanged 1 SP:Iteration 47Q (4603.074091 sec): 3 clusters Score: Raw -561660.151737 + Penalty 868.740445 = -560791.411291 nChanged 0 SP:Iteration 48F (4603.131078 sec): 3 clusters Score: Raw -561660.151737 + Penalty 868.740445 = -560791.411291 nChanged 0 Trying to split cluster 28 (1160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4603.153972 sec): 2 clusters Score: Raw -38686.843742 + Penalty 321.055975 = -38365.787766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4603.189277 sec): 3 clusters Score: Raw -38149.198432 + Penalty 642.111951 = -37507.086482 nChanged 442 SP:Iteration 1F (4603.236243 sec): 3 clusters Score: Raw -38436.837099 + Penalty 642.111951 = -37794.725148 nChanged 90 SP:Iteration 2F (4603.278801 sec): 3 clusters Score: Raw -38501.693498 + Penalty 642.111951 = -37859.581547 nChanged 69 SP:Iteration 3F (4603.323710 sec): 3 clusters Score: Raw -38586.174770 + Penalty 642.111951 = -37944.062819 nChanged 60 SP:Iteration 4F (4603.354903 sec): 3 clusters Score: Raw -38675.059929 + Penalty 642.111951 = -38032.947978 nChanged 63 SP:Iteration 5F (4603.393027 sec): 3 clusters Score: Raw -38723.044842 + Penalty 642.111951 = -38080.932891 nChanged 40 SP:Iteration 6Q (4603.438769 sec): 3 clusters Score: Raw -38745.901240 + Penalty 642.111951 = -38103.789290 nChanged 21 SP:Iteration 7Q (4603.490511 sec): 3 clusters Score: Raw -38757.229771 + Penalty 642.111951 = -38115.117820 nChanged 16 SP:Iteration 8Q (4603.522878 sec): 3 clusters Score: Raw -38762.618897 + Penalty 642.111951 = -38120.506946 nChanged 12 SP:Iteration 9Q (4603.563122 sec): 3 clusters Score: Raw -38767.893420 + Penalty 642.111951 = -38125.781469 nChanged 15 SP:Iteration 10Q (4603.607500 sec): 3 clusters Score: Raw -38774.977405 + Penalty 642.111951 = -38132.865454 nChanged 13 SP:Iteration 11Q (4603.653558 sec): 3 clusters Score: Raw -38781.578605 + Penalty 642.111951 = -38139.466655 nChanged 9 SP:Iteration 12Q (4603.684608 sec): 3 clusters Score: Raw -38783.615646 + Penalty 642.111951 = -38141.503695 nChanged 9 SP:Iteration 13Q (4603.737274 sec): 3 clusters Score: Raw -38785.193660 + Penalty 642.111951 = -38143.081709 nChanged 8 SP:Iteration 14Q (4603.776855 sec): 3 clusters Score: Raw -38786.908571 + Penalty 642.111951 = -38144.796620 nChanged 8 SP:Iteration 15Q (4603.810929 sec): 3 clusters Score: Raw -38791.360319 + Penalty 642.111951 = -38149.248368 nChanged 12 SP:Iteration 16Q (4603.856229 sec): 3 clusters Score: Raw -38797.025207 + Penalty 642.111951 = -38154.913256 nChanged 12 SP:Iteration 17Q (4603.902246 sec): 3 clusters Score: Raw -38801.553063 + Penalty 642.111951 = -38159.441112 nChanged 11 SP:Iteration 18Q (4603.943522 sec): 3 clusters Score: Raw -38804.860093 + Penalty 642.111951 = -38162.748142 nChanged 9 SP:Iteration 19Q (4603.993103 sec): 3 clusters Score: Raw -38807.862951 + Penalty 642.111951 = -38165.751000 nChanged 8 SP:Iteration 20F (4604.029358 sec): 3 clusters Score: Raw -38810.795924 + Penalty 642.111951 = -38168.683973 nChanged 6 SP:Iteration 21Q (4604.074909 sec): 3 clusters Score: Raw -38812.951642 + Penalty 642.111951 = -38170.839691 nChanged 5 SP:Iteration 22Q (4604.127078 sec): 3 clusters Score: Raw -38814.233366 + Penalty 642.111951 = -38172.121415 nChanged 4 SP:Iteration 23Q (4604.164960 sec): 3 clusters Score: Raw -38816.027662 + Penalty 642.111951 = -38173.915712 nChanged 3 SP:Iteration 24Q (4604.204559 sec): 3 clusters Score: Raw -38816.759205 + Penalty 642.111951 = -38174.647254 nChanged 1 SP:Iteration 25Q (4604.254072 sec): 3 clusters Score: Raw -38816.893410 + Penalty 642.111951 = -38174.781459 nChanged 0 SP:Iteration 26F (4604.307089 sec): 3 clusters Score: Raw -38816.893410 + Penalty 642.111951 = -38174.781459 nChanged 0 Trying to split cluster 29 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4604.333749 sec): 2 clusters Score: Raw -34826.101545 + Penalty 310.509002 = -34515.592543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4604.378523 sec): 3 clusters Score: Raw -34365.556269 + Penalty 621.018004 = -33744.538265 nChanged 369 SP:Iteration 1F (4604.429038 sec): 3 clusters Score: Raw -34603.245779 + Penalty 621.018004 = -33982.227775 nChanged 70 SP:Iteration 2F (4604.469431 sec): 3 clusters Score: Raw -34655.167449 + Penalty 621.018004 = -34034.149445 nChanged 56 SP:Iteration 3F (4604.512816 sec): 3 clusters Score: Raw -34698.960058 + Penalty 621.018004 = -34077.942054 nChanged 41 SP:Iteration 4Q (4604.563393 sec): 3 clusters Score: Raw -34730.963986 + Penalty 621.018004 = -34109.945982 nChanged 30 SP:Iteration 5Q (4604.593507 sec): 3 clusters Score: Raw -34757.296004 + Penalty 621.018004 = -34136.278000 nChanged 23 SP:Iteration 6Q (4604.638676 sec): 3 clusters Score: Raw -34776.380517 + Penalty 621.018004 = -34155.362513 nChanged 16 SP:Iteration 7Q (4604.689240 sec): 3 clusters Score: Raw -34789.715405 + Penalty 621.018004 = -34168.697401 nChanged 14 SP:Iteration 8Q (4604.731651 sec): 3 clusters Score: Raw -34800.475529 + Penalty 621.018004 = -34179.457525 nChanged 16 SP:Iteration 9Q (4604.781970 sec): 3 clusters Score: Raw -34814.180902 + Penalty 621.018004 = -34193.162898 nChanged 10 SP:Iteration 10Q (4604.824835 sec): 3 clusters Score: Raw -34822.817032 + Penalty 621.018004 = -34201.799029 nChanged 13 SP:Iteration 11Q (4604.875980 sec): 3 clusters Score: Raw -34833.054406 + Penalty 621.018004 = -34212.036402 nChanged 6 SP:Iteration 12Q (4604.923072 sec): 3 clusters Score: Raw -34837.991239 + Penalty 621.018004 = -34216.973235 nChanged 5 SP:Iteration 13Q (4604.968840 sec): 3 clusters Score: Raw -34842.235888 + Penalty 621.018004 = -34221.217884 nChanged 4 SP:Iteration 14Q (4605.015007 sec): 3 clusters Score: Raw -34843.639620 + Penalty 621.018004 = -34222.621616 nChanged 3 SP:Iteration 15Q (4605.066997 sec): 3 clusters Score: Raw -34845.460223 + Penalty 621.018004 = -34224.442219 nChanged 5 SP:Iteration 16Q (4605.100490 sec): 3 clusters Score: Raw -34847.942244 + Penalty 621.018004 = -34226.924240 nChanged 6 SP:Iteration 17Q (4605.153291 sec): 3 clusters Score: Raw -34849.770528 + Penalty 621.018004 = -34228.752524 nChanged 3 SP:Iteration 18Q (4605.207590 sec): 3 clusters Score: Raw -34850.760291 + Penalty 621.018004 = -34229.742287 nChanged 1 SP:Iteration 19Q (4605.251284 sec): 3 clusters Score: Raw -34851.429752 + Penalty 621.018004 = -34230.411748 nChanged 0 SP:Iteration 20F (4605.287395 sec): 3 clusters Score: Raw -34851.429752 + Penalty 621.018004 = -34230.411748 nChanged 0 Trying to split cluster 30 (9179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4605.326172 sec): 2 clusters Score: Raw -386545.842838 + Penalty 415.172646 = -386130.670192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4605.380278 sec): 3 clusters Score: Raw -380842.436580 + Penalty 830.345293 = -380012.091287 nChanged 4247 SP:Iteration 1F (4605.431451 sec): 3 clusters Score: Raw -383630.096016 + Penalty 830.345293 = -382799.750723 nChanged 776 SP:Iteration 2F (4605.487818 sec): 3 clusters Score: Raw -384229.051014 + Penalty 830.345293 = -383398.705721 nChanged 705 SP:Iteration 3F (4605.545319 sec): 3 clusters Score: Raw -384823.039267 + Penalty 830.345293 = -383992.693974 nChanged 619 SP:Iteration 4F (4605.597825 sec): 3 clusters Score: Raw -385370.711812 + Penalty 830.345293 = -384540.366520 nChanged 487 SP:Iteration 5F (4605.644535 sec): 3 clusters Score: Raw -385837.490214 + Penalty 830.345293 = -385007.144922 nChanged 298 SP:Iteration 6Q (4605.690144 sec): 3 clusters Score: Raw -386111.135887 + Penalty 830.345293 = -385280.790594 nChanged 186 SP:Iteration 7Q (4605.749796 sec): 3 clusters Score: Raw -386269.092219 + Penalty 830.345293 = -385438.746926 nChanged 147 SP:Iteration 8Q (4605.801811 sec): 3 clusters Score: Raw -386384.664073 + Penalty 830.345293 = -385554.318781 nChanged 104 SP:Iteration 9Q (4605.853578 sec): 3 clusters Score: Raw -386468.351919 + Penalty 830.345293 = -385638.006626 nChanged 70 SP:Iteration 10Q (4605.901112 sec): 3 clusters Score: Raw -386518.968021 + Penalty 830.345293 = -385688.622728 nChanged 48 SP:Iteration 11Q (4605.949371 sec): 3 clusters Score: Raw -386548.039530 + Penalty 830.345293 = -385717.694237 nChanged 38 SP:Iteration 12Q (4605.997169 sec): 3 clusters Score: Raw -386569.606810 + Penalty 830.345293 = -385739.261517 nChanged 32 SP:Iteration 13Q (4606.058824 sec): 3 clusters Score: Raw -386584.867786 + Penalty 830.345293 = -385754.522494 nChanged 30 SP:Iteration 14Q (4606.101975 sec): 3 clusters Score: Raw -386603.084488 + Penalty 830.345293 = -385772.739195 nChanged 23 SP:Iteration 15Q (4606.158927 sec): 3 clusters Score: Raw -386617.499453 + Penalty 830.345293 = -385787.154161 nChanged 17 SP:Iteration 16Q (4606.203302 sec): 3 clusters Score: Raw -386629.120441 + Penalty 830.345293 = -385798.775148 nChanged 19 SP:Iteration 17Q (4606.260088 sec): 3 clusters Score: Raw -386637.373513 + Penalty 830.345293 = -385807.028221 nChanged 8 SP:Iteration 18Q (4606.309594 sec): 3 clusters Score: Raw -386639.866378 + Penalty 830.345293 = -385809.521085 nChanged 1 SP:Iteration 19Q (4606.365431 sec): 3 clusters Score: Raw -386640.276319 + Penalty 830.345293 = -385809.931026 nChanged 1 SP:Iteration 20F (4606.412364 sec): 3 clusters Score: Raw -386640.356737 + Penalty 830.345293 = -385810.011444 nChanged 0 Trying to split cluster 31 (2199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4606.437700 sec): 2 clusters Score: Raw -71754.323353 + Penalty 350.156989 = -71404.166365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4606.488417 sec): 3 clusters Score: Raw -70536.461417 + Penalty 700.313977 = -69836.147440 nChanged 935 SP:Iteration 1F (4606.536296 sec): 3 clusters Score: Raw -71154.276033 + Penalty 700.313977 = -70453.962055 nChanged 204 SP:Iteration 2F (4606.588254 sec): 3 clusters Score: Raw -71300.065774 + Penalty 700.313977 = -70599.751797 nChanged 154 SP:Iteration 3F (4606.633791 sec): 3 clusters Score: Raw -71405.747886 + Penalty 700.313977 = -70705.433909 nChanged 124 SP:Iteration 4F (4606.683572 sec): 3 clusters Score: Raw -71484.045385 + Penalty 700.313977 = -70783.731408 nChanged 98 SP:Iteration 5Q (4606.726359 sec): 3 clusters Score: Raw -71561.120984 + Penalty 700.313977 = -70860.807007 nChanged 79 SP:Iteration 6Q (4606.774734 sec): 3 clusters Score: Raw -71666.397683 + Penalty 700.313977 = -70966.083706 nChanged 82 SP:Iteration 7Q (4606.815132 sec): 3 clusters Score: Raw -71748.066674 + Penalty 700.313977 = -71047.752696 nChanged 68 SP:Iteration 8Q (4606.874714 sec): 3 clusters Score: Raw -71793.728902 + Penalty 700.313977 = -71093.414925 nChanged 46 SP:Iteration 9Q (4606.911354 sec): 3 clusters Score: Raw -71820.277941 + Penalty 700.313977 = -71119.963964 nChanged 39 SP:Iteration 10Q (4606.968937 sec): 3 clusters Score: Raw -71833.595397 + Penalty 700.313977 = -71133.281420 nChanged 15 SP:Iteration 11Q (4607.012733 sec): 3 clusters Score: Raw -71840.836575 + Penalty 700.313977 = -71140.522598 nChanged 16 SP:Iteration 12Q (4607.064284 sec): 3 clusters Score: Raw -71846.229720 + Penalty 700.313977 = -71145.915743 nChanged 14 SP:Iteration 13Q (4607.102297 sec): 3 clusters Score: Raw -71851.219757 + Penalty 700.313977 = -71150.905780 nChanged 10 SP:Iteration 14Q (4607.149099 sec): 3 clusters Score: Raw -71854.091844 + Penalty 700.313977 = -71153.777867 nChanged 12 SP:Iteration 15Q (4607.196488 sec): 3 clusters Score: Raw -71856.589109 + Penalty 700.313977 = -71156.275132 nChanged 3 SP:Iteration 16Q (4607.247812 sec): 3 clusters Score: Raw -71856.950862 + Penalty 700.313977 = -71156.636885 nChanged 4 SP:Iteration 17Q (4607.289872 sec): 3 clusters Score: Raw -71858.273855 + Penalty 700.313977 = -71157.959878 nChanged 5 SP:Iteration 18Q (4607.343586 sec): 3 clusters Score: Raw -71859.328619 + Penalty 700.313977 = -71159.014642 nChanged 3 SP:Iteration 19Q (4607.388120 sec): 3 clusters Score: Raw -71859.699421 + Penalty 700.313977 = -71159.385444 nChanged 2 SP:Iteration 20F (4607.422187 sec): 3 clusters Score: Raw -71860.044503 + Penalty 700.313977 = -71159.730526 nChanged 1 SP:Iteration 21Q (4607.478798 sec): 3 clusters Score: Raw -71860.200328 + Penalty 700.313977 = -71159.886351 nChanged 1 SP:Iteration 22Q (4607.518603 sec): 3 clusters Score: Raw -71860.328779 + Penalty 700.313977 = -71160.014802 nChanged 0 SP:Iteration 23F (4607.572243 sec): 3 clusters Score: Raw -71860.328779 + Penalty 700.313977 = -71160.014802 nChanged 0 Trying to split cluster 32 (30257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4607.621157 sec): 2 clusters Score: Raw -1202063.070814 + Penalty 469.445469 = -1201593.625345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4607.690269 sec): 3 clusters Score: Raw -1182185.341726 + Penalty 938.890939 = -1181246.450787 nChanged 14615 SP:Iteration 1F (4607.771509 sec): 3 clusters Score: Raw -1191210.612668 + Penalty 938.890939 = -1190271.721729 nChanged 1703 SP:Iteration 2F (4607.842714 sec): 3 clusters Score: Raw -1191990.079767 + Penalty 938.890939 = -1191051.188829 nChanged 1851 SP:Iteration 3F (4607.913160 sec): 3 clusters Score: Raw -1193052.481379 + Penalty 938.890939 = -1192113.590441 nChanged 2076 SP:Iteration 4F (4607.980117 sec): 3 clusters Score: Raw -1194665.590698 + Penalty 938.890939 = -1193726.699760 nChanged 2278 SP:Iteration 5F (4608.062675 sec): 3 clusters Score: Raw -1196658.456129 + Penalty 938.890939 = -1195719.565191 nChanged 2190 SP:Iteration 6F (4608.130820 sec): 3 clusters Score: Raw -1198467.757167 + Penalty 938.890939 = -1197528.866229 nChanged 1695 SP:Iteration 7F (4608.199932 sec): 3 clusters Score: Raw -1199379.418564 + Penalty 938.890939 = -1198440.527626 nChanged 984 SP:Iteration 8Q (4608.272214 sec): 3 clusters Score: Raw -1199698.571854 + Penalty 938.890939 = -1198759.680915 nChanged 554 SP:Iteration 9Q (4608.356427 sec): 3 clusters Score: Raw -1199834.845354 + Penalty 938.890939 = -1198895.954415 nChanged 384 SP:Iteration 10Q (4608.425833 sec): 3 clusters Score: Raw -1199920.303458 + Penalty 938.890939 = -1198981.412520 nChanged 333 SP:Iteration 11Q (4608.504365 sec): 3 clusters Score: Raw -1199983.455749 + Penalty 938.890939 = -1199044.564810 nChanged 274 SP:Iteration 12Q (4608.585139 sec): 3 clusters Score: Raw -1200027.788719 + Penalty 938.890939 = -1199088.897780 nChanged 214 SP:Iteration 13Q (4608.667713 sec): 3 clusters Score: Raw -1200057.061569 + Penalty 938.890939 = -1199118.170630 nChanged 190 SP:Iteration 14Q (4608.741822 sec): 3 clusters Score: Raw -1200078.345145 + Penalty 938.890939 = -1199139.454206 nChanged 159 SP:Iteration 15Q (4608.807675 sec): 3 clusters Score: Raw -1200093.393827 + Penalty 938.890939 = -1199154.502889 nChanged 129 SP:Iteration 16Q (4608.885998 sec): 3 clusters Score: Raw -1200105.195247 + Penalty 938.890939 = -1199166.304308 nChanged 136 SP:Iteration 17Q (4608.970897 sec): 3 clusters Score: Raw -1200120.035288 + Penalty 938.890939 = -1199181.144349 nChanged 153 SP:Iteration 18Q (4609.044159 sec): 3 clusters Score: Raw -1200138.303726 + Penalty 938.890939 = -1199199.412787 nChanged 133 SP:Iteration 19Q (4609.106334 sec): 3 clusters Score: Raw -1200152.282773 + Penalty 938.890939 = -1199213.391834 nChanged 127 SP:Iteration 20F (4609.181642 sec): 3 clusters Score: Raw -1200164.251745 + Penalty 938.890939 = -1199225.360806 nChanged 115 SP:Iteration 21Q (4609.255179 sec): 3 clusters Score: Raw -1200174.241463 + Penalty 938.890939 = -1199235.350524 nChanged 106 SP:Iteration 22Q (4609.325750 sec): 3 clusters Score: Raw -1200185.059459 + Penalty 938.890939 = -1199246.168520 nChanged 117 SP:Iteration 23Q (4609.400671 sec): 3 clusters Score: Raw -1200197.412001 + Penalty 938.890939 = -1199258.521063 nChanged 128 SP:Iteration 24Q (4609.475300 sec): 3 clusters Score: Raw -1200210.339413 + Penalty 938.890939 = -1199271.448475 nChanged 120 SP:Iteration 25Q (4609.544594 sec): 3 clusters Score: Raw -1200224.124203 + Penalty 938.890939 = -1199285.233264 nChanged 131 SP:Iteration 26Q (4609.629605 sec): 3 clusters Score: Raw -1200240.571720 + Penalty 938.890939 = -1199301.680782 nChanged 120 SP:Iteration 27Q (4609.703882 sec): 3 clusters Score: Raw -1200254.902399 + Penalty 938.890939 = -1199316.011460 nChanged 127 SP:Iteration 28Q (4609.786134 sec): 3 clusters Score: Raw -1200269.948717 + Penalty 938.890939 = -1199331.057779 nChanged 117 SP:Iteration 29Q (4609.861692 sec): 3 clusters Score: Raw -1200282.652380 + Penalty 938.890939 = -1199343.761442 nChanged 109 SP:Iteration 30Q (4609.938435 sec): 3 clusters Score: Raw -1200293.011627 + Penalty 938.890939 = -1199354.120689 nChanged 95 SP:Iteration 31Q (4610.017983 sec): 3 clusters Score: Raw -1200301.400583 + Penalty 938.890939 = -1199362.509644 nChanged 103 SP:Iteration 32Q (4610.097648 sec): 3 clusters Score: Raw -1200311.462016 + Penalty 938.890939 = -1199372.571078 nChanged 103 SP:Iteration 33Q (4610.170469 sec): 3 clusters Score: Raw -1200319.501195 + Penalty 938.890939 = -1199380.610256 nChanged 93 SP:Iteration 34Q (4610.245693 sec): 3 clusters Score: Raw -1200326.816635 + Penalty 938.890939 = -1199387.925697 nChanged 98 SP:Iteration 35Q (4610.325912 sec): 3 clusters Score: Raw -1200334.444426 + Penalty 938.890939 = -1199395.553488 nChanged 100 SP:Iteration 36Q (4610.400594 sec): 3 clusters Score: Raw -1200342.259405 + Penalty 938.890939 = -1199403.368466 nChanged 98 SP:Iteration 37Q (4610.475773 sec): 3 clusters Score: Raw -1200349.493788 + Penalty 938.890939 = -1199410.602850 nChanged 108 SP:Iteration 38Q (4610.558818 sec): 3 clusters Score: Raw -1200357.600426 + Penalty 938.890939 = -1199418.709487 nChanged 117 SP:Iteration 39Q (4610.634214 sec): 3 clusters Score: Raw -1200366.562030 + Penalty 938.890939 = -1199427.671092 nChanged 110 SP:Iteration 40F (4610.709792 sec): 3 clusters Score: Raw -1200375.119044 + Penalty 938.890939 = -1199436.228106 nChanged 114 SP:Iteration 41Q (4610.785304 sec): 3 clusters Score: Raw -1200384.863141 + Penalty 938.890939 = -1199445.972202 nChanged 99 SP:Iteration 42Q (4610.861817 sec): 3 clusters Score: Raw -1200392.448344 + Penalty 938.890939 = -1199453.557406 nChanged 101 SP:Iteration 43Q (4610.935610 sec): 3 clusters Score: Raw -1200400.004124 + Penalty 938.890939 = -1199461.113185 nChanged 95 SP:Iteration 44Q (4611.011651 sec): 3 clusters Score: Raw -1200408.747372 + Penalty 938.890939 = -1199469.856434 nChanged 114 SP:Iteration 45Q (4611.084319 sec): 3 clusters Score: Raw -1200419.860128 + Penalty 938.890939 = -1199480.969189 nChanged 113 SP:Iteration 46Q (4611.156264 sec): 3 clusters Score: Raw -1200429.276947 + Penalty 938.890939 = -1199490.386009 nChanged 99 SP:Iteration 47Q (4611.246499 sec): 3 clusters Score: Raw -1200437.954603 + Penalty 938.890939 = -1199499.063665 nChanged 122 SP:Iteration 48Q (4611.317979 sec): 3 clusters Score: Raw -1200448.668572 + Penalty 938.890939 = -1199509.777633 nChanged 108 SP:Iteration 49Q (4611.401128 sec): 3 clusters Score: Raw -1200459.037623 + Penalty 938.890939 = -1199520.146684 nChanged 114 SP:Iteration 50Q (4611.470474 sec): 3 clusters Score: Raw -1200471.185754 + Penalty 938.890939 = -1199532.294816 nChanged 141 SP:Iteration 51Q (4611.548786 sec): 3 clusters Score: Raw -1200490.201561 + Penalty 938.890939 = -1199551.310622 nChanged 164 SP:Iteration 52Q (4611.614871 sec): 3 clusters Score: Raw -1200512.285884 + Penalty 938.890939 = -1199573.394945 nChanged 156 SP:Iteration 53Q (4611.695481 sec): 3 clusters Score: Raw -1200530.544989 + Penalty 938.890939 = -1199591.654050 nChanged 155 SP:Iteration 54Q (4611.773785 sec): 3 clusters Score: Raw -1200547.300437 + Penalty 938.890939 = -1199608.409498 nChanged 158 SP:Iteration 55Q (4611.850828 sec): 3 clusters Score: Raw -1200566.551337 + Penalty 938.890939 = -1199627.660399 nChanged 177 SP:Iteration 56Q (4611.923810 sec): 3 clusters Score: Raw -1200589.468219 + Penalty 938.890939 = -1199650.577280 nChanged 172 SP:Iteration 57Q (4611.998520 sec): 3 clusters Score: Raw -1200610.772250 + Penalty 938.890939 = -1199671.881311 nChanged 177 SP:Iteration 58Q (4612.069607 sec): 3 clusters Score: Raw -1200633.731081 + Penalty 938.890939 = -1199694.840143 nChanged 176 SP:Iteration 59Q (4612.142641 sec): 3 clusters Score: Raw -1200654.568544 + Penalty 938.890939 = -1199715.677605 nChanged 166 SP:Iteration 60F (4612.218752 sec): 3 clusters Score: Raw -1200674.149708 + Penalty 938.890939 = -1199735.258769 nChanged 171 SP:Iteration 61Q (4612.295809 sec): 3 clusters Score: Raw -1200694.743020 + Penalty 938.890939 = -1199755.852081 nChanged 181 SP:Iteration 62Q (4612.369352 sec): 3 clusters Score: Raw -1200718.201630 + Penalty 938.890939 = -1199779.310691 nChanged 192 SP:Iteration 63Q (4612.445646 sec): 3 clusters Score: Raw -1200743.189801 + Penalty 938.890939 = -1199804.298862 nChanged 185 SP:Iteration 64Q (4612.518224 sec): 3 clusters Score: Raw -1200767.041879 + Penalty 938.890939 = -1199828.150940 nChanged 191 SP:Iteration 65Q (4612.589200 sec): 3 clusters Score: Raw -1200794.541037 + Penalty 938.890939 = -1199855.650098 nChanged 189 SP:Iteration 66Q (4612.664150 sec): 3 clusters Score: Raw -1200822.224023 + Penalty 938.890939 = -1199883.333085 nChanged 202 SP:Iteration 67Q (4612.742911 sec): 3 clusters Score: Raw -1200853.497158 + Penalty 938.890939 = -1199914.606219 nChanged 188 SP:Iteration 68Q (4612.810694 sec): 3 clusters Score: Raw -1200885.514420 + Penalty 938.890939 = -1199946.623481 nChanged 217 SP:Iteration 69Q (4612.885644 sec): 3 clusters Score: Raw -1200926.416288 + Penalty 938.890939 = -1199987.525350 nChanged 209 SP:Iteration 70Q (4612.972115 sec): 3 clusters Score: Raw -1200966.854671 + Penalty 938.890939 = -1200027.963733 nChanged 205 SP:Iteration 71Q (4613.031294 sec): 3 clusters Score: Raw -1201008.517366 + Penalty 938.890939 = -1200069.626428 nChanged 203 SP:Iteration 72Q (4613.108045 sec): 3 clusters Score: Raw -1201056.349578 + Penalty 938.890939 = -1200117.458640 nChanged 229 SP:Iteration 73Q (4613.182581 sec): 3 clusters Score: Raw -1201114.898711 + Penalty 938.890939 = -1200176.007773 nChanged 225 SP:Iteration 74Q (4613.262311 sec): 3 clusters Score: Raw -1201175.348788 + Penalty 938.890939 = -1200236.457849 nChanged 218 SP:Iteration 75Q (4613.338750 sec): 3 clusters Score: Raw -1201243.378526 + Penalty 938.890939 = -1200304.487588 nChanged 227 SP:Iteration 76Q (4613.414210 sec): 3 clusters Score: Raw -1201313.188941 + Penalty 938.890939 = -1200374.298002 nChanged 245 SP:Iteration 77Q (4613.486015 sec): 3 clusters Score: Raw -1201390.178770 + Penalty 938.890939 = -1200451.287831 nChanged 246 SP:Iteration 78Q (4613.562509 sec): 3 clusters Score: Raw -1201477.230394 + Penalty 938.890939 = -1200538.339455 nChanged 257 SP:Iteration 79Q (4613.641118 sec): 3 clusters Score: Raw -1201574.412573 + Penalty 938.890939 = -1200635.521634 nChanged 251 SP:Iteration 80F (4613.716297 sec): 3 clusters Score: Raw -1201682.483425 + Penalty 938.890939 = -1200743.592487 nChanged 255 SP:Iteration 81Q (4613.786944 sec): 3 clusters Score: Raw -1201796.335025 + Penalty 938.890939 = -1200857.444086 nChanged 215 SP:Iteration 82Q (4613.860582 sec): 3 clusters Score: Raw -1201917.873735 + Penalty 938.890939 = -1200978.982796 nChanged 196 SP:Iteration 83Q (4613.938820 sec): 3 clusters Score: Raw -1202044.667690 + Penalty 938.890939 = -1201105.776752 nChanged 171 SP:Iteration 84Q (4614.007123 sec): 3 clusters Score: Raw -1202138.305878 + Penalty 938.890939 = -1201199.414940 nChanged 145 SP:Iteration 85Q (4614.081527 sec): 3 clusters Score: Raw -1202205.868922 + Penalty 938.890939 = -1201266.977983 nChanged 123 SP:Iteration 86Q (4614.150259 sec): 3 clusters Score: Raw -1202246.436624 + Penalty 938.890939 = -1201307.545685 nChanged 97 SP:Iteration 87Q (4614.223133 sec): 3 clusters Score: Raw -1202269.584553 + Penalty 938.890939 = -1201330.693614 nChanged 74 SP:Iteration 88Q (4614.292268 sec): 3 clusters Score: Raw -1202284.129604 + Penalty 938.890939 = -1201345.238665 nChanged 66 SP:Iteration 89Q (4614.369638 sec): 3 clusters Score: Raw -1202294.241829 + Penalty 938.890939 = -1201355.350891 nChanged 55 SP:Iteration 90Q (4614.445867 sec): 3 clusters Score: Raw -1202303.904195 + Penalty 938.890939 = -1201365.013257 nChanged 43 SP:Iteration 91Q (4614.514159 sec): 3 clusters Score: Raw -1202310.860827 + Penalty 938.890939 = -1201371.969889 nChanged 27 SP:Iteration 92Q (4614.587828 sec): 3 clusters Score: Raw -1202316.642152 + Penalty 938.890939 = -1201377.751213 nChanged 29 SP:Iteration 93Q (4614.659462 sec): 3 clusters Score: Raw -1202321.999024 + Penalty 938.890939 = -1201383.108085 nChanged 27 SP:Iteration 94Q (4614.734102 sec): 3 clusters Score: Raw -1202327.143632 + Penalty 938.890939 = -1201388.252693 nChanged 25 SP:Iteration 95Q (4614.807841 sec): 3 clusters Score: Raw -1202330.815316 + Penalty 938.890939 = -1201391.924378 nChanged 22 SP:Iteration 96Q (4614.877890 sec): 3 clusters Score: Raw -1202333.844188 + Penalty 938.890939 = -1201394.953249 nChanged 17 SP:Iteration 97Q (4614.947989 sec): 3 clusters Score: Raw -1202336.135839 + Penalty 938.890939 = -1201397.244901 nChanged 11 SP:Iteration 98Q (4615.013972 sec): 3 clusters Score: Raw -1202337.014733 + Penalty 938.890939 = -1201398.123794 nChanged 11 SP:Iteration 99Q (4615.091246 sec): 3 clusters Score: Raw -1202337.758070 + Penalty 938.890939 = -1201398.867131 nChanged 8 SP:Iteration 100F (4615.159246 sec): 3 clusters Score: Raw -1202338.362646 + Penalty 938.890939 = -1201399.471708 nChanged 8 SP:Iteration 101Q (4615.230082 sec): 3 clusters Score: Raw -1202339.012724 + Penalty 938.890939 = -1201400.121786 nChanged 9 SP:Iteration 102Q (4615.303880 sec): 3 clusters Score: Raw -1202339.948906 + Penalty 938.890939 = -1201401.057967 nChanged 10 SP:Iteration 103Q (4615.372691 sec): 3 clusters Score: Raw -1202340.741608 + Penalty 938.890939 = -1201401.850669 nChanged 14 SP:Iteration 104Q (4615.453830 sec): 3 clusters Score: Raw -1202341.586551 + Penalty 938.890939 = -1201402.695612 nChanged 9 SP:Iteration 105Q (4615.524914 sec): 3 clusters Score: Raw -1202342.225199 + Penalty 938.890939 = -1201403.334261 nChanged 12 SP:Iteration 106Q (4615.588741 sec): 3 clusters Score: Raw -1202342.737187 + Penalty 938.890939 = -1201403.846248 nChanged 5 SP:Iteration 107Q (4615.663687 sec): 3 clusters Score: Raw -1202342.901488 + Penalty 938.890939 = -1201404.010550 nChanged 3 SP:Iteration 108Q (4615.734860 sec): 3 clusters Score: Raw -1202342.989029 + Penalty 938.890939 = -1201404.098090 nChanged 3 SP:Iteration 109Q (4615.805106 sec): 3 clusters Score: Raw -1202343.092913 + Penalty 938.890939 = -1201404.201974 nChanged 0 SP:Iteration 110F (4615.879089 sec): 3 clusters Score: Raw -1202343.092913 + Penalty 938.890939 = -1201404.201974 nChanged 0 Trying to split cluster 33 (905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4615.904951 sec): 2 clusters Score: Raw -36658.238746 + Penalty 309.761040 = -36348.477706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4615.939870 sec): 3 clusters Score: Raw -36200.467774 + Penalty 619.522080 = -35580.945694 nChanged 364 SP:Iteration 1F (4615.991462 sec): 3 clusters Score: Raw -36429.417238 + Penalty 619.522080 = -35809.895158 nChanged 104 SP:Iteration 2F (4616.030840 sec): 3 clusters Score: Raw -36524.468548 + Penalty 619.522080 = -35904.946469 nChanged 71 SP:Iteration 3F (4616.078635 sec): 3 clusters Score: Raw -36605.145406 + Penalty 619.522080 = -35985.623326 nChanged 55 SP:Iteration 4F (4616.131006 sec): 3 clusters Score: Raw -36665.268771 + Penalty 619.522080 = -36045.746691 nChanged 53 SP:Iteration 5F (4616.172817 sec): 3 clusters Score: Raw -36724.894912 + Penalty 619.522080 = -36105.372832 nChanged 39 SP:Iteration 6Q (4616.226419 sec): 3 clusters Score: Raw -36757.276861 + Penalty 619.522080 = -36137.754781 nChanged 27 SP:Iteration 7Q (4616.272188 sec): 3 clusters Score: Raw -36783.894910 + Penalty 619.522080 = -36164.372831 nChanged 26 SP:Iteration 8Q (4616.322124 sec): 3 clusters Score: Raw -36805.960577 + Penalty 619.522080 = -36186.438497 nChanged 24 SP:Iteration 9Q (4616.363318 sec): 3 clusters Score: Raw -36825.741301 + Penalty 619.522080 = -36206.219221 nChanged 25 SP:Iteration 10Q (4616.404381 sec): 3 clusters Score: Raw -36848.266070 + Penalty 619.522080 = -36228.743990 nChanged 18 SP:Iteration 11Q (4616.456858 sec): 3 clusters Score: Raw -36861.417701 + Penalty 619.522080 = -36241.895622 nChanged 7 SP:Iteration 12Q (4616.503010 sec): 3 clusters Score: Raw -36864.006214 + Penalty 619.522080 = -36244.484134 nChanged 5 SP:Iteration 13Q (4616.535454 sec): 3 clusters Score: Raw -36865.724734 + Penalty 619.522080 = -36246.202654 nChanged 2 SP:Iteration 14Q (4616.579058 sec): 3 clusters Score: Raw -36866.095184 + Penalty 619.522080 = -36246.573104 nChanged 1 SP:Iteration 15Q (4616.624588 sec): 3 clusters Score: Raw -36866.243879 + Penalty 619.522080 = -36246.721800 nChanged 1 SP:Iteration 16Q (4616.673127 sec): 3 clusters Score: Raw -36866.337971 + Penalty 619.522080 = -36246.815892 nChanged 1 SP:Iteration 17Q (4616.711608 sec): 3 clusters Score: Raw -36867.145970 + Penalty 619.522080 = -36247.623890 nChanged 1 SP:Iteration 18Q (4616.770524 sec): 3 clusters Score: Raw -36867.208765 + Penalty 619.522080 = -36247.686685 nChanged 0 SP:Iteration 19F (4616.809658 sec): 3 clusters Score: Raw -36867.208765 + Penalty 619.522080 = -36247.686685 nChanged 0 Trying to split cluster 34 (1675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4616.831557 sec): 2 clusters Score: Raw -62109.262556 + Penalty 337.772364 = -61771.490192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4616.882521 sec): 3 clusters Score: Raw -61218.051656 + Penalty 675.544728 = -60542.506928 nChanged 676 SP:Iteration 1F (4616.934894 sec): 3 clusters Score: Raw -61613.037873 + Penalty 675.544728 = -60937.493145 nChanged 128 SP:Iteration 2F (4616.973029 sec): 3 clusters Score: Raw -61695.821415 + Penalty 675.544728 = -61020.276687 nChanged 95 SP:Iteration 3F (4617.027132 sec): 3 clusters Score: Raw -61755.838119 + Penalty 675.544728 = -61080.293390 nChanged 88 SP:Iteration 4F (4617.070029 sec): 3 clusters Score: Raw -61833.811189 + Penalty 675.544728 = -61158.266460 nChanged 89 SP:Iteration 5F (4617.111280 sec): 3 clusters Score: Raw -61944.852280 + Penalty 675.544728 = -61269.307552 nChanged 93 SP:Iteration 6F (4617.152685 sec): 3 clusters Score: Raw -62042.180593 + Penalty 675.544728 = -61366.635865 nChanged 83 SP:Iteration 7Q (4617.209554 sec): 3 clusters Score: Raw -62131.136750 + Penalty 675.544728 = -61455.592022 nChanged 78 SP:Iteration 8Q (4617.253725 sec): 3 clusters Score: Raw -62211.063625 + Penalty 675.544728 = -61535.518896 nChanged 74 SP:Iteration 9Q (4617.301860 sec): 3 clusters Score: Raw -62277.731129 + Penalty 675.544728 = -61602.186401 nChanged 47 SP:Iteration 10Q (4617.340959 sec): 3 clusters Score: Raw -62303.124590 + Penalty 675.544728 = -61627.579862 nChanged 30 SP:Iteration 11Q (4617.379477 sec): 3 clusters Score: Raw -62322.710124 + Penalty 675.544728 = -61647.165396 nChanged 27 SP:Iteration 12Q (4617.424411 sec): 3 clusters Score: Raw -62350.238562 + Penalty 675.544728 = -61674.693834 nChanged 27 SP:Iteration 13Q (4617.468757 sec): 3 clusters Score: Raw -62374.029745 + Penalty 675.544728 = -61698.485017 nChanged 19 SP:Iteration 14Q (4617.510914 sec): 3 clusters Score: Raw -62389.392687 + Penalty 675.544728 = -61713.847958 nChanged 11 SP:Iteration 15Q (4617.560112 sec): 3 clusters Score: Raw -62394.169547 + Penalty 675.544728 = -61718.624818 nChanged 4 SP:Iteration 16Q (4617.608611 sec): 3 clusters Score: Raw -62395.822484 + Penalty 675.544728 = -61720.277756 nChanged 4 SP:Iteration 17Q (4617.654515 sec): 3 clusters Score: Raw -62396.434789 + Penalty 675.544728 = -61720.890060 nChanged 3 SP:Iteration 18Q (4617.701645 sec): 3 clusters Score: Raw -62397.161456 + Penalty 675.544728 = -61721.616727 nChanged 5 SP:Iteration 19Q (4617.749619 sec): 3 clusters Score: Raw -62398.983236 + Penalty 675.544728 = -61723.438508 nChanged 6 SP:Iteration 20F (4617.807605 sec): 3 clusters Score: Raw -62401.594325 + Penalty 675.544728 = -61726.049596 nChanged 7 SP:Iteration 21Q (4617.850928 sec): 3 clusters Score: Raw -62404.348165 + Penalty 675.544728 = -61728.803436 nChanged 9 SP:Iteration 22Q (4617.895949 sec): 3 clusters Score: Raw -62407.001411 + Penalty 675.544728 = -61731.456683 nChanged 3 SP:Iteration 23Q (4617.942396 sec): 3 clusters Score: Raw -62407.738258 + Penalty 675.544728 = -61732.193530 nChanged 3 SP:Iteration 24Q (4617.983313 sec): 3 clusters Score: Raw -62408.436947 + Penalty 675.544728 = -61732.892218 nChanged 2 SP:Iteration 25Q (4618.029376 sec): 3 clusters Score: Raw -62409.090160 + Penalty 675.544728 = -61733.545431 nChanged 1 SP:Iteration 26Q (4618.085671 sec): 3 clusters Score: Raw -62409.116839 + Penalty 675.544728 = -61733.572111 nChanged 0 SP:Iteration 27F (4618.134490 sec): 3 clusters Score: Raw -62409.116839 + Penalty 675.544728 = -61733.572111 nChanged 0 Trying to split cluster 35 (1003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4618.156894 sec): 2 clusters Score: Raw -39630.158997 + Penalty 314.439161 = -39315.719837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4618.205679 sec): 3 clusters Score: Raw -39132.875191 + Penalty 628.878322 = -38503.996869 nChanged 399 SP:Iteration 1F (4618.239942 sec): 3 clusters Score: Raw -39397.643495 + Penalty 628.878322 = -38768.765173 nChanged 83 SP:Iteration 2F (4618.280060 sec): 3 clusters Score: Raw -39456.151115 + Penalty 628.878322 = -38827.272793 nChanged 63 SP:Iteration 3F (4618.328303 sec): 3 clusters Score: Raw -39509.525018 + Penalty 628.878322 = -38880.646697 nChanged 45 SP:Iteration 4Q (4618.376763 sec): 3 clusters Score: Raw -39547.240218 + Penalty 628.878322 = -38918.361897 nChanged 38 SP:Iteration 5Q (4618.421122 sec): 3 clusters Score: Raw -39571.569948 + Penalty 628.878322 = -38942.691626 nChanged 32 SP:Iteration 6Q (4618.460846 sec): 3 clusters Score: Raw -39596.364140 + Penalty 628.878322 = -38967.485819 nChanged 29 SP:Iteration 7Q (4618.506383 sec): 3 clusters Score: Raw -39609.264783 + Penalty 628.878322 = -38980.386461 nChanged 14 SP:Iteration 8Q (4618.553064 sec): 3 clusters Score: Raw -39614.692839 + Penalty 628.878322 = -38985.814518 nChanged 14 SP:Iteration 9Q (4618.599447 sec): 3 clusters Score: Raw -39621.289974 + Penalty 628.878322 = -38992.411652 nChanged 11 SP:Iteration 10Q (4618.649389 sec): 3 clusters Score: Raw -39625.818747 + Penalty 628.878322 = -38996.940425 nChanged 9 SP:Iteration 11Q (4618.695156 sec): 3 clusters Score: Raw -39629.305674 + Penalty 628.878322 = -39000.427353 nChanged 6 SP:Iteration 12Q (4618.734517 sec): 3 clusters Score: Raw -39631.607642 + Penalty 628.878322 = -39002.729321 nChanged 2 SP:Iteration 13Q (4618.776067 sec): 3 clusters Score: Raw -39632.085196 + Penalty 628.878322 = -39003.206874 nChanged 1 SP:Iteration 14Q (4618.829395 sec): 3 clusters Score: Raw -39632.266140 + Penalty 628.878322 = -39003.387818 nChanged 2 SP:Iteration 15Q (4618.872045 sec): 3 clusters Score: Raw -39632.953123 + Penalty 628.878322 = -39004.074801 nChanged 6 SP:Iteration 16Q (4618.931389 sec): 3 clusters Score: Raw -39634.911772 + Penalty 628.878322 = -39006.033451 nChanged 4 SP:Iteration 17Q (4618.979468 sec): 3 clusters Score: Raw -39635.931905 + Penalty 628.878322 = -39007.053583 nChanged 3 SP:Iteration 18Q (4619.022612 sec): 3 clusters Score: Raw -39636.580212 + Penalty 628.878322 = -39007.701890 nChanged 0 SP:Iteration 19F (4619.070726 sec): 3 clusters Score: Raw -39636.580212 + Penalty 628.878322 = -39007.701890 nChanged 0 Trying to split cluster 36 (907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4619.098580 sec): 2 clusters Score: Raw -32931.094035 + Penalty 309.861481 = -32621.232553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4619.135312 sec): 3 clusters Score: Raw -32500.958340 + Penalty 619.722963 = -31881.235377 nChanged 347 SP:Iteration 1F (4619.188996 sec): 3 clusters Score: Raw -32731.690838 + Penalty 619.722963 = -32111.967875 nChanged 84 SP:Iteration 2F (4619.236247 sec): 3 clusters Score: Raw -32807.727705 + Penalty 619.722963 = -32188.004742 nChanged 61 SP:Iteration 3F (4619.287905 sec): 3 clusters Score: Raw -32860.774190 + Penalty 619.722963 = -32241.051227 nChanged 43 SP:Iteration 4Q (4619.327243 sec): 3 clusters Score: Raw -32892.131856 + Penalty 619.722963 = -32272.408893 nChanged 29 SP:Iteration 5Q (4619.368928 sec): 3 clusters Score: Raw -32911.759976 + Penalty 619.722963 = -32292.037014 nChanged 20 SP:Iteration 6Q (4619.422784 sec): 3 clusters Score: Raw -32928.370998 + Penalty 619.722963 = -32308.648035 nChanged 17 SP:Iteration 7Q (4619.462240 sec): 3 clusters Score: Raw -32943.383155 + Penalty 619.722963 = -32323.660192 nChanged 22 SP:Iteration 8Q (4619.502701 sec): 3 clusters Score: Raw -32961.911064 + Penalty 619.722963 = -32342.188101 nChanged 16 SP:Iteration 9Q (4619.549792 sec): 3 clusters Score: Raw -32973.118726 + Penalty 619.722963 = -32353.395763 nChanged 11 SP:Iteration 10Q (4619.601593 sec): 3 clusters Score: Raw -32979.523783 + Penalty 619.722963 = -32359.800820 nChanged 11 SP:Iteration 11Q (4619.649084 sec): 3 clusters Score: Raw -32984.846691 + Penalty 619.722963 = -32365.123728 nChanged 5 SP:Iteration 12Q (4619.691842 sec): 3 clusters Score: Raw -32987.192399 + Penalty 619.722963 = -32367.469436 nChanged 8 SP:Iteration 13Q (4619.732305 sec): 3 clusters Score: Raw -32990.318501 + Penalty 619.722963 = -32370.595538 nChanged 6 SP:Iteration 14Q (4619.773344 sec): 3 clusters Score: Raw -32992.658521 + Penalty 619.722963 = -32372.935558 nChanged 5 SP:Iteration 15Q (4619.801560 sec): 3 clusters Score: Raw -32995.120764 + Penalty 619.722963 = -32375.397801 nChanged 3 SP:Iteration 16Q (4619.850498 sec): 3 clusters Score: Raw -32996.335721 + Penalty 619.722963 = -32376.612758 nChanged 5 SP:Iteration 17Q (4619.894951 sec): 3 clusters Score: Raw -32997.828813 + Penalty 619.722963 = -32378.105850 nChanged 2 SP:Iteration 18Q (4619.933153 sec): 3 clusters Score: Raw -32999.766096 + Penalty 619.722963 = -32380.043133 nChanged 5 SP:Iteration 19Q (4619.968150 sec): 3 clusters Score: Raw -33001.612068 + Penalty 619.722963 = -32381.889105 nChanged 6 SP:Iteration 20F (4620.011840 sec): 3 clusters Score: Raw -33004.190410 + Penalty 619.722963 = -32384.467447 nChanged 6 SP:Iteration 21Q (4620.056398 sec): 3 clusters Score: Raw -33008.090121 + Penalty 619.722963 = -32388.367158 nChanged 4 SP:Iteration 22Q (4620.094612 sec): 3 clusters Score: Raw -33010.801181 + Penalty 619.722963 = -32391.078218 nChanged 5 SP:Iteration 23Q (4620.133741 sec): 3 clusters Score: Raw -33012.516492 + Penalty 619.722963 = -32392.793529 nChanged 7 SP:Iteration 24Q (4620.182416 sec): 3 clusters Score: Raw -33015.051542 + Penalty 619.722963 = -32395.328579 nChanged 3 SP:Iteration 25Q (4620.220425 sec): 3 clusters Score: Raw -33017.462894 + Penalty 619.722963 = -32397.739931 nChanged 1 SP:Iteration 26Q (4620.253637 sec): 3 clusters Score: Raw -33017.791485 + Penalty 619.722963 = -32398.068523 nChanged 1 SP:Iteration 27Q (4620.299466 sec): 3 clusters Score: Raw -33018.506697 + Penalty 619.722963 = -32398.783734 nChanged 1 SP:Iteration 28Q (4620.345837 sec): 3 clusters Score: Raw -33019.964684 + Penalty 619.722963 = -32400.241721 nChanged 5 SP:Iteration 29Q (4620.379499 sec): 3 clusters Score: Raw -33023.414958 + Penalty 619.722963 = -32403.691995 nChanged 0 SP:Iteration 30F (4620.419907 sec): 3 clusters Score: Raw -33023.414958 + Penalty 619.722963 = -32403.691995 nChanged 0 Trying to split cluster 37 (64466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4620.513728 sec): 2 clusters Score: Raw -2534835.256676 + Penalty 503.862142 = -2534331.394534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4620.620064 sec): 3 clusters Score: Raw -2491995.034375 + Penalty 1007.724284 = -2490987.310091 nChanged 31350 SP:Iteration 1F (4620.721705 sec): 3 clusters Score: Raw -2512825.858905 + Penalty 1007.724284 = -2511818.134620 nChanged 3971 SP:Iteration 2F (4620.823384 sec): 3 clusters Score: Raw -2515167.911217 + Penalty 1007.724284 = -2514160.186933 nChanged 4391 SP:Iteration 3F (4620.928363 sec): 3 clusters Score: Raw -2518092.917927 + Penalty 1007.724284 = -2517085.193643 nChanged 4422 SP:Iteration 4F (4621.031270 sec): 3 clusters Score: Raw -2521199.144513 + Penalty 1007.724284 = -2520191.420229 nChanged 4113 SP:Iteration 5F (4621.133458 sec): 3 clusters Score: Raw -2523934.991177 + Penalty 1007.724284 = -2522927.266893 nChanged 3161 SP:Iteration 6Q (4621.246582 sec): 3 clusters Score: Raw -2525518.758315 + Penalty 1007.724284 = -2524511.034031 nChanged 2137 SP:Iteration 7Q (4621.358445 sec): 3 clusters Score: Raw -2526276.872867 + Penalty 1007.724284 = -2525269.148583 nChanged 1444 SP:Iteration 8Q (4621.471003 sec): 3 clusters Score: Raw -2526732.836558 + Penalty 1007.724284 = -2525725.112274 nChanged 1143 SP:Iteration 9Q (4621.578577 sec): 3 clusters Score: Raw -2527071.529703 + Penalty 1007.724284 = -2526063.805419 nChanged 999 SP:Iteration 10Q (4621.682430 sec): 3 clusters Score: Raw -2527352.999035 + Penalty 1007.724284 = -2526345.274751 nChanged 913 SP:Iteration 11Q (4621.809218 sec): 3 clusters Score: Raw -2527602.500334 + Penalty 1007.724284 = -2526594.776050 nChanged 904 SP:Iteration 12Q (4621.918564 sec): 3 clusters Score: Raw -2527841.639623 + Penalty 1007.724284 = -2526833.915339 nChanged 875 SP:Iteration 13Q (4622.022791 sec): 3 clusters Score: Raw -2528092.231196 + Penalty 1007.724284 = -2527084.506912 nChanged 898 SP:Iteration 14Q (4622.140355 sec): 3 clusters Score: Raw -2528342.595613 + Penalty 1007.724284 = -2527334.871329 nChanged 918 SP:Iteration 15Q (4622.248037 sec): 3 clusters Score: Raw -2528590.662205 + Penalty 1007.724284 = -2527582.937921 nChanged 906 SP:Iteration 16Q (4622.352063 sec): 3 clusters Score: Raw -2528844.706503 + Penalty 1007.724284 = -2527836.982219 nChanged 926 SP:Iteration 17Q (4622.467991 sec): 3 clusters Score: Raw -2529096.876398 + Penalty 1007.724284 = -2528089.152114 nChanged 889 SP:Iteration 18Q (4622.580032 sec): 3 clusters Score: Raw -2529348.189530 + Penalty 1007.724284 = -2528340.465246 nChanged 951 SP:Iteration 19Q (4622.691154 sec): 3 clusters Score: Raw -2529626.163473 + Penalty 1007.724284 = -2528618.439189 nChanged 978 SP:Iteration 20F (4622.786126 sec): 3 clusters Score: Raw -2529913.761464 + Penalty 1007.724284 = -2528906.037180 nChanged 940 SP:Iteration 21Q (4622.902391 sec): 3 clusters Score: Raw -2530193.569285 + Penalty 1007.724284 = -2529185.845000 nChanged 959 SP:Iteration 22Q (4623.009193 sec): 3 clusters Score: Raw -2530494.581629 + Penalty 1007.724284 = -2529486.857345 nChanged 1016 SP:Iteration 23Q (4623.120503 sec): 3 clusters Score: Raw -2530825.149364 + Penalty 1007.724284 = -2529817.425080 nChanged 1002 SP:Iteration 24Q (4623.225044 sec): 3 clusters Score: Raw -2531164.030778 + Penalty 1007.724284 = -2530156.306494 nChanged 1017 SP:Iteration 25Q (4623.329776 sec): 3 clusters Score: Raw -2531524.901082 + Penalty 1007.724284 = -2530517.176798 nChanged 983 SP:Iteration 26Q (4623.440532 sec): 3 clusters Score: Raw -2531885.132154 + Penalty 1007.724284 = -2530877.407870 nChanged 934 SP:Iteration 27Q (4623.538727 sec): 3 clusters Score: Raw -2532219.345166 + Penalty 1007.724284 = -2531211.620882 nChanged 896 SP:Iteration 28Q (4623.645414 sec): 3 clusters Score: Raw -2532546.936277 + Penalty 1007.724284 = -2531539.211993 nChanged 856 SP:Iteration 29Q (4623.746575 sec): 3 clusters Score: Raw -2532849.594038 + Penalty 1007.724284 = -2531841.869753 nChanged 786 SP:Iteration 30Q (4623.857722 sec): 3 clusters Score: Raw -2533126.323063 + Penalty 1007.724284 = -2532118.598779 nChanged 749 SP:Iteration 31Q (4623.952629 sec): 3 clusters Score: Raw -2533397.006587 + Penalty 1007.724284 = -2532389.282303 nChanged 698 SP:Iteration 32Q (4624.053147 sec): 3 clusters Score: Raw -2533662.860134 + Penalty 1007.724284 = -2532655.135850 nChanged 639 SP:Iteration 33Q (4624.165055 sec): 3 clusters Score: Raw -2533911.339845 + Penalty 1007.724284 = -2532903.615561 nChanged 600 SP:Iteration 34Q (4624.277801 sec): 3 clusters Score: Raw -2534139.833716 + Penalty 1007.724284 = -2533132.109432 nChanged 536 SP:Iteration 35Q (4624.385885 sec): 3 clusters Score: Raw -2534348.349906 + Penalty 1007.724284 = -2533340.625622 nChanged 472 SP:Iteration 36Q (4624.485530 sec): 3 clusters Score: Raw -2534527.019807 + Penalty 1007.724284 = -2533519.295523 nChanged 416 SP:Iteration 37Q (4624.588749 sec): 3 clusters Score: Raw -2534667.420585 + Penalty 1007.724284 = -2533659.696301 nChanged 338 SP:Iteration 38Q (4624.691563 sec): 3 clusters Score: Raw -2534768.117528 + Penalty 1007.724284 = -2533760.393244 nChanged 280 SP:Iteration 39Q (4624.789751 sec): 3 clusters Score: Raw -2534847.164662 + Penalty 1007.724284 = -2533839.440378 nChanged 236 SP:Iteration 40F (4624.891723 sec): 3 clusters Score: Raw -2534908.607051 + Penalty 1007.724284 = -2533900.882767 nChanged 198 SP:Iteration 41Q (4625.003900 sec): 3 clusters Score: Raw -2534952.535808 + Penalty 1007.724284 = -2533944.811523 nChanged 164 SP:Iteration 42Q (4625.104061 sec): 3 clusters Score: Raw -2534986.995117 + Penalty 1007.724284 = -2533979.270832 nChanged 154 SP:Iteration 43Q (4625.203868 sec): 3 clusters Score: Raw -2535021.731371 + Penalty 1007.724284 = -2534014.007087 nChanged 124 SP:Iteration 44Q (4625.303665 sec): 3 clusters Score: Raw -2535049.538577 + Penalty 1007.724284 = -2534041.814293 nChanged 116 SP:Iteration 45Q (4625.404447 sec): 3 clusters Score: Raw -2535079.805165 + Penalty 1007.724284 = -2534072.080881 nChanged 105 SP:Iteration 46Q (4625.513852 sec): 3 clusters Score: Raw -2535103.133673 + Penalty 1007.724284 = -2534095.409389 nChanged 96 SP:Iteration 47Q (4625.623890 sec): 3 clusters Score: Raw -2535126.984424 + Penalty 1007.724284 = -2534119.260140 nChanged 83 SP:Iteration 48Q (4625.718730 sec): 3 clusters Score: Raw -2535145.740876 + Penalty 1007.724284 = -2534138.016592 nChanged 77 SP:Iteration 49Q (4625.809254 sec): 3 clusters Score: Raw -2535164.970725 + Penalty 1007.724284 = -2534157.246441 nChanged 86 SP:Iteration 50Q (4625.906871 sec): 3 clusters Score: Raw -2535183.091406 + Penalty 1007.724284 = -2534175.367122 nChanged 62 SP:Iteration 51Q (4626.015412 sec): 3 clusters Score: Raw -2535196.472073 + Penalty 1007.724284 = -2534188.747789 nChanged 61 SP:Iteration 52Q (4626.103472 sec): 3 clusters Score: Raw -2535208.664527 + Penalty 1007.724284 = -2534200.940242 nChanged 49 SP:Iteration 53Q (4626.192973 sec): 3 clusters Score: Raw -2535218.884475 + Penalty 1007.724284 = -2534211.160191 nChanged 34 SP:Iteration 54Q (4626.296540 sec): 3 clusters Score: Raw -2535225.839771 + Penalty 1007.724284 = -2534218.115487 nChanged 38 SP:Iteration 55Q (4626.388672 sec): 3 clusters Score: Raw -2535232.072048 + Penalty 1007.724284 = -2534224.347764 nChanged 38 SP:Iteration 56Q (4626.477625 sec): 3 clusters Score: Raw -2535239.301026 + Penalty 1007.724284 = -2534231.576742 nChanged 39 SP:Iteration 57Q (4626.580101 sec): 3 clusters Score: Raw -2535247.139467 + Penalty 1007.724284 = -2534239.415182 nChanged 34 SP:Iteration 58Q (4626.688328 sec): 3 clusters Score: Raw -2535251.786692 + Penalty 1007.724284 = -2534244.062408 nChanged 20 SP:Iteration 59Q (4626.788648 sec): 3 clusters Score: Raw -2535254.188112 + Penalty 1007.724284 = -2534246.463828 nChanged 23 SP:Iteration 60F (4626.890905 sec): 3 clusters Score: Raw -2535256.678430 + Penalty 1007.724284 = -2534248.954145 nChanged 13 SP:Iteration 61Q (4626.996745 sec): 3 clusters Score: Raw -2535258.100186 + Penalty 1007.724284 = -2534250.375902 nChanged 12 SP:Iteration 62Q (4627.097366 sec): 3 clusters Score: Raw -2535259.189421 + Penalty 1007.724284 = -2534251.465136 nChanged 13 SP:Iteration 63Q (4627.188549 sec): 3 clusters Score: Raw -2535261.435571 + Penalty 1007.724284 = -2534253.711286 nChanged 8 SP:Iteration 64Q (4627.283193 sec): 3 clusters Score: Raw -2535262.825104 + Penalty 1007.724284 = -2534255.100820 nChanged 11 SP:Iteration 65Q (4627.384639 sec): 3 clusters Score: Raw -2535265.344618 + Penalty 1007.724284 = -2534257.620334 nChanged 16 SP:Iteration 66Q (4627.478698 sec): 3 clusters Score: Raw -2535268.659838 + Penalty 1007.724284 = -2534260.935554 nChanged 22 SP:Iteration 67Q (4627.582546 sec): 3 clusters Score: Raw -2535274.719520 + Penalty 1007.724284 = -2534266.995236 nChanged 27 SP:Iteration 68Q (4627.685630 sec): 3 clusters Score: Raw -2535281.293021 + Penalty 1007.724284 = -2534273.568737 nChanged 30 SP:Iteration 69Q (4627.787594 sec): 3 clusters Score: Raw -2535288.319681 + Penalty 1007.724284 = -2534280.595397 nChanged 28 SP:Iteration 70Q (4627.889556 sec): 3 clusters Score: Raw -2535292.752178 + Penalty 1007.724284 = -2534285.027894 nChanged 17 SP:Iteration 71Q (4627.984555 sec): 3 clusters Score: Raw -2535296.284649 + Penalty 1007.724284 = -2534288.560365 nChanged 11 SP:Iteration 72Q (4628.086107 sec): 3 clusters Score: Raw -2535298.341712 + Penalty 1007.724284 = -2534290.617428 nChanged 14 SP:Iteration 73Q (4628.187773 sec): 3 clusters Score: Raw -2535300.665028 + Penalty 1007.724284 = -2534292.940744 nChanged 13 SP:Iteration 74Q (4628.284688 sec): 3 clusters Score: Raw -2535302.422621 + Penalty 1007.724284 = -2534294.698337 nChanged 9 SP:Iteration 75Q (4628.377452 sec): 3 clusters Score: Raw -2535303.250107 + Penalty 1007.724284 = -2534295.525823 nChanged 1 SP:Iteration 76Q (4628.478506 sec): 3 clusters Score: Raw -2535303.529449 + Penalty 1007.724284 = -2534295.805165 nChanged 0 SP:Iteration 77F (4628.570901 sec): 3 clusters Score: Raw -2535303.529449 + Penalty 1007.724284 = -2534295.805165 nChanged 0 Trying to split cluster 38 (3401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4628.609629 sec): 2 clusters Score: Raw -129999.456819 + Penalty 369.998028 = -129629.458791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4628.645143 sec): 3 clusters Score: Raw -128035.114415 + Penalty 739.996055 = -127295.118359 nChanged 1511 SP:Iteration 1F (4628.693400 sec): 3 clusters Score: Raw -128909.062092 + Penalty 739.996055 = -128169.066037 nChanged 236 SP:Iteration 2F (4628.753712 sec): 3 clusters Score: Raw -129028.370129 + Penalty 739.996055 = -128288.374073 nChanged 200 SP:Iteration 3F (4628.797716 sec): 3 clusters Score: Raw -129128.242415 + Penalty 739.996055 = -128388.246360 nChanged 175 SP:Iteration 4F (4628.841151 sec): 3 clusters Score: Raw -129219.339717 + Penalty 739.996055 = -128479.343661 nChanged 155 SP:Iteration 5Q (4628.884837 sec): 3 clusters Score: Raw -129336.159512 + Penalty 739.996055 = -128596.163456 nChanged 167 SP:Iteration 6Q (4628.938439 sec): 3 clusters Score: Raw -129454.688754 + Penalty 739.996055 = -128714.692699 nChanged 150 SP:Iteration 7Q (4628.986123 sec): 3 clusters Score: Raw -129556.916083 + Penalty 739.996055 = -128816.920027 nChanged 136 SP:Iteration 8Q (4629.034631 sec): 3 clusters Score: Raw -129636.753884 + Penalty 739.996055 = -128896.757829 nChanged 112 SP:Iteration 9Q (4629.077480 sec): 3 clusters Score: Raw -129713.944271 + Penalty 739.996055 = -128973.948216 nChanged 102 SP:Iteration 10Q (4629.131817 sec): 3 clusters Score: Raw -129769.219885 + Penalty 739.996055 = -129029.223830 nChanged 71 SP:Iteration 11Q (4629.181849 sec): 3 clusters Score: Raw -129807.188509 + Penalty 739.996055 = -129067.192453 nChanged 53 SP:Iteration 12Q (4629.220502 sec): 3 clusters Score: Raw -129829.514499 + Penalty 739.996055 = -129089.518444 nChanged 47 SP:Iteration 13Q (4629.265972 sec): 3 clusters Score: Raw -129845.292492 + Penalty 739.996055 = -129105.296437 nChanged 29 SP:Iteration 14Q (4629.318302 sec): 3 clusters Score: Raw -129854.101596 + Penalty 739.996055 = -129114.105541 nChanged 33 SP:Iteration 15Q (4629.362334 sec): 3 clusters Score: Raw -129863.992937 + Penalty 739.996055 = -129123.996882 nChanged 31 SP:Iteration 16Q (4629.410938 sec): 3 clusters Score: Raw -129874.935837 + Penalty 739.996055 = -129134.939781 nChanged 38 SP:Iteration 17Q (4629.450076 sec): 3 clusters Score: Raw -129893.383523 + Penalty 739.996055 = -129153.387467 nChanged 34 SP:Iteration 18Q (4629.501961 sec): 3 clusters Score: Raw -129907.922611 + Penalty 739.996055 = -129167.926555 nChanged 26 SP:Iteration 19Q (4629.547641 sec): 3 clusters Score: Raw -129917.910226 + Penalty 739.996055 = -129177.914170 nChanged 27 SP:Iteration 20F (4629.587110 sec): 3 clusters Score: Raw -129927.198449 + Penalty 739.996055 = -129187.202393 nChanged 23 SP:Iteration 21Q (4629.644463 sec): 3 clusters Score: Raw -129933.903614 + Penalty 739.996055 = -129193.907559 nChanged 23 SP:Iteration 22Q (4629.689764 sec): 3 clusters Score: Raw -129940.933641 + Penalty 739.996055 = -129200.937586 nChanged 25 SP:Iteration 23Q (4629.728917 sec): 3 clusters Score: Raw -129948.914611 + Penalty 739.996055 = -129208.918555 nChanged 19 SP:Iteration 24Q (4629.777786 sec): 3 clusters Score: Raw -129953.783519 + Penalty 739.996055 = -129213.787464 nChanged 14 SP:Iteration 25Q (4629.820849 sec): 3 clusters Score: Raw -129957.226577 + Penalty 739.996055 = -129217.230521 nChanged 17 SP:Iteration 26Q (4629.866616 sec): 3 clusters Score: Raw -129961.254257 + Penalty 739.996055 = -129221.258202 nChanged 17 SP:Iteration 27Q (4629.912093 sec): 3 clusters Score: Raw -129964.659741 + Penalty 739.996055 = -129224.663686 nChanged 7 SP:Iteration 28Q (4629.958766 sec): 3 clusters Score: Raw -129966.091234 + Penalty 739.996055 = -129226.095179 nChanged 5 SP:Iteration 29Q (4630.012327 sec): 3 clusters Score: Raw -129966.834370 + Penalty 739.996055 = -129226.838314 nChanged 3 SP:Iteration 30Q (4630.065453 sec): 3 clusters Score: Raw -129967.457061 + Penalty 739.996055 = -129227.461005 nChanged 0 SP:Iteration 31F (4630.104423 sec): 3 clusters Score: Raw -129967.457061 + Penalty 739.996055 = -129227.461005 nChanged 0 Trying to split cluster 39 (10333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4630.140341 sec): 2 clusters Score: Raw -426825.024348 + Penalty 420.560956 = -426404.463392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4630.200041 sec): 3 clusters Score: Raw -420370.636774 + Penalty 841.121912 = -419529.514862 nChanged 4763 SP:Iteration 1F (4630.253096 sec): 3 clusters Score: Raw -423329.958028 + Penalty 841.121912 = -422488.836116 nChanged 702 SP:Iteration 2F (4630.307024 sec): 3 clusters Score: Raw -423754.995429 + Penalty 841.121912 = -422913.873516 nChanged 722 SP:Iteration 3F (4630.351071 sec): 3 clusters Score: Raw -424202.216583 + Penalty 841.121912 = -423361.094671 nChanged 652 SP:Iteration 4F (4630.413696 sec): 3 clusters Score: Raw -424642.712216 + Penalty 841.121912 = -423801.590304 nChanged 601 SP:Iteration 5F (4630.468635 sec): 3 clusters Score: Raw -425032.499521 + Penalty 841.121912 = -424191.377609 nChanged 512 SP:Iteration 6Q (4630.516462 sec): 3 clusters Score: Raw -425369.636756 + Penalty 841.121912 = -424528.514844 nChanged 467 SP:Iteration 7Q (4630.579386 sec): 3 clusters Score: Raw -425641.411577 + Penalty 841.121912 = -424800.289665 nChanged 353 SP:Iteration 8Q (4630.637946 sec): 3 clusters Score: Raw -425804.584426 + Penalty 841.121912 = -424963.462514 nChanged 249 SP:Iteration 9Q (4630.686018 sec): 3 clusters Score: Raw -425904.531957 + Penalty 841.121912 = -425063.410045 nChanged 202 SP:Iteration 10Q (4630.749702 sec): 3 clusters Score: Raw -425978.939209 + Penalty 841.121912 = -425137.817297 nChanged 185 SP:Iteration 11Q (4630.803720 sec): 3 clusters Score: Raw -426050.169860 + Penalty 841.121912 = -425209.047948 nChanged 182 SP:Iteration 12Q (4630.861196 sec): 3 clusters Score: Raw -426129.957195 + Penalty 841.121912 = -425288.835283 nChanged 194 SP:Iteration 13Q (4630.909103 sec): 3 clusters Score: Raw -426216.026746 + Penalty 841.121912 = -425374.904834 nChanged 194 SP:Iteration 14Q (4630.971891 sec): 3 clusters Score: Raw -426302.883759 + Penalty 841.121912 = -425461.761847 nChanged 184 SP:Iteration 15Q (4631.021995 sec): 3 clusters Score: Raw -426380.642861 + Penalty 841.121912 = -425539.520949 nChanged 163 SP:Iteration 16Q (4631.065422 sec): 3 clusters Score: Raw -426451.632708 + Penalty 841.121912 = -425610.510796 nChanged 170 SP:Iteration 17Q (4631.120637 sec): 3 clusters Score: Raw -426523.523013 + Penalty 841.121912 = -425682.401101 nChanged 154 SP:Iteration 18Q (4631.186887 sec): 3 clusters Score: Raw -426590.802919 + Penalty 841.121912 = -425749.681007 nChanged 136 SP:Iteration 19Q (4631.233308 sec): 3 clusters Score: Raw -426647.658147 + Penalty 841.121912 = -425806.536235 nChanged 124 SP:Iteration 20F (4631.293817 sec): 3 clusters Score: Raw -426698.789021 + Penalty 841.121912 = -425857.667109 nChanged 98 SP:Iteration 21Q (4631.338823 sec): 3 clusters Score: Raw -426737.094802 + Penalty 841.121912 = -425895.972890 nChanged 97 SP:Iteration 22Q (4631.388800 sec): 3 clusters Score: Raw -426773.745863 + Penalty 841.121912 = -425932.623951 nChanged 90 SP:Iteration 23Q (4631.435263 sec): 3 clusters Score: Raw -426809.109966 + Penalty 841.121912 = -425967.988054 nChanged 91 SP:Iteration 24Q (4631.486280 sec): 3 clusters Score: Raw -426844.333521 + Penalty 841.121912 = -426003.211609 nChanged 67 SP:Iteration 25Q (4631.546031 sec): 3 clusters Score: Raw -426869.203024 + Penalty 841.121912 = -426028.081112 nChanged 64 SP:Iteration 26Q (4631.595555 sec): 3 clusters Score: Raw -426895.249785 + Penalty 841.121912 = -426054.127873 nChanged 60 SP:Iteration 27Q (4631.641671 sec): 3 clusters Score: Raw -426917.887385 + Penalty 841.121912 = -426076.765473 nChanged 58 SP:Iteration 28Q (4631.688417 sec): 3 clusters Score: Raw -426941.454967 + Penalty 841.121912 = -426100.333054 nChanged 59 SP:Iteration 29Q (4631.742574 sec): 3 clusters Score: Raw -426961.936549 + Penalty 841.121912 = -426120.814637 nChanged 38 SP:Iteration 30Q (4631.796418 sec): 3 clusters Score: Raw -426973.279430 + Penalty 841.121912 = -426132.157518 nChanged 29 SP:Iteration 31Q (4631.849840 sec): 3 clusters Score: Raw -426982.876906 + Penalty 841.121912 = -426141.754994 nChanged 20 SP:Iteration 32Q (4631.904305 sec): 3 clusters Score: Raw -426986.719136 + Penalty 841.121912 = -426145.597224 nChanged 10 SP:Iteration 33Q (4631.952095 sec): 3 clusters Score: Raw -426989.389568 + Penalty 841.121912 = -426148.267655 nChanged 10 SP:Iteration 34Q (4631.999528 sec): 3 clusters Score: Raw -426992.878290 + Penalty 841.121912 = -426151.756377 nChanged 12 SP:Iteration 35Q (4632.051175 sec): 3 clusters Score: Raw -426995.405892 + Penalty 841.121912 = -426154.283980 nChanged 16 SP:Iteration 36Q (4632.103511 sec): 3 clusters Score: Raw -427000.663705 + Penalty 841.121912 = -426159.541792 nChanged 14 SP:Iteration 37Q (4632.149247 sec): 3 clusters Score: Raw -427004.771200 + Penalty 841.121912 = -426163.649288 nChanged 13 SP:Iteration 38Q (4632.211916 sec): 3 clusters Score: Raw -427008.599380 + Penalty 841.121912 = -426167.477468 nChanged 13 SP:Iteration 39Q (4632.252093 sec): 3 clusters Score: Raw -427013.484332 + Penalty 841.121912 = -426172.362420 nChanged 13 SP:Iteration 40F (4632.299032 sec): 3 clusters Score: Raw -427021.372502 + Penalty 841.121912 = -426180.250590 nChanged 15 SP:Iteration 41Q (4632.357082 sec): 3 clusters Score: Raw -427028.844542 + Penalty 841.121912 = -426187.722629 nChanged 16 SP:Iteration 42Q (4632.397781 sec): 3 clusters Score: Raw -427038.044840 + Penalty 841.121912 = -426196.922927 nChanged 21 SP:Iteration 43Q (4632.452858 sec): 3 clusters Score: Raw -427046.673189 + Penalty 841.121912 = -426205.551277 nChanged 18 SP:Iteration 44Q (4632.513124 sec): 3 clusters Score: Raw -427051.850028 + Penalty 841.121912 = -426210.728116 nChanged 10 SP:Iteration 45Q (4632.567342 sec): 3 clusters Score: Raw -427054.723233 + Penalty 841.121912 = -426213.601321 nChanged 8 SP:Iteration 46Q (4632.615424 sec): 3 clusters Score: Raw -427057.040416 + Penalty 841.121912 = -426215.918504 nChanged 7 SP:Iteration 47Q (4632.666802 sec): 3 clusters Score: Raw -427058.919634 + Penalty 841.121912 = -426217.797721 nChanged 4 SP:Iteration 48Q (4632.727321 sec): 3 clusters Score: Raw -427060.052556 + Penalty 841.121912 = -426218.930644 nChanged 4 SP:Iteration 49Q (4632.779000 sec): 3 clusters Score: Raw -427060.557869 + Penalty 841.121912 = -426219.435957 nChanged 3 SP:Iteration 50Q (4632.822064 sec): 3 clusters Score: Raw -427061.008349 + Penalty 841.121912 = -426219.886437 nChanged 1 SP:Iteration 51Q (4632.877917 sec): 3 clusters Score: Raw -427061.194755 + Penalty 841.121912 = -426220.072842 nChanged 3 SP:Iteration 52Q (4632.931360 sec): 3 clusters Score: Raw -427062.681170 + Penalty 841.121912 = -426221.559258 nChanged 10 SP:Iteration 53Q (4632.990321 sec): 3 clusters Score: Raw -427066.410875 + Penalty 841.121912 = -426225.288963 nChanged 7 SP:Iteration 54Q (4633.054429 sec): 3 clusters Score: Raw -427068.754616 + Penalty 841.121912 = -426227.632704 nChanged 8 SP:Iteration 55Q (4633.109794 sec): 3 clusters Score: Raw -427072.136238 + Penalty 841.121912 = -426231.014326 nChanged 6 SP:Iteration 56Q (4633.158591 sec): 3 clusters Score: Raw -427073.169599 + Penalty 841.121912 = -426232.047687 nChanged 5 SP:Iteration 57Q (4633.203820 sec): 3 clusters Score: Raw -427074.053838 + Penalty 841.121912 = -426232.931926 nChanged 1 SP:Iteration 58Q (4633.257673 sec): 3 clusters Score: Raw -427074.184921 + Penalty 841.121912 = -426233.063009 nChanged 0 SP:Iteration 59F (4633.306646 sec): 3 clusters Score: Raw -427074.184921 + Penalty 841.121912 = -426233.063009 nChanged 0 Trying to split cluster 40 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4633.330310 sec): 2 clusters Score: Raw -24784.521785 + Penalty 296.755222 = -24487.766563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4633.374177 sec): 3 clusters Score: Raw -24464.358806 + Penalty 593.510445 = -23870.848361 nChanged 271 SP:Iteration 1F (4633.418246 sec): 3 clusters Score: Raw -24657.486874 + Penalty 593.510445 = -24063.976429 nChanged 60 SP:Iteration 2F (4633.460532 sec): 3 clusters Score: Raw -24697.656444 + Penalty 593.510445 = -24104.146000 nChanged 46 SP:Iteration 3F (4633.510328 sec): 3 clusters Score: Raw -24747.241559 + Penalty 593.510445 = -24153.731115 nChanged 50 SP:Iteration 4F (4633.548602 sec): 3 clusters Score: Raw -24804.832403 + Penalty 593.510445 = -24211.321959 nChanged 43 SP:Iteration 5F (4633.602626 sec): 3 clusters Score: Raw -24885.618648 + Penalty 593.510445 = -24292.108204 nChanged 40 SP:Iteration 6F (4633.644234 sec): 3 clusters Score: Raw -24949.328789 + Penalty 593.510445 = -24355.818344 nChanged 35 SP:Iteration 7F (4633.692184 sec): 3 clusters Score: Raw -24981.633340 + Penalty 593.510445 = -24388.122895 nChanged 18 SP:Iteration 8Q (4633.733726 sec): 3 clusters Score: Raw -24996.887854 + Penalty 593.510445 = -24403.377409 nChanged 13 SP:Iteration 9Q (4633.777213 sec): 3 clusters Score: Raw -25007.143259 + Penalty 593.510445 = -24413.632814 nChanged 6 SP:Iteration 10Q (4633.827462 sec): 3 clusters Score: Raw -25011.466412 + Penalty 593.510445 = -24417.955967 nChanged 3 SP:Iteration 11Q (4633.865856 sec): 3 clusters Score: Raw -25018.730082 + Penalty 593.510445 = -24425.219637 nChanged 5 SP:Iteration 12Q (4633.919831 sec): 3 clusters Score: Raw -25025.579525 + Penalty 593.510445 = -24432.069081 nChanged 5 SP:Iteration 13Q (4633.961993 sec): 3 clusters Score: Raw -25027.514876 + Penalty 593.510445 = -24434.004432 nChanged 3 SP:Iteration 14Q (4634.009053 sec): 3 clusters Score: Raw -25030.398932 + Penalty 593.510445 = -24436.888487 nChanged 6 SP:Iteration 15Q (4634.056440 sec): 3 clusters Score: Raw -25034.602116 + Penalty 593.510445 = -24441.091672 nChanged 2 SP:Iteration 16Q (4634.101616 sec): 3 clusters Score: Raw -25035.433445 + Penalty 593.510445 = -24441.923000 nChanged 0 SP:Iteration 17F (4634.154070 sec): 3 clusters Score: Raw -25035.433445 + Penalty 593.510445 = -24441.923000 nChanged 0 Trying to split cluster 41 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4634.181802 sec): 2 clusters Score: Raw -5874.670869 + Penalty 245.202764 = -5629.468105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4634.220200 sec): 3 clusters Score: Raw -5817.733091 + Penalty 490.405527 = -5327.327563 nChanged 59 SP:Iteration 1F (4634.254799 sec): 3 clusters Score: Raw -5891.628523 + Penalty 490.405527 = -5401.222995 nChanged 21 SP:Iteration 2F (4634.301787 sec): 3 clusters Score: Raw -5914.680845 + Penalty 490.405527 = -5424.275318 nChanged 5 SP:Iteration 3Q (4634.356286 sec): 3 clusters Score: Raw -5917.720837 + Penalty 490.405527 = -5427.315309 nChanged 1 SP:Iteration 4Q (4634.408265 sec): 3 clusters Score: Raw -5919.512813 + Penalty 490.405527 = -5429.107285 nChanged 1 SP:Iteration 5Q (4634.454123 sec): 3 clusters Score: Raw -5920.639084 + Penalty 490.405527 = -5430.233556 nChanged 1 SP:Iteration 6Q (4634.495411 sec): 3 clusters Score: Raw -5922.240501 + Penalty 490.405527 = -5431.834974 nChanged 1 SP:Iteration 7Q (4634.541824 sec): 3 clusters Score: Raw -5922.919379 + Penalty 490.405527 = -5432.513851 nChanged 1 SP:Iteration 8Q (4634.584600 sec): 3 clusters Score: Raw -5923.556879 + Penalty 490.405527 = -5433.151352 nChanged 1 SP:Iteration 9Q (4634.620043 sec): 3 clusters Score: Raw -5924.084886 + Penalty 490.405527 = -5433.679359 nChanged 2 SP:Iteration 10Q (4634.670014 sec): 3 clusters Score: Raw -5924.937132 + Penalty 490.405527 = -5434.531605 nChanged 1 SP:Iteration 11Q (4634.715242 sec): 3 clusters Score: Raw -5926.252912 + Penalty 490.405527 = -5435.847384 nChanged 0 SP:Iteration 12F (4634.752400 sec): 3 clusters Score: Raw -5926.252912 + Penalty 490.405527 = -5435.847384 nChanged 0 Trying to split cluster 42 (1710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4634.779495 sec): 2 clusters Score: Raw -66289.103807 + Penalty 338.713314 = -65950.390493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4634.834089 sec): 3 clusters Score: Raw -65360.536294 + Penalty 677.426627 = -64683.109667 nChanged 730 SP:Iteration 1F (4634.877574 sec): 3 clusters Score: Raw -65819.685312 + Penalty 677.426627 = -65142.258685 nChanged 144 SP:Iteration 2F (4634.922847 sec): 3 clusters Score: Raw -65922.842023 + Penalty 677.426627 = -65245.415396 nChanged 115 SP:Iteration 3F (4634.964494 sec): 3 clusters Score: Raw -66004.123232 + Penalty 677.426627 = -65326.696604 nChanged 95 SP:Iteration 4F (4635.017266 sec): 3 clusters Score: Raw -66059.254797 + Penalty 677.426627 = -65381.828169 nChanged 65 SP:Iteration 5Q (4635.062965 sec): 3 clusters Score: Raw -66093.283814 + Penalty 677.426627 = -65415.857187 nChanged 53 SP:Iteration 6Q (4635.113561 sec): 3 clusters Score: Raw -66107.599140 + Penalty 677.426627 = -65430.172513 nChanged 29 SP:Iteration 7Q (4635.167206 sec): 3 clusters Score: Raw -66118.746028 + Penalty 677.426627 = -65441.319401 nChanged 28 SP:Iteration 8Q (4635.205505 sec): 3 clusters Score: Raw -66126.450734 + Penalty 677.426627 = -65449.024107 nChanged 20 SP:Iteration 9Q (4635.254021 sec): 3 clusters Score: Raw -66135.615835 + Penalty 677.426627 = -65458.189208 nChanged 28 SP:Iteration 10Q (4635.311235 sec): 3 clusters Score: Raw -66148.717320 + Penalty 677.426627 = -65471.290693 nChanged 33 SP:Iteration 11Q (4635.361763 sec): 3 clusters Score: Raw -66165.818031 + Penalty 677.426627 = -65488.391403 nChanged 47 SP:Iteration 12Q (4635.403172 sec): 3 clusters Score: Raw -66194.127775 + Penalty 677.426627 = -65516.701148 nChanged 46 SP:Iteration 13Q (4635.459732 sec): 3 clusters Score: Raw -66218.447618 + Penalty 677.426627 = -65541.020991 nChanged 48 SP:Iteration 14Q (4635.509003 sec): 3 clusters Score: Raw -66246.886248 + Penalty 677.426627 = -65569.459621 nChanged 37 SP:Iteration 15Q (4635.556347 sec): 3 clusters Score: Raw -66262.923218 + Penalty 677.426627 = -65585.496591 nChanged 31 SP:Iteration 16Q (4635.601402 sec): 3 clusters Score: Raw -66276.737364 + Penalty 677.426627 = -65599.310737 nChanged 29 SP:Iteration 17Q (4635.644793 sec): 3 clusters Score: Raw -66292.236352 + Penalty 677.426627 = -65614.809725 nChanged 31 SP:Iteration 18Q (4635.691285 sec): 3 clusters Score: Raw -66314.024644 + Penalty 677.426627 = -65636.598017 nChanged 37 SP:Iteration 19Q (4635.735772 sec): 3 clusters Score: Raw -66336.354570 + Penalty 677.426627 = -65658.927943 nChanged 28 SP:Iteration 20F (4635.776078 sec): 3 clusters Score: Raw -66358.096862 + Penalty 677.426627 = -65680.670235 nChanged 30 SP:Iteration 21Q (4635.821889 sec): 3 clusters Score: Raw -66383.214056 + Penalty 677.426627 = -65705.787428 nChanged 33 SP:Iteration 22Q (4635.867872 sec): 3 clusters Score: Raw -66403.248313 + Penalty 677.426627 = -65725.821686 nChanged 23 SP:Iteration 23Q (4635.915475 sec): 3 clusters Score: Raw -66414.010805 + Penalty 677.426627 = -65736.584178 nChanged 21 SP:Iteration 24Q (4635.960572 sec): 3 clusters Score: Raw -66423.109132 + Penalty 677.426627 = -65745.682505 nChanged 12 SP:Iteration 25Q (4636.013287 sec): 3 clusters Score: Raw -66428.797748 + Penalty 677.426627 = -65751.371121 nChanged 15 SP:Iteration 26Q (4636.054777 sec): 3 clusters Score: Raw -66433.495504 + Penalty 677.426627 = -65756.068877 nChanged 12 SP:Iteration 27Q (4636.099288 sec): 3 clusters Score: Raw -66437.058174 + Penalty 677.426627 = -65759.631547 nChanged 6 SP:Iteration 28Q (4636.146869 sec): 3 clusters Score: Raw -66438.467798 + Penalty 677.426627 = -65761.041171 nChanged 3 SP:Iteration 29Q (4636.197179 sec): 3 clusters Score: Raw -66438.847316 + Penalty 677.426627 = -65761.420689 nChanged 2 SP:Iteration 30Q (4636.252356 sec): 3 clusters Score: Raw -66439.022538 + Penalty 677.426627 = -65761.595911 nChanged 1 SP:Iteration 31Q (4636.299600 sec): 3 clusters Score: Raw -66439.146149 + Penalty 677.426627 = -65761.719522 nChanged 1 SP:Iteration 32Q (4636.346002 sec): 3 clusters Score: Raw -66439.232974 + Penalty 677.426627 = -65761.806347 nChanged 1 SP:Iteration 33Q (4636.390977 sec): 3 clusters Score: Raw -66439.383070 + Penalty 677.426627 = -65761.956443 nChanged 2 SP:Iteration 34Q (4636.437200 sec): 3 clusters Score: Raw -66439.700950 + Penalty 677.426627 = -65762.274323 nChanged 2 SP:Iteration 35Q (4636.475220 sec): 3 clusters Score: Raw -66440.053576 + Penalty 677.426627 = -65762.626949 nChanged 2 SP:Iteration 36Q (4636.530899 sec): 3 clusters Score: Raw -66440.492238 + Penalty 677.426627 = -65763.065611 nChanged 3 SP:Iteration 37Q (4636.575834 sec): 3 clusters Score: Raw -66441.584631 + Penalty 677.426627 = -65764.158003 nChanged 3 SP:Iteration 38Q (4636.617609 sec): 3 clusters Score: Raw -66442.134097 + Penalty 677.426627 = -65764.707470 nChanged 1 SP:Iteration 39Q (4636.660616 sec): 3 clusters Score: Raw -66442.271902 + Penalty 677.426627 = -65764.845275 nChanged 0 SP:Iteration 40F (4636.694163 sec): 3 clusters Score: Raw -66442.271902 + Penalty 677.426627 = -65764.845275 nChanged 0 Trying to split cluster 43 (7164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4636.731229 sec): 2 clusters Score: Raw -255436.611610 + Penalty 403.895481 = -255032.716129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4636.783008 sec): 3 clusters Score: Raw -251049.828056 + Penalty 807.790962 = -250242.037094 nChanged 3319 SP:Iteration 1F (4636.826755 sec): 3 clusters Score: Raw -253117.320965 + Penalty 807.790962 = -252309.530003 nChanged 549 SP:Iteration 2F (4636.885632 sec): 3 clusters Score: Raw -253471.892760 + Penalty 807.790962 = -252664.101798 nChanged 549 SP:Iteration 3F (4636.926148 sec): 3 clusters Score: Raw -253807.787143 + Penalty 807.790962 = -252999.996180 nChanged 488 SP:Iteration 4F (4636.985051 sec): 3 clusters Score: Raw -254123.072450 + Penalty 807.790962 = -253315.281488 nChanged 393 SP:Iteration 5F (4637.026945 sec): 3 clusters Score: Raw -254462.027597 + Penalty 807.790962 = -253654.236634 nChanged 358 SP:Iteration 6Q (4637.080980 sec): 3 clusters Score: Raw -254884.374032 + Penalty 807.790962 = -254076.583069 nChanged 258 SP:Iteration 7Q (4637.132837 sec): 3 clusters Score: Raw -255170.429359 + Penalty 807.790962 = -254362.638397 nChanged 171 SP:Iteration 8Q (4637.183605 sec): 3 clusters Score: Raw -255301.321832 + Penalty 807.790962 = -254493.530870 nChanged 145 SP:Iteration 9Q (4637.229431 sec): 3 clusters Score: Raw -255382.722015 + Penalty 807.790962 = -254574.931053 nChanged 98 SP:Iteration 10Q (4637.278539 sec): 3 clusters Score: Raw -255419.959009 + Penalty 807.790962 = -254612.168046 nChanged 81 SP:Iteration 11Q (4637.324895 sec): 3 clusters Score: Raw -255452.865564 + Penalty 807.790962 = -254645.074602 nChanged 73 SP:Iteration 12Q (4637.364429 sec): 3 clusters Score: Raw -255482.498567 + Penalty 807.790962 = -254674.707605 nChanged 58 SP:Iteration 13Q (4637.410155 sec): 3 clusters Score: Raw -255502.968238 + Penalty 807.790962 = -254695.177275 nChanged 56 SP:Iteration 14Q (4637.458955 sec): 3 clusters Score: Raw -255518.332498 + Penalty 807.790962 = -254710.541535 nChanged 42 SP:Iteration 15Q (4637.510602 sec): 3 clusters Score: Raw -255526.711292 + Penalty 807.790962 = -254718.920329 nChanged 39 SP:Iteration 16Q (4637.542405 sec): 3 clusters Score: Raw -255539.399788 + Penalty 807.790962 = -254731.608826 nChanged 46 SP:Iteration 17Q (4637.599488 sec): 3 clusters Score: Raw -255553.317798 + Penalty 807.790962 = -254745.526836 nChanged 42 SP:Iteration 18Q (4637.644404 sec): 3 clusters Score: Raw -255563.992782 + Penalty 807.790962 = -254756.201819 nChanged 37 SP:Iteration 19Q (4637.694768 sec): 3 clusters Score: Raw -255573.733818 + Penalty 807.790962 = -254765.942856 nChanged 29 SP:Iteration 20F (4637.741171 sec): 3 clusters Score: Raw -255581.501366 + Penalty 807.790962 = -254773.710404 nChanged 28 SP:Iteration 21Q (4637.793604 sec): 3 clusters Score: Raw -255588.236941 + Penalty 807.790962 = -254780.445979 nChanged 29 SP:Iteration 22Q (4637.849260 sec): 3 clusters Score: Raw -255592.480517 + Penalty 807.790962 = -254784.689555 nChanged 22 SP:Iteration 23Q (4637.884075 sec): 3 clusters Score: Raw -255596.587016 + Penalty 807.790962 = -254788.796054 nChanged 24 SP:Iteration 24Q (4637.936025 sec): 3 clusters Score: Raw -255601.739589 + Penalty 807.790962 = -254793.948627 nChanged 26 SP:Iteration 25Q (4637.996707 sec): 3 clusters Score: Raw -255608.481078 + Penalty 807.790962 = -254800.690115 nChanged 32 SP:Iteration 26Q (4638.036932 sec): 3 clusters Score: Raw -255617.405930 + Penalty 807.790962 = -254809.614968 nChanged 31 SP:Iteration 27Q (4638.084581 sec): 3 clusters Score: Raw -255623.978483 + Penalty 807.790962 = -254816.187521 nChanged 22 SP:Iteration 28Q (4638.137410 sec): 3 clusters Score: Raw -255627.004425 + Penalty 807.790962 = -254819.213462 nChanged 19 SP:Iteration 29Q (4638.188471 sec): 3 clusters Score: Raw -255629.556920 + Penalty 807.790962 = -254821.765957 nChanged 14 SP:Iteration 30Q (4638.226140 sec): 3 clusters Score: Raw -255630.894337 + Penalty 807.790962 = -254823.103375 nChanged 9 SP:Iteration 31Q (4638.276374 sec): 3 clusters Score: Raw -255632.169015 + Penalty 807.790962 = -254824.378052 nChanged 10 SP:Iteration 32Q (4638.325696 sec): 3 clusters Score: Raw -255633.706644 + Penalty 807.790962 = -254825.915682 nChanged 7 SP:Iteration 33Q (4638.384656 sec): 3 clusters Score: Raw -255634.721524 + Penalty 807.790962 = -254826.930561 nChanged 4 SP:Iteration 34Q (4638.435078 sec): 3 clusters Score: Raw -255635.261200 + Penalty 807.790962 = -254827.470238 nChanged 5 SP:Iteration 35Q (4638.480026 sec): 3 clusters Score: Raw -255635.612728 + Penalty 807.790962 = -254827.821766 nChanged 2 SP:Iteration 36Q (4638.537136 sec): 3 clusters Score: Raw -255635.695814 + Penalty 807.790962 = -254827.904852 nChanged 0 SP:Iteration 37F (4638.588596 sec): 3 clusters Score: Raw -255635.695814 + Penalty 807.790962 = -254827.904852 nChanged 0 Trying to split cluster 44 (2487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4638.616323 sec): 2 clusters Score: Raw -95014.195106 + Penalty 355.756876 = -94658.438230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4638.660877 sec): 3 clusters Score: Raw -93659.177667 + Penalty 711.513752 = -92947.663915 nChanged 1065 SP:Iteration 1F (4638.708676 sec): 3 clusters Score: Raw -94405.268656 + Penalty 711.513752 = -93693.754903 nChanged 194 SP:Iteration 2F (4638.756639 sec): 3 clusters Score: Raw -94530.028765 + Penalty 711.513752 = -93818.515013 nChanged 138 SP:Iteration 3F (4638.799789 sec): 3 clusters Score: Raw -94620.013199 + Penalty 711.513752 = -93908.499446 nChanged 131 SP:Iteration 4F (4638.848796 sec): 3 clusters Score: Raw -94727.461104 + Penalty 711.513752 = -94015.947352 nChanged 112 SP:Iteration 5Q (4638.897849 sec): 3 clusters Score: Raw -94810.955228 + Penalty 711.513752 = -94099.441476 nChanged 94 SP:Iteration 6Q (4638.946837 sec): 3 clusters Score: Raw -94888.586278 + Penalty 711.513752 = -94177.072526 nChanged 88 SP:Iteration 7Q (4638.987950 sec): 3 clusters Score: Raw -94962.154854 + Penalty 711.513752 = -94250.641102 nChanged 69 SP:Iteration 8Q (4639.043742 sec): 3 clusters Score: Raw -95016.384676 + Penalty 711.513752 = -94304.870924 nChanged 60 SP:Iteration 9Q (4639.098065 sec): 3 clusters Score: Raw -95058.605833 + Penalty 711.513752 = -94347.092080 nChanged 42 SP:Iteration 10Q (4639.143940 sec): 3 clusters Score: Raw -95087.947578 + Penalty 711.513752 = -94376.433826 nChanged 33 SP:Iteration 11Q (4639.191282 sec): 3 clusters Score: Raw -95111.526069 + Penalty 711.513752 = -94400.012317 nChanged 27 SP:Iteration 12Q (4639.237719 sec): 3 clusters Score: Raw -95132.266073 + Penalty 711.513752 = -94420.752320 nChanged 24 SP:Iteration 13Q (4639.283471 sec): 3 clusters Score: Raw -95157.147237 + Penalty 711.513752 = -94445.633485 nChanged 14 SP:Iteration 14Q (4639.321647 sec): 3 clusters Score: Raw -95167.813482 + Penalty 711.513752 = -94456.299729 nChanged 8 SP:Iteration 15Q (4639.378834 sec): 3 clusters Score: Raw -95174.416093 + Penalty 711.513752 = -94462.902341 nChanged 5 SP:Iteration 16Q (4639.414988 sec): 3 clusters Score: Raw -95180.263549 + Penalty 711.513752 = -94468.749796 nChanged 7 SP:Iteration 17Q (4639.469119 sec): 3 clusters Score: Raw -95185.598832 + Penalty 711.513752 = -94474.085079 nChanged 2 SP:Iteration 18Q (4639.509091 sec): 3 clusters Score: Raw -95188.102870 + Penalty 711.513752 = -94476.589118 nChanged 2 SP:Iteration 19Q (4639.564127 sec): 3 clusters Score: Raw -95188.436299 + Penalty 711.513752 = -94476.922546 nChanged 1 SP:Iteration 20F (4639.610940 sec): 3 clusters Score: Raw -95188.518804 + Penalty 711.513752 = -94477.005052 nChanged 0 Trying to split cluster 45 (3620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4639.636576 sec): 2 clusters Score: Raw -129348.446602 + Penalty 372.837433 = -128975.609168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4639.682776 sec): 3 clusters Score: Raw -127194.849729 + Penalty 745.674867 = -126449.174863 nChanged 1616 SP:Iteration 1F (4639.725944 sec): 3 clusters Score: Raw -128147.177843 + Penalty 745.674867 = -127401.502976 nChanged 269 SP:Iteration 2F (4639.771138 sec): 3 clusters Score: Raw -128314.150792 + Penalty 745.674867 = -127568.475925 nChanged 262 SP:Iteration 3F (4639.821700 sec): 3 clusters Score: Raw -128494.605278 + Penalty 745.674867 = -127748.930411 nChanged 210 SP:Iteration 4F (4639.868153 sec): 3 clusters Score: Raw -128644.295559 + Penalty 745.674867 = -127898.620692 nChanged 177 SP:Iteration 5Q (4639.908676 sec): 3 clusters Score: Raw -128785.642432 + Penalty 745.674867 = -128039.967565 nChanged 182 SP:Iteration 6F (4639.962498 sec): 3 clusters Score: Raw -128938.414472 + Penalty 745.674867 = -128192.739605 nChanged 154 SP:Iteration 7Q (4640.018027 sec): 3 clusters Score: Raw -129072.484587 + Penalty 745.674867 = -128326.809720 nChanged 128 SP:Iteration 8Q (4640.059389 sec): 3 clusters Score: Raw -129201.179981 + Penalty 745.674867 = -128455.505114 nChanged 86 SP:Iteration 9Q (4640.111424 sec): 3 clusters Score: Raw -129267.664388 + Penalty 745.674867 = -128521.989521 nChanged 49 SP:Iteration 10Q (4640.164741 sec): 3 clusters Score: Raw -129310.017184 + Penalty 745.674867 = -128564.342318 nChanged 37 SP:Iteration 11Q (4640.219545 sec): 3 clusters Score: Raw -129335.524311 + Penalty 745.674867 = -128589.849444 nChanged 25 SP:Iteration 12Q (4640.269868 sec): 3 clusters Score: Raw -129352.461623 + Penalty 745.674867 = -128606.786756 nChanged 15 SP:Iteration 13Q (4640.318953 sec): 3 clusters Score: Raw -129360.474968 + Penalty 745.674867 = -128614.800101 nChanged 11 SP:Iteration 14Q (4640.363530 sec): 3 clusters Score: Raw -129365.806226 + Penalty 745.674867 = -128620.131359 nChanged 5 SP:Iteration 15Q (4640.411664 sec): 3 clusters Score: Raw -129370.356369 + Penalty 745.674867 = -128624.681503 nChanged 6 SP:Iteration 16Q (4640.453894 sec): 3 clusters Score: Raw -129375.995591 + Penalty 745.674867 = -128630.320724 nChanged 7 SP:Iteration 17Q (4640.503832 sec): 3 clusters Score: Raw -129385.046188 + Penalty 745.674867 = -128639.371321 nChanged 11 SP:Iteration 18Q (4640.550016 sec): 3 clusters Score: Raw -129395.966877 + Penalty 745.674867 = -128650.292010 nChanged 11 SP:Iteration 19Q (4640.605305 sec): 3 clusters Score: Raw -129408.685632 + Penalty 745.674867 = -128663.010765 nChanged 10 SP:Iteration 20F (4640.639685 sec): 3 clusters Score: Raw -129418.898503 + Penalty 745.674867 = -128673.223636 nChanged 6 SP:Iteration 21Q (4640.692829 sec): 3 clusters Score: Raw -129421.901837 + Penalty 745.674867 = -128676.226970 nChanged 4 SP:Iteration 22Q (4640.736616 sec): 3 clusters Score: Raw -129426.155294 + Penalty 745.674867 = -128680.480428 nChanged 5 SP:Iteration 23Q (4640.790581 sec): 3 clusters Score: Raw -129430.394873 + Penalty 745.674867 = -128684.720006 nChanged 8 SP:Iteration 24Q (4640.837028 sec): 3 clusters Score: Raw -129442.009981 + Penalty 745.674867 = -128696.335114 nChanged 4 SP:Iteration 25Q (4640.883238 sec): 3 clusters Score: Raw -129448.060340 + Penalty 745.674867 = -128702.385473 nChanged 0 SP:Iteration 26F (4640.928531 sec): 3 clusters Score: Raw -129448.060340 + Penalty 745.674867 = -128702.385473 nChanged 0 Trying to split cluster 46 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4640.946811 sec): 2 clusters Score: Raw -37500.984870 + Penalty 310.509002 = -37190.475868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4640.996384 sec): 3 clusters Score: Raw -37074.508059 + Penalty 621.018004 = -36453.490055 nChanged 349 SP:Iteration 1F (4641.040863 sec): 3 clusters Score: Raw -37282.255659 + Penalty 621.018004 = -36661.237655 nChanged 71 SP:Iteration 2F (4641.092076 sec): 3 clusters Score: Raw -37328.172384 + Penalty 621.018004 = -36707.154380 nChanged 46 SP:Iteration 3Q (4641.132702 sec): 3 clusters Score: Raw -37354.866573 + Penalty 621.018004 = -36733.848569 nChanged 28 SP:Iteration 4Q (4641.180803 sec): 3 clusters Score: Raw -37373.282817 + Penalty 621.018004 = -36752.264813 nChanged 31 SP:Iteration 5Q (4641.216087 sec): 3 clusters Score: Raw -37392.449420 + Penalty 621.018004 = -36771.431416 nChanged 28 SP:Iteration 6Q (4641.272511 sec): 3 clusters Score: Raw -37409.504064 + Penalty 621.018004 = -36788.486060 nChanged 20 SP:Iteration 7Q (4641.312140 sec): 3 clusters Score: Raw -37422.418708 + Penalty 621.018004 = -36801.400704 nChanged 21 SP:Iteration 8Q (4641.361386 sec): 3 clusters Score: Raw -37436.831676 + Penalty 621.018004 = -36815.813672 nChanged 25 SP:Iteration 9Q (4641.406106 sec): 3 clusters Score: Raw -37451.264852 + Penalty 621.018004 = -36830.246848 nChanged 18 SP:Iteration 10Q (4641.451060 sec): 3 clusters Score: Raw -37462.266076 + Penalty 621.018004 = -36841.248072 nChanged 19 SP:Iteration 11Q (4641.500249 sec): 3 clusters Score: Raw -37474.452632 + Penalty 621.018004 = -36853.434628 nChanged 19 SP:Iteration 12Q (4641.551220 sec): 3 clusters Score: Raw -37493.035735 + Penalty 621.018004 = -36872.017731 nChanged 19 SP:Iteration 13Q (4641.587141 sec): 3 clusters Score: Raw -37513.723813 + Penalty 621.018004 = -36892.705809 nChanged 20 SP:Iteration 14Q (4641.617955 sec): 3 clusters Score: Raw -37535.341059 + Penalty 621.018004 = -36914.323055 nChanged 20 SP:Iteration 15Q (4641.648243 sec): 3 clusters Score: Raw -37550.334556 + Penalty 621.018004 = -36929.316552 nChanged 19 SP:Iteration 16Q (4641.703214 sec): 3 clusters Score: Raw -37562.488018 + Penalty 621.018004 = -36941.470014 nChanged 18 SP:Iteration 17Q (4641.743123 sec): 3 clusters Score: Raw -37575.737871 + Penalty 621.018004 = -36954.719867 nChanged 17 SP:Iteration 18Q (4641.787970 sec): 3 clusters Score: Raw -37587.609855 + Penalty 621.018004 = -36966.591851 nChanged 15 SP:Iteration 19Q (4641.830611 sec): 3 clusters Score: Raw -37599.859483 + Penalty 621.018004 = -36978.841479 nChanged 22 SP:Iteration 20F (4641.877550 sec): 3 clusters Score: Raw -37621.641710 + Penalty 621.018004 = -37000.623706 nChanged 19 SP:Iteration 21Q (4641.925656 sec): 3 clusters Score: Raw -37632.785472 + Penalty 621.018004 = -37011.767468 nChanged 16 SP:Iteration 22Q (4641.979749 sec): 3 clusters Score: Raw -37639.861030 + Penalty 621.018004 = -37018.843026 nChanged 13 SP:Iteration 23Q (4642.021129 sec): 3 clusters Score: Raw -37644.320955 + Penalty 621.018004 = -37023.302951 nChanged 4 SP:Iteration 24Q (4642.065286 sec): 3 clusters Score: Raw -37645.158548 + Penalty 621.018004 = -37024.140544 nChanged 3 SP:Iteration 25Q (4642.115336 sec): 3 clusters Score: Raw -37646.398075 + Penalty 621.018004 = -37025.380071 nChanged 3 SP:Iteration 26Q (4642.160287 sec): 3 clusters Score: Raw -37648.893457 + Penalty 621.018004 = -37027.875454 nChanged 2 SP:Iteration 27Q (4642.203276 sec): 3 clusters Score: Raw -37649.772675 + Penalty 621.018004 = -37028.754671 nChanged 2 SP:Iteration 28Q (4642.251008 sec): 3 clusters Score: Raw -37650.298274 + Penalty 621.018004 = -37029.280270 nChanged 5 SP:Iteration 29Q (4642.296595 sec): 3 clusters Score: Raw -37652.438021 + Penalty 621.018004 = -37031.420017 nChanged 6 SP:Iteration 30Q (4642.342495 sec): 3 clusters Score: Raw -37656.110483 + Penalty 621.018004 = -37035.092479 nChanged 7 SP:Iteration 31Q (4642.390992 sec): 3 clusters Score: Raw -37658.442281 + Penalty 621.018004 = -37037.424277 nChanged 4 SP:Iteration 32Q (4642.433367 sec): 3 clusters Score: Raw -37659.808565 + Penalty 621.018004 = -37038.790561 nChanged 6 SP:Iteration 33Q (4642.475490 sec): 3 clusters Score: Raw -37662.540509 + Penalty 621.018004 = -37041.522505 nChanged 3 SP:Iteration 34Q (4642.526812 sec): 3 clusters Score: Raw -37664.216355 + Penalty 621.018004 = -37043.198351 nChanged 6 SP:Iteration 35Q (4642.565342 sec): 3 clusters Score: Raw -37667.624441 + Penalty 621.018004 = -37046.606438 nChanged 5 SP:Iteration 36Q (4642.609783 sec): 3 clusters Score: Raw -37669.803847 + Penalty 621.018004 = -37048.785843 nChanged 7 SP:Iteration 37Q (4642.651140 sec): 3 clusters Score: Raw -37673.028322 + Penalty 621.018004 = -37052.010318 nChanged 7 SP:Iteration 38Q (4642.684897 sec): 3 clusters Score: Raw -37678.101687 + Penalty 621.018004 = -37057.083683 nChanged 7 SP:Iteration 39Q (4642.738426 sec): 3 clusters Score: Raw -37681.425560 + Penalty 621.018004 = -37060.407556 nChanged 5 SP:Iteration 40F (4642.777646 sec): 3 clusters Score: Raw -37683.418621 + Penalty 621.018004 = -37062.400617 nChanged 7 SP:Iteration 41Q (4642.827311 sec): 3 clusters Score: Raw -37686.709669 + Penalty 621.018004 = -37065.691665 nChanged 6 SP:Iteration 42Q (4642.867928 sec): 3 clusters Score: Raw -37689.907725 + Penalty 621.018004 = -37068.889721 nChanged 5 SP:Iteration 43Q (4642.904043 sec): 3 clusters Score: Raw -37692.130730 + Penalty 621.018004 = -37071.112726 nChanged 6 SP:Iteration 44Q (4642.944780 sec): 3 clusters Score: Raw -37695.854358 + Penalty 621.018004 = -37074.836354 nChanged 6 SP:Iteration 45Q (4642.987873 sec): 3 clusters Score: Raw -37700.261434 + Penalty 621.018004 = -37079.243430 nChanged 8 SP:Iteration 46Q (4643.037247 sec): 3 clusters Score: Raw -37708.576175 + Penalty 621.018004 = -37087.558171 nChanged 7 SP:Iteration 47Q (4643.074866 sec): 3 clusters Score: Raw -37714.016398 + Penalty 621.018004 = -37092.998394 nChanged 7 SP:Iteration 48Q (4643.118924 sec): 3 clusters Score: Raw -37719.748470 + Penalty 621.018004 = -37098.730466 nChanged 6 SP:Iteration 49Q (4643.166030 sec): 3 clusters Score: Raw -37724.283685 + Penalty 621.018004 = -37103.265681 nChanged 5 SP:Iteration 50Q (4643.211992 sec): 3 clusters Score: Raw -37728.146830 + Penalty 621.018004 = -37107.128826 nChanged 5 SP:Iteration 51Q (4643.253925 sec): 3 clusters Score: Raw -37731.632417 + Penalty 621.018004 = -37110.614413 nChanged 6 SP:Iteration 52Q (4643.287316 sec): 3 clusters Score: Raw -37735.233114 + Penalty 621.018004 = -37114.215110 nChanged 5 SP:Iteration 53Q (4643.332817 sec): 3 clusters Score: Raw -37736.858169 + Penalty 621.018004 = -37115.840165 nChanged 3 SP:Iteration 54Q (4643.370240 sec): 3 clusters Score: Raw -37737.454829 + Penalty 621.018004 = -37116.436825 nChanged 0 SP:Iteration 55F (4643.407686 sec): 3 clusters Score: Raw -37737.454829 + Penalty 621.018004 = -37116.436825 nChanged 0 Time taken for this iteration:2586.192465 seconds. 21->47 Clusters: Score -17374613.635391, best is -17373740.076995 THE BEST YET! Main iterations: 546 (time per iteration =5251.379146 ms) Total iterations: 26513 (time per iteration =108.145175 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 98393970672.000000 (time per metric unit =29.140536ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 1180727648064.000000 (time per metric unit=2428.377974ps) That took 2867.253014 seconds.