FileBase Mouse17-130129--60--02.01.2013-12.01 ElecNo 5 MinClusters 10 MaxClusters 11 MaxPossibleClusters 100 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 00000000000000000011111100001 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 16777217 UseFloatMasks 0 help 0 help 0 Loaded 81988 data points of dimension 7. Starting from 10 clusters... --- Clustering full data set of 81988 points --- Assigned 10 initial classes randomly. ConsiderDeletion: Deleting Class 8. Lose 93.026072 but Gain 203.657907 ComputeScore: Raw -307838.060366 + Penalty 1629.263257 = -306208.797109Iteration 0F: 9 clusters Score -306208.8 nChanged 71960 ConsiderDeletion: ComputeScore: Raw -418694.048143 + Penalty 1629.263257 = -417064.784885Iteration 1F: 9 clusters Score -417064.8 nChanged 14986 ConsiderDeletion: ComputeScore: Raw -430397.829052 + Penalty 1629.263257 = -428768.565795Iteration 2F: 9 clusters Score -428768.6 nChanged 11060 ConsiderDeletion: ComputeScore: Raw -439868.900478 + Penalty 1629.263257 = -438239.637221Iteration 3F: 9 clusters Score -438239.6 nChanged 9530 ConsiderDeletion: ComputeScore: Raw -448944.349307 + Penalty 1629.263257 = -447315.086050Iteration 4F: 9 clusters Score -447315.1 nChanged 8335 ConsiderDeletion: ComputeScore: Raw -456413.060425 + Penalty 1629.263257 = -454783.797168Iteration 5F: 9 clusters Score -454783.8 nChanged 6872 ConsiderDeletion: ComputeScore: Raw -461806.947133 + Penalty 1629.263257 = -460177.683876Iteration 6F: 9 clusters Score -460177.7 nChanged 5439 ConsiderDeletion: ComputeScore: Raw -465663.005987 + Penalty 1629.263257 = -464033.742730Iteration 7F: 9 clusters Score -464033.7 nChanged 4361 ConsiderDeletion: ComputeScore: Raw -468891.289415 + Penalty 1629.263257 = -467262.026158Iteration 8F: 9 clusters Score -467262 nChanged 3904 ConsiderDeletion: ComputeScore: Raw -471627.368399 + Penalty 1629.263257 = -469998.105142Iteration 9Q: 9 clusters Score -469998.1 nChanged 3559 ConsiderDeletion: ComputeScore: Raw -473983.426221 + Penalty 1629.263257 = -472354.162964Iteration 10Q: 9 clusters Score -472354.2 nChanged 3347 ConsiderDeletion: ComputeScore: Raw -476306.203348 + Penalty 1629.263257 = -474676.940091Iteration 11Q: 9 clusters Score -474676.9 nChanged 3121 ConsiderDeletion: ComputeScore: Raw -478639.224380 + Penalty 1629.263257 = -477009.961123Iteration 12Q: 9 clusters Score -477010 nChanged 2745 ConsiderDeletion: ComputeScore: Raw -480624.927651 + Penalty 1629.263257 = -478995.664394Iteration 13Q: 9 clusters Score -478995.7 nChanged 2315 ConsiderDeletion: ComputeScore: Raw -482765.108415 + Penalty 1629.263257 = -481135.845158Iteration 14Q: 9 clusters Score -481135.8 nChanged 2181 ConsiderDeletion: ComputeScore: Raw -484507.623577 + Penalty 1629.263257 = -482878.360320Iteration 15Q: 9 clusters Score -482878.4 nChanged 2223 ConsiderDeletion: ComputeScore: Raw -485755.505163 + Penalty 1629.263257 = -484126.241906Iteration 16Q: 9 clusters Score -484126.2 nChanged 2128 ConsiderDeletion: ComputeScore: Raw -486900.804368 + Penalty 1629.263257 = -485271.541111Iteration 17Q: 9 clusters Score -485271.5 nChanged 2127 ConsiderDeletion: ComputeScore: Raw -488094.578968 + Penalty 1629.263257 = -486465.315711Iteration 18Q: 9 clusters Score -486465.3 nChanged 2192 ConsiderDeletion: ComputeScore: Raw -489302.268548 + Penalty 1629.263257 = -487673.005291Iteration 19Q: 9 clusters Score -487673 nChanged 2212 ConsiderDeletion: ComputeScore: Raw -491311.645752 + Penalty 1629.263257 = -489682.382495Iteration 20F: 9 clusters Score -489682.4 nChanged 2921 ConsiderDeletion: ComputeScore: Raw -493402.589155 + Penalty 1629.263257 = -491773.325898Iteration 21Q: 9 clusters Score -491773.3 nChanged 2857 ConsiderDeletion: ComputeScore: Raw -495353.716708 + Penalty 1629.263257 = -493724.453451Iteration 22Q: 9 clusters Score -493724.5 nChanged 2795 ConsiderDeletion: ComputeScore: Raw -497184.977255 + Penalty 1629.263257 = -495555.713998Iteration 23Q: 9 clusters Score -495555.7 nChanged 2700 ConsiderDeletion: ComputeScore: Raw -498860.771722 + Penalty 1629.263257 = -497231.508465Iteration 24Q: 9 clusters Score -497231.5 nChanged 2454 ConsiderDeletion: ComputeScore: Raw -500344.418231 + Penalty 1629.263257 = -498715.154974Iteration 25Q: 9 clusters Score -498715.2 nChanged 2135 ConsiderDeletion: ComputeScore: Raw -501553.293968 + Penalty 1629.263257 = -499924.030711Iteration 26Q: 9 clusters Score -499924 nChanged 1889 ConsiderDeletion: ComputeScore: Raw -502608.425390 + Penalty 1629.263257 = -500979.162133Iteration 27Q: 9 clusters Score -500979.2 nChanged 1703 ConsiderDeletion: ComputeScore: Raw -503604.891417 + Penalty 1629.263257 = -501975.628160Iteration 28Q: 9 clusters Score -501975.6 nChanged 1529 ConsiderDeletion: ComputeScore: Raw -504583.443141 + Penalty 1629.263257 = -502954.179884Iteration 29Q: 9 clusters Score -502954.2 nChanged 1480 ConsiderDeletion: ComputeScore: Raw -505725.894157 + Penalty 1629.263257 = -504096.630900Iteration 30Q: 9 clusters Score -504096.6 nChanged 1489 ConsiderDeletion: ComputeScore: Raw -506999.932656 + Penalty 1629.263257 = -505370.669399Iteration 31Q: 9 clusters Score -505370.7 nChanged 1426 ConsiderDeletion: ComputeScore: Raw -508279.947957 + Penalty 1629.263257 = -506650.684700Iteration 32Q: 9 clusters Score -506650.7 nChanged 1224 ConsiderDeletion: ComputeScore: Raw -509215.195626 + Penalty 1629.263257 = -507585.932369Iteration 33Q: 9 clusters Score -507585.9 nChanged 920 ConsiderDeletion: ComputeScore: Raw -509662.075574 + Penalty 1629.263257 = -508032.812317Iteration 34Q: 9 clusters Score -508032.8 nChanged 565 ConsiderDeletion: ComputeScore: Raw -509851.046046 + Penalty 1629.263257 = -508221.782789Iteration 35Q: 9 clusters Score -508221.8 nChanged 364 ConsiderDeletion: ComputeScore: Raw -509937.191540 + Penalty 1629.263257 = -508307.928283Iteration 36Q: 9 clusters Score -508307.9 nChanged 243 ConsiderDeletion: ComputeScore: Raw -509972.047285 + Penalty 1629.263257 = -508342.784028Iteration 37Q: 9 clusters Score -508342.8 nChanged 156 ConsiderDeletion: ComputeScore: Raw -509992.506755 + Penalty 1629.263257 = -508363.243497Iteration 38Q: 9 clusters Score -508363.2 nChanged 100 ComputeScore: Raw -509992.506755 + Penalty 1629.263257 = -508363.243497Trying to split cluster 1 (12179 points) Assigned 2 initial classes randomly. ComputeScore: Raw -95535.134783 + Penalty 169.334432 = -95365.800351 Iteration 0F: 2 clusters Score -95365.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -87602.618824 + Penalty 338.668864 = -87263.949961 Iteration 0F: 3 clusters Score -87263.95 nChanged 5832 ComputeScore: Raw -91294.175180 + Penalty 338.668864 = -90955.506316 Iteration 1F: 3 clusters Score -90955.51 nChanged 662 ComputeScore: Raw -91536.332745 + Penalty 338.668864 = -91197.663881 Iteration 2F: 3 clusters Score -91197.66 nChanged 539 ComputeScore: Raw -91739.474484 + Penalty 338.668864 = -91400.805620 Iteration 3Q: 3 clusters Score -91400.81 nChanged 480 ComputeScore: Raw -91936.317057 + Penalty 338.668864 = -91597.648193 Iteration 4Q: 3 clusters Score -91597.65 nChanged 463 ComputeScore: Raw -92151.030598 + Penalty 338.668864 = -91812.361735 Iteration 5Q: 3 clusters Score -91812.36 nChanged 516 ComputeScore: Raw -92434.752036 + Penalty 338.668864 = -92096.083172 Iteration 6Q: 3 clusters Score -92096.08 nChanged 545 ComputeScore: Raw -92769.176679 + Penalty 338.668864 = -92430.507816 Iteration 7Q: 3 clusters Score -92430.51 nChanged 605 ComputeScore: Raw -93155.021234 + Penalty 338.668864 = -92816.352370 Iteration 8Q: 3 clusters Score -92816.35 nChanged 620 ComputeScore: Raw -93594.829711 + Penalty 338.668864 = -93256.160847 Iteration 9F: 3 clusters Score -93256.16 nChanged 593 ComputeScore: Raw -94028.180981 + Penalty 338.668864 = -93689.512117 Iteration 10Q: 3 clusters Score -93689.51 nChanged 504 ComputeScore: Raw -94371.119226 + Penalty 338.668864 = -94032.450363 Iteration 11Q: 3 clusters Score -94032.45 nChanged 398 ComputeScore: Raw -94638.145348 + Penalty 338.668864 = -94299.476485 Iteration 12Q: 3 clusters Score -94299.48 nChanged 352 ComputeScore: Raw -94895.725167 + Penalty 338.668864 = -94557.056304 Iteration 13Q: 3 clusters Score -94557.06 nChanged 266 ComputeScore: Raw -95204.366094 + Penalty 338.668864 = -94865.697230 Iteration 14Q: 3 clusters Score -94865.7 nChanged 248 ComputeScore: Raw -95496.705778 + Penalty 338.668864 = -95158.036914 Iteration 15Q: 3 clusters Score -95158.04 nChanged 252 ComputeScore: Raw -95662.471358 + Penalty 338.668864 = -95323.802495 Iteration 16Q: 3 clusters Score -95323.8 nChanged 211 ComputeScore: Raw -95768.173202 + Penalty 338.668864 = -95429.504338 Iteration 17Q: 3 clusters Score -95429.5 nChanged 192 ComputeScore: Raw -95866.780057 + Penalty 338.668864 = -95528.111193 Iteration 18Q: 3 clusters Score -95528.11 nChanged 180 ComputeScore: Raw -95956.554486 + Penalty 338.668864 = -95617.885623 Iteration 19Q: 3 clusters Score -95617.89 nChanged 169 ComputeScore: Raw -96041.868479 + Penalty 338.668864 = -95703.199615 Iteration 20F: 3 clusters Score -95703.2 nChanged 171 ComputeScore: Raw -96158.537210 + Penalty 338.668864 = -95819.868346 Iteration 21Q: 3 clusters Score -95819.87 nChanged 194 ComputeScore: Raw -96300.121959 + Penalty 338.668864 = -95961.453095 Iteration 22Q: 3 clusters Score -95961.45 nChanged 203 ComputeScore: Raw -96455.147103 + Penalty 338.668864 = -96116.478239 Iteration 23Q: 3 clusters Score -96116.48 nChanged 198 ComputeScore: Raw -96611.004231 + Penalty 338.668864 = -96272.335367 Iteration 24Q: 3 clusters Score -96272.34 nChanged 221 ComputeScore: Raw -96759.357304 + Penalty 338.668864 = -96420.688440 Iteration 25Q: 3 clusters Score -96420.69 nChanged 191 ComputeScore: Raw -96850.906941 + Penalty 338.668864 = -96512.238077 Iteration 26Q: 3 clusters Score -96512.24 nChanged 154 ComputeScore: Raw -96917.172147 + Penalty 338.668864 = -96578.503283 Iteration 27Q: 3 clusters Score -96578.5 nChanged 134 ComputeScore: Raw -96974.487131 + Penalty 338.668864 = -96635.818267 Iteration 28Q: 3 clusters Score -96635.82 nChanged 136 ComputeScore: Raw -97029.080682 + Penalty 338.668864 = -96690.411818 Iteration 29Q: 3 clusters Score -96690.41 nChanged 136 ComputeScore: Raw -97092.387752 + Penalty 338.668864 = -96753.718888 Iteration 30Q: 3 clusters Score -96753.72 nChanged 130 ComputeScore: Raw -97143.875195 + Penalty 338.668864 = -96805.206331 Iteration 31Q: 3 clusters Score -96805.21 nChanged 105 ComputeScore: Raw -97177.310020 + Penalty 338.668864 = -96838.641156 Iteration 32Q: 3 clusters Score -96838.64 nChanged 88 ComputeScore: Raw -97202.370729 + Penalty 338.668864 = -96863.701865 Iteration 33Q: 3 clusters Score -96863.7 nChanged 89 ComputeScore: Raw -97225.901598 + Penalty 338.668864 = -96887.232734 Iteration 34Q: 3 clusters Score -96887.23 nChanged 70 ComputeScore: Raw -97239.409786 + Penalty 338.668864 = -96900.740923 Iteration 35Q: 3 clusters Score -96900.74 nChanged 50 ComputeScore: Raw -97245.889062 + Penalty 338.668864 = -96907.220199 Iteration 36Q: 3 clusters Score -96907.22 nChanged 47 ComputeScore: Raw -97251.496775 + Penalty 338.668864 = -96912.827911 Iteration 37Q: 3 clusters Score -96912.83 nChanged 41 ComputeScore: Raw -97255.500458 + Penalty 338.668864 = -96916.831594 Iteration 38Q: 3 clusters Score -96916.83 nChanged 33 ComputeScore: Raw -97258.989617 + Penalty 338.668864 = -96920.320753 Iteration 39Q: 3 clusters Score -96920.32 nChanged 25 ComputeScore: Raw -97285.386784 + Penalty 338.668864 = -96946.717920 Iteration 40F: 3 clusters Score -96946.72 nChanged 55 ComputeScore: Raw -97299.263363 + Penalty 338.668864 = -96960.594499 Iteration 41Q: 3 clusters Score -96960.59 nChanged 62 ComputeScore: Raw -97309.820244 + Penalty 338.668864 = -96971.151380 Iteration 42Q: 3 clusters Score -96971.15 nChanged 45 ComputeScore: Raw -97315.034725 + Penalty 338.668864 = -96976.365861 Iteration 43Q: 3 clusters Score -96976.37 nChanged 45 ComputeScore: Raw -97321.267040 + Penalty 338.668864 = -96982.598176 Iteration 44Q: 3 clusters Score -96982.6 nChanged 43 ComputeScore: Raw -97326.846691 + Penalty 338.668864 = -96988.177827 Iteration 45Q: 3 clusters Score -96988.18 nChanged 45 ComputeScore: Raw -97333.235597 + Penalty 338.668864 = -96994.566733 Iteration 46Q: 3 clusters Score -96994.57 nChanged 47 ComputeScore: Raw -97340.254186 + Penalty 338.668864 = -97001.585323 Iteration 47Q: 3 clusters Score -97001.59 nChanged 58 ComputeScore: Raw -97349.553045 + Penalty 338.668864 = -97010.884181 Iteration 48Q: 3 clusters Score -97010.88 nChanged 57 ComputeScore: Raw -97357.462613 + Penalty 338.668864 = -97018.793750 Iteration 49Q: 3 clusters Score -97018.79 nChanged 49 ComputeScore: Raw -97364.756677 + Penalty 338.668864 = -97026.087813 Iteration 50Q: 3 clusters Score -97026.09 nChanged 55 ComputeScore: Raw -97372.857209 + Penalty 338.668864 = -97034.188345 Iteration 51Q: 3 clusters Score -97034.19 nChanged 38 ComputeScore: Raw -97377.924044 + Penalty 338.668864 = -97039.255180 Iteration 52Q: 3 clusters Score -97039.26 nChanged 38 ComputeScore: Raw -97381.876590 + Penalty 338.668864 = -97043.207726 Iteration 53Q: 3 clusters Score -97043.21 nChanged 30 ComputeScore: Raw -97384.578807 + Penalty 338.668864 = -97045.909943 Iteration 54Q: 3 clusters Score -97045.91 nChanged 38 ComputeScore: Raw -97388.713505 + Penalty 338.668864 = -97050.044641 Iteration 55Q: 3 clusters Score -97050.04 nChanged 42 ComputeScore: Raw -97393.502944 + Penalty 338.668864 = -97054.834080 Iteration 56Q: 3 clusters Score -97054.83 nChanged 45 ComputeScore: Raw -97398.265777 + Penalty 338.668864 = -97059.596913 Iteration 57Q: 3 clusters Score -97059.6 nChanged 33 ComputeScore: Raw -97401.549731 + Penalty 338.668864 = -97062.880867 Iteration 58Q: 3 clusters Score -97062.88 nChanged 38 ComputeScore: Raw -97406.217617 + Penalty 338.668864 = -97067.548753 Iteration 59Q: 3 clusters Score -97067.55 nChanged 44 ComputeScore: Raw -97410.840134 + Penalty 338.668864 = -97072.171270 Iteration 60F: 3 clusters Score -97072.17 nChanged 41 ComputeScore: Raw -97414.608173 + Penalty 338.668864 = -97075.939310 Iteration 61Q: 3 clusters Score -97075.94 nChanged 35 ComputeScore: Raw -97417.587258 + Penalty 338.668864 = -97078.918394 Iteration 62Q: 3 clusters Score -97078.92 nChanged 28 ComputeScore: Raw -97419.645257 + Penalty 338.668864 = -97080.976394 Iteration 63Q: 3 clusters Score -97080.98 nChanged 30 ComputeScore: Raw -97421.922833 + Penalty 338.668864 = -97083.253969 Iteration 64Q: 3 clusters Score -97083.25 nChanged 32 ComputeScore: Raw -97423.833027 + Penalty 338.668864 = -97085.164163 Iteration 65Q: 3 clusters Score -97085.16 nChanged 21 ComputeScore: Raw -97425.115023 + Penalty 338.668864 = -97086.446159 Iteration 66Q: 3 clusters Score -97086.45 nChanged 20 ComputeScore: Raw -97426.135044 + Penalty 338.668864 = -97087.466180 Iteration 67Q: 3 clusters Score -97087.47 nChanged 12 ComputeScore: Raw -97426.551632 + Penalty 338.668864 = -97087.882768 Iteration 68Q: 3 clusters Score -97087.88 nChanged 10 ComputeScore: Raw -97426.793850 + Penalty 338.668864 = -97088.124986 Iteration 69Q: 3 clusters Score -97088.12 nChanged 5 ComputeScore: Raw -97426.863874 + Penalty 338.668864 = -97088.195010 Iteration 70Q: 3 clusters Score -97088.2 nChanged 1 ComputeScore: Raw -97426.872329 + Penalty 338.668864 = -97088.203465 Iteration 71Q: 3 clusters Score -97088.2 nChanged 1 ComputeScore: Raw -97426.917769 + Penalty 338.668864 = -97088.248905 Iteration 72Q: 3 clusters Score -97088.25 nChanged 2 ComputeScore: Raw -97426.964257 + Penalty 338.668864 = -97088.295394 Iteration 73Q: 3 clusters Score -97088.3 nChanged 2 ComputeScore: Raw -97427.044642 + Penalty 338.668864 = -97088.375778 Iteration 74Q: 3 clusters Score -97088.38 nChanged 2 ComputeScore: Raw -97427.097501 + Penalty 338.668864 = -97088.428638 Iteration 75Q: 3 clusters Score -97088.43 nChanged 3 ComputeScore: Raw -97427.119404 + Penalty 338.668864 = -97088.450541 Iteration 76Q: 3 clusters Score -97088.45 nChanged 1 ComputeScore: Raw -97427.152506 + Penalty 338.668864 = -97088.483643 Iteration 77Q: 3 clusters Score -97088.48 nChanged 2 ComputeScore: Raw -97427.167024 + Penalty 338.668864 = -97088.498161 Iteration 78Q: 3 clusters Score -97088.5 nChanged 1 ComputeScore: Raw -97427.175476 + Penalty 338.668864 = -97088.506612 Iteration 79Q: 3 clusters Score -97088.51 nChanged 1 ComputeScore: Raw -97427.185067 + Penalty 338.668864 = -97088.516204 Iteration 80F: 3 clusters Score -97088.52 nChanged 1 ComputeScore: Raw -97427.189512 + Penalty 338.668864 = -97088.520648 Iteration 81Q: 3 clusters Score -97088.52 nChanged 1 ComputeScore: Raw -97427.200121 + Penalty 338.668864 = -97088.531257 Iteration 82Q: 3 clusters Score -97088.53 nChanged 1 ComputeScore: Raw -97427.199906 + Penalty 338.668864 = -97088.531042 Iteration 83Q: 3 clusters Score -97088.53 nChanged 0 ComputeScore: Raw -97427.199906 + Penalty 338.668864 = -97088.531042 Iteration 84F: 3 clusters Score -97088.53 nChanged 0 ComputeScore: Raw -511892.376931 + Penalty 1832.921164 = -510059.455767Splitting cluster 1 changes total score from -508363.243497 to -510059.455767 So it's getting split into cluster 8. Trying to split cluster 2 (12691 points) Assigned 2 initial classes randomly. ComputeScore: Raw -100753.040493 + Penalty 170.075670 = -100582.964822 Iteration 0F: 2 clusters Score -100583 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -92344.666599 + Penalty 340.151341 = -92004.515258 Iteration 0F: 3 clusters Score -92004.52 nChanged 6115 ComputeScore: Raw -96037.814619 + Penalty 340.151341 = -95697.663278 Iteration 1F: 3 clusters Score -95697.66 nChanged 761 ComputeScore: Raw -96373.696042 + Penalty 340.151341 = -96033.544701 Iteration 2F: 3 clusters Score -96033.54 nChanged 769 ComputeScore: Raw -96774.937918 + Penalty 340.151341 = -96434.786577 Iteration 3F: 3 clusters Score -96434.79 nChanged 760 ComputeScore: Raw -97239.612252 + Penalty 340.151341 = -96899.460911 Iteration 4F: 3 clusters Score -96899.46 nChanged 755 ComputeScore: Raw -97840.002456 + Penalty 340.151341 = -97499.851115 Iteration 5F: 3 clusters Score -97499.85 nChanged 721 ComputeScore: Raw -98476.055724 + Penalty 340.151341 = -98135.904383 Iteration 6F: 3 clusters Score -98135.9 nChanged 612 ComputeScore: Raw -99055.362719 + Penalty 340.151341 = -98715.211378 Iteration 7Q: 3 clusters Score -98715.21 nChanged 447 ComputeScore: Raw -99470.860282 + Penalty 340.151341 = -99130.708941 Iteration 8Q: 3 clusters Score -99130.71 nChanged 348 ComputeScore: Raw -99779.607530 + Penalty 340.151341 = -99439.456189 Iteration 9Q: 3 clusters Score -99439.46 nChanged 279 ComputeScore: Raw -99987.878188 + Penalty 340.151341 = -99647.726847 Iteration 10Q: 3 clusters Score -99647.73 nChanged 225 ComputeScore: Raw -100133.912879 + Penalty 340.151341 = -99793.761538 Iteration 11Q: 3 clusters Score -99793.76 nChanged 203 ComputeScore: Raw -100274.549268 + Penalty 340.151341 = -99934.397927 Iteration 12Q: 3 clusters Score -99934.4 nChanged 173 ComputeScore: Raw -100383.868622 + Penalty 340.151341 = -100043.717281 Iteration 13Q: 3 clusters Score -100043.7 nChanged 132 ComputeScore: Raw -100460.016794 + Penalty 340.151341 = -100119.865453 Iteration 14Q: 3 clusters Score -100119.9 nChanged 108 ComputeScore: Raw -100522.365914 + Penalty 340.151341 = -100182.214573 Iteration 15Q: 3 clusters Score -100182.2 nChanged 94 ComputeScore: Raw -100591.009600 + Penalty 340.151341 = -100250.858259 Iteration 16Q: 3 clusters Score -100250.9 nChanged 79 ComputeScore: Raw -100641.054445 + Penalty 340.151341 = -100300.903104 Iteration 17Q: 3 clusters Score -100300.9 nChanged 59 ComputeScore: Raw -100672.914555 + Penalty 340.151341 = -100332.763214 Iteration 18Q: 3 clusters Score -100332.8 nChanged 52 ComputeScore: Raw -100703.687377 + Penalty 340.151341 = -100363.536036 Iteration 19Q: 3 clusters Score -100363.5 nChanged 42 ComputeScore: Raw -100733.891679 + Penalty 340.151341 = -100393.740338 Iteration 20F: 3 clusters Score -100393.7 nChanged 31 ComputeScore: Raw -100758.907944 + Penalty 340.151341 = -100418.756603 Iteration 21Q: 3 clusters Score -100418.8 nChanged 26 ComputeScore: Raw -100778.899570 + Penalty 340.151341 = -100438.748229 Iteration 22Q: 3 clusters Score -100438.7 nChanged 27 ComputeScore: Raw -100791.327004 + Penalty 340.151341 = -100451.175663 Iteration 23Q: 3 clusters Score -100451.2 nChanged 19 ComputeScore: Raw -100800.513493 + Penalty 340.151341 = -100460.362152 Iteration 24Q: 3 clusters Score -100460.4 nChanged 16 ComputeScore: Raw -100806.740308 + Penalty 340.151341 = -100466.588967 Iteration 25Q: 3 clusters Score -100466.6 nChanged 11 ComputeScore: Raw -100812.074811 + Penalty 340.151341 = -100471.923470 Iteration 26Q: 3 clusters Score -100471.9 nChanged 15 ComputeScore: Raw -100817.758656 + Penalty 340.151341 = -100477.607315 Iteration 27Q: 3 clusters Score -100477.6 nChanged 19 ComputeScore: Raw -100826.819649 + Penalty 340.151341 = -100486.668308 Iteration 28Q: 3 clusters Score -100486.7 nChanged 24 ComputeScore: Raw -100841.885979 + Penalty 340.151341 = -100501.734638 Iteration 29Q: 3 clusters Score -100501.7 nChanged 28 ComputeScore: Raw -100855.949054 + Penalty 340.151341 = -100515.797713 Iteration 30Q: 3 clusters Score -100515.8 nChanged 26 ComputeScore: Raw -100865.227672 + Penalty 340.151341 = -100525.076331 Iteration 31Q: 3 clusters Score -100525.1 nChanged 15 ComputeScore: Raw -100869.079101 + Penalty 340.151341 = -100528.927760 Iteration 32Q: 3 clusters Score -100528.9 nChanged 13 ComputeScore: Raw -100871.985331 + Penalty 340.151341 = -100531.833990 Iteration 33Q: 3 clusters Score -100531.8 nChanged 9 ComputeScore: Raw -100874.576720 + Penalty 340.151341 = -100534.425379 Iteration 34Q: 3 clusters Score -100534.4 nChanged 12 ComputeScore: Raw -100877.203104 + Penalty 340.151341 = -100537.051763 Iteration 35Q: 3 clusters Score -100537.1 nChanged 19 ComputeScore: Raw -100882.707676 + Penalty 340.151341 = -100542.556335 Iteration 36Q: 3 clusters Score -100542.6 nChanged 19 ComputeScore: Raw -100886.925323 + Penalty 340.151341 = -100546.773982 Iteration 37Q: 3 clusters Score -100546.8 nChanged 11 ComputeScore: Raw -100888.856927 + Penalty 340.151341 = -100548.705586 Iteration 38Q: 3 clusters Score -100548.7 nChanged 10 ComputeScore: Raw -100891.198895 + Penalty 340.151341 = -100551.047554 Iteration 39Q: 3 clusters Score -100551 nChanged 4 ComputeScore: Raw -100897.364302 + Penalty 340.151341 = -100557.212961 Iteration 40F: 3 clusters Score -100557.2 nChanged 14 ComputeScore: Raw -100903.819567 + Penalty 340.151341 = -100563.668226 Iteration 41Q: 3 clusters Score -100563.7 nChanged 13 ComputeScore: Raw -100906.738392 + Penalty 340.151341 = -100566.587051 Iteration 42Q: 3 clusters Score -100566.6 nChanged 8 ComputeScore: Raw -100908.642004 + Penalty 340.151341 = -100568.490663 Iteration 43Q: 3 clusters Score -100568.5 nChanged 12 ComputeScore: Raw -100911.579447 + Penalty 340.151341 = -100571.428106 Iteration 44Q: 3 clusters Score -100571.4 nChanged 13 ComputeScore: Raw -100914.599300 + Penalty 340.151341 = -100574.447959 Iteration 45Q: 3 clusters Score -100574.4 nChanged 8 ComputeScore: Raw -100916.041551 + Penalty 340.151341 = -100575.890210 Iteration 46Q: 3 clusters Score -100575.9 nChanged 8 ComputeScore: Raw -100917.219405 + Penalty 340.151341 = -100577.068064 Iteration 47Q: 3 clusters Score -100577.1 nChanged 12 ComputeScore: Raw -100919.336398 + Penalty 340.151341 = -100579.185057 Iteration 48Q: 3 clusters Score -100579.2 nChanged 7 ComputeScore: Raw -100921.097061 + Penalty 340.151341 = -100580.945720 Iteration 49Q: 3 clusters Score -100580.9 nChanged 8 ComputeScore: Raw -100922.625304 + Penalty 340.151341 = -100582.473963 Iteration 50Q: 3 clusters Score -100582.5 nChanged 8 ComputeScore: Raw -100924.217713 + Penalty 340.151341 = -100584.066372 Iteration 51Q: 3 clusters Score -100584.1 nChanged 7 ComputeScore: Raw -100925.363588 + Penalty 340.151341 = -100585.212247 Iteration 52Q: 3 clusters Score -100585.2 nChanged 2 ComputeScore: Raw -100925.511320 + Penalty 340.151341 = -100585.359979 Iteration 53Q: 3 clusters Score -100585.4 nChanged 2 ComputeScore: Raw -100925.697662 + Penalty 340.151341 = -100585.546321 Iteration 54Q: 3 clusters Score -100585.5 nChanged 3 ComputeScore: Raw -100925.848205 + Penalty 340.151341 = -100585.696864 Iteration 55Q: 3 clusters Score -100585.7 nChanged 1 ComputeScore: Raw -100925.957939 + Penalty 340.151341 = -100585.806598 Iteration 56Q: 3 clusters Score -100585.8 nChanged 1 ComputeScore: Raw -100926.006605 + Penalty 340.151341 = -100585.855264 Iteration 57Q: 3 clusters Score -100585.9 nChanged 1 ComputeScore: Raw -100926.236721 + Penalty 340.151341 = -100586.085380 Iteration 58Q: 3 clusters Score -100586.1 nChanged 1 ComputeScore: Raw -100926.359463 + Penalty 340.151341 = -100586.208122 Iteration 59Q: 3 clusters Score -100586.2 nChanged 0 ComputeScore: Raw -100926.359463 + Penalty 340.151341 = -100586.208122 Iteration 60F: 3 clusters Score -100586.2 nChanged 0 ComputeScore: Raw -512065.695901 + Penalty 2036.579071 = -510029.116830Splitting cluster 2 changes total score from -508363.243497 to -510029.116830 So it's getting split into cluster 10. Trying to split cluster 3 (106 points) Assigned 2 initial classes randomly. ComputeScore: Raw -863.425528 + Penalty 83.941904 = -779.483624 Iteration 0F: 2 clusters Score -779.4836 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -837.526823 + Penalty 167.883807 = -669.643015 Iteration 0F: 3 clusters Score -669.643 nChanged 27 ComputeScore: Raw -869.766074 + Penalty 167.883807 = -701.882266 Iteration 1F: 3 clusters Score -701.8823 nChanged 6 ComputeScore: Raw -876.516551 + Penalty 167.883807 = -708.632744 Iteration 2F: 3 clusters Score -708.6327 nChanged 1 ComputeScore: Raw -878.405044 + Penalty 167.883807 = -710.521237 Iteration 3Q: 3 clusters Score -710.5212 nChanged 2 ComputeScore: Raw -879.345640 + Penalty 167.883807 = -711.461832 Iteration 4Q: 3 clusters Score -711.4618 nChanged 0 ComputeScore: Raw -879.345640 + Penalty 167.883807 = -711.461832 Iteration 5F: 3 clusters Score -711.4618 nChanged 0 Trying to split cluster 4 (636 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5740.039295 + Penalty 116.193574 = -5623.845721 Iteration 0F: 2 clusters Score -5623.846 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5413.631323 + Penalty 232.387148 = -5181.244175 Iteration 0F: 3 clusters Score -5181.244 nChanged 255 ComputeScore: Raw -5585.087130 + Penalty 232.387148 = -5352.699981 Iteration 1F: 3 clusters Score -5352.7 nChanged 51 ComputeScore: Raw -5624.225954 + Penalty 232.387148 = -5391.838806 Iteration 2F: 3 clusters Score -5391.839 nChanged 29 ComputeScore: Raw -5642.653710 + Penalty 232.387148 = -5410.266562 Iteration 3Q: 3 clusters Score -5410.267 nChanged 19 ComputeScore: Raw -5650.461482 + Penalty 232.387148 = -5418.074334 Iteration 4Q: 3 clusters Score -5418.074 nChanged 9 ComputeScore: Raw -5653.683435 + Penalty 232.387148 = -5421.296286 Iteration 5Q: 3 clusters Score -5421.296 nChanged 7 ComputeScore: Raw -5656.910152 + Penalty 232.387148 = -5424.523003 Iteration 6Q: 3 clusters Score -5424.523 nChanged 9 ComputeScore: Raw -5660.805185 + Penalty 232.387148 = -5428.418036 Iteration 7Q: 3 clusters Score -5428.418 nChanged 11 ComputeScore: Raw -5666.773375 + Penalty 232.387148 = -5434.386226 Iteration 8Q: 3 clusters Score -5434.386 nChanged 8 ComputeScore: Raw -5670.489430 + Penalty 232.387148 = -5438.102282 Iteration 9Q: 3 clusters Score -5438.102 nChanged 11 ComputeScore: Raw -5674.368288 + Penalty 232.387148 = -5441.981140 Iteration 10Q: 3 clusters Score -5441.981 nChanged 10 ComputeScore: Raw -5677.328694 + Penalty 232.387148 = -5444.941545 Iteration 11Q: 3 clusters Score -5444.942 nChanged 2 ComputeScore: Raw -5677.551793 + Penalty 232.387148 = -5445.164644 Iteration 12Q: 3 clusters Score -5445.165 nChanged 1 ComputeScore: Raw -5677.630195 + Penalty 232.387148 = -5445.243047 Iteration 13Q: 3 clusters Score -5445.243 nChanged 2 ComputeScore: Raw -5677.735764 + Penalty 232.387148 = -5445.348616 Iteration 14Q: 3 clusters Score -5445.349 nChanged 0 ComputeScore: Raw -5677.735764 + Penalty 232.387148 = -5445.348616 Iteration 15F: 3 clusters Score -5445.349 nChanged 0 Trying to split cluster 5 (15972 points) Assigned 2 initial classes randomly. ComputeScore: Raw -130079.458970 + Penalty 174.214664 = -129905.244305 Iteration 0F: 2 clusters Score -129905.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -119585.019620 + Penalty 348.429329 = -119236.590291 Iteration 0F: 3 clusters Score -119236.6 nChanged 7699 ComputeScore: Raw -124585.276490 + Penalty 348.429329 = -124236.847161 Iteration 1F: 3 clusters Score -124236.8 nChanged 1071 ComputeScore: Raw -125247.663884 + Penalty 348.429329 = -124899.234555 Iteration 2F: 3 clusters Score -124899.2 nChanged 1106 ComputeScore: Raw -126103.742895 + Penalty 348.429329 = -125755.313566 Iteration 3F: 3 clusters Score -125755.3 nChanged 1007 ComputeScore: Raw -126833.357459 + Penalty 348.429329 = -126484.928131 Iteration 4F: 3 clusters Score -126484.9 nChanged 825 ComputeScore: Raw -127257.087431 + Penalty 348.429329 = -126908.658102 Iteration 5F: 3 clusters Score -126908.7 nChanged 494 ComputeScore: Raw -127385.914723 + Penalty 348.429329 = -127037.485395 Iteration 6Q: 3 clusters Score -127037.5 nChanged 274 ComputeScore: Raw -127429.405852 + Penalty 348.429329 = -127080.976523 Iteration 7Q: 3 clusters Score -127081 nChanged 180 ComputeScore: Raw -127462.143539 + Penalty 348.429329 = -127113.714210 Iteration 8Q: 3 clusters Score -127113.7 nChanged 166 ComputeScore: Raw -127494.695338 + Penalty 348.429329 = -127146.266009 Iteration 9Q: 3 clusters Score -127146.3 nChanged 165 ComputeScore: Raw -127528.323287 + Penalty 348.429329 = -127179.893959 Iteration 10Q: 3 clusters Score -127179.9 nChanged 177 ComputeScore: Raw -127563.304982 + Penalty 348.429329 = -127214.875653 Iteration 11Q: 3 clusters Score -127214.9 nChanged 169 ComputeScore: Raw -127594.292498 + Penalty 348.429329 = -127245.863169 Iteration 12Q: 3 clusters Score -127245.9 nChanged 158 ComputeScore: Raw -127624.487504 + Penalty 348.429329 = -127276.058175 Iteration 13Q: 3 clusters Score -127276.1 nChanged 162 ComputeScore: Raw -127659.824065 + Penalty 348.429329 = -127311.394736 Iteration 14Q: 3 clusters Score -127311.4 nChanged 161 ComputeScore: Raw -127695.474765 + Penalty 348.429329 = -127347.045436 Iteration 15Q: 3 clusters Score -127347 nChanged 174 ComputeScore: Raw -127730.504497 + Penalty 348.429329 = -127382.075168 Iteration 16Q: 3 clusters Score -127382.1 nChanged 168 ComputeScore: Raw -127768.742133 + Penalty 348.429329 = -127420.312804 Iteration 17Q: 3 clusters Score -127420.3 nChanged 194 ComputeScore: Raw -127822.522197 + Penalty 348.429329 = -127474.092868 Iteration 18Q: 3 clusters Score -127474.1 nChanged 208 ComputeScore: Raw -127882.606238 + Penalty 348.429329 = -127534.176910 Iteration 19Q: 3 clusters Score -127534.2 nChanged 217 ComputeScore: Raw -127946.136789 + Penalty 348.429329 = -127597.707460 Iteration 20F: 3 clusters Score -127597.7 nChanged 240 ComputeScore: Raw -128026.248192 + Penalty 348.429329 = -127677.818863 Iteration 21Q: 3 clusters Score -127677.8 nChanged 249 ComputeScore: Raw -128117.901491 + Penalty 348.429329 = -127769.472163 Iteration 22Q: 3 clusters Score -127769.5 nChanged 258 ComputeScore: Raw -128224.967235 + Penalty 348.429329 = -127876.537906 Iteration 23Q: 3 clusters Score -127876.5 nChanged 278 ComputeScore: Raw -128341.364348 + Penalty 348.429329 = -127992.935019 Iteration 24Q: 3 clusters Score -127992.9 nChanged 265 ComputeScore: Raw -128451.693066 + Penalty 348.429329 = -128103.263737 Iteration 25Q: 3 clusters Score -128103.3 nChanged 257 ComputeScore: Raw -128568.453819 + Penalty 348.429329 = -128220.024490 Iteration 26Q: 3 clusters Score -128220 nChanged 273 ComputeScore: Raw -128696.729477 + Penalty 348.429329 = -128348.300148 Iteration 27Q: 3 clusters Score -128348.3 nChanged 253 ComputeScore: Raw -128810.345582 + Penalty 348.429329 = -128461.916253 Iteration 28Q: 3 clusters Score -128461.9 nChanged 247 ComputeScore: Raw -128912.100645 + Penalty 348.429329 = -128563.671316 Iteration 29Q: 3 clusters Score -128563.7 nChanged 214 ComputeScore: Raw -128989.000444 + Penalty 348.429329 = -128640.571115 Iteration 30Q: 3 clusters Score -128640.6 nChanged 165 ComputeScore: Raw -129036.791155 + Penalty 348.429329 = -128688.361827 Iteration 31Q: 3 clusters Score -128688.4 nChanged 143 ComputeScore: Raw -129069.498508 + Penalty 348.429329 = -128721.069179 Iteration 32Q: 3 clusters Score -128721.1 nChanged 114 ComputeScore: Raw -129089.013997 + Penalty 348.429329 = -128740.584668 Iteration 33Q: 3 clusters Score -128740.6 nChanged 95 ComputeScore: Raw -129106.324919 + Penalty 348.429329 = -128757.895590 Iteration 34Q: 3 clusters Score -128757.9 nChanged 101 ComputeScore: Raw -129124.647106 + Penalty 348.429329 = -128776.217778 Iteration 35Q: 3 clusters Score -128776.2 nChanged 94 ComputeScore: Raw -129139.827703 + Penalty 348.429329 = -128791.398374 Iteration 36Q: 3 clusters Score -128791.4 nChanged 68 ComputeScore: Raw -129149.665681 + Penalty 348.429329 = -128801.236352 Iteration 37Q: 3 clusters Score -128801.2 nChanged 82 ComputeScore: Raw -129159.637520 + Penalty 348.429329 = -128811.208192 Iteration 38Q: 3 clusters Score -128811.2 nChanged 68 ComputeScore: Raw -129170.002416 + Penalty 348.429329 = -128821.573088 Iteration 39Q: 3 clusters Score -128821.6 nChanged 70 ComputeScore: Raw -129181.456787 + Penalty 348.429329 = -128833.027458 Iteration 40F: 3 clusters Score -128833 nChanged 74 ComputeScore: Raw -129191.570628 + Penalty 348.429329 = -128843.141299 Iteration 41Q: 3 clusters Score -128843.1 nChanged 67 ComputeScore: Raw -129203.096676 + Penalty 348.429329 = -128854.667347 Iteration 42Q: 3 clusters Score -128854.7 nChanged 80 ComputeScore: Raw -129219.168903 + Penalty 348.429329 = -128870.739575 Iteration 43Q: 3 clusters Score -128870.7 nChanged 90 ComputeScore: Raw -129237.639853 + Penalty 348.429329 = -128889.210524 Iteration 44Q: 3 clusters Score -128889.2 nChanged 95 ComputeScore: Raw -129255.287673 + Penalty 348.429329 = -128906.858345 Iteration 45Q: 3 clusters Score -128906.9 nChanged 94 ComputeScore: Raw -129275.065087 + Penalty 348.429329 = -128926.635758 Iteration 46Q: 3 clusters Score -128926.6 nChanged 98 ComputeScore: Raw -129298.411180 + Penalty 348.429329 = -128949.981852 Iteration 47Q: 3 clusters Score -128950 nChanged 99 ComputeScore: Raw -129319.274383 + Penalty 348.429329 = -128970.845054 Iteration 48Q: 3 clusters Score -128970.8 nChanged 93 ComputeScore: Raw -129338.295374 + Penalty 348.429329 = -128989.866046 Iteration 49Q: 3 clusters Score -128989.9 nChanged 99 ComputeScore: Raw -129363.414307 + Penalty 348.429329 = -129014.984978 Iteration 50Q: 3 clusters Score -129015 nChanged 97 ComputeScore: Raw -129384.402727 + Penalty 348.429329 = -129035.973398 Iteration 51Q: 3 clusters Score -129036 nChanged 90 ComputeScore: Raw -129403.326979 + Penalty 348.429329 = -129054.897651 Iteration 52Q: 3 clusters Score -129054.9 nChanged 104 ComputeScore: Raw -129424.991412 + Penalty 348.429329 = -129076.562083 Iteration 53Q: 3 clusters Score -129076.6 nChanged 103 ComputeScore: Raw -129446.323530 + Penalty 348.429329 = -129097.894201 Iteration 54Q: 3 clusters Score -129097.9 nChanged 97 ComputeScore: Raw -129464.792324 + Penalty 348.429329 = -129116.362995 Iteration 55Q: 3 clusters Score -129116.4 nChanged 100 ComputeScore: Raw -129484.472089 + Penalty 348.429329 = -129136.042760 Iteration 56Q: 3 clusters Score -129136 nChanged 106 ComputeScore: Raw -129504.869968 + Penalty 348.429329 = -129156.440639 Iteration 57Q: 3 clusters Score -129156.4 nChanged 92 ComputeScore: Raw -129521.820193 + Penalty 348.429329 = -129173.390864 Iteration 58Q: 3 clusters Score -129173.4 nChanged 72 ComputeScore: Raw -129533.974065 + Penalty 348.429329 = -129185.544736 Iteration 59Q: 3 clusters Score -129185.5 nChanged 78 ComputeScore: Raw -129547.996742 + Penalty 348.429329 = -129199.567414 Iteration 60F: 3 clusters Score -129199.6 nChanged 83 ComputeScore: Raw -129564.400634 + Penalty 348.429329 = -129215.971305 Iteration 61Q: 3 clusters Score -129216 nChanged 78 ComputeScore: Raw -129579.074232 + Penalty 348.429329 = -129230.644903 Iteration 62Q: 3 clusters Score -129230.6 nChanged 77 ComputeScore: Raw -129595.668055 + Penalty 348.429329 = -129247.238726 Iteration 63Q: 3 clusters Score -129247.2 nChanged 72 ComputeScore: Raw -129611.157181 + Penalty 348.429329 = -129262.727853 Iteration 64Q: 3 clusters Score -129262.7 nChanged 74 ComputeScore: Raw -129630.099074 + Penalty 348.429329 = -129281.669745 Iteration 65Q: 3 clusters Score -129281.7 nChanged 87 ComputeScore: Raw -129655.296135 + Penalty 348.429329 = -129306.866806 Iteration 66Q: 3 clusters Score -129306.9 nChanged 85 ComputeScore: Raw -129681.901450 + Penalty 348.429329 = -129333.472121 Iteration 67Q: 3 clusters Score -129333.5 nChanged 91 ComputeScore: Raw -129708.835045 + Penalty 348.429329 = -129360.405717 Iteration 68Q: 3 clusters Score -129360.4 nChanged 77 ComputeScore: Raw -129730.694254 + Penalty 348.429329 = -129382.264925 Iteration 69Q: 3 clusters Score -129382.3 nChanged 68 ComputeScore: Raw -129750.071183 + Penalty 348.429329 = -129401.641854 Iteration 70Q: 3 clusters Score -129401.6 nChanged 67 ComputeScore: Raw -129764.639052 + Penalty 348.429329 = -129416.209723 Iteration 71Q: 3 clusters Score -129416.2 nChanged 62 ComputeScore: Raw -129779.733447 + Penalty 348.429329 = -129431.304118 Iteration 72Q: 3 clusters Score -129431.3 nChanged 63 ComputeScore: Raw -129797.872386 + Penalty 348.429329 = -129449.443057 Iteration 73Q: 3 clusters Score -129449.4 nChanged 77 ComputeScore: Raw -129818.922859 + Penalty 348.429329 = -129470.493530 Iteration 74Q: 3 clusters Score -129470.5 nChanged 74 ComputeScore: Raw -129838.646632 + Penalty 348.429329 = -129490.217303 Iteration 75Q: 3 clusters Score -129490.2 nChanged 73 ComputeScore: Raw -129858.159268 + Penalty 348.429329 = -129509.729940 Iteration 76Q: 3 clusters Score -129509.7 nChanged 65 ComputeScore: Raw -129875.493012 + Penalty 348.429329 = -129527.063683 Iteration 77Q: 3 clusters Score -129527.1 nChanged 62 ComputeScore: Raw -129890.749003 + Penalty 348.429329 = -129542.319674 Iteration 78Q: 3 clusters Score -129542.3 nChanged 55 ComputeScore: Raw -129904.900279 + Penalty 348.429329 = -129556.470950 Iteration 79Q: 3 clusters Score -129556.5 nChanged 58 ComputeScore: Raw -129920.209122 + Penalty 348.429329 = -129571.779793 Iteration 80F: 3 clusters Score -129571.8 nChanged 55 ComputeScore: Raw -129938.634540 + Penalty 348.429329 = -129590.205211 Iteration 81Q: 3 clusters Score -129590.2 nChanged 67 ComputeScore: Raw -129967.440049 + Penalty 348.429329 = -129619.010720 Iteration 82Q: 3 clusters Score -129619 nChanged 55 ComputeScore: Raw -129989.502320 + Penalty 348.429329 = -129641.072991 Iteration 83Q: 3 clusters Score -129641.1 nChanged 55 ComputeScore: Raw -130013.102956 + Penalty 348.429329 = -129664.673627 Iteration 84Q: 3 clusters Score -129664.7 nChanged 45 ComputeScore: Raw -130027.259171 + Penalty 348.429329 = -129678.829842 Iteration 85Q: 3 clusters Score -129678.8 nChanged 34 ComputeScore: Raw -130038.108208 + Penalty 348.429329 = -129689.678879 Iteration 86Q: 3 clusters Score -129689.7 nChanged 41 ComputeScore: Raw -130052.336276 + Penalty 348.429329 = -129703.906947 Iteration 87Q: 3 clusters Score -129703.9 nChanged 43 ComputeScore: Raw -130068.430781 + Penalty 348.429329 = -129720.001452 Iteration 88Q: 3 clusters Score -129720 nChanged 43 ComputeScore: Raw -130083.806652 + Penalty 348.429329 = -129735.377323 Iteration 89Q: 3 clusters Score -129735.4 nChanged 39 ComputeScore: Raw -130095.848746 + Penalty 348.429329 = -129747.419417 Iteration 90Q: 3 clusters Score -129747.4 nChanged 28 ComputeScore: Raw -130103.370866 + Penalty 348.429329 = -129754.941537 Iteration 91Q: 3 clusters Score -129754.9 nChanged 28 ComputeScore: Raw -130111.822946 + Penalty 348.429329 = -129763.393617 Iteration 92Q: 3 clusters Score -129763.4 nChanged 27 ComputeScore: Raw -130120.909990 + Penalty 348.429329 = -129772.480661 Iteration 93Q: 3 clusters Score -129772.5 nChanged 25 ComputeScore: Raw -130129.897962 + Penalty 348.429329 = -129781.468633 Iteration 94Q: 3 clusters Score -129781.5 nChanged 22 ComputeScore: Raw -130142.222634 + Penalty 348.429329 = -129793.793305 Iteration 95Q: 3 clusters Score -129793.8 nChanged 17 ComputeScore: Raw -130155.996354 + Penalty 348.429329 = -129807.567025 Iteration 96Q: 3 clusters Score -129807.6 nChanged 16 ComputeScore: Raw -130168.713393 + Penalty 348.429329 = -129820.284064 Iteration 97Q: 3 clusters Score -129820.3 nChanged 22 ComputeScore: Raw -130197.061202 + Penalty 348.429329 = -129848.631874 Iteration 98Q: 3 clusters Score -129848.6 nChanged 18 ComputeScore: Raw -130216.110245 + Penalty 348.429329 = -129867.680916 Iteration 99Q: 3 clusters Score -129867.7 nChanged 13 ComputeScore: Raw -130220.865842 + Penalty 348.429329 = -129872.436513 Iteration 100F: 3 clusters Score -129872.4 nChanged 9 ComputeScore: Raw -130222.887975 + Penalty 348.429329 = -129874.458646 Iteration 101Q: 3 clusters Score -129874.5 nChanged 9 ComputeScore: Raw -130223.841444 + Penalty 348.429329 = -129875.412115 Iteration 102Q: 3 clusters Score -129875.4 nChanged 0 ComputeScore: Raw -130223.841444 + Penalty 348.429329 = -129875.412115 Iteration 103F: 3 clusters Score -129875.4 nChanged 0 Trying to split cluster 6 (26405 points) Assigned 2 initial classes randomly. ComputeScore: Raw -190556.418559 + Penalty 183.263556 = -190373.155003 Iteration 0F: 2 clusters Score -190373.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -172906.808214 + Penalty 366.527112 = -172540.281102 Iteration 0F: 3 clusters Score -172540.3 nChanged 12866 ComputeScore: Raw -180441.413576 + Penalty 366.527112 = -180074.886464 Iteration 1F: 3 clusters Score -180074.9 nChanged 1611 ComputeScore: Raw -181286.020383 + Penalty 366.527112 = -180919.493271 Iteration 2F: 3 clusters Score -180919.5 nChanged 1911 ComputeScore: Raw -182537.393796 + Penalty 366.527112 = -182170.866684 Iteration 3F: 3 clusters Score -182170.9 nChanged 2012 ComputeScore: Raw -184023.930136 + Penalty 366.527112 = -183657.403024 Iteration 4F: 3 clusters Score -183657.4 nChanged 1813 ComputeScore: Raw -185523.557395 + Penalty 366.527112 = -185157.030283 Iteration 5F: 3 clusters Score -185157 nChanged 1539 ComputeScore: Raw -186686.861417 + Penalty 366.527112 = -186320.334305 Iteration 6F: 3 clusters Score -186320.3 nChanged 1278 ComputeScore: Raw -187715.515371 + Penalty 366.527112 = -187348.988259 Iteration 7Q: 3 clusters Score -187349 nChanged 1037 ComputeScore: Raw -189038.386516 + Penalty 366.527112 = -188671.859404 Iteration 8Q: 3 clusters Score -188671.9 nChanged 1105 ComputeScore: Raw -191090.504693 + Penalty 366.527112 = -190723.977581 Iteration 9Q: 3 clusters Score -190724 nChanged 1256 ComputeScore: Raw -192711.690793 + Penalty 366.527112 = -192345.163681 Iteration 10Q: 3 clusters Score -192345.2 nChanged 988 ComputeScore: Raw -193361.034452 + Penalty 366.527112 = -192994.507340 Iteration 11Q: 3 clusters Score -192994.5 nChanged 745 ComputeScore: Raw -193824.437979 + Penalty 366.527112 = -193457.910867 Iteration 12Q: 3 clusters Score -193457.9 nChanged 629 ComputeScore: Raw -194159.026401 + Penalty 366.527112 = -193792.499289 Iteration 13Q: 3 clusters Score -193792.5 nChanged 484 ComputeScore: Raw -194348.652577 + Penalty 366.527112 = -193982.125465 Iteration 14Q: 3 clusters Score -193982.1 nChanged 323 ComputeScore: Raw -194430.206636 + Penalty 366.527112 = -194063.679524 Iteration 15Q: 3 clusters Score -194063.7 nChanged 247 ComputeScore: Raw -194479.015617 + Penalty 366.527112 = -194112.488505 Iteration 16Q: 3 clusters Score -194112.5 nChanged 183 ComputeScore: Raw -194503.974353 + Penalty 366.527112 = -194137.447241 Iteration 17Q: 3 clusters Score -194137.4 nChanged 125 ComputeScore: Raw -194518.066697 + Penalty 366.527112 = -194151.539585 Iteration 18Q: 3 clusters Score -194151.5 nChanged 89 ComputeScore: Raw -194526.338094 + Penalty 366.527112 = -194159.810982 Iteration 19Q: 3 clusters Score -194159.8 nChanged 82 ComputeScore: Raw -194534.344271 + Penalty 366.527112 = -194167.817159 Iteration 20F: 3 clusters Score -194167.8 nChanged 64 ComputeScore: Raw -194538.111210 + Penalty 366.527112 = -194171.584098 Iteration 21Q: 3 clusters Score -194171.6 nChanged 54 ComputeScore: Raw -194540.580420 + Penalty 366.527112 = -194174.053308 Iteration 22Q: 3 clusters Score -194174.1 nChanged 42 ComputeScore: Raw -194542.322865 + Penalty 366.527112 = -194175.795753 Iteration 23Q: 3 clusters Score -194175.8 nChanged 32 ComputeScore: Raw -194543.375112 + Penalty 366.527112 = -194176.848000 Iteration 24Q: 3 clusters Score -194176.8 nChanged 24 ComputeScore: Raw -194543.951263 + Penalty 366.527112 = -194177.424151 Iteration 25Q: 3 clusters Score -194177.4 nChanged 20 ComputeScore: Raw -194544.351342 + Penalty 366.527112 = -194177.824230 Iteration 26Q: 3 clusters Score -194177.8 nChanged 22 ComputeScore: Raw -194544.756037 + Penalty 366.527112 = -194178.228925 Iteration 27Q: 3 clusters Score -194178.2 nChanged 15 ComputeScore: Raw -194544.980535 + Penalty 366.527112 = -194178.453423 Iteration 28Q: 3 clusters Score -194178.5 nChanged 13 ComputeScore: Raw -194545.226896 + Penalty 366.527112 = -194178.699784 Iteration 29Q: 3 clusters Score -194178.7 nChanged 15 ComputeScore: Raw -194545.556425 + Penalty 366.527112 = -194179.029313 Iteration 30Q: 3 clusters Score -194179 nChanged 11 ComputeScore: Raw -194545.709367 + Penalty 366.527112 = -194179.182255 Iteration 31Q: 3 clusters Score -194179.2 nChanged 9 ComputeScore: Raw -194545.840062 + Penalty 366.527112 = -194179.312950 Iteration 32Q: 3 clusters Score -194179.3 nChanged 5 ComputeScore: Raw -194545.895349 + Penalty 366.527112 = -194179.368238 Iteration 33Q: 3 clusters Score -194179.4 nChanged 5 ComputeScore: Raw -194545.955259 + Penalty 366.527112 = -194179.428147 Iteration 34Q: 3 clusters Score -194179.4 nChanged 3 ComputeScore: Raw -194545.990211 + Penalty 366.527112 = -194179.463099 Iteration 35Q: 3 clusters Score -194179.5 nChanged 2 ComputeScore: Raw -194545.997031 + Penalty 366.527112 = -194179.469919 Iteration 36Q: 3 clusters Score -194179.5 nChanged 1 ComputeScore: Raw -194546.004335 + Penalty 366.527112 = -194179.477223 Iteration 37Q: 3 clusters Score -194179.5 nChanged 2 ComputeScore: Raw -194546.007854 + Penalty 366.527112 = -194179.480742 Iteration 38Q: 3 clusters Score -194179.5 nChanged 0 ComputeScore: Raw -194546.007854 + Penalty 366.527112 = -194179.480742 Iteration 39F: 3 clusters Score -194179.5 nChanged 0 ComputeScore: Raw -516055.285196 + Penalty 2240.236978 = -513815.048218Splitting cluster 6 changes total score from -508363.243497 to -513815.048218 So it's getting split into cluster 11. Trying to split cluster 7 (13876 points) Assigned 2 initial classes randomly. ComputeScore: Raw -117618.332075 + Penalty 171.682488 = -117446.649587 Iteration 0F: 2 clusters Score -117446.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -108470.271475 + Penalty 343.364976 = -108126.906499 Iteration 0F: 3 clusters Score -108126.9 nChanged 6713 ComputeScore: Raw -113213.527987 + Penalty 343.364976 = -112870.163011 Iteration 1F: 3 clusters Score -112870.2 nChanged 931 ComputeScore: Raw -113778.259262 + Penalty 343.364976 = -113434.894286 Iteration 2F: 3 clusters Score -113434.9 nChanged 881 ComputeScore: Raw -114446.223449 + Penalty 343.364976 = -114102.858473 Iteration 3F: 3 clusters Score -114102.9 nChanged 813 ComputeScore: Raw -115116.763826 + Penalty 343.364976 = -114773.398849 Iteration 4F: 3 clusters Score -114773.4 nChanged 658 ComputeScore: Raw -115628.618060 + Penalty 343.364976 = -115285.253084 Iteration 5Q: 3 clusters Score -115285.3 nChanged 518 ComputeScore: Raw -116012.866879 + Penalty 343.364976 = -115669.501902 Iteration 6Q: 3 clusters Score -115669.5 nChanged 404 ComputeScore: Raw -116277.845347 + Penalty 343.364976 = -115934.480371 Iteration 7Q: 3 clusters Score -115934.5 nChanged 370 ComputeScore: Raw -116503.945204 + Penalty 343.364976 = -116160.580227 Iteration 8Q: 3 clusters Score -116160.6 nChanged 325 ComputeScore: Raw -116684.610479 + Penalty 343.364976 = -116341.245503 Iteration 9Q: 3 clusters Score -116341.2 nChanged 291 ComputeScore: Raw -116853.964224 + Penalty 343.364976 = -116510.599247 Iteration 10Q: 3 clusters Score -116510.6 nChanged 275 ComputeScore: Raw -117028.320463 + Penalty 343.364976 = -116684.955487 Iteration 11Q: 3 clusters Score -116685 nChanged 246 ComputeScore: Raw -117190.264370 + Penalty 343.364976 = -116846.899394 Iteration 12Q: 3 clusters Score -116846.9 nChanged 197 ComputeScore: Raw -117322.299713 + Penalty 343.364976 = -116978.934737 Iteration 13Q: 3 clusters Score -116978.9 nChanged 141 ComputeScore: Raw -117412.756986 + Penalty 343.364976 = -117069.392009 Iteration 14Q: 3 clusters Score -117069.4 nChanged 106 ComputeScore: Raw -117480.629775 + Penalty 343.364976 = -117137.264799 Iteration 15Q: 3 clusters Score -117137.3 nChanged 81 ComputeScore: Raw -117536.194299 + Penalty 343.364976 = -117192.829323 Iteration 16Q: 3 clusters Score -117192.8 nChanged 54 ComputeScore: Raw -117572.283736 + Penalty 343.364976 = -117228.918760 Iteration 17Q: 3 clusters Score -117228.9 nChanged 41 ComputeScore: Raw -117602.473350 + Penalty 343.364976 = -117259.108373 Iteration 18Q: 3 clusters Score -117259.1 nChanged 27 ComputeScore: Raw -117631.446725 + Penalty 343.364976 = -117288.081748 Iteration 19Q: 3 clusters Score -117288.1 nChanged 21 ComputeScore: Raw -117650.428744 + Penalty 343.364976 = -117307.063768 Iteration 20F: 3 clusters Score -117307.1 nChanged 15 ComputeScore: Raw -117661.834404 + Penalty 343.364976 = -117318.469428 Iteration 21Q: 3 clusters Score -117318.5 nChanged 13 ComputeScore: Raw -117669.251899 + Penalty 343.364976 = -117325.886923 Iteration 22Q: 3 clusters Score -117325.9 nChanged 5 ComputeScore: Raw -117670.542182 + Penalty 343.364976 = -117327.177206 Iteration 23Q: 3 clusters Score -117327.2 nChanged 3 ComputeScore: Raw -117671.978132 + Penalty 343.364976 = -117328.613155 Iteration 24Q: 3 clusters Score -117328.6 nChanged 6 ComputeScore: Raw -117675.294538 + Penalty 343.364976 = -117331.929561 Iteration 25Q: 3 clusters Score -117331.9 nChanged 4 ComputeScore: Raw -117677.260470 + Penalty 343.364976 = -117333.895494 Iteration 26Q: 3 clusters Score -117333.9 nChanged 4 ComputeScore: Raw -117680.023945 + Penalty 343.364976 = -117336.658969 Iteration 27Q: 3 clusters Score -117336.7 nChanged 5 ComputeScore: Raw -117682.527541 + Penalty 343.364976 = -117339.162565 Iteration 28Q: 3 clusters Score -117339.2 nChanged 7 ComputeScore: Raw -117685.996308 + Penalty 343.364976 = -117342.631332 Iteration 29Q: 3 clusters Score -117342.6 nChanged 11 ComputeScore: Raw -117693.678424 + Penalty 343.364976 = -117350.313448 Iteration 30Q: 3 clusters Score -117350.3 nChanged 9 ComputeScore: Raw -117698.891691 + Penalty 343.364976 = -117355.526715 Iteration 31Q: 3 clusters Score -117355.5 nChanged 6 ComputeScore: Raw -117703.762089 + Penalty 343.364976 = -117360.397113 Iteration 32Q: 3 clusters Score -117360.4 nChanged 3 ComputeScore: Raw -117705.395152 + Penalty 343.364976 = -117362.030175 Iteration 33Q: 3 clusters Score -117362 nChanged 4 ComputeScore: Raw -117707.387687 + Penalty 343.364976 = -117364.022711 Iteration 34Q: 3 clusters Score -117364 nChanged 3 ComputeScore: Raw -117708.701543 + Penalty 343.364976 = -117365.336567 Iteration 35Q: 3 clusters Score -117365.3 nChanged 3 ComputeScore: Raw -117710.549108 + Penalty 343.364976 = -117367.184131 Iteration 36Q: 3 clusters Score -117367.2 nChanged 0 ComputeScore: Raw -117710.549108 + Penalty 343.364976 = -117367.184131 Iteration 37F: 3 clusters Score -117367.2 nChanged 0 Trying to split cluster 9 (116 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1062.395825 + Penalty 85.564623 = -976.831202 Iteration 0F: 2 clusters Score -976.8312 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1016.501963 + Penalty 171.129247 = -845.372716 Iteration 0F: 3 clusters Score -845.3727 nChanged 33 ComputeScore: Raw -1042.260706 + Penalty 171.129247 = -871.131459 Iteration 1F: 3 clusters Score -871.1315 nChanged 11 ComputeScore: Raw -1060.458268 + Penalty 171.129247 = -889.329021 Iteration 2F: 3 clusters Score -889.329 nChanged 6 ComputeScore: Raw -1068.545108 + Penalty 171.129247 = -897.415861 Iteration 3F: 3 clusters Score -897.4159 nChanged 2 ComputeScore: Raw -1069.588168 + Penalty 171.129247 = -898.458921 Iteration 4Q: 3 clusters Score -898.4589 nChanged 1 ComputeScore: Raw -1072.969204 + Penalty 171.129247 = -901.839957 Iteration 5Q: 3 clusters Score -901.84 nChanged 2 ComputeScore: Raw -1075.302438 + Penalty 171.129247 = -904.173192 Iteration 6Q: 3 clusters Score -904.1732 nChanged 2 ComputeScore: Raw -1081.935260 + Penalty 171.129247 = -910.806013 Iteration 7Q: 3 clusters Score -910.806 nChanged 1 ComputeScore: Raw -1082.594877 + Penalty 171.129247 = -911.465630 Iteration 8Q: 3 clusters Score -911.4656 nChanged 0 ComputeScore: Raw -1082.594877 + Penalty 171.129247 = -911.465630 Iteration 9F: 3 clusters Score -911.4656 nChanged 0 ConsiderDeletion: Deleting Class 3. Lose 200.040984 but Gain 203.657907 ComputeScore: Raw -516653.766552 + Penalty 2036.579071 = -514617.187481Iteration 39Q: 11 clusters Score -514617.2 nChanged 1377 ConsiderDeletion: Deleting Class 9. Lose 102.112368 but Gain 203.657907 ComputeScore: Raw -517939.045597 + Penalty 1832.921164 = -516106.124433Iteration 40F: 10 clusters Score -516106.1 nChanged 1471 ConsiderDeletion: ComputeScore: Raw -519149.167794 + Penalty 1832.921164 = -517316.246630Iteration 41Q: 10 clusters Score -517316.2 nChanged 1107 ConsiderDeletion: ComputeScore: Raw -519927.355067 + Penalty 1832.921164 = -518094.433902Iteration 42Q: 10 clusters Score -518094.4 nChanged 896 ConsiderDeletion: ComputeScore: Raw -520435.419532 + Penalty 1832.921164 = -518602.498368Iteration 43Q: 10 clusters Score -518602.5 nChanged 612 ConsiderDeletion: ComputeScore: Raw -520685.757862 + Penalty 1832.921164 = -518852.836698Iteration 44Q: 10 clusters Score -518852.8 nChanged 429 ConsiderDeletion: ComputeScore: Raw -520841.084408 + Penalty 1832.921164 = -519008.163244Iteration 45Q: 10 clusters Score -519008.2 nChanged 292 ConsiderDeletion: ComputeScore: Raw -520940.840554 + Penalty 1832.921164 = -519107.919389Iteration 46Q: 10 clusters Score -519107.9 nChanged 197 ConsiderDeletion: ComputeScore: Raw -520982.853228 + Penalty 1832.921164 = -519149.932063Iteration 47Q: 10 clusters Score -519149.9 nChanged 130 ConsiderDeletion: ComputeScore: Raw -520998.651990 + Penalty 1832.921164 = -519165.730826Iteration 48Q: 10 clusters Score -519165.7 nChanged 80 ConsiderDeletion: ComputeScore: Raw -521006.048873 + Penalty 1832.921164 = -519173.127709Iteration 49Q: 10 clusters Score -519173.1 nChanged 61 ConsiderDeletion: ComputeScore: Raw -521016.934437 + Penalty 1832.921164 = -519184.013273Iteration 50Q: 10 clusters Score -519184 nChanged 44 ConsiderDeletion: ComputeScore: Raw -521023.048079 + Penalty 1832.921164 = -519190.126915Iteration 51Q: 10 clusters Score -519190.1 nChanged 42 ConsiderDeletion: ComputeScore: Raw -521025.052372 + Penalty 1832.921164 = -519192.131208Iteration 52Q: 10 clusters Score -519192.1 nChanged 23 ConsiderDeletion: ComputeScore: Raw -521026.599025 + Penalty 1832.921164 = -519193.677861Iteration 53Q: 10 clusters Score -519193.7 nChanged 20 ConsiderDeletion: ComputeScore: Raw -521028.187112 + Penalty 1832.921164 = -519195.265948Iteration 54Q: 10 clusters Score -519195.3 nChanged 14 ConsiderDeletion: ComputeScore: Raw -521028.891116 + Penalty 1832.921164 = -519195.969952Iteration 55Q: 10 clusters Score -519196 nChanged 10 ConsiderDeletion: ComputeScore: Raw -521029.748117 + Penalty 1832.921164 = -519196.826953Iteration 56Q: 10 clusters Score -519196.8 nChanged 15 ConsiderDeletion: ComputeScore: Raw -521031.276226 + Penalty 1832.921164 = -519198.355062Iteration 57Q: 10 clusters Score -519198.4 nChanged 14 ConsiderDeletion: ComputeScore: Raw -521033.232659 + Penalty 1832.921164 = -519200.311494Iteration 58Q: 10 clusters Score -519200.3 nChanged 10 ConsiderDeletion: ComputeScore: Raw -521034.667930 + Penalty 1832.921164 = -519201.746766Iteration 59Q: 10 clusters Score -519201.7 nChanged 9 ConsiderDeletion: ComputeScore: Raw -521155.739873 + Penalty 1832.921164 = -519322.818708Iteration 60F: 10 clusters Score -519322.8 nChanged 84 ConsiderDeletion: ComputeScore: Raw -521292.962520 + Penalty 1832.921164 = -519460.041356Iteration 61Q: 10 clusters Score -519460 nChanged 145 ConsiderDeletion: ComputeScore: Raw -521364.156555 + Penalty 1832.921164 = -519531.235391Iteration 62Q: 10 clusters Score -519531.2 nChanged 128 ConsiderDeletion: ComputeScore: Raw -521398.943915 + Penalty 1832.921164 = -519566.022751Iteration 63Q: 10 clusters Score -519566 nChanged 109 ConsiderDeletion: ComputeScore: Raw -521423.345496 + Penalty 1832.921164 = -519590.424332Iteration 64Q: 10 clusters Score -519590.4 nChanged 89 ConsiderDeletion: ComputeScore: Raw -521437.922085 + Penalty 1832.921164 = -519605.000921Iteration 65Q: 10 clusters Score -519605 nChanged 65 ConsiderDeletion: ComputeScore: Raw -521447.133867 + Penalty 1832.921164 = -519614.212703Iteration 66Q: 10 clusters Score -519614.2 nChanged 47 ConsiderDeletion: ComputeScore: Raw -521451.324091 + Penalty 1832.921164 = -519618.402927Iteration 67Q: 10 clusters Score -519618.4 nChanged 37 ConsiderDeletion: ComputeScore: Raw -521454.239702 + Penalty 1832.921164 = -519621.318538Iteration 68Q: 10 clusters Score -519621.3 nChanged 26 ConsiderDeletion: ComputeScore: Raw -521455.702066 + Penalty 1832.921164 = -519622.780902Iteration 69Q: 10 clusters Score -519622.8 nChanged 17 ConsiderDeletion: ComputeScore: Raw -521456.697852 + Penalty 1832.921164 = -519623.776688Iteration 70Q: 10 clusters Score -519623.8 nChanged 19 ConsiderDeletion: ComputeScore: Raw -521457.494103 + Penalty 1832.921164 = -519624.572938Iteration 71Q: 10 clusters Score -519624.6 nChanged 6 ConsiderDeletion: ComputeScore: Raw -521457.777075 + Penalty 1832.921164 = -519624.855911Iteration 72Q: 10 clusters Score -519624.9 nChanged 7 ConsiderDeletion: ComputeScore: Raw -521458.245760 + Penalty 1832.921164 = -519625.324596Iteration 73Q: 10 clusters Score -519625.3 nChanged 5 ConsiderDeletion: ComputeScore: Raw -521458.512842 + Penalty 1832.921164 = -519625.591677Iteration 74Q: 10 clusters Score -519625.6 nChanged 5 ConsiderDeletion: ComputeScore: Raw -521458.916219 + Penalty 1832.921164 = -519625.995055Iteration 75Q: 10 clusters Score -519626 nChanged 5 ConsiderDeletion: ComputeScore: Raw -521459.017824 + Penalty 1832.921164 = -519626.096660Iteration 76Q: 10 clusters Score -519626.1 nChanged 5 ConsiderDeletion: ComputeScore: Raw -521459.131704 + Penalty 1832.921164 = -519626.210539Iteration 77Q: 10 clusters Score -519626.2 nChanged 5 ConsiderDeletion: ComputeScore: Raw -521459.301610 + Penalty 1832.921164 = -519626.380446Iteration 78Q: 10 clusters Score -519626.4 nChanged 3 ComputeScore: Raw -521459.301610 + Penalty 1832.921164 = -519626.380446Trying to split cluster 1 (5944 points) Assigned 2 initial classes randomly. ComputeScore: Raw -53001.769903 + Penalty 156.422477 = -52845.347427 Iteration 0F: 2 clusters Score -52845.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -49217.653702 + Penalty 312.844953 = -48904.808749 Iteration 0F: 3 clusters Score -48904.81 nChanged 2828 ComputeScore: Raw -50900.903431 + Penalty 312.844953 = -50588.058478 Iteration 1F: 3 clusters Score -50588.06 nChanged 338 ComputeScore: Raw -51050.656691 + Penalty 312.844953 = -50737.811737 Iteration 2F: 3 clusters Score -50737.81 nChanged 273 ComputeScore: Raw -51169.028551 + Penalty 312.844953 = -50856.183598 Iteration 3Q: 3 clusters Score -50856.18 nChanged 258 ComputeScore: Raw -51292.040502 + Penalty 312.844953 = -50979.195549 Iteration 4Q: 3 clusters Score -50979.2 nChanged 254 ComputeScore: Raw -51419.549742 + Penalty 312.844953 = -51106.704789 Iteration 5Q: 3 clusters Score -51106.7 nChanged 251 ComputeScore: Raw -51548.248066 + Penalty 312.844953 = -51235.403113 Iteration 6Q: 3 clusters Score -51235.4 nChanged 234 ComputeScore: Raw -51670.574476 + Penalty 312.844953 = -51357.729523 Iteration 7Q: 3 clusters Score -51357.73 nChanged 226 ComputeScore: Raw -51781.369342 + Penalty 312.844953 = -51468.524389 Iteration 8Q: 3 clusters Score -51468.52 nChanged 219 ComputeScore: Raw -51882.795320 + Penalty 312.844953 = -51569.950367 Iteration 9Q: 3 clusters Score -51569.95 nChanged 183 ComputeScore: Raw -51952.484020 + Penalty 312.844953 = -51639.639067 Iteration 10Q: 3 clusters Score -51639.64 nChanged 140 ComputeScore: Raw -51994.180479 + Penalty 312.844953 = -51681.335526 Iteration 11Q: 3 clusters Score -51681.34 nChanged 111 ComputeScore: Raw -52020.715008 + Penalty 312.844953 = -51707.870055 Iteration 12Q: 3 clusters Score -51707.87 nChanged 89 ComputeScore: Raw -52037.885956 + Penalty 312.844953 = -51725.041002 Iteration 13Q: 3 clusters Score -51725.04 nChanged 73 ComputeScore: Raw -52051.113614 + Penalty 312.844953 = -51738.268661 Iteration 14Q: 3 clusters Score -51738.27 nChanged 64 ComputeScore: Raw -52062.816187 + Penalty 312.844953 = -51749.971234 Iteration 15Q: 3 clusters Score -51749.97 nChanged 64 ComputeScore: Raw -52077.923353 + Penalty 312.844953 = -51765.078400 Iteration 16Q: 3 clusters Score -51765.08 nChanged 83 ComputeScore: Raw -52097.825864 + Penalty 312.844953 = -51784.980911 Iteration 17Q: 3 clusters Score -51784.98 nChanged 83 ComputeScore: Raw -52120.424332 + Penalty 312.844953 = -51807.579379 Iteration 18Q: 3 clusters Score -51807.58 nChanged 84 ComputeScore: Raw -52146.819046 + Penalty 312.844953 = -51833.974093 Iteration 19Q: 3 clusters Score -51833.97 nChanged 89 ComputeScore: Raw -52178.231152 + Penalty 312.844953 = -51865.386199 Iteration 20F: 3 clusters Score -51865.39 nChanged 116 ComputeScore: Raw -52231.276756 + Penalty 312.844953 = -51918.431803 Iteration 21Q: 3 clusters Score -51918.43 nChanged 143 ComputeScore: Raw -52310.123923 + Penalty 312.844953 = -51997.278970 Iteration 22Q: 3 clusters Score -51997.28 nChanged 151 ComputeScore: Raw -52423.391781 + Penalty 312.844953 = -52110.546828 Iteration 23Q: 3 clusters Score -52110.55 nChanged 191 ComputeScore: Raw -52585.727756 + Penalty 312.844953 = -52272.882803 Iteration 24Q: 3 clusters Score -52272.88 nChanged 200 ComputeScore: Raw -52756.197060 + Penalty 312.844953 = -52443.352107 Iteration 25Q: 3 clusters Score -52443.35 nChanged 180 ComputeScore: Raw -52905.288697 + Penalty 312.844953 = -52592.443744 Iteration 26Q: 3 clusters Score -52592.44 nChanged 156 ComputeScore: Raw -53030.717120 + Penalty 312.844953 = -52717.872167 Iteration 27Q: 3 clusters Score -52717.87 nChanged 106 ComputeScore: Raw -53078.214777 + Penalty 312.844953 = -52765.369824 Iteration 28Q: 3 clusters Score -52765.37 nChanged 65 ComputeScore: Raw -53097.472873 + Penalty 312.844953 = -52784.627919 Iteration 29Q: 3 clusters Score -52784.63 nChanged 29 ComputeScore: Raw -53101.151682 + Penalty 312.844953 = -52788.306729 Iteration 30Q: 3 clusters Score -52788.31 nChanged 20 ComputeScore: Raw -53102.602844 + Penalty 312.844953 = -52789.757891 Iteration 31Q: 3 clusters Score -52789.76 nChanged 15 ComputeScore: Raw -53104.308865 + Penalty 312.844953 = -52791.463912 Iteration 32Q: 3 clusters Score -52791.46 nChanged 16 ComputeScore: Raw -53105.837708 + Penalty 312.844953 = -52792.992755 Iteration 33Q: 3 clusters Score -52792.99 nChanged 14 ComputeScore: Raw -53110.119201 + Penalty 312.844953 = -52797.274247 Iteration 34Q: 3 clusters Score -52797.27 nChanged 17 ComputeScore: Raw -53112.365405 + Penalty 312.844953 = -52799.520452 Iteration 35Q: 3 clusters Score -52799.52 nChanged 20 ComputeScore: Raw -53114.628662 + Penalty 312.844953 = -52801.783709 Iteration 36Q: 3 clusters Score -52801.78 nChanged 21 ComputeScore: Raw -53117.562055 + Penalty 312.844953 = -52804.717102 Iteration 37Q: 3 clusters Score -52804.72 nChanged 21 ComputeScore: Raw -53119.785185 + Penalty 312.844953 = -52806.940232 Iteration 38Q: 3 clusters Score -52806.94 nChanged 13 ComputeScore: Raw -53120.566273 + Penalty 312.844953 = -52807.721320 Iteration 39Q: 3 clusters Score -52807.72 nChanged 9 ComputeScore: Raw -53125.759888 + Penalty 312.844953 = -52812.914935 Iteration 40F: 3 clusters Score -52812.91 nChanged 14 ComputeScore: Raw -53127.440233 + Penalty 312.844953 = -52814.595280 Iteration 41Q: 3 clusters Score -52814.6 nChanged 16 ComputeScore: Raw -53128.996985 + Penalty 312.844953 = -52816.152032 Iteration 42Q: 3 clusters Score -52816.15 nChanged 10 ComputeScore: Raw -53129.705523 + Penalty 312.844953 = -52816.860570 Iteration 43Q: 3 clusters Score -52816.86 nChanged 12 ComputeScore: Raw -53130.691671 + Penalty 312.844953 = -52817.846718 Iteration 44Q: 3 clusters Score -52817.85 nChanged 8 ComputeScore: Raw -53131.218677 + Penalty 312.844953 = -52818.373724 Iteration 45Q: 3 clusters Score -52818.37 nChanged 15 ComputeScore: Raw -53132.896017 + Penalty 312.844953 = -52820.051064 Iteration 46Q: 3 clusters Score -52820.05 nChanged 19 ComputeScore: Raw -53135.461130 + Penalty 312.844953 = -52822.616177 Iteration 47Q: 3 clusters Score -52822.62 nChanged 21 ComputeScore: Raw -53138.922277 + Penalty 312.844953 = -52826.077324 Iteration 48Q: 3 clusters Score -52826.08 nChanged 30 ComputeScore: Raw -53144.520503 + Penalty 312.844953 = -52831.675550 Iteration 49Q: 3 clusters Score -52831.68 nChanged 32 ComputeScore: Raw -53151.606469 + Penalty 312.844953 = -52838.761516 Iteration 50Q: 3 clusters Score -52838.76 nChanged 36 ComputeScore: Raw -53161.440301 + Penalty 312.844953 = -52848.595347 Iteration 51Q: 3 clusters Score -52848.6 nChanged 39 ComputeScore: Raw -53170.666811 + Penalty 312.844953 = -52857.821858 Iteration 52Q: 3 clusters Score -52857.82 nChanged 44 ComputeScore: Raw -53180.448532 + Penalty 312.844953 = -52867.603579 Iteration 53Q: 3 clusters Score -52867.6 nChanged 39 ComputeScore: Raw -53190.301984 + Penalty 312.844953 = -52877.457031 Iteration 54Q: 3 clusters Score -52877.46 nChanged 49 ComputeScore: Raw -53202.708673 + Penalty 312.844953 = -52889.863720 Iteration 55Q: 3 clusters Score -52889.86 nChanged 48 ComputeScore: Raw -53213.527881 + Penalty 312.844953 = -52900.682927 Iteration 56Q: 3 clusters Score -52900.68 nChanged 41 ComputeScore: Raw -53222.361838 + Penalty 312.844953 = -52909.516885 Iteration 57Q: 3 clusters Score -52909.52 nChanged 43 ComputeScore: Raw -53234.133281 + Penalty 312.844953 = -52921.288328 Iteration 58Q: 3 clusters Score -52921.29 nChanged 47 ComputeScore: Raw -53248.095831 + Penalty 312.844953 = -52935.250877 Iteration 59Q: 3 clusters Score -52935.25 nChanged 46 ComputeScore: Raw -53258.124160 + Penalty 312.844953 = -52945.279207 Iteration 60F: 3 clusters Score -52945.28 nChanged 28 ComputeScore: Raw -53261.799936 + Penalty 312.844953 = -52948.954983 Iteration 61Q: 3 clusters Score -52948.95 nChanged 21 ComputeScore: Raw -53263.842453 + Penalty 312.844953 = -52950.997500 Iteration 62Q: 3 clusters Score -52951 nChanged 13 ComputeScore: Raw -53264.624558 + Penalty 312.844953 = -52951.779605 Iteration 63Q: 3 clusters Score -52951.78 nChanged 9 ComputeScore: Raw -53265.233891 + Penalty 312.844953 = -52952.388938 Iteration 64Q: 3 clusters Score -52952.39 nChanged 11 ComputeScore: Raw -53265.987622 + Penalty 312.844953 = -52953.142669 Iteration 65Q: 3 clusters Score -52953.14 nChanged 11 ComputeScore: Raw -53266.790638 + Penalty 312.844953 = -52953.945685 Iteration 66Q: 3 clusters Score -52953.95 nChanged 13 ComputeScore: Raw -53267.705006 + Penalty 312.844953 = -52954.860053 Iteration 67Q: 3 clusters Score -52954.86 nChanged 10 ComputeScore: Raw -53268.209862 + Penalty 312.844953 = -52955.364909 Iteration 68Q: 3 clusters Score -52955.36 nChanged 7 ComputeScore: Raw -53268.640307 + Penalty 312.844953 = -52955.795354 Iteration 69Q: 3 clusters Score -52955.8 nChanged 10 ComputeScore: Raw -53269.157670 + Penalty 312.844953 = -52956.312717 Iteration 70Q: 3 clusters Score -52956.31 nChanged 9 ComputeScore: Raw -53269.657458 + Penalty 312.844953 = -52956.812505 Iteration 71Q: 3 clusters Score -52956.81 nChanged 7 ComputeScore: Raw -53269.945672 + Penalty 312.844953 = -52957.100719 Iteration 72Q: 3 clusters Score -52957.1 nChanged 7 ComputeScore: Raw -53270.345764 + Penalty 312.844953 = -52957.500811 Iteration 73Q: 3 clusters Score -52957.5 nChanged 13 ComputeScore: Raw -53271.444385 + Penalty 312.844953 = -52958.599432 Iteration 74Q: 3 clusters Score -52958.6 nChanged 11 ComputeScore: Raw -53272.487063 + Penalty 312.844953 = -52959.642110 Iteration 75Q: 3 clusters Score -52959.64 nChanged 7 ComputeScore: Raw -53272.874218 + Penalty 312.844953 = -52960.029264 Iteration 76Q: 3 clusters Score -52960.03 nChanged 5 ComputeScore: Raw -53273.059953 + Penalty 312.844953 = -52960.214999 Iteration 77Q: 3 clusters Score -52960.21 nChanged 2 ComputeScore: Raw -53273.117936 + Penalty 312.844953 = -52960.272983 Iteration 78Q: 3 clusters Score -52960.27 nChanged 3 ComputeScore: Raw -53273.289270 + Penalty 312.844953 = -52960.444317 Iteration 79Q: 3 clusters Score -52960.44 nChanged 2 ComputeScore: Raw -53273.361599 + Penalty 312.844953 = -52960.516645 Iteration 80F: 3 clusters Score -52960.52 nChanged 1 ComputeScore: Raw -53273.427981 + Penalty 312.844953 = -52960.583028 Iteration 81Q: 3 clusters Score -52960.58 nChanged 3 ComputeScore: Raw -53273.646972 + Penalty 312.844953 = -52960.802019 Iteration 82Q: 3 clusters Score -52960.8 nChanged 3 ComputeScore: Raw -53273.759040 + Penalty 312.844953 = -52960.914087 Iteration 83Q: 3 clusters Score -52960.91 nChanged 2 ComputeScore: Raw -53273.795551 + Penalty 312.844953 = -52960.950598 Iteration 84Q: 3 clusters Score -52960.95 nChanged 0 ComputeScore: Raw -53273.795551 + Penalty 312.844953 = -52960.950598 Iteration 85F: 3 clusters Score -52960.95 nChanged 0 ComputeScore: Raw -521731.383005 + Penalty 2036.579071 = -519694.803934Splitting cluster 1 changes total score from -519626.380446 to -519694.803934 So it's getting split into cluster 3. Trying to split cluster 2 (12272 points) Assigned 2 initial classes randomly. ComputeScore: Raw -97360.812220 + Penalty 169.471359 = -97191.340861 Iteration 0F: 2 clusters Score -97191.34 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -89325.290881 + Penalty 338.942719 = -88986.348162 Iteration 0F: 3 clusters Score -88986.35 nChanged 5946 ComputeScore: Raw -93208.293958 + Penalty 338.942719 = -92869.351239 Iteration 1F: 3 clusters Score -92869.35 nChanged 913 ComputeScore: Raw -93942.977486 + Penalty 338.942719 = -93604.034767 Iteration 2F: 3 clusters Score -93604.03 nChanged 929 ComputeScore: Raw -94790.959109 + Penalty 338.942719 = -94452.016390 Iteration 3F: 3 clusters Score -94452.02 nChanged 730 ComputeScore: Raw -95557.066148 + Penalty 338.942719 = -95218.123429 Iteration 4F: 3 clusters Score -95218.12 nChanged 527 ComputeScore: Raw -96088.698514 + Penalty 338.942719 = -95749.755795 Iteration 5Q: 3 clusters Score -95749.76 nChanged 402 ComputeScore: Raw -96310.889605 + Penalty 338.942719 = -95971.946886 Iteration 6Q: 3 clusters Score -95971.95 nChanged 261 ComputeScore: Raw -96401.561402 + Penalty 338.942719 = -96062.618683 Iteration 7Q: 3 clusters Score -96062.62 nChanged 180 ComputeScore: Raw -96465.754552 + Penalty 338.942719 = -96126.811834 Iteration 8Q: 3 clusters Score -96126.81 nChanged 178 ComputeScore: Raw -96517.596750 + Penalty 338.942719 = -96178.654031 Iteration 9Q: 3 clusters Score -96178.65 nChanged 160 ComputeScore: Raw -96567.032975 + Penalty 338.942719 = -96228.090256 Iteration 10Q: 3 clusters Score -96228.09 nChanged 161 ComputeScore: Raw -96620.908070 + Penalty 338.942719 = -96281.965351 Iteration 11Q: 3 clusters Score -96281.97 nChanged 189 ComputeScore: Raw -96696.723632 + Penalty 338.942719 = -96357.780913 Iteration 12Q: 3 clusters Score -96357.78 nChanged 211 ComputeScore: Raw -96789.600531 + Penalty 338.942719 = -96450.657812 Iteration 13Q: 3 clusters Score -96450.66 nChanged 194 ComputeScore: Raw -96879.424273 + Penalty 338.942719 = -96540.481554 Iteration 14Q: 3 clusters Score -96540.48 nChanged 184 ComputeScore: Raw -96971.986303 + Penalty 338.942719 = -96633.043584 Iteration 15Q: 3 clusters Score -96633.04 nChanged 168 ComputeScore: Raw -97061.158970 + Penalty 338.942719 = -96722.216251 Iteration 16Q: 3 clusters Score -96722.22 nChanged 139 ComputeScore: Raw -97134.180421 + Penalty 338.942719 = -96795.237702 Iteration 17Q: 3 clusters Score -96795.24 nChanged 112 ComputeScore: Raw -97194.046440 + Penalty 338.942719 = -96855.103721 Iteration 18Q: 3 clusters Score -96855.1 nChanged 86 ComputeScore: Raw -97242.896744 + Penalty 338.942719 = -96903.954025 Iteration 19Q: 3 clusters Score -96903.95 nChanged 63 ComputeScore: Raw -97280.632522 + Penalty 338.942719 = -96941.689804 Iteration 20F: 3 clusters Score -96941.69 nChanged 54 ComputeScore: Raw -97318.695287 + Penalty 338.942719 = -96979.752568 Iteration 21Q: 3 clusters Score -96979.75 nChanged 47 ComputeScore: Raw -97346.228572 + Penalty 338.942719 = -97007.285854 Iteration 22Q: 3 clusters Score -97007.29 nChanged 23 ComputeScore: Raw -97357.800150 + Penalty 338.942719 = -97018.857431 Iteration 23Q: 3 clusters Score -97018.86 nChanged 16 ComputeScore: Raw -97365.651207 + Penalty 338.942719 = -97026.708488 Iteration 24Q: 3 clusters Score -97026.71 nChanged 10 ComputeScore: Raw -97371.571140 + Penalty 338.942719 = -97032.628421 Iteration 25Q: 3 clusters Score -97032.63 nChanged 7 ComputeScore: Raw -97378.544648 + Penalty 338.942719 = -97039.601929 Iteration 26Q: 3 clusters Score -97039.6 nChanged 8 ComputeScore: Raw -97385.692202 + Penalty 338.942719 = -97046.749483 Iteration 27Q: 3 clusters Score -97046.75 nChanged 5 ComputeScore: Raw -97394.668666 + Penalty 338.942719 = -97055.725948 Iteration 28Q: 3 clusters Score -97055.73 nChanged 5 ComputeScore: Raw -97400.268564 + Penalty 338.942719 = -97061.325846 Iteration 29Q: 3 clusters Score -97061.33 nChanged 6 ComputeScore: Raw -97404.237194 + Penalty 338.942719 = -97065.294476 Iteration 30Q: 3 clusters Score -97065.29 nChanged 1 ComputeScore: Raw -97404.585634 + Penalty 338.942719 = -97065.642915 Iteration 31Q: 3 clusters Score -97065.64 nChanged 1 ComputeScore: Raw -97404.974595 + Penalty 338.942719 = -97066.031876 Iteration 32Q: 3 clusters Score -97066.03 nChanged 0 ComputeScore: Raw -97404.974595 + Penalty 338.942719 = -97066.031876 Iteration 33F: 3 clusters Score -97066.03 nChanged 0 Trying to split cluster 4 (1307 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8956.135027 + Penalty 129.158815 = -8826.976213 Iteration 0F: 2 clusters Score -8826.976 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8181.184828 + Penalty 258.317630 = -7922.867198 Iteration 0F: 3 clusters Score -7922.867 nChanged 591 ComputeScore: Raw -8611.086259 + Penalty 258.317630 = -8352.768629 Iteration 1F: 3 clusters Score -8352.769 nChanged 69 ComputeScore: Raw -8654.948899 + Penalty 258.317630 = -8396.631270 Iteration 2F: 3 clusters Score -8396.631 nChanged 67 ComputeScore: Raw -8707.314556 + Penalty 258.317630 = -8448.996926 Iteration 3F: 3 clusters Score -8448.997 nChanged 58 ComputeScore: Raw -8750.628083 + Penalty 258.317630 = -8492.310453 Iteration 4Q: 3 clusters Score -8492.31 nChanged 50 ComputeScore: Raw -8798.614802 + Penalty 258.317630 = -8540.297173 Iteration 5Q: 3 clusters Score -8540.297 nChanged 47 ComputeScore: Raw -8832.022502 + Penalty 258.317630 = -8573.704873 Iteration 6Q: 3 clusters Score -8573.705 nChanged 37 ComputeScore: Raw -8855.938974 + Penalty 258.317630 = -8597.621344 Iteration 7Q: 3 clusters Score -8597.621 nChanged 39 ComputeScore: Raw -8882.789704 + Penalty 258.317630 = -8624.472074 Iteration 8Q: 3 clusters Score -8624.472 nChanged 31 ComputeScore: Raw -8904.144715 + Penalty 258.317630 = -8645.827085 Iteration 9Q: 3 clusters Score -8645.827 nChanged 40 ComputeScore: Raw -8929.239536 + Penalty 258.317630 = -8670.921906 Iteration 10Q: 3 clusters Score -8670.922 nChanged 21 ComputeScore: Raw -8938.631955 + Penalty 258.317630 = -8680.314326 Iteration 11Q: 3 clusters Score -8680.314 nChanged 16 ComputeScore: Raw -8946.539537 + Penalty 258.317630 = -8688.221907 Iteration 12Q: 3 clusters Score -8688.222 nChanged 23 ComputeScore: Raw -8960.901141 + Penalty 258.317630 = -8702.583511 Iteration 13Q: 3 clusters Score -8702.584 nChanged 16 ComputeScore: Raw -8969.548943 + Penalty 258.317630 = -8711.231313 Iteration 14Q: 3 clusters Score -8711.231 nChanged 10 ComputeScore: Raw -8973.909141 + Penalty 258.317630 = -8715.591512 Iteration 15Q: 3 clusters Score -8715.592 nChanged 14 ComputeScore: Raw -8981.382456 + Penalty 258.317630 = -8723.064826 Iteration 16Q: 3 clusters Score -8723.065 nChanged 12 ComputeScore: Raw -8988.023944 + Penalty 258.317630 = -8729.706315 Iteration 17Q: 3 clusters Score -8729.706 nChanged 9 ComputeScore: Raw -8992.324358 + Penalty 258.317630 = -8734.006728 Iteration 18Q: 3 clusters Score -8734.007 nChanged 7 ComputeScore: Raw -8995.146720 + Penalty 258.317630 = -8736.829090 Iteration 19Q: 3 clusters Score -8736.829 nChanged 5 ComputeScore: Raw -8996.982463 + Penalty 258.317630 = -8738.664834 Iteration 20F: 3 clusters Score -8738.665 nChanged 7 ComputeScore: Raw -9001.488339 + Penalty 258.317630 = -8743.170709 Iteration 21Q: 3 clusters Score -8743.171 nChanged 7 ComputeScore: Raw -9003.519657 + Penalty 258.317630 = -8745.202028 Iteration 22Q: 3 clusters Score -8745.202 nChanged 5 ComputeScore: Raw -9006.220367 + Penalty 258.317630 = -8747.902737 Iteration 23Q: 3 clusters Score -8747.903 nChanged 3 ComputeScore: Raw -9008.536493 + Penalty 258.317630 = -8750.218864 Iteration 24Q: 3 clusters Score -8750.219 nChanged 3 ComputeScore: Raw -9009.264839 + Penalty 258.317630 = -8750.947209 Iteration 25Q: 3 clusters Score -8750.947 nChanged 2 ComputeScore: Raw -9009.622654 + Penalty 258.317630 = -8751.305024 Iteration 26Q: 3 clusters Score -8751.305 nChanged 2 ComputeScore: Raw -9009.915474 + Penalty 258.317630 = -8751.597844 Iteration 27Q: 3 clusters Score -8751.598 nChanged 0 ComputeScore: Raw -9009.915474 + Penalty 258.317630 = -8751.597844 Iteration 28F: 3 clusters Score -8751.598 nChanged 0 Trying to split cluster 5 (15704 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127910.714839 + Penalty 173.910073 = -127736.804766 Iteration 0F: 2 clusters Score -127736.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -117530.005435 + Penalty 347.820146 = -117182.185288 Iteration 0F: 3 clusters Score -117182.2 nChanged 7581 ComputeScore: Raw -122254.596368 + Penalty 347.820146 = -121906.776221 Iteration 1F: 3 clusters Score -121906.8 nChanged 998 ComputeScore: Raw -122811.789874 + Penalty 347.820146 = -122463.969727 Iteration 2F: 3 clusters Score -122464 nChanged 1006 ComputeScore: Raw -123454.990602 + Penalty 347.820146 = -123107.170456 Iteration 3F: 3 clusters Score -123107.2 nChanged 990 ComputeScore: Raw -124162.671213 + Penalty 347.820146 = -123814.851066 Iteration 4F: 3 clusters Score -123814.9 nChanged 869 ComputeScore: Raw -124783.751520 + Penalty 347.820146 = -124435.931373 Iteration 5F: 3 clusters Score -124435.9 nChanged 734 ComputeScore: Raw -125162.756753 + Penalty 347.820146 = -124814.936606 Iteration 6Q: 3 clusters Score -124814.9 nChanged 469 ComputeScore: Raw -125318.218620 + Penalty 347.820146 = -124970.398474 Iteration 7Q: 3 clusters Score -124970.4 nChanged 256 ComputeScore: Raw -125383.234873 + Penalty 347.820146 = -125035.414727 Iteration 8Q: 3 clusters Score -125035.4 nChanged 210 ComputeScore: Raw -125437.167258 + Penalty 347.820146 = -125089.347112 Iteration 9Q: 3 clusters Score -125089.3 nChanged 214 ComputeScore: Raw -125495.182633 + Penalty 347.820146 = -125147.362486 Iteration 10Q: 3 clusters Score -125147.4 nChanged 215 ComputeScore: Raw -125559.880805 + Penalty 347.820146 = -125212.060658 Iteration 11Q: 3 clusters Score -125212.1 nChanged 233 ComputeScore: Raw -125640.113948 + Penalty 347.820146 = -125292.293802 Iteration 12Q: 3 clusters Score -125292.3 nChanged 250 ComputeScore: Raw -125721.569997 + Penalty 347.820146 = -125373.749851 Iteration 13Q: 3 clusters Score -125373.7 nChanged 263 ComputeScore: Raw -125809.700132 + Penalty 347.820146 = -125461.879985 Iteration 14Q: 3 clusters Score -125461.9 nChanged 296 ComputeScore: Raw -125919.578727 + Penalty 347.820146 = -125571.758581 Iteration 15Q: 3 clusters Score -125571.8 nChanged 268 ComputeScore: Raw -126019.422265 + Penalty 347.820146 = -125671.602118 Iteration 16Q: 3 clusters Score -125671.6 nChanged 288 ComputeScore: Raw -126140.167663 + Penalty 347.820146 = -125792.347517 Iteration 17Q: 3 clusters Score -125792.3 nChanged 279 ComputeScore: Raw -126256.356817 + Penalty 347.820146 = -125908.536671 Iteration 18Q: 3 clusters Score -125908.5 nChanged 276 ComputeScore: Raw -126395.883156 + Penalty 347.820146 = -126048.063009 Iteration 19Q: 3 clusters Score -126048.1 nChanged 287 ComputeScore: Raw -126553.840182 + Penalty 347.820146 = -126206.020036 Iteration 20F: 3 clusters Score -126206 nChanged 274 ComputeScore: Raw -126698.663390 + Penalty 347.820146 = -126350.843244 Iteration 21Q: 3 clusters Score -126350.8 nChanged 258 ComputeScore: Raw -126833.848915 + Penalty 347.820146 = -126486.028769 Iteration 22Q: 3 clusters Score -126486 nChanged 233 ComputeScore: Raw -126946.073972 + Penalty 347.820146 = -126598.253826 Iteration 23Q: 3 clusters Score -126598.3 nChanged 229 ComputeScore: Raw -127063.833506 + Penalty 347.820146 = -126716.013359 Iteration 24Q: 3 clusters Score -126716 nChanged 233 ComputeScore: Raw -127187.621759 + Penalty 347.820146 = -126839.801613 Iteration 25Q: 3 clusters Score -126839.8 nChanged 218 ComputeScore: Raw -127302.248822 + Penalty 347.820146 = -126954.428676 Iteration 26Q: 3 clusters Score -126954.4 nChanged 214 ComputeScore: Raw -127413.130620 + Penalty 347.820146 = -127065.310473 Iteration 27Q: 3 clusters Score -127065.3 nChanged 177 ComputeScore: Raw -127507.168905 + Penalty 347.820146 = -127159.348759 Iteration 28Q: 3 clusters Score -127159.3 nChanged 173 ComputeScore: Raw -127601.681587 + Penalty 347.820146 = -127253.861441 Iteration 29Q: 3 clusters Score -127253.9 nChanged 149 ComputeScore: Raw -127685.332380 + Penalty 347.820146 = -127337.512234 Iteration 30Q: 3 clusters Score -127337.5 nChanged 129 ComputeScore: Raw -127758.967440 + Penalty 347.820146 = -127411.147294 Iteration 31Q: 3 clusters Score -127411.1 nChanged 96 ComputeScore: Raw -127808.881886 + Penalty 347.820146 = -127461.061740 Iteration 32Q: 3 clusters Score -127461.1 nChanged 64 ComputeScore: Raw -127840.206989 + Penalty 347.820146 = -127492.386842 Iteration 33Q: 3 clusters Score -127492.4 nChanged 51 ComputeScore: Raw -127864.058557 + Penalty 347.820146 = -127516.238410 Iteration 34Q: 3 clusters Score -127516.2 nChanged 49 ComputeScore: Raw -127888.403344 + Penalty 347.820146 = -127540.583197 Iteration 35Q: 3 clusters Score -127540.6 nChanged 31 ComputeScore: Raw -127903.655410 + Penalty 347.820146 = -127555.835264 Iteration 36Q: 3 clusters Score -127555.8 nChanged 20 ComputeScore: Raw -127912.238958 + Penalty 347.820146 = -127564.418812 Iteration 37Q: 3 clusters Score -127564.4 nChanged 19 ComputeScore: Raw -127919.614558 + Penalty 347.820146 = -127571.794411 Iteration 38Q: 3 clusters Score -127571.8 nChanged 15 ComputeScore: Raw -127926.049284 + Penalty 347.820146 = -127578.229137 Iteration 39Q: 3 clusters Score -127578.2 nChanged 11 ComputeScore: Raw -127935.800249 + Penalty 347.820146 = -127587.980103 Iteration 40F: 3 clusters Score -127588 nChanged 10 ComputeScore: Raw -127939.297972 + Penalty 347.820146 = -127591.477825 Iteration 41Q: 3 clusters Score -127591.5 nChanged 11 ComputeScore: Raw -127943.566299 + Penalty 347.820146 = -127595.746152 Iteration 42Q: 3 clusters Score -127595.7 nChanged 8 ComputeScore: Raw -127948.286246 + Penalty 347.820146 = -127600.466099 Iteration 43Q: 3 clusters Score -127600.5 nChanged 5 ComputeScore: Raw -127949.918990 + Penalty 347.820146 = -127602.098844 Iteration 44Q: 3 clusters Score -127602.1 nChanged 3 ComputeScore: Raw -127952.132438 + Penalty 347.820146 = -127604.312291 Iteration 45Q: 3 clusters Score -127604.3 nChanged 4 ComputeScore: Raw -127952.680126 + Penalty 347.820146 = -127604.859979 Iteration 46Q: 3 clusters Score -127604.9 nChanged 1 ComputeScore: Raw -127952.830954 + Penalty 347.820146 = -127605.010807 Iteration 47Q: 3 clusters Score -127605 nChanged 1 ComputeScore: Raw -127953.031954 + Penalty 347.820146 = -127605.211807 Iteration 48Q: 3 clusters Score -127605.2 nChanged 3 ComputeScore: Raw -127953.876388 + Penalty 347.820146 = -127606.056242 Iteration 49Q: 3 clusters Score -127606.1 nChanged 1 ComputeScore: Raw -127953.958142 + Penalty 347.820146 = -127606.137996 Iteration 50Q: 3 clusters Score -127606.1 nChanged 0 ComputeScore: Raw -127953.958142 + Penalty 347.820146 = -127606.137996 Iteration 51F: 3 clusters Score -127606.1 nChanged 0 Trying to split cluster 6 (10654 points) Assigned 2 initial classes randomly. ComputeScore: Raw -95549.519622 + Penalty 166.926432 = -95382.593189 Iteration 0F: 2 clusters Score -95382.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -88527.593459 + Penalty 333.852865 = -88193.740594 Iteration 0F: 3 clusters Score -88193.74 nChanged 5151 ComputeScore: Raw -91859.705401 + Penalty 333.852865 = -91525.852537 Iteration 1F: 3 clusters Score -91525.85 nChanged 785 ComputeScore: Raw -92330.517954 + Penalty 333.852865 = -91996.665089 Iteration 2F: 3 clusters Score -91996.67 nChanged 828 ComputeScore: Raw -92883.005088 + Penalty 333.852865 = -92549.152224 Iteration 3F: 3 clusters Score -92549.15 nChanged 809 ComputeScore: Raw -93567.308711 + Penalty 333.852865 = -93233.455846 Iteration 4F: 3 clusters Score -93233.46 nChanged 700 ComputeScore: Raw -94284.264177 + Penalty 333.852865 = -93950.411312 Iteration 5F: 3 clusters Score -93950.41 nChanged 492 ComputeScore: Raw -94788.249993 + Penalty 333.852865 = -94454.397128 Iteration 6Q: 3 clusters Score -94454.4 nChanged 300 ComputeScore: Raw -95066.494624 + Penalty 333.852865 = -94732.641759 Iteration 7Q: 3 clusters Score -94732.64 nChanged 204 ComputeScore: Raw -95224.674182 + Penalty 333.852865 = -94890.821318 Iteration 8Q: 3 clusters Score -94890.82 nChanged 147 ComputeScore: Raw -95317.852383 + Penalty 333.852865 = -94983.999518 Iteration 9Q: 3 clusters Score -94984 nChanged 124 ComputeScore: Raw -95391.976401 + Penalty 333.852865 = -95058.123536 Iteration 10Q: 3 clusters Score -95058.12 nChanged 102 ComputeScore: Raw -95456.462818 + Penalty 333.852865 = -95122.609954 Iteration 11Q: 3 clusters Score -95122.61 nChanged 86 ComputeScore: Raw -95506.387913 + Penalty 333.852865 = -95172.535048 Iteration 12Q: 3 clusters Score -95172.54 nChanged 67 ComputeScore: Raw -95545.272465 + Penalty 333.852865 = -95211.419601 Iteration 13Q: 3 clusters Score -95211.42 nChanged 61 ComputeScore: Raw -95579.326466 + Penalty 333.852865 = -95245.473602 Iteration 14Q: 3 clusters Score -95245.47 nChanged 40 ComputeScore: Raw -95599.780819 + Penalty 333.852865 = -95265.927954 Iteration 15Q: 3 clusters Score -95265.93 nChanged 17 ComputeScore: Raw -95607.820237 + Penalty 333.852865 = -95273.967372 Iteration 16Q: 3 clusters Score -95273.97 nChanged 14 ComputeScore: Raw -95612.280572 + Penalty 333.852865 = -95278.427707 Iteration 17Q: 3 clusters Score -95278.43 nChanged 13 ComputeScore: Raw -95616.687663 + Penalty 333.852865 = -95282.834798 Iteration 18Q: 3 clusters Score -95282.83 nChanged 7 ComputeScore: Raw -95619.184184 + Penalty 333.852865 = -95285.331319 Iteration 19Q: 3 clusters Score -95285.33 nChanged 2 ComputeScore: Raw -95619.404552 + Penalty 333.852865 = -95285.551687 Iteration 20F: 3 clusters Score -95285.55 nChanged 0 Trying to split cluster 7 (15830 points) Assigned 2 initial classes randomly. ComputeScore: Raw -131363.596867 + Penalty 174.053919 = -131189.542948 Iteration 0F: 2 clusters Score -131189.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -120938.009921 + Penalty 348.107838 = -120589.902083 Iteration 0F: 3 clusters Score -120589.9 nChanged 7643 ComputeScore: Raw -126270.583391 + Penalty 348.107838 = -125922.475554 Iteration 1F: 3 clusters Score -125922.5 nChanged 1064 ComputeScore: Raw -127206.939692 + Penalty 348.107838 = -126858.831855 Iteration 2F: 3 clusters Score -126858.8 nChanged 1010 ComputeScore: Raw -128214.548752 + Penalty 348.107838 = -127866.440915 Iteration 3F: 3 clusters Score -127866.4 nChanged 894 ComputeScore: Raw -128914.683198 + Penalty 348.107838 = -128566.575361 Iteration 4F: 3 clusters Score -128566.6 nChanged 683 ComputeScore: Raw -129321.324726 + Penalty 348.107838 = -128973.216888 Iteration 5Q: 3 clusters Score -128973.2 nChanged 507 ComputeScore: Raw -129568.659749 + Penalty 348.107838 = -129220.551911 Iteration 6Q: 3 clusters Score -129220.6 nChanged 472 ComputeScore: Raw -129830.795806 + Penalty 348.107838 = -129482.687968 Iteration 7Q: 3 clusters Score -129482.7 nChanged 464 ComputeScore: Raw -130143.500121 + Penalty 348.107838 = -129795.392284 Iteration 8Q: 3 clusters Score -129795.4 nChanged 472 ComputeScore: Raw -130505.023796 + Penalty 348.107838 = -130156.915958 Iteration 9Q: 3 clusters Score -130156.9 nChanged 505 ComputeScore: Raw -130930.133811 + Penalty 348.107838 = -130582.025974 Iteration 10Q: 3 clusters Score -130582 nChanged 502 ComputeScore: Raw -131417.551238 + Penalty 348.107838 = -131069.443401 Iteration 11Q: 3 clusters Score -131069.4 nChanged 461 ComputeScore: Raw -131866.788967 + Penalty 348.107838 = -131518.681129 Iteration 12Q: 3 clusters Score -131518.7 nChanged 310 ComputeScore: Raw -132076.202374 + Penalty 348.107838 = -131728.094536 Iteration 13Q: 3 clusters Score -131728.1 nChanged 204 ComputeScore: Raw -132151.941629 + Penalty 348.107838 = -131803.833792 Iteration 14Q: 3 clusters Score -131803.8 nChanged 122 ComputeScore: Raw -132183.163841 + Penalty 348.107838 = -131835.056003 Iteration 15Q: 3 clusters Score -131835.1 nChanged 73 ComputeScore: Raw -132193.165871 + Penalty 348.107838 = -131845.058034 Iteration 16Q: 3 clusters Score -131845.1 nChanged 40 ComputeScore: Raw -132199.584548 + Penalty 348.107838 = -131851.476710 Iteration 17Q: 3 clusters Score -131851.5 nChanged 20 ComputeScore: Raw -132200.275238 + Penalty 348.107838 = -131852.167400 Iteration 18Q: 3 clusters Score -131852.2 nChanged 16 ComputeScore: Raw -132200.872906 + Penalty 348.107838 = -131852.765069 Iteration 19Q: 3 clusters Score -131852.8 nChanged 11 ComputeScore: Raw -132210.288780 + Penalty 348.107838 = -131862.180942 Iteration 20F: 3 clusters Score -131862.2 nChanged 17 ComputeScore: Raw -132211.746248 + Penalty 348.107838 = -131863.638411 Iteration 21Q: 3 clusters Score -131863.6 nChanged 19 ComputeScore: Raw -132212.979504 + Penalty 348.107838 = -131864.871666 Iteration 22Q: 3 clusters Score -131864.9 nChanged 26 ComputeScore: Raw -132215.472022 + Penalty 348.107838 = -131867.364184 Iteration 23Q: 3 clusters Score -131867.4 nChanged 38 ComputeScore: Raw -132219.279786 + Penalty 348.107838 = -131871.171949 Iteration 24Q: 3 clusters Score -131871.2 nChanged 42 ComputeScore: Raw -132224.140492 + Penalty 348.107838 = -131876.032654 Iteration 25Q: 3 clusters Score -131876 nChanged 46 ComputeScore: Raw -132229.650350 + Penalty 348.107838 = -131881.542512 Iteration 26Q: 3 clusters Score -131881.5 nChanged 42 ComputeScore: Raw -132233.944980 + Penalty 348.107838 = -131885.837143 Iteration 27Q: 3 clusters Score -131885.8 nChanged 52 ComputeScore: Raw -132240.144062 + Penalty 348.107838 = -131892.036225 Iteration 28Q: 3 clusters Score -131892 nChanged 59 ComputeScore: Raw -132247.938507 + Penalty 348.107838 = -131899.830669 Iteration 29Q: 3 clusters Score -131899.8 nChanged 67 ComputeScore: Raw -132257.293293 + Penalty 348.107838 = -131909.185456 Iteration 30Q: 3 clusters Score -131909.2 nChanged 77 ComputeScore: Raw -132268.567371 + Penalty 348.107838 = -131920.459534 Iteration 31Q: 3 clusters Score -131920.5 nChanged 76 ComputeScore: Raw -132278.710750 + Penalty 348.107838 = -131930.602912 Iteration 32Q: 3 clusters Score -131930.6 nChanged 67 ComputeScore: Raw -132286.921670 + Penalty 348.107838 = -131938.813832 Iteration 33Q: 3 clusters Score -131938.8 nChanged 50 ComputeScore: Raw -132292.370555 + Penalty 348.107838 = -131944.262718 Iteration 34Q: 3 clusters Score -131944.3 nChanged 49 ComputeScore: Raw -132297.114431 + Penalty 348.107838 = -131949.006594 Iteration 35Q: 3 clusters Score -131949 nChanged 43 ComputeScore: Raw -132300.487228 + Penalty 348.107838 = -131952.379391 Iteration 36Q: 3 clusters Score -131952.4 nChanged 32 ComputeScore: Raw -132303.362980 + Penalty 348.107838 = -131955.255143 Iteration 37Q: 3 clusters Score -131955.3 nChanged 38 ComputeScore: Raw -132306.355053 + Penalty 348.107838 = -131958.247215 Iteration 38Q: 3 clusters Score -131958.2 nChanged 31 ComputeScore: Raw -132308.581820 + Penalty 348.107838 = -131960.473982 Iteration 39Q: 3 clusters Score -131960.5 nChanged 35 ComputeScore: Raw -132311.682063 + Penalty 348.107838 = -131963.574225 Iteration 40F: 3 clusters Score -131963.6 nChanged 30 ComputeScore: Raw -132314.853358 + Penalty 348.107838 = -131966.745521 Iteration 41Q: 3 clusters Score -131966.7 nChanged 31 ComputeScore: Raw -132317.557198 + Penalty 348.107838 = -131969.449361 Iteration 42Q: 3 clusters Score -131969.4 nChanged 38 ComputeScore: Raw -132320.836479 + Penalty 348.107838 = -131972.728642 Iteration 43Q: 3 clusters Score -131972.7 nChanged 31 ComputeScore: Raw -132323.021278 + Penalty 348.107838 = -131974.913440 Iteration 44Q: 3 clusters Score -131974.9 nChanged 25 ComputeScore: Raw -132325.345583 + Penalty 348.107838 = -131977.237745 Iteration 45Q: 3 clusters Score -131977.2 nChanged 34 ComputeScore: Raw -132329.223967 + Penalty 348.107838 = -131981.116129 Iteration 46Q: 3 clusters Score -131981.1 nChanged 32 ComputeScore: Raw -132334.617701 + Penalty 348.107838 = -131986.509864 Iteration 47Q: 3 clusters Score -131986.5 nChanged 42 ComputeScore: Raw -132343.238037 + Penalty 348.107838 = -131995.130200 Iteration 48Q: 3 clusters Score -131995.1 nChanged 51 ComputeScore: Raw -132351.283419 + Penalty 348.107838 = -132003.175581 Iteration 49Q: 3 clusters Score -132003.2 nChanged 48 ComputeScore: Raw -132356.541526 + Penalty 348.107838 = -132008.433689 Iteration 50Q: 3 clusters Score -132008.4 nChanged 40 ComputeScore: Raw -132360.973453 + Penalty 348.107838 = -132012.865616 Iteration 51Q: 3 clusters Score -132012.9 nChanged 40 ComputeScore: Raw -132364.609511 + Penalty 348.107838 = -132016.501673 Iteration 52Q: 3 clusters Score -132016.5 nChanged 32 ComputeScore: Raw -132367.363867 + Penalty 348.107838 = -132019.256029 Iteration 53Q: 3 clusters Score -132019.3 nChanged 34 ComputeScore: Raw -132371.012183 + Penalty 348.107838 = -132022.904345 Iteration 54Q: 3 clusters Score -132022.9 nChanged 32 ComputeScore: Raw -132373.494859 + Penalty 348.107838 = -132025.387021 Iteration 55Q: 3 clusters Score -132025.4 nChanged 32 ComputeScore: Raw -132375.909874 + Penalty 348.107838 = -132027.802036 Iteration 56Q: 3 clusters Score -132027.8 nChanged 29 ComputeScore: Raw -132377.779580 + Penalty 348.107838 = -132029.671742 Iteration 57Q: 3 clusters Score -132029.7 nChanged 26 ComputeScore: Raw -132379.292129 + Penalty 348.107838 = -132031.184292 Iteration 58Q: 3 clusters Score -132031.2 nChanged 23 ComputeScore: Raw -132380.782374 + Penalty 348.107838 = -132032.674536 Iteration 59Q: 3 clusters Score -132032.7 nChanged 28 ComputeScore: Raw -132383.039695 + Penalty 348.107838 = -132034.931857 Iteration 60F: 3 clusters Score -132034.9 nChanged 31 ComputeScore: Raw -132385.612725 + Penalty 348.107838 = -132037.504887 Iteration 61Q: 3 clusters Score -132037.5 nChanged 32 ComputeScore: Raw -132387.361628 + Penalty 348.107838 = -132039.253791 Iteration 62Q: 3 clusters Score -132039.3 nChanged 19 ComputeScore: Raw -132387.963374 + Penalty 348.107838 = -132039.855537 Iteration 63Q: 3 clusters Score -132039.9 nChanged 11 ComputeScore: Raw -132388.265835 + Penalty 348.107838 = -132040.157997 Iteration 64Q: 3 clusters Score -132040.2 nChanged 7 ComputeScore: Raw -132388.422715 + Penalty 348.107838 = -132040.314877 Iteration 65Q: 3 clusters Score -132040.3 nChanged 4 ComputeScore: Raw -132388.492294 + Penalty 348.107838 = -132040.384456 Iteration 66Q: 3 clusters Score -132040.4 nChanged 3 ComputeScore: Raw -132388.534892 + Penalty 348.107838 = -132040.427055 Iteration 67Q: 3 clusters Score -132040.4 nChanged 2 ComputeScore: Raw -132388.560640 + Penalty 348.107838 = -132040.452802 Iteration 68Q: 3 clusters Score -132040.5 nChanged 2 ComputeScore: Raw -132388.596508 + Penalty 348.107838 = -132040.488670 Iteration 69Q: 3 clusters Score -132040.5 nChanged 2 ComputeScore: Raw -132388.629066 + Penalty 348.107838 = -132040.521229 Iteration 70Q: 3 clusters Score -132040.5 nChanged 3 ComputeScore: Raw -132388.672739 + Penalty 348.107838 = -132040.564902 Iteration 71Q: 3 clusters Score -132040.6 nChanged 0 ComputeScore: Raw -132388.672739 + Penalty 348.107838 = -132040.564902 Iteration 72F: 3 clusters Score -132040.6 nChanged 0 ComputeScore: Raw -522756.458878 + Penalty 2240.236978 = -520516.221899Splitting cluster 7 changes total score from -519626.380446 to -520516.221899 So it's getting split into cluster 9. Trying to split cluster 8 (6461 points) Assigned 2 initial classes randomly. ComputeScore: Raw -55403.178488 + Penalty 157.923709 = -55245.254779 Iteration 0F: 2 clusters Score -55245.25 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -51306.713389 + Penalty 315.847418 = -50990.865971 Iteration 0F: 3 clusters Score -50990.87 nChanged 3051 ComputeScore: Raw -53527.606042 + Penalty 315.847418 = -53211.758624 Iteration 1F: 3 clusters Score -53211.76 nChanged 607 ComputeScore: Raw -54061.409839 + Penalty 315.847418 = -53745.562421 Iteration 2F: 3 clusters Score -53745.56 nChanged 524 ComputeScore: Raw -54578.950591 + Penalty 315.847418 = -54263.103173 Iteration 3F: 3 clusters Score -54263.1 nChanged 351 ComputeScore: Raw -54944.470616 + Penalty 315.847418 = -54628.623198 Iteration 4F: 3 clusters Score -54628.62 nChanged 215 ComputeScore: Raw -55170.817546 + Penalty 315.847418 = -54854.970129 Iteration 5Q: 3 clusters Score -54854.97 nChanged 102 ComputeScore: Raw -55279.681518 + Penalty 315.847418 = -54963.834100 Iteration 6Q: 3 clusters Score -54963.83 nChanged 52 ComputeScore: Raw -55328.056206 + Penalty 315.847418 = -55012.208788 Iteration 7Q: 3 clusters Score -55012.21 nChanged 35 ComputeScore: Raw -55382.422628 + Penalty 315.847418 = -55066.575210 Iteration 8Q: 3 clusters Score -55066.58 nChanged 32 ComputeScore: Raw -55410.575873 + Penalty 315.847418 = -55094.728455 Iteration 9Q: 3 clusters Score -55094.73 nChanged 10 ComputeScore: Raw -55417.834851 + Penalty 315.847418 = -55101.987433 Iteration 10Q: 3 clusters Score -55101.99 nChanged 8 ComputeScore: Raw -55424.165324 + Penalty 315.847418 = -55108.317906 Iteration 11Q: 3 clusters Score -55108.32 nChanged 5 ComputeScore: Raw -55426.719585 + Penalty 315.847418 = -55110.872167 Iteration 12Q: 3 clusters Score -55110.87 nChanged 6 ComputeScore: Raw -55428.188149 + Penalty 315.847418 = -55112.340731 Iteration 13Q: 3 clusters Score -55112.34 nChanged 4 ComputeScore: Raw -55428.815256 + Penalty 315.847418 = -55112.967838 Iteration 14Q: 3 clusters Score -55112.97 nChanged 3 ComputeScore: Raw -55431.064200 + Penalty 315.847418 = -55115.216783 Iteration 15Q: 3 clusters Score -55115.22 nChanged 7 ComputeScore: Raw -55435.299945 + Penalty 315.847418 = -55119.452528 Iteration 16Q: 3 clusters Score -55119.45 nChanged 1 ComputeScore: Raw -55436.301682 + Penalty 315.847418 = -55120.454264 Iteration 17Q: 3 clusters Score -55120.45 nChanged 4 ComputeScore: Raw -55439.430938 + Penalty 315.847418 = -55123.583521 Iteration 18Q: 3 clusters Score -55123.58 nChanged 4 ComputeScore: Raw -55440.544555 + Penalty 315.847418 = -55124.697137 Iteration 19Q: 3 clusters Score -55124.7 nChanged 2 ComputeScore: Raw -55440.953401 + Penalty 315.847418 = -55125.105983 Iteration 20F: 3 clusters Score -55125.11 nChanged 1 ComputeScore: Raw -55441.179389 + Penalty 315.847418 = -55125.331971 Iteration 21Q: 3 clusters Score -55125.33 nChanged 2 ComputeScore: Raw -55441.402292 + Penalty 315.847418 = -55125.554874 Iteration 22Q: 3 clusters Score -55125.55 nChanged 0 ComputeScore: Raw -55441.402292 + Penalty 315.847418 = -55125.554874 Iteration 23F: 3 clusters Score -55125.55 nChanged 0 Trying to split cluster 10 (559 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6876.776146 + Penalty 113.870691 = -6762.905456 Iteration 0F: 2 clusters Score -6762.905 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6580.901087 + Penalty 227.741381 = -6353.159706 Iteration 0F: 3 clusters Score -6353.16 nChanged 222 ComputeScore: Raw -6716.679334 + Penalty 227.741381 = -6488.937953 Iteration 1F: 3 clusters Score -6488.938 nChanged 39 ComputeScore: Raw -6740.726798 + Penalty 227.741381 = -6512.985417 Iteration 2F: 3 clusters Score -6512.985 nChanged 35 ComputeScore: Raw -6763.014078 + Penalty 227.741381 = -6535.272697 Iteration 3F: 3 clusters Score -6535.273 nChanged 35 ComputeScore: Raw -6795.038444 + Penalty 227.741381 = -6567.297063 Iteration 4F: 3 clusters Score -6567.297 nChanged 31 ComputeScore: Raw -6824.471082 + Penalty 227.741381 = -6596.729701 Iteration 5F: 3 clusters Score -6596.73 nChanged 23 ComputeScore: Raw -6845.475606 + Penalty 227.741381 = -6617.734225 Iteration 6Q: 3 clusters Score -6617.734 nChanged 20 ComputeScore: Raw -6862.358681 + Penalty 227.741381 = -6634.617300 Iteration 7Q: 3 clusters Score -6634.617 nChanged 11 ComputeScore: Raw -6868.931716 + Penalty 227.741381 = -6641.190335 Iteration 8Q: 3 clusters Score -6641.19 nChanged 7 ComputeScore: Raw -6871.608308 + Penalty 227.741381 = -6643.866927 Iteration 9Q: 3 clusters Score -6643.867 nChanged 3 ComputeScore: Raw -6873.144525 + Penalty 227.741381 = -6645.403144 Iteration 10Q: 3 clusters Score -6645.403 nChanged 3 ComputeScore: Raw -6875.164021 + Penalty 227.741381 = -6647.422640 Iteration 11Q: 3 clusters Score -6647.423 nChanged 5 ComputeScore: Raw -6880.289158 + Penalty 227.741381 = -6652.547777 Iteration 12Q: 3 clusters Score -6652.548 nChanged 4 ComputeScore: Raw -6883.472100 + Penalty 227.741381 = -6655.730719 Iteration 13Q: 3 clusters Score -6655.731 nChanged 2 ComputeScore: Raw -6884.431604 + Penalty 227.741381 = -6656.690223 Iteration 14Q: 3 clusters Score -6656.69 nChanged 1 ComputeScore: Raw -6884.805081 + Penalty 227.741381 = -6657.063700 Iteration 15Q: 3 clusters Score -6657.064 nChanged 0 ComputeScore: Raw -6884.805081 + Penalty 227.741381 = -6657.063700 Iteration 16F: 3 clusters Score -6657.064 nChanged 0 Trying to split cluster 11 (13254 points) Assigned 2 initial classes randomly. ComputeScore: Raw -106460.107777 + Penalty 170.856984 = -106289.250793 Iteration 0F: 2 clusters Score -106289.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -97689.690309 + Penalty 341.713968 = -97347.976341 Iteration 0F: 3 clusters Score -97347.98 nChanged 6396 ComputeScore: Raw -102411.619398 + Penalty 341.713968 = -102069.905430 Iteration 1F: 3 clusters Score -102069.9 nChanged 1107 ComputeScore: Raw -103312.547875 + Penalty 341.713968 = -102970.833907 Iteration 2F: 3 clusters Score -102970.8 nChanged 1125 ComputeScore: Raw -104423.258403 + Penalty 341.713968 = -104081.544434 Iteration 3F: 3 clusters Score -104081.5 nChanged 974 ComputeScore: Raw -105480.164075 + Penalty 341.713968 = -105138.450107 Iteration 4F: 3 clusters Score -105138.5 nChanged 580 ComputeScore: Raw -106096.067642 + Penalty 341.713968 = -105754.353674 Iteration 5Q: 3 clusters Score -105754.4 nChanged 245 ComputeScore: Raw -106341.906093 + Penalty 341.713968 = -106000.192125 Iteration 6Q: 3 clusters Score -106000.2 nChanged 79 ComputeScore: Raw -106419.677539 + Penalty 341.713968 = -106077.963571 Iteration 7Q: 3 clusters Score -106078 nChanged 30 ComputeScore: Raw -106452.737487 + Penalty 341.713968 = -106111.023519 Iteration 8Q: 3 clusters Score -106111 nChanged 11 ComputeScore: Raw -106461.844671 + Penalty 341.713968 = -106120.130703 Iteration 9Q: 3 clusters Score -106120.1 nChanged 8 ComputeScore: Raw -106470.609284 + Penalty 341.713968 = -106128.895316 Iteration 10Q: 3 clusters Score -106128.9 nChanged 6 ComputeScore: Raw -106476.062707 + Penalty 341.713968 = -106134.348739 Iteration 11Q: 3 clusters Score -106134.3 nChanged 5 ComputeScore: Raw -106479.781157 + Penalty 341.713968 = -106138.067189 Iteration 12Q: 3 clusters Score -106138.1 nChanged 4 ComputeScore: Raw -106483.520211 + Penalty 341.713968 = -106141.806243 Iteration 13Q: 3 clusters Score -106141.8 nChanged 4 ComputeScore: Raw -106489.545677 + Penalty 341.713968 = -106147.831709 Iteration 14Q: 3 clusters Score -106147.8 nChanged 3 ComputeScore: Raw -106491.901288 + Penalty 341.713968 = -106150.187320 Iteration 15Q: 3 clusters Score -106150.2 nChanged 1 ComputeScore: Raw -106492.864326 + Penalty 341.713968 = -106151.150358 Iteration 16Q: 3 clusters Score -106151.2 nChanged 0 ComputeScore: Raw -106492.864326 + Penalty 341.713968 = -106151.150358 Iteration 17F: 3 clusters Score -106151.2 nChanged 0 ConsiderDeletion: ComputeScore: Raw -523227.650554 + Penalty 2240.236978 = -520987.413576Iteration 79Q: 12 clusters Score -520987.4 nChanged 534 ConsiderDeletion: ComputeScore: Raw -523453.729589 + Penalty 2240.236978 = -521213.492611Iteration 80F: 12 clusters Score -521213.5 nChanged 457 ConsiderDeletion: ComputeScore: Raw -523543.516563 + Penalty 2240.236978 = -521303.279585Iteration 81Q: 12 clusters Score -521303.3 nChanged 276 ConsiderDeletion: ComputeScore: Raw -523598.477775 + Penalty 2240.236978 = -521358.240797Iteration 82Q: 12 clusters Score -521358.2 nChanged 230 ConsiderDeletion: ComputeScore: Raw -523642.366910 + Penalty 2240.236978 = -521402.129931Iteration 83Q: 12 clusters Score -521402.1 nChanged 194 ConsiderDeletion: ComputeScore: Raw -523685.921654 + Penalty 2240.236978 = -521445.684676Iteration 84Q: 12 clusters Score -521445.7 nChanged 208 ConsiderDeletion: ComputeScore: Raw -523744.767707 + Penalty 2240.236978 = -521504.530729Iteration 85Q: 12 clusters Score -521504.5 nChanged 202 ConsiderDeletion: ComputeScore: Raw -523810.736800 + Penalty 2240.236978 = -521570.499821Iteration 86Q: 12 clusters Score -521570.5 nChanged 205 ConsiderDeletion: ComputeScore: Raw -523890.001604 + Penalty 2240.236978 = -521649.764626Iteration 87Q: 12 clusters Score -521649.8 nChanged 204 ConsiderDeletion: ComputeScore: Raw -523965.482268 + Penalty 2240.236978 = -521725.245289Iteration 88Q: 12 clusters Score -521725.2 nChanged 199 ConsiderDeletion: ComputeScore: Raw -524041.790873 + Penalty 2240.236978 = -521801.553894Iteration 89Q: 12 clusters Score -521801.6 nChanged 186 ConsiderDeletion: ComputeScore: Raw -524116.494854 + Penalty 2240.236978 = -521876.257876Iteration 90Q: 12 clusters Score -521876.3 nChanged 172 ConsiderDeletion: ComputeScore: Raw -524193.438991 + Penalty 2240.236978 = -521953.202012Iteration 91Q: 12 clusters Score -521953.2 nChanged 189 ConsiderDeletion: ComputeScore: Raw -524281.062794 + Penalty 2240.236978 = -522040.825816Iteration 92Q: 12 clusters Score -522040.8 nChanged 183 ConsiderDeletion: ComputeScore: Raw -524365.332238 + Penalty 2240.236978 = -522125.095260Iteration 93Q: 12 clusters Score -522125.1 nChanged 172 ConsiderDeletion: ComputeScore: Raw -524443.973639 + Penalty 2240.236978 = -522203.736661Iteration 94Q: 12 clusters Score -522203.7 nChanged 150 ConsiderDeletion: ComputeScore: Raw -524507.696032 + Penalty 2240.236978 = -522267.459054Iteration 95Q: 12 clusters Score -522267.5 nChanged 125 ConsiderDeletion: ComputeScore: Raw -524558.796994 + Penalty 2240.236978 = -522318.560016Iteration 96Q: 12 clusters Score -522318.6 nChanged 93 ConsiderDeletion: ComputeScore: Raw -524588.360576 + Penalty 2240.236978 = -522348.123598Iteration 97Q: 12 clusters Score -522348.1 nChanged 86 ConsiderDeletion: ComputeScore: Raw -524609.336185 + Penalty 2240.236978 = -522369.099206Iteration 98Q: 12 clusters Score -522369.1 nChanged 69 ConsiderDeletion: ComputeScore: Raw -524619.187553 + Penalty 2240.236978 = -522378.950574Iteration 99Q: 12 clusters Score -522379 nChanged 45 ConsiderDeletion: ComputeScore: Raw -524667.882797 + Penalty 2240.236978 = -522427.645819Iteration 100F: 12 clusters Score -522427.6 nChanged 133 ConsiderDeletion: ComputeScore: Raw -524727.475992 + Penalty 2240.236978 = -522487.239013Iteration 101Q: 12 clusters Score -522487.2 nChanged 113 ConsiderDeletion: ComputeScore: Raw -524764.422542 + Penalty 2240.236978 = -522524.185564Iteration 102Q: 12 clusters Score -522524.2 nChanged 87 ConsiderDeletion: ComputeScore: Raw -524783.716927 + Penalty 2240.236978 = -522543.479949Iteration 103Q: 12 clusters Score -522543.5 nChanged 79 ConsiderDeletion: ComputeScore: Raw -524801.245955 + Penalty 2240.236978 = -522561.008977Iteration 104Q: 12 clusters Score -522561 nChanged 73 ConsiderDeletion: ComputeScore: Raw -524816.087124 + Penalty 2240.236978 = -522575.850145Iteration 105Q: 12 clusters Score -522575.9 nChanged 81 ConsiderDeletion: ComputeScore: Raw -524833.531933 + Penalty 2240.236978 = -522593.294955Iteration 106Q: 12 clusters Score -522593.3 nChanged 79 ConsiderDeletion: ComputeScore: Raw -524847.334565 + Penalty 2240.236978 = -522607.097586Iteration 107Q: 12 clusters Score -522607.1 nChanged 59 ConsiderDeletion: ComputeScore: Raw -524857.141903 + Penalty 2240.236978 = -522616.904925Iteration 108Q: 12 clusters Score -522616.9 nChanged 54 ConsiderDeletion: ComputeScore: Raw -524864.942564 + Penalty 2240.236978 = -522624.705586Iteration 109Q: 12 clusters Score -522624.7 nChanged 55 ConsiderDeletion: ComputeScore: Raw -524872.815395 + Penalty 2240.236978 = -522632.578417Iteration 110Q: 12 clusters Score -522632.6 nChanged 63 ConsiderDeletion: ComputeScore: Raw -524881.504812 + Penalty 2240.236978 = -522641.267834Iteration 111Q: 12 clusters Score -522641.3 nChanged 45 ConsiderDeletion: ComputeScore: Raw -524888.057648 + Penalty 2240.236978 = -522647.820670Iteration 112Q: 12 clusters Score -522647.8 nChanged 42 ConsiderDeletion: ComputeScore: Raw -524894.668178 + Penalty 2240.236978 = -522654.431199Iteration 113Q: 12 clusters Score -522654.4 nChanged 45 ConsiderDeletion: ComputeScore: Raw -524901.981875 + Penalty 2240.236978 = -522661.744896Iteration 114Q: 12 clusters Score -522661.7 nChanged 46 ConsiderDeletion: ComputeScore: Raw -524906.834808 + Penalty 2240.236978 = -522666.597829Iteration 115Q: 12 clusters Score -522666.6 nChanged 27 ConsiderDeletion: ComputeScore: Raw -524909.557309 + Penalty 2240.236978 = -522669.320331Iteration 116Q: 12 clusters Score -522669.3 nChanged 22 ConsiderDeletion: ComputeScore: Raw -524912.709699 + Penalty 2240.236978 = -522672.472720Iteration 117Q: 12 clusters Score -522672.5 nChanged 28 ConsiderDeletion: ComputeScore: Raw -524915.423279 + Penalty 2240.236978 = -522675.186301Iteration 118Q: 12 clusters Score -522675.2 nChanged 19 ComputeScore: Raw -524915.423279 + Penalty 2240.236978 = -522675.186301Trying to split cluster 1 (4060 points) Assigned 2 initial classes randomly. ComputeScore: Raw -38083.940577 + Penalty 149.560889 = -37934.379688 Iteration 0F: 2 clusters Score -37934.38 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -35521.956807 + Penalty 299.121777 = -35222.835030 Iteration 0F: 3 clusters Score -35222.84 nChanged 1857 ComputeScore: Raw -36588.627648 + Penalty 299.121777 = -36289.505871 Iteration 1F: 3 clusters Score -36289.51 nChanged 212 ComputeScore: Raw -36680.862977 + Penalty 299.121777 = -36381.741200 Iteration 2F: 3 clusters Score -36381.74 nChanged 233 ComputeScore: Raw -36825.922047 + Penalty 299.121777 = -36526.800270 Iteration 3F: 3 clusters Score -36526.8 nChanged 242 ComputeScore: Raw -37029.630614 + Penalty 299.121777 = -36730.508836 Iteration 4F: 3 clusters Score -36730.51 nChanged 238 ComputeScore: Raw -37292.170814 + Penalty 299.121777 = -36993.049036 Iteration 5F: 3 clusters Score -36993.05 nChanged 217 ComputeScore: Raw -37558.649845 + Penalty 299.121777 = -37259.528068 Iteration 6F: 3 clusters Score -37259.53 nChanged 182 ComputeScore: Raw -37791.571637 + Penalty 299.121777 = -37492.449860 Iteration 7Q: 3 clusters Score -37492.45 nChanged 162 ComputeScore: Raw -37965.898741 + Penalty 299.121777 = -37666.776964 Iteration 8Q: 3 clusters Score -37666.78 nChanged 119 ComputeScore: Raw -38060.995940 + Penalty 299.121777 = -37761.874163 Iteration 9Q: 3 clusters Score -37761.87 nChanged 85 ComputeScore: Raw -38112.327730 + Penalty 299.121777 = -37813.205952 Iteration 10Q: 3 clusters Score -37813.21 nChanged 51 ComputeScore: Raw -38133.948101 + Penalty 299.121777 = -37834.826324 Iteration 11Q: 3 clusters Score -37834.83 nChanged 45 ComputeScore: Raw -38150.047762 + Penalty 299.121777 = -37850.925985 Iteration 12Q: 3 clusters Score -37850.93 nChanged 33 ComputeScore: Raw -38157.753762 + Penalty 299.121777 = -37858.631985 Iteration 13Q: 3 clusters Score -37858.63 nChanged 26 ComputeScore: Raw -38162.601388 + Penalty 299.121777 = -37863.479611 Iteration 14Q: 3 clusters Score -37863.48 nChanged 20 ComputeScore: Raw -38167.097040 + Penalty 299.121777 = -37867.975262 Iteration 15Q: 3 clusters Score -37867.98 nChanged 17 ComputeScore: Raw -38172.691590 + Penalty 299.121777 = -37873.569813 Iteration 16Q: 3 clusters Score -37873.57 nChanged 13 ComputeScore: Raw -38174.681886 + Penalty 299.121777 = -37875.560109 Iteration 17Q: 3 clusters Score -37875.56 nChanged 6 ComputeScore: Raw -38175.526209 + Penalty 299.121777 = -37876.404432 Iteration 18Q: 3 clusters Score -37876.4 nChanged 7 ComputeScore: Raw -38176.042243 + Penalty 299.121777 = -37876.920466 Iteration 19Q: 3 clusters Score -37876.92 nChanged 3 ComputeScore: Raw -38178.244145 + Penalty 299.121777 = -37879.122368 Iteration 20F: 3 clusters Score -37879.12 nChanged 4 ComputeScore: Raw -38178.809431 + Penalty 299.121777 = -37879.687654 Iteration 21Q: 3 clusters Score -37879.69 nChanged 2 ComputeScore: Raw -38178.955244 + Penalty 299.121777 = -37879.833467 Iteration 22Q: 3 clusters Score -37879.83 nChanged 5 ComputeScore: Raw -38179.556076 + Penalty 299.121777 = -37880.434299 Iteration 23Q: 3 clusters Score -37880.43 nChanged 4 ComputeScore: Raw -38179.741719 + Penalty 299.121777 = -37880.619942 Iteration 24Q: 3 clusters Score -37880.62 nChanged 2 ComputeScore: Raw -38179.785849 + Penalty 299.121777 = -37880.664072 Iteration 25Q: 3 clusters Score -37880.66 nChanged 1 ComputeScore: Raw -38179.803420 + Penalty 299.121777 = -37880.681643 Iteration 26Q: 3 clusters Score -37880.68 nChanged 1 ComputeScore: Raw -38179.816971 + Penalty 299.121777 = -37880.695193 Iteration 27Q: 3 clusters Score -37880.7 nChanged 0 ComputeScore: Raw -38179.816971 + Penalty 299.121777 = -37880.695193 Iteration 28F: 3 clusters Score -37880.7 nChanged 0 Trying to split cluster 2 (12228 points) Assigned 2 initial classes randomly. ComputeScore: Raw -97007.962705 + Penalty 169.406706 = -96838.555999 Iteration 0F: 2 clusters Score -96838.56 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -88965.913591 + Penalty 338.813413 = -88627.100179 Iteration 0F: 3 clusters Score -88627.1 nChanged 5969 ComputeScore: Raw -93564.309171 + Penalty 338.813413 = -93225.495758 Iteration 1F: 3 clusters Score -93225.5 nChanged 984 ComputeScore: Raw -94154.445831 + Penalty 338.813413 = -93815.632419 Iteration 2F: 3 clusters Score -93815.63 nChanged 870 ComputeScore: Raw -94687.974266 + Penalty 338.813413 = -94349.160854 Iteration 3F: 3 clusters Score -94349.16 nChanged 733 ComputeScore: Raw -95212.937392 + Penalty 338.813413 = -94874.123980 Iteration 4F: 3 clusters Score -94874.12 nChanged 713 ComputeScore: Raw -95776.191857 + Penalty 338.813413 = -95437.378444 Iteration 5F: 3 clusters Score -95437.38 nChanged 586 ComputeScore: Raw -96267.753154 + Penalty 338.813413 = -95928.939742 Iteration 6Q: 3 clusters Score -95928.94 nChanged 426 ComputeScore: Raw -96650.466666 + Penalty 338.813413 = -96311.653254 Iteration 7Q: 3 clusters Score -96311.65 nChanged 257 ComputeScore: Raw -96873.699906 + Penalty 338.813413 = -96534.886494 Iteration 8Q: 3 clusters Score -96534.89 nChanged 144 ComputeScore: Raw -97020.087317 + Penalty 338.813413 = -96681.273905 Iteration 9Q: 3 clusters Score -96681.27 nChanged 63 ComputeScore: Raw -97085.188671 + Penalty 338.813413 = -96746.375259 Iteration 10Q: 3 clusters Score -96746.38 nChanged 35 ComputeScore: Raw -97122.144985 + Penalty 338.813413 = -96783.331573 Iteration 11Q: 3 clusters Score -96783.33 nChanged 21 ComputeScore: Raw -97148.172105 + Penalty 338.813413 = -96809.358693 Iteration 12Q: 3 clusters Score -96809.36 nChanged 15 ComputeScore: Raw -97164.043451 + Penalty 338.813413 = -96825.230038 Iteration 13Q: 3 clusters Score -96825.23 nChanged 8 ComputeScore: Raw -97169.445062 + Penalty 338.813413 = -96830.631649 Iteration 14Q: 3 clusters Score -96830.63 nChanged 7 ComputeScore: Raw -97171.246856 + Penalty 338.813413 = -96832.433443 Iteration 15Q: 3 clusters Score -96832.43 nChanged 2 ComputeScore: Raw -97172.387070 + Penalty 338.813413 = -96833.573657 Iteration 16Q: 3 clusters Score -96833.57 nChanged 3 ComputeScore: Raw -97179.506393 + Penalty 338.813413 = -96840.692981 Iteration 17Q: 3 clusters Score -96840.69 nChanged 5 ComputeScore: Raw -97183.793699 + Penalty 338.813413 = -96844.980286 Iteration 18Q: 3 clusters Score -96844.98 nChanged 3 ComputeScore: Raw -97186.872531 + Penalty 338.813413 = -96848.059118 Iteration 19Q: 3 clusters Score -96848.06 nChanged 5 ComputeScore: Raw -97192.388131 + Penalty 338.813413 = -96853.574719 Iteration 20F: 3 clusters Score -96853.57 nChanged 5 ComputeScore: Raw -97197.375188 + Penalty 338.813413 = -96858.561776 Iteration 21Q: 3 clusters Score -96858.56 nChanged 2 ComputeScore: Raw -97198.145726 + Penalty 338.813413 = -96859.332314 Iteration 22Q: 3 clusters Score -96859.33 nChanged 2 ComputeScore: Raw -97198.691617 + Penalty 338.813413 = -96859.878205 Iteration 23Q: 3 clusters Score -96859.88 nChanged 0 ComputeScore: Raw -97198.691617 + Penalty 338.813413 = -96859.878205 Iteration 24F: 3 clusters Score -96859.88 nChanged 0 ComputeScore: Raw -525107.247650 + Penalty 2443.894886 = -522663.352765Splitting cluster 2 changes total score from -522675.186301 to -522663.352765 So it's not getting split. Trying to split cluster 3 (4696 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42882.168934 + Penalty 152.180395 = -42729.988539 Iteration 0F: 2 clusters Score -42729.99 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -40009.792842 + Penalty 304.360789 = -39705.432053 Iteration 0F: 3 clusters Score -39705.43 nChanged 2192 ComputeScore: Raw -41732.749958 + Penalty 304.360789 = -41428.389169 Iteration 1F: 3 clusters Score -41428.39 nChanged 359 ComputeScore: Raw -42017.491128 + Penalty 304.360789 = -41713.130339 Iteration 2F: 3 clusters Score -41713.13 nChanged 316 ComputeScore: Raw -42305.618579 + Penalty 304.360789 = -42001.257790 Iteration 3F: 3 clusters Score -42001.26 nChanged 264 ComputeScore: Raw -42559.503946 + Penalty 304.360789 = -42255.143157 Iteration 4F: 3 clusters Score -42255.14 nChanged 179 ComputeScore: Raw -42734.394467 + Penalty 304.360789 = -42430.033678 Iteration 5Q: 3 clusters Score -42430.03 nChanged 91 ComputeScore: Raw -42822.436397 + Penalty 304.360789 = -42518.075608 Iteration 6Q: 3 clusters Score -42518.08 nChanged 48 ComputeScore: Raw -42867.527525 + Penalty 304.360789 = -42563.166736 Iteration 7Q: 3 clusters Score -42563.17 nChanged 14 ComputeScore: Raw -42883.753857 + Penalty 304.360789 = -42579.393068 Iteration 8Q: 3 clusters Score -42579.39 nChanged 5 ComputeScore: Raw -42891.023950 + Penalty 304.360789 = -42586.663161 Iteration 9Q: 3 clusters Score -42586.66 nChanged 2 ComputeScore: Raw -42891.798175 + Penalty 304.360789 = -42587.437386 Iteration 10Q: 3 clusters Score -42587.44 nChanged 1 ComputeScore: Raw -42892.034474 + Penalty 304.360789 = -42587.673685 Iteration 11Q: 3 clusters Score -42587.67 nChanged 0 ComputeScore: Raw -42892.034474 + Penalty 304.360789 = -42587.673685 Iteration 12F: 3 clusters Score -42587.67 nChanged 0 Trying to split cluster 4 (1600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10676.555030 + Penalty 132.799660 = -10543.755370 Iteration 0F: 2 clusters Score -10543.76 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9710.072588 + Penalty 265.599321 = -9444.473267 Iteration 0F: 3 clusters Score -9444.473 nChanged 730 ComputeScore: Raw -10193.784153 + Penalty 265.599321 = -9928.184832 Iteration 1F: 3 clusters Score -9928.185 nChanged 125 ComputeScore: Raw -10291.033208 + Penalty 265.599321 = -10025.433888 Iteration 2F: 3 clusters Score -10025.43 nChanged 117 ComputeScore: Raw -10397.112361 + Penalty 265.599321 = -10131.513040 Iteration 3F: 3 clusters Score -10131.51 nChanged 105 ComputeScore: Raw -10486.545279 + Penalty 265.599321 = -10220.945958 Iteration 4F: 3 clusters Score -10220.95 nChanged 69 ComputeScore: Raw -10531.351942 + Penalty 265.599321 = -10265.752621 Iteration 5Q: 3 clusters Score -10265.75 nChanged 38 ComputeScore: Raw -10546.323116 + Penalty 265.599321 = -10280.723795 Iteration 6Q: 3 clusters Score -10280.72 nChanged 18 ComputeScore: Raw -10556.569463 + Penalty 265.599321 = -10290.970143 Iteration 7Q: 3 clusters Score -10290.97 nChanged 25 ComputeScore: Raw -10568.138882 + Penalty 265.599321 = -10302.539561 Iteration 8Q: 3 clusters Score -10302.54 nChanged 23 ComputeScore: Raw -10584.098740 + Penalty 265.599321 = -10318.499419 Iteration 9Q: 3 clusters Score -10318.5 nChanged 23 ComputeScore: Raw -10595.967619 + Penalty 265.599321 = -10330.368298 Iteration 10Q: 3 clusters Score -10330.37 nChanged 19 ComputeScore: Raw -10606.974270 + Penalty 265.599321 = -10341.374950 Iteration 11Q: 3 clusters Score -10341.37 nChanged 20 ComputeScore: Raw -10613.874198 + Penalty 265.599321 = -10348.274877 Iteration 12Q: 3 clusters Score -10348.27 nChanged 13 ComputeScore: Raw -10619.125413 + Penalty 265.599321 = -10353.526092 Iteration 13Q: 3 clusters Score -10353.53 nChanged 11 ComputeScore: Raw -10623.134875 + Penalty 265.599321 = -10357.535554 Iteration 14Q: 3 clusters Score -10357.54 nChanged 13 ComputeScore: Raw -10628.584988 + Penalty 265.599321 = -10362.985667 Iteration 15Q: 3 clusters Score -10362.99 nChanged 11 ComputeScore: Raw -10632.073618 + Penalty 265.599321 = -10366.474298 Iteration 16Q: 3 clusters Score -10366.47 nChanged 9 ComputeScore: Raw -10636.224581 + Penalty 265.599321 = -10370.625260 Iteration 17Q: 3 clusters Score -10370.63 nChanged 10 ComputeScore: Raw -10640.510824 + Penalty 265.599321 = -10374.911503 Iteration 18Q: 3 clusters Score -10374.91 nChanged 4 ComputeScore: Raw -10641.162653 + Penalty 265.599321 = -10375.563332 Iteration 19Q: 3 clusters Score -10375.56 nChanged 2 ComputeScore: Raw -10641.764213 + Penalty 265.599321 = -10376.164892 Iteration 20F: 3 clusters Score -10376.16 nChanged 2 ComputeScore: Raw -10641.961322 + Penalty 265.599321 = -10376.362002 Iteration 21Q: 3 clusters Score -10376.36 nChanged 2 ComputeScore: Raw -10642.148282 + Penalty 265.599321 = -10376.548962 Iteration 22Q: 3 clusters Score -10376.55 nChanged 0 ComputeScore: Raw -10642.148282 + Penalty 265.599321 = -10376.548962 Iteration 23F: 3 clusters Score -10376.55 nChanged 0 Trying to split cluster 5 (15484 points) Assigned 2 initial classes randomly. ComputeScore: Raw -126587.041882 + Penalty 173.656125 = -126413.385757 Iteration 0F: 2 clusters Score -126413.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -116364.947060 + Penalty 347.312250 = -116017.634810 Iteration 0F: 3 clusters Score -116017.6 nChanged 7455 ComputeScore: Raw -121414.159579 + Penalty 347.312250 = -121066.847328 Iteration 1F: 3 clusters Score -121066.8 nChanged 956 ComputeScore: Raw -121850.059802 + Penalty 347.312250 = -121502.747551 Iteration 2F: 3 clusters Score -121502.7 nChanged 866 ComputeScore: Raw -122254.590853 + Penalty 347.312250 = -121907.278602 Iteration 3F: 3 clusters Score -121907.3 nChanged 813 ComputeScore: Raw -122692.272238 + Penalty 347.312250 = -122344.959987 Iteration 4F: 3 clusters Score -122345 nChanged 814 ComputeScore: Raw -123241.720586 + Penalty 347.312250 = -122894.408336 Iteration 5F: 3 clusters Score -122894.4 nChanged 893 ComputeScore: Raw -123957.977705 + Penalty 347.312250 = -123610.665454 Iteration 6F: 3 clusters Score -123610.7 nChanged 861 ComputeScore: Raw -124723.549430 + Penalty 347.312250 = -124376.237180 Iteration 7F: 3 clusters Score -124376.2 nChanged 748 ComputeScore: Raw -125412.706298 + Penalty 347.312250 = -125065.394048 Iteration 8Q: 3 clusters Score -125065.4 nChanged 581 ComputeScore: Raw -125974.031959 + Penalty 347.312250 = -125626.719708 Iteration 9Q: 3 clusters Score -125626.7 nChanged 364 ComputeScore: Raw -126314.102844 + Penalty 347.312250 = -125966.790594 Iteration 10Q: 3 clusters Score -125966.8 nChanged 166 ComputeScore: Raw -126463.781452 + Penalty 347.312250 = -126116.469202 Iteration 11Q: 3 clusters Score -126116.5 nChanged 82 ComputeScore: Raw -126532.704538 + Penalty 347.312250 = -126185.392288 Iteration 12Q: 3 clusters Score -126185.4 nChanged 41 ComputeScore: Raw -126566.281067 + Penalty 347.312250 = -126218.968817 Iteration 13Q: 3 clusters Score -126219 nChanged 33 ComputeScore: Raw -126592.176430 + Penalty 347.312250 = -126244.864179 Iteration 14Q: 3 clusters Score -126244.9 nChanged 23 ComputeScore: Raw -126611.557043 + Penalty 347.312250 = -126264.244792 Iteration 15Q: 3 clusters Score -126264.2 nChanged 14 ComputeScore: Raw -126618.686735 + Penalty 347.312250 = -126271.374484 Iteration 16Q: 3 clusters Score -126271.4 nChanged 9 ComputeScore: Raw -126622.190275 + Penalty 347.312250 = -126274.878025 Iteration 17Q: 3 clusters Score -126274.9 nChanged 3 ComputeScore: Raw -126623.669642 + Penalty 347.312250 = -126276.357391 Iteration 18Q: 3 clusters Score -126276.4 nChanged 4 ComputeScore: Raw -126625.958816 + Penalty 347.312250 = -126278.646566 Iteration 19Q: 3 clusters Score -126278.6 nChanged 4 ComputeScore: Raw -126629.138978 + Penalty 347.312250 = -126281.826727 Iteration 20F: 3 clusters Score -126281.8 nChanged 5 ComputeScore: Raw -126636.443975 + Penalty 347.312250 = -126289.131724 Iteration 21Q: 3 clusters Score -126289.1 nChanged 4 ComputeScore: Raw -126639.007888 + Penalty 347.312250 = -126291.695637 Iteration 22Q: 3 clusters Score -126291.7 nChanged 2 ComputeScore: Raw -126640.097092 + Penalty 347.312250 = -126292.784841 Iteration 23Q: 3 clusters Score -126292.8 nChanged 2 ComputeScore: Raw -126640.917683 + Penalty 347.312250 = -126293.605433 Iteration 24Q: 3 clusters Score -126293.6 nChanged 1 ComputeScore: Raw -126641.019569 + Penalty 347.312250 = -126293.707319 Iteration 25Q: 3 clusters Score -126293.7 nChanged 1 ComputeScore: Raw -126641.949518 + Penalty 347.312250 = -126294.637267 Iteration 26Q: 3 clusters Score -126294.6 nChanged 1 ComputeScore: Raw -126642.187255 + Penalty 347.312250 = -126294.875005 Iteration 27Q: 3 clusters Score -126294.9 nChanged 2 ComputeScore: Raw -126642.883295 + Penalty 347.312250 = -126295.571045 Iteration 28Q: 3 clusters Score -126295.6 nChanged 3 ComputeScore: Raw -126644.572210 + Penalty 347.312250 = -126297.259960 Iteration 29Q: 3 clusters Score -126297.3 nChanged 3 ComputeScore: Raw -126648.907254 + Penalty 347.312250 = -126301.595004 Iteration 30Q: 3 clusters Score -126301.6 nChanged 5 ComputeScore: Raw -126651.812605 + Penalty 347.312250 = -126304.500354 Iteration 31Q: 3 clusters Score -126304.5 nChanged 5 ComputeScore: Raw -126656.149417 + Penalty 347.312250 = -126308.837167 Iteration 32Q: 3 clusters Score -126308.8 nChanged 6 ComputeScore: Raw -126661.777233 + Penalty 347.312250 = -126314.464982 Iteration 33Q: 3 clusters Score -126314.5 nChanged 4 ComputeScore: Raw -126664.804520 + Penalty 347.312250 = -126317.492269 Iteration 34Q: 3 clusters Score -126317.5 nChanged 4 ComputeScore: Raw -126667.105310 + Penalty 347.312250 = -126319.793060 Iteration 35Q: 3 clusters Score -126319.8 nChanged 2 ComputeScore: Raw -126668.334644 + Penalty 347.312250 = -126321.022394 Iteration 36Q: 3 clusters Score -126321 nChanged 0 ComputeScore: Raw -126668.334644 + Penalty 347.312250 = -126321.022394 Iteration 37F: 3 clusters Score -126321 nChanged 0 Trying to split cluster 6 (10122 points) Assigned 2 initial classes randomly. ComputeScore: Raw -91773.419466 + Penalty 166.004398 = -91607.415068 Iteration 0F: 2 clusters Score -91607.42 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -85228.871093 + Penalty 332.008796 = -84896.862297 Iteration 0F: 3 clusters Score -84896.86 nChanged 4798 ComputeScore: Raw -89048.560982 + Penalty 332.008796 = -88716.552186 Iteration 1F: 3 clusters Score -88716.55 nChanged 618 ComputeScore: Raw -89598.312806 + Penalty 332.008796 = -89266.304011 Iteration 2F: 3 clusters Score -89266.3 nChanged 550 ComputeScore: Raw -90161.963020 + Penalty 332.008796 = -89829.954224 Iteration 3F: 3 clusters Score -89829.95 nChanged 516 ComputeScore: Raw -90685.663439 + Penalty 332.008796 = -90353.654643 Iteration 4F: 3 clusters Score -90353.65 nChanged 398 ComputeScore: Raw -91111.109990 + Penalty 332.008796 = -90779.101194 Iteration 5Q: 3 clusters Score -90779.1 nChanged 291 ComputeScore: Raw -91451.372333 + Penalty 332.008796 = -91119.363538 Iteration 6Q: 3 clusters Score -91119.36 nChanged 269 ComputeScore: Raw -91776.636817 + Penalty 332.008796 = -91444.628021 Iteration 7Q: 3 clusters Score -91444.63 nChanged 252 ComputeScore: Raw -91943.331405 + Penalty 332.008796 = -91611.322609 Iteration 8Q: 3 clusters Score -91611.32 nChanged 208 ComputeScore: Raw -92039.641259 + Penalty 332.008796 = -91707.632463 Iteration 9Q: 3 clusters Score -91707.63 nChanged 168 ComputeScore: Raw -92114.115727 + Penalty 332.008796 = -91782.106931 Iteration 10Q: 3 clusters Score -91782.11 nChanged 134 ComputeScore: Raw -92169.357533 + Penalty 332.008796 = -91837.348737 Iteration 11Q: 3 clusters Score -91837.35 nChanged 124 ComputeScore: Raw -92216.881151 + Penalty 332.008796 = -91884.872355 Iteration 12Q: 3 clusters Score -91884.87 nChanged 117 ComputeScore: Raw -92272.597136 + Penalty 332.008796 = -91940.588340 Iteration 13Q: 3 clusters Score -91940.59 nChanged 131 ComputeScore: Raw -92340.931542 + Penalty 332.008796 = -92008.922746 Iteration 14Q: 3 clusters Score -92008.92 nChanged 122 ComputeScore: Raw -92417.836293 + Penalty 332.008796 = -92085.827497 Iteration 15Q: 3 clusters Score -92085.83 nChanged 152 ComputeScore: Raw -92524.842565 + Penalty 332.008796 = -92192.833769 Iteration 16Q: 3 clusters Score -92192.83 nChanged 170 ComputeScore: Raw -92646.805072 + Penalty 332.008796 = -92314.796276 Iteration 17Q: 3 clusters Score -92314.8 nChanged 150 ComputeScore: Raw -92732.558633 + Penalty 332.008796 = -92400.549837 Iteration 18Q: 3 clusters Score -92400.55 nChanged 115 ComputeScore: Raw -92788.555419 + Penalty 332.008796 = -92456.546624 Iteration 19Q: 3 clusters Score -92456.55 nChanged 104 ComputeScore: Raw -92859.887534 + Penalty 332.008796 = -92527.878738 Iteration 20F: 3 clusters Score -92527.88 nChanged 106 ComputeScore: Raw -92912.264789 + Penalty 332.008796 = -92580.255994 Iteration 21Q: 3 clusters Score -92580.26 nChanged 85 ComputeScore: Raw -92936.725102 + Penalty 332.008796 = -92604.716306 Iteration 22Q: 3 clusters Score -92604.72 nChanged 45 ComputeScore: Raw -92944.211583 + Penalty 332.008796 = -92612.202788 Iteration 23Q: 3 clusters Score -92612.2 nChanged 30 ComputeScore: Raw -92947.882530 + Penalty 332.008796 = -92615.873734 Iteration 24Q: 3 clusters Score -92615.87 nChanged 16 ComputeScore: Raw -92948.999256 + Penalty 332.008796 = -92616.990460 Iteration 25Q: 3 clusters Score -92616.99 nChanged 9 ComputeScore: Raw -92949.494737 + Penalty 332.008796 = -92617.485941 Iteration 26Q: 3 clusters Score -92617.49 nChanged 7 ComputeScore: Raw -92949.689167 + Penalty 332.008796 = -92617.680371 Iteration 27Q: 3 clusters Score -92617.68 nChanged 2 ComputeScore: Raw -92949.744014 + Penalty 332.008796 = -92617.735218 Iteration 28Q: 3 clusters Score -92617.74 nChanged 2 ComputeScore: Raw -92949.792850 + Penalty 332.008796 = -92617.784055 Iteration 29Q: 3 clusters Score -92617.78 nChanged 2 ComputeScore: Raw -92949.804961 + Penalty 332.008796 = -92617.796165 Iteration 30Q: 3 clusters Score -92617.8 nChanged 0 ComputeScore: Raw -92949.804961 + Penalty 332.008796 = -92617.796165 Iteration 31F: 3 clusters Score -92617.8 nChanged 0 ComputeScore: Raw -526092.904233 + Penalty 2443.894886 = -523649.009348Splitting cluster 6 changes total score from -522675.186301 to -523649.009348 So it's getting split into cluster 12. Trying to split cluster 7 (5997 points) Assigned 2 initial classes randomly. ComputeScore: Raw -56690.833232 + Penalty 156.582263 = -56534.250968 Iteration 0F: 2 clusters Score -56534.25 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -52866.119698 + Penalty 313.164526 = -52552.955172 Iteration 0F: 3 clusters Score -52552.96 nChanged 2837 ComputeScore: Raw -54472.578989 + Penalty 313.164526 = -54159.414463 Iteration 1F: 3 clusters Score -54159.41 nChanged 340 ComputeScore: Raw -54634.801280 + Penalty 313.164526 = -54321.636754 Iteration 2F: 3 clusters Score -54321.64 nChanged 354 ComputeScore: Raw -54872.496081 + Penalty 313.164526 = -54559.331555 Iteration 3F: 3 clusters Score -54559.33 nChanged 373 ComputeScore: Raw -55180.762065 + Penalty 313.164526 = -54867.597539 Iteration 4F: 3 clusters Score -54867.6 nChanged 375 ComputeScore: Raw -55492.302486 + Penalty 313.164526 = -55179.137960 Iteration 5F: 3 clusters Score -55179.14 nChanged 319 ComputeScore: Raw -55676.303121 + Penalty 313.164526 = -55363.138594 Iteration 6F: 3 clusters Score -55363.14 nChanged 186 ComputeScore: Raw -55721.502393 + Penalty 313.164526 = -55408.337867 Iteration 7Q: 3 clusters Score -55408.34 nChanged 79 ComputeScore: Raw -55732.707691 + Penalty 313.164526 = -55419.543165 Iteration 8Q: 3 clusters Score -55419.54 nChanged 51 ComputeScore: Raw -55740.792631 + Penalty 313.164526 = -55427.628104 Iteration 9Q: 3 clusters Score -55427.63 nChanged 48 ComputeScore: Raw -55748.974817 + Penalty 313.164526 = -55435.810291 Iteration 10Q: 3 clusters Score -55435.81 nChanged 51 ComputeScore: Raw -55757.452676 + Penalty 313.164526 = -55444.288150 Iteration 11Q: 3 clusters Score -55444.29 nChanged 59 ComputeScore: Raw -55769.347173 + Penalty 313.164526 = -55456.182646 Iteration 12Q: 3 clusters Score -55456.18 nChanged 72 ComputeScore: Raw -55783.906795 + Penalty 313.164526 = -55470.742268 Iteration 13Q: 3 clusters Score -55470.74 nChanged 69 ComputeScore: Raw -55797.661233 + Penalty 313.164526 = -55484.496706 Iteration 14Q: 3 clusters Score -55484.5 nChanged 64 ComputeScore: Raw -55809.827643 + Penalty 313.164526 = -55496.663117 Iteration 15Q: 3 clusters Score -55496.66 nChanged 67 ComputeScore: Raw -55822.998922 + Penalty 313.164526 = -55509.834395 Iteration 16Q: 3 clusters Score -55509.83 nChanged 77 ComputeScore: Raw -55841.403492 + Penalty 313.164526 = -55528.238965 Iteration 17Q: 3 clusters Score -55528.24 nChanged 85 ComputeScore: Raw -55860.200439 + Penalty 313.164526 = -55547.035913 Iteration 18Q: 3 clusters Score -55547.04 nChanged 80 ComputeScore: Raw -55880.607287 + Penalty 313.164526 = -55567.442760 Iteration 19Q: 3 clusters Score -55567.44 nChanged 93 ComputeScore: Raw -55905.097784 + Penalty 313.164526 = -55591.933258 Iteration 20F: 3 clusters Score -55591.93 nChanged 92 ComputeScore: Raw -55932.024334 + Penalty 313.164526 = -55618.859808 Iteration 21Q: 3 clusters Score -55618.86 nChanged 90 ComputeScore: Raw -55958.056456 + Penalty 313.164526 = -55644.891929 Iteration 22Q: 3 clusters Score -55644.89 nChanged 100 ComputeScore: Raw -55991.741218 + Penalty 313.164526 = -55678.576692 Iteration 23Q: 3 clusters Score -55678.58 nChanged 93 ComputeScore: Raw -56028.060287 + Penalty 313.164526 = -55714.895760 Iteration 24Q: 3 clusters Score -55714.9 nChanged 96 ComputeScore: Raw -56063.859881 + Penalty 313.164526 = -55750.695354 Iteration 25Q: 3 clusters Score -55750.7 nChanged 102 ComputeScore: Raw -56103.254957 + Penalty 313.164526 = -55790.090431 Iteration 26Q: 3 clusters Score -55790.09 nChanged 93 ComputeScore: Raw -56136.248886 + Penalty 313.164526 = -55823.084359 Iteration 27Q: 3 clusters Score -55823.08 nChanged 93 ComputeScore: Raw -56168.904061 + Penalty 313.164526 = -55855.739534 Iteration 28Q: 3 clusters Score -55855.74 nChanged 80 ComputeScore: Raw -56200.276012 + Penalty 313.164526 = -55887.111485 Iteration 29Q: 3 clusters Score -55887.11 nChanged 85 ComputeScore: Raw -56231.919626 + Penalty 313.164526 = -55918.755100 Iteration 30Q: 3 clusters Score -55918.76 nChanged 86 ComputeScore: Raw -56270.052979 + Penalty 313.164526 = -55956.888453 Iteration 31Q: 3 clusters Score -55956.89 nChanged 90 ComputeScore: Raw -56312.608288 + Penalty 313.164526 = -55999.443762 Iteration 32Q: 3 clusters Score -55999.44 nChanged 80 ComputeScore: Raw -56352.639453 + Penalty 313.164526 = -56039.474926 Iteration 33Q: 3 clusters Score -56039.47 nChanged 83 ComputeScore: Raw -56392.923960 + Penalty 313.164526 = -56079.759433 Iteration 34Q: 3 clusters Score -56079.76 nChanged 85 ComputeScore: Raw -56437.188099 + Penalty 313.164526 = -56124.023572 Iteration 35Q: 3 clusters Score -56124.02 nChanged 81 ComputeScore: Raw -56481.414738 + Penalty 313.164526 = -56168.250211 Iteration 36Q: 3 clusters Score -56168.25 nChanged 78 ComputeScore: Raw -56533.138988 + Penalty 313.164526 = -56219.974461 Iteration 37Q: 3 clusters Score -56219.97 nChanged 65 ComputeScore: Raw -56584.656240 + Penalty 313.164526 = -56271.491713 Iteration 38Q: 3 clusters Score -56271.49 nChanged 55 ComputeScore: Raw -56627.807465 + Penalty 313.164526 = -56314.642939 Iteration 39Q: 3 clusters Score -56314.64 nChanged 32 ComputeScore: Raw -56647.942393 + Penalty 313.164526 = -56334.777867 Iteration 40F: 3 clusters Score -56334.78 nChanged 24 ComputeScore: Raw -56660.620645 + Penalty 313.164526 = -56347.456118 Iteration 41Q: 3 clusters Score -56347.46 nChanged 15 ComputeScore: Raw -56667.997988 + Penalty 313.164526 = -56354.833462 Iteration 42Q: 3 clusters Score -56354.83 nChanged 11 ComputeScore: Raw -56673.494594 + Penalty 313.164526 = -56360.330068 Iteration 43Q: 3 clusters Score -56360.33 nChanged 9 ComputeScore: Raw -56679.400625 + Penalty 313.164526 = -56366.236098 Iteration 44Q: 3 clusters Score -56366.24 nChanged 8 ComputeScore: Raw -56685.236228 + Penalty 313.164526 = -56372.071702 Iteration 45Q: 3 clusters Score -56372.07 nChanged 8 ComputeScore: Raw -56690.013458 + Penalty 313.164526 = -56376.848931 Iteration 46Q: 3 clusters Score -56376.85 nChanged 4 ComputeScore: Raw -56692.849657 + Penalty 313.164526 = -56379.685131 Iteration 47Q: 3 clusters Score -56379.69 nChanged 2 ComputeScore: Raw -56693.858765 + Penalty 313.164526 = -56380.694238 Iteration 48Q: 3 clusters Score -56380.69 nChanged 2 ComputeScore: Raw -56694.421880 + Penalty 313.164526 = -56381.257353 Iteration 49Q: 3 clusters Score -56381.26 nChanged 3 ComputeScore: Raw -56695.321115 + Penalty 313.164526 = -56382.156589 Iteration 50Q: 3 clusters Score -56382.16 nChanged 1 ComputeScore: Raw -56695.698233 + Penalty 313.164526 = -56382.533707 Iteration 51Q: 3 clusters Score -56382.53 nChanged 0 ComputeScore: Raw -56695.698233 + Penalty 313.164526 = -56382.533707 Iteration 52F: 3 clusters Score -56382.53 nChanged 0 Trying to split cluster 8 (3753 points) Assigned 2 initial classes randomly. ComputeScore: Raw -35232.735545 + Penalty 148.145594 = -35084.589951 Iteration 0F: 2 clusters Score -35084.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -32860.265551 + Penalty 296.291189 = -32563.974362 Iteration 0F: 3 clusters Score -32563.97 nChanged 1744 ComputeScore: Raw -34027.956270 + Penalty 296.291189 = -33731.665081 Iteration 1F: 3 clusters Score -33731.67 nChanged 301 ComputeScore: Raw -34249.896827 + Penalty 296.291189 = -33953.605638 Iteration 2F: 3 clusters Score -33953.61 nChanged 251 ComputeScore: Raw -34487.987042 + Penalty 296.291189 = -34191.695853 Iteration 3F: 3 clusters Score -34191.7 nChanged 222 ComputeScore: Raw -34834.940644 + Penalty 296.291189 = -34538.649455 Iteration 4F: 3 clusters Score -34538.65 nChanged 246 ComputeScore: Raw -35406.091354 + Penalty 296.291189 = -35109.800165 Iteration 5F: 3 clusters Score -35109.8 nChanged 270 ComputeScore: Raw -35831.025149 + Penalty 296.291189 = -35534.733960 Iteration 6F: 3 clusters Score -35534.73 nChanged 221 ComputeScore: Raw -36076.246126 + Penalty 296.291189 = -35779.954937 Iteration 7F: 3 clusters Score -35779.95 nChanged 152 ComputeScore: Raw -36220.445236 + Penalty 296.291189 = -35924.154047 Iteration 8Q: 3 clusters Score -35924.15 nChanged 97 ComputeScore: Raw -36276.386909 + Penalty 296.291189 = -35980.095720 Iteration 9Q: 3 clusters Score -35980.1 nChanged 58 ComputeScore: Raw -36301.696702 + Penalty 296.291189 = -36005.405513 Iteration 10Q: 3 clusters Score -36005.41 nChanged 37 ComputeScore: Raw -36311.269454 + Penalty 296.291189 = -36014.978265 Iteration 11Q: 3 clusters Score -36014.98 nChanged 23 ComputeScore: Raw -36316.795016 + Penalty 296.291189 = -36020.503827 Iteration 12Q: 3 clusters Score -36020.5 nChanged 19 ComputeScore: Raw -36320.426931 + Penalty 296.291189 = -36024.135742 Iteration 13Q: 3 clusters Score -36024.14 nChanged 15 ComputeScore: Raw -36322.237074 + Penalty 296.291189 = -36025.945885 Iteration 14Q: 3 clusters Score -36025.95 nChanged 7 ComputeScore: Raw -36322.886465 + Penalty 296.291189 = -36026.595276 Iteration 15Q: 3 clusters Score -36026.6 nChanged 6 ComputeScore: Raw -36323.254194 + Penalty 296.291189 = -36026.963005 Iteration 16Q: 3 clusters Score -36026.96 nChanged 0 ComputeScore: Raw -36323.254194 + Penalty 296.291189 = -36026.963005 Iteration 17F: 3 clusters Score -36026.96 nChanged 0 ComputeScore: Raw -527183.422882 + Penalty 2647.552793 = -524535.870089Splitting cluster 8 changes total score from -522675.186301 to -524535.870089 So it's getting split into cluster 13. Trying to split cluster 9 (10235 points) Assigned 2 initial classes randomly. ComputeScore: Raw -90278.193508 + Penalty 166.204233 = -90111.989275 Iteration 0F: 2 clusters Score -90111.99 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -83625.352528 + Penalty 332.408466 = -83292.944062 Iteration 0F: 3 clusters Score -83292.94 nChanged 4883 ComputeScore: Raw -86755.293190 + Penalty 332.408466 = -86422.884724 Iteration 1F: 3 clusters Score -86422.88 nChanged 610 ComputeScore: Raw -87075.597984 + Penalty 332.408466 = -86743.189518 Iteration 2F: 3 clusters Score -86743.19 nChanged 669 ComputeScore: Raw -87509.537314 + Penalty 332.408466 = -87177.128848 Iteration 3F: 3 clusters Score -87177.13 nChanged 709 ComputeScore: Raw -88092.456740 + Penalty 332.408466 = -87760.048274 Iteration 4F: 3 clusters Score -87760.05 nChanged 722 ComputeScore: Raw -88797.130432 + Penalty 332.408466 = -88464.721966 Iteration 5F: 3 clusters Score -88464.72 nChanged 643 ComputeScore: Raw -89458.728231 + Penalty 332.408466 = -89126.319765 Iteration 6F: 3 clusters Score -89126.32 nChanged 459 ComputeScore: Raw -89938.920348 + Penalty 332.408466 = -89606.511882 Iteration 7Q: 3 clusters Score -89606.51 nChanged 217 ComputeScore: Raw -90139.923565 + Penalty 332.408466 = -89807.515099 Iteration 8Q: 3 clusters Score -89807.52 nChanged 93 ComputeScore: Raw -90228.271462 + Penalty 332.408466 = -89895.862996 Iteration 9Q: 3 clusters Score -89895.86 nChanged 40 ComputeScore: Raw -90266.067508 + Penalty 332.408466 = -89933.659042 Iteration 10Q: 3 clusters Score -89933.66 nChanged 13 ComputeScore: Raw -90284.693275 + Penalty 332.408466 = -89952.284809 Iteration 11Q: 3 clusters Score -89952.28 nChanged 6 ComputeScore: Raw -90294.767105 + Penalty 332.408466 = -89962.358639 Iteration 12Q: 3 clusters Score -89962.36 nChanged 1 ComputeScore: Raw -90295.652245 + Penalty 332.408466 = -89963.243779 Iteration 13Q: 3 clusters Score -89963.24 nChanged 1 ComputeScore: Raw -90297.481616 + Penalty 332.408466 = -89965.073150 Iteration 14Q: 3 clusters Score -89965.07 nChanged 0 ComputeScore: Raw -90297.481616 + Penalty 332.408466 = -89965.073150 Iteration 15F: 3 clusters Score -89965.07 nChanged 0 Trying to split cluster 10 (593 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7160.017872 + Penalty 114.933499 = -7045.084373 Iteration 0F: 2 clusters Score -7045.084 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6849.943772 + Penalty 229.866998 = -6620.076773 Iteration 0F: 3 clusters Score -6620.077 nChanged 251 ComputeScore: Raw -6980.052783 + Penalty 229.866998 = -6750.185785 Iteration 1F: 3 clusters Score -6750.186 nChanged 35 ComputeScore: Raw -6998.048179 + Penalty 229.866998 = -6768.181181 Iteration 2F: 3 clusters Score -6768.181 nChanged 30 ComputeScore: Raw -7014.806616 + Penalty 229.866998 = -6784.939618 Iteration 3F: 3 clusters Score -6784.94 nChanged 27 ComputeScore: Raw -7031.052753 + Penalty 229.866998 = -6801.185755 Iteration 4Q: 3 clusters Score -6801.186 nChanged 29 ComputeScore: Raw -7049.970300 + Penalty 229.866998 = -6820.103301 Iteration 5Q: 3 clusters Score -6820.103 nChanged 17 ComputeScore: Raw -7055.911056 + Penalty 229.866998 = -6826.044057 Iteration 6Q: 3 clusters Score -6826.044 nChanged 14 ComputeScore: Raw -7063.507834 + Penalty 229.866998 = -6833.640836 Iteration 7Q: 3 clusters Score -6833.641 nChanged 18 ComputeScore: Raw -7085.696312 + Penalty 229.866998 = -6855.829314 Iteration 8Q: 3 clusters Score -6855.829 nChanged 20 ComputeScore: Raw -7099.950041 + Penalty 229.866998 = -6870.083043 Iteration 9Q: 3 clusters Score -6870.083 nChanged 10 ComputeScore: Raw -7104.344448 + Penalty 229.866998 = -6874.477450 Iteration 10Q: 3 clusters Score -6874.477 nChanged 8 ComputeScore: Raw -7107.328460 + Penalty 229.866998 = -6877.461461 Iteration 11Q: 3 clusters Score -6877.461 nChanged 5 ComputeScore: Raw -7109.674097 + Penalty 229.866998 = -6879.807099 Iteration 12Q: 3 clusters Score -6879.807 nChanged 5 ComputeScore: Raw -7110.319408 + Penalty 229.866998 = -6880.452409 Iteration 13Q: 3 clusters Score -6880.452 nChanged 0 ComputeScore: Raw -7110.319408 + Penalty 229.866998 = -6880.452409 Iteration 14F: 3 clusters Score -6880.452 nChanged 0 Trying to split cluster 11 (13220 points) Assigned 2 initial classes randomly. ComputeScore: Raw -106316.278290 + Penalty 170.810750 = -106145.467540 Iteration 0F: 2 clusters Score -106145.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -97715.854709 + Penalty 341.621500 = -97374.233209 Iteration 0F: 3 clusters Score -97374.23 nChanged 6373 ComputeScore: Raw -102653.334761 + Penalty 341.621500 = -102311.713261 Iteration 1F: 3 clusters Score -102311.7 nChanged 904 ComputeScore: Raw -103436.986081 + Penalty 341.621500 = -103095.364581 Iteration 2F: 3 clusters Score -103095.4 nChanged 676 ComputeScore: Raw -104189.667099 + Penalty 341.621500 = -103848.045599 Iteration 3F: 3 clusters Score -103848 nChanged 569 ComputeScore: Raw -104686.238275 + Penalty 341.621500 = -104344.616775 Iteration 4Q: 3 clusters Score -104344.6 nChanged 444 ComputeScore: Raw -104862.853826 + Penalty 341.621500 = -104521.232326 Iteration 5Q: 3 clusters Score -104521.2 nChanged 247 ComputeScore: Raw -104944.520655 + Penalty 341.621500 = -104602.899155 Iteration 6Q: 3 clusters Score -104602.9 nChanged 201 ComputeScore: Raw -105010.355943 + Penalty 341.621500 = -104668.734443 Iteration 7Q: 3 clusters Score -104668.7 nChanged 206 ComputeScore: Raw -105087.897054 + Penalty 341.621500 = -104746.275554 Iteration 8Q: 3 clusters Score -104746.3 nChanged 213 ComputeScore: Raw -105179.831538 + Penalty 341.621500 = -104838.210038 Iteration 9Q: 3 clusters Score -104838.2 nChanged 216 ComputeScore: Raw -105276.141357 + Penalty 341.621500 = -104934.519857 Iteration 10Q: 3 clusters Score -104934.5 nChanged 222 ComputeScore: Raw -105389.556727 + Penalty 341.621500 = -105047.935227 Iteration 11Q: 3 clusters Score -105047.9 nChanged 222 ComputeScore: Raw -105554.143611 + Penalty 341.621500 = -105212.522111 Iteration 12Q: 3 clusters Score -105212.5 nChanged 242 ComputeScore: Raw -105771.405916 + Penalty 341.621500 = -105429.784416 Iteration 13Q: 3 clusters Score -105429.8 nChanged 246 ComputeScore: Raw -105976.703852 + Penalty 341.621500 = -105635.082352 Iteration 14Q: 3 clusters Score -105635.1 nChanged 229 ComputeScore: Raw -106149.153319 + Penalty 341.621500 = -105807.531819 Iteration 15Q: 3 clusters Score -105807.5 nChanged 203 ComputeScore: Raw -106321.351793 + Penalty 341.621500 = -105979.730293 Iteration 16Q: 3 clusters Score -105979.7 nChanged 221 ComputeScore: Raw -106479.403994 + Penalty 341.621500 = -106137.782493 Iteration 17Q: 3 clusters Score -106137.8 nChanged 203 ComputeScore: Raw -106593.306264 + Penalty 341.621500 = -106251.684764 Iteration 18Q: 3 clusters Score -106251.7 nChanged 188 ComputeScore: Raw -106703.486720 + Penalty 341.621500 = -106361.865220 Iteration 19Q: 3 clusters Score -106361.9 nChanged 173 ComputeScore: Raw -106809.890131 + Penalty 341.621500 = -106468.268630 Iteration 20F: 3 clusters Score -106468.3 nChanged 185 ComputeScore: Raw -106929.396352 + Penalty 341.621500 = -106587.774852 Iteration 21Q: 3 clusters Score -106587.8 nChanged 202 ComputeScore: Raw -107057.522831 + Penalty 341.621500 = -106715.901331 Iteration 22Q: 3 clusters Score -106715.9 nChanged 211 ComputeScore: Raw -107186.745185 + Penalty 341.621500 = -106845.123685 Iteration 23Q: 3 clusters Score -106845.1 nChanged 221 ComputeScore: Raw -107309.509078 + Penalty 341.621500 = -106967.887578 Iteration 24Q: 3 clusters Score -106967.9 nChanged 231 ComputeScore: Raw -107451.135414 + Penalty 341.621500 = -107109.513914 Iteration 25Q: 3 clusters Score -107109.5 nChanged 217 ComputeScore: Raw -107568.492360 + Penalty 341.621500 = -107226.870860 Iteration 26Q: 3 clusters Score -107226.9 nChanged 205 ComputeScore: Raw -107666.894935 + Penalty 341.621500 = -107325.273435 Iteration 27Q: 3 clusters Score -107325.3 nChanged 195 ComputeScore: Raw -107733.557848 + Penalty 341.621500 = -107391.936348 Iteration 28Q: 3 clusters Score -107391.9 nChanged 139 ComputeScore: Raw -107778.180745 + Penalty 341.621500 = -107436.559245 Iteration 29Q: 3 clusters Score -107436.6 nChanged 119 ComputeScore: Raw -107807.140177 + Penalty 341.621500 = -107465.518677 Iteration 30Q: 3 clusters Score -107465.5 nChanged 77 ComputeScore: Raw -107821.106359 + Penalty 341.621500 = -107479.484859 Iteration 31Q: 3 clusters Score -107479.5 nChanged 45 ComputeScore: Raw -107826.945115 + Penalty 341.621500 = -107485.323615 Iteration 32Q: 3 clusters Score -107485.3 nChanged 22 ComputeScore: Raw -107830.974228 + Penalty 341.621500 = -107489.352728 Iteration 33Q: 3 clusters Score -107489.4 nChanged 14 ComputeScore: Raw -107831.438211 + Penalty 341.621500 = -107489.816711 Iteration 34Q: 3 clusters Score -107489.8 nChanged 12 ComputeScore: Raw -107831.728056 + Penalty 341.621500 = -107490.106556 Iteration 35Q: 3 clusters Score -107490.1 nChanged 6 ComputeScore: Raw -107833.393664 + Penalty 341.621500 = -107491.772164 Iteration 36Q: 3 clusters Score -107491.8 nChanged 6 ComputeScore: Raw -107833.536705 + Penalty 341.621500 = -107491.915205 Iteration 37Q: 3 clusters Score -107491.9 nChanged 5 ComputeScore: Raw -107834.388322 + Penalty 341.621500 = -107492.766822 Iteration 38Q: 3 clusters Score -107492.8 nChanged 3 ComputeScore: Raw -107834.449942 + Penalty 341.621500 = -107492.828441 Iteration 39Q: 3 clusters Score -107492.8 nChanged 3 ComputeScore: Raw -107954.722246 + Penalty 341.621500 = -107613.100746 Iteration 40F: 3 clusters Score -107613.1 nChanged 111 ComputeScore: Raw -108027.070274 + Penalty 341.621500 = -107685.448774 Iteration 41Q: 3 clusters Score -107685.4 nChanged 67 ComputeScore: Raw -108040.015361 + Penalty 341.621500 = -107698.393861 Iteration 42Q: 3 clusters Score -107698.4 nChanged 37 ComputeScore: Raw -108043.706999 + Penalty 341.621500 = -107702.085499 Iteration 43Q: 3 clusters Score -107702.1 nChanged 28 ComputeScore: Raw -108045.247715 + Penalty 341.621500 = -107703.626215 Iteration 44Q: 3 clusters Score -107703.6 nChanged 11 ComputeScore: Raw -108045.484278 + Penalty 341.621500 = -107703.862778 Iteration 45Q: 3 clusters Score -107703.9 nChanged 6 ComputeScore: Raw -108045.606427 + Penalty 341.621500 = -107703.984927 Iteration 46Q: 3 clusters Score -107704 nChanged 5 ComputeScore: Raw -108045.821609 + Penalty 341.621500 = -107704.200109 Iteration 47Q: 3 clusters Score -107704.2 nChanged 7 ComputeScore: Raw -108046.072877 + Penalty 341.621500 = -107704.451377 Iteration 48Q: 3 clusters Score -107704.5 nChanged 3 ComputeScore: Raw -108046.195658 + Penalty 341.621500 = -107704.574158 Iteration 49Q: 3 clusters Score -107704.6 nChanged 4 ComputeScore: Raw -108046.344212 + Penalty 341.621500 = -107704.722712 Iteration 50Q: 3 clusters Score -107704.7 nChanged 6 ComputeScore: Raw -108046.493196 + Penalty 341.621500 = -107704.871696 Iteration 51Q: 3 clusters Score -107704.9 nChanged 6 ComputeScore: Raw -108046.622432 + Penalty 341.621500 = -107705.000932 Iteration 52Q: 3 clusters Score -107705 nChanged 1 ComputeScore: Raw -108046.643063 + Penalty 341.621500 = -107705.021562 Iteration 53Q: 3 clusters Score -107705 nChanged 1 ComputeScore: Raw -108046.653887 + Penalty 341.621500 = -107705.032386 Iteration 54Q: 3 clusters Score -107705 nChanged 0 ComputeScore: Raw -108046.653887 + Penalty 341.621500 = -107705.032386 Iteration 55F: 3 clusters Score -107705 nChanged 0 ComputeScore: Raw -528913.798478 + Penalty 2851.210700 = -526062.587778Splitting cluster 11 changes total score from -522675.186301 to -526062.587778 So it's getting split into cluster 14. ConsiderDeletion: ComputeScore: Raw -529782.473300 + Penalty 2851.210700 = -526931.262600Iteration 119Q: 15 clusters Score -526931.3 nChanged 901 ConsiderDeletion: ComputeScore: Raw -530270.786792 + Penalty 2851.210700 = -527419.576092Iteration 120F: 15 clusters Score -527419.6 nChanged 516 ConsiderDeletion: ComputeScore: Raw -530416.010083 + Penalty 2851.210700 = -527564.799383Iteration 121Q: 15 clusters Score -527564.8 nChanged 365 ConsiderDeletion: ComputeScore: Raw -530492.088545 + Penalty 2851.210700 = -527640.877845Iteration 122Q: 15 clusters Score -527640.9 nChanged 273 ConsiderDeletion: ComputeScore: Raw -530535.735770 + Penalty 2851.210700 = -527684.525070Iteration 123Q: 15 clusters Score -527684.5 nChanged 209 ConsiderDeletion: ComputeScore: Raw -530559.228370 + Penalty 2851.210700 = -527708.017671Iteration 124Q: 15 clusters Score -527708 nChanged 149 ConsiderDeletion: ComputeScore: Raw -530572.336722 + Penalty 2851.210700 = -527721.126022Iteration 125Q: 15 clusters Score -527721.1 nChanged 105 ConsiderDeletion: ComputeScore: Raw -530580.136771 + Penalty 2851.210700 = -527728.926071Iteration 126Q: 15 clusters Score -527728.9 nChanged 80 ConsiderDeletion: ComputeScore: Raw -530584.514292 + Penalty 2851.210700 = -527733.303592Iteration 127Q: 15 clusters Score -527733.3 nChanged 51 ConsiderDeletion: ComputeScore: Raw -530586.853887 + Penalty 2851.210700 = -527735.643187Iteration 128Q: 15 clusters Score -527735.6 nChanged 46 ConsiderDeletion: ComputeScore: Raw -530589.191297 + Penalty 2851.210700 = -527737.980597Iteration 129Q: 15 clusters Score -527738 nChanged 39 ConsiderDeletion: ComputeScore: Raw -530591.083887 + Penalty 2851.210700 = -527739.873187Iteration 130Q: 15 clusters Score -527739.9 nChanged 36 ConsiderDeletion: ComputeScore: Raw -530593.329302 + Penalty 2851.210700 = -527742.118602Iteration 131Q: 15 clusters Score -527742.1 nChanged 44 ConsiderDeletion: ComputeScore: Raw -530596.161295 + Penalty 2851.210700 = -527744.950595Iteration 132Q: 15 clusters Score -527745 nChanged 45 ConsiderDeletion: ComputeScore: Raw -530599.275118 + Penalty 2851.210700 = -527748.064418Iteration 133Q: 15 clusters Score -527748.1 nChanged 46 ConsiderDeletion: ComputeScore: Raw -530601.710338 + Penalty 2851.210700 = -527750.499638Iteration 134Q: 15 clusters Score -527750.5 nChanged 29 ConsiderDeletion: ComputeScore: Raw -530603.176436 + Penalty 2851.210700 = -527751.965736Iteration 135Q: 15 clusters Score -527752 nChanged 36 ConsiderDeletion: ComputeScore: Raw -530604.735576 + Penalty 2851.210700 = -527753.524876Iteration 136Q: 15 clusters Score -527753.5 nChanged 22 ConsiderDeletion: ComputeScore: Raw -530605.443690 + Penalty 2851.210700 = -527754.232991Iteration 137Q: 15 clusters Score -527754.2 nChanged 23 ConsiderDeletion: ComputeScore: Raw -530606.300265 + Penalty 2851.210700 = -527755.089565Iteration 138Q: 15 clusters Score -527755.1 nChanged 17 ConsiderDeletion: ComputeScore: Raw -530607.052002 + Penalty 2851.210700 = -527755.841302Iteration 139Q: 15 clusters Score -527755.8 nChanged 14 ConsiderDeletion: ComputeScore: Raw -530607.966542 + Penalty 2851.210700 = -527756.755843Iteration 140F: 15 clusters Score -527756.8 nChanged 16 ConsiderDeletion: ComputeScore: Raw -530608.806524 + Penalty 2851.210700 = -527757.595824Iteration 141Q: 15 clusters Score -527757.6 nChanged 16 ConsiderDeletion: ComputeScore: Raw -530609.199347 + Penalty 2851.210700 = -527757.988647Iteration 142Q: 15 clusters Score -527758 nChanged 7 ConsiderDeletion: ComputeScore: Raw -530609.501078 + Penalty 2851.210700 = -527758.290379Iteration 143Q: 15 clusters Score -527758.3 nChanged 7 ConsiderDeletion: ComputeScore: Raw -530609.828744 + Penalty 2851.210700 = -527758.618044Iteration 144Q: 15 clusters Score -527758.6 nChanged 5 ConsiderDeletion: ComputeScore: Raw -530609.917155 + Penalty 2851.210700 = -527758.706455Iteration 145Q: 15 clusters Score -527758.7 nChanged 3 ConsiderDeletion: ComputeScore: Raw -530609.941706 + Penalty 2851.210700 = -527758.731006Iteration 146Q: 15 clusters Score -527758.7 nChanged 1 ConsiderDeletion: ComputeScore: Raw -530609.945567 + Penalty 2851.210700 = -527758.734867Iteration 147Q: 15 clusters Score -527758.7 nChanged 1 ConsiderDeletion: ComputeScore: Raw -530609.949220 + Penalty 2851.210700 = -527758.738520Iteration 148Q: 15 clusters Score -527758.7 nChanged 0 ConsiderDeletion: ComputeScore: Raw -530609.949220 + Penalty 2851.210700 = -527758.738520Iteration 149F: 15 clusters Score -527758.7 nChanged 0 ComputeScore: Raw -530609.949220 + Penalty 2851.210700 = -527758.738520Trying to split cluster 1 (4080 points) Assigned 2 initial classes randomly. ComputeScore: Raw -38232.576302 + Penalty 149.649341 = -38082.926961 Iteration 0F: 2 clusters Score -38082.93 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -35621.781636 + Penalty 299.298682 = -35322.482954 Iteration 0F: 3 clusters Score -35322.48 nChanged 1939 ComputeScore: Raw -36799.273494 + Penalty 299.298682 = -36499.974812 Iteration 1F: 3 clusters Score -36499.97 nChanged 285 ComputeScore: Raw -36996.206835 + Penalty 299.298682 = -36696.908153 Iteration 2F: 3 clusters Score -36696.91 nChanged 320 ComputeScore: Raw -37253.913928 + Penalty 299.298682 = -36954.615246 Iteration 3F: 3 clusters Score -36954.62 nChanged 299 ComputeScore: Raw -37471.364750 + Penalty 299.298682 = -37172.066069 Iteration 4F: 3 clusters Score -37172.07 nChanged 221 ComputeScore: Raw -37606.418292 + Penalty 299.298682 = -37307.119611 Iteration 5F: 3 clusters Score -37307.12 nChanged 139 ComputeScore: Raw -37673.775554 + Penalty 299.298682 = -37374.476872 Iteration 6Q: 3 clusters Score -37374.48 nChanged 97 ComputeScore: Raw -37714.715538 + Penalty 299.298682 = -37415.416856 Iteration 7Q: 3 clusters Score -37415.42 nChanged 80 ComputeScore: Raw -37744.087974 + Penalty 299.298682 = -37444.789293 Iteration 8Q: 3 clusters Score -37444.79 nChanged 70 ComputeScore: Raw -37774.867403 + Penalty 299.298682 = -37475.568721 Iteration 9Q: 3 clusters Score -37475.57 nChanged 76 ComputeScore: Raw -37812.112820 + Penalty 299.298682 = -37512.814139 Iteration 10Q: 3 clusters Score -37512.81 nChanged 79 ComputeScore: Raw -37859.747069 + Penalty 299.298682 = -37560.448387 Iteration 11Q: 3 clusters Score -37560.45 nChanged 68 ComputeScore: Raw -37917.335365 + Penalty 299.298682 = -37618.036684 Iteration 12Q: 3 clusters Score -37618.04 nChanged 69 ComputeScore: Raw -38004.195974 + Penalty 299.298682 = -37704.897292 Iteration 13Q: 3 clusters Score -37704.9 nChanged 66 ComputeScore: Raw -38056.227648 + Penalty 299.298682 = -37756.928966 Iteration 14Q: 3 clusters Score -37756.93 nChanged 68 ComputeScore: Raw -38093.845181 + Penalty 299.298682 = -37794.546499 Iteration 15Q: 3 clusters Score -37794.55 nChanged 56 ComputeScore: Raw -38115.312995 + Penalty 299.298682 = -37816.014313 Iteration 16Q: 3 clusters Score -37816.01 nChanged 47 ComputeScore: Raw -38134.321395 + Penalty 299.298682 = -37835.022714 Iteration 17Q: 3 clusters Score -37835.02 nChanged 47 ComputeScore: Raw -38159.292657 + Penalty 299.298682 = -37859.993975 Iteration 18Q: 3 clusters Score -37859.99 nChanged 55 ComputeScore: Raw -38187.882497 + Penalty 299.298682 = -37888.583815 Iteration 19Q: 3 clusters Score -37888.58 nChanged 36 ComputeScore: Raw -38204.738748 + Penalty 299.298682 = -37905.440066 Iteration 20F: 3 clusters Score -37905.44 nChanged 27 ComputeScore: Raw -38213.785159 + Penalty 299.298682 = -37914.486478 Iteration 21Q: 3 clusters Score -37914.49 nChanged 19 ComputeScore: Raw -38218.468862 + Penalty 299.298682 = -37919.170181 Iteration 22Q: 3 clusters Score -37919.17 nChanged 15 ComputeScore: Raw -38222.407867 + Penalty 299.298682 = -37923.109185 Iteration 23Q: 3 clusters Score -37923.11 nChanged 11 ComputeScore: Raw -38224.522151 + Penalty 299.298682 = -37925.223469 Iteration 24Q: 3 clusters Score -37925.22 nChanged 11 ComputeScore: Raw -38229.033228 + Penalty 299.298682 = -37929.734546 Iteration 25Q: 3 clusters Score -37929.73 nChanged 22 ComputeScore: Raw -38236.810205 + Penalty 299.298682 = -37937.511524 Iteration 26Q: 3 clusters Score -37937.51 nChanged 14 ComputeScore: Raw -38242.033132 + Penalty 299.298682 = -37942.734450 Iteration 27Q: 3 clusters Score -37942.73 nChanged 15 ComputeScore: Raw -38247.700763 + Penalty 299.298682 = -37948.402081 Iteration 28Q: 3 clusters Score -37948.4 nChanged 18 ComputeScore: Raw -38254.939307 + Penalty 299.298682 = -37955.640625 Iteration 29Q: 3 clusters Score -37955.64 nChanged 23 ComputeScore: Raw -38263.909785 + Penalty 299.298682 = -37964.611104 Iteration 30Q: 3 clusters Score -37964.61 nChanged 19 ComputeScore: Raw -38269.311783 + Penalty 299.298682 = -37970.013101 Iteration 31Q: 3 clusters Score -37970.01 nChanged 13 ComputeScore: Raw -38273.327075 + Penalty 299.298682 = -37974.028393 Iteration 32Q: 3 clusters Score -37974.03 nChanged 14 ComputeScore: Raw -38277.264552 + Penalty 299.298682 = -37977.965870 Iteration 33Q: 3 clusters Score -37977.97 nChanged 16 ComputeScore: Raw -38284.752036 + Penalty 299.298682 = -37985.453354 Iteration 34Q: 3 clusters Score -37985.45 nChanged 17 ComputeScore: Raw -38291.640585 + Penalty 299.298682 = -37992.341903 Iteration 35Q: 3 clusters Score -37992.34 nChanged 13 ComputeScore: Raw -38295.127462 + Penalty 299.298682 = -37995.828780 Iteration 36Q: 3 clusters Score -37995.83 nChanged 8 ComputeScore: Raw -38297.464735 + Penalty 299.298682 = -37998.166054 Iteration 37Q: 3 clusters Score -37998.17 nChanged 12 ComputeScore: Raw -38301.018911 + Penalty 299.298682 = -38001.720229 Iteration 38Q: 3 clusters Score -38001.72 nChanged 8 ComputeScore: Raw -38303.235932 + Penalty 299.298682 = -38003.937250 Iteration 39Q: 3 clusters Score -38003.94 nChanged 9 ComputeScore: Raw -38305.405547 + Penalty 299.298682 = -38006.106865 Iteration 40F: 3 clusters Score -38006.11 nChanged 8 ComputeScore: Raw -38307.285440 + Penalty 299.298682 = -38007.986759 Iteration 41Q: 3 clusters Score -38007.99 nChanged 7 ComputeScore: Raw -38308.388913 + Penalty 299.298682 = -38009.090232 Iteration 42Q: 3 clusters Score -38009.09 nChanged 4 ComputeScore: Raw -38308.982762 + Penalty 299.298682 = -38009.684080 Iteration 43Q: 3 clusters Score -38009.68 nChanged 3 ComputeScore: Raw -38309.578947 + Penalty 299.298682 = -38010.280266 Iteration 44Q: 3 clusters Score -38010.28 nChanged 3 ComputeScore: Raw -38310.548691 + Penalty 299.298682 = -38011.250010 Iteration 45Q: 3 clusters Score -38011.25 nChanged 4 ComputeScore: Raw -38311.492756 + Penalty 299.298682 = -38012.194074 Iteration 46Q: 3 clusters Score -38012.19 nChanged 1 ComputeScore: Raw -38311.711500 + Penalty 299.298682 = -38012.412819 Iteration 47Q: 3 clusters Score -38012.41 nChanged 1 ComputeScore: Raw -38312.235983 + Penalty 299.298682 = -38012.937301 Iteration 48Q: 3 clusters Score -38012.94 nChanged 0 ComputeScore: Raw -38312.235983 + Penalty 299.298682 = -38012.937301 Iteration 49F: 3 clusters Score -38012.94 nChanged 0 Trying to split cluster 2 (12214 points) Assigned 2 initial classes randomly. ComputeScore: Raw -96898.562637 + Penalty 169.386086 = -96729.176551 Iteration 0F: 2 clusters Score -96729.18 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -88918.557182 + Penalty 338.772172 = -88579.785010 Iteration 0F: 3 clusters Score -88579.79 nChanged 5865 ComputeScore: Raw -93018.428831 + Penalty 338.772172 = -92679.656659 Iteration 1F: 3 clusters Score -92679.66 nChanged 911 ComputeScore: Raw -93790.796932 + Penalty 338.772172 = -93452.024760 Iteration 2F: 3 clusters Score -93452.02 nChanged 913 ComputeScore: Raw -94671.517534 + Penalty 338.772172 = -94332.745362 Iteration 3F: 3 clusters Score -94332.75 nChanged 761 ComputeScore: Raw -95313.571523 + Penalty 338.772172 = -94974.799351 Iteration 4F: 3 clusters Score -94974.8 nChanged 551 ComputeScore: Raw -95593.464850 + Penalty 338.772172 = -95254.692678 Iteration 5Q: 3 clusters Score -95254.69 nChanged 361 ComputeScore: Raw -95735.360222 + Penalty 338.772172 = -95396.588050 Iteration 6Q: 3 clusters Score -95396.59 nChanged 267 ComputeScore: Raw -95856.447358 + Penalty 338.772172 = -95517.675186 Iteration 7Q: 3 clusters Score -95517.68 nChanged 262 ComputeScore: Raw -95999.956475 + Penalty 338.772172 = -95661.184303 Iteration 8Q: 3 clusters Score -95661.18 nChanged 238 ComputeScore: Raw -96121.708710 + Penalty 338.772172 = -95782.936538 Iteration 9Q: 3 clusters Score -95782.94 nChanged 218 ComputeScore: Raw -96213.578061 + Penalty 338.772172 = -95874.805889 Iteration 10Q: 3 clusters Score -95874.81 nChanged 189 ComputeScore: Raw -96291.275080 + Penalty 338.772172 = -95952.502908 Iteration 11Q: 3 clusters Score -95952.5 nChanged 171 ComputeScore: Raw -96370.659684 + Penalty 338.772172 = -96031.887512 Iteration 12Q: 3 clusters Score -96031.89 nChanged 180 ComputeScore: Raw -96461.890479 + Penalty 338.772172 = -96123.118306 Iteration 13Q: 3 clusters Score -96123.12 nChanged 200 ComputeScore: Raw -96587.980310 + Penalty 338.772172 = -96249.208138 Iteration 14Q: 3 clusters Score -96249.21 nChanged 229 ComputeScore: Raw -96756.776639 + Penalty 338.772172 = -96418.004467 Iteration 15Q: 3 clusters Score -96418 nChanged 246 ComputeScore: Raw -96968.437134 + Penalty 338.772172 = -96629.664962 Iteration 16Q: 3 clusters Score -96629.66 nChanged 223 ComputeScore: Raw -97137.944219 + Penalty 338.772172 = -96799.172047 Iteration 17Q: 3 clusters Score -96799.17 nChanged 167 ComputeScore: Raw -97232.408944 + Penalty 338.772172 = -96893.636772 Iteration 18Q: 3 clusters Score -96893.64 nChanged 95 ComputeScore: Raw -97263.347288 + Penalty 338.772172 = -96924.575116 Iteration 19Q: 3 clusters Score -96924.58 nChanged 47 ComputeScore: Raw -97273.238261 + Penalty 338.772172 = -96934.466089 Iteration 20F: 3 clusters Score -96934.47 nChanged 30 ComputeScore: Raw -97276.097699 + Penalty 338.772172 = -96937.325527 Iteration 21Q: 3 clusters Score -96937.33 nChanged 15 ComputeScore: Raw -97276.797139 + Penalty 338.772172 = -96938.024967 Iteration 22Q: 3 clusters Score -96938.02 nChanged 9 ComputeScore: Raw -97277.040917 + Penalty 338.772172 = -96938.268745 Iteration 23Q: 3 clusters Score -96938.27 nChanged 6 ComputeScore: Raw -97277.132834 + Penalty 338.772172 = -96938.360662 Iteration 24Q: 3 clusters Score -96938.36 nChanged 3 ComputeScore: Raw -97277.152303 + Penalty 338.772172 = -96938.380131 Iteration 25Q: 3 clusters Score -96938.38 nChanged 1 ComputeScore: Raw -97277.165706 + Penalty 338.772172 = -96938.393533 Iteration 26Q: 3 clusters Score -96938.39 nChanged 1 ComputeScore: Raw -97277.178884 + Penalty 338.772172 = -96938.406712 Iteration 27Q: 3 clusters Score -96938.41 nChanged 1 ComputeScore: Raw -97277.190854 + Penalty 338.772172 = -96938.418682 Iteration 28Q: 3 clusters Score -96938.42 nChanged 1 ComputeScore: Raw -97277.197413 + Penalty 338.772172 = -96938.425241 Iteration 29Q: 3 clusters Score -96938.43 nChanged 1 ComputeScore: Raw -97277.206689 + Penalty 338.772172 = -96938.434517 Iteration 30Q: 3 clusters Score -96938.43 nChanged 1 ComputeScore: Raw -97277.231835 + Penalty 338.772172 = -96938.459663 Iteration 31Q: 3 clusters Score -96938.46 nChanged 3 ComputeScore: Raw -97277.281483 + Penalty 338.772172 = -96938.509311 Iteration 32Q: 3 clusters Score -96938.51 nChanged 1 ComputeScore: Raw -97277.287912 + Penalty 338.772172 = -96938.515740 Iteration 33Q: 3 clusters Score -96938.52 nChanged 0 ComputeScore: Raw -97277.287912 + Penalty 338.772172 = -96938.515740 Iteration 34F: 3 clusters Score -96938.52 nChanged 0 ComputeScore: Raw -530988.674495 + Penalty 3054.868607 = -527933.805888Splitting cluster 2 changes total score from -527758.738520 to -527933.805888 So it's getting split into cluster 15. Trying to split cluster 3 (4221 points) Assigned 2 initial classes randomly. ComputeScore: Raw -39218.750949 + Penalty 150.260892 = -39068.490057 Iteration 0F: 2 clusters Score -39068.49 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -36584.066964 + Penalty 300.521784 = -36283.545180 Iteration 0F: 3 clusters Score -36283.55 nChanged 1967 ComputeScore: Raw -37806.304792 + Penalty 300.521784 = -37505.783007 Iteration 1F: 3 clusters Score -37505.78 nChanged 293 ComputeScore: Raw -37962.056356 + Penalty 300.521784 = -37661.534572 Iteration 2F: 3 clusters Score -37661.53 nChanged 259 ComputeScore: Raw -38130.673441 + Penalty 300.521784 = -37830.151657 Iteration 3F: 3 clusters Score -37830.15 nChanged 240 ComputeScore: Raw -38288.210632 + Penalty 300.521784 = -37987.688847 Iteration 4F: 3 clusters Score -37987.69 nChanged 205 ComputeScore: Raw -38423.884402 + Penalty 300.521784 = -38123.362617 Iteration 5Q: 3 clusters Score -38123.36 nChanged 173 ComputeScore: Raw -38575.772774 + Penalty 300.521784 = -38275.250989 Iteration 6Q: 3 clusters Score -38275.25 nChanged 159 ComputeScore: Raw -38719.620775 + Penalty 300.521784 = -38419.098990 Iteration 7Q: 3 clusters Score -38419.1 nChanged 124 ComputeScore: Raw -38797.722254 + Penalty 300.521784 = -38497.200469 Iteration 8Q: 3 clusters Score -38497.2 nChanged 103 ComputeScore: Raw -38861.393233 + Penalty 300.521784 = -38560.871449 Iteration 9Q: 3 clusters Score -38560.87 nChanged 98 ComputeScore: Raw -38932.318111 + Penalty 300.521784 = -38631.796327 Iteration 10Q: 3 clusters Score -38631.8 nChanged 80 ComputeScore: Raw -38980.530614 + Penalty 300.521784 = -38680.008829 Iteration 11Q: 3 clusters Score -38680.01 nChanged 71 ComputeScore: Raw -39022.961699 + Penalty 300.521784 = -38722.439914 Iteration 12Q: 3 clusters Score -38722.44 nChanged 66 ComputeScore: Raw -39064.743064 + Penalty 300.521784 = -38764.221280 Iteration 13Q: 3 clusters Score -38764.22 nChanged 68 ComputeScore: Raw -39113.497734 + Penalty 300.521784 = -38812.975949 Iteration 14Q: 3 clusters Score -38812.98 nChanged 48 ComputeScore: Raw -39145.968654 + Penalty 300.521784 = -38845.446869 Iteration 15Q: 3 clusters Score -38845.45 nChanged 38 ComputeScore: Raw -39177.302086 + Penalty 300.521784 = -38876.780302 Iteration 16Q: 3 clusters Score -38876.78 nChanged 25 ComputeScore: Raw -39195.132141 + Penalty 300.521784 = -38894.610356 Iteration 17Q: 3 clusters Score -38894.61 nChanged 16 ComputeScore: Raw -39204.955969 + Penalty 300.521784 = -38904.434185 Iteration 18Q: 3 clusters Score -38904.43 nChanged 10 ComputeScore: Raw -39209.703364 + Penalty 300.521784 = -38909.181580 Iteration 19Q: 3 clusters Score -38909.18 nChanged 9 ComputeScore: Raw -39214.851467 + Penalty 300.521784 = -38914.329682 Iteration 20F: 3 clusters Score -38914.33 nChanged 9 ComputeScore: Raw -39220.107028 + Penalty 300.521784 = -38919.585243 Iteration 21Q: 3 clusters Score -38919.59 nChanged 7 ComputeScore: Raw -39228.679116 + Penalty 300.521784 = -38928.157332 Iteration 22Q: 3 clusters Score -38928.16 nChanged 4 ComputeScore: Raw -39231.266987 + Penalty 300.521784 = -38930.745203 Iteration 23Q: 3 clusters Score -38930.75 nChanged 1 ComputeScore: Raw -39231.591090 + Penalty 300.521784 = -38931.069306 Iteration 24Q: 3 clusters Score -38931.07 nChanged 1 ComputeScore: Raw -39231.927262 + Penalty 300.521784 = -38931.405478 Iteration 25Q: 3 clusters Score -38931.41 nChanged 2 ComputeScore: Raw -39232.971936 + Penalty 300.521784 = -38932.450152 Iteration 26Q: 3 clusters Score -38932.45 nChanged 2 ComputeScore: Raw -39234.010462 + Penalty 300.521784 = -38933.488677 Iteration 27Q: 3 clusters Score -38933.49 nChanged 2 ComputeScore: Raw -39234.689402 + Penalty 300.521784 = -38934.167618 Iteration 28Q: 3 clusters Score -38934.17 nChanged 2 ComputeScore: Raw -39235.243968 + Penalty 300.521784 = -38934.722183 Iteration 29Q: 3 clusters Score -38934.72 nChanged 0 ComputeScore: Raw -39235.243968 + Penalty 300.521784 = -38934.722183 Iteration 30F: 3 clusters Score -38934.72 nChanged 0 Trying to split cluster 4 (1789 points) Assigned 2 initial classes randomly. ComputeScore: Raw -11708.576002 + Penalty 134.809418 = -11573.766585 Iteration 0F: 2 clusters Score -11573.77 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10632.606128 + Penalty 269.618835 = -10362.987293 Iteration 0F: 3 clusters Score -10362.99 nChanged 806 ComputeScore: Raw -11101.194988 + Penalty 269.618835 = -10831.576153 Iteration 1F: 3 clusters Score -10831.58 nChanged 147 ComputeScore: Raw -11170.927136 + Penalty 269.618835 = -10901.308301 Iteration 2F: 3 clusters Score -10901.31 nChanged 91 ComputeScore: Raw -11215.254429 + Penalty 269.618835 = -10945.635594 Iteration 3F: 3 clusters Score -10945.64 nChanged 74 ComputeScore: Raw -11264.190096 + Penalty 269.618835 = -10994.571261 Iteration 4Q: 3 clusters Score -10994.57 nChanged 88 ComputeScore: Raw -11350.945898 + Penalty 269.618835 = -11081.327063 Iteration 5Q: 3 clusters Score -11081.33 nChanged 77 ComputeScore: Raw -11458.789310 + Penalty 269.618835 = -11189.170475 Iteration 6Q: 3 clusters Score -11189.17 nChanged 67 ComputeScore: Raw -11521.088512 + Penalty 269.618835 = -11251.469677 Iteration 7Q: 3 clusters Score -11251.47 nChanged 54 ComputeScore: Raw -11561.992748 + Penalty 269.618835 = -11292.373913 Iteration 8Q: 3 clusters Score -11292.37 nChanged 46 ComputeScore: Raw -11590.410768 + Penalty 269.618835 = -11320.791933 Iteration 9Q: 3 clusters Score -11320.79 nChanged 34 ComputeScore: Raw -11604.399495 + Penalty 269.618835 = -11334.780660 Iteration 10Q: 3 clusters Score -11334.78 nChanged 26 ComputeScore: Raw -11617.677104 + Penalty 269.618835 = -11348.058269 Iteration 11Q: 3 clusters Score -11348.06 nChanged 26 ComputeScore: Raw -11632.347415 + Penalty 269.618835 = -11362.728580 Iteration 12Q: 3 clusters Score -11362.73 nChanged 20 ComputeScore: Raw -11644.240572 + Penalty 269.618835 = -11374.621737 Iteration 13Q: 3 clusters Score -11374.62 nChanged 21 ComputeScore: Raw -11656.406749 + Penalty 269.618835 = -11386.787914 Iteration 14Q: 3 clusters Score -11386.79 nChanged 19 ComputeScore: Raw -11669.045277 + Penalty 269.618835 = -11399.426442 Iteration 15Q: 3 clusters Score -11399.43 nChanged 14 ComputeScore: Raw -11678.130781 + Penalty 269.618835 = -11408.511946 Iteration 16Q: 3 clusters Score -11408.51 nChanged 13 ComputeScore: Raw -11685.860419 + Penalty 269.618835 = -11416.241584 Iteration 17Q: 3 clusters Score -11416.24 nChanged 11 ComputeScore: Raw -11692.245503 + Penalty 269.618835 = -11422.626668 Iteration 18Q: 3 clusters Score -11422.63 nChanged 9 ComputeScore: Raw -11697.783263 + Penalty 269.618835 = -11428.164428 Iteration 19Q: 3 clusters Score -11428.16 nChanged 7 ComputeScore: Raw -11702.095815 + Penalty 269.618835 = -11432.476980 Iteration 20F: 3 clusters Score -11432.48 nChanged 7 ComputeScore: Raw -11706.071686 + Penalty 269.618835 = -11436.452851 Iteration 21Q: 3 clusters Score -11436.45 nChanged 10 ComputeScore: Raw -11710.563344 + Penalty 269.618835 = -11440.944509 Iteration 22Q: 3 clusters Score -11440.94 nChanged 9 ComputeScore: Raw -11715.234344 + Penalty 269.618835 = -11445.615509 Iteration 23Q: 3 clusters Score -11445.62 nChanged 4 ComputeScore: Raw -11716.692166 + Penalty 269.618835 = -11447.073331 Iteration 24Q: 3 clusters Score -11447.07 nChanged 5 ComputeScore: Raw -11718.913254 + Penalty 269.618835 = -11449.294419 Iteration 25Q: 3 clusters Score -11449.29 nChanged 3 ComputeScore: Raw -11719.361065 + Penalty 269.618835 = -11449.742230 Iteration 26Q: 3 clusters Score -11449.74 nChanged 1 ComputeScore: Raw -11719.477381 + Penalty 269.618835 = -11449.858546 Iteration 27Q: 3 clusters Score -11449.86 nChanged 0 ComputeScore: Raw -11719.477381 + Penalty 269.618835 = -11449.858546 Iteration 28F: 3 clusters Score -11449.86 nChanged 0 Trying to split cluster 5 (15719 points) Assigned 2 initial classes randomly. ComputeScore: Raw -128004.192861 + Penalty 173.927258 = -127830.265603 Iteration 0F: 2 clusters Score -127830.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -117584.597804 + Penalty 347.854516 = -117236.743288 Iteration 0F: 3 clusters Score -117236.7 nChanged 7530 ComputeScore: Raw -122886.525853 + Penalty 347.854516 = -122538.671336 Iteration 1F: 3 clusters Score -122538.7 nChanged 1210 ComputeScore: Raw -123683.887270 + Penalty 347.854516 = -123336.032754 Iteration 2F: 3 clusters Score -123336 nChanged 1250 ComputeScore: Raw -124659.688051 + Penalty 347.854516 = -124311.833535 Iteration 3F: 3 clusters Score -124311.8 nChanged 1192 ComputeScore: Raw -125768.839288 + Penalty 347.854516 = -125420.984772 Iteration 4F: 3 clusters Score -125421 nChanged 990 ComputeScore: Raw -126803.450213 + Penalty 347.854516 = -126455.595697 Iteration 5F: 3 clusters Score -126455.6 nChanged 635 ComputeScore: Raw -127499.381277 + Penalty 347.854516 = -127151.526761 Iteration 6Q: 3 clusters Score -127151.5 nChanged 311 ComputeScore: Raw -127826.687336 + Penalty 347.854516 = -127478.832820 Iteration 7Q: 3 clusters Score -127478.8 nChanged 103 ComputeScore: Raw -127934.684063 + Penalty 347.854516 = -127586.829547 Iteration 8Q: 3 clusters Score -127586.8 nChanged 63 ComputeScore: Raw -127979.425079 + Penalty 347.854516 = -127631.570563 Iteration 9Q: 3 clusters Score -127631.6 nChanged 34 ComputeScore: Raw -127996.813207 + Penalty 347.854516 = -127648.958691 Iteration 10Q: 3 clusters Score -127649 nChanged 27 ComputeScore: Raw -128009.272773 + Penalty 347.854516 = -127661.418257 Iteration 11Q: 3 clusters Score -127661.4 nChanged 19 ComputeScore: Raw -128020.530535 + Penalty 347.854516 = -127672.676019 Iteration 12Q: 3 clusters Score -127672.7 nChanged 9 ComputeScore: Raw -128025.042250 + Penalty 347.854516 = -127677.187733 Iteration 13Q: 3 clusters Score -127677.2 nChanged 10 ComputeScore: Raw -128030.036402 + Penalty 347.854516 = -127682.181886 Iteration 14Q: 3 clusters Score -127682.2 nChanged 7 ComputeScore: Raw -128034.356336 + Penalty 347.854516 = -127686.501820 Iteration 15Q: 3 clusters Score -127686.5 nChanged 8 ComputeScore: Raw -128041.663917 + Penalty 347.854516 = -127693.809401 Iteration 16Q: 3 clusters Score -127693.8 nChanged 11 ComputeScore: Raw -128047.684283 + Penalty 347.854516 = -127699.829767 Iteration 17Q: 3 clusters Score -127699.8 nChanged 8 ComputeScore: Raw -128054.797328 + Penalty 347.854516 = -127706.942812 Iteration 18Q: 3 clusters Score -127706.9 nChanged 11 ComputeScore: Raw -128065.116416 + Penalty 347.854516 = -127717.261900 Iteration 19Q: 3 clusters Score -127717.3 nChanged 7 ComputeScore: Raw -128072.683106 + Penalty 347.854516 = -127724.828590 Iteration 20F: 3 clusters Score -127724.8 nChanged 7 ComputeScore: Raw -128080.291800 + Penalty 347.854516 = -127732.437284 Iteration 21Q: 3 clusters Score -127732.4 nChanged 9 ComputeScore: Raw -128088.144199 + Penalty 347.854516 = -127740.289683 Iteration 22Q: 3 clusters Score -127740.3 nChanged 6 ComputeScore: Raw -128092.745021 + Penalty 347.854516 = -127744.890504 Iteration 23Q: 3 clusters Score -127744.9 nChanged 5 ComputeScore: Raw -128096.751077 + Penalty 347.854516 = -127748.896561 Iteration 24Q: 3 clusters Score -127748.9 nChanged 3 ComputeScore: Raw -128098.118262 + Penalty 347.854516 = -127750.263746 Iteration 25Q: 3 clusters Score -127750.3 nChanged 1 ComputeScore: Raw -128098.613923 + Penalty 347.854516 = -127750.759407 Iteration 26Q: 3 clusters Score -127750.8 nChanged 1 ComputeScore: Raw -128098.902796 + Penalty 347.854516 = -127751.048280 Iteration 27Q: 3 clusters Score -127751 nChanged 1 ComputeScore: Raw -128099.090782 + Penalty 347.854516 = -127751.236266 Iteration 28Q: 3 clusters Score -127751.2 nChanged 1 ComputeScore: Raw -128099.247690 + Penalty 347.854516 = -127751.393173 Iteration 29Q: 3 clusters Score -127751.4 nChanged 1 ComputeScore: Raw -128099.573116 + Penalty 347.854516 = -127751.718599 Iteration 30Q: 3 clusters Score -127751.7 nChanged 1 ComputeScore: Raw -128099.781456 + Penalty 347.854516 = -127751.926940 Iteration 31Q: 3 clusters Score -127751.9 nChanged 1 ComputeScore: Raw -128100.124176 + Penalty 347.854516 = -127752.269660 Iteration 32Q: 3 clusters Score -127752.3 nChanged 3 ComputeScore: Raw -128102.196205 + Penalty 347.854516 = -127754.341689 Iteration 33Q: 3 clusters Score -127754.3 nChanged 3 ComputeScore: Raw -128103.085224 + Penalty 347.854516 = -127755.230707 Iteration 34Q: 3 clusters Score -127755.2 nChanged 1 ComputeScore: Raw -128103.367420 + Penalty 347.854516 = -127755.512904 Iteration 35Q: 3 clusters Score -127755.5 nChanged 0 ComputeScore: Raw -128103.367420 + Penalty 347.854516 = -127755.512904 Iteration 36F: 3 clusters Score -127755.5 nChanged 0 Trying to split cluster 6 (6512 points) Assigned 2 initial classes randomly. ComputeScore: Raw -61472.189328 + Penalty 158.065234 = -61314.124093 Iteration 0F: 2 clusters Score -61314.12 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -57300.359090 + Penalty 316.130469 = -56984.228622 Iteration 0F: 3 clusters Score -56984.23 nChanged 3070 ComputeScore: Raw -59062.280035 + Penalty 316.130469 = -58746.149566 Iteration 1F: 3 clusters Score -58746.15 nChanged 376 ComputeScore: Raw -59302.849785 + Penalty 316.130469 = -58986.719316 Iteration 2F: 3 clusters Score -58986.72 nChanged 444 ComputeScore: Raw -59669.683749 + Penalty 316.130469 = -59353.553280 Iteration 3F: 3 clusters Score -59353.55 nChanged 468 ComputeScore: Raw -60104.280581 + Penalty 316.130469 = -59788.150112 Iteration 4F: 3 clusters Score -59788.15 nChanged 421 ComputeScore: Raw -60450.739505 + Penalty 316.130469 = -60134.609037 Iteration 5F: 3 clusters Score -60134.61 nChanged 333 ComputeScore: Raw -60680.327632 + Penalty 316.130469 = -60364.197163 Iteration 6F: 3 clusters Score -60364.2 nChanged 223 ComputeScore: Raw -60851.121516 + Penalty 316.130469 = -60534.991047 Iteration 7Q: 3 clusters Score -60534.99 nChanged 206 ComputeScore: Raw -61015.826502 + Penalty 316.130469 = -60699.696033 Iteration 8Q: 3 clusters Score -60699.7 nChanged 207 ComputeScore: Raw -61184.755970 + Penalty 316.130469 = -60868.625501 Iteration 9Q: 3 clusters Score -60868.63 nChanged 187 ComputeScore: Raw -61346.519642 + Penalty 316.130469 = -61030.389174 Iteration 10Q: 3 clusters Score -61030.39 nChanged 176 ComputeScore: Raw -61511.612416 + Penalty 316.130469 = -61195.481947 Iteration 11Q: 3 clusters Score -61195.48 nChanged 171 ComputeScore: Raw -61661.563071 + Penalty 316.130469 = -61345.432602 Iteration 12Q: 3 clusters Score -61345.43 nChanged 156 ComputeScore: Raw -61782.679635 + Penalty 316.130469 = -61466.549166 Iteration 13Q: 3 clusters Score -61466.55 nChanged 126 ComputeScore: Raw -61859.961842 + Penalty 316.130469 = -61543.831373 Iteration 14Q: 3 clusters Score -61543.83 nChanged 99 ComputeScore: Raw -61912.368006 + Penalty 316.130469 = -61596.237538 Iteration 15Q: 3 clusters Score -61596.24 nChanged 64 ComputeScore: Raw -61940.083269 + Penalty 316.130469 = -61623.952801 Iteration 16Q: 3 clusters Score -61623.95 nChanged 42 ComputeScore: Raw -61955.673017 + Penalty 316.130469 = -61639.542548 Iteration 17Q: 3 clusters Score -61639.54 nChanged 18 ComputeScore: Raw -61959.268245 + Penalty 316.130469 = -61643.137776 Iteration 18Q: 3 clusters Score -61643.14 nChanged 7 ComputeScore: Raw -61959.910590 + Penalty 316.130469 = -61643.780121 Iteration 19Q: 3 clusters Score -61643.78 nChanged 2 ComputeScore: Raw -61964.632933 + Penalty 316.130469 = -61648.502464 Iteration 20F: 3 clusters Score -61648.5 nChanged 6 ComputeScore: Raw -61965.311899 + Penalty 316.130469 = -61649.181430 Iteration 21Q: 3 clusters Score -61649.18 nChanged 1 ComputeScore: Raw -61965.385793 + Penalty 316.130469 = -61649.255324 Iteration 22Q: 3 clusters Score -61649.26 nChanged 1 ComputeScore: Raw -61965.397459 + Penalty 316.130469 = -61649.266990 Iteration 23Q: 3 clusters Score -61649.27 nChanged 0 ComputeScore: Raw -61965.397459 + Penalty 316.130469 = -61649.266990 Iteration 24F: 3 clusters Score -61649.27 nChanged 0 ComputeScore: Raw -531481.882626 + Penalty 3258.526514 = -528223.356112Splitting cluster 6 changes total score from -527758.738520 to -528223.356112 So it's getting split into cluster 16. Trying to split cluster 7 (5572 points) Assigned 2 initial classes randomly. ComputeScore: Raw -53181.595853 + Penalty 155.259168 = -53026.336685 Iteration 0F: 2 clusters Score -53026.34 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -49705.015853 + Penalty 310.518336 = -49394.497517 Iteration 0F: 3 clusters Score -49394.5 nChanged 2561 ComputeScore: Raw -51196.311978 + Penalty 310.518336 = -50885.793641 Iteration 1F: 3 clusters Score -50885.79 nChanged 338 ComputeScore: Raw -51356.555647 + Penalty 310.518336 = -51046.037311 Iteration 2F: 3 clusters Score -51046.04 nChanged 351 ComputeScore: Raw -51576.738610 + Penalty 310.518336 = -51266.220274 Iteration 3F: 3 clusters Score -51266.22 nChanged 385 ComputeScore: Raw -51871.109254 + Penalty 310.518336 = -51560.590918 Iteration 4F: 3 clusters Score -51560.59 nChanged 442 ComputeScore: Raw -52265.003739 + Penalty 310.518336 = -51954.485403 Iteration 5F: 3 clusters Score -51954.49 nChanged 362 ComputeScore: Raw -52610.948091 + Penalty 310.518336 = -52300.429755 Iteration 6F: 3 clusters Score -52300.43 nChanged 277 ComputeScore: Raw -52873.676826 + Penalty 310.518336 = -52563.158490 Iteration 7Q: 3 clusters Score -52563.16 nChanged 169 ComputeScore: Raw -53030.504954 + Penalty 310.518336 = -52719.986618 Iteration 8Q: 3 clusters Score -52719.99 nChanged 94 ComputeScore: Raw -53119.920702 + Penalty 310.518336 = -52809.402366 Iteration 9Q: 3 clusters Score -52809.4 nChanged 38 ComputeScore: Raw -53153.945893 + Penalty 310.518336 = -52843.427557 Iteration 10Q: 3 clusters Score -52843.43 nChanged 17 ComputeScore: Raw -53173.990410 + Penalty 310.518336 = -52863.472074 Iteration 11Q: 3 clusters Score -52863.47 nChanged 9 ComputeScore: Raw -53188.855659 + Penalty 310.518336 = -52878.337323 Iteration 12Q: 3 clusters Score -52878.34 nChanged 4 ComputeScore: Raw -53201.039700 + Penalty 310.518336 = -52890.521364 Iteration 13Q: 3 clusters Score -52890.52 nChanged 1 ComputeScore: Raw -53201.608911 + Penalty 310.518336 = -52891.090575 Iteration 14Q: 3 clusters Score -52891.09 nChanged 1 ComputeScore: Raw -53202.120311 + Penalty 310.518336 = -52891.601975 Iteration 15Q: 3 clusters Score -52891.6 nChanged 0 ComputeScore: Raw -53202.120311 + Penalty 310.518336 = -52891.601975 Iteration 16F: 3 clusters Score -52891.6 nChanged 0 Trying to split cluster 8 (1335 points) Assigned 2 initial classes randomly. ComputeScore: Raw -15727.014418 + Penalty 129.540358 = -15597.474059 Iteration 0F: 2 clusters Score -15597.47 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -14936.446242 + Penalty 259.080717 = -14677.365525 Iteration 0F: 3 clusters Score -14677.37 nChanged 616 ComputeScore: Raw -15338.563484 + Penalty 259.080717 = -15079.482767 Iteration 1F: 3 clusters Score -15079.48 nChanged 81 ComputeScore: Raw -15387.491915 + Penalty 259.080717 = -15128.411198 Iteration 2F: 3 clusters Score -15128.41 nChanged 63 ComputeScore: Raw -15442.732631 + Penalty 259.080717 = -15183.651915 Iteration 3Q: 3 clusters Score -15183.65 nChanged 79 ComputeScore: Raw -15497.994097 + Penalty 259.080717 = -15238.913380 Iteration 4F: 3 clusters Score -15238.91 nChanged 72 ComputeScore: Raw -15545.488260 + Penalty 259.080717 = -15286.407543 Iteration 5F: 3 clusters Score -15286.41 nChanged 80 ComputeScore: Raw -15591.179008 + Penalty 259.080717 = -15332.098292 Iteration 6F: 3 clusters Score -15332.1 nChanged 53 ComputeScore: Raw -15617.207944 + Penalty 259.080717 = -15358.127228 Iteration 7Q: 3 clusters Score -15358.13 nChanged 51 ComputeScore: Raw -15643.377225 + Penalty 259.080717 = -15384.296508 Iteration 8Q: 3 clusters Score -15384.3 nChanged 44 ComputeScore: Raw -15660.563710 + Penalty 259.080717 = -15401.482993 Iteration 9Q: 3 clusters Score -15401.48 nChanged 32 ComputeScore: Raw -15668.098040 + Penalty 259.080717 = -15409.017323 Iteration 10Q: 3 clusters Score -15409.02 nChanged 20 ComputeScore: Raw -15673.778361 + Penalty 259.080717 = -15414.697645 Iteration 11Q: 3 clusters Score -15414.7 nChanged 20 ComputeScore: Raw -15679.446646 + Penalty 259.080717 = -15420.365930 Iteration 12Q: 3 clusters Score -15420.37 nChanged 18 ComputeScore: Raw -15685.001617 + Penalty 259.080717 = -15425.920901 Iteration 13Q: 3 clusters Score -15425.92 nChanged 15 ComputeScore: Raw -15690.109814 + Penalty 259.080717 = -15431.029097 Iteration 14Q: 3 clusters Score -15431.03 nChanged 14 ComputeScore: Raw -15694.552798 + Penalty 259.080717 = -15435.472082 Iteration 15Q: 3 clusters Score -15435.47 nChanged 14 ComputeScore: Raw -15698.908437 + Penalty 259.080717 = -15439.827721 Iteration 16Q: 3 clusters Score -15439.83 nChanged 10 ComputeScore: Raw -15702.960258 + Penalty 259.080717 = -15443.879541 Iteration 17Q: 3 clusters Score -15443.88 nChanged 12 ComputeScore: Raw -15706.860119 + Penalty 259.080717 = -15447.779402 Iteration 18Q: 3 clusters Score -15447.78 nChanged 9 ComputeScore: Raw -15708.349121 + Penalty 259.080717 = -15449.268405 Iteration 19Q: 3 clusters Score -15449.27 nChanged 3 ComputeScore: Raw -15708.620556 + Penalty 259.080717 = -15449.539839 Iteration 20F: 3 clusters Score -15449.54 nChanged 4 ComputeScore: Raw -15709.005782 + Penalty 259.080717 = -15449.925066 Iteration 21Q: 3 clusters Score -15449.93 nChanged 4 ComputeScore: Raw -15709.451684 + Penalty 259.080717 = -15450.370967 Iteration 22Q: 3 clusters Score -15450.37 nChanged 2 ComputeScore: Raw -15709.697625 + Penalty 259.080717 = -15450.616909 Iteration 23Q: 3 clusters Score -15450.62 nChanged 1 ComputeScore: Raw -15709.740036 + Penalty 259.080717 = -15450.659319 Iteration 24Q: 3 clusters Score -15450.66 nChanged 0 ComputeScore: Raw -15709.740036 + Penalty 259.080717 = -15450.659319 Iteration 25F: 3 clusters Score -15450.66 nChanged 0 Trying to split cluster 9 (10183 points) Assigned 2 initial classes randomly. ComputeScore: Raw -89932.373495 + Penalty 166.112549 = -89766.260946 Iteration 0F: 2 clusters Score -89766.26 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -83241.194424 + Penalty 332.225098 = -82908.969326 Iteration 0F: 3 clusters Score -82908.97 nChanged 4914 ComputeScore: Raw -86422.573217 + Penalty 332.225098 = -86090.348119 Iteration 1F: 3 clusters Score -86090.35 nChanged 783 ComputeScore: Raw -86932.236255 + Penalty 332.225098 = -86600.011157 Iteration 2F: 3 clusters Score -86600.01 nChanged 799 ComputeScore: Raw -87636.219642 + Penalty 332.225098 = -87303.994544 Iteration 3F: 3 clusters Score -87303.99 nChanged 736 ComputeScore: Raw -88357.268049 + Penalty 332.225098 = -88025.042951 Iteration 4F: 3 clusters Score -88025.04 nChanged 593 ComputeScore: Raw -88952.008127 + Penalty 332.225098 = -88619.783029 Iteration 5F: 3 clusters Score -88619.78 nChanged 405 ComputeScore: Raw -89357.848272 + Penalty 332.225098 = -89025.623174 Iteration 6Q: 3 clusters Score -89025.62 nChanged 239 ComputeScore: Raw -89572.327765 + Penalty 332.225098 = -89240.102667 Iteration 7Q: 3 clusters Score -89240.1 nChanged 152 ComputeScore: Raw -89697.953384 + Penalty 332.225098 = -89365.728286 Iteration 8Q: 3 clusters Score -89365.73 nChanged 111 ComputeScore: Raw -89791.559148 + Penalty 332.225098 = -89459.334050 Iteration 9Q: 3 clusters Score -89459.33 nChanged 76 ComputeScore: Raw -89855.903326 + Penalty 332.225098 = -89523.678229 Iteration 10Q: 3 clusters Score -89523.68 nChanged 45 ComputeScore: Raw -89890.176372 + Penalty 332.225098 = -89557.951274 Iteration 11Q: 3 clusters Score -89557.95 nChanged 29 ComputeScore: Raw -89912.275964 + Penalty 332.225098 = -89580.050866 Iteration 12Q: 3 clusters Score -89580.05 nChanged 17 ComputeScore: Raw -89925.126633 + Penalty 332.225098 = -89592.901535 Iteration 13Q: 3 clusters Score -89592.9 nChanged 13 ComputeScore: Raw -89935.263098 + Penalty 332.225098 = -89603.038000 Iteration 14Q: 3 clusters Score -89603.04 nChanged 7 ComputeScore: Raw -89940.047517 + Penalty 332.225098 = -89607.822419 Iteration 15Q: 3 clusters Score -89607.82 nChanged 3 ComputeScore: Raw -89945.613813 + Penalty 332.225098 = -89613.388715 Iteration 16Q: 3 clusters Score -89613.39 nChanged 1 ComputeScore: Raw -89947.547904 + Penalty 332.225098 = -89615.322807 Iteration 17Q: 3 clusters Score -89615.32 nChanged 1 ComputeScore: Raw -89949.090210 + Penalty 332.225098 = -89616.865112 Iteration 18Q: 3 clusters Score -89616.87 nChanged 1 ComputeScore: Raw -89951.700970 + Penalty 332.225098 = -89619.475872 Iteration 19Q: 3 clusters Score -89619.48 nChanged 2 ComputeScore: Raw -89954.579446 + Penalty 332.225098 = -89622.354348 Iteration 20F: 3 clusters Score -89622.35 nChanged 3 ComputeScore: Raw -89955.943503 + Penalty 332.225098 = -89623.718405 Iteration 21Q: 3 clusters Score -89623.72 nChanged 4 ComputeScore: Raw -89956.909719 + Penalty 332.225098 = -89624.684621 Iteration 22Q: 3 clusters Score -89624.68 nChanged 1 ComputeScore: Raw -89957.078882 + Penalty 332.225098 = -89624.853784 Iteration 23Q: 3 clusters Score -89624.85 nChanged 0 ComputeScore: Raw -89957.078882 + Penalty 332.225098 = -89624.853784 Iteration 24F: 3 clusters Score -89624.85 nChanged 0 Trying to split cluster 10 (607 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7313.661598 + Penalty 115.353518 = -7198.308079 Iteration 0F: 2 clusters Score -7198.308 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6996.793858 + Penalty 230.707036 = -6766.086821 Iteration 0F: 3 clusters Score -6766.087 nChanged 252 ComputeScore: Raw -7170.541149 + Penalty 230.707036 = -6939.834113 Iteration 1F: 3 clusters Score -6939.834 nChanged 43 ComputeScore: Raw -7208.274084 + Penalty 230.707036 = -6977.567047 Iteration 2F: 3 clusters Score -6977.567 nChanged 20 ComputeScore: Raw -7231.328560 + Penalty 230.707036 = -7000.621524 Iteration 3Q: 3 clusters Score -7000.622 nChanged 19 ComputeScore: Raw -7247.973433 + Penalty 230.707036 = -7017.266396 Iteration 4Q: 3 clusters Score -7017.266 nChanged 17 ComputeScore: Raw -7261.694868 + Penalty 230.707036 = -7030.987832 Iteration 5Q: 3 clusters Score -7030.988 nChanged 10 ComputeScore: Raw -7273.481603 + Penalty 230.707036 = -7042.774566 Iteration 6Q: 3 clusters Score -7042.775 nChanged 11 ComputeScore: Raw -7281.993665 + Penalty 230.707036 = -7051.286628 Iteration 7Q: 3 clusters Score -7051.287 nChanged 9 ComputeScore: Raw -7287.647139 + Penalty 230.707036 = -7056.940102 Iteration 8Q: 3 clusters Score -7056.94 nChanged 6 ComputeScore: Raw -7293.778996 + Penalty 230.707036 = -7063.071960 Iteration 9Q: 3 clusters Score -7063.072 nChanged 5 ComputeScore: Raw -7297.264294 + Penalty 230.707036 = -7066.557257 Iteration 10Q: 3 clusters Score -7066.557 nChanged 7 ComputeScore: Raw -7304.291933 + Penalty 230.707036 = -7073.584896 Iteration 11Q: 3 clusters Score -7073.585 nChanged 4 ComputeScore: Raw -7308.884509 + Penalty 230.707036 = -7078.177473 Iteration 12Q: 3 clusters Score -7078.177 nChanged 6 ComputeScore: Raw -7314.512030 + Penalty 230.707036 = -7083.804993 Iteration 13Q: 3 clusters Score -7083.805 nChanged 4 ComputeScore: Raw -7320.995088 + Penalty 230.707036 = -7090.288051 Iteration 14Q: 3 clusters Score -7090.288 nChanged 2 ComputeScore: Raw -7321.861436 + Penalty 230.707036 = -7091.154400 Iteration 15Q: 3 clusters Score -7091.154 nChanged 1 ComputeScore: Raw -7322.131638 + Penalty 230.707036 = -7091.424602 Iteration 16Q: 3 clusters Score -7091.425 nChanged 0 ComputeScore: Raw -7322.131638 + Penalty 230.707036 = -7091.424602 Iteration 17F: 3 clusters Score -7091.425 nChanged 0 Trying to split cluster 11 (4506 points) Assigned 2 initial classes randomly. ComputeScore: Raw -43402.921149 + Penalty 151.436972 = -43251.484176 Iteration 0F: 2 clusters Score -43251.48 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -40599.747394 + Penalty 302.873944 = -40296.873450 Iteration 0F: 3 clusters Score -40296.87 nChanged 2097 ComputeScore: Raw -41766.086546 + Penalty 302.873944 = -41463.212602 Iteration 1F: 3 clusters Score -41463.21 nChanged 213 ComputeScore: Raw -41831.800968 + Penalty 302.873944 = -41528.927024 Iteration 2Q: 3 clusters Score -41528.93 nChanged 220 ComputeScore: Raw -41900.324927 + Penalty 302.873944 = -41597.450983 Iteration 3Q: 3 clusters Score -41597.45 nChanged 200 ComputeScore: Raw -41975.906253 + Penalty 302.873944 = -41673.032309 Iteration 4Q: 3 clusters Score -41673.03 nChanged 235 ComputeScore: Raw -42085.193271 + Penalty 302.873944 = -41782.319326 Iteration 5F: 3 clusters Score -41782.32 nChanged 262 ComputeScore: Raw -42233.913543 + Penalty 302.873944 = -41931.039598 Iteration 6F: 3 clusters Score -41931.04 nChanged 260 ComputeScore: Raw -42405.458086 + Penalty 302.873944 = -42102.584142 Iteration 7F: 3 clusters Score -42102.58 nChanged 266 ComputeScore: Raw -42627.164324 + Penalty 302.873944 = -42324.290379 Iteration 8F: 3 clusters Score -42324.29 nChanged 229 ComputeScore: Raw -42850.319475 + Penalty 302.873944 = -42547.445531 Iteration 9F: 3 clusters Score -42547.45 nChanged 169 ComputeScore: Raw -43049.257625 + Penalty 302.873944 = -42746.383681 Iteration 10Q: 3 clusters Score -42746.38 nChanged 113 ComputeScore: Raw -43200.001359 + Penalty 302.873944 = -42897.127415 Iteration 11Q: 3 clusters Score -42897.13 nChanged 86 ComputeScore: Raw -43269.937704 + Penalty 302.873944 = -42967.063760 Iteration 12Q: 3 clusters Score -42967.06 nChanged 70 ComputeScore: Raw -43307.636023 + Penalty 302.873944 = -43004.762079 Iteration 13Q: 3 clusters Score -43004.76 nChanged 53 ComputeScore: Raw -43334.534480 + Penalty 302.873944 = -43031.660536 Iteration 14Q: 3 clusters Score -43031.66 nChanged 37 ComputeScore: Raw -43353.292437 + Penalty 302.873944 = -43050.418493 Iteration 15Q: 3 clusters Score -43050.42 nChanged 36 ComputeScore: Raw -43364.626169 + Penalty 302.873944 = -43061.752225 Iteration 16Q: 3 clusters Score -43061.75 nChanged 25 ComputeScore: Raw -43371.879684 + Penalty 302.873944 = -43069.005740 Iteration 17Q: 3 clusters Score -43069.01 nChanged 18 ComputeScore: Raw -43374.109502 + Penalty 302.873944 = -43071.235557 Iteration 18Q: 3 clusters Score -43071.24 nChanged 12 ComputeScore: Raw -43377.254712 + Penalty 302.873944 = -43074.380768 Iteration 19Q: 3 clusters Score -43074.38 nChanged 13 ComputeScore: Raw -43379.883723 + Penalty 302.873944 = -43077.009778 Iteration 20F: 3 clusters Score -43077.01 nChanged 11 ComputeScore: Raw -43381.649804 + Penalty 302.873944 = -43078.775860 Iteration 21Q: 3 clusters Score -43078.78 nChanged 6 ComputeScore: Raw -43382.334364 + Penalty 302.873944 = -43079.460420 Iteration 22Q: 3 clusters Score -43079.46 nChanged 8 ComputeScore: Raw -43383.303786 + Penalty 302.873944 = -43080.429841 Iteration 23Q: 3 clusters Score -43080.43 nChanged 7 ComputeScore: Raw -43384.760524 + Penalty 302.873944 = -43081.886580 Iteration 24Q: 3 clusters Score -43081.89 nChanged 12 ComputeScore: Raw -43387.316014 + Penalty 302.873944 = -43084.442070 Iteration 25Q: 3 clusters Score -43084.44 nChanged 11 ComputeScore: Raw -43388.692153 + Penalty 302.873944 = -43085.818209 Iteration 26Q: 3 clusters Score -43085.82 nChanged 12 ComputeScore: Raw -43389.910061 + Penalty 302.873944 = -43087.036117 Iteration 27Q: 3 clusters Score -43087.04 nChanged 6 ComputeScore: Raw -43390.516599 + Penalty 302.873944 = -43087.642655 Iteration 28Q: 3 clusters Score -43087.64 nChanged 5 ComputeScore: Raw -43390.698961 + Penalty 302.873944 = -43087.825017 Iteration 29Q: 3 clusters Score -43087.83 nChanged 1 ComputeScore: Raw -43390.715391 + Penalty 302.873944 = -43087.841446 Iteration 30Q: 3 clusters Score -43087.84 nChanged 0 ComputeScore: Raw -43390.715391 + Penalty 302.873944 = -43087.841446 Iteration 31F: 3 clusters Score -43087.84 nChanged 0 Trying to split cluster 12 (3755 points) Assigned 2 initial classes randomly. ComputeScore: Raw -40116.579961 + Penalty 148.155184 = -39968.424777 Iteration 0F: 2 clusters Score -39968.42 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37758.580579 + Penalty 296.310368 = -37462.270211 Iteration 0F: 3 clusters Score -37462.27 nChanged 1737 ComputeScore: Raw -38975.227590 + Penalty 296.310368 = -38678.917222 Iteration 1F: 3 clusters Score -38678.92 nChanged 237 ComputeScore: Raw -39135.017102 + Penalty 296.310368 = -38838.706734 Iteration 2F: 3 clusters Score -38838.71 nChanged 226 ComputeScore: Raw -39292.973686 + Penalty 296.310368 = -38996.663318 Iteration 3F: 3 clusters Score -38996.66 nChanged 189 ComputeScore: Raw -39431.707366 + Penalty 296.310368 = -39135.396997 Iteration 4F: 3 clusters Score -39135.4 nChanged 144 ComputeScore: Raw -39531.942155 + Penalty 296.310368 = -39235.631786 Iteration 5Q: 3 clusters Score -39235.63 nChanged 104 ComputeScore: Raw -39581.022223 + Penalty 296.310368 = -39284.711854 Iteration 6Q: 3 clusters Score -39284.71 nChanged 78 ComputeScore: Raw -39613.062102 + Penalty 296.310368 = -39316.751734 Iteration 7Q: 3 clusters Score -39316.75 nChanged 58 ComputeScore: Raw -39631.832252 + Penalty 296.310368 = -39335.521884 Iteration 8Q: 3 clusters Score -39335.52 nChanged 49 ComputeScore: Raw -39645.189457 + Penalty 296.310368 = -39348.879089 Iteration 9Q: 3 clusters Score -39348.88 nChanged 47 ComputeScore: Raw -39657.232664 + Penalty 296.310368 = -39360.922296 Iteration 10Q: 3 clusters Score -39360.92 nChanged 53 ComputeScore: Raw -39669.713326 + Penalty 296.310368 = -39373.402958 Iteration 11Q: 3 clusters Score -39373.4 nChanged 52 ComputeScore: Raw -39684.110738 + Penalty 296.310368 = -39387.800370 Iteration 12Q: 3 clusters Score -39387.8 nChanged 58 ComputeScore: Raw -39700.788653 + Penalty 296.310368 = -39404.478285 Iteration 13Q: 3 clusters Score -39404.48 nChanged 68 ComputeScore: Raw -39722.789925 + Penalty 296.310368 = -39426.479556 Iteration 14Q: 3 clusters Score -39426.48 nChanged 59 ComputeScore: Raw -39741.477447 + Penalty 296.310368 = -39445.167079 Iteration 15Q: 3 clusters Score -39445.17 nChanged 62 ComputeScore: Raw -39763.689366 + Penalty 296.310368 = -39467.378998 Iteration 16Q: 3 clusters Score -39467.38 nChanged 69 ComputeScore: Raw -39790.669540 + Penalty 296.310368 = -39494.359172 Iteration 17Q: 3 clusters Score -39494.36 nChanged 72 ComputeScore: Raw -39819.779771 + Penalty 296.310368 = -39523.469402 Iteration 18Q: 3 clusters Score -39523.47 nChanged 72 ComputeScore: Raw -39852.926942 + Penalty 296.310368 = -39556.616573 Iteration 19Q: 3 clusters Score -39556.62 nChanged 66 ComputeScore: Raw -39886.541921 + Penalty 296.310368 = -39590.231553 Iteration 20F: 3 clusters Score -39590.23 nChanged 68 ComputeScore: Raw -39924.289391 + Penalty 296.310368 = -39627.979023 Iteration 21Q: 3 clusters Score -39627.98 nChanged 63 ComputeScore: Raw -39970.632467 + Penalty 296.310368 = -39674.322099 Iteration 22Q: 3 clusters Score -39674.32 nChanged 63 ComputeScore: Raw -40022.137282 + Penalty 296.310368 = -39725.826914 Iteration 23Q: 3 clusters Score -39725.83 nChanged 47 ComputeScore: Raw -40060.647396 + Penalty 296.310368 = -39764.337028 Iteration 24Q: 3 clusters Score -39764.34 nChanged 28 ComputeScore: Raw -40081.724885 + Penalty 296.310368 = -39785.414516 Iteration 25Q: 3 clusters Score -39785.41 nChanged 21 ComputeScore: Raw -40097.915058 + Penalty 296.310368 = -39801.604689 Iteration 26Q: 3 clusters Score -39801.6 nChanged 17 ComputeScore: Raw -40110.968990 + Penalty 296.310368 = -39814.658622 Iteration 27Q: 3 clusters Score -39814.66 nChanged 9 ComputeScore: Raw -40115.886214 + Penalty 296.310368 = -39819.575846 Iteration 28Q: 3 clusters Score -39819.58 nChanged 8 ComputeScore: Raw -40121.810686 + Penalty 296.310368 = -39825.500317 Iteration 29Q: 3 clusters Score -39825.5 nChanged 7 ComputeScore: Raw -40129.086314 + Penalty 296.310368 = -39832.775946 Iteration 30Q: 3 clusters Score -39832.78 nChanged 3 ComputeScore: Raw -40130.645584 + Penalty 296.310368 = -39834.335216 Iteration 31Q: 3 clusters Score -39834.34 nChanged 1 ComputeScore: Raw -40131.973851 + Penalty 296.310368 = -39835.663483 Iteration 32Q: 3 clusters Score -39835.66 nChanged 0 ComputeScore: Raw -40131.973851 + Penalty 296.310368 = -39835.663483 Iteration 33F: 3 clusters Score -39835.66 nChanged 0 Trying to split cluster 13 (2832 points) Assigned 2 initial classes randomly. ComputeScore: Raw -26849.328847 + Penalty 143.077292 = -26706.251555 Iteration 0F: 2 clusters Score -26706.25 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -25099.789948 + Penalty 286.154584 = -24813.635363 Iteration 0F: 3 clusters Score -24813.64 nChanged 1305 ComputeScore: Raw -25893.865109 + Penalty 286.154584 = -25607.710525 Iteration 1F: 3 clusters Score -25607.71 nChanged 177 ComputeScore: Raw -25957.257634 + Penalty 286.154584 = -25671.103049 Iteration 2F: 3 clusters Score -25671.1 nChanged 135 ComputeScore: Raw -26002.940525 + Penalty 286.154584 = -25716.785941 Iteration 3Q: 3 clusters Score -25716.79 nChanged 103 ComputeScore: Raw -26036.286044 + Penalty 286.154584 = -25750.131460 Iteration 4Q: 3 clusters Score -25750.13 nChanged 89 ComputeScore: Raw -26065.170860 + Penalty 286.154584 = -25779.016275 Iteration 5Q: 3 clusters Score -25779.02 nChanged 74 ComputeScore: Raw -26087.511447 + Penalty 286.154584 = -25801.356862 Iteration 6Q: 3 clusters Score -25801.36 nChanged 82 ComputeScore: Raw -26120.607118 + Penalty 286.154584 = -25834.452534 Iteration 7Q: 3 clusters Score -25834.45 nChanged 98 ComputeScore: Raw -26191.138650 + Penalty 286.154584 = -25904.984065 Iteration 8Q: 3 clusters Score -25904.98 nChanged 106 ComputeScore: Raw -26270.288246 + Penalty 286.154584 = -25984.133662 Iteration 9Q: 3 clusters Score -25984.13 nChanged 107 ComputeScore: Raw -26368.380786 + Penalty 286.154584 = -26082.226201 Iteration 10Q: 3 clusters Score -26082.23 nChanged 97 ComputeScore: Raw -26450.910669 + Penalty 286.154584 = -26164.756085 Iteration 11Q: 3 clusters Score -26164.76 nChanged 85 ComputeScore: Raw -26497.884891 + Penalty 286.154584 = -26211.730306 Iteration 12Q: 3 clusters Score -26211.73 nChanged 59 ComputeScore: Raw -26527.369253 + Penalty 286.154584 = -26241.214669 Iteration 13Q: 3 clusters Score -26241.21 nChanged 60 ComputeScore: Raw -26560.834373 + Penalty 286.154584 = -26274.679789 Iteration 14Q: 3 clusters Score -26274.68 nChanged 48 ComputeScore: Raw -26584.412554 + Penalty 286.154584 = -26298.257969 Iteration 15Q: 3 clusters Score -26298.26 nChanged 40 ComputeScore: Raw -26604.398936 + Penalty 286.154584 = -26318.244352 Iteration 16Q: 3 clusters Score -26318.24 nChanged 37 ComputeScore: Raw -26620.127598 + Penalty 286.154584 = -26333.973014 Iteration 17Q: 3 clusters Score -26333.97 nChanged 38 ComputeScore: Raw -26639.334790 + Penalty 286.154584 = -26353.180205 Iteration 18Q: 3 clusters Score -26353.18 nChanged 35 ComputeScore: Raw -26652.021217 + Penalty 286.154584 = -26365.866633 Iteration 19Q: 3 clusters Score -26365.87 nChanged 28 ComputeScore: Raw -26666.104216 + Penalty 286.154584 = -26379.949631 Iteration 20F: 3 clusters Score -26379.95 nChanged 27 ComputeScore: Raw -26675.915002 + Penalty 286.154584 = -26389.760418 Iteration 21Q: 3 clusters Score -26389.76 nChanged 29 ComputeScore: Raw -26687.097543 + Penalty 286.154584 = -26400.942958 Iteration 22Q: 3 clusters Score -26400.94 nChanged 30 ComputeScore: Raw -26698.187661 + Penalty 286.154584 = -26412.033076 Iteration 23Q: 3 clusters Score -26412.03 nChanged 36 ComputeScore: Raw -26711.939888 + Penalty 286.154584 = -26425.785304 Iteration 24Q: 3 clusters Score -26425.79 nChanged 35 ComputeScore: Raw -26729.623170 + Penalty 286.154584 = -26443.468586 Iteration 25Q: 3 clusters Score -26443.47 nChanged 36 ComputeScore: Raw -26751.900388 + Penalty 286.154584 = -26465.745804 Iteration 26Q: 3 clusters Score -26465.75 nChanged 26 ComputeScore: Raw -26761.111009 + Penalty 286.154584 = -26474.956425 Iteration 27Q: 3 clusters Score -26474.96 nChanged 22 ComputeScore: Raw -26768.283025 + Penalty 286.154584 = -26482.128440 Iteration 28Q: 3 clusters Score -26482.13 nChanged 21 ComputeScore: Raw -26774.754420 + Penalty 286.154584 = -26488.599835 Iteration 29Q: 3 clusters Score -26488.6 nChanged 15 ComputeScore: Raw -26782.013424 + Penalty 286.154584 = -26495.858839 Iteration 30Q: 3 clusters Score -26495.86 nChanged 16 ComputeScore: Raw -26787.189396 + Penalty 286.154584 = -26501.034811 Iteration 31Q: 3 clusters Score -26501.03 nChanged 15 ComputeScore: Raw -26791.503665 + Penalty 286.154584 = -26505.349081 Iteration 32Q: 3 clusters Score -26505.35 nChanged 16 ComputeScore: Raw -26797.209904 + Penalty 286.154584 = -26511.055319 Iteration 33Q: 3 clusters Score -26511.06 nChanged 16 ComputeScore: Raw -26805.458771 + Penalty 286.154584 = -26519.304187 Iteration 34Q: 3 clusters Score -26519.3 nChanged 17 ComputeScore: Raw -26813.090868 + Penalty 286.154584 = -26526.936284 Iteration 35Q: 3 clusters Score -26526.94 nChanged 14 ComputeScore: Raw -26818.157415 + Penalty 286.154584 = -26532.002831 Iteration 36Q: 3 clusters Score -26532 nChanged 17 ComputeScore: Raw -26824.282309 + Penalty 286.154584 = -26538.127725 Iteration 37Q: 3 clusters Score -26538.13 nChanged 18 ComputeScore: Raw -26830.335665 + Penalty 286.154584 = -26544.181081 Iteration 38Q: 3 clusters Score -26544.18 nChanged 16 ComputeScore: Raw -26838.529608 + Penalty 286.154584 = -26552.375024 Iteration 39Q: 3 clusters Score -26552.38 nChanged 9 ComputeScore: Raw -26844.477388 + Penalty 286.154584 = -26558.322803 Iteration 40F: 3 clusters Score -26558.32 nChanged 13 ComputeScore: Raw -26851.637393 + Penalty 286.154584 = -26565.482808 Iteration 41Q: 3 clusters Score -26565.48 nChanged 6 ComputeScore: Raw -26853.754285 + Penalty 286.154584 = -26567.599701 Iteration 42Q: 3 clusters Score -26567.6 nChanged 5 ComputeScore: Raw -26854.844643 + Penalty 286.154584 = -26568.690059 Iteration 43Q: 3 clusters Score -26568.69 nChanged 2 ComputeScore: Raw -26854.955995 + Penalty 286.154584 = -26568.801410 Iteration 44Q: 3 clusters Score -26568.8 nChanged 1 ComputeScore: Raw -26855.169406 + Penalty 286.154584 = -26569.014821 Iteration 45Q: 3 clusters Score -26569.01 nChanged 1 ComputeScore: Raw -26855.205558 + Penalty 286.154584 = -26569.050974 Iteration 46Q: 3 clusters Score -26569.05 nChanged 0 ComputeScore: Raw -26855.205558 + Penalty 286.154584 = -26569.050974 Iteration 47F: 3 clusters Score -26569.05 nChanged 0 Trying to split cluster 14 (8663 points) Assigned 2 initial classes randomly. ComputeScore: Raw -74207.694571 + Penalty 163.202695 = -74044.491876 Iteration 0F: 2 clusters Score -74044.49 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -68583.631278 + Penalty 326.405389 = -68257.225889 Iteration 0F: 3 clusters Score -68257.23 nChanged 4110 ComputeScore: Raw -71425.620803 + Penalty 326.405389 = -71099.215414 Iteration 1F: 3 clusters Score -71099.22 nChanged 846 ComputeScore: Raw -72141.256345 + Penalty 326.405389 = -71814.850956 Iteration 2F: 3 clusters Score -71814.85 nChanged 780 ComputeScore: Raw -72846.694838 + Penalty 326.405389 = -72520.289449 Iteration 3F: 3 clusters Score -72520.29 nChanged 537 ComputeScore: Raw -73389.901832 + Penalty 326.405389 = -73063.496443 Iteration 4F: 3 clusters Score -73063.5 nChanged 346 ComputeScore: Raw -73789.999192 + Penalty 326.405389 = -73463.593803 Iteration 5Q: 3 clusters Score -73463.59 nChanged 152 ComputeScore: Raw -74026.505950 + Penalty 326.405389 = -73700.100561 Iteration 6Q: 3 clusters Score -73700.1 nChanged 89 ComputeScore: Raw -74116.959128 + Penalty 326.405389 = -73790.553739 Iteration 7Q: 3 clusters Score -73790.55 nChanged 51 ComputeScore: Raw -74174.094001 + Penalty 326.405389 = -73847.688612 Iteration 8Q: 3 clusters Score -73847.69 nChanged 45 ComputeScore: Raw -74215.931861 + Penalty 326.405389 = -73889.526472 Iteration 9Q: 3 clusters Score -73889.53 nChanged 41 ComputeScore: Raw -74248.577013 + Penalty 326.405389 = -73922.171624 Iteration 10Q: 3 clusters Score -73922.17 nChanged 29 ComputeScore: Raw -74266.932967 + Penalty 326.405389 = -73940.527578 Iteration 11Q: 3 clusters Score -73940.53 nChanged 18 ComputeScore: Raw -74274.075471 + Penalty 326.405389 = -73947.670082 Iteration 12Q: 3 clusters Score -73947.67 nChanged 15 ComputeScore: Raw -74278.617865 + Penalty 326.405389 = -73952.212476 Iteration 13Q: 3 clusters Score -73952.21 nChanged 13 ComputeScore: Raw -74282.021628 + Penalty 326.405389 = -73955.616238 Iteration 14Q: 3 clusters Score -73955.62 nChanged 12 ComputeScore: Raw -74285.905149 + Penalty 326.405389 = -73959.499760 Iteration 15Q: 3 clusters Score -73959.5 nChanged 13 ComputeScore: Raw -74293.565207 + Penalty 326.405389 = -73967.159818 Iteration 16Q: 3 clusters Score -73967.16 nChanged 15 ComputeScore: Raw -74319.930666 + Penalty 326.405389 = -73993.525277 Iteration 17Q: 3 clusters Score -73993.53 nChanged 17 ComputeScore: Raw -74371.977466 + Penalty 326.405389 = -74045.572077 Iteration 18Q: 3 clusters Score -74045.57 nChanged 23 ComputeScore: Raw -74435.606669 + Penalty 326.405389 = -74109.201280 Iteration 19Q: 3 clusters Score -74109.2 nChanged 27 ComputeScore: Raw -74515.021307 + Penalty 326.405389 = -74188.615918 Iteration 20F: 3 clusters Score -74188.62 nChanged 23 ComputeScore: Raw -74575.408388 + Penalty 326.405389 = -74249.002999 Iteration 21Q: 3 clusters Score -74249 nChanged 25 ComputeScore: Raw -74634.742241 + Penalty 326.405389 = -74308.336852 Iteration 22Q: 3 clusters Score -74308.34 nChanged 26 ComputeScore: Raw -74685.115854 + Penalty 326.405389 = -74358.710465 Iteration 23Q: 3 clusters Score -74358.71 nChanged 15 ComputeScore: Raw -74698.646981 + Penalty 326.405389 = -74372.241592 Iteration 24Q: 3 clusters Score -74372.24 nChanged 13 ComputeScore: Raw -74705.509242 + Penalty 326.405389 = -74379.103853 Iteration 25Q: 3 clusters Score -74379.1 nChanged 6 ComputeScore: Raw -74707.644763 + Penalty 326.405389 = -74381.239373 Iteration 26Q: 3 clusters Score -74381.24 nChanged 2 ComputeScore: Raw -74707.983672 + Penalty 326.405389 = -74381.578283 Iteration 27Q: 3 clusters Score -74381.58 nChanged 0 ComputeScore: Raw -74708.411717 + Penalty 326.405389 = -74382.006328 Iteration 28F: 3 clusters Score -74382.01 nChanged 2 ComputeScore: Raw -74708.893053 + Penalty 326.405389 = -74382.487664 Iteration 29Q: 3 clusters Score -74382.49 nChanged 2 ComputeScore: Raw -74709.450613 + Penalty 326.405389 = -74383.045224 Iteration 30Q: 3 clusters Score -74383.05 nChanged 1 ComputeScore: Raw -74709.659763 + Penalty 326.405389 = -74383.254374 Iteration 31Q: 3 clusters Score -74383.25 nChanged 0 ComputeScore: Raw -74709.659763 + Penalty 326.405389 = -74383.254374 Iteration 32F: 3 clusters Score -74383.25 nChanged 0 ComputeScore: Raw -531983.847819 + Penalty 3462.184421 = -528521.663397Splitting cluster 14 changes total score from -527758.738520 to -528521.663397 So it's getting split into cluster 17. ConsiderDeletion: ComputeScore: Raw -532385.904369 + Penalty 3462.184421 = -528923.719948Iteration 150F: 18 clusters Score -528923.7 nChanged 519 ConsiderDeletion: ComputeScore: Raw -532660.312838 + Penalty 3462.184421 = -529198.128417Iteration 151Q: 18 clusters Score -529198.1 nChanged 296 ConsiderDeletion: ComputeScore: Raw -532753.586781 + Penalty 3462.184421 = -529291.402360Iteration 152Q: 18 clusters Score -529291.4 nChanged 195 ConsiderDeletion: ComputeScore: Raw -532793.494297 + Penalty 3462.184421 = -529331.309875Iteration 153Q: 18 clusters Score -529331.3 nChanged 116 ConsiderDeletion: ComputeScore: Raw -532810.501739 + Penalty 3462.184421 = -529348.317317Iteration 154Q: 18 clusters Score -529348.3 nChanged 88 ConsiderDeletion: ComputeScore: Raw -532819.841508 + Penalty 3462.184421 = -529357.657086Iteration 155Q: 18 clusters Score -529357.7 nChanged 57 ConsiderDeletion: ComputeScore: Raw -532824.998146 + Penalty 3462.184421 = -529362.813725Iteration 156Q: 18 clusters Score -529362.8 nChanged 49 ConsiderDeletion: ComputeScore: Raw -532828.218195 + Penalty 3462.184421 = -529366.033774Iteration 157Q: 18 clusters Score -529366 nChanged 30 ConsiderDeletion: ComputeScore: Raw -532830.208832 + Penalty 3462.184421 = -529368.024411Iteration 158Q: 18 clusters Score -529368 nChanged 24 ComputeScore: Raw -532830.208832 + Penalty 3462.184421 = -529368.024411Trying to split cluster 1 (4080 points) Assigned 2 initial classes randomly. ComputeScore: Raw -38227.658089 + Penalty 149.649341 = -38078.008748 Iteration 0F: 2 clusters Score -38078.01 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -35675.864663 + Penalty 299.298682 = -35376.565982 Iteration 0F: 3 clusters Score -35376.57 nChanged 1873 ComputeScore: Raw -37091.257434 + Penalty 299.298682 = -36791.958753 Iteration 1F: 3 clusters Score -36791.96 nChanged 355 ComputeScore: Raw -37419.225870 + Penalty 299.298682 = -37119.927189 Iteration 2F: 3 clusters Score -37119.93 nChanged 284 ComputeScore: Raw -37685.393158 + Penalty 299.298682 = -37386.094476 Iteration 3F: 3 clusters Score -37386.09 nChanged 204 ComputeScore: Raw -37814.134474 + Penalty 299.298682 = -37514.835792 Iteration 4Q: 3 clusters Score -37514.84 nChanged 130 ComputeScore: Raw -37894.118553 + Penalty 299.298682 = -37594.819871 Iteration 5Q: 3 clusters Score -37594.82 nChanged 103 ComputeScore: Raw -37950.831004 + Penalty 299.298682 = -37651.532323 Iteration 6Q: 3 clusters Score -37651.53 nChanged 95 ComputeScore: Raw -38004.022807 + Penalty 299.298682 = -37704.724125 Iteration 7Q: 3 clusters Score -37704.72 nChanged 90 ComputeScore: Raw -38045.250806 + Penalty 299.298682 = -37745.952124 Iteration 8Q: 3 clusters Score -37745.95 nChanged 69 ComputeScore: Raw -38070.758841 + Penalty 299.298682 = -37771.460160 Iteration 9Q: 3 clusters Score -37771.46 nChanged 56 ComputeScore: Raw -38093.486211 + Penalty 299.298682 = -37794.187529 Iteration 10Q: 3 clusters Score -37794.19 nChanged 57 ComputeScore: Raw -38112.377653 + Penalty 299.298682 = -37813.078972 Iteration 11Q: 3 clusters Score -37813.08 nChanged 39 ComputeScore: Raw -38124.308103 + Penalty 299.298682 = -37825.009422 Iteration 12Q: 3 clusters Score -37825.01 nChanged 35 ComputeScore: Raw -38136.582674 + Penalty 299.298682 = -37837.283992 Iteration 13Q: 3 clusters Score -37837.28 nChanged 32 ComputeScore: Raw -38145.830984 + Penalty 299.298682 = -37846.532302 Iteration 14Q: 3 clusters Score -37846.53 nChanged 29 ComputeScore: Raw -38156.714747 + Penalty 299.298682 = -37857.416065 Iteration 15Q: 3 clusters Score -37857.42 nChanged 29 ComputeScore: Raw -38163.144017 + Penalty 299.298682 = -37863.845335 Iteration 16Q: 3 clusters Score -37863.85 nChanged 18 ComputeScore: Raw -38165.225981 + Penalty 299.298682 = -37865.927299 Iteration 17Q: 3 clusters Score -37865.93 nChanged 15 ComputeScore: Raw -38167.277356 + Penalty 299.298682 = -37867.978674 Iteration 18Q: 3 clusters Score -37867.98 nChanged 8 ComputeScore: Raw -38168.360302 + Penalty 299.298682 = -37869.061620 Iteration 19Q: 3 clusters Score -37869.06 nChanged 9 ComputeScore: Raw -38170.869434 + Penalty 299.298682 = -37871.570752 Iteration 20F: 3 clusters Score -37871.57 nChanged 6 ComputeScore: Raw -38172.227052 + Penalty 299.298682 = -37872.928370 Iteration 21Q: 3 clusters Score -37872.93 nChanged 5 ComputeScore: Raw -38172.477076 + Penalty 299.298682 = -37873.178395 Iteration 22Q: 3 clusters Score -37873.18 nChanged 1 ComputeScore: Raw -38172.501058 + Penalty 299.298682 = -37873.202377 Iteration 23Q: 3 clusters Score -37873.2 nChanged 2 ComputeScore: Raw -38172.753040 + Penalty 299.298682 = -37873.454358 Iteration 24Q: 3 clusters Score -37873.45 nChanged 9 ComputeScore: Raw -38174.145878 + Penalty 299.298682 = -37874.847197 Iteration 25Q: 3 clusters Score -37874.85 nChanged 12 ComputeScore: Raw -38175.351176 + Penalty 299.298682 = -37876.052495 Iteration 26Q: 3 clusters Score -37876.05 nChanged 5 ComputeScore: Raw -38175.708210 + Penalty 299.298682 = -37876.409528 Iteration 27Q: 3 clusters Score -37876.41 nChanged 6 ComputeScore: Raw -38176.057759 + Penalty 299.298682 = -37876.759077 Iteration 28Q: 3 clusters Score -37876.76 nChanged 3 ComputeScore: Raw -38176.248836 + Penalty 299.298682 = -37876.950154 Iteration 29Q: 3 clusters Score -37876.95 nChanged 3 ComputeScore: Raw -38176.358144 + Penalty 299.298682 = -37877.059462 Iteration 30Q: 3 clusters Score -37877.06 nChanged 1 ComputeScore: Raw -38176.381968 + Penalty 299.298682 = -37877.083286 Iteration 31Q: 3 clusters Score -37877.08 nChanged 1 ComputeScore: Raw -38176.432157 + Penalty 299.298682 = -37877.133475 Iteration 32Q: 3 clusters Score -37877.13 nChanged 0 ComputeScore: Raw -38176.432157 + Penalty 299.298682 = -37877.133475 Iteration 33F: 3 clusters Score -37877.13 nChanged 0 Trying to split cluster 2 (7349 points) Assigned 2 initial classes randomly. ComputeScore: Raw -63154.292832 + Penalty 160.241752 = -62994.051081 Iteration 0F: 2 clusters Score -62994.05 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -58390.652536 + Penalty 320.483503 = -58070.169032 Iteration 0F: 3 clusters Score -58070.17 nChanged 3471 ComputeScore: Raw -60499.222202 + Penalty 320.483503 = -60178.738699 Iteration 1F: 3 clusters Score -60178.74 nChanged 451 ComputeScore: Raw -60772.728428 + Penalty 320.483503 = -60452.244925 Iteration 2F: 3 clusters Score -60452.24 nChanged 494 ComputeScore: Raw -61136.959958 + Penalty 320.483503 = -60816.476455 Iteration 3F: 3 clusters Score -60816.48 nChanged 498 ComputeScore: Raw -61495.204849 + Penalty 320.483503 = -61174.721346 Iteration 4F: 3 clusters Score -61174.72 nChanged 389 ComputeScore: Raw -61678.531602 + Penalty 320.483503 = -61358.048099 Iteration 5F: 3 clusters Score -61358.05 nChanged 232 ComputeScore: Raw -61731.803493 + Penalty 320.483503 = -61411.319990 Iteration 6Q: 3 clusters Score -61411.32 nChanged 130 ComputeScore: Raw -61752.122013 + Penalty 320.483503 = -61431.638510 Iteration 7Q: 3 clusters Score -61431.64 nChanged 90 ComputeScore: Raw -61769.521014 + Penalty 320.483503 = -61449.037511 Iteration 8Q: 3 clusters Score -61449.04 nChanged 98 ComputeScore: Raw -61796.723770 + Penalty 320.483503 = -61476.240267 Iteration 9Q: 3 clusters Score -61476.24 nChanged 114 ComputeScore: Raw -61830.871797 + Penalty 320.483503 = -61510.388294 Iteration 10Q: 3 clusters Score -61510.39 nChanged 115 ComputeScore: Raw -61862.704059 + Penalty 320.483503 = -61542.220556 Iteration 11Q: 3 clusters Score -61542.22 nChanged 118 ComputeScore: Raw -61901.725727 + Penalty 320.483503 = -61581.242224 Iteration 12Q: 3 clusters Score -61581.24 nChanged 134 ComputeScore: Raw -61951.286142 + Penalty 320.483503 = -61630.802638 Iteration 13Q: 3 clusters Score -61630.8 nChanged 148 ComputeScore: Raw -62010.986928 + Penalty 320.483503 = -61690.503425 Iteration 14Q: 3 clusters Score -61690.5 nChanged 157 ComputeScore: Raw -62073.258537 + Penalty 320.483503 = -61752.775034 Iteration 15Q: 3 clusters Score -61752.78 nChanged 151 ComputeScore: Raw -62130.371810 + Penalty 320.483503 = -61809.888307 Iteration 16Q: 3 clusters Score -61809.89 nChanged 148 ComputeScore: Raw -62189.111502 + Penalty 320.483503 = -61868.627999 Iteration 17Q: 3 clusters Score -61868.63 nChanged 146 ComputeScore: Raw -62259.970947 + Penalty 320.483503 = -61939.487444 Iteration 18Q: 3 clusters Score -61939.49 nChanged 168 ComputeScore: Raw -62354.818386 + Penalty 320.483503 = -62034.334883 Iteration 19Q: 3 clusters Score -62034.33 nChanged 169 ComputeScore: Raw -62460.365571 + Penalty 320.483503 = -62139.882068 Iteration 20F: 3 clusters Score -62139.88 nChanged 156 ComputeScore: Raw -62556.780667 + Penalty 320.483503 = -62236.297164 Iteration 21Q: 3 clusters Score -62236.3 nChanged 155 ComputeScore: Raw -62660.873540 + Penalty 320.483503 = -62340.390037 Iteration 22Q: 3 clusters Score -62340.39 nChanged 136 ComputeScore: Raw -62745.877155 + Penalty 320.483503 = -62425.393652 Iteration 23Q: 3 clusters Score -62425.39 nChanged 124 ComputeScore: Raw -62822.045616 + Penalty 320.483503 = -62501.562113 Iteration 24Q: 3 clusters Score -62501.56 nChanged 115 ComputeScore: Raw -62908.067521 + Penalty 320.483503 = -62587.584018 Iteration 25Q: 3 clusters Score -62587.58 nChanged 102 ComputeScore: Raw -63000.142932 + Penalty 320.483503 = -62679.659429 Iteration 26Q: 3 clusters Score -62679.66 nChanged 94 ComputeScore: Raw -63099.740448 + Penalty 320.483503 = -62779.256945 Iteration 27Q: 3 clusters Score -62779.26 nChanged 60 ComputeScore: Raw -63153.384789 + Penalty 320.483503 = -62832.901286 Iteration 28Q: 3 clusters Score -62832.9 nChanged 45 ComputeScore: Raw -63193.980474 + Penalty 320.483503 = -62873.496971 Iteration 29Q: 3 clusters Score -62873.5 nChanged 32 ComputeScore: Raw -63220.711489 + Penalty 320.483503 = -62900.227986 Iteration 30Q: 3 clusters Score -62900.23 nChanged 11 ComputeScore: Raw -63227.520505 + Penalty 320.483503 = -62907.037002 Iteration 31Q: 3 clusters Score -62907.04 nChanged 18 ComputeScore: Raw -63232.158372 + Penalty 320.483503 = -62911.674869 Iteration 32Q: 3 clusters Score -62911.67 nChanged 9 ComputeScore: Raw -63233.572431 + Penalty 320.483503 = -62913.088928 Iteration 33Q: 3 clusters Score -62913.09 nChanged 5 ComputeScore: Raw -63234.531232 + Penalty 320.483503 = -62914.047729 Iteration 34Q: 3 clusters Score -62914.05 nChanged 7 ComputeScore: Raw -63237.070734 + Penalty 320.483503 = -62916.587231 Iteration 35Q: 3 clusters Score -62916.59 nChanged 10 ComputeScore: Raw -63241.246831 + Penalty 320.483503 = -62920.763328 Iteration 36Q: 3 clusters Score -62920.76 nChanged 17 ComputeScore: Raw -63249.152465 + Penalty 320.483503 = -62928.668962 Iteration 37Q: 3 clusters Score -62928.67 nChanged 23 ComputeScore: Raw -63260.316253 + Penalty 320.483503 = -62939.832750 Iteration 38Q: 3 clusters Score -62939.83 nChanged 21 ComputeScore: Raw -63268.806855 + Penalty 320.483503 = -62948.323351 Iteration 39Q: 3 clusters Score -62948.32 nChanged 25 ComputeScore: Raw -63281.766951 + Penalty 320.483503 = -62961.283448 Iteration 40F: 3 clusters Score -62961.28 nChanged 27 ComputeScore: Raw -63300.582439 + Penalty 320.483503 = -62980.098936 Iteration 41Q: 3 clusters Score -62980.1 nChanged 38 ComputeScore: Raw -63337.035813 + Penalty 320.483503 = -63016.552310 Iteration 42Q: 3 clusters Score -63016.55 nChanged 46 ComputeScore: Raw -63385.574209 + Penalty 320.483503 = -63065.090706 Iteration 43Q: 3 clusters Score -63065.09 nChanged 59 ComputeScore: Raw -63435.375472 + Penalty 320.483503 = -63114.891969 Iteration 44Q: 3 clusters Score -63114.89 nChanged 59 ComputeScore: Raw -63472.498219 + Penalty 320.483503 = -63152.014716 Iteration 45Q: 3 clusters Score -63152.01 nChanged 50 ComputeScore: Raw -63493.452836 + Penalty 320.483503 = -63172.969333 Iteration 46Q: 3 clusters Score -63172.97 nChanged 41 ComputeScore: Raw -63507.558386 + Penalty 320.483503 = -63187.074883 Iteration 47Q: 3 clusters Score -63187.07 nChanged 29 ComputeScore: Raw -63515.419125 + Penalty 320.483503 = -63194.935622 Iteration 48Q: 3 clusters Score -63194.94 nChanged 23 ComputeScore: Raw -63521.936481 + Penalty 320.483503 = -63201.452978 Iteration 49Q: 3 clusters Score -63201.45 nChanged 24 ComputeScore: Raw -63527.898975 + Penalty 320.483503 = -63207.415472 Iteration 50Q: 3 clusters Score -63207.42 nChanged 19 ComputeScore: Raw -63531.031950 + Penalty 320.483503 = -63210.548447 Iteration 51Q: 3 clusters Score -63210.55 nChanged 6 ComputeScore: Raw -63531.356694 + Penalty 320.483503 = -63210.873191 Iteration 52Q: 3 clusters Score -63210.87 nChanged 7 ComputeScore: Raw -63532.097623 + Penalty 320.483503 = -63211.614120 Iteration 53Q: 3 clusters Score -63211.61 nChanged 7 ComputeScore: Raw -63532.677068 + Penalty 320.483503 = -63212.193565 Iteration 54Q: 3 clusters Score -63212.19 nChanged 5 ComputeScore: Raw -63533.068790 + Penalty 320.483503 = -63212.585287 Iteration 55Q: 3 clusters Score -63212.59 nChanged 3 ComputeScore: Raw -63533.221705 + Penalty 320.483503 = -63212.738202 Iteration 56Q: 3 clusters Score -63212.74 nChanged 2 ComputeScore: Raw -63533.269841 + Penalty 320.483503 = -63212.786338 Iteration 57Q: 3 clusters Score -63212.79 nChanged 0 ComputeScore: Raw -63563.675763 + Penalty 320.483503 = -63243.192260 Iteration 58F: 3 clusters Score -63243.19 nChanged 46 ComputeScore: Raw -63593.979446 + Penalty 320.483503 = -63273.495943 Iteration 59Q: 3 clusters Score -63273.5 nChanged 42 ComputeScore: Raw -63609.113551 + Penalty 320.483503 = -63288.630048 Iteration 60F: 3 clusters Score -63288.63 nChanged 28 ComputeScore: Raw -63616.225452 + Penalty 320.483503 = -63295.741949 Iteration 61Q: 3 clusters Score -63295.74 nChanged 26 ComputeScore: Raw -63621.715039 + Penalty 320.483503 = -63301.231536 Iteration 62Q: 3 clusters Score -63301.23 nChanged 23 ComputeScore: Raw -63626.878342 + Penalty 320.483503 = -63306.394839 Iteration 63Q: 3 clusters Score -63306.39 nChanged 14 ComputeScore: Raw -63629.024938 + Penalty 320.483503 = -63308.541435 Iteration 64Q: 3 clusters Score -63308.54 nChanged 11 ComputeScore: Raw -63629.944870 + Penalty 320.483503 = -63309.461367 Iteration 65Q: 3 clusters Score -63309.46 nChanged 10 ComputeScore: Raw -63630.901737 + Penalty 320.483503 = -63310.418234 Iteration 66Q: 3 clusters Score -63310.42 nChanged 7 ComputeScore: Raw -63631.476342 + Penalty 320.483503 = -63310.992839 Iteration 67Q: 3 clusters Score -63310.99 nChanged 5 ComputeScore: Raw -63631.740236 + Penalty 320.483503 = -63311.256733 Iteration 68Q: 3 clusters Score -63311.26 nChanged 4 ComputeScore: Raw -63631.983239 + Penalty 320.483503 = -63311.499736 Iteration 69Q: 3 clusters Score -63311.5 nChanged 6 ComputeScore: Raw -63632.748150 + Penalty 320.483503 = -63312.264647 Iteration 70Q: 3 clusters Score -63312.26 nChanged 12 ComputeScore: Raw -63634.504610 + Penalty 320.483503 = -63314.021107 Iteration 71Q: 3 clusters Score -63314.02 nChanged 9 ComputeScore: Raw -63635.369028 + Penalty 320.483503 = -63314.885525 Iteration 72Q: 3 clusters Score -63314.89 nChanged 9 ComputeScore: Raw -63636.118116 + Penalty 320.483503 = -63315.634613 Iteration 73Q: 3 clusters Score -63315.63 nChanged 6 ComputeScore: Raw -63636.672930 + Penalty 320.483503 = -63316.189427 Iteration 74Q: 3 clusters Score -63316.19 nChanged 6 ComputeScore: Raw -63637.239178 + Penalty 320.483503 = -63316.755675 Iteration 75Q: 3 clusters Score -63316.76 nChanged 4 ComputeScore: Raw -63637.470405 + Penalty 320.483503 = -63316.986902 Iteration 76Q: 3 clusters Score -63316.99 nChanged 4 ComputeScore: Raw -63637.642558 + Penalty 320.483503 = -63317.159055 Iteration 77Q: 3 clusters Score -63317.16 nChanged 3 ComputeScore: Raw -63637.789893 + Penalty 320.483503 = -63317.306390 Iteration 78Q: 3 clusters Score -63317.31 nChanged 4 ComputeScore: Raw -63637.975759 + Penalty 320.483503 = -63317.492256 Iteration 79Q: 3 clusters Score -63317.49 nChanged 4 ComputeScore: Raw -63638.256601 + Penalty 320.483503 = -63317.773098 Iteration 80F: 3 clusters Score -63317.77 nChanged 2 ComputeScore: Raw -63639.108127 + Penalty 320.483503 = -63318.624624 Iteration 81Q: 3 clusters Score -63318.62 nChanged 7 ComputeScore: Raw -63639.942325 + Penalty 320.483503 = -63319.458822 Iteration 82Q: 3 clusters Score -63319.46 nChanged 2 ComputeScore: Raw -63639.990998 + Penalty 320.483503 = -63319.507495 Iteration 83Q: 3 clusters Score -63319.51 nChanged 2 ComputeScore: Raw -63640.082437 + Penalty 320.483503 = -63319.598934 Iteration 84Q: 3 clusters Score -63319.6 nChanged 2 ComputeScore: Raw -63640.177310 + Penalty 320.483503 = -63319.693807 Iteration 85Q: 3 clusters Score -63319.69 nChanged 0 ComputeScore: Raw -63640.177310 + Penalty 320.483503 = -63319.693807 Iteration 86F: 3 clusters Score -63319.69 nChanged 0 ComputeScore: Raw -533317.478356 + Penalty 3665.842328 = -529651.636028Splitting cluster 2 changes total score from -529368.024411 to -529651.636028 So it's getting split into cluster 18. Trying to split cluster 3 (4223 points) Assigned 2 initial classes randomly. ComputeScore: Raw -39231.941817 + Penalty 150.269419 = -39081.672398 Iteration 0F: 2 clusters Score -39081.67 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -36634.425340 + Penalty 300.538838 = -36333.886502 Iteration 0F: 3 clusters Score -36333.89 nChanged 1968 ComputeScore: Raw -38001.423782 + Penalty 300.538838 = -37700.884944 Iteration 1F: 3 clusters Score -37700.88 nChanged 300 ComputeScore: Raw -38148.498874 + Penalty 300.538838 = -37847.960036 Iteration 2F: 3 clusters Score -37847.96 nChanged 224 ComputeScore: Raw -38233.525931 + Penalty 300.538838 = -37932.987093 Iteration 3F: 3 clusters Score -37932.99 nChanged 173 ComputeScore: Raw -38305.970872 + Penalty 300.538838 = -38005.432034 Iteration 4Q: 3 clusters Score -38005.43 nChanged 143 ComputeScore: Raw -38361.057735 + Penalty 300.538838 = -38060.518897 Iteration 5Q: 3 clusters Score -38060.52 nChanged 136 ComputeScore: Raw -38423.840908 + Penalty 300.538838 = -38123.302070 Iteration 6Q: 3 clusters Score -38123.3 nChanged 137 ComputeScore: Raw -38499.239462 + Penalty 300.538838 = -38198.700624 Iteration 7Q: 3 clusters Score -38198.7 nChanged 151 ComputeScore: Raw -38586.053701 + Penalty 300.538838 = -38285.514863 Iteration 8Q: 3 clusters Score -38285.51 nChanged 156 ComputeScore: Raw -38678.878552 + Penalty 300.538838 = -38378.339714 Iteration 9Q: 3 clusters Score -38378.34 nChanged 138 ComputeScore: Raw -38745.717290 + Penalty 300.538838 = -38445.178452 Iteration 10Q: 3 clusters Score -38445.18 nChanged 102 ComputeScore: Raw -38792.888596 + Penalty 300.538838 = -38492.349758 Iteration 11Q: 3 clusters Score -38492.35 nChanged 95 ComputeScore: Raw -38865.529682 + Penalty 300.538838 = -38564.990844 Iteration 12Q: 3 clusters Score -38564.99 nChanged 117 ComputeScore: Raw -38954.599395 + Penalty 300.538838 = -38654.060557 Iteration 13Q: 3 clusters Score -38654.06 nChanged 107 ComputeScore: Raw -39024.383632 + Penalty 300.538838 = -38723.844794 Iteration 14Q: 3 clusters Score -38723.84 nChanged 106 ComputeScore: Raw -39095.496552 + Penalty 300.538838 = -38794.957714 Iteration 15Q: 3 clusters Score -38794.96 nChanged 86 ComputeScore: Raw -39146.493100 + Penalty 300.538838 = -38845.954262 Iteration 16Q: 3 clusters Score -38845.95 nChanged 69 ComputeScore: Raw -39172.135111 + Penalty 300.538838 = -38871.596273 Iteration 17Q: 3 clusters Score -38871.6 nChanged 53 ComputeScore: Raw -39193.154472 + Penalty 300.538838 = -38892.615634 Iteration 18Q: 3 clusters Score -38892.62 nChanged 54 ComputeScore: Raw -39218.238870 + Penalty 300.538838 = -38917.700032 Iteration 19Q: 3 clusters Score -38917.7 nChanged 42 ComputeScore: Raw -39233.580056 + Penalty 300.538838 = -38933.041218 Iteration 20F: 3 clusters Score -38933.04 nChanged 36 ComputeScore: Raw -39243.459877 + Penalty 300.538838 = -38942.921039 Iteration 21Q: 3 clusters Score -38942.92 nChanged 28 ComputeScore: Raw -39251.080742 + Penalty 300.538838 = -38950.541904 Iteration 22Q: 3 clusters Score -38950.54 nChanged 29 ComputeScore: Raw -39258.314271 + Penalty 300.538838 = -38957.775433 Iteration 23Q: 3 clusters Score -38957.78 nChanged 28 ComputeScore: Raw -39265.146124 + Penalty 300.538838 = -38964.607286 Iteration 24Q: 3 clusters Score -38964.61 nChanged 31 ComputeScore: Raw -39272.743552 + Penalty 300.538838 = -38972.204715 Iteration 25Q: 3 clusters Score -38972.2 nChanged 27 ComputeScore: Raw -39279.283980 + Penalty 300.538838 = -38978.745142 Iteration 26Q: 3 clusters Score -38978.75 nChanged 24 ComputeScore: Raw -39283.966034 + Penalty 300.538838 = -38983.427196 Iteration 27Q: 3 clusters Score -38983.43 nChanged 25 ComputeScore: Raw -39288.606239 + Penalty 300.538838 = -38988.067401 Iteration 28Q: 3 clusters Score -38988.07 nChanged 18 ComputeScore: Raw -39291.119672 + Penalty 300.538838 = -38990.580834 Iteration 29Q: 3 clusters Score -38990.58 nChanged 14 ComputeScore: Raw -39293.135051 + Penalty 300.538838 = -38992.596213 Iteration 30Q: 3 clusters Score -38992.6 nChanged 17 ComputeScore: Raw -39295.416944 + Penalty 300.538838 = -38994.878106 Iteration 31Q: 3 clusters Score -38994.88 nChanged 16 ComputeScore: Raw -39298.732489 + Penalty 300.538838 = -38998.193651 Iteration 32Q: 3 clusters Score -38998.19 nChanged 18 ComputeScore: Raw -39301.552748 + Penalty 300.538838 = -39001.013910 Iteration 33Q: 3 clusters Score -39001.01 nChanged 14 ComputeScore: Raw -39303.759601 + Penalty 300.538838 = -39003.220763 Iteration 34Q: 3 clusters Score -39003.22 nChanged 10 ComputeScore: Raw -39304.959349 + Penalty 300.538838 = -39004.420511 Iteration 35Q: 3 clusters Score -39004.42 nChanged 10 ComputeScore: Raw -39305.925604 + Penalty 300.538838 = -39005.386766 Iteration 36Q: 3 clusters Score -39005.39 nChanged 6 ComputeScore: Raw -39306.425284 + Penalty 300.538838 = -39005.886446 Iteration 37Q: 3 clusters Score -39005.89 nChanged 3 ComputeScore: Raw -39306.799889 + Penalty 300.538838 = -39006.261051 Iteration 38Q: 3 clusters Score -39006.26 nChanged 5 ComputeScore: Raw -39307.275768 + Penalty 300.538838 = -39006.736930 Iteration 39Q: 3 clusters Score -39006.74 nChanged 6 ComputeScore: Raw -39307.704973 + Penalty 300.538838 = -39007.166135 Iteration 40F: 3 clusters Score -39007.17 nChanged 5 ComputeScore: Raw -39308.121585 + Penalty 300.538838 = -39007.582747 Iteration 41Q: 3 clusters Score -39007.58 nChanged 6 ComputeScore: Raw -39308.538121 + Penalty 300.538838 = -39007.999283 Iteration 42Q: 3 clusters Score -39008 nChanged 6 ComputeScore: Raw -39308.911843 + Penalty 300.538838 = -39008.373005 Iteration 43Q: 3 clusters Score -39008.37 nChanged 4 ComputeScore: Raw -39309.031917 + Penalty 300.538838 = -39008.493079 Iteration 44Q: 3 clusters Score -39008.49 nChanged 3 ComputeScore: Raw -39309.202783 + Penalty 300.538838 = -39008.663945 Iteration 45Q: 3 clusters Score -39008.66 nChanged 4 ComputeScore: Raw -39309.548891 + Penalty 300.538838 = -39009.010053 Iteration 46Q: 3 clusters Score -39009.01 nChanged 2 ComputeScore: Raw -39309.663127 + Penalty 300.538838 = -39009.124289 Iteration 47Q: 3 clusters Score -39009.12 nChanged 1 ComputeScore: Raw -39309.827288 + Penalty 300.538838 = -39009.288450 Iteration 48Q: 3 clusters Score -39009.29 nChanged 4 ComputeScore: Raw -39310.101459 + Penalty 300.538838 = -39009.562621 Iteration 49Q: 3 clusters Score -39009.56 nChanged 1 ComputeScore: Raw -39310.148266 + Penalty 300.538838 = -39009.609428 Iteration 50Q: 3 clusters Score -39009.61 nChanged 0 ComputeScore: Raw -39310.148266 + Penalty 300.538838 = -39009.609428 Iteration 51F: 3 clusters Score -39009.61 nChanged 0 Trying to split cluster 4 (1766 points) Assigned 2 initial classes randomly. ComputeScore: Raw -11496.499037 + Penalty 134.576503 = -11361.922534 Iteration 0F: 2 clusters Score -11361.92 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10443.216157 + Penalty 269.153006 = -10174.063152 Iteration 0F: 3 clusters Score -10174.06 nChanged 797 ComputeScore: Raw -10985.565606 + Penalty 269.153006 = -10716.412601 Iteration 1F: 3 clusters Score -10716.41 nChanged 136 ComputeScore: Raw -11067.787881 + Penalty 269.153006 = -10798.634875 Iteration 2F: 3 clusters Score -10798.63 nChanged 101 ComputeScore: Raw -11129.046234 + Penalty 269.153006 = -10859.893228 Iteration 3F: 3 clusters Score -10859.89 nChanged 87 ComputeScore: Raw -11175.726995 + Penalty 269.153006 = -10906.573989 Iteration 4Q: 3 clusters Score -10906.57 nChanged 73 ComputeScore: Raw -11214.231217 + Penalty 269.153006 = -10945.078212 Iteration 5Q: 3 clusters Score -10945.08 nChanged 63 ComputeScore: Raw -11249.503264 + Penalty 269.153006 = -10980.350259 Iteration 6Q: 3 clusters Score -10980.35 nChanged 53 ComputeScore: Raw -11269.178588 + Penalty 269.153006 = -11000.025583 Iteration 7Q: 3 clusters Score -11000.03 nChanged 27 ComputeScore: Raw -11276.228881 + Penalty 269.153006 = -11007.075876 Iteration 8Q: 3 clusters Score -11007.08 nChanged 24 ComputeScore: Raw -11281.669718 + Penalty 269.153006 = -11012.516712 Iteration 9Q: 3 clusters Score -11012.52 nChanged 18 ComputeScore: Raw -11286.186923 + Penalty 269.153006 = -11017.033917 Iteration 10Q: 3 clusters Score -11017.03 nChanged 15 ComputeScore: Raw -11289.346920 + Penalty 269.153006 = -11020.193915 Iteration 11Q: 3 clusters Score -11020.19 nChanged 14 ComputeScore: Raw -11292.665299 + Penalty 269.153006 = -11023.512293 Iteration 12Q: 3 clusters Score -11023.51 nChanged 15 ComputeScore: Raw -11295.722896 + Penalty 269.153006 = -11026.569890 Iteration 13Q: 3 clusters Score -11026.57 nChanged 11 ComputeScore: Raw -11298.305064 + Penalty 269.153006 = -11029.152059 Iteration 14Q: 3 clusters Score -11029.15 nChanged 17 ComputeScore: Raw -11302.565652 + Penalty 269.153006 = -11033.412646 Iteration 15Q: 3 clusters Score -11033.41 nChanged 16 ComputeScore: Raw -11305.217253 + Penalty 269.153006 = -11036.064248 Iteration 16Q: 3 clusters Score -11036.06 nChanged 10 ComputeScore: Raw -11306.199490 + Penalty 269.153006 = -11037.046484 Iteration 17Q: 3 clusters Score -11037.05 nChanged 6 ComputeScore: Raw -11306.811171 + Penalty 269.153006 = -11037.658165 Iteration 18Q: 3 clusters Score -11037.66 nChanged 9 ComputeScore: Raw -11308.198480 + Penalty 269.153006 = -11039.045474 Iteration 19Q: 3 clusters Score -11039.05 nChanged 9 ComputeScore: Raw -11310.137405 + Penalty 269.153006 = -11040.984399 Iteration 20F: 3 clusters Score -11040.98 nChanged 6 ComputeScore: Raw -11312.081619 + Penalty 269.153006 = -11042.928613 Iteration 21Q: 3 clusters Score -11042.93 nChanged 11 ComputeScore: Raw -11314.789828 + Penalty 269.153006 = -11045.636823 Iteration 22Q: 3 clusters Score -11045.64 nChanged 8 ComputeScore: Raw -11315.857422 + Penalty 269.153006 = -11046.704417 Iteration 23Q: 3 clusters Score -11046.7 nChanged 8 ComputeScore: Raw -11317.898224 + Penalty 269.153006 = -11048.745218 Iteration 24Q: 3 clusters Score -11048.75 nChanged 8 ComputeScore: Raw -11319.033655 + Penalty 269.153006 = -11049.880649 Iteration 25Q: 3 clusters Score -11049.88 nChanged 8 ComputeScore: Raw -11320.267274 + Penalty 269.153006 = -11051.114268 Iteration 26Q: 3 clusters Score -11051.11 nChanged 10 ComputeScore: Raw -11322.121864 + Penalty 269.153006 = -11052.968858 Iteration 27Q: 3 clusters Score -11052.97 nChanged 9 ComputeScore: Raw -11323.327568 + Penalty 269.153006 = -11054.174562 Iteration 28Q: 3 clusters Score -11054.17 nChanged 10 ComputeScore: Raw -11324.575007 + Penalty 269.153006 = -11055.422001 Iteration 29Q: 3 clusters Score -11055.42 nChanged 11 ComputeScore: Raw -11325.755074 + Penalty 269.153006 = -11056.602068 Iteration 30Q: 3 clusters Score -11056.6 nChanged 6 ComputeScore: Raw -11326.347854 + Penalty 269.153006 = -11057.194849 Iteration 31Q: 3 clusters Score -11057.19 nChanged 7 ComputeScore: Raw -11326.966768 + Penalty 269.153006 = -11057.813763 Iteration 32Q: 3 clusters Score -11057.81 nChanged 5 ComputeScore: Raw -11327.631774 + Penalty 269.153006 = -11058.478769 Iteration 33Q: 3 clusters Score -11058.48 nChanged 8 ComputeScore: Raw -11328.687545 + Penalty 269.153006 = -11059.534539 Iteration 34Q: 3 clusters Score -11059.53 nChanged 7 ComputeScore: Raw -11329.128749 + Penalty 269.153006 = -11059.975743 Iteration 35Q: 3 clusters Score -11059.98 nChanged 4 ComputeScore: Raw -11329.477083 + Penalty 269.153006 = -11060.324077 Iteration 36Q: 3 clusters Score -11060.32 nChanged 5 ComputeScore: Raw -11329.991032 + Penalty 269.153006 = -11060.838026 Iteration 37Q: 3 clusters Score -11060.84 nChanged 5 ComputeScore: Raw -11330.241582 + Penalty 269.153006 = -11061.088577 Iteration 38Q: 3 clusters Score -11061.09 nChanged 3 ComputeScore: Raw -11330.415487 + Penalty 269.153006 = -11061.262482 Iteration 39Q: 3 clusters Score -11061.26 nChanged 3 ComputeScore: Raw -11330.645650 + Penalty 269.153006 = -11061.492644 Iteration 40F: 3 clusters Score -11061.49 nChanged 2 ComputeScore: Raw -11330.713522 + Penalty 269.153006 = -11061.560517 Iteration 41Q: 3 clusters Score -11061.56 nChanged 2 ComputeScore: Raw -11330.901963 + Penalty 269.153006 = -11061.748957 Iteration 42Q: 3 clusters Score -11061.75 nChanged 2 ComputeScore: Raw -11331.185848 + Penalty 269.153006 = -11062.032842 Iteration 43Q: 3 clusters Score -11062.03 nChanged 6 ComputeScore: Raw -11332.060050 + Penalty 269.153006 = -11062.907044 Iteration 44Q: 3 clusters Score -11062.91 nChanged 6 ComputeScore: Raw -11332.599439 + Penalty 269.153006 = -11063.446433 Iteration 45Q: 3 clusters Score -11063.45 nChanged 4 ComputeScore: Raw -11332.896206 + Penalty 269.153006 = -11063.743200 Iteration 46Q: 3 clusters Score -11063.74 nChanged 6 ComputeScore: Raw -11333.294911 + Penalty 269.153006 = -11064.141905 Iteration 47Q: 3 clusters Score -11064.14 nChanged 2 ComputeScore: Raw -11333.398652 + Penalty 269.153006 = -11064.245646 Iteration 48Q: 3 clusters Score -11064.25 nChanged 3 ComputeScore: Raw -11333.551158 + Penalty 269.153006 = -11064.398152 Iteration 49Q: 3 clusters Score -11064.4 nChanged 0 ComputeScore: Raw -11333.551158 + Penalty 269.153006 = -11064.398152 Iteration 50F: 3 clusters Score -11064.4 nChanged 0 Trying to split cluster 5 (15704 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127923.984020 + Penalty 173.910073 = -127750.073946 Iteration 0F: 2 clusters Score -127750.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -117578.105029 + Penalty 347.820146 = -117230.284883 Iteration 0F: 3 clusters Score -117230.3 nChanged 7507 ComputeScore: Raw -122162.201611 + Penalty 347.820146 = -121814.381465 Iteration 1F: 3 clusters Score -121814.4 nChanged 953 ComputeScore: Raw -122571.552897 + Penalty 347.820146 = -122223.732750 Iteration 2F: 3 clusters Score -122223.7 nChanged 1058 ComputeScore: Raw -123135.609152 + Penalty 347.820146 = -122787.789005 Iteration 3F: 3 clusters Score -122787.8 nChanged 1124 ComputeScore: Raw -123865.769411 + Penalty 347.820146 = -123517.949264 Iteration 4F: 3 clusters Score -123517.9 nChanged 1165 ComputeScore: Raw -124818.488946 + Penalty 347.820146 = -124470.668800 Iteration 5F: 3 clusters Score -124470.7 nChanged 1159 ComputeScore: Raw -125946.626293 + Penalty 347.820146 = -125598.806147 Iteration 6F: 3 clusters Score -125598.8 nChanged 948 ComputeScore: Raw -126934.329162 + Penalty 347.820146 = -126586.509016 Iteration 7F: 3 clusters Score -126586.5 nChanged 580 ComputeScore: Raw -127537.516057 + Penalty 347.820146 = -127189.695910 Iteration 8Q: 3 clusters Score -127189.7 nChanged 267 ComputeScore: Raw -127807.352129 + Penalty 347.820146 = -127459.531983 Iteration 9Q: 3 clusters Score -127459.5 nChanged 88 ComputeScore: Raw -127886.193163 + Penalty 347.820146 = -127538.373016 Iteration 10Q: 3 clusters Score -127538.4 nChanged 32 ComputeScore: Raw -127920.767423 + Penalty 347.820146 = -127572.947277 Iteration 11Q: 3 clusters Score -127572.9 nChanged 13 ComputeScore: Raw -127930.587879 + Penalty 347.820146 = -127582.767733 Iteration 12Q: 3 clusters Score -127582.8 nChanged 7 ComputeScore: Raw -127934.729425 + Penalty 347.820146 = -127586.909278 Iteration 13Q: 3 clusters Score -127586.9 nChanged 2 ComputeScore: Raw -127936.772574 + Penalty 347.820146 = -127588.952428 Iteration 14Q: 3 clusters Score -127589 nChanged 3 ComputeScore: Raw -127938.352241 + Penalty 347.820146 = -127590.532094 Iteration 15Q: 3 clusters Score -127590.5 nChanged 3 ComputeScore: Raw -127939.119401 + Penalty 347.820146 = -127591.299254 Iteration 16Q: 3 clusters Score -127591.3 nChanged 2 ComputeScore: Raw -127941.836190 + Penalty 347.820146 = -127594.016044 Iteration 17Q: 3 clusters Score -127594 nChanged 4 ComputeScore: Raw -127944.821349 + Penalty 347.820146 = -127597.001202 Iteration 18Q: 3 clusters Score -127597 nChanged 4 ComputeScore: Raw -127946.211840 + Penalty 347.820146 = -127598.391694 Iteration 19Q: 3 clusters Score -127598.4 nChanged 4 ComputeScore: Raw -127947.566684 + Penalty 347.820146 = -127599.746537 Iteration 20F: 3 clusters Score -127599.7 nChanged 2 ComputeScore: Raw -127947.897167 + Penalty 347.820146 = -127600.077021 Iteration 21Q: 3 clusters Score -127600.1 nChanged 1 ComputeScore: Raw -127948.047564 + Penalty 347.820146 = -127600.227417 Iteration 22Q: 3 clusters Score -127600.2 nChanged 0 ComputeScore: Raw -127948.047564 + Penalty 347.820146 = -127600.227417 Iteration 23F: 3 clusters Score -127600.2 nChanged 0 Trying to split cluster 6 (3424 points) Assigned 2 initial classes randomly. ComputeScore: Raw -35125.108102 + Penalty 146.494165 = -34978.613937 Iteration 0F: 2 clusters Score -34978.61 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -32958.407371 + Penalty 292.988331 = -32665.419040 Iteration 0F: 3 clusters Score -32665.42 nChanged 1591 ComputeScore: Raw -34013.397039 + Penalty 292.988331 = -33720.408708 Iteration 1F: 3 clusters Score -33720.41 nChanged 319 ComputeScore: Raw -34232.996848 + Penalty 292.988331 = -33940.008517 Iteration 2F: 3 clusters Score -33940.01 nChanged 308 ComputeScore: Raw -34479.972830 + Penalty 292.988331 = -34186.984499 Iteration 3F: 3 clusters Score -34186.98 nChanged 273 ComputeScore: Raw -34704.709572 + Penalty 292.988331 = -34411.721242 Iteration 4F: 3 clusters Score -34411.72 nChanged 183 ComputeScore: Raw -34878.343957 + Penalty 292.988331 = -34585.355626 Iteration 5F: 3 clusters Score -34585.36 nChanged 139 ComputeScore: Raw -34997.114147 + Penalty 292.988331 = -34704.125817 Iteration 6Q: 3 clusters Score -34704.13 nChanged 74 ComputeScore: Raw -35058.884952 + Penalty 292.988331 = -34765.896622 Iteration 7Q: 3 clusters Score -34765.9 nChanged 43 ComputeScore: Raw -35092.268476 + Penalty 292.988331 = -34799.280145 Iteration 8Q: 3 clusters Score -34799.28 nChanged 27 ComputeScore: Raw -35114.826826 + Penalty 292.988331 = -34821.838495 Iteration 9Q: 3 clusters Score -34821.84 nChanged 11 ComputeScore: Raw -35123.853245 + Penalty 292.988331 = -34830.864914 Iteration 10Q: 3 clusters Score -34830.86 nChanged 6 ComputeScore: Raw -35129.019116 + Penalty 292.988331 = -34836.030786 Iteration 11Q: 3 clusters Score -34836.03 nChanged 3 ComputeScore: Raw -35135.588390 + Penalty 292.988331 = -34842.600060 Iteration 12Q: 3 clusters Score -34842.6 nChanged 2 ComputeScore: Raw -35138.260428 + Penalty 292.988331 = -34845.272097 Iteration 13Q: 3 clusters Score -34845.27 nChanged 3 ComputeScore: Raw -35140.355797 + Penalty 292.988331 = -34847.367467 Iteration 14Q: 3 clusters Score -34847.37 nChanged 2 ComputeScore: Raw -35141.295404 + Penalty 292.988331 = -34848.307073 Iteration 15Q: 3 clusters Score -34848.31 nChanged 1 ComputeScore: Raw -35141.777009 + Penalty 292.988331 = -34848.788678 Iteration 16Q: 3 clusters Score -34848.79 nChanged 0 ComputeScore: Raw -35141.777009 + Penalty 292.988331 = -34848.788678 Iteration 17F: 3 clusters Score -34848.79 nChanged 0 Trying to split cluster 7 (5687 points) Assigned 2 initial classes randomly. ComputeScore: Raw -53872.788409 + Penalty 155.626887 = -53717.161522 Iteration 0F: 2 clusters Score -53717.16 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -50283.465024 + Penalty 311.253773 = -49972.211250 Iteration 0F: 3 clusters Score -49972.21 nChanged 2625 ComputeScore: Raw -51786.624728 + Penalty 311.253773 = -51475.370955 Iteration 1F: 3 clusters Score -51475.37 nChanged 369 ComputeScore: Raw -51963.906431 + Penalty 311.253773 = -51652.652658 Iteration 2F: 3 clusters Score -51652.65 nChanged 398 ComputeScore: Raw -52217.404020 + Penalty 311.253773 = -51906.150247 Iteration 3F: 3 clusters Score -51906.15 nChanged 464 ComputeScore: Raw -52616.676349 + Penalty 311.253773 = -52305.422576 Iteration 4F: 3 clusters Score -52305.42 nChanged 466 ComputeScore: Raw -53105.962789 + Penalty 311.253773 = -52794.709016 Iteration 5F: 3 clusters Score -52794.71 nChanged 372 ComputeScore: Raw -53523.023506 + Penalty 311.253773 = -53211.769733 Iteration 6F: 3 clusters Score -53211.77 nChanged 215 ComputeScore: Raw -53762.222248 + Penalty 311.253773 = -53450.968475 Iteration 7Q: 3 clusters Score -53450.97 nChanged 84 ComputeScore: Raw -53859.050165 + Penalty 311.253773 = -53547.796392 Iteration 8Q: 3 clusters Score -53547.8 nChanged 19 ComputeScore: Raw -53888.683716 + Penalty 311.253773 = -53577.429943 Iteration 9Q: 3 clusters Score -53577.43 nChanged 2 ComputeScore: Raw -53895.519231 + Penalty 311.253773 = -53584.265457 Iteration 10Q: 3 clusters Score -53584.27 nChanged 1 ComputeScore: Raw -53901.836248 + Penalty 311.253773 = -53590.582475 Iteration 11Q: 3 clusters Score -53590.58 nChanged 0 ComputeScore: Raw -53901.836248 + Penalty 311.253773 = -53590.582475 Iteration 12F: 3 clusters Score -53590.58 nChanged 0 Trying to split cluster 8 (1335 points) Assigned 2 initial classes randomly. ComputeScore: Raw -15727.014418 + Penalty 129.540358 = -15597.474059 Iteration 0F: 2 clusters Score -15597.47 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -14931.068547 + Penalty 259.080717 = -14671.987830 Iteration 0F: 3 clusters Score -14671.99 nChanged 591 ComputeScore: Raw -15391.653113 + Penalty 259.080717 = -15132.572396 Iteration 1F: 3 clusters Score -15132.57 nChanged 152 ComputeScore: Raw -15533.687343 + Penalty 259.080717 = -15274.606626 Iteration 2F: 3 clusters Score -15274.61 nChanged 106 ComputeScore: Raw -15637.462310 + Penalty 259.080717 = -15378.381593 Iteration 3F: 3 clusters Score -15378.38 nChanged 62 ComputeScore: Raw -15683.019598 + Penalty 259.080717 = -15423.938882 Iteration 4Q: 3 clusters Score -15423.94 nChanged 23 ComputeScore: Raw -15696.245459 + Penalty 259.080717 = -15437.164743 Iteration 5Q: 3 clusters Score -15437.16 nChanged 15 ComputeScore: Raw -15705.406975 + Penalty 259.080717 = -15446.326258 Iteration 6Q: 3 clusters Score -15446.33 nChanged 13 ComputeScore: Raw -15713.149717 + Penalty 259.080717 = -15454.069000 Iteration 7Q: 3 clusters Score -15454.07 nChanged 11 ComputeScore: Raw -15719.944452 + Penalty 259.080717 = -15460.863736 Iteration 8Q: 3 clusters Score -15460.86 nChanged 11 ComputeScore: Raw -15729.381099 + Penalty 259.080717 = -15470.300382 Iteration 9Q: 3 clusters Score -15470.3 nChanged 6 ComputeScore: Raw -15733.840706 + Penalty 259.080717 = -15474.759989 Iteration 10Q: 3 clusters Score -15474.76 nChanged 8 ComputeScore: Raw -15739.363748 + Penalty 259.080717 = -15480.283031 Iteration 11Q: 3 clusters Score -15480.28 nChanged 1 ComputeScore: Raw -15739.658721 + Penalty 259.080717 = -15480.578004 Iteration 12Q: 3 clusters Score -15480.58 nChanged 0 ComputeScore: Raw -15739.658721 + Penalty 259.080717 = -15480.578004 Iteration 13F: 3 clusters Score -15480.58 nChanged 0 Trying to split cluster 9 (10440 points) Assigned 2 initial classes randomly. ComputeScore: Raw -91448.347435 + Penalty 166.561198 = -91281.786238 Iteration 0F: 2 clusters Score -91281.79 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -84662.630221 + Penalty 333.122395 = -84329.507826 Iteration 0F: 3 clusters Score -84329.51 nChanged 5005 ComputeScore: Raw -87598.958430 + Penalty 333.122395 = -87265.836035 Iteration 1F: 3 clusters Score -87265.84 nChanged 461 ComputeScore: Raw -87726.968443 + Penalty 333.122395 = -87393.846048 Iteration 2Q: 3 clusters Score -87393.85 nChanged 448 ComputeScore: Raw -87863.163663 + Penalty 333.122395 = -87530.041268 Iteration 3Q: 3 clusters Score -87530.04 nChanged 499 ComputeScore: Raw -88044.946751 + Penalty 333.122395 = -87711.824356 Iteration 4Q: 3 clusters Score -87711.82 nChanged 516 ComputeScore: Raw -88267.914426 + Penalty 333.122395 = -87934.792031 Iteration 5Q: 3 clusters Score -87934.79 nChanged 572 ComputeScore: Raw -88579.180569 + Penalty 333.122395 = -88246.058174 Iteration 6F: 3 clusters Score -88246.06 nChanged 684 ComputeScore: Raw -89080.620330 + Penalty 333.122395 = -88747.497935 Iteration 7F: 3 clusters Score -88747.5 nChanged 807 ComputeScore: Raw -89814.194352 + Penalty 333.122395 = -89481.071957 Iteration 8F: 3 clusters Score -89481.07 nChanged 768 ComputeScore: Raw -90606.459963 + Penalty 333.122395 = -90273.337568 Iteration 9F: 3 clusters Score -90273.34 nChanged 517 ComputeScore: Raw -91152.518286 + Penalty 333.122395 = -90819.395891 Iteration 10Q: 3 clusters Score -90819.4 nChanged 223 ComputeScore: Raw -91367.117928 + Penalty 333.122395 = -91033.995533 Iteration 11Q: 3 clusters Score -91034 nChanged 67 ComputeScore: Raw -91431.700153 + Penalty 333.122395 = -91098.577758 Iteration 12Q: 3 clusters Score -91098.58 nChanged 20 ComputeScore: Raw -91452.456757 + Penalty 333.122395 = -91119.334362 Iteration 13Q: 3 clusters Score -91119.33 nChanged 4 ComputeScore: Raw -91458.948658 + Penalty 333.122395 = -91125.826263 Iteration 14Q: 3 clusters Score -91125.83 nChanged 3 ComputeScore: Raw -91465.132125 + Penalty 333.122395 = -91132.009730 Iteration 15Q: 3 clusters Score -91132.01 nChanged 2 ComputeScore: Raw -91470.043630 + Penalty 333.122395 = -91136.921235 Iteration 16Q: 3 clusters Score -91136.92 nChanged 2 ComputeScore: Raw -91479.014724 + Penalty 333.122395 = -91145.892329 Iteration 17Q: 3 clusters Score -91145.89 nChanged 0 ComputeScore: Raw -91479.014724 + Penalty 333.122395 = -91145.892329 Iteration 18F: 3 clusters Score -91145.89 nChanged 0 Trying to split cluster 10 (596 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7213.055086 + Penalty 115.024332 = -7098.030754 Iteration 0F: 2 clusters Score -7098.031 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6907.822871 + Penalty 230.048664 = -6677.774207 Iteration 0F: 3 clusters Score -6677.774 nChanged 239 ComputeScore: Raw -7058.904782 + Penalty 230.048664 = -6828.856118 Iteration 1F: 3 clusters Score -6828.856 nChanged 34 ComputeScore: Raw -7081.593081 + Penalty 230.048664 = -6851.544417 Iteration 2F: 3 clusters Score -6851.544 nChanged 34 ComputeScore: Raw -7107.476042 + Penalty 230.048664 = -6877.427378 Iteration 3F: 3 clusters Score -6877.427 nChanged 28 ComputeScore: Raw -7123.827287 + Penalty 230.048664 = -6893.778623 Iteration 4Q: 3 clusters Score -6893.779 nChanged 22 ComputeScore: Raw -7140.591886 + Penalty 230.048664 = -6910.543222 Iteration 5Q: 3 clusters Score -6910.543 nChanged 17 ComputeScore: Raw -7148.541960 + Penalty 230.048664 = -6918.493296 Iteration 6Q: 3 clusters Score -6918.493 nChanged 10 ComputeScore: Raw -7154.897843 + Penalty 230.048664 = -6924.849179 Iteration 7Q: 3 clusters Score -6924.849 nChanged 8 ComputeScore: Raw -7162.313716 + Penalty 230.048664 = -6932.265052 Iteration 8Q: 3 clusters Score -6932.265 nChanged 10 ComputeScore: Raw -7170.531176 + Penalty 230.048664 = -6940.482512 Iteration 9Q: 3 clusters Score -6940.483 nChanged 11 ComputeScore: Raw -7178.887054 + Penalty 230.048664 = -6948.838390 Iteration 10Q: 3 clusters Score -6948.838 nChanged 9 ComputeScore: Raw -7185.591580 + Penalty 230.048664 = -6955.542916 Iteration 11Q: 3 clusters Score -6955.543 nChanged 4 ComputeScore: Raw -7189.088662 + Penalty 230.048664 = -6959.039998 Iteration 12Q: 3 clusters Score -6959.04 nChanged 3 ComputeScore: Raw -7189.800611 + Penalty 230.048664 = -6959.751947 Iteration 13Q: 3 clusters Score -6959.752 nChanged 2 ComputeScore: Raw -7190.726539 + Penalty 230.048664 = -6960.677875 Iteration 14Q: 3 clusters Score -6960.678 nChanged 4 ComputeScore: Raw -7191.856353 + Penalty 230.048664 = -6961.807689 Iteration 15Q: 3 clusters Score -6961.808 nChanged 2 ComputeScore: Raw -7192.079143 + Penalty 230.048664 = -6962.030479 Iteration 16Q: 3 clusters Score -6962.03 nChanged 1 ComputeScore: Raw -7192.194535 + Penalty 230.048664 = -6962.145871 Iteration 17Q: 3 clusters Score -6962.146 nChanged 1 ComputeScore: Raw -7192.811435 + Penalty 230.048664 = -6962.762771 Iteration 18Q: 3 clusters Score -6962.763 nChanged 1 ComputeScore: Raw -7193.318320 + Penalty 230.048664 = -6963.269656 Iteration 19Q: 3 clusters Score -6963.27 nChanged 0 ComputeScore: Raw -7193.318320 + Penalty 230.048664 = -6963.269656 Iteration 20F: 3 clusters Score -6963.27 nChanged 0 Trying to split cluster 11 (4595 points) Assigned 2 initial classes randomly. ComputeScore: Raw -44050.757157 + Penalty 151.789033 = -43898.968124 Iteration 0F: 2 clusters Score -43898.97 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -41124.711124 + Penalty 303.578065 = -40821.133059 Iteration 0F: 3 clusters Score -40821.13 nChanged 2156 ComputeScore: Raw -42510.364840 + Penalty 303.578065 = -42206.786775 Iteration 1F: 3 clusters Score -42206.79 nChanged 321 ComputeScore: Raw -42738.214339 + Penalty 303.578065 = -42434.636274 Iteration 2F: 3 clusters Score -42434.64 nChanged 310 ComputeScore: Raw -42964.576814 + Penalty 303.578065 = -42660.998749 Iteration 3F: 3 clusters Score -42661 nChanged 265 ComputeScore: Raw -43137.199467 + Penalty 303.578065 = -42833.621402 Iteration 4F: 3 clusters Score -42833.62 nChanged 190 ComputeScore: Raw -43216.871924 + Penalty 303.578065 = -42913.293858 Iteration 5Q: 3 clusters Score -42913.29 nChanged 106 ComputeScore: Raw -43244.876318 + Penalty 303.578065 = -42941.298253 Iteration 6Q: 3 clusters Score -42941.3 nChanged 69 ComputeScore: Raw -43261.372484 + Penalty 303.578065 = -42957.794419 Iteration 7Q: 3 clusters Score -42957.79 nChanged 41 ComputeScore: Raw -43269.899768 + Penalty 303.578065 = -42966.321703 Iteration 8Q: 3 clusters Score -42966.32 nChanged 37 ComputeScore: Raw -43276.107312 + Penalty 303.578065 = -42972.529247 Iteration 9Q: 3 clusters Score -42972.53 nChanged 38 ComputeScore: Raw -43283.345783 + Penalty 303.578065 = -42979.767718 Iteration 10Q: 3 clusters Score -42979.77 nChanged 36 ComputeScore: Raw -43290.312670 + Penalty 303.578065 = -42986.734604 Iteration 11Q: 3 clusters Score -42986.73 nChanged 49 ComputeScore: Raw -43299.419517 + Penalty 303.578065 = -42995.841452 Iteration 12Q: 3 clusters Score -42995.84 nChanged 42 ComputeScore: Raw -43306.950860 + Penalty 303.578065 = -43003.372794 Iteration 13Q: 3 clusters Score -43003.37 nChanged 38 ComputeScore: Raw -43312.646466 + Penalty 303.578065 = -43009.068401 Iteration 14Q: 3 clusters Score -43009.07 nChanged 31 ComputeScore: Raw -43316.674964 + Penalty 303.578065 = -43013.096898 Iteration 15Q: 3 clusters Score -43013.1 nChanged 29 ComputeScore: Raw -43321.647524 + Penalty 303.578065 = -43018.069459 Iteration 16Q: 3 clusters Score -43018.07 nChanged 34 ComputeScore: Raw -43327.939671 + Penalty 303.578065 = -43024.361606 Iteration 17Q: 3 clusters Score -43024.36 nChanged 40 ComputeScore: Raw -43334.688000 + Penalty 303.578065 = -43031.109935 Iteration 18Q: 3 clusters Score -43031.11 nChanged 33 ComputeScore: Raw -43339.368570 + Penalty 303.578065 = -43035.790505 Iteration 19Q: 3 clusters Score -43035.79 nChanged 28 ComputeScore: Raw -43344.625177 + Penalty 303.578065 = -43041.047112 Iteration 20F: 3 clusters Score -43041.05 nChanged 33 ComputeScore: Raw -43351.257512 + Penalty 303.578065 = -43047.679447 Iteration 21Q: 3 clusters Score -43047.68 nChanged 39 ComputeScore: Raw -43359.165397 + Penalty 303.578065 = -43055.587332 Iteration 22Q: 3 clusters Score -43055.59 nChanged 45 ComputeScore: Raw -43370.716453 + Penalty 303.578065 = -43067.138388 Iteration 23Q: 3 clusters Score -43067.14 nChanged 66 ComputeScore: Raw -43390.478347 + Penalty 303.578065 = -43086.900282 Iteration 24Q: 3 clusters Score -43086.9 nChanged 67 ComputeScore: Raw -43409.608833 + Penalty 303.578065 = -43106.030767 Iteration 25Q: 3 clusters Score -43106.03 nChanged 76 ComputeScore: Raw -43436.424727 + Penalty 303.578065 = -43132.846662 Iteration 26Q: 3 clusters Score -43132.85 nChanged 71 ComputeScore: Raw -43458.527283 + Penalty 303.578065 = -43154.949218 Iteration 27Q: 3 clusters Score -43154.95 nChanged 66 ComputeScore: Raw -43476.569229 + Penalty 303.578065 = -43172.991164 Iteration 28Q: 3 clusters Score -43172.99 nChanged 66 ComputeScore: Raw -43493.139411 + Penalty 303.578065 = -43189.561346 Iteration 29Q: 3 clusters Score -43189.56 nChanged 52 ComputeScore: Raw -43504.561756 + Penalty 303.578065 = -43200.983690 Iteration 30Q: 3 clusters Score -43200.98 nChanged 47 ComputeScore: Raw -43518.877612 + Penalty 303.578065 = -43215.299546 Iteration 31Q: 3 clusters Score -43215.3 nChanged 66 ComputeScore: Raw -43542.729722 + Penalty 303.578065 = -43239.151656 Iteration 32Q: 3 clusters Score -43239.15 nChanged 80 ComputeScore: Raw -43574.262030 + Penalty 303.578065 = -43270.683965 Iteration 33Q: 3 clusters Score -43270.68 nChanged 65 ComputeScore: Raw -43603.806689 + Penalty 303.578065 = -43300.228624 Iteration 34Q: 3 clusters Score -43300.23 nChanged 79 ComputeScore: Raw -43643.293931 + Penalty 303.578065 = -43339.715866 Iteration 35Q: 3 clusters Score -43339.72 nChanged 82 ComputeScore: Raw -43688.899491 + Penalty 303.578065 = -43385.321426 Iteration 36Q: 3 clusters Score -43385.32 nChanged 86 ComputeScore: Raw -43733.599295 + Penalty 303.578065 = -43430.021230 Iteration 37Q: 3 clusters Score -43430.02 nChanged 74 ComputeScore: Raw -43771.122119 + Penalty 303.578065 = -43467.544053 Iteration 38Q: 3 clusters Score -43467.54 nChanged 67 ComputeScore: Raw -43808.190560 + Penalty 303.578065 = -43504.612495 Iteration 39Q: 3 clusters Score -43504.61 nChanged 64 ComputeScore: Raw -43833.472639 + Penalty 303.578065 = -43529.894574 Iteration 40F: 3 clusters Score -43529.89 nChanged 49 ComputeScore: Raw -43850.643329 + Penalty 303.578065 = -43547.065263 Iteration 41Q: 3 clusters Score -43547.07 nChanged 52 ComputeScore: Raw -43871.831593 + Penalty 303.578065 = -43568.253527 Iteration 42Q: 3 clusters Score -43568.25 nChanged 50 ComputeScore: Raw -43897.716357 + Penalty 303.578065 = -43594.138292 Iteration 43Q: 3 clusters Score -43594.14 nChanged 45 ComputeScore: Raw -43925.285891 + Penalty 303.578065 = -43621.707826 Iteration 44Q: 3 clusters Score -43621.71 nChanged 54 ComputeScore: Raw -43955.986054 + Penalty 303.578065 = -43652.407988 Iteration 45Q: 3 clusters Score -43652.41 nChanged 39 ComputeScore: Raw -43984.572059 + Penalty 303.578065 = -43680.993993 Iteration 46Q: 3 clusters Score -43680.99 nChanged 37 ComputeScore: Raw -44005.000958 + Penalty 303.578065 = -43701.422892 Iteration 47Q: 3 clusters Score -43701.42 nChanged 35 ComputeScore: Raw -44016.820313 + Penalty 303.578065 = -43713.242248 Iteration 48Q: 3 clusters Score -43713.24 nChanged 20 ComputeScore: Raw -44023.286259 + Penalty 303.578065 = -43719.708194 Iteration 49Q: 3 clusters Score -43719.71 nChanged 11 ComputeScore: Raw -44025.062004 + Penalty 303.578065 = -43721.483939 Iteration 50Q: 3 clusters Score -43721.48 nChanged 7 ComputeScore: Raw -44026.042227 + Penalty 303.578065 = -43722.464162 Iteration 51Q: 3 clusters Score -43722.46 nChanged 6 ComputeScore: Raw -44026.955219 + Penalty 303.578065 = -43723.377154 Iteration 52Q: 3 clusters Score -43723.38 nChanged 7 ComputeScore: Raw -44027.895761 + Penalty 303.578065 = -43724.317696 Iteration 53Q: 3 clusters Score -43724.32 nChanged 7 ComputeScore: Raw -44029.010600 + Penalty 303.578065 = -43725.432535 Iteration 54Q: 3 clusters Score -43725.43 nChanged 7 ComputeScore: Raw -44029.972435 + Penalty 303.578065 = -43726.394370 Iteration 55Q: 3 clusters Score -43726.39 nChanged 3 ComputeScore: Raw -44030.268878 + Penalty 303.578065 = -43726.690813 Iteration 56Q: 3 clusters Score -43726.69 nChanged 4 ComputeScore: Raw -44030.815784 + Penalty 303.578065 = -43727.237719 Iteration 57Q: 3 clusters Score -43727.24 nChanged 6 ComputeScore: Raw -44032.629136 + Penalty 303.578065 = -43729.051070 Iteration 58Q: 3 clusters Score -43729.05 nChanged 8 ComputeScore: Raw -44034.577498 + Penalty 303.578065 = -43730.999433 Iteration 59Q: 3 clusters Score -43731 nChanged 6 ComputeScore: Raw -44036.824991 + Penalty 303.578065 = -43733.246926 Iteration 60F: 3 clusters Score -43733.25 nChanged 8 ComputeScore: Raw -44038.635488 + Penalty 303.578065 = -43735.057422 Iteration 61Q: 3 clusters Score -43735.06 nChanged 10 ComputeScore: Raw -44043.155312 + Penalty 303.578065 = -43739.577247 Iteration 62Q: 3 clusters Score -43739.58 nChanged 17 ComputeScore: Raw -44050.751803 + Penalty 303.578065 = -43747.173738 Iteration 63Q: 3 clusters Score -43747.17 nChanged 18 ComputeScore: Raw -44065.490854 + Penalty 303.578065 = -43761.912789 Iteration 64Q: 3 clusters Score -43761.91 nChanged 21 ComputeScore: Raw -44092.153513 + Penalty 303.578065 = -43788.575448 Iteration 65Q: 3 clusters Score -43788.58 nChanged 29 ComputeScore: Raw -44151.524165 + Penalty 303.578065 = -43847.946099 Iteration 66Q: 3 clusters Score -43847.95 nChanged 28 ComputeScore: Raw -44242.031022 + Penalty 303.578065 = -43938.452957 Iteration 67Q: 3 clusters Score -43938.45 nChanged 27 ComputeScore: Raw -44349.395739 + Penalty 303.578065 = -44045.817673 Iteration 68Q: 3 clusters Score -44045.82 nChanged 23 ComputeScore: Raw -44442.606139 + Penalty 303.578065 = -44139.028074 Iteration 69Q: 3 clusters Score -44139.03 nChanged 6 ComputeScore: Raw -44458.706102 + Penalty 303.578065 = -44155.128037 Iteration 70Q: 3 clusters Score -44155.13 nChanged 1 ComputeScore: Raw -44458.900589 + Penalty 303.578065 = -44155.322524 Iteration 71Q: 3 clusters Score -44155.32 nChanged 0 ComputeScore: Raw -44458.900589 + Penalty 303.578065 = -44155.322524 Iteration 72F: 3 clusters Score -44155.32 nChanged 0 ComputeScore: Raw -533725.621789 + Penalty 3869.500236 = -529856.121553Splitting cluster 11 changes total score from -529368.024411 to -529856.121553 So it's getting split into cluster 19. Trying to split cluster 12 (4011 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42182.678311 + Penalty 149.342326 = -42033.335985 Iteration 0F: 2 clusters Score -42033.34 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39653.634010 + Penalty 298.684651 = -39354.949359 Iteration 0F: 3 clusters Score -39354.95 nChanged 1829 ComputeScore: Raw -40867.795992 + Penalty 298.684651 = -40569.111341 Iteration 1F: 3 clusters Score -40569.11 nChanged 197 ComputeScore: Raw -40968.550919 + Penalty 298.684651 = -40669.866268 Iteration 2Q: 3 clusters Score -40669.87 nChanged 202 ComputeScore: Raw -41091.457949 + Penalty 298.684651 = -40792.773297 Iteration 3F: 3 clusters Score -40792.77 nChanged 206 ComputeScore: Raw -41253.972822 + Penalty 298.684651 = -40955.288171 Iteration 4F: 3 clusters Score -40955.29 nChanged 225 ComputeScore: Raw -41455.407366 + Penalty 298.684651 = -41156.722715 Iteration 5F: 3 clusters Score -41156.72 nChanged 239 ComputeScore: Raw -41671.354829 + Penalty 298.684651 = -41372.670178 Iteration 6F: 3 clusters Score -41372.67 nChanged 194 ComputeScore: Raw -41839.299048 + Penalty 298.684651 = -41540.614397 Iteration 7Q: 3 clusters Score -41540.61 nChanged 164 ComputeScore: Raw -41978.943551 + Penalty 298.684651 = -41680.258900 Iteration 8Q: 3 clusters Score -41680.26 nChanged 141 ComputeScore: Raw -42110.482613 + Penalty 298.684651 = -41811.797962 Iteration 9Q: 3 clusters Score -41811.8 nChanged 130 ComputeScore: Raw -42268.821217 + Penalty 298.684651 = -41970.136565 Iteration 10Q: 3 clusters Score -41970.14 nChanged 137 ComputeScore: Raw -42455.854233 + Penalty 298.684651 = -42157.169582 Iteration 11Q: 3 clusters Score -42157.17 nChanged 109 ComputeScore: Raw -42574.635596 + Penalty 298.684651 = -42275.950945 Iteration 12Q: 3 clusters Score -42275.95 nChanged 62 ComputeScore: Raw -42645.934665 + Penalty 298.684651 = -42347.250014 Iteration 13Q: 3 clusters Score -42347.25 nChanged 27 ComputeScore: Raw -42674.789750 + Penalty 298.684651 = -42376.105099 Iteration 14Q: 3 clusters Score -42376.11 nChanged 13 ComputeScore: Raw -42706.267386 + Penalty 298.684651 = -42407.582735 Iteration 15Q: 3 clusters Score -42407.58 nChanged 12 ComputeScore: Raw -42715.772590 + Penalty 298.684651 = -42417.087939 Iteration 16Q: 3 clusters Score -42417.09 nChanged 2 ComputeScore: Raw -42715.879080 + Penalty 298.684651 = -42417.194429 Iteration 17Q: 3 clusters Score -42417.19 nChanged 1 ComputeScore: Raw -42715.966968 + Penalty 298.684651 = -42417.282316 Iteration 18Q: 3 clusters Score -42417.28 nChanged 0 ComputeScore: Raw -42732.710022 + Penalty 298.684651 = -42434.025370 Iteration 19F: 3 clusters Score -42434.03 nChanged 6 ComputeScore: Raw -42736.161092 + Penalty 298.684651 = -42437.476441 Iteration 20F: 3 clusters Score -42437.48 nChanged 2 ComputeScore: Raw -42736.357214 + Penalty 298.684651 = -42437.672563 Iteration 21Q: 3 clusters Score -42437.67 nChanged 0 ComputeScore: Raw -42736.357214 + Penalty 298.684651 = -42437.672563 Iteration 22F: 3 clusters Score -42437.67 nChanged 0 ComputeScore: Raw -534279.300692 + Penalty 4073.158143 = -530206.142549Splitting cluster 12 changes total score from -529368.024411 to -530206.142549 So it's getting split into cluster 20. Trying to split cluster 13 (2832 points) Assigned 2 initial classes randomly. ComputeScore: Raw -26849.328847 + Penalty 143.077292 = -26706.251555 Iteration 0F: 2 clusters Score -26706.25 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -25123.715914 + Penalty 286.154584 = -24837.561330 Iteration 0F: 3 clusters Score -24837.56 nChanged 1282 ComputeScore: Raw -25994.433834 + Penalty 286.154584 = -25708.279250 Iteration 1F: 3 clusters Score -25708.28 nChanged 185 ComputeScore: Raw -26091.237631 + Penalty 286.154584 = -25805.083046 Iteration 2F: 3 clusters Score -25805.08 nChanged 155 ComputeScore: Raw -26186.232685 + Penalty 286.154584 = -25900.078101 Iteration 3F: 3 clusters Score -25900.08 nChanged 121 ComputeScore: Raw -26262.492878 + Penalty 286.154584 = -25976.338293 Iteration 4Q: 3 clusters Score -25976.34 nChanged 104 ComputeScore: Raw -26331.585088 + Penalty 286.154584 = -26045.430503 Iteration 5Q: 3 clusters Score -26045.43 nChanged 122 ComputeScore: Raw -26420.919977 + Penalty 286.154584 = -26134.765393 Iteration 6Q: 3 clusters Score -26134.77 nChanged 109 ComputeScore: Raw -26498.853902 + Penalty 286.154584 = -26212.699318 Iteration 7Q: 3 clusters Score -26212.7 nChanged 90 ComputeScore: Raw -26567.004779 + Penalty 286.154584 = -26280.850195 Iteration 8Q: 3 clusters Score -26280.85 nChanged 68 ComputeScore: Raw -26609.953995 + Penalty 286.154584 = -26323.799411 Iteration 9Q: 3 clusters Score -26323.8 nChanged 51 ComputeScore: Raw -26638.116987 + Penalty 286.154584 = -26351.962403 Iteration 10Q: 3 clusters Score -26351.96 nChanged 51 ComputeScore: Raw -26661.609130 + Penalty 286.154584 = -26375.454545 Iteration 11Q: 3 clusters Score -26375.45 nChanged 48 ComputeScore: Raw -26686.112802 + Penalty 286.154584 = -26399.958217 Iteration 12Q: 3 clusters Score -26399.96 nChanged 40 ComputeScore: Raw -26707.983495 + Penalty 286.154584 = -26421.828911 Iteration 13Q: 3 clusters Score -26421.83 nChanged 38 ComputeScore: Raw -26727.553428 + Penalty 286.154584 = -26441.398844 Iteration 14Q: 3 clusters Score -26441.4 nChanged 35 ComputeScore: Raw -26751.068081 + Penalty 286.154584 = -26464.913496 Iteration 15Q: 3 clusters Score -26464.91 nChanged 42 ComputeScore: Raw -26780.178870 + Penalty 286.154584 = -26494.024286 Iteration 16Q: 3 clusters Score -26494.02 nChanged 31 ComputeScore: Raw -26802.336205 + Penalty 286.154584 = -26516.181620 Iteration 17Q: 3 clusters Score -26516.18 nChanged 30 ComputeScore: Raw -26823.733415 + Penalty 286.154584 = -26537.578831 Iteration 18Q: 3 clusters Score -26537.58 nChanged 25 ComputeScore: Raw -26840.565984 + Penalty 286.154584 = -26554.411400 Iteration 19Q: 3 clusters Score -26554.41 nChanged 13 ComputeScore: Raw -26849.135219 + Penalty 286.154584 = -26562.980634 Iteration 20F: 3 clusters Score -26562.98 nChanged 7 ComputeScore: Raw -26853.474750 + Penalty 286.154584 = -26567.320166 Iteration 21Q: 3 clusters Score -26567.32 nChanged 3 ComputeScore: Raw -26855.051302 + Penalty 286.154584 = -26568.896718 Iteration 22Q: 3 clusters Score -26568.9 nChanged 3 ComputeScore: Raw -26857.738910 + Penalty 286.154584 = -26571.584326 Iteration 23Q: 3 clusters Score -26571.58 nChanged 5 ComputeScore: Raw -26860.222553 + Penalty 286.154584 = -26574.067968 Iteration 24Q: 3 clusters Score -26574.07 nChanged 0 ComputeScore: Raw -26860.222553 + Penalty 286.154584 = -26574.067968 Iteration 25F: 3 clusters Score -26574.07 nChanged 0 Trying to split cluster 14 (8239 points) Assigned 2 initial classes randomly. ComputeScore: Raw -71281.566115 + Penalty 162.299417 = -71119.266698 Iteration 0F: 2 clusters Score -71119.27 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -65946.493980 + Penalty 324.598833 = -65621.895146 Iteration 0F: 3 clusters Score -65621.9 nChanged 3960 ComputeScore: Raw -68152.369699 + Penalty 324.598833 = -67827.770866 Iteration 1F: 3 clusters Score -67827.77 nChanged 440 ComputeScore: Raw -68325.212557 + Penalty 324.598833 = -68000.613724 Iteration 2F: 3 clusters Score -68000.61 nChanged 514 ComputeScore: Raw -68590.426321 + Penalty 324.598833 = -68265.827487 Iteration 3F: 3 clusters Score -68265.83 nChanged 592 ComputeScore: Raw -68976.997612 + Penalty 324.598833 = -68652.398779 Iteration 4F: 3 clusters Score -68652.4 nChanged 635 ComputeScore: Raw -69497.590126 + Penalty 324.598833 = -69172.991293 Iteration 5F: 3 clusters Score -69172.99 nChanged 617 ComputeScore: Raw -70062.919240 + Penalty 324.598833 = -69738.320406 Iteration 6F: 3 clusters Score -69738.32 nChanged 417 ComputeScore: Raw -70480.811563 + Penalty 324.598833 = -70156.212730 Iteration 7F: 3 clusters Score -70156.21 nChanged 260 ComputeScore: Raw -70750.365726 + Penalty 324.598833 = -70425.766893 Iteration 8Q: 3 clusters Score -70425.77 nChanged 165 ComputeScore: Raw -70887.352157 + Penalty 324.598833 = -70562.753324 Iteration 9Q: 3 clusters Score -70562.75 nChanged 141 ComputeScore: Raw -70975.496984 + Penalty 324.598833 = -70650.898151 Iteration 10Q: 3 clusters Score -70650.9 nChanged 99 ComputeScore: Raw -71027.367981 + Penalty 324.598833 = -70702.769148 Iteration 11Q: 3 clusters Score -70702.77 nChanged 84 ComputeScore: Raw -71072.802609 + Penalty 324.598833 = -70748.203776 Iteration 12Q: 3 clusters Score -70748.2 nChanged 76 ComputeScore: Raw -71121.661655 + Penalty 324.598833 = -70797.062821 Iteration 13Q: 3 clusters Score -70797.06 nChanged 65 ComputeScore: Raw -71158.366897 + Penalty 324.598833 = -70833.768064 Iteration 14Q: 3 clusters Score -70833.77 nChanged 53 ComputeScore: Raw -71183.651957 + Penalty 324.598833 = -70859.053124 Iteration 15Q: 3 clusters Score -70859.05 nChanged 43 ComputeScore: Raw -71201.545558 + Penalty 324.598833 = -70876.946725 Iteration 16Q: 3 clusters Score -70876.95 nChanged 44 ComputeScore: Raw -71221.167483 + Penalty 324.598833 = -70896.568650 Iteration 17Q: 3 clusters Score -70896.57 nChanged 50 ComputeScore: Raw -71242.730037 + Penalty 324.598833 = -70918.131204 Iteration 18Q: 3 clusters Score -70918.13 nChanged 41 ComputeScore: Raw -71256.953934 + Penalty 324.598833 = -70932.355101 Iteration 19Q: 3 clusters Score -70932.36 nChanged 35 ComputeScore: Raw -71267.211102 + Penalty 324.598833 = -70942.612269 Iteration 20F: 3 clusters Score -70942.61 nChanged 27 ComputeScore: Raw -71275.538023 + Penalty 324.598833 = -70950.939189 Iteration 21Q: 3 clusters Score -70950.94 nChanged 29 ComputeScore: Raw -71283.236863 + Penalty 324.598833 = -70958.638029 Iteration 22Q: 3 clusters Score -70958.64 nChanged 23 ComputeScore: Raw -71289.152917 + Penalty 324.598833 = -70964.554084 Iteration 23Q: 3 clusters Score -70964.55 nChanged 19 ComputeScore: Raw -71295.020053 + Penalty 324.598833 = -70970.421220 Iteration 24Q: 3 clusters Score -70970.42 nChanged 18 ComputeScore: Raw -71302.703717 + Penalty 324.598833 = -70978.104884 Iteration 25Q: 3 clusters Score -70978.1 nChanged 19 ComputeScore: Raw -71312.893998 + Penalty 324.598833 = -70988.295165 Iteration 26Q: 3 clusters Score -70988.3 nChanged 16 ComputeScore: Raw -71317.656064 + Penalty 324.598833 = -70993.057230 Iteration 27Q: 3 clusters Score -70993.06 nChanged 11 ComputeScore: Raw -71319.570190 + Penalty 324.598833 = -70994.971357 Iteration 28Q: 3 clusters Score -70994.97 nChanged 7 ComputeScore: Raw -71321.020180 + Penalty 324.598833 = -70996.421347 Iteration 29Q: 3 clusters Score -70996.42 nChanged 5 ComputeScore: Raw -71321.764231 + Penalty 324.598833 = -70997.165398 Iteration 30Q: 3 clusters Score -70997.17 nChanged 5 ComputeScore: Raw -71322.573767 + Penalty 324.598833 = -70997.974933 Iteration 31Q: 3 clusters Score -70997.97 nChanged 5 ComputeScore: Raw -71323.576282 + Penalty 324.598833 = -70998.977449 Iteration 32Q: 3 clusters Score -70998.98 nChanged 3 ComputeScore: Raw -71323.912756 + Penalty 324.598833 = -70999.313923 Iteration 33Q: 3 clusters Score -70999.31 nChanged 5 ComputeScore: Raw -71324.517188 + Penalty 324.598833 = -70999.918355 Iteration 34Q: 3 clusters Score -70999.92 nChanged 4 ComputeScore: Raw -71325.054258 + Penalty 324.598833 = -71000.455425 Iteration 35Q: 3 clusters Score -71000.46 nChanged 2 ComputeScore: Raw -71325.254286 + Penalty 324.598833 = -71000.655453 Iteration 36Q: 3 clusters Score -71000.66 nChanged 0 ComputeScore: Raw -71325.254286 + Penalty 324.598833 = -71000.655453 Iteration 37F: 3 clusters Score -71000.66 nChanged 0 Trying to split cluster 15 (4618 points) Assigned 2 initial classes randomly. ComputeScore: Raw -40942.766819 + Penalty 151.878906 = -40790.887914 Iteration 0F: 2 clusters Score -40790.89 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -38074.322042 + Penalty 303.757812 = -37770.564230 Iteration 0F: 3 clusters Score -37770.56 nChanged 2125 ComputeScore: Raw -39465.254854 + Penalty 303.757812 = -39161.497043 Iteration 1F: 3 clusters Score -39161.5 nChanged 408 ComputeScore: Raw -39768.585095 + Penalty 303.757812 = -39464.827283 Iteration 2F: 3 clusters Score -39464.83 nChanged 393 ComputeScore: Raw -40130.090429 + Penalty 303.757812 = -39826.332617 Iteration 3F: 3 clusters Score -39826.33 nChanged 355 ComputeScore: Raw -40493.810534 + Penalty 303.757812 = -40190.052722 Iteration 4F: 3 clusters Score -40190.05 nChanged 237 ComputeScore: Raw -40701.644477 + Penalty 303.757812 = -40397.886665 Iteration 5F: 3 clusters Score -40397.89 nChanged 156 ComputeScore: Raw -40787.552092 + Penalty 303.757812 = -40483.794280 Iteration 6Q: 3 clusters Score -40483.79 nChanged 88 ComputeScore: Raw -40832.913527 + Penalty 303.757812 = -40529.155715 Iteration 7Q: 3 clusters Score -40529.16 nChanged 70 ComputeScore: Raw -40867.106665 + Penalty 303.757812 = -40563.348853 Iteration 8Q: 3 clusters Score -40563.35 nChanged 58 ComputeScore: Raw -40893.925939 + Penalty 303.757812 = -40590.168127 Iteration 9Q: 3 clusters Score -40590.17 nChanged 56 ComputeScore: Raw -40920.912179 + Penalty 303.757812 = -40617.154367 Iteration 10Q: 3 clusters Score -40617.15 nChanged 53 ComputeScore: Raw -40945.725627 + Penalty 303.757812 = -40641.967815 Iteration 11Q: 3 clusters Score -40641.97 nChanged 45 ComputeScore: Raw -40966.831835 + Penalty 303.757812 = -40663.074023 Iteration 12Q: 3 clusters Score -40663.07 nChanged 30 ComputeScore: Raw -40978.075969 + Penalty 303.757812 = -40674.318157 Iteration 13Q: 3 clusters Score -40674.32 nChanged 32 ComputeScore: Raw -40989.077666 + Penalty 303.757812 = -40685.319855 Iteration 14Q: 3 clusters Score -40685.32 nChanged 30 ComputeScore: Raw -40999.391139 + Penalty 303.757812 = -40695.633327 Iteration 15Q: 3 clusters Score -40695.63 nChanged 19 ComputeScore: Raw -41005.347493 + Penalty 303.757812 = -40701.589682 Iteration 16Q: 3 clusters Score -40701.59 nChanged 21 ComputeScore: Raw -41015.214458 + Penalty 303.757812 = -40711.456646 Iteration 17Q: 3 clusters Score -40711.46 nChanged 21 ComputeScore: Raw -41023.473611 + Penalty 303.757812 = -40719.715799 Iteration 18Q: 3 clusters Score -40719.72 nChanged 15 ComputeScore: Raw -41029.534572 + Penalty 303.757812 = -40725.776761 Iteration 19Q: 3 clusters Score -40725.78 nChanged 12 ComputeScore: Raw -41035.376397 + Penalty 303.757812 = -40731.618585 Iteration 20F: 3 clusters Score -40731.62 nChanged 16 ComputeScore: Raw -41043.606581 + Penalty 303.757812 = -40739.848769 Iteration 21Q: 3 clusters Score -40739.85 nChanged 11 ComputeScore: Raw -41047.499681 + Penalty 303.757812 = -40743.741870 Iteration 22Q: 3 clusters Score -40743.74 nChanged 11 ComputeScore: Raw -41053.657881 + Penalty 303.757812 = -40749.900070 Iteration 23Q: 3 clusters Score -40749.9 nChanged 12 ComputeScore: Raw -41059.563794 + Penalty 303.757812 = -40755.805982 Iteration 24Q: 3 clusters Score -40755.81 nChanged 11 ComputeScore: Raw -41065.932585 + Penalty 303.757812 = -40762.174773 Iteration 25Q: 3 clusters Score -40762.17 nChanged 11 ComputeScore: Raw -41076.712328 + Penalty 303.757812 = -40772.954516 Iteration 26Q: 3 clusters Score -40772.95 nChanged 10 ComputeScore: Raw -41083.061294 + Penalty 303.757812 = -40779.303482 Iteration 27Q: 3 clusters Score -40779.3 nChanged 10 ComputeScore: Raw -41086.298637 + Penalty 303.757812 = -40782.540825 Iteration 28Q: 3 clusters Score -40782.54 nChanged 5 ComputeScore: Raw -41087.708651 + Penalty 303.757812 = -40783.950839 Iteration 29Q: 3 clusters Score -40783.95 nChanged 3 ComputeScore: Raw -41088.859975 + Penalty 303.757812 = -40785.102163 Iteration 30Q: 3 clusters Score -40785.1 nChanged 1 ComputeScore: Raw -41089.213090 + Penalty 303.757812 = -40785.455278 Iteration 31Q: 3 clusters Score -40785.46 nChanged 2 ComputeScore: Raw -41090.292147 + Penalty 303.757812 = -40786.534335 Iteration 32Q: 3 clusters Score -40786.53 nChanged 3 ComputeScore: Raw -41090.898425 + Penalty 303.757812 = -40787.140613 Iteration 33Q: 3 clusters Score -40787.14 nChanged 2 ComputeScore: Raw -41091.044946 + Penalty 303.757812 = -40787.287135 Iteration 34Q: 3 clusters Score -40787.29 nChanged 0 ComputeScore: Raw -41091.044946 + Penalty 303.757812 = -40787.287135 Iteration 35F: 3 clusters Score -40787.29 nChanged 0 Trying to split cluster 16 (2744 points) Assigned 2 initial classes randomly. ComputeScore: Raw -28993.605496 + Penalty 142.509096 = -28851.096401 Iteration 0F: 2 clusters Score -28851.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27362.669760 + Penalty 285.018192 = -27077.651569 Iteration 0F: 3 clusters Score -27077.65 nChanged 1247 ComputeScore: Raw -28163.535345 + Penalty 285.018192 = -27878.517153 Iteration 1F: 3 clusters Score -27878.52 nChanged 192 ComputeScore: Raw -28300.168747 + Penalty 285.018192 = -28015.150555 Iteration 2F: 3 clusters Score -28015.15 nChanged 168 ComputeScore: Raw -28411.918829 + Penalty 285.018192 = -28126.900638 Iteration 3F: 3 clusters Score -28126.9 nChanged 142 ComputeScore: Raw -28497.109146 + Penalty 285.018192 = -28212.090954 Iteration 4F: 3 clusters Score -28212.09 nChanged 109 ComputeScore: Raw -28560.312162 + Penalty 285.018192 = -28275.293971 Iteration 5Q: 3 clusters Score -28275.29 nChanged 107 ComputeScore: Raw -28628.881997 + Penalty 285.018192 = -28343.863805 Iteration 6Q: 3 clusters Score -28343.86 nChanged 98 ComputeScore: Raw -28698.873708 + Penalty 285.018192 = -28413.855517 Iteration 7Q: 3 clusters Score -28413.86 nChanged 91 ComputeScore: Raw -28761.388031 + Penalty 285.018192 = -28476.369840 Iteration 8Q: 3 clusters Score -28476.37 nChanged 75 ComputeScore: Raw -28823.188944 + Penalty 285.018192 = -28538.170752 Iteration 9Q: 3 clusters Score -28538.17 nChanged 64 ComputeScore: Raw -28860.783261 + Penalty 285.018192 = -28575.765069 Iteration 10Q: 3 clusters Score -28575.77 nChanged 49 ComputeScore: Raw -28885.805303 + Penalty 285.018192 = -28600.787111 Iteration 11Q: 3 clusters Score -28600.79 nChanged 45 ComputeScore: Raw -28907.452595 + Penalty 285.018192 = -28622.434404 Iteration 12Q: 3 clusters Score -28622.43 nChanged 35 ComputeScore: Raw -28925.019628 + Penalty 285.018192 = -28640.001436 Iteration 13Q: 3 clusters Score -28640 nChanged 32 ComputeScore: Raw -28942.131313 + Penalty 285.018192 = -28657.113121 Iteration 14Q: 3 clusters Score -28657.11 nChanged 21 ComputeScore: Raw -28951.201368 + Penalty 285.018192 = -28666.183176 Iteration 15Q: 3 clusters Score -28666.18 nChanged 21 ComputeScore: Raw -28957.912379 + Penalty 285.018192 = -28672.894188 Iteration 16Q: 3 clusters Score -28672.89 nChanged 14 ComputeScore: Raw -28961.928191 + Penalty 285.018192 = -28676.910000 Iteration 17Q: 3 clusters Score -28676.91 nChanged 9 ComputeScore: Raw -28963.797875 + Penalty 285.018192 = -28678.779684 Iteration 18Q: 3 clusters Score -28678.78 nChanged 7 ComputeScore: Raw -28964.887652 + Penalty 285.018192 = -28679.869460 Iteration 19Q: 3 clusters Score -28679.87 nChanged 2 ComputeScore: Raw -28965.350143 + Penalty 285.018192 = -28680.331952 Iteration 20F: 3 clusters Score -28680.33 nChanged 4 ComputeScore: Raw -28965.830924 + Penalty 285.018192 = -28680.812732 Iteration 21Q: 3 clusters Score -28680.81 nChanged 3 ComputeScore: Raw -28965.991584 + Penalty 285.018192 = -28680.973393 Iteration 22Q: 3 clusters Score -28680.97 nChanged 3 ComputeScore: Raw -28966.165769 + Penalty 285.018192 = -28681.147578 Iteration 23Q: 3 clusters Score -28681.15 nChanged 1 ComputeScore: Raw -28966.252109 + Penalty 285.018192 = -28681.233917 Iteration 24Q: 3 clusters Score -28681.23 nChanged 1 ComputeScore: Raw -28966.266168 + Penalty 285.018192 = -28681.247976 Iteration 25Q: 3 clusters Score -28681.25 nChanged 0 ComputeScore: Raw -28966.266168 + Penalty 285.018192 = -28681.247976 Iteration 26F: 3 clusters Score -28681.25 nChanged 0 Trying to split cluster 17 (345 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4615.115873 + Penalty 105.183800 = -4509.932074 Iteration 0F: 2 clusters Score -4509.932 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4446.916824 + Penalty 210.367599 = -4236.549225 Iteration 0F: 3 clusters Score -4236.549 nChanged 129 ComputeScore: Raw -4543.618339 + Penalty 210.367599 = -4333.250740 Iteration 1F: 3 clusters Score -4333.251 nChanged 21 ComputeScore: Raw -4552.589298 + Penalty 210.367599 = -4342.221699 Iteration 2F: 3 clusters Score -4342.222 nChanged 14 ComputeScore: Raw -4562.585095 + Penalty 210.367599 = -4352.217496 Iteration 3Q: 3 clusters Score -4352.217 nChanged 12 ComputeScore: Raw -4568.760393 + Penalty 210.367599 = -4358.392794 Iteration 4Q: 3 clusters Score -4358.393 nChanged 9 ComputeScore: Raw -4572.454878 + Penalty 210.367599 = -4362.087279 Iteration 5Q: 3 clusters Score -4362.087 nChanged 6 ComputeScore: Raw -4573.832211 + Penalty 210.367599 = -4363.464612 Iteration 6Q: 3 clusters Score -4363.465 nChanged 2 ComputeScore: Raw -4573.999230 + Penalty 210.367599 = -4363.631631 Iteration 7Q: 3 clusters Score -4363.632 nChanged 3 ComputeScore: Raw -4574.310106 + Penalty 210.367599 = -4363.942507 Iteration 8Q: 3 clusters Score -4363.943 nChanged 0 ComputeScore: Raw -4574.310106 + Penalty 210.367599 = -4363.942507 Iteration 9F: 3 clusters Score -4363.943 nChanged 0 ConsiderDeletion: ComputeScore: Raw -534638.049413 + Penalty 4073.158143 = -530564.891270Iteration 159Q: 21 clusters Score -530564.9 nChanged 456 ConsiderDeletion: ComputeScore: Raw -534827.809776 + Penalty 4073.158143 = -530754.651633Iteration 160F: 21 clusters Score -530754.7 nChanged 256 ConsiderDeletion: ComputeScore: Raw -534882.415161 + Penalty 4073.158143 = -530809.257018Iteration 161Q: 21 clusters Score -530809.3 nChanged 144 ConsiderDeletion: ComputeScore: Raw -534909.253147 + Penalty 4073.158143 = -530836.095005Iteration 162Q: 21 clusters Score -530836.1 nChanged 111 ConsiderDeletion: ComputeScore: Raw -534925.462611 + Penalty 4073.158143 = -530852.304469Iteration 163Q: 21 clusters Score -530852.3 nChanged 72 ConsiderDeletion: ComputeScore: Raw -534935.275219 + Penalty 4073.158143 = -530862.117076Iteration 164Q: 21 clusters Score -530862.1 nChanged 51 ConsiderDeletion: ComputeScore: Raw -534942.504508 + Penalty 4073.158143 = -530869.346365Iteration 165Q: 21 clusters Score -530869.3 nChanged 45 ConsiderDeletion: ComputeScore: Raw -534948.842831 + Penalty 4073.158143 = -530875.684688Iteration 166Q: 21 clusters Score -530875.7 nChanged 45 ConsiderDeletion: ComputeScore: Raw -534954.165349 + Penalty 4073.158143 = -530881.007207Iteration 167Q: 21 clusters Score -530881 nChanged 36 ConsiderDeletion: ComputeScore: Raw -534956.981661 + Penalty 4073.158143 = -530883.823518Iteration 168Q: 21 clusters Score -530883.8 nChanged 33 ConsiderDeletion: ComputeScore: Raw -534959.538693 + Penalty 4073.158143 = -530886.380550Iteration 169Q: 21 clusters Score -530886.4 nChanged 21 ConsiderDeletion: ComputeScore: Raw -534961.713329 + Penalty 4073.158143 = -530888.555186Iteration 170Q: 21 clusters Score -530888.6 nChanged 29 ConsiderDeletion: ComputeScore: Raw -534965.430546 + Penalty 4073.158143 = -530892.272404Iteration 171Q: 21 clusters Score -530892.3 nChanged 33 ConsiderDeletion: ComputeScore: Raw -534970.885413 + Penalty 4073.158143 = -530897.727270Iteration 172Q: 21 clusters Score -530897.7 nChanged 29 ConsiderDeletion: ComputeScore: Raw -534975.499125 + Penalty 4073.158143 = -530902.340983Iteration 173Q: 21 clusters Score -530902.3 nChanged 29 ConsiderDeletion: ComputeScore: Raw -534982.382330 + Penalty 4073.158143 = -530909.224187Iteration 174Q: 21 clusters Score -530909.2 nChanged 34 ConsiderDeletion: ComputeScore: Raw -534989.945401 + Penalty 4073.158143 = -530916.787258Iteration 175Q: 21 clusters Score -530916.8 nChanged 28 ConsiderDeletion: ComputeScore: Raw -534995.592465 + Penalty 4073.158143 = -530922.434322Iteration 176Q: 21 clusters Score -530922.4 nChanged 23 ConsiderDeletion: ComputeScore: Raw -534998.410128 + Penalty 4073.158143 = -530925.251986Iteration 177Q: 21 clusters Score -530925.3 nChanged 14 ConsiderDeletion: ComputeScore: Raw -534999.577950 + Penalty 4073.158143 = -530926.419807Iteration 178Q: 21 clusters Score -530926.4 nChanged 8 ConsiderDeletion: ComputeScore: Raw -535000.179652 + Penalty 4073.158143 = -530927.021510Iteration 179Q: 21 clusters Score -530927 nChanged 3 ConsiderDeletion: ComputeScore: Raw -535000.539336 + Penalty 4073.158143 = -530927.381193Iteration 180F: 21 clusters Score -530927.4 nChanged 1 ConsiderDeletion: ComputeScore: Raw -535000.597463 + Penalty 4073.158143 = -530927.439321Iteration 181Q: 21 clusters Score -530927.4 nChanged 0 ConsiderDeletion: ComputeScore: Raw -535000.597463 + Penalty 4073.158143 = -530927.439321Iteration 182F: 21 clusters Score -530927.4 nChanged 0 ComputeScore: Raw -535000.597463 + Penalty 4073.158143 = -530927.439321Trying to split cluster 1 (4080 points) Assigned 2 initial classes randomly. ComputeScore: Raw -38227.658089 + Penalty 149.649341 = -38078.008748 Iteration 0F: 2 clusters Score -38078.01 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -35666.511424 + Penalty 299.298682 = -35367.212743 Iteration 0F: 3 clusters Score -35367.21 nChanged 1904 ComputeScore: Raw -36885.009634 + Penalty 299.298682 = -36585.710952 Iteration 1F: 3 clusters Score -36585.71 nChanged 347 ComputeScore: Raw -37107.002005 + Penalty 299.298682 = -36807.703324 Iteration 2F: 3 clusters Score -36807.7 nChanged 287 ComputeScore: Raw -37298.381749 + Penalty 299.298682 = -36999.083067 Iteration 3F: 3 clusters Score -36999.08 nChanged 223 ComputeScore: Raw -37465.724918 + Penalty 299.298682 = -37166.426236 Iteration 4F: 3 clusters Score -37166.43 nChanged 179 ComputeScore: Raw -37617.060344 + Penalty 299.298682 = -37317.761662 Iteration 5Q: 3 clusters Score -37317.76 nChanged 126 ComputeScore: Raw -37723.737276 + Penalty 299.298682 = -37424.438594 Iteration 6Q: 3 clusters Score -37424.44 nChanged 110 ComputeScore: Raw -37832.037898 + Penalty 299.298682 = -37532.739216 Iteration 7Q: 3 clusters Score -37532.74 nChanged 98 ComputeScore: Raw -37903.561404 + Penalty 299.298682 = -37604.262722 Iteration 8Q: 3 clusters Score -37604.26 nChanged 77 ComputeScore: Raw -37944.792998 + Penalty 299.298682 = -37645.494316 Iteration 9Q: 3 clusters Score -37645.49 nChanged 60 ComputeScore: Raw -37980.378282 + Penalty 299.298682 = -37681.079600 Iteration 10Q: 3 clusters Score -37681.08 nChanged 57 ComputeScore: Raw -38018.590569 + Penalty 299.298682 = -37719.291887 Iteration 11Q: 3 clusters Score -37719.29 nChanged 56 ComputeScore: Raw -38076.828226 + Penalty 299.298682 = -37777.529544 Iteration 12Q: 3 clusters Score -37777.53 nChanged 59 ComputeScore: Raw -38149.587785 + Penalty 299.298682 = -37850.289103 Iteration 13Q: 3 clusters Score -37850.29 nChanged 51 ComputeScore: Raw -38221.756834 + Penalty 299.298682 = -37922.458152 Iteration 14Q: 3 clusters Score -37922.46 nChanged 39 ComputeScore: Raw -38273.570861 + Penalty 299.298682 = -37974.272179 Iteration 15Q: 3 clusters Score -37974.27 nChanged 41 ComputeScore: Raw -38319.134251 + Penalty 299.298682 = -38019.835569 Iteration 16Q: 3 clusters Score -38019.84 nChanged 32 ComputeScore: Raw -38351.174718 + Penalty 299.298682 = -38051.876036 Iteration 17Q: 3 clusters Score -38051.88 nChanged 31 ComputeScore: Raw -38378.695982 + Penalty 299.298682 = -38079.397301 Iteration 18Q: 3 clusters Score -38079.4 nChanged 32 ComputeScore: Raw -38400.778214 + Penalty 299.298682 = -38101.479533 Iteration 19Q: 3 clusters Score -38101.48 nChanged 33 ComputeScore: Raw -38434.066445 + Penalty 299.298682 = -38134.767764 Iteration 20F: 3 clusters Score -38134.77 nChanged 36 ComputeScore: Raw -38480.901338 + Penalty 299.298682 = -38181.602657 Iteration 21Q: 3 clusters Score -38181.6 nChanged 32 ComputeScore: Raw -38512.546776 + Penalty 299.298682 = -38213.248094 Iteration 22Q: 3 clusters Score -38213.25 nChanged 33 ComputeScore: Raw -38534.277859 + Penalty 299.298682 = -38234.979177 Iteration 23Q: 3 clusters Score -38234.98 nChanged 29 ComputeScore: Raw -38545.696056 + Penalty 299.298682 = -38246.397375 Iteration 24Q: 3 clusters Score -38246.4 nChanged 26 ComputeScore: Raw -38560.317284 + Penalty 299.298682 = -38261.018603 Iteration 25Q: 3 clusters Score -38261.02 nChanged 28 ComputeScore: Raw -38572.202568 + Penalty 299.298682 = -38272.903886 Iteration 26Q: 3 clusters Score -38272.9 nChanged 13 ComputeScore: Raw -38575.448662 + Penalty 299.298682 = -38276.149981 Iteration 27Q: 3 clusters Score -38276.15 nChanged 14 ComputeScore: Raw -38579.798617 + Penalty 299.298682 = -38280.499935 Iteration 28Q: 3 clusters Score -38280.5 nChanged 11 ComputeScore: Raw -38583.823605 + Penalty 299.298682 = -38284.524924 Iteration 29Q: 3 clusters Score -38284.52 nChanged 11 ComputeScore: Raw -38586.525769 + Penalty 299.298682 = -38287.227087 Iteration 30Q: 3 clusters Score -38287.23 nChanged 7 ComputeScore: Raw -38587.671702 + Penalty 299.298682 = -38288.373020 Iteration 31Q: 3 clusters Score -38288.37 nChanged 4 ComputeScore: Raw -38588.135142 + Penalty 299.298682 = -38288.836461 Iteration 32Q: 3 clusters Score -38288.84 nChanged 3 ComputeScore: Raw -38589.026994 + Penalty 299.298682 = -38289.728312 Iteration 33Q: 3 clusters Score -38289.73 nChanged 2 ComputeScore: Raw -38589.535207 + Penalty 299.298682 = -38290.236526 Iteration 34Q: 3 clusters Score -38290.24 nChanged 4 ComputeScore: Raw -38590.071850 + Penalty 299.298682 = -38290.773169 Iteration 35Q: 3 clusters Score -38290.77 nChanged 2 ComputeScore: Raw -38590.459854 + Penalty 299.298682 = -38291.161173 Iteration 36Q: 3 clusters Score -38291.16 nChanged 2 ComputeScore: Raw -38590.580988 + Penalty 299.298682 = -38291.282306 Iteration 37Q: 3 clusters Score -38291.28 nChanged 2 ComputeScore: Raw -38590.637265 + Penalty 299.298682 = -38291.338583 Iteration 38Q: 3 clusters Score -38291.34 nChanged 0 ComputeScore: Raw -38598.172235 + Penalty 299.298682 = -38298.873553 Iteration 39F: 3 clusters Score -38298.87 nChanged 10 ComputeScore: Raw -38601.132806 + Penalty 299.298682 = -38301.834124 Iteration 40F: 3 clusters Score -38301.83 nChanged 5 ComputeScore: Raw -38602.297696 + Penalty 299.298682 = -38302.999015 Iteration 41Q: 3 clusters Score -38303 nChanged 8 ComputeScore: Raw -38604.409618 + Penalty 299.298682 = -38305.110936 Iteration 42Q: 3 clusters Score -38305.11 nChanged 7 ComputeScore: Raw -38605.338529 + Penalty 299.298682 = -38306.039848 Iteration 43Q: 3 clusters Score -38306.04 nChanged 4 ComputeScore: Raw -38605.646443 + Penalty 299.298682 = -38306.347762 Iteration 44Q: 3 clusters Score -38306.35 nChanged 2 ComputeScore: Raw -38605.832172 + Penalty 299.298682 = -38306.533490 Iteration 45Q: 3 clusters Score -38306.53 nChanged 1 ComputeScore: Raw -38605.854881 + Penalty 299.298682 = -38306.556199 Iteration 46Q: 3 clusters Score -38306.56 nChanged 0 ComputeScore: Raw -38605.854881 + Penalty 299.298682 = -38306.556199 Iteration 47F: 3 clusters Score -38306.56 nChanged 0 ComputeScore: Raw -535378.794255 + Penalty 4276.816050 = -531101.978205Splitting cluster 1 changes total score from -530927.439321 to -531101.978205 So it's getting split into cluster 21. Trying to split cluster 2 (1303 points) Assigned 2 initial classes randomly. ComputeScore: Raw -14703.633025 + Penalty 129.103642 = -14574.529383 Iteration 0F: 2 clusters Score -14574.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -13962.238488 + Penalty 258.207285 = -13704.031204 Iteration 0F: 3 clusters Score -13704.03 nChanged 573 ComputeScore: Raw -14310.419022 + Penalty 258.207285 = -14052.211737 Iteration 1F: 3 clusters Score -14052.21 nChanged 81 ComputeScore: Raw -14350.638525 + Penalty 258.207285 = -14092.431240 Iteration 2F: 3 clusters Score -14092.43 nChanged 79 ComputeScore: Raw -14406.184522 + Penalty 258.207285 = -14147.977237 Iteration 3F: 3 clusters Score -14147.98 nChanged 77 ComputeScore: Raw -14475.448656 + Penalty 258.207285 = -14217.241372 Iteration 4F: 3 clusters Score -14217.24 nChanged 62 ComputeScore: Raw -14533.319790 + Penalty 258.207285 = -14275.112505 Iteration 5Q: 3 clusters Score -14275.11 nChanged 65 ComputeScore: Raw -14589.139287 + Penalty 258.207285 = -14330.932002 Iteration 6Q: 3 clusters Score -14330.93 nChanged 50 ComputeScore: Raw -14622.991948 + Penalty 258.207285 = -14364.784663 Iteration 7Q: 3 clusters Score -14364.78 nChanged 33 ComputeScore: Raw -14649.373752 + Penalty 258.207285 = -14391.166467 Iteration 8Q: 3 clusters Score -14391.17 nChanged 25 ComputeScore: Raw -14665.479435 + Penalty 258.207285 = -14407.272150 Iteration 9Q: 3 clusters Score -14407.27 nChanged 15 ComputeScore: Raw -14672.506846 + Penalty 258.207285 = -14414.299561 Iteration 10Q: 3 clusters Score -14414.3 nChanged 12 ComputeScore: Raw -14683.154850 + Penalty 258.207285 = -14424.947565 Iteration 11Q: 3 clusters Score -14424.95 nChanged 14 ComputeScore: Raw -14701.526705 + Penalty 258.207285 = -14443.319421 Iteration 12Q: 3 clusters Score -14443.32 nChanged 22 ComputeScore: Raw -14710.592507 + Penalty 258.207285 = -14452.385222 Iteration 13Q: 3 clusters Score -14452.39 nChanged 15 ComputeScore: Raw -14719.145603 + Penalty 258.207285 = -14460.938319 Iteration 14Q: 3 clusters Score -14460.94 nChanged 12 ComputeScore: Raw -14723.661877 + Penalty 258.207285 = -14465.454592 Iteration 15Q: 3 clusters Score -14465.45 nChanged 5 ComputeScore: Raw -14725.232159 + Penalty 258.207285 = -14467.024875 Iteration 16Q: 3 clusters Score -14467.02 nChanged 8 ComputeScore: Raw -14726.849975 + Penalty 258.207285 = -14468.642690 Iteration 17Q: 3 clusters Score -14468.64 nChanged 4 ComputeScore: Raw -14727.361503 + Penalty 258.207285 = -14469.154218 Iteration 18Q: 3 clusters Score -14469.15 nChanged 1 ComputeScore: Raw -14727.419413 + Penalty 258.207285 = -14469.212128 Iteration 19Q: 3 clusters Score -14469.21 nChanged 1 ComputeScore: Raw -14727.804784 + Penalty 258.207285 = -14469.597499 Iteration 20F: 3 clusters Score -14469.6 nChanged 2 ComputeScore: Raw -14728.112258 + Penalty 258.207285 = -14469.904974 Iteration 21Q: 3 clusters Score -14469.9 nChanged 2 ComputeScore: Raw -14728.372245 + Penalty 258.207285 = -14470.164960 Iteration 22Q: 3 clusters Score -14470.16 nChanged 0 ComputeScore: Raw -14728.372245 + Penalty 258.207285 = -14470.164960 Iteration 23F: 3 clusters Score -14470.16 nChanged 0 Trying to split cluster 3 (4223 points) Assigned 2 initial classes randomly. ComputeScore: Raw -39230.336911 + Penalty 150.269419 = -39080.067492 Iteration 0F: 2 clusters Score -39080.07 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -36523.926279 + Penalty 300.538838 = -36223.387441 Iteration 0F: 3 clusters Score -36223.39 nChanged 1991 ComputeScore: Raw -37930.757989 + Penalty 300.538838 = -37630.219151 Iteration 1F: 3 clusters Score -37630.22 nChanged 376 ComputeScore: Raw -38209.783297 + Penalty 300.538838 = -37909.244459 Iteration 2F: 3 clusters Score -37909.24 nChanged 323 ComputeScore: Raw -38447.300339 + Penalty 300.538838 = -38146.761501 Iteration 3F: 3 clusters Score -38146.76 nChanged 279 ComputeScore: Raw -38667.296314 + Penalty 300.538838 = -38366.757476 Iteration 4F: 3 clusters Score -38366.76 nChanged 218 ComputeScore: Raw -38861.607898 + Penalty 300.538838 = -38561.069060 Iteration 5F: 3 clusters Score -38561.07 nChanged 168 ComputeScore: Raw -39034.943213 + Penalty 300.538838 = -38734.404375 Iteration 6Q: 3 clusters Score -38734.4 nChanged 90 ComputeScore: Raw -39127.529749 + Penalty 300.538838 = -38826.990911 Iteration 7Q: 3 clusters Score -38826.99 nChanged 48 ComputeScore: Raw -39188.442485 + Penalty 300.538838 = -38887.903647 Iteration 8Q: 3 clusters Score -38887.9 nChanged 24 ComputeScore: Raw -39216.936833 + Penalty 300.538838 = -38916.397995 Iteration 9Q: 3 clusters Score -38916.4 nChanged 14 ComputeScore: Raw -39236.283935 + Penalty 300.538838 = -38935.745097 Iteration 10Q: 3 clusters Score -38935.75 nChanged 10 ComputeScore: Raw -39245.075933 + Penalty 300.538838 = -38944.537095 Iteration 11Q: 3 clusters Score -38944.54 nChanged 10 ComputeScore: Raw -39256.878402 + Penalty 300.538838 = -38956.339564 Iteration 12Q: 3 clusters Score -38956.34 nChanged 5 ComputeScore: Raw -39267.209300 + Penalty 300.538838 = -38966.670462 Iteration 13Q: 3 clusters Score -38966.67 nChanged 4 ComputeScore: Raw -39272.791820 + Penalty 300.538838 = -38972.252982 Iteration 14Q: 3 clusters Score -38972.25 nChanged 6 ComputeScore: Raw -39276.868680 + Penalty 300.538838 = -38976.329842 Iteration 15Q: 3 clusters Score -38976.33 nChanged 4 ComputeScore: Raw -39277.803146 + Penalty 300.538838 = -38977.264308 Iteration 16Q: 3 clusters Score -38977.26 nChanged 1 ComputeScore: Raw -39277.928551 + Penalty 300.538838 = -38977.389713 Iteration 17Q: 3 clusters Score -38977.39 nChanged 0 ComputeScore: Raw -39277.928551 + Penalty 300.538838 = -38977.389713 Iteration 18F: 3 clusters Score -38977.39 nChanged 0 Trying to split cluster 4 (1753 points) Assigned 2 initial classes randomly. ComputeScore: Raw -11389.373574 + Penalty 134.443510 = -11254.930064 Iteration 0F: 2 clusters Score -11254.93 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10340.313290 + Penalty 268.887020 = -10071.426271 Iteration 0F: 3 clusters Score -10071.43 nChanged 770 ComputeScore: Raw -10802.027988 + Penalty 268.887020 = -10533.140968 Iteration 1F: 3 clusters Score -10533.14 nChanged 120 ComputeScore: Raw -10928.078488 + Penalty 268.887020 = -10659.191468 Iteration 2F: 3 clusters Score -10659.19 nChanged 147 ComputeScore: Raw -11086.473907 + Penalty 268.887020 = -10817.586887 Iteration 3F: 3 clusters Score -10817.59 nChanged 130 ComputeScore: Raw -11199.397586 + Penalty 268.887020 = -10930.510566 Iteration 4F: 3 clusters Score -10930.51 nChanged 92 ComputeScore: Raw -11269.772781 + Penalty 268.887020 = -11000.885761 Iteration 5F: 3 clusters Score -11000.89 nChanged 56 ComputeScore: Raw -11298.979854 + Penalty 268.887020 = -11030.092834 Iteration 6Q: 3 clusters Score -11030.09 nChanged 36 ComputeScore: Raw -11312.503950 + Penalty 268.887020 = -11043.616931 Iteration 7Q: 3 clusters Score -11043.62 nChanged 26 ComputeScore: Raw -11318.689897 + Penalty 268.887020 = -11049.802877 Iteration 8Q: 3 clusters Score -11049.8 nChanged 16 ComputeScore: Raw -11323.303226 + Penalty 268.887020 = -11054.416206 Iteration 9Q: 3 clusters Score -11054.42 nChanged 14 ComputeScore: Raw -11326.677670 + Penalty 268.887020 = -11057.790650 Iteration 10Q: 3 clusters Score -11057.79 nChanged 14 ComputeScore: Raw -11330.377611 + Penalty 268.887020 = -11061.490591 Iteration 11Q: 3 clusters Score -11061.49 nChanged 15 ComputeScore: Raw -11334.965244 + Penalty 268.887020 = -11066.078224 Iteration 12Q: 3 clusters Score -11066.08 nChanged 16 ComputeScore: Raw -11340.152242 + Penalty 268.887020 = -11071.265222 Iteration 13Q: 3 clusters Score -11071.27 nChanged 17 ComputeScore: Raw -11347.877367 + Penalty 268.887020 = -11078.990347 Iteration 14Q: 3 clusters Score -11078.99 nChanged 24 ComputeScore: Raw -11355.112817 + Penalty 268.887020 = -11086.225797 Iteration 15Q: 3 clusters Score -11086.23 nChanged 13 ComputeScore: Raw -11358.150989 + Penalty 268.887020 = -11089.263969 Iteration 16Q: 3 clusters Score -11089.26 nChanged 8 ComputeScore: Raw -11360.606346 + Penalty 268.887020 = -11091.719326 Iteration 17Q: 3 clusters Score -11091.72 nChanged 7 ComputeScore: Raw -11362.336415 + Penalty 268.887020 = -11093.449395 Iteration 18Q: 3 clusters Score -11093.45 nChanged 6 ComputeScore: Raw -11363.215488 + Penalty 268.887020 = -11094.328469 Iteration 19Q: 3 clusters Score -11094.33 nChanged 8 ComputeScore: Raw -11364.459150 + Penalty 268.887020 = -11095.572130 Iteration 20F: 3 clusters Score -11095.57 nChanged 4 ComputeScore: Raw -11365.832640 + Penalty 268.887020 = -11096.945620 Iteration 21Q: 3 clusters Score -11096.95 nChanged 4 ComputeScore: Raw -11366.376156 + Penalty 268.887020 = -11097.489136 Iteration 22Q: 3 clusters Score -11097.49 nChanged 3 ComputeScore: Raw -11366.691654 + Penalty 268.887020 = -11097.804634 Iteration 23Q: 3 clusters Score -11097.8 nChanged 1 ComputeScore: Raw -11366.714824 + Penalty 268.887020 = -11097.827804 Iteration 24Q: 3 clusters Score -11097.83 nChanged 0 ComputeScore: Raw -11366.714824 + Penalty 268.887020 = -11097.827804 Iteration 25F: 3 clusters Score -11097.83 nChanged 0 Trying to split cluster 5 (15681 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127751.574204 + Penalty 173.883691 = -127577.690513 Iteration 0F: 2 clusters Score -127577.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -117459.552045 + Penalty 347.767382 = -117111.784663 Iteration 0F: 3 clusters Score -117111.8 nChanged 7528 ComputeScore: Raw -121845.220209 + Penalty 347.767382 = -121497.452827 Iteration 1F: 3 clusters Score -121497.5 nChanged 901 ComputeScore: Raw -122241.381616 + Penalty 347.767382 = -121893.614233 Iteration 2F: 3 clusters Score -121893.6 nChanged 994 ComputeScore: Raw -122752.007136 + Penalty 347.767382 = -122404.239754 Iteration 3F: 3 clusters Score -122404.2 nChanged 1118 ComputeScore: Raw -123406.799183 + Penalty 347.767382 = -123059.031800 Iteration 4F: 3 clusters Score -123059 nChanged 1117 ComputeScore: Raw -124153.397033 + Penalty 347.767382 = -123805.629651 Iteration 5F: 3 clusters Score -123805.6 nChanged 1141 ComputeScore: Raw -125067.313663 + Penalty 347.767382 = -124719.546280 Iteration 6F: 3 clusters Score -124719.5 nChanged 1093 ComputeScore: Raw -126074.856740 + Penalty 347.767382 = -125727.089358 Iteration 7F: 3 clusters Score -125727.1 nChanged 843 ComputeScore: Raw -126912.017034 + Penalty 347.767382 = -126564.249652 Iteration 8F: 3 clusters Score -126564.2 nChanged 514 ComputeScore: Raw -127408.275803 + Penalty 347.767382 = -127060.508420 Iteration 9Q: 3 clusters Score -127060.5 nChanged 222 ComputeScore: Raw -127621.418961 + Penalty 347.767382 = -127273.651579 Iteration 10Q: 3 clusters Score -127273.7 nChanged 100 ComputeScore: Raw -127719.263611 + Penalty 347.767382 = -127371.496229 Iteration 11Q: 3 clusters Score -127371.5 nChanged 35 ComputeScore: Raw -127749.791172 + Penalty 347.767382 = -127402.023790 Iteration 12Q: 3 clusters Score -127402 nChanged 18 ComputeScore: Raw -127761.102473 + Penalty 347.767382 = -127413.335090 Iteration 13Q: 3 clusters Score -127413.3 nChanged 8 ComputeScore: Raw -127764.596528 + Penalty 347.767382 = -127416.829146 Iteration 14Q: 3 clusters Score -127416.8 nChanged 5 ComputeScore: Raw -127767.143417 + Penalty 347.767382 = -127419.376034 Iteration 15Q: 3 clusters Score -127419.4 nChanged 3 ComputeScore: Raw -127770.272100 + Penalty 347.767382 = -127422.504717 Iteration 16Q: 3 clusters Score -127422.5 nChanged 1 ComputeScore: Raw -127770.654480 + Penalty 347.767382 = -127422.887097 Iteration 17Q: 3 clusters Score -127422.9 nChanged 0 ComputeScore: Raw -127770.654480 + Penalty 347.767382 = -127422.887097 Iteration 18F: 3 clusters Score -127422.9 nChanged 0 Trying to split cluster 6 (3405 points) Assigned 2 initial classes randomly. ComputeScore: Raw -34990.478807 + Penalty 146.394004 = -34844.084803 Iteration 0F: 2 clusters Score -34844.08 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -32931.467940 + Penalty 292.788008 = -32638.679932 Iteration 0F: 3 clusters Score -32638.68 nChanged 1560 ComputeScore: Raw -34067.639225 + Penalty 292.788008 = -33774.851217 Iteration 1F: 3 clusters Score -33774.85 nChanged 200 ComputeScore: Raw -34172.439148 + Penalty 292.788008 = -33879.651140 Iteration 2F: 3 clusters Score -33879.65 nChanged 163 ComputeScore: Raw -34252.551897 + Penalty 292.788008 = -33959.763889 Iteration 3Q: 3 clusters Score -33959.76 nChanged 138 ComputeScore: Raw -34324.469014 + Penalty 292.788008 = -34031.681007 Iteration 4Q: 3 clusters Score -34031.68 nChanged 126 ComputeScore: Raw -34392.659772 + Penalty 292.788008 = -34099.871764 Iteration 5Q: 3 clusters Score -34099.87 nChanged 105 ComputeScore: Raw -34439.311604 + Penalty 292.788008 = -34146.523596 Iteration 6Q: 3 clusters Score -34146.52 nChanged 83 ComputeScore: Raw -34462.396783 + Penalty 292.788008 = -34169.608775 Iteration 7Q: 3 clusters Score -34169.61 nChanged 55 ComputeScore: Raw -34478.080751 + Penalty 292.788008 = -34185.292743 Iteration 8Q: 3 clusters Score -34185.29 nChanged 46 ComputeScore: Raw -34492.110339 + Penalty 292.788008 = -34199.322332 Iteration 9Q: 3 clusters Score -34199.32 nChanged 44 ComputeScore: Raw -34507.228662 + Penalty 292.788008 = -34214.440654 Iteration 10Q: 3 clusters Score -34214.44 nChanged 44 ComputeScore: Raw -34523.292971 + Penalty 292.788008 = -34230.504963 Iteration 11Q: 3 clusters Score -34230.5 nChanged 54 ComputeScore: Raw -34547.544251 + Penalty 292.788008 = -34254.756243 Iteration 12Q: 3 clusters Score -34254.76 nChanged 60 ComputeScore: Raw -34574.298623 + Penalty 292.788008 = -34281.510615 Iteration 13Q: 3 clusters Score -34281.51 nChanged 57 ComputeScore: Raw -34594.860880 + Penalty 292.788008 = -34302.072873 Iteration 14Q: 3 clusters Score -34302.07 nChanged 69 ComputeScore: Raw -34624.223931 + Penalty 292.788008 = -34331.435924 Iteration 15Q: 3 clusters Score -34331.44 nChanged 70 ComputeScore: Raw -34653.983449 + Penalty 292.788008 = -34361.195441 Iteration 16Q: 3 clusters Score -34361.2 nChanged 67 ComputeScore: Raw -34686.178946 + Penalty 292.788008 = -34393.390938 Iteration 17Q: 3 clusters Score -34393.39 nChanged 57 ComputeScore: Raw -34710.204733 + Penalty 292.788008 = -34417.416725 Iteration 18Q: 3 clusters Score -34417.42 nChanged 59 ComputeScore: Raw -34742.829174 + Penalty 292.788008 = -34450.041166 Iteration 19Q: 3 clusters Score -34450.04 nChanged 65 ComputeScore: Raw -34786.257101 + Penalty 292.788008 = -34493.469093 Iteration 20F: 3 clusters Score -34493.47 nChanged 73 ComputeScore: Raw -34838.641244 + Penalty 292.788008 = -34545.853237 Iteration 21Q: 3 clusters Score -34545.85 nChanged 86 ComputeScore: Raw -34915.866519 + Penalty 292.788008 = -34623.078512 Iteration 22Q: 3 clusters Score -34623.08 nChanged 81 ComputeScore: Raw -35047.168765 + Penalty 292.788008 = -34754.380757 Iteration 23Q: 3 clusters Score -34754.38 nChanged 77 ComputeScore: Raw -35230.049100 + Penalty 292.788008 = -34937.261093 Iteration 24Q: 3 clusters Score -34937.26 nChanged 51 ComputeScore: Raw -35334.832364 + Penalty 292.788008 = -35042.044356 Iteration 25Q: 3 clusters Score -35042.04 nChanged 31 ComputeScore: Raw -35360.903089 + Penalty 292.788008 = -35068.115081 Iteration 26Q: 3 clusters Score -35068.12 nChanged 11 ComputeScore: Raw -35363.458816 + Penalty 292.788008 = -35070.670808 Iteration 27Q: 3 clusters Score -35070.67 nChanged 2 ComputeScore: Raw -35363.715725 + Penalty 292.788008 = -35070.927717 Iteration 28Q: 3 clusters Score -35070.93 nChanged 1 ComputeScore: Raw -35363.881317 + Penalty 292.788008 = -35071.093309 Iteration 29Q: 3 clusters Score -35071.09 nChanged 1 ComputeScore: Raw -35364.015359 + Penalty 292.788008 = -35071.227351 Iteration 30Q: 3 clusters Score -35071.23 nChanged 1 ComputeScore: Raw -35364.112860 + Penalty 292.788008 = -35071.324852 Iteration 31Q: 3 clusters Score -35071.32 nChanged 1 ComputeScore: Raw -35364.279076 + Penalty 292.788008 = -35071.491068 Iteration 32Q: 3 clusters Score -35071.49 nChanged 0 ComputeScore: Raw -35364.279076 + Penalty 292.788008 = -35071.491068 Iteration 33F: 3 clusters Score -35071.49 nChanged 0 ComputeScore: Raw -535752.594524 + Penalty 4480.473957 = -531272.120568Splitting cluster 6 changes total score from -530927.439321 to -531272.120568 So it's getting split into cluster 22. Trying to split cluster 7 (5699 points) Assigned 2 initial classes randomly. ComputeScore: Raw -53970.725853 + Penalty 155.664828 = -53815.061025 Iteration 0F: 2 clusters Score -53815.06 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -50380.053201 + Penalty 311.329656 = -50068.723545 Iteration 0F: 3 clusters Score -50068.72 nChanged 2668 ComputeScore: Raw -52052.513501 + Penalty 311.329656 = -51741.183845 Iteration 1F: 3 clusters Score -51741.18 nChanged 551 ComputeScore: Raw -52476.977128 + Penalty 311.329656 = -52165.647472 Iteration 2F: 3 clusters Score -52165.65 nChanged 564 ComputeScore: Raw -52994.000274 + Penalty 311.329656 = -52682.670618 Iteration 3F: 3 clusters Score -52682.67 nChanged 454 ComputeScore: Raw -53494.461302 + Penalty 311.329656 = -53183.131646 Iteration 4F: 3 clusters Score -53183.13 nChanged 290 ComputeScore: Raw -53818.298084 + Penalty 311.329656 = -53506.968428 Iteration 5F: 3 clusters Score -53506.97 nChanged 123 ComputeScore: Raw -53944.175307 + Penalty 311.329656 = -53632.845651 Iteration 6Q: 3 clusters Score -53632.85 nChanged 20 ComputeScore: Raw -53967.552778 + Penalty 311.329656 = -53656.223122 Iteration 7Q: 3 clusters Score -53656.22 nChanged 6 ComputeScore: Raw -53987.464011 + Penalty 311.329656 = -53676.134355 Iteration 8Q: 3 clusters Score -53676.13 nChanged 2 ComputeScore: Raw -54015.932187 + Penalty 311.329656 = -53704.602531 Iteration 9Q: 3 clusters Score -53704.6 nChanged 0 ComputeScore: Raw -54015.932187 + Penalty 311.329656 = -53704.602531 Iteration 10F: 3 clusters Score -53704.6 nChanged 0 Trying to split cluster 8 (1335 points) Assigned 2 initial classes randomly. ComputeScore: Raw -15727.014418 + Penalty 129.540358 = -15597.474059 Iteration 0F: 2 clusters Score -15597.47 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -14950.718209 + Penalty 259.080717 = -14691.637492 Iteration 0F: 3 clusters Score -14691.64 nChanged 578 ComputeScore: Raw -15298.048901 + Penalty 259.080717 = -15038.968184 Iteration 1F: 3 clusters Score -15038.97 nChanged 92 ComputeScore: Raw -15359.413121 + Penalty 259.080717 = -15100.332404 Iteration 2F: 3 clusters Score -15100.33 nChanged 67 ComputeScore: Raw -15403.718362 + Penalty 259.080717 = -15144.637645 Iteration 3F: 3 clusters Score -15144.64 nChanged 55 ComputeScore: Raw -15447.644385 + Penalty 259.080717 = -15188.563669 Iteration 4Q: 3 clusters Score -15188.56 nChanged 63 ComputeScore: Raw -15482.820047 + Penalty 259.080717 = -15223.739330 Iteration 5Q: 3 clusters Score -15223.74 nChanged 39 ComputeScore: Raw -15497.367790 + Penalty 259.080717 = -15238.287074 Iteration 6Q: 3 clusters Score -15238.29 nChanged 34 ComputeScore: Raw -15510.051596 + Penalty 259.080717 = -15250.970879 Iteration 7Q: 3 clusters Score -15250.97 nChanged 19 ComputeScore: Raw -15514.978428 + Penalty 259.080717 = -15255.897711 Iteration 8Q: 3 clusters Score -15255.9 nChanged 22 ComputeScore: Raw -15517.499866 + Penalty 259.080717 = -15258.419149 Iteration 9Q: 3 clusters Score -15258.42 nChanged 7 ComputeScore: Raw -15518.046947 + Penalty 259.080717 = -15258.966230 Iteration 10Q: 3 clusters Score -15258.97 nChanged 3 ComputeScore: Raw -15518.478353 + Penalty 259.080717 = -15259.397637 Iteration 11Q: 3 clusters Score -15259.4 nChanged 3 ComputeScore: Raw -15519.081285 + Penalty 259.080717 = -15260.000568 Iteration 12Q: 3 clusters Score -15260 nChanged 2 ComputeScore: Raw -15519.311095 + Penalty 259.080717 = -15260.230379 Iteration 13Q: 3 clusters Score -15260.23 nChanged 2 ComputeScore: Raw -15519.414911 + Penalty 259.080717 = -15260.334194 Iteration 14Q: 3 clusters Score -15260.33 nChanged 6 ComputeScore: Raw -15520.276130 + Penalty 259.080717 = -15261.195414 Iteration 15Q: 3 clusters Score -15261.2 nChanged 8 ComputeScore: Raw -15522.131437 + Penalty 259.080717 = -15263.050720 Iteration 16Q: 3 clusters Score -15263.05 nChanged 9 ComputeScore: Raw -15523.926505 + Penalty 259.080717 = -15264.845788 Iteration 17Q: 3 clusters Score -15264.85 nChanged 15 ComputeScore: Raw -15529.478751 + Penalty 259.080717 = -15270.398035 Iteration 18Q: 3 clusters Score -15270.4 nChanged 22 ComputeScore: Raw -15535.958227 + Penalty 259.080717 = -15276.877510 Iteration 19Q: 3 clusters Score -15276.88 nChanged 19 ComputeScore: Raw -15541.930280 + Penalty 259.080717 = -15282.849563 Iteration 20F: 3 clusters Score -15282.85 nChanged 19 ComputeScore: Raw -15546.328918 + Penalty 259.080717 = -15287.248201 Iteration 21Q: 3 clusters Score -15287.25 nChanged 15 ComputeScore: Raw -15549.579216 + Penalty 259.080717 = -15290.498499 Iteration 22Q: 3 clusters Score -15290.5 nChanged 18 ComputeScore: Raw -15555.457696 + Penalty 259.080717 = -15296.376979 Iteration 23Q: 3 clusters Score -15296.38 nChanged 26 ComputeScore: Raw -15566.083873 + Penalty 259.080717 = -15307.003156 Iteration 24Q: 3 clusters Score -15307 nChanged 33 ComputeScore: Raw -15581.898303 + Penalty 259.080717 = -15322.817587 Iteration 25Q: 3 clusters Score -15322.82 nChanged 26 ComputeScore: Raw -15593.051134 + Penalty 259.080717 = -15333.970417 Iteration 26Q: 3 clusters Score -15333.97 nChanged 22 ComputeScore: Raw -15604.089251 + Penalty 259.080717 = -15345.008535 Iteration 27Q: 3 clusters Score -15345.01 nChanged 38 ComputeScore: Raw -15627.170458 + Penalty 259.080717 = -15368.089741 Iteration 28Q: 3 clusters Score -15368.09 nChanged 43 ComputeScore: Raw -15653.288907 + Penalty 259.080717 = -15394.208190 Iteration 29Q: 3 clusters Score -15394.21 nChanged 34 ComputeScore: Raw -15673.851893 + Penalty 259.080717 = -15414.771177 Iteration 30Q: 3 clusters Score -15414.77 nChanged 37 ComputeScore: Raw -15697.846111 + Penalty 259.080717 = -15438.765395 Iteration 31Q: 3 clusters Score -15438.77 nChanged 27 ComputeScore: Raw -15713.667282 + Penalty 259.080717 = -15454.586565 Iteration 32Q: 3 clusters Score -15454.59 nChanged 25 ComputeScore: Raw -15726.297797 + Penalty 259.080717 = -15467.217080 Iteration 33Q: 3 clusters Score -15467.22 nChanged 21 ComputeScore: Raw -15739.380179 + Penalty 259.080717 = -15480.299462 Iteration 34Q: 3 clusters Score -15480.3 nChanged 23 ComputeScore: Raw -15757.212420 + Penalty 259.080717 = -15498.131703 Iteration 35Q: 3 clusters Score -15498.13 nChanged 22 ComputeScore: Raw -15775.745443 + Penalty 259.080717 = -15516.664726 Iteration 36Q: 3 clusters Score -15516.66 nChanged 19 ComputeScore: Raw -15800.486439 + Penalty 259.080717 = -15541.405723 Iteration 37Q: 3 clusters Score -15541.41 nChanged 16 ComputeScore: Raw -15833.484027 + Penalty 259.080717 = -15574.403310 Iteration 38Q: 3 clusters Score -15574.4 nChanged 14 ComputeScore: Raw -15902.105814 + Penalty 259.080717 = -15643.025098 Iteration 39Q: 3 clusters Score -15643.03 nChanged 6 ComputeScore: Raw -15936.666783 + Penalty 259.080717 = -15677.586066 Iteration 40F: 3 clusters Score -15677.59 nChanged 4 ComputeScore: Raw -15952.726357 + Penalty 259.080717 = -15693.645640 Iteration 41Q: 3 clusters Score -15693.65 nChanged 2 ComputeScore: Raw -15962.997381 + Penalty 259.080717 = -15703.916664 Iteration 42Q: 3 clusters Score -15703.92 nChanged 1 ComputeScore: Raw -15964.452720 + Penalty 259.080717 = -15705.372003 Iteration 43Q: 3 clusters Score -15705.37 nChanged 0 ComputeScore: Raw -15964.452720 + Penalty 259.080717 = -15705.372003 Iteration 44F: 3 clusters Score -15705.37 nChanged 0 ComputeScore: Raw -535990.032826 + Penalty 4684.131864 = -531305.900962Splitting cluster 8 changes total score from -530927.439321 to -531305.900962 So it's getting split into cluster 23. Trying to split cluster 9 (10503 points) Assigned 2 initial classes randomly. ComputeScore: Raw -91832.753511 + Penalty 166.669492 = -91666.084020 Iteration 0F: 2 clusters Score -91666.08 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -85008.368462 + Penalty 333.338984 = -84675.029479 Iteration 0F: 3 clusters Score -84675.03 nChanged 4978 ComputeScore: Raw -88204.790730 + Penalty 333.338984 = -87871.451747 Iteration 1F: 3 clusters Score -87871.45 nChanged 822 ComputeScore: Raw -88721.808944 + Penalty 333.338984 = -88388.469960 Iteration 2F: 3 clusters Score -88388.47 nChanged 707 ComputeScore: Raw -89281.223305 + Penalty 333.338984 = -88947.884322 Iteration 3F: 3 clusters Score -88947.88 nChanged 660 ComputeScore: Raw -89848.044917 + Penalty 333.338984 = -89514.705934 Iteration 4F: 3 clusters Score -89514.71 nChanged 542 ComputeScore: Raw -90167.411722 + Penalty 333.338984 = -89834.072739 Iteration 5F: 3 clusters Score -89834.07 nChanged 339 ComputeScore: Raw -90321.373143 + Penalty 333.338984 = -89988.034159 Iteration 6Q: 3 clusters Score -89988.03 nChanged 243 ComputeScore: Raw -90431.321016 + Penalty 333.338984 = -90097.982033 Iteration 7Q: 3 clusters Score -90097.98 nChanged 195 ComputeScore: Raw -90519.383363 + Penalty 333.338984 = -90186.044379 Iteration 8Q: 3 clusters Score -90186.04 nChanged 202 ComputeScore: Raw -90611.267373 + Penalty 333.338984 = -90277.928389 Iteration 9Q: 3 clusters Score -90277.93 nChanged 184 ComputeScore: Raw -90698.000878 + Penalty 333.338984 = -90364.661895 Iteration 10Q: 3 clusters Score -90364.66 nChanged 192 ComputeScore: Raw -90770.371456 + Penalty 333.338984 = -90437.032472 Iteration 11Q: 3 clusters Score -90437.03 nChanged 179 ComputeScore: Raw -90836.279329 + Penalty 333.338984 = -90502.940346 Iteration 12Q: 3 clusters Score -90502.94 nChanged 165 ComputeScore: Raw -90890.475405 + Penalty 333.338984 = -90557.136421 Iteration 13Q: 3 clusters Score -90557.14 nChanged 137 ComputeScore: Raw -90927.703191 + Penalty 333.338984 = -90594.364207 Iteration 14Q: 3 clusters Score -90594.36 nChanged 127 ComputeScore: Raw -90966.053291 + Penalty 333.338984 = -90632.714308 Iteration 15Q: 3 clusters Score -90632.71 nChanged 124 ComputeScore: Raw -91002.304774 + Penalty 333.338984 = -90668.965790 Iteration 16Q: 3 clusters Score -90668.97 nChanged 127 ComputeScore: Raw -91035.660648 + Penalty 333.338984 = -90702.321665 Iteration 17Q: 3 clusters Score -90702.32 nChanged 108 ComputeScore: Raw -91062.395730 + Penalty 333.338984 = -90729.056747 Iteration 18Q: 3 clusters Score -90729.06 nChanged 102 ComputeScore: Raw -91086.199875 + Penalty 333.338984 = -90752.860891 Iteration 19Q: 3 clusters Score -90752.86 nChanged 87 ComputeScore: Raw -91106.232364 + Penalty 333.338984 = -90772.893380 Iteration 20F: 3 clusters Score -90772.89 nChanged 70 ComputeScore: Raw -91121.521933 + Penalty 333.338984 = -90788.182950 Iteration 21Q: 3 clusters Score -90788.18 nChanged 67 ComputeScore: Raw -91136.012824 + Penalty 333.338984 = -90802.673840 Iteration 22Q: 3 clusters Score -90802.67 nChanged 82 ComputeScore: Raw -91153.782660 + Penalty 333.338984 = -90820.443676 Iteration 23Q: 3 clusters Score -90820.44 nChanged 69 ComputeScore: Raw -91164.932493 + Penalty 333.338984 = -90831.593510 Iteration 24Q: 3 clusters Score -90831.59 nChanged 60 ComputeScore: Raw -91176.876639 + Penalty 333.338984 = -90843.537655 Iteration 25Q: 3 clusters Score -90843.54 nChanged 73 ComputeScore: Raw -91202.053667 + Penalty 333.338984 = -90868.714683 Iteration 26Q: 3 clusters Score -90868.71 nChanged 90 ComputeScore: Raw -91231.046241 + Penalty 333.338984 = -90897.707257 Iteration 27Q: 3 clusters Score -90897.71 nChanged 89 ComputeScore: Raw -91260.641475 + Penalty 333.338984 = -90927.302491 Iteration 28Q: 3 clusters Score -90927.3 nChanged 107 ComputeScore: Raw -91300.300686 + Penalty 333.338984 = -90966.961702 Iteration 29Q: 3 clusters Score -90966.96 nChanged 104 ComputeScore: Raw -91340.382795 + Penalty 333.338984 = -91007.043812 Iteration 30Q: 3 clusters Score -91007.04 nChanged 90 ComputeScore: Raw -91364.038407 + Penalty 333.338984 = -91030.699424 Iteration 31Q: 3 clusters Score -91030.7 nChanged 66 ComputeScore: Raw -91378.372903 + Penalty 333.338984 = -91045.033919 Iteration 32Q: 3 clusters Score -91045.03 nChanged 60 ComputeScore: Raw -91390.924806 + Penalty 333.338984 = -91057.585822 Iteration 33Q: 3 clusters Score -91057.59 nChanged 58 ComputeScore: Raw -91399.884033 + Penalty 333.338984 = -91066.545049 Iteration 34Q: 3 clusters Score -91066.55 nChanged 44 ComputeScore: Raw -91405.805171 + Penalty 333.338984 = -91072.466187 Iteration 35Q: 3 clusters Score -91072.47 nChanged 35 ComputeScore: Raw -91408.861672 + Penalty 333.338984 = -91075.522688 Iteration 36Q: 3 clusters Score -91075.52 nChanged 26 ComputeScore: Raw -91410.812058 + Penalty 333.338984 = -91077.473075 Iteration 37Q: 3 clusters Score -91077.47 nChanged 22 ComputeScore: Raw -91412.569680 + Penalty 333.338984 = -91079.230697 Iteration 38Q: 3 clusters Score -91079.23 nChanged 16 ComputeScore: Raw -91413.605613 + Penalty 333.338984 = -91080.266629 Iteration 39Q: 3 clusters Score -91080.27 nChanged 14 ComputeScore: Raw -91414.591997 + Penalty 333.338984 = -91081.253013 Iteration 40F: 3 clusters Score -91081.25 nChanged 15 ComputeScore: Raw -91415.520536 + Penalty 333.338984 = -91082.181553 Iteration 41Q: 3 clusters Score -91082.18 nChanged 18 ComputeScore: Raw -91416.951336 + Penalty 333.338984 = -91083.612352 Iteration 42Q: 3 clusters Score -91083.61 nChanged 11 ComputeScore: Raw -91417.442584 + Penalty 333.338984 = -91084.103600 Iteration 43Q: 3 clusters Score -91084.1 nChanged 7 ComputeScore: Raw -91417.694766 + Penalty 333.338984 = -91084.355783 Iteration 44Q: 3 clusters Score -91084.36 nChanged 4 ComputeScore: Raw -91417.823330 + Penalty 333.338984 = -91084.484347 Iteration 45Q: 3 clusters Score -91084.48 nChanged 4 ComputeScore: Raw -91417.960968 + Penalty 333.338984 = -91084.621985 Iteration 46Q: 3 clusters Score -91084.62 nChanged 6 ComputeScore: Raw -91418.082744 + Penalty 333.338984 = -91084.743761 Iteration 47Q: 3 clusters Score -91084.74 nChanged 5 ComputeScore: Raw -91418.196748 + Penalty 333.338984 = -91084.857765 Iteration 48Q: 3 clusters Score -91084.86 nChanged 2 ComputeScore: Raw -91418.235706 + Penalty 333.338984 = -91084.896723 Iteration 49Q: 3 clusters Score -91084.9 nChanged 4 ComputeScore: Raw -91418.339537 + Penalty 333.338984 = -91085.000554 Iteration 50Q: 3 clusters Score -91085 nChanged 5 ComputeScore: Raw -91418.428015 + Penalty 333.338984 = -91085.089031 Iteration 51Q: 3 clusters Score -91085.09 nChanged 4 ComputeScore: Raw -91418.589626 + Penalty 333.338984 = -91085.250642 Iteration 52Q: 3 clusters Score -91085.25 nChanged 5 ComputeScore: Raw -91418.763605 + Penalty 333.338984 = -91085.424621 Iteration 53Q: 3 clusters Score -91085.42 nChanged 5 ComputeScore: Raw -91418.954050 + Penalty 333.338984 = -91085.615066 Iteration 54Q: 3 clusters Score -91085.62 nChanged 9 ComputeScore: Raw -91419.450372 + Penalty 333.338984 = -91086.111389 Iteration 55Q: 3 clusters Score -91086.11 nChanged 8 ComputeScore: Raw -91419.914103 + Penalty 333.338984 = -91086.575119 Iteration 56Q: 3 clusters Score -91086.58 nChanged 12 ComputeScore: Raw -91420.312662 + Penalty 333.338984 = -91086.973679 Iteration 57Q: 3 clusters Score -91086.97 nChanged 8 ComputeScore: Raw -91420.555497 + Penalty 333.338984 = -91087.216513 Iteration 58Q: 3 clusters Score -91087.22 nChanged 5 ComputeScore: Raw -91420.704448 + Penalty 333.338984 = -91087.365465 Iteration 59Q: 3 clusters Score -91087.37 nChanged 4 ComputeScore: Raw -91420.761448 + Penalty 333.338984 = -91087.422464 Iteration 60F: 3 clusters Score -91087.42 nChanged 1 ComputeScore: Raw -91420.770159 + Penalty 333.338984 = -91087.431175 Iteration 61Q: 3 clusters Score -91087.43 nChanged 2 ComputeScore: Raw -91420.842589 + Penalty 333.338984 = -91087.503606 Iteration 62Q: 3 clusters Score -91087.5 nChanged 2 ComputeScore: Raw -91420.882215 + Penalty 333.338984 = -91087.543231 Iteration 63Q: 3 clusters Score -91087.54 nChanged 3 ComputeScore: Raw -91420.915955 + Penalty 333.338984 = -91087.576972 Iteration 64Q: 3 clusters Score -91087.58 nChanged 2 ComputeScore: Raw -91420.937976 + Penalty 333.338984 = -91087.598992 Iteration 65Q: 3 clusters Score -91087.6 nChanged 3 ComputeScore: Raw -91421.047419 + Penalty 333.338984 = -91087.708436 Iteration 66Q: 3 clusters Score -91087.71 nChanged 4 ComputeScore: Raw -91421.230879 + Penalty 333.338984 = -91087.891895 Iteration 67Q: 3 clusters Score -91087.89 nChanged 7 ComputeScore: Raw -91421.479486 + Penalty 333.338984 = -91088.140502 Iteration 68Q: 3 clusters Score -91088.14 nChanged 5 ComputeScore: Raw -91421.664822 + Penalty 333.338984 = -91088.325839 Iteration 69Q: 3 clusters Score -91088.33 nChanged 9 ComputeScore: Raw -91422.094508 + Penalty 333.338984 = -91088.755524 Iteration 70Q: 3 clusters Score -91088.76 nChanged 7 ComputeScore: Raw -91422.414872 + Penalty 333.338984 = -91089.075888 Iteration 71Q: 3 clusters Score -91089.08 nChanged 10 ComputeScore: Raw -91422.850724 + Penalty 333.338984 = -91089.511740 Iteration 72Q: 3 clusters Score -91089.51 nChanged 7 ComputeScore: Raw -91423.068683 + Penalty 333.338984 = -91089.729700 Iteration 73Q: 3 clusters Score -91089.73 nChanged 8 ComputeScore: Raw -91423.295129 + Penalty 333.338984 = -91089.956145 Iteration 74Q: 3 clusters Score -91089.96 nChanged 3 ComputeScore: Raw -91423.356630 + Penalty 333.338984 = -91090.017646 Iteration 75Q: 3 clusters Score -91090.02 nChanged 1 ComputeScore: Raw -91423.377147 + Penalty 333.338984 = -91090.038164 Iteration 76Q: 3 clusters Score -91090.04 nChanged 2 ComputeScore: Raw -91423.407002 + Penalty 333.338984 = -91090.068019 Iteration 77Q: 3 clusters Score -91090.07 nChanged 2 ComputeScore: Raw -91423.438243 + Penalty 333.338984 = -91090.099259 Iteration 78Q: 3 clusters Score -91090.1 nChanged 4 ComputeScore: Raw -91423.499116 + Penalty 333.338984 = -91090.160132 Iteration 79Q: 3 clusters Score -91090.16 nChanged 3 ComputeScore: Raw -91423.580362 + Penalty 333.338984 = -91090.241379 Iteration 80F: 3 clusters Score -91090.24 nChanged 2 ComputeScore: Raw -91423.641893 + Penalty 333.338984 = -91090.302910 Iteration 81Q: 3 clusters Score -91090.3 nChanged 3 ComputeScore: Raw -91423.695242 + Penalty 333.338984 = -91090.356258 Iteration 82Q: 3 clusters Score -91090.36 nChanged 3 ComputeScore: Raw -91423.766346 + Penalty 333.338984 = -91090.427362 Iteration 83Q: 3 clusters Score -91090.43 nChanged 2 ComputeScore: Raw -91423.791898 + Penalty 333.338984 = -91090.452915 Iteration 84Q: 3 clusters Score -91090.45 nChanged 2 ComputeScore: Raw -91423.812225 + Penalty 333.338984 = -91090.473241 Iteration 85Q: 3 clusters Score -91090.47 nChanged 1 ComputeScore: Raw -91423.817349 + Penalty 333.338984 = -91090.478365 Iteration 86Q: 3 clusters Score -91090.48 nChanged 0 ComputeScore: Raw -91423.817349 + Penalty 333.338984 = -91090.478365 Iteration 87F: 3 clusters Score -91090.48 nChanged 0 Trying to split cluster 10 (642 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7714.863316 + Penalty 116.362589 = -7598.500727 Iteration 0F: 2 clusters Score -7598.501 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7386.106035 + Penalty 232.725179 = -7153.380856 Iteration 0F: 3 clusters Score -7153.381 nChanged 266 ComputeScore: Raw -7569.944999 + Penalty 232.725179 = -7337.219820 Iteration 1F: 3 clusters Score -7337.22 nChanged 48 ComputeScore: Raw -7597.452996 + Penalty 232.725179 = -7364.727818 Iteration 2F: 3 clusters Score -7364.728 nChanged 28 ComputeScore: Raw -7616.890934 + Penalty 232.725179 = -7384.165755 Iteration 3Q: 3 clusters Score -7384.166 nChanged 23 ComputeScore: Raw -7642.577494 + Penalty 232.725179 = -7409.852315 Iteration 4Q: 3 clusters Score -7409.852 nChanged 25 ComputeScore: Raw -7670.134994 + Penalty 232.725179 = -7437.409815 Iteration 5Q: 3 clusters Score -7437.41 nChanged 23 ComputeScore: Raw -7682.804937 + Penalty 232.725179 = -7450.079758 Iteration 6Q: 3 clusters Score -7450.08 nChanged 11 ComputeScore: Raw -7689.860954 + Penalty 232.725179 = -7457.135775 Iteration 7Q: 3 clusters Score -7457.136 nChanged 12 ComputeScore: Raw -7700.113542 + Penalty 232.725179 = -7467.388363 Iteration 8Q: 3 clusters Score -7467.388 nChanged 8 ComputeScore: Raw -7707.544358 + Penalty 232.725179 = -7474.819179 Iteration 9Q: 3 clusters Score -7474.819 nChanged 5 ComputeScore: Raw -7710.558116 + Penalty 232.725179 = -7477.832937 Iteration 10Q: 3 clusters Score -7477.833 nChanged 6 ComputeScore: Raw -7714.529661 + Penalty 232.725179 = -7481.804482 Iteration 11Q: 3 clusters Score -7481.804 nChanged 3 ComputeScore: Raw -7714.830564 + Penalty 232.725179 = -7482.105385 Iteration 12Q: 3 clusters Score -7482.105 nChanged 1 ComputeScore: Raw -7714.909995 + Penalty 232.725179 = -7482.184816 Iteration 13Q: 3 clusters Score -7482.185 nChanged 2 ComputeScore: Raw -7715.379569 + Penalty 232.725179 = -7482.654390 Iteration 14Q: 3 clusters Score -7482.654 nChanged 1 ComputeScore: Raw -7715.511493 + Penalty 232.725179 = -7482.786314 Iteration 15Q: 3 clusters Score -7482.786 nChanged 1 ComputeScore: Raw -7715.619311 + Penalty 232.725179 = -7482.894132 Iteration 16Q: 3 clusters Score -7482.894 nChanged 2 ComputeScore: Raw -7716.038574 + Penalty 232.725179 = -7483.313395 Iteration 17Q: 3 clusters Score -7483.313 nChanged 2 ComputeScore: Raw -7716.391999 + Penalty 232.725179 = -7483.666820 Iteration 18Q: 3 clusters Score -7483.667 nChanged 0 ComputeScore: Raw -7716.391999 + Penalty 232.725179 = -7483.666820 Iteration 19F: 3 clusters Score -7483.667 nChanged 0 Trying to split cluster 11 (385 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4753.034191 + Penalty 107.158380 = -4645.875811 Iteration 0F: 2 clusters Score -4645.876 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4565.886872 + Penalty 214.316760 = -4351.570112 Iteration 0F: 3 clusters Score -4351.57 nChanged 159 ComputeScore: Raw -4666.272136 + Penalty 214.316760 = -4451.955376 Iteration 1F: 3 clusters Score -4451.955 nChanged 42 ComputeScore: Raw -4698.726198 + Penalty 214.316760 = -4484.409438 Iteration 2F: 3 clusters Score -4484.409 nChanged 25 ComputeScore: Raw -4715.454929 + Penalty 214.316760 = -4501.138169 Iteration 3F: 3 clusters Score -4501.138 nChanged 16 ComputeScore: Raw -4726.521256 + Penalty 214.316760 = -4512.204496 Iteration 4Q: 3 clusters Score -4512.204 nChanged 10 ComputeScore: Raw -4737.287456 + Penalty 214.316760 = -4522.970696 Iteration 5Q: 3 clusters Score -4522.971 nChanged 9 ComputeScore: Raw -4747.002614 + Penalty 214.316760 = -4532.685854 Iteration 6Q: 3 clusters Score -4532.686 nChanged 9 ComputeScore: Raw -4751.077260 + Penalty 214.316760 = -4536.760500 Iteration 7Q: 3 clusters Score -4536.761 nChanged 7 ComputeScore: Raw -4754.760174 + Penalty 214.316760 = -4540.443414 Iteration 8Q: 3 clusters Score -4540.443 nChanged 6 ComputeScore: Raw -4761.439756 + Penalty 214.316760 = -4547.122996 Iteration 9Q: 3 clusters Score -4547.123 nChanged 5 ComputeScore: Raw -4768.209849 + Penalty 214.316760 = -4553.893089 Iteration 10Q: 3 clusters Score -4553.893 nChanged 2 ComputeScore: Raw -4771.726780 + Penalty 214.316760 = -4557.410020 Iteration 11Q: 3 clusters Score -4557.41 nChanged 2 ComputeScore: Raw -4772.168103 + Penalty 214.316760 = -4557.851343 Iteration 12Q: 3 clusters Score -4557.851 nChanged 1 ComputeScore: Raw -4772.375064 + Penalty 214.316760 = -4558.058304 Iteration 13Q: 3 clusters Score -4558.058 nChanged 1 ComputeScore: Raw -4772.538116 + Penalty 214.316760 = -4558.221356 Iteration 14Q: 3 clusters Score -4558.221 nChanged 0 ComputeScore: Raw -4772.538116 + Penalty 214.316760 = -4558.221356 Iteration 15F: 3 clusters Score -4558.221 nChanged 0 Trying to split cluster 12 (1912 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22537.920342 + Penalty 136.006292 = -22401.914050 Iteration 0F: 2 clusters Score -22401.91 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21440.902327 + Penalty 272.012583 = -21168.889743 Iteration 0F: 3 clusters Score -21168.89 nChanged 819 ComputeScore: Raw -22047.731156 + Penalty 272.012583 = -21775.718572 Iteration 1F: 3 clusters Score -21775.72 nChanged 135 ComputeScore: Raw -22142.609582 + Penalty 272.012583 = -21870.596999 Iteration 2F: 3 clusters Score -21870.6 nChanged 104 ComputeScore: Raw -22233.733534 + Penalty 272.012583 = -21961.720951 Iteration 3F: 3 clusters Score -21961.72 nChanged 85 ComputeScore: Raw -22322.217615 + Penalty 272.012583 = -22050.205032 Iteration 4Q: 3 clusters Score -22050.21 nChanged 57 ComputeScore: Raw -22375.050837 + Penalty 272.012583 = -22103.038254 Iteration 5Q: 3 clusters Score -22103.04 nChanged 38 ComputeScore: Raw -22403.635847 + Penalty 272.012583 = -22131.623264 Iteration 6Q: 3 clusters Score -22131.62 nChanged 38 ComputeScore: Raw -22438.258859 + Penalty 272.012583 = -22166.246275 Iteration 7Q: 3 clusters Score -22166.25 nChanged 31 ComputeScore: Raw -22472.536921 + Penalty 272.012583 = -22200.524337 Iteration 8Q: 3 clusters Score -22200.52 nChanged 25 ComputeScore: Raw -22496.449894 + Penalty 272.012583 = -22224.437311 Iteration 9Q: 3 clusters Score -22224.44 nChanged 23 ComputeScore: Raw -22512.288722 + Penalty 272.012583 = -22240.276138 Iteration 10Q: 3 clusters Score -22240.28 nChanged 9 ComputeScore: Raw -22516.477070 + Penalty 272.012583 = -22244.464486 Iteration 11Q: 3 clusters Score -22244.46 nChanged 6 ComputeScore: Raw -22518.501667 + Penalty 272.012583 = -22246.489084 Iteration 12Q: 3 clusters Score -22246.49 nChanged 5 ComputeScore: Raw -22520.390689 + Penalty 272.012583 = -22248.378106 Iteration 13Q: 3 clusters Score -22248.38 nChanged 4 ComputeScore: Raw -22525.004879 + Penalty 272.012583 = -22252.992296 Iteration 14Q: 3 clusters Score -22252.99 nChanged 6 ComputeScore: Raw -22528.037790 + Penalty 272.012583 = -22256.025207 Iteration 15Q: 3 clusters Score -22256.03 nChanged 4 ComputeScore: Raw -22529.125117 + Penalty 272.012583 = -22257.112533 Iteration 16Q: 3 clusters Score -22257.11 nChanged 1 ComputeScore: Raw -22529.828414 + Penalty 272.012583 = -22257.815830 Iteration 17Q: 3 clusters Score -22257.82 nChanged 2 ComputeScore: Raw -22530.534748 + Penalty 272.012583 = -22258.522165 Iteration 18Q: 3 clusters Score -22258.52 nChanged 0 ComputeScore: Raw -22530.534748 + Penalty 272.012583 = -22258.522165 Iteration 19F: 3 clusters Score -22258.52 nChanged 0 Trying to split cluster 13 (2832 points) Assigned 2 initial classes randomly. ComputeScore: Raw -26849.328847 + Penalty 143.077292 = -26706.251555 Iteration 0F: 2 clusters Score -26706.25 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -25063.804382 + Penalty 286.154584 = -24777.649798 Iteration 0F: 3 clusters Score -24777.65 nChanged 1327 ComputeScore: Raw -25806.933544 + Penalty 286.154584 = -25520.778959 Iteration 1F: 3 clusters Score -25520.78 nChanged 173 ComputeScore: Raw -25891.630191 + Penalty 286.154584 = -25605.475607 Iteration 2F: 3 clusters Score -25605.48 nChanged 224 ComputeScore: Raw -26043.148298 + Penalty 286.154584 = -25756.993714 Iteration 3F: 3 clusters Score -25756.99 nChanged 230 ComputeScore: Raw -26229.424430 + Penalty 286.154584 = -25943.269845 Iteration 4F: 3 clusters Score -25943.27 nChanged 186 ComputeScore: Raw -26434.195187 + Penalty 286.154584 = -26148.040603 Iteration 5F: 3 clusters Score -26148.04 nChanged 155 ComputeScore: Raw -26612.067761 + Penalty 286.154584 = -26325.913177 Iteration 6F: 3 clusters Score -26325.91 nChanged 81 ComputeScore: Raw -26671.472577 + Penalty 286.154584 = -26385.317992 Iteration 7Q: 3 clusters Score -26385.32 nChanged 65 ComputeScore: Raw -26711.093261 + Penalty 286.154584 = -26424.938676 Iteration 8Q: 3 clusters Score -26424.94 nChanged 54 ComputeScore: Raw -26740.924328 + Penalty 286.154584 = -26454.769744 Iteration 9Q: 3 clusters Score -26454.77 nChanged 34 ComputeScore: Raw -26758.901421 + Penalty 286.154584 = -26472.746837 Iteration 10Q: 3 clusters Score -26472.75 nChanged 30 ComputeScore: Raw -26774.811986 + Penalty 286.154584 = -26488.657402 Iteration 11Q: 3 clusters Score -26488.66 nChanged 26 ComputeScore: Raw -26788.752834 + Penalty 286.154584 = -26502.598250 Iteration 12Q: 3 clusters Score -26502.6 nChanged 17 ComputeScore: Raw -26798.356306 + Penalty 286.154584 = -26512.201722 Iteration 13Q: 3 clusters Score -26512.2 nChanged 19 ComputeScore: Raw -26810.657212 + Penalty 286.154584 = -26524.502628 Iteration 14Q: 3 clusters Score -26524.5 nChanged 22 ComputeScore: Raw -26826.756192 + Penalty 286.154584 = -26540.601607 Iteration 15Q: 3 clusters Score -26540.6 nChanged 22 ComputeScore: Raw -26842.814069 + Penalty 286.154584 = -26556.659484 Iteration 16Q: 3 clusters Score -26556.66 nChanged 13 ComputeScore: Raw -26850.210482 + Penalty 286.154584 = -26564.055898 Iteration 17Q: 3 clusters Score -26564.06 nChanged 5 ComputeScore: Raw -26853.045693 + Penalty 286.154584 = -26566.891109 Iteration 18Q: 3 clusters Score -26566.89 nChanged 3 ComputeScore: Raw -26856.692155 + Penalty 286.154584 = -26570.537571 Iteration 19Q: 3 clusters Score -26570.54 nChanged 0 ComputeScore: Raw -26856.692155 + Penalty 286.154584 = -26570.537571 Iteration 20F: 3 clusters Score -26570.54 nChanged 0 Trying to split cluster 14 (8422 points) Assigned 2 initial classes randomly. ComputeScore: Raw -72511.282793 + Penalty 162.694847 = -72348.587946 Iteration 0F: 2 clusters Score -72348.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -67074.925631 + Penalty 325.389694 = -66749.535937 Iteration 0F: 3 clusters Score -66749.54 nChanged 3965 ComputeScore: Raw -69582.260652 + Penalty 325.389694 = -69256.870958 Iteration 1F: 3 clusters Score -69256.87 nChanged 641 ComputeScore: Raw -69903.763279 + Penalty 325.389694 = -69578.373585 Iteration 2F: 3 clusters Score -69578.37 nChanged 582 ComputeScore: Raw -70215.751165 + Penalty 325.389694 = -69890.361471 Iteration 3F: 3 clusters Score -69890.36 nChanged 577 ComputeScore: Raw -70591.418644 + Penalty 325.389694 = -70266.028950 Iteration 4F: 3 clusters Score -70266.03 nChanged 609 ComputeScore: Raw -71116.085820 + Penalty 325.389694 = -70790.696126 Iteration 5F: 3 clusters Score -70790.7 nChanged 585 ComputeScore: Raw -71690.190004 + Penalty 325.389694 = -71364.800310 Iteration 6F: 3 clusters Score -71364.8 nChanged 413 ComputeScore: Raw -72114.345257 + Penalty 325.389694 = -71788.955563 Iteration 7Q: 3 clusters Score -71788.96 nChanged 254 ComputeScore: Raw -72369.282735 + Penalty 325.389694 = -72043.893041 Iteration 8Q: 3 clusters Score -72043.89 nChanged 115 ComputeScore: Raw -72468.200484 + Penalty 325.389694 = -72142.810790 Iteration 9Q: 3 clusters Score -72142.81 nChanged 42 ComputeScore: Raw -72503.515621 + Penalty 325.389694 = -72178.125927 Iteration 10Q: 3 clusters Score -72178.13 nChanged 19 ComputeScore: Raw -72518.286740 + Penalty 325.389694 = -72192.897046 Iteration 11Q: 3 clusters Score -72192.9 nChanged 6 ComputeScore: Raw -72525.358892 + Penalty 325.389694 = -72199.969198 Iteration 12Q: 3 clusters Score -72199.97 nChanged 1 ComputeScore: Raw -72525.966028 + Penalty 325.389694 = -72200.576334 Iteration 13Q: 3 clusters Score -72200.58 nChanged 0 ComputeScore: Raw -72525.966028 + Penalty 325.389694 = -72200.576334 Iteration 14F: 3 clusters Score -72200.58 nChanged 0 Trying to split cluster 15 (4911 points) Assigned 2 initial classes randomly. ComputeScore: Raw -43119.592952 + Penalty 152.986192 = -42966.606760 Iteration 0F: 2 clusters Score -42966.61 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39995.855240 + Penalty 305.972383 = -39689.882857 Iteration 0F: 3 clusters Score -39689.88 nChanged 2332 ComputeScore: Raw -41545.004309 + Penalty 305.972383 = -41239.031926 Iteration 1F: 3 clusters Score -41239.03 nChanged 355 ComputeScore: Raw -41779.248362 + Penalty 305.972383 = -41473.275979 Iteration 2F: 3 clusters Score -41473.28 nChanged 307 ComputeScore: Raw -42011.850173 + Penalty 305.972383 = -41705.877790 Iteration 3F: 3 clusters Score -41705.88 nChanged 271 ComputeScore: Raw -42237.298571 + Penalty 305.972383 = -41931.326188 Iteration 4F: 3 clusters Score -41931.33 nChanged 212 ComputeScore: Raw -42408.003109 + Penalty 305.972383 = -42102.030725 Iteration 5Q: 3 clusters Score -42102.03 nChanged 178 ComputeScore: Raw -42524.542672 + Penalty 305.972383 = -42218.570289 Iteration 6Q: 3 clusters Score -42218.57 nChanged 173 ComputeScore: Raw -42628.263205 + Penalty 305.972383 = -42322.290822 Iteration 7Q: 3 clusters Score -42322.29 nChanged 152 ComputeScore: Raw -42717.767027 + Penalty 305.972383 = -42411.794643 Iteration 8Q: 3 clusters Score -42411.79 nChanged 128 ComputeScore: Raw -42789.266661 + Penalty 305.972383 = -42483.294278 Iteration 9Q: 3 clusters Score -42483.29 nChanged 114 ComputeScore: Raw -42863.065145 + Penalty 305.972383 = -42557.092762 Iteration 10Q: 3 clusters Score -42557.09 nChanged 109 ComputeScore: Raw -42935.703345 + Penalty 305.972383 = -42629.730962 Iteration 11Q: 3 clusters Score -42629.73 nChanged 93 ComputeScore: Raw -43006.730578 + Penalty 305.972383 = -42700.758195 Iteration 12Q: 3 clusters Score -42700.76 nChanged 74 ComputeScore: Raw -43066.457658 + Penalty 305.972383 = -42760.485275 Iteration 13Q: 3 clusters Score -42760.49 nChanged 50 ComputeScore: Raw -43100.861091 + Penalty 305.972383 = -42794.888708 Iteration 14Q: 3 clusters Score -42794.89 nChanged 32 ComputeScore: Raw -43125.391324 + Penalty 305.972383 = -42819.418941 Iteration 15Q: 3 clusters Score -42819.42 nChanged 28 ComputeScore: Raw -43144.083746 + Penalty 305.972383 = -42838.111362 Iteration 16Q: 3 clusters Score -42838.11 nChanged 18 ComputeScore: Raw -43155.458877 + Penalty 305.972383 = -42849.486493 Iteration 17Q: 3 clusters Score -42849.49 nChanged 10 ComputeScore: Raw -43161.076357 + Penalty 305.972383 = -42855.103974 Iteration 18Q: 3 clusters Score -42855.1 nChanged 8 ComputeScore: Raw -43166.161737 + Penalty 305.972383 = -42860.189353 Iteration 19Q: 3 clusters Score -42860.19 nChanged 7 ComputeScore: Raw -43170.193693 + Penalty 305.972383 = -42864.221310 Iteration 20F: 3 clusters Score -42864.22 nChanged 5 ComputeScore: Raw -43172.915823 + Penalty 305.972383 = -42866.943440 Iteration 21Q: 3 clusters Score -42866.94 nChanged 2 ComputeScore: Raw -43174.598939 + Penalty 305.972383 = -42868.626556 Iteration 22Q: 3 clusters Score -42868.63 nChanged 4 ComputeScore: Raw -43176.639525 + Penalty 305.972383 = -42870.667142 Iteration 23Q: 3 clusters Score -42870.67 nChanged 1 ComputeScore: Raw -43177.343356 + Penalty 305.972383 = -42871.370973 Iteration 24Q: 3 clusters Score -42871.37 nChanged 0 ComputeScore: Raw -43177.343356 + Penalty 305.972383 = -42871.370973 Iteration 25F: 3 clusters Score -42871.37 nChanged 0 Trying to split cluster 16 (2733 points) Assigned 2 initial classes randomly. ComputeScore: Raw -28897.136792 + Penalty 142.436793 = -28754.699999 Iteration 0F: 2 clusters Score -28754.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27209.659283 + Penalty 284.873587 = -26924.785696 Iteration 0F: 3 clusters Score -26924.79 nChanged 1292 ComputeScore: Raw -27973.725759 + Penalty 284.873587 = -27688.852172 Iteration 1F: 3 clusters Score -27688.85 nChanged 238 ComputeScore: Raw -28120.915745 + Penalty 284.873587 = -27836.042159 Iteration 2F: 3 clusters Score -27836.04 nChanged 213 ComputeScore: Raw -28253.712506 + Penalty 284.873587 = -27968.838919 Iteration 3F: 3 clusters Score -27968.84 nChanged 173 ComputeScore: Raw -28348.360448 + Penalty 284.873587 = -28063.486862 Iteration 4F: 3 clusters Score -28063.49 nChanged 142 ComputeScore: Raw -28430.325439 + Penalty 284.873587 = -28145.451852 Iteration 5F: 3 clusters Score -28145.45 nChanged 119 ComputeScore: Raw -28516.983542 + Penalty 284.873587 = -28232.109956 Iteration 6Q: 3 clusters Score -28232.11 nChanged 98 ComputeScore: Raw -28591.559158 + Penalty 284.873587 = -28306.685571 Iteration 7Q: 3 clusters Score -28306.69 nChanged 76 ComputeScore: Raw -28631.176283 + Penalty 284.873587 = -28346.302696 Iteration 8Q: 3 clusters Score -28346.3 nChanged 60 ComputeScore: Raw -28660.995095 + Penalty 284.873587 = -28376.121508 Iteration 9Q: 3 clusters Score -28376.12 nChanged 67 ComputeScore: Raw -28693.100756 + Penalty 284.873587 = -28408.227170 Iteration 10Q: 3 clusters Score -28408.23 nChanged 53 ComputeScore: Raw -28722.293067 + Penalty 284.873587 = -28437.419480 Iteration 11Q: 3 clusters Score -28437.42 nChanged 58 ComputeScore: Raw -28754.121994 + Penalty 284.873587 = -28469.248408 Iteration 12Q: 3 clusters Score -28469.25 nChanged 56 ComputeScore: Raw -28780.300300 + Penalty 284.873587 = -28495.426713 Iteration 13Q: 3 clusters Score -28495.43 nChanged 44 ComputeScore: Raw -28797.919339 + Penalty 284.873587 = -28513.045753 Iteration 14Q: 3 clusters Score -28513.05 nChanged 40 ComputeScore: Raw -28813.772100 + Penalty 284.873587 = -28528.898514 Iteration 15Q: 3 clusters Score -28528.9 nChanged 39 ComputeScore: Raw -28829.188845 + Penalty 284.873587 = -28544.315259 Iteration 16Q: 3 clusters Score -28544.32 nChanged 35 ComputeScore: Raw -28844.080074 + Penalty 284.873587 = -28559.206487 Iteration 17Q: 3 clusters Score -28559.21 nChanged 29 ComputeScore: Raw -28858.389942 + Penalty 284.873587 = -28573.516355 Iteration 18Q: 3 clusters Score -28573.52 nChanged 24 ComputeScore: Raw -28868.044483 + Penalty 284.873587 = -28583.170896 Iteration 19Q: 3 clusters Score -28583.17 nChanged 20 ComputeScore: Raw -28876.196200 + Penalty 284.873587 = -28591.322614 Iteration 20F: 3 clusters Score -28591.32 nChanged 20 ComputeScore: Raw -28884.765702 + Penalty 284.873587 = -28599.892116 Iteration 21Q: 3 clusters Score -28599.89 nChanged 13 ComputeScore: Raw -28888.883841 + Penalty 284.873587 = -28604.010254 Iteration 22Q: 3 clusters Score -28604.01 nChanged 15 ComputeScore: Raw -28894.525433 + Penalty 284.873587 = -28609.651846 Iteration 23Q: 3 clusters Score -28609.65 nChanged 14 ComputeScore: Raw -28900.743853 + Penalty 284.873587 = -28615.870266 Iteration 24Q: 3 clusters Score -28615.87 nChanged 11 ComputeScore: Raw -28904.687848 + Penalty 284.873587 = -28619.814261 Iteration 25Q: 3 clusters Score -28619.81 nChanged 14 ComputeScore: Raw -28909.859562 + Penalty 284.873587 = -28624.985976 Iteration 26Q: 3 clusters Score -28624.99 nChanged 8 ComputeScore: Raw -28913.871524 + Penalty 284.873587 = -28628.997938 Iteration 27Q: 3 clusters Score -28629 nChanged 5 ComputeScore: Raw -28916.690836 + Penalty 284.873587 = -28631.817249 Iteration 28Q: 3 clusters Score -28631.82 nChanged 3 ComputeScore: Raw -28919.131555 + Penalty 284.873587 = -28634.257968 Iteration 29Q: 3 clusters Score -28634.26 nChanged 5 ComputeScore: Raw -28920.935448 + Penalty 284.873587 = -28636.061861 Iteration 30Q: 3 clusters Score -28636.06 nChanged 4 ComputeScore: Raw -28922.288968 + Penalty 284.873587 = -28637.415381 Iteration 31Q: 3 clusters Score -28637.42 nChanged 4 ComputeScore: Raw -28923.499551 + Penalty 284.873587 = -28638.625964 Iteration 32Q: 3 clusters Score -28638.63 nChanged 2 ComputeScore: Raw -28923.825444 + Penalty 284.873587 = -28638.951857 Iteration 33Q: 3 clusters Score -28638.95 nChanged 1 ComputeScore: Raw -28924.063851 + Penalty 284.873587 = -28639.190265 Iteration 34Q: 3 clusters Score -28639.19 nChanged 3 ComputeScore: Raw -28924.366733 + Penalty 284.873587 = -28639.493146 Iteration 35Q: 3 clusters Score -28639.49 nChanged 1 ComputeScore: Raw -28924.404595 + Penalty 284.873587 = -28639.531009 Iteration 36Q: 3 clusters Score -28639.53 nChanged 0 ComputeScore: Raw -28924.404595 + Penalty 284.873587 = -28639.531009 Iteration 37F: 3 clusters Score -28639.53 nChanged 0 Trying to split cluster 17 (361 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4784.724922 + Penalty 105.999803 = -4678.725119 Iteration 0F: 2 clusters Score -4678.725 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4604.102437 + Penalty 211.999606 = -4392.102830 Iteration 0F: 3 clusters Score -4392.103 nChanged 144 ComputeScore: Raw -4688.911241 + Penalty 211.999606 = -4476.911635 Iteration 1F: 3 clusters Score -4476.912 nChanged 32 ComputeScore: Raw -4722.116164 + Penalty 211.999606 = -4510.116557 Iteration 2F: 3 clusters Score -4510.117 nChanged 23 ComputeScore: Raw -4741.548997 + Penalty 211.999606 = -4529.549391 Iteration 3F: 3 clusters Score -4529.549 nChanged 17 ComputeScore: Raw -4755.414560 + Penalty 211.999606 = -4543.414953 Iteration 4Q: 3 clusters Score -4543.415 nChanged 17 ComputeScore: Raw -4766.345022 + Penalty 211.999606 = -4554.345415 Iteration 5Q: 3 clusters Score -4554.345 nChanged 10 ComputeScore: Raw -4770.745614 + Penalty 211.999606 = -4558.746007 Iteration 6Q: 3 clusters Score -4558.746 nChanged 4 ComputeScore: Raw -4772.853720 + Penalty 211.999606 = -4560.854114 Iteration 7Q: 3 clusters Score -4560.854 nChanged 5 ComputeScore: Raw -4775.334828 + Penalty 211.999606 = -4563.335222 Iteration 8Q: 3 clusters Score -4563.335 nChanged 4 ComputeScore: Raw -4778.986120 + Penalty 211.999606 = -4566.986514 Iteration 9Q: 3 clusters Score -4566.987 nChanged 7 ComputeScore: Raw -4787.573365 + Penalty 211.999606 = -4575.573759 Iteration 10Q: 3 clusters Score -4575.574 nChanged 8 ComputeScore: Raw -4793.292590 + Penalty 211.999606 = -4581.292984 Iteration 11Q: 3 clusters Score -4581.293 nChanged 6 ComputeScore: Raw -4797.299424 + Penalty 211.999606 = -4585.299818 Iteration 12Q: 3 clusters Score -4585.3 nChanged 5 ComputeScore: Raw -4803.352555 + Penalty 211.999606 = -4591.352949 Iteration 13Q: 3 clusters Score -4591.353 nChanged 5 ComputeScore: Raw -4812.579787 + Penalty 211.999606 = -4600.580180 Iteration 14Q: 3 clusters Score -4600.58 nChanged 5 ComputeScore: Raw -4816.792378 + Penalty 211.999606 = -4604.792771 Iteration 15Q: 3 clusters Score -4604.793 nChanged 5 ComputeScore: Raw -4819.772723 + Penalty 211.999606 = -4607.773117 Iteration 16Q: 3 clusters Score -4607.773 nChanged 2 ComputeScore: Raw -4820.549764 + Penalty 211.999606 = -4608.550158 Iteration 17Q: 3 clusters Score -4608.55 nChanged 3 ComputeScore: Raw -4822.557476 + Penalty 211.999606 = -4610.557870 Iteration 18Q: 3 clusters Score -4610.558 nChanged 4 ComputeScore: Raw -4826.306538 + Penalty 211.999606 = -4614.306931 Iteration 19Q: 3 clusters Score -4614.307 nChanged 1 ComputeScore: Raw -4827.266700 + Penalty 211.999606 = -4615.267093 Iteration 20F: 3 clusters Score -4615.267 nChanged 2 ComputeScore: Raw -4829.336672 + Penalty 211.999606 = -4617.337065 Iteration 21Q: 3 clusters Score -4617.337 nChanged 2 ComputeScore: Raw -4830.821159 + Penalty 211.999606 = -4618.821552 Iteration 22Q: 3 clusters Score -4618.822 nChanged 2 ComputeScore: Raw -4831.135533 + Penalty 211.999606 = -4619.135927 Iteration 23Q: 3 clusters Score -4619.136 nChanged 0 ComputeScore: Raw -4831.135533 + Penalty 211.999606 = -4619.135927 Iteration 24F: 3 clusters Score -4619.136 nChanged 0 Trying to split cluster 18 (5647 points) Assigned 2 initial classes randomly. ComputeScore: Raw -49746.911058 + Penalty 155.499835 = -49591.411223 Iteration 0F: 2 clusters Score -49591.41 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -46110.236298 + Penalty 310.999670 = -45799.236629 Iteration 0F: 3 clusters Score -45799.24 nChanged 2732 ComputeScore: Raw -47778.926733 + Penalty 310.999670 = -47467.927063 Iteration 1F: 3 clusters Score -47467.93 nChanged 268 ComputeScore: Raw -47914.537861 + Penalty 310.999670 = -47603.538192 Iteration 2Q: 3 clusters Score -47603.54 nChanged 260 ComputeScore: Raw -48042.490593 + Penalty 310.999670 = -47731.490924 Iteration 3Q: 3 clusters Score -47731.49 nChanged 235 ComputeScore: Raw -48165.525598 + Penalty 310.999670 = -47854.525928 Iteration 4Q: 3 clusters Score -47854.53 nChanged 248 ComputeScore: Raw -48313.705849 + Penalty 310.999670 = -48002.706180 Iteration 5Q: 3 clusters Score -48002.71 nChanged 297 ComputeScore: Raw -48501.843313 + Penalty 310.999670 = -48190.843644 Iteration 6F: 3 clusters Score -48190.84 nChanged 310 ComputeScore: Raw -48706.050351 + Penalty 310.999670 = -48395.050682 Iteration 7F: 3 clusters Score -48395.05 nChanged 349 ComputeScore: Raw -48951.072487 + Penalty 310.999670 = -48640.072818 Iteration 8F: 3 clusters Score -48640.07 nChanged 322 ComputeScore: Raw -49195.094230 + Penalty 310.999670 = -48884.094561 Iteration 9F: 3 clusters Score -48884.09 nChanged 271 ComputeScore: Raw -49405.328532 + Penalty 310.999670 = -49094.328863 Iteration 10Q: 3 clusters Score -49094.33 nChanged 193 ComputeScore: Raw -49554.922384 + Penalty 310.999670 = -49243.922715 Iteration 11Q: 3 clusters Score -49243.92 nChanged 119 ComputeScore: Raw -49643.772702 + Penalty 310.999670 = -49332.773033 Iteration 12Q: 3 clusters Score -49332.77 nChanged 67 ComputeScore: Raw -49697.182614 + Penalty 310.999670 = -49386.182945 Iteration 13Q: 3 clusters Score -49386.18 nChanged 33 ComputeScore: Raw -49721.297041 + Penalty 310.999670 = -49410.297372 Iteration 14Q: 3 clusters Score -49410.3 nChanged 15 ComputeScore: Raw -49732.237145 + Penalty 310.999670 = -49421.237475 Iteration 15Q: 3 clusters Score -49421.24 nChanged 9 ComputeScore: Raw -49738.978633 + Penalty 310.999670 = -49427.978963 Iteration 16Q: 3 clusters Score -49427.98 nChanged 4 ComputeScore: Raw -49742.395699 + Penalty 310.999670 = -49431.396030 Iteration 17Q: 3 clusters Score -49431.4 nChanged 2 ComputeScore: Raw -49743.259353 + Penalty 310.999670 = -49432.259683 Iteration 18Q: 3 clusters Score -49432.26 nChanged 2 ComputeScore: Raw -49744.195460 + Penalty 310.999670 = -49433.195790 Iteration 19Q: 3 clusters Score -49433.2 nChanged 2 ComputeScore: Raw -49746.255455 + Penalty 310.999670 = -49435.255785 Iteration 20F: 3 clusters Score -49435.26 nChanged 1 ComputeScore: Raw -49746.752233 + Penalty 310.999670 = -49435.752563 Iteration 21Q: 3 clusters Score -49435.75 nChanged 1 ComputeScore: Raw -49748.030768 + Penalty 310.999670 = -49437.031098 Iteration 22Q: 3 clusters Score -49437.03 nChanged 2 ComputeScore: Raw -49749.520233 + Penalty 310.999670 = -49438.520563 Iteration 23Q: 3 clusters Score -49438.52 nChanged 2 ComputeScore: Raw -49752.527831 + Penalty 310.999670 = -49441.528162 Iteration 24Q: 3 clusters Score -49441.53 nChanged 3 ComputeScore: Raw -49756.589785 + Penalty 310.999670 = -49445.590116 Iteration 25Q: 3 clusters Score -49445.59 nChanged 4 ComputeScore: Raw -49760.023828 + Penalty 310.999670 = -49449.024159 Iteration 26Q: 3 clusters Score -49449.02 nChanged 2 ComputeScore: Raw -49761.816698 + Penalty 310.999670 = -49450.817028 Iteration 27Q: 3 clusters Score -49450.82 nChanged 1 ComputeScore: Raw -49762.503469 + Penalty 310.999670 = -49451.503800 Iteration 28Q: 3 clusters Score -49451.5 nChanged 0 ComputeScore: Raw -49762.503469 + Penalty 310.999670 = -49451.503800 Iteration 29F: 3 clusters Score -49451.5 nChanged 0 Trying to split cluster 19 (4022 points) Assigned 2 initial classes randomly. ComputeScore: Raw -39792.263619 + Penalty 149.391622 = -39642.871997 Iteration 0F: 2 clusters Score -39642.87 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37285.075414 + Penalty 298.783245 = -36986.292169 Iteration 0F: 3 clusters Score -36986.29 nChanged 1894 ComputeScore: Raw -38550.620467 + Penalty 298.783245 = -38251.837222 Iteration 1F: 3 clusters Score -38251.84 nChanged 228 ComputeScore: Raw -38680.662291 + Penalty 298.783245 = -38381.879046 Iteration 2F: 3 clusters Score -38381.88 nChanged 229 ComputeScore: Raw -38851.744408 + Penalty 298.783245 = -38552.961164 Iteration 3F: 3 clusters Score -38552.96 nChanged 237 ComputeScore: Raw -39048.463829 + Penalty 298.783245 = -38749.680585 Iteration 4F: 3 clusters Score -38749.68 nChanged 234 ComputeScore: Raw -39258.826688 + Penalty 298.783245 = -38960.043444 Iteration 5F: 3 clusters Score -38960.04 nChanged 187 ComputeScore: Raw -39445.402598 + Penalty 298.783245 = -39146.619353 Iteration 6Q: 3 clusters Score -39146.62 nChanged 119 ComputeScore: Raw -39559.140139 + Penalty 298.783245 = -39260.356894 Iteration 7Q: 3 clusters Score -39260.36 nChanged 82 ComputeScore: Raw -39633.472954 + Penalty 298.783245 = -39334.689709 Iteration 8Q: 3 clusters Score -39334.69 nChanged 63 ComputeScore: Raw -39689.049965 + Penalty 298.783245 = -39390.266720 Iteration 9Q: 3 clusters Score -39390.27 nChanged 51 ComputeScore: Raw -39730.391928 + Penalty 298.783245 = -39431.608683 Iteration 10Q: 3 clusters Score -39431.61 nChanged 27 ComputeScore: Raw -39746.615990 + Penalty 298.783245 = -39447.832746 Iteration 11Q: 3 clusters Score -39447.83 nChanged 24 ComputeScore: Raw -39759.624862 + Penalty 298.783245 = -39460.841617 Iteration 12Q: 3 clusters Score -39460.84 nChanged 16 ComputeScore: Raw -39771.598163 + Penalty 298.783245 = -39472.814918 Iteration 13Q: 3 clusters Score -39472.81 nChanged 10 ComputeScore: Raw -39782.149048 + Penalty 298.783245 = -39483.365804 Iteration 14Q: 3 clusters Score -39483.37 nChanged 6 ComputeScore: Raw -39789.356140 + Penalty 298.783245 = -39490.572896 Iteration 15Q: 3 clusters Score -39490.57 nChanged 5 ComputeScore: Raw -39792.743807 + Penalty 298.783245 = -39493.960563 Iteration 16Q: 3 clusters Score -39493.96 nChanged 4 ComputeScore: Raw -39796.971663 + Penalty 298.783245 = -39498.188419 Iteration 17Q: 3 clusters Score -39498.19 nChanged 3 ComputeScore: Raw -39800.581135 + Penalty 298.783245 = -39501.797891 Iteration 18Q: 3 clusters Score -39501.8 nChanged 4 ComputeScore: Raw -39802.319149 + Penalty 298.783245 = -39503.535905 Iteration 19Q: 3 clusters Score -39503.54 nChanged 0 ComputeScore: Raw -39802.319149 + Penalty 298.783245 = -39503.535905 Iteration 20F: 3 clusters Score -39503.54 nChanged 0 Trying to split cluster 20 (2139 points) Assigned 2 initial classes randomly. ComputeScore: Raw -23574.890126 + Penalty 138.025687 = -23436.864439 Iteration 0F: 2 clusters Score -23436.86 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -22285.481137 + Penalty 276.051374 = -22009.429764 Iteration 0F: 3 clusters Score -22009.43 nChanged 983 ComputeScore: Raw -22851.430948 + Penalty 276.051374 = -22575.379574 Iteration 1F: 3 clusters Score -22575.38 nChanged 153 ComputeScore: Raw -22961.264187 + Penalty 276.051374 = -22685.212813 Iteration 2F: 3 clusters Score -22685.21 nChanged 147 ComputeScore: Raw -23072.143205 + Penalty 276.051374 = -22796.091832 Iteration 3F: 3 clusters Score -22796.09 nChanged 150 ComputeScore: Raw -23189.749374 + Penalty 276.051374 = -22913.698000 Iteration 4F: 3 clusters Score -22913.7 nChanged 117 ComputeScore: Raw -23253.602766 + Penalty 276.051374 = -22977.551393 Iteration 5F: 3 clusters Score -22977.55 nChanged 61 ComputeScore: Raw -23279.580313 + Penalty 276.051374 = -23003.528940 Iteration 6Q: 3 clusters Score -23003.53 nChanged 42 ComputeScore: Raw -23294.201902 + Penalty 276.051374 = -23018.150529 Iteration 7Q: 3 clusters Score -23018.15 nChanged 38 ComputeScore: Raw -23304.249840 + Penalty 276.051374 = -23028.198467 Iteration 8Q: 3 clusters Score -23028.2 nChanged 17 ComputeScore: Raw -23307.417089 + Penalty 276.051374 = -23031.365715 Iteration 9Q: 3 clusters Score -23031.37 nChanged 14 ComputeScore: Raw -23309.475337 + Penalty 276.051374 = -23033.423964 Iteration 10Q: 3 clusters Score -23033.42 nChanged 15 ComputeScore: Raw -23311.473468 + Penalty 276.051374 = -23035.422094 Iteration 11Q: 3 clusters Score -23035.42 nChanged 17 ComputeScore: Raw -23315.362133 + Penalty 276.051374 = -23039.310759 Iteration 12Q: 3 clusters Score -23039.31 nChanged 21 ComputeScore: Raw -23325.083368 + Penalty 276.051374 = -23049.031995 Iteration 13Q: 3 clusters Score -23049.03 nChanged 26 ComputeScore: Raw -23334.115027 + Penalty 276.051374 = -23058.063654 Iteration 14Q: 3 clusters Score -23058.06 nChanged 17 ComputeScore: Raw -23338.278792 + Penalty 276.051374 = -23062.227419 Iteration 15Q: 3 clusters Score -23062.23 nChanged 18 ComputeScore: Raw -23342.666148 + Penalty 276.051374 = -23066.614774 Iteration 16Q: 3 clusters Score -23066.61 nChanged 21 ComputeScore: Raw -23348.442101 + Penalty 276.051374 = -23072.390728 Iteration 17Q: 3 clusters Score -23072.39 nChanged 27 ComputeScore: Raw -23356.867183 + Penalty 276.051374 = -23080.815809 Iteration 18Q: 3 clusters Score -23080.82 nChanged 33 ComputeScore: Raw -23367.462152 + Penalty 276.051374 = -23091.410778 Iteration 19Q: 3 clusters Score -23091.41 nChanged 33 ComputeScore: Raw -23378.170756 + Penalty 276.051374 = -23102.119383 Iteration 20F: 3 clusters Score -23102.12 nChanged 31 ComputeScore: Raw -23392.294597 + Penalty 276.051374 = -23116.243224 Iteration 21Q: 3 clusters Score -23116.24 nChanged 37 ComputeScore: Raw -23412.597210 + Penalty 276.051374 = -23136.545836 Iteration 22Q: 3 clusters Score -23136.55 nChanged 38 ComputeScore: Raw -23430.918496 + Penalty 276.051374 = -23154.867123 Iteration 23Q: 3 clusters Score -23154.87 nChanged 30 ComputeScore: Raw -23450.397460 + Penalty 276.051374 = -23174.346087 Iteration 24Q: 3 clusters Score -23174.35 nChanged 31 ComputeScore: Raw -23475.636971 + Penalty 276.051374 = -23199.585597 Iteration 25Q: 3 clusters Score -23199.59 nChanged 27 ComputeScore: Raw -23493.247088 + Penalty 276.051374 = -23217.195715 Iteration 26Q: 3 clusters Score -23217.2 nChanged 28 ComputeScore: Raw -23509.626375 + Penalty 276.051374 = -23233.575002 Iteration 27Q: 3 clusters Score -23233.58 nChanged 27 ComputeScore: Raw -23526.288430 + Penalty 276.051374 = -23250.237056 Iteration 28Q: 3 clusters Score -23250.24 nChanged 21 ComputeScore: Raw -23542.617438 + Penalty 276.051374 = -23266.566065 Iteration 29Q: 3 clusters Score -23266.57 nChanged 28 ComputeScore: Raw -23567.636060 + Penalty 276.051374 = -23291.584686 Iteration 30Q: 3 clusters Score -23291.58 nChanged 28 ComputeScore: Raw -23599.416830 + Penalty 276.051374 = -23323.365457 Iteration 31Q: 3 clusters Score -23323.37 nChanged 29 ComputeScore: Raw -23656.300667 + Penalty 276.051374 = -23380.249294 Iteration 32Q: 3 clusters Score -23380.25 nChanged 21 ComputeScore: Raw -23746.521598 + Penalty 276.051374 = -23470.470225 Iteration 33Q: 3 clusters Score -23470.47 nChanged 12 ComputeScore: Raw -23874.841498 + Penalty 276.051374 = -23598.790125 Iteration 34Q: 3 clusters Score -23598.79 nChanged 9 ComputeScore: Raw -23889.637798 + Penalty 276.051374 = -23613.586425 Iteration 35Q: 3 clusters Score -23613.59 nChanged 18 ComputeScore: Raw -23910.097205 + Penalty 276.051374 = -23634.045832 Iteration 36Q: 3 clusters Score -23634.05 nChanged 14 ComputeScore: Raw -23924.433246 + Penalty 276.051374 = -23648.381873 Iteration 37Q: 3 clusters Score -23648.38 nChanged 10 ComputeScore: Raw -23931.293554 + Penalty 276.051374 = -23655.242180 Iteration 38Q: 3 clusters Score -23655.24 nChanged 4 ComputeScore: Raw -23932.875814 + Penalty 276.051374 = -23656.824440 Iteration 39Q: 3 clusters Score -23656.82 nChanged 2 ComputeScore: Raw -23934.332568 + Penalty 276.051374 = -23658.281195 Iteration 40F: 3 clusters Score -23658.28 nChanged 3 ComputeScore: Raw -23935.460829 + Penalty 276.051374 = -23659.409456 Iteration 41Q: 3 clusters Score -23659.41 nChanged 0 ComputeScore: Raw -23935.460829 + Penalty 276.051374 = -23659.409456 Iteration 42F: 3 clusters Score -23659.41 nChanged 0 ComputeScore: Raw -536350.603530 + Penalty 4887.789771 = -531462.813759Splitting cluster 20 changes total score from -530927.439321 to -531462.813759 So it's getting split into cluster 24. ConsiderDeletion: ComputeScore: Raw -536514.468205 + Penalty 4887.789771 = -531626.678434Iteration 183F: 25 clusters Score -531626.7 nChanged 203 ConsiderDeletion: ComputeScore: Raw -536597.743049 + Penalty 4887.789771 = -531709.953278Iteration 184Q: 25 clusters Score -531710 nChanged 101 ConsiderDeletion: ComputeScore: Raw -536620.625540 + Penalty 4887.789771 = -531732.835769Iteration 185Q: 25 clusters Score -531732.8 nChanged 63 ConsiderDeletion: ComputeScore: Raw -536630.325113 + Penalty 4887.789771 = -531742.535342Iteration 186Q: 25 clusters Score -531742.5 nChanged 35 ConsiderDeletion: ComputeScore: Raw -536632.358914 + Penalty 4887.789771 = -531744.569143Iteration 187Q: 25 clusters Score -531744.6 nChanged 20 ConsiderDeletion: ComputeScore: Raw -536633.651029 + Penalty 4887.789771 = -531745.861258Iteration 188Q: 25 clusters Score -531745.9 nChanged 15 ConsiderDeletion: ComputeScore: Raw -536634.861236 + Penalty 4887.789771 = -531747.071465Iteration 189Q: 25 clusters Score -531747.1 nChanged 13 ConsiderDeletion: ComputeScore: Raw -536637.024096 + Penalty 4887.789771 = -531749.234325Iteration 190Q: 25 clusters Score -531749.2 nChanged 13 ConsiderDeletion: ComputeScore: Raw -536638.895149 + Penalty 4887.789771 = -531751.105378Iteration 191Q: 25 clusters Score -531751.1 nChanged 4 ConsiderDeletion: ComputeScore: Raw -536639.021382 + Penalty 4887.789771 = -531751.231611Iteration 192Q: 25 clusters Score -531751.2 nChanged 2 ConsiderDeletion: ComputeScore: Raw -536639.076472 + Penalty 4887.789771 = -531751.286701Iteration 193Q: 25 clusters Score -531751.3 nChanged 1 ConsiderDeletion: ComputeScore: Raw -536639.101494 + Penalty 4887.789771 = -531751.311723Iteration 194Q: 25 clusters Score -531751.3 nChanged 1 ConsiderDeletion: ComputeScore: Raw -536639.129387 + Penalty 4887.789771 = -531751.339616Iteration 195Q: 25 clusters Score -531751.3 nChanged 0 ConsiderDeletion: ComputeScore: Raw -536639.129387 + Penalty 4887.789771 = -531751.339616Iteration 196F: 25 clusters Score -531751.3 nChanged 0 ComputeScore: Raw -536639.129387 + Penalty 4887.789771 = -531751.339616Trying to split cluster 1 (486 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6311.888420 + Penalty 111.351755 = -6200.536665 Iteration 0F: 2 clusters Score -6200.537 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6052.103558 + Penalty 222.703510 = -5829.400048 Iteration 0F: 3 clusters Score -5829.4 nChanged 194 ComputeScore: Raw -6171.747787 + Penalty 222.703510 = -5949.044276 Iteration 1F: 3 clusters Score -5949.044 nChanged 44 ComputeScore: Raw -6194.897355 + Penalty 222.703510 = -5972.193844 Iteration 2F: 3 clusters Score -5972.194 nChanged 29 ComputeScore: Raw -6212.001947 + Penalty 222.703510 = -5989.298437 Iteration 3F: 3 clusters Score -5989.298 nChanged 18 ComputeScore: Raw -6224.107412 + Penalty 222.703510 = -6001.403901 Iteration 4Q: 3 clusters Score -6001.404 nChanged 24 ComputeScore: Raw -6236.379314 + Penalty 222.703510 = -6013.675803 Iteration 5Q: 3 clusters Score -6013.676 nChanged 19 ComputeScore: Raw -6247.271366 + Penalty 222.703510 = -6024.567856 Iteration 6Q: 3 clusters Score -6024.568 nChanged 23 ComputeScore: Raw -6261.252227 + Penalty 222.703510 = -6038.548716 Iteration 7Q: 3 clusters Score -6038.549 nChanged 14 ComputeScore: Raw -6269.436362 + Penalty 222.703510 = -6046.732852 Iteration 8Q: 3 clusters Score -6046.733 nChanged 14 ComputeScore: Raw -6280.584247 + Penalty 222.703510 = -6057.880737 Iteration 9Q: 3 clusters Score -6057.881 nChanged 14 ComputeScore: Raw -6292.501514 + Penalty 222.703510 = -6069.798004 Iteration 10Q: 3 clusters Score -6069.798 nChanged 15 ComputeScore: Raw -6310.191241 + Penalty 222.703510 = -6087.487730 Iteration 11Q: 3 clusters Score -6087.488 nChanged 16 ComputeScore: Raw -6328.752196 + Penalty 222.703510 = -6106.048685 Iteration 12Q: 3 clusters Score -6106.049 nChanged 7 ComputeScore: Raw -6334.824286 + Penalty 222.703510 = -6112.120776 Iteration 13Q: 3 clusters Score -6112.121 nChanged 2 ComputeScore: Raw -6336.117539 + Penalty 222.703510 = -6113.414029 Iteration 14Q: 3 clusters Score -6113.414 nChanged 1 ComputeScore: Raw -6336.223848 + Penalty 222.703510 = -6113.520337 Iteration 15Q: 3 clusters Score -6113.52 nChanged 0 ComputeScore: Raw -6336.223848 + Penalty 222.703510 = -6113.520337 Iteration 16F: 3 clusters Score -6113.52 nChanged 0 Trying to split cluster 2 (1303 points) Assigned 2 initial classes randomly. ComputeScore: Raw -14703.633025 + Penalty 129.103642 = -14574.529383 Iteration 0F: 2 clusters Score -14574.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -13963.806982 + Penalty 258.207285 = -13705.599697 Iteration 0F: 3 clusters Score -13705.6 nChanged 564 ComputeScore: Raw -14361.403707 + Penalty 258.207285 = -14103.196423 Iteration 1F: 3 clusters Score -14103.2 nChanged 84 ComputeScore: Raw -14425.707098 + Penalty 258.207285 = -14167.499814 Iteration 2F: 3 clusters Score -14167.5 nChanged 75 ComputeScore: Raw -14467.721403 + Penalty 258.207285 = -14209.514118 Iteration 3F: 3 clusters Score -14209.51 nChanged 55 ComputeScore: Raw -14497.477725 + Penalty 258.207285 = -14239.270441 Iteration 4Q: 3 clusters Score -14239.27 nChanged 36 ComputeScore: Raw -14513.559350 + Penalty 258.207285 = -14255.352065 Iteration 5Q: 3 clusters Score -14255.35 nChanged 26 ComputeScore: Raw -14525.455153 + Penalty 258.207285 = -14267.247868 Iteration 6Q: 3 clusters Score -14267.25 nChanged 18 ComputeScore: Raw -14529.830334 + Penalty 258.207285 = -14271.623049 Iteration 7Q: 3 clusters Score -14271.62 nChanged 14 ComputeScore: Raw -14534.555199 + Penalty 258.207285 = -14276.347914 Iteration 8Q: 3 clusters Score -14276.35 nChanged 17 ComputeScore: Raw -14541.000987 + Penalty 258.207285 = -14282.793702 Iteration 9Q: 3 clusters Score -14282.79 nChanged 14 ComputeScore: Raw -14545.220401 + Penalty 258.207285 = -14287.013116 Iteration 10Q: 3 clusters Score -14287.01 nChanged 17 ComputeScore: Raw -14551.427832 + Penalty 258.207285 = -14293.220548 Iteration 11Q: 3 clusters Score -14293.22 nChanged 19 ComputeScore: Raw -14555.633423 + Penalty 258.207285 = -14297.426138 Iteration 12Q: 3 clusters Score -14297.43 nChanged 7 ComputeScore: Raw -14556.231306 + Penalty 258.207285 = -14298.024021 Iteration 13Q: 3 clusters Score -14298.02 nChanged 3 ComputeScore: Raw -14556.463290 + Penalty 258.207285 = -14298.256006 Iteration 14Q: 3 clusters Score -14298.26 nChanged 6 ComputeScore: Raw -14557.882073 + Penalty 258.207285 = -14299.674788 Iteration 15Q: 3 clusters Score -14299.67 nChanged 11 ComputeScore: Raw -14560.328490 + Penalty 258.207285 = -14302.121205 Iteration 16Q: 3 clusters Score -14302.12 nChanged 7 ComputeScore: Raw -14561.748548 + Penalty 258.207285 = -14303.541263 Iteration 17Q: 3 clusters Score -14303.54 nChanged 6 ComputeScore: Raw -14562.939617 + Penalty 258.207285 = -14304.732332 Iteration 18Q: 3 clusters Score -14304.73 nChanged 7 ComputeScore: Raw -14564.158525 + Penalty 258.207285 = -14305.951240 Iteration 19Q: 3 clusters Score -14305.95 nChanged 2 ComputeScore: Raw -14564.363753 + Penalty 258.207285 = -14306.156468 Iteration 20F: 3 clusters Score -14306.16 nChanged 2 ComputeScore: Raw -14564.459129 + Penalty 258.207285 = -14306.251844 Iteration 21Q: 3 clusters Score -14306.25 nChanged 2 ComputeScore: Raw -14564.632966 + Penalty 258.207285 = -14306.425682 Iteration 22Q: 3 clusters Score -14306.43 nChanged 0 ComputeScore: Raw -14564.632966 + Penalty 258.207285 = -14306.425682 Iteration 23F: 3 clusters Score -14306.43 nChanged 0 Trying to split cluster 3 (4169 points) Assigned 2 initial classes randomly. ComputeScore: Raw -38786.348186 + Penalty 150.037767 = -38636.310420 Iteration 0F: 2 clusters Score -38636.31 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -36139.162713 + Penalty 300.075533 = -35839.087180 Iteration 0F: 3 clusters Score -35839.09 nChanged 1963 ComputeScore: Raw -37287.743520 + Penalty 300.075533 = -36987.667987 Iteration 1F: 3 clusters Score -36987.67 nChanged 312 ComputeScore: Raw -37476.557653 + Penalty 300.075533 = -37176.482120 Iteration 2F: 3 clusters Score -37176.48 nChanged 351 ComputeScore: Raw -37751.764112 + Penalty 300.075533 = -37451.688578 Iteration 3F: 3 clusters Score -37451.69 nChanged 348 ComputeScore: Raw -38075.858414 + Penalty 300.075533 = -37775.782880 Iteration 4F: 3 clusters Score -37775.78 nChanged 283 ComputeScore: Raw -38355.107299 + Penalty 300.075533 = -38055.031766 Iteration 5F: 3 clusters Score -38055.03 nChanged 207 ComputeScore: Raw -38570.707866 + Penalty 300.075533 = -38270.632333 Iteration 6Q: 3 clusters Score -38270.63 nChanged 93 ComputeScore: Raw -38653.457634 + Penalty 300.075533 = -38353.382101 Iteration 7Q: 3 clusters Score -38353.38 nChanged 49 ComputeScore: Raw -38688.835807 + Penalty 300.075533 = -38388.760274 Iteration 8Q: 3 clusters Score -38388.76 nChanged 37 ComputeScore: Raw -38723.303615 + Penalty 300.075533 = -38423.228082 Iteration 9Q: 3 clusters Score -38423.23 nChanged 29 ComputeScore: Raw -38747.112969 + Penalty 300.075533 = -38447.037436 Iteration 10Q: 3 clusters Score -38447.04 nChanged 22 ComputeScore: Raw -38765.422768 + Penalty 300.075533 = -38465.347235 Iteration 11Q: 3 clusters Score -38465.35 nChanged 17 ComputeScore: Raw -38778.008991 + Penalty 300.075533 = -38477.933458 Iteration 12Q: 3 clusters Score -38477.93 nChanged 10 ComputeScore: Raw -38786.685599 + Penalty 300.075533 = -38486.610066 Iteration 13Q: 3 clusters Score -38486.61 nChanged 8 ComputeScore: Raw -38791.702276 + Penalty 300.075533 = -38491.626743 Iteration 14Q: 3 clusters Score -38491.63 nChanged 3 ComputeScore: Raw -38792.579649 + Penalty 300.075533 = -38492.504116 Iteration 15Q: 3 clusters Score -38492.5 nChanged 2 ComputeScore: Raw -38794.783802 + Penalty 300.075533 = -38494.708268 Iteration 16Q: 3 clusters Score -38494.71 nChanged 4 ComputeScore: Raw -38796.961500 + Penalty 300.075533 = -38496.885967 Iteration 17Q: 3 clusters Score -38496.89 nChanged 1 ComputeScore: Raw -38797.240383 + Penalty 300.075533 = -38497.164850 Iteration 18Q: 3 clusters Score -38497.16 nChanged 1 ComputeScore: Raw -38797.329416 + Penalty 300.075533 = -38497.253883 Iteration 19Q: 3 clusters Score -38497.25 nChanged 0 ComputeScore: Raw -38797.329416 + Penalty 300.075533 = -38497.253883 Iteration 20F: 3 clusters Score -38497.25 nChanged 0 Trying to split cluster 4 (1870 points) Assigned 2 initial classes randomly. ComputeScore: Raw -12135.449108 + Penalty 135.606487 = -11999.842621 Iteration 0F: 2 clusters Score -11999.84 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -11023.768050 + Penalty 271.212974 = -10752.555077 Iteration 0F: 3 clusters Score -10752.56 nChanged 826 ComputeScore: Raw -11578.671928 + Penalty 271.212974 = -11307.458954 Iteration 1F: 3 clusters Score -11307.46 nChanged 198 ComputeScore: Raw -11758.695223 + Penalty 271.212974 = -11487.482249 Iteration 2F: 3 clusters Score -11487.48 nChanged 118 ComputeScore: Raw -11849.296841 + Penalty 271.212974 = -11578.083867 Iteration 3F: 3 clusters Score -11578.08 nChanged 75 ComputeScore: Raw -11886.206900 + Penalty 271.212974 = -11614.993927 Iteration 4Q: 3 clusters Score -11614.99 nChanged 54 ComputeScore: Raw -11902.904750 + Penalty 271.212974 = -11631.691777 Iteration 5Q: 3 clusters Score -11631.69 nChanged 26 ComputeScore: Raw -11909.323189 + Penalty 271.212974 = -11638.110215 Iteration 6Q: 3 clusters Score -11638.11 nChanged 19 ComputeScore: Raw -11914.172942 + Penalty 271.212974 = -11642.959969 Iteration 7Q: 3 clusters Score -11642.96 nChanged 13 ComputeScore: Raw -11917.916402 + Penalty 271.212974 = -11646.703428 Iteration 8Q: 3 clusters Score -11646.7 nChanged 19 ComputeScore: Raw -11921.514678 + Penalty 271.212974 = -11650.301705 Iteration 9Q: 3 clusters Score -11650.3 nChanged 10 ComputeScore: Raw -11924.059098 + Penalty 271.212974 = -11652.846124 Iteration 10Q: 3 clusters Score -11652.85 nChanged 8 ComputeScore: Raw -11926.147446 + Penalty 271.212974 = -11654.934473 Iteration 11Q: 3 clusters Score -11654.93 nChanged 10 ComputeScore: Raw -11928.082358 + Penalty 271.212974 = -11656.869384 Iteration 12Q: 3 clusters Score -11656.87 nChanged 11 ComputeScore: Raw -11929.794543 + Penalty 271.212974 = -11658.581570 Iteration 13Q: 3 clusters Score -11658.58 nChanged 10 ComputeScore: Raw -11931.820219 + Penalty 271.212974 = -11660.607245 Iteration 14Q: 3 clusters Score -11660.61 nChanged 10 ComputeScore: Raw -11933.629182 + Penalty 271.212974 = -11662.416208 Iteration 15Q: 3 clusters Score -11662.42 nChanged 10 ComputeScore: Raw -11935.791689 + Penalty 271.212974 = -11664.578716 Iteration 16Q: 3 clusters Score -11664.58 nChanged 10 ComputeScore: Raw -11938.094853 + Penalty 271.212974 = -11666.881879 Iteration 17Q: 3 clusters Score -11666.88 nChanged 14 ComputeScore: Raw -11941.043124 + Penalty 271.212974 = -11669.830151 Iteration 18Q: 3 clusters Score -11669.83 nChanged 14 ComputeScore: Raw -11944.038655 + Penalty 271.212974 = -11672.825681 Iteration 19Q: 3 clusters Score -11672.83 nChanged 12 ComputeScore: Raw -11946.937129 + Penalty 271.212974 = -11675.724155 Iteration 20F: 3 clusters Score -11675.72 nChanged 20 ComputeScore: Raw -11952.438249 + Penalty 271.212974 = -11681.225276 Iteration 21Q: 3 clusters Score -11681.23 nChanged 21 ComputeScore: Raw -11957.065515 + Penalty 271.212974 = -11685.852542 Iteration 22Q: 3 clusters Score -11685.85 nChanged 18 ComputeScore: Raw -11963.426063 + Penalty 271.212974 = -11692.213090 Iteration 23Q: 3 clusters Score -11692.21 nChanged 20 ComputeScore: Raw -11972.444274 + Penalty 271.212974 = -11701.231301 Iteration 24Q: 3 clusters Score -11701.23 nChanged 26 ComputeScore: Raw -11988.311473 + Penalty 271.212974 = -11717.098499 Iteration 25Q: 3 clusters Score -11717.1 nChanged 29 ComputeScore: Raw -12001.786441 + Penalty 271.212974 = -11730.573467 Iteration 26Q: 3 clusters Score -11730.57 nChanged 25 ComputeScore: Raw -12011.349380 + Penalty 271.212974 = -11740.136407 Iteration 27Q: 3 clusters Score -11740.14 nChanged 19 ComputeScore: Raw -12020.342761 + Penalty 271.212974 = -11749.129788 Iteration 28Q: 3 clusters Score -11749.13 nChanged 20 ComputeScore: Raw -12028.758966 + Penalty 271.212974 = -11757.545993 Iteration 29Q: 3 clusters Score -11757.55 nChanged 12 ComputeScore: Raw -12032.502899 + Penalty 271.212974 = -11761.289925 Iteration 30Q: 3 clusters Score -11761.29 nChanged 10 ComputeScore: Raw -12035.328577 + Penalty 271.212974 = -11764.115603 Iteration 31Q: 3 clusters Score -11764.12 nChanged 16 ComputeScore: Raw -12041.185829 + Penalty 271.212974 = -11769.972856 Iteration 32Q: 3 clusters Score -11769.97 nChanged 17 ComputeScore: Raw -12050.645685 + Penalty 271.212974 = -11779.432712 Iteration 33Q: 3 clusters Score -11779.43 nChanged 21 ComputeScore: Raw -12060.602771 + Penalty 271.212974 = -11789.389798 Iteration 34Q: 3 clusters Score -11789.39 nChanged 20 ComputeScore: Raw -12069.343078 + Penalty 271.212974 = -11798.130104 Iteration 35Q: 3 clusters Score -11798.13 nChanged 16 ComputeScore: Raw -12072.945235 + Penalty 271.212974 = -11801.732261 Iteration 36Q: 3 clusters Score -11801.73 nChanged 10 ComputeScore: Raw -12075.730206 + Penalty 271.212974 = -11804.517233 Iteration 37Q: 3 clusters Score -11804.52 nChanged 8 ComputeScore: Raw -12079.669040 + Penalty 271.212974 = -11808.456066 Iteration 38Q: 3 clusters Score -11808.46 nChanged 13 ComputeScore: Raw -12086.634447 + Penalty 271.212974 = -11815.421473 Iteration 39Q: 3 clusters Score -11815.42 nChanged 9 ComputeScore: Raw -12091.374428 + Penalty 271.212974 = -11820.161455 Iteration 40F: 3 clusters Score -11820.16 nChanged 12 ComputeScore: Raw -12095.913612 + Penalty 271.212974 = -11824.700639 Iteration 41Q: 3 clusters Score -11824.7 nChanged 15 ComputeScore: Raw -12102.730931 + Penalty 271.212974 = -11831.517958 Iteration 42Q: 3 clusters Score -11831.52 nChanged 23 ComputeScore: Raw -12114.420169 + Penalty 271.212974 = -11843.207195 Iteration 43Q: 3 clusters Score -11843.21 nChanged 26 ComputeScore: Raw -12126.127036 + Penalty 271.212974 = -11854.914063 Iteration 44Q: 3 clusters Score -11854.91 nChanged 18 ComputeScore: Raw -12133.690164 + Penalty 271.212974 = -11862.477191 Iteration 45Q: 3 clusters Score -11862.48 nChanged 17 ComputeScore: Raw -12140.242547 + Penalty 271.212974 = -11869.029574 Iteration 46Q: 3 clusters Score -11869.03 nChanged 15 ComputeScore: Raw -12146.188416 + Penalty 271.212974 = -11874.975443 Iteration 47Q: 3 clusters Score -11874.98 nChanged 11 ComputeScore: Raw -12148.719580 + Penalty 271.212974 = -11877.506607 Iteration 48Q: 3 clusters Score -11877.51 nChanged 6 ComputeScore: Raw -12149.745315 + Penalty 271.212974 = -11878.532342 Iteration 49Q: 3 clusters Score -11878.53 nChanged 5 ComputeScore: Raw -12150.438169 + Penalty 271.212974 = -11879.225195 Iteration 50Q: 3 clusters Score -11879.23 nChanged 5 ComputeScore: Raw -12151.498097 + Penalty 271.212974 = -11880.285123 Iteration 51Q: 3 clusters Score -11880.29 nChanged 5 ComputeScore: Raw -12152.433671 + Penalty 271.212974 = -11881.220697 Iteration 52Q: 3 clusters Score -11881.22 nChanged 0 ComputeScore: Raw -12152.433671 + Penalty 271.212974 = -11881.220697 Iteration 53F: 3 clusters Score -11881.22 nChanged 0 Trying to split cluster 5 (15633 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127425.778871 + Penalty 173.828508 = -127251.950362 Iteration 0F: 2 clusters Score -127252 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -116999.217787 + Penalty 347.657016 = -116651.560771 Iteration 0F: 3 clusters Score -116651.6 nChanged 7622 ComputeScore: Raw -121776.516823 + Penalty 347.657016 = -121428.859807 Iteration 1F: 3 clusters Score -121428.9 nChanged 1197 ComputeScore: Raw -122463.429192 + Penalty 347.657016 = -122115.772176 Iteration 2F: 3 clusters Score -122115.8 nChanged 1319 ComputeScore: Raw -123446.076296 + Penalty 347.657016 = -123098.419279 Iteration 3F: 3 clusters Score -123098.4 nChanged 1354 ComputeScore: Raw -124693.008626 + Penalty 347.657016 = -124345.351610 Iteration 4F: 3 clusters Score -124345.4 nChanged 1188 ComputeScore: Raw -125931.125850 + Penalty 347.657016 = -125583.468834 Iteration 5F: 3 clusters Score -125583.5 nChanged 809 ComputeScore: Raw -126798.718155 + Penalty 347.657016 = -126451.061138 Iteration 6F: 3 clusters Score -126451.1 nChanged 418 ComputeScore: Raw -127230.177887 + Penalty 347.657016 = -126882.520870 Iteration 7Q: 3 clusters Score -126882.5 nChanged 144 ComputeScore: Raw -127368.117268 + Penalty 347.657016 = -127020.460252 Iteration 8Q: 3 clusters Score -127020.5 nChanged 39 ComputeScore: Raw -127413.097486 + Penalty 347.657016 = -127065.440470 Iteration 9Q: 3 clusters Score -127065.4 nChanged 20 ComputeScore: Raw -127436.506496 + Penalty 347.657016 = -127088.849480 Iteration 10Q: 3 clusters Score -127088.8 nChanged 8 ComputeScore: Raw -127443.113719 + Penalty 347.657016 = -127095.456702 Iteration 11Q: 3 clusters Score -127095.5 nChanged 8 ComputeScore: Raw -127449.439736 + Penalty 347.657016 = -127101.782719 Iteration 12Q: 3 clusters Score -127101.8 nChanged 9 ComputeScore: Raw -127454.832852 + Penalty 347.657016 = -127107.175836 Iteration 13Q: 3 clusters Score -127107.2 nChanged 7 ComputeScore: Raw -127459.719540 + Penalty 347.657016 = -127112.062523 Iteration 14Q: 3 clusters Score -127112.1 nChanged 4 ComputeScore: Raw -127464.302766 + Penalty 347.657016 = -127116.645750 Iteration 15Q: 3 clusters Score -127116.6 nChanged 5 ComputeScore: Raw -127468.842528 + Penalty 347.657016 = -127121.185512 Iteration 16Q: 3 clusters Score -127121.2 nChanged 2 ComputeScore: Raw -127470.449105 + Penalty 347.657016 = -127122.792089 Iteration 17Q: 3 clusters Score -127122.8 nChanged 1 ComputeScore: Raw -127471.140619 + Penalty 347.657016 = -127123.483602 Iteration 18Q: 3 clusters Score -127123.5 nChanged 2 ComputeScore: Raw -127472.446232 + Penalty 347.657016 = -127124.789215 Iteration 19Q: 3 clusters Score -127124.8 nChanged 2 ComputeScore: Raw -127474.097020 + Penalty 347.657016 = -127126.440004 Iteration 20F: 3 clusters Score -127126.4 nChanged 2 ComputeScore: Raw -127475.529953 + Penalty 347.657016 = -127127.872936 Iteration 21Q: 3 clusters Score -127127.9 nChanged 2 ComputeScore: Raw -127476.848748 + Penalty 347.657016 = -127129.191732 Iteration 22Q: 3 clusters Score -127129.2 nChanged 1 ComputeScore: Raw -127478.690917 + Penalty 347.657016 = -127131.033901 Iteration 23Q: 3 clusters Score -127131 nChanged 2 ComputeScore: Raw -127479.116683 + Penalty 347.657016 = -127131.459667 Iteration 24Q: 3 clusters Score -127131.5 nChanged 0 ComputeScore: Raw -127479.116683 + Penalty 347.657016 = -127131.459667 Iteration 25F: 3 clusters Score -127131.5 nChanged 0 Trying to split cluster 6 (2568 points) Assigned 2 initial classes randomly. ComputeScore: Raw -27489.077257 + Penalty 141.315888 = -27347.761369 Iteration 0F: 2 clusters Score -27347.76 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -25970.175636 + Penalty 282.631776 = -25687.543860 Iteration 0F: 3 clusters Score -25687.54 nChanged 1131 ComputeScore: Raw -26701.916823 + Penalty 282.631776 = -26419.285047 Iteration 1F: 3 clusters Score -26419.29 nChanged 202 ComputeScore: Raw -26865.692964 + Penalty 282.631776 = -26583.061188 Iteration 2F: 3 clusters Score -26583.06 nChanged 148 ComputeScore: Raw -26981.740004 + Penalty 282.631776 = -26699.108228 Iteration 3F: 3 clusters Score -26699.11 nChanged 132 ComputeScore: Raw -27059.408930 + Penalty 282.631776 = -26776.777154 Iteration 4F: 3 clusters Score -26776.78 nChanged 92 ComputeScore: Raw -27099.653461 + Penalty 282.631776 = -26817.021686 Iteration 5Q: 3 clusters Score -26817.02 nChanged 66 ComputeScore: Raw -27121.593609 + Penalty 282.631776 = -26838.961833 Iteration 6Q: 3 clusters Score -26838.96 nChanged 53 ComputeScore: Raw -27141.031555 + Penalty 282.631776 = -26858.399779 Iteration 7Q: 3 clusters Score -26858.4 nChanged 34 ComputeScore: Raw -27148.925232 + Penalty 282.631776 = -26866.293456 Iteration 8Q: 3 clusters Score -26866.29 nChanged 21 ComputeScore: Raw -27152.034732 + Penalty 282.631776 = -26869.402956 Iteration 9Q: 3 clusters Score -26869.4 nChanged 24 ComputeScore: Raw -27156.254436 + Penalty 282.631776 = -26873.622660 Iteration 10Q: 3 clusters Score -26873.62 nChanged 22 ComputeScore: Raw -27160.651357 + Penalty 282.631776 = -26878.019581 Iteration 11Q: 3 clusters Score -26878.02 nChanged 20 ComputeScore: Raw -27164.685205 + Penalty 282.631776 = -26882.053429 Iteration 12Q: 3 clusters Score -26882.05 nChanged 27 ComputeScore: Raw -27169.893401 + Penalty 282.631776 = -26887.261625 Iteration 13Q: 3 clusters Score -26887.26 nChanged 23 ComputeScore: Raw -27175.774375 + Penalty 282.631776 = -26893.142599 Iteration 14Q: 3 clusters Score -26893.14 nChanged 26 ComputeScore: Raw -27184.958287 + Penalty 282.631776 = -26902.326511 Iteration 15Q: 3 clusters Score -26902.33 nChanged 38 ComputeScore: Raw -27203.416440 + Penalty 282.631776 = -26920.784664 Iteration 16Q: 3 clusters Score -26920.78 nChanged 52 ComputeScore: Raw -27237.919935 + Penalty 282.631776 = -26955.288159 Iteration 17Q: 3 clusters Score -26955.29 nChanged 72 ComputeScore: Raw -27300.058038 + Penalty 282.631776 = -27017.426262 Iteration 18Q: 3 clusters Score -27017.43 nChanged 65 ComputeScore: Raw -27358.134708 + Penalty 282.631776 = -27075.502932 Iteration 19Q: 3 clusters Score -27075.5 nChanged 70 ComputeScore: Raw -27415.246907 + Penalty 282.631776 = -27132.615131 Iteration 20F: 3 clusters Score -27132.62 nChanged 66 ComputeScore: Raw -27474.928132 + Penalty 282.631776 = -27192.296356 Iteration 21Q: 3 clusters Score -27192.3 nChanged 68 ComputeScore: Raw -27538.966496 + Penalty 282.631776 = -27256.334720 Iteration 22Q: 3 clusters Score -27256.33 nChanged 56 ComputeScore: Raw -27592.444088 + Penalty 282.631776 = -27309.812312 Iteration 23Q: 3 clusters Score -27309.81 nChanged 30 ComputeScore: Raw -27610.924286 + Penalty 282.631776 = -27328.292510 Iteration 24Q: 3 clusters Score -27328.29 nChanged 10 ComputeScore: Raw -27614.815361 + Penalty 282.631776 = -27332.183585 Iteration 25Q: 3 clusters Score -27332.18 nChanged 4 ComputeScore: Raw -27615.682887 + Penalty 282.631776 = -27333.051111 Iteration 26Q: 3 clusters Score -27333.05 nChanged 0 ComputeScore: Raw -27615.682887 + Penalty 282.631776 = -27333.051111 Iteration 27F: 3 clusters Score -27333.05 nChanged 0 Trying to split cluster 7 (5705 points) Assigned 2 initial classes randomly. ComputeScore: Raw -53990.014449 + Penalty 155.683769 = -53834.330680 Iteration 0F: 2 clusters Score -53834.33 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -50320.104295 + Penalty 311.367537 = -50008.736758 Iteration 0F: 3 clusters Score -50008.74 nChanged 2718 ComputeScore: Raw -52005.045819 + Penalty 311.367537 = -51693.678281 Iteration 1F: 3 clusters Score -51693.68 nChanged 411 ComputeScore: Raw -52235.660713 + Penalty 311.367537 = -51924.293175 Iteration 2F: 3 clusters Score -51924.29 nChanged 390 ComputeScore: Raw -52490.506141 + Penalty 311.367537 = -52179.138603 Iteration 3F: 3 clusters Score -52179.14 nChanged 360 ComputeScore: Raw -52786.254144 + Penalty 311.367537 = -52474.886606 Iteration 4F: 3 clusters Score -52474.89 nChanged 349 ComputeScore: Raw -53136.802371 + Penalty 311.367537 = -52825.434834 Iteration 5F: 3 clusters Score -52825.43 nChanged 265 ComputeScore: Raw -53402.040455 + Penalty 311.367537 = -53090.672917 Iteration 6Q: 3 clusters Score -53090.67 nChanged 166 ComputeScore: Raw -53579.270147 + Penalty 311.367537 = -53267.902609 Iteration 7Q: 3 clusters Score -53267.9 nChanged 128 ComputeScore: Raw -53684.973405 + Penalty 311.367537 = -53373.605868 Iteration 8Q: 3 clusters Score -53373.61 nChanged 91 ComputeScore: Raw -53744.116909 + Penalty 311.367537 = -53432.749371 Iteration 9Q: 3 clusters Score -53432.75 nChanged 82 ComputeScore: Raw -53794.002518 + Penalty 311.367537 = -53482.634980 Iteration 10Q: 3 clusters Score -53482.63 nChanged 73 ComputeScore: Raw -53843.444389 + Penalty 311.367537 = -53532.076852 Iteration 11Q: 3 clusters Score -53532.08 nChanged 67 ComputeScore: Raw -53889.745295 + Penalty 311.367537 = -53578.377758 Iteration 12Q: 3 clusters Score -53578.38 nChanged 51 ComputeScore: Raw -53921.568488 + Penalty 311.367537 = -53610.200951 Iteration 13Q: 3 clusters Score -53610.2 nChanged 36 ComputeScore: Raw -53946.583309 + Penalty 311.367537 = -53635.215771 Iteration 14Q: 3 clusters Score -53635.22 nChanged 22 ComputeScore: Raw -53960.808488 + Penalty 311.367537 = -53649.440951 Iteration 15Q: 3 clusters Score -53649.44 nChanged 16 ComputeScore: Raw -53970.703346 + Penalty 311.367537 = -53659.335808 Iteration 16Q: 3 clusters Score -53659.34 nChanged 15 ComputeScore: Raw -53980.849709 + Penalty 311.367537 = -53669.482172 Iteration 17Q: 3 clusters Score -53669.48 nChanged 8 ComputeScore: Raw -53987.322379 + Penalty 311.367537 = -53675.954841 Iteration 18Q: 3 clusters Score -53675.95 nChanged 9 ComputeScore: Raw -53995.514915 + Penalty 311.367537 = -53684.147378 Iteration 19Q: 3 clusters Score -53684.15 nChanged 5 ComputeScore: Raw -53999.656098 + Penalty 311.367537 = -53688.288561 Iteration 20F: 3 clusters Score -53688.29 nChanged 4 ComputeScore: Raw -54002.306412 + Penalty 311.367537 = -53690.938875 Iteration 21Q: 3 clusters Score -53690.94 nChanged 5 ComputeScore: Raw -54005.284811 + Penalty 311.367537 = -53693.917274 Iteration 22Q: 3 clusters Score -53693.92 nChanged 2 ComputeScore: Raw -54006.453033 + Penalty 311.367537 = -53695.085495 Iteration 23Q: 3 clusters Score -53695.09 nChanged 0 ComputeScore: Raw -54006.453033 + Penalty 311.367537 = -53695.085495 Iteration 24F: 3 clusters Score -53695.09 nChanged 0 Trying to split cluster 8 (260 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3428.699714 + Penalty 100.092269 = -3328.607445 Iteration 0F: 2 clusters Score -3328.607 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3324.449115 + Penalty 200.184539 = -3124.264576 Iteration 0F: 3 clusters Score -3124.265 nChanged 82 ComputeScore: Raw -3371.688913 + Penalty 200.184539 = -3171.504374 Iteration 1F: 3 clusters Score -3171.504 nChanged 21 ComputeScore: Raw -3393.585510 + Penalty 200.184539 = -3193.400971 Iteration 2F: 3 clusters Score -3193.401 nChanged 19 ComputeScore: Raw -3413.322851 + Penalty 200.184539 = -3213.138313 Iteration 3F: 3 clusters Score -3213.138 nChanged 9 ComputeScore: Raw -3423.781416 + Penalty 200.184539 = -3223.596877 Iteration 4Q: 3 clusters Score -3223.597 nChanged 10 ComputeScore: Raw -3432.655640 + Penalty 200.184539 = -3232.471101 Iteration 5Q: 3 clusters Score -3232.471 nChanged 6 ComputeScore: Raw -3438.646853 + Penalty 200.184539 = -3238.462314 Iteration 6Q: 3 clusters Score -3238.462 nChanged 1 ComputeScore: Raw -3440.657938 + Penalty 200.184539 = -3240.473399 Iteration 7Q: 3 clusters Score -3240.473 nChanged 2 ComputeScore: Raw -3441.846303 + Penalty 200.184539 = -3241.661765 Iteration 8Q: 3 clusters Score -3241.662 nChanged 1 ComputeScore: Raw -3442.013840 + Penalty 200.184539 = -3241.829302 Iteration 9Q: 3 clusters Score -3241.829 nChanged 0 ComputeScore: Raw -3442.013840 + Penalty 200.184539 = -3241.829302 Iteration 10F: 3 clusters Score -3241.829 nChanged 0 Trying to split cluster 9 (10505 points) Assigned 2 initial classes randomly. ComputeScore: Raw -91843.422506 + Penalty 166.672919 = -91676.749587 Iteration 0F: 2 clusters Score -91676.75 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -84960.173561 + Penalty 333.345838 = -84626.827723 Iteration 0F: 3 clusters Score -84626.83 nChanged 5021 ComputeScore: Raw -87917.555635 + Penalty 333.345838 = -87584.209796 Iteration 1F: 3 clusters Score -87584.21 nChanged 700 ComputeScore: Raw -88340.654719 + Penalty 333.345838 = -88007.308881 Iteration 2F: 3 clusters Score -88007.31 nChanged 841 ComputeScore: Raw -89070.714905 + Penalty 333.345838 = -88737.369067 Iteration 3F: 3 clusters Score -88737.37 nChanged 870 ComputeScore: Raw -90030.913124 + Penalty 333.345838 = -89697.567286 Iteration 4F: 3 clusters Score -89697.57 nChanged 612 ComputeScore: Raw -90632.874840 + Penalty 333.345838 = -90299.529002 Iteration 5F: 3 clusters Score -90299.53 nChanged 413 ComputeScore: Raw -90946.187486 + Penalty 333.345838 = -90612.841648 Iteration 6Q: 3 clusters Score -90612.84 nChanged 303 ComputeScore: Raw -91135.487924 + Penalty 333.345838 = -90802.142086 Iteration 7Q: 3 clusters Score -90802.14 nChanged 230 ComputeScore: Raw -91269.776611 + Penalty 333.345838 = -90936.430773 Iteration 8Q: 3 clusters Score -90936.43 nChanged 201 ComputeScore: Raw -91381.822363 + Penalty 333.345838 = -91048.476525 Iteration 9Q: 3 clusters Score -91048.48 nChanged 163 ComputeScore: Raw -91464.958407 + Penalty 333.345838 = -91131.612569 Iteration 10Q: 3 clusters Score -91131.61 nChanged 127 ComputeScore: Raw -91536.011412 + Penalty 333.345838 = -91202.665574 Iteration 11Q: 3 clusters Score -91202.67 nChanged 127 ComputeScore: Raw -91611.878433 + Penalty 333.345838 = -91278.532595 Iteration 12Q: 3 clusters Score -91278.53 nChanged 113 ComputeScore: Raw -91684.680010 + Penalty 333.345838 = -91351.334172 Iteration 13Q: 3 clusters Score -91351.33 nChanged 98 ComputeScore: Raw -91751.358790 + Penalty 333.345838 = -91418.012952 Iteration 14Q: 3 clusters Score -91418.01 nChanged 66 ComputeScore: Raw -91807.211811 + Penalty 333.345838 = -91473.865973 Iteration 15Q: 3 clusters Score -91473.87 nChanged 30 ComputeScore: Raw -91833.043887 + Penalty 333.345838 = -91499.698049 Iteration 16Q: 3 clusters Score -91499.7 nChanged 18 ComputeScore: Raw -91847.452780 + Penalty 333.345838 = -91514.106942 Iteration 17Q: 3 clusters Score -91514.11 nChanged 12 ComputeScore: Raw -91856.362565 + Penalty 333.345838 = -91523.016726 Iteration 18Q: 3 clusters Score -91523.02 nChanged 7 ComputeScore: Raw -91860.354903 + Penalty 333.345838 = -91527.009065 Iteration 19Q: 3 clusters Score -91527.01 nChanged 4 ComputeScore: Raw -91863.304743 + Penalty 333.345838 = -91529.958905 Iteration 20F: 3 clusters Score -91529.96 nChanged 1 ComputeScore: Raw -91863.955165 + Penalty 333.345838 = -91530.609327 Iteration 21Q: 3 clusters Score -91530.61 nChanged 1 ComputeScore: Raw -91864.489134 + Penalty 333.345838 = -91531.143295 Iteration 22Q: 3 clusters Score -91531.14 nChanged 0 ComputeScore: Raw -91864.489134 + Penalty 333.345838 = -91531.143295 Iteration 23F: 3 clusters Score -91531.14 nChanged 0 Trying to split cluster 10 (642 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7714.863316 + Penalty 116.362589 = -7598.500727 Iteration 0F: 2 clusters Score -7598.501 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7362.754717 + Penalty 232.725179 = -7130.029538 Iteration 0F: 3 clusters Score -7130.03 nChanged 260 ComputeScore: Raw -7531.154778 + Penalty 232.725179 = -7298.429599 Iteration 1F: 3 clusters Score -7298.43 nChanged 52 ComputeScore: Raw -7565.651392 + Penalty 232.725179 = -7332.926213 Iteration 2F: 3 clusters Score -7332.926 nChanged 40 ComputeScore: Raw -7599.264276 + Penalty 232.725179 = -7366.539097 Iteration 3F: 3 clusters Score -7366.539 nChanged 38 ComputeScore: Raw -7638.807291 + Penalty 232.725179 = -7406.082112 Iteration 4F: 3 clusters Score -7406.082 nChanged 36 ComputeScore: Raw -7680.529247 + Penalty 232.725179 = -7447.804068 Iteration 5F: 3 clusters Score -7447.804 nChanged 19 ComputeScore: Raw -7698.211943 + Penalty 232.725179 = -7465.486764 Iteration 6Q: 3 clusters Score -7465.487 nChanged 13 ComputeScore: Raw -7714.864497 + Penalty 232.725179 = -7482.139318 Iteration 7Q: 3 clusters Score -7482.139 nChanged 6 ComputeScore: Raw -7721.145206 + Penalty 232.725179 = -7488.420027 Iteration 8Q: 3 clusters Score -7488.42 nChanged 5 ComputeScore: Raw -7723.476634 + Penalty 232.725179 = -7490.751455 Iteration 9Q: 3 clusters Score -7490.751 nChanged 1 ComputeScore: Raw -7726.884156 + Penalty 232.725179 = -7494.158977 Iteration 10Q: 3 clusters Score -7494.159 nChanged 2 ComputeScore: Raw -7729.825786 + Penalty 232.725179 = -7497.100607 Iteration 11Q: 3 clusters Score -7497.101 nChanged 2 ComputeScore: Raw -7733.015958 + Penalty 232.725179 = -7500.290779 Iteration 12Q: 3 clusters Score -7500.291 nChanged 0 ComputeScore: Raw -7733.015958 + Penalty 232.725179 = -7500.290779 Iteration 13F: 3 clusters Score -7500.291 nChanged 0 Trying to split cluster 11 (385 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4753.034191 + Penalty 107.158380 = -4645.875811 Iteration 0F: 2 clusters Score -4645.876 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4557.371918 + Penalty 214.316760 = -4343.055158 Iteration 0F: 3 clusters Score -4343.055 nChanged 161 ComputeScore: Raw -4648.979125 + Penalty 214.316760 = -4434.662365 Iteration 1F: 3 clusters Score -4434.662 nChanged 29 ComputeScore: Raw -4667.011749 + Penalty 214.316760 = -4452.694989 Iteration 2F: 3 clusters Score -4452.695 nChanged 26 ComputeScore: Raw -4684.660514 + Penalty 214.316760 = -4470.343753 Iteration 3F: 3 clusters Score -4470.344 nChanged 16 ComputeScore: Raw -4695.283122 + Penalty 214.316760 = -4480.966362 Iteration 4Q: 3 clusters Score -4480.966 nChanged 15 ComputeScore: Raw -4709.023257 + Penalty 214.316760 = -4494.706497 Iteration 5Q: 3 clusters Score -4494.706 nChanged 14 ComputeScore: Raw -4727.294698 + Penalty 214.316760 = -4512.977938 Iteration 6Q: 3 clusters Score -4512.978 nChanged 11 ComputeScore: Raw -4740.745727 + Penalty 214.316760 = -4526.428967 Iteration 7Q: 3 clusters Score -4526.429 nChanged 9 ComputeScore: Raw -4753.561715 + Penalty 214.316760 = -4539.244955 Iteration 8Q: 3 clusters Score -4539.245 nChanged 13 ComputeScore: Raw -4766.310525 + Penalty 214.316760 = -4551.993765 Iteration 9Q: 3 clusters Score -4551.994 nChanged 4 ComputeScore: Raw -4768.727999 + Penalty 214.316760 = -4554.411239 Iteration 10Q: 3 clusters Score -4554.411 nChanged 4 ComputeScore: Raw -4770.570351 + Penalty 214.316760 = -4556.253591 Iteration 11Q: 3 clusters Score -4556.254 nChanged 1 ComputeScore: Raw -4770.969841 + Penalty 214.316760 = -4556.653080 Iteration 12Q: 3 clusters Score -4556.653 nChanged 1 ComputeScore: Raw -4771.010521 + Penalty 214.316760 = -4556.693761 Iteration 13Q: 3 clusters Score -4556.694 nChanged 0 ComputeScore: Raw -4771.010521 + Penalty 214.316760 = -4556.693761 Iteration 14F: 3 clusters Score -4556.694 nChanged 0 Trying to split cluster 12 (1913 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22549.360929 + Penalty 136.015703 = -22413.345226 Iteration 0F: 2 clusters Score -22413.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21390.310095 + Penalty 272.031407 = -21118.278688 Iteration 0F: 3 clusters Score -21118.28 nChanged 858 ComputeScore: Raw -21923.964243 + Penalty 272.031407 = -21651.932836 Iteration 1F: 3 clusters Score -21651.93 nChanged 139 ComputeScore: Raw -21996.879245 + Penalty 272.031407 = -21724.847838 Iteration 2F: 3 clusters Score -21724.85 nChanged 99 ComputeScore: Raw -22052.173258 + Penalty 272.031407 = -21780.141851 Iteration 3F: 3 clusters Score -21780.14 nChanged 95 ComputeScore: Raw -22109.952131 + Penalty 272.031407 = -21837.920724 Iteration 4Q: 3 clusters Score -21837.92 nChanged 99 ComputeScore: Raw -22172.824739 + Penalty 272.031407 = -21900.793332 Iteration 5F: 3 clusters Score -21900.79 nChanged 86 ComputeScore: Raw -22237.636294 + Penalty 272.031407 = -21965.604887 Iteration 6Q: 3 clusters Score -21965.6 nChanged 79 ComputeScore: Raw -22304.328451 + Penalty 272.031407 = -22032.297044 Iteration 7Q: 3 clusters Score -22032.3 nChanged 70 ComputeScore: Raw -22364.791814 + Penalty 272.031407 = -22092.760407 Iteration 8Q: 3 clusters Score -22092.76 nChanged 50 ComputeScore: Raw -22399.320913 + Penalty 272.031407 = -22127.289506 Iteration 9Q: 3 clusters Score -22127.29 nChanged 27 ComputeScore: Raw -22417.743010 + Penalty 272.031407 = -22145.711603 Iteration 10Q: 3 clusters Score -22145.71 nChanged 18 ComputeScore: Raw -22427.692524 + Penalty 272.031407 = -22155.661117 Iteration 11Q: 3 clusters Score -22155.66 nChanged 23 ComputeScore: Raw -22439.950987 + Penalty 272.031407 = -22167.919580 Iteration 12Q: 3 clusters Score -22167.92 nChanged 20 ComputeScore: Raw -22453.216263 + Penalty 272.031407 = -22181.184856 Iteration 13Q: 3 clusters Score -22181.18 nChanged 21 ComputeScore: Raw -22463.289074 + Penalty 272.031407 = -22191.257667 Iteration 14Q: 3 clusters Score -22191.26 nChanged 19 ComputeScore: Raw -22475.375970 + Penalty 272.031407 = -22203.344563 Iteration 15Q: 3 clusters Score -22203.34 nChanged 19 ComputeScore: Raw -22491.814457 + Penalty 272.031407 = -22219.783050 Iteration 16Q: 3 clusters Score -22219.78 nChanged 18 ComputeScore: Raw -22504.064750 + Penalty 272.031407 = -22232.033343 Iteration 17Q: 3 clusters Score -22232.03 nChanged 14 ComputeScore: Raw -22508.640489 + Penalty 272.031407 = -22236.609082 Iteration 18Q: 3 clusters Score -22236.61 nChanged 7 ComputeScore: Raw -22510.577847 + Penalty 272.031407 = -22238.546440 Iteration 19Q: 3 clusters Score -22238.55 nChanged 5 ComputeScore: Raw -22511.146619 + Penalty 272.031407 = -22239.115212 Iteration 20F: 3 clusters Score -22239.12 nChanged 3 ComputeScore: Raw -22511.705801 + Penalty 272.031407 = -22239.674394 Iteration 21Q: 3 clusters Score -22239.67 nChanged 6 ComputeScore: Raw -22513.902249 + Penalty 272.031407 = -22241.870842 Iteration 22Q: 3 clusters Score -22241.87 nChanged 8 ComputeScore: Raw -22517.939592 + Penalty 272.031407 = -22245.908185 Iteration 23Q: 3 clusters Score -22245.91 nChanged 6 ComputeScore: Raw -22520.313359 + Penalty 272.031407 = -22248.281952 Iteration 24Q: 3 clusters Score -22248.28 nChanged 9 ComputeScore: Raw -22523.556402 + Penalty 272.031407 = -22251.524995 Iteration 25Q: 3 clusters Score -22251.52 nChanged 8 ComputeScore: Raw -22526.123649 + Penalty 272.031407 = -22254.092243 Iteration 26Q: 3 clusters Score -22254.09 nChanged 6 ComputeScore: Raw -22528.958727 + Penalty 272.031407 = -22256.927320 Iteration 27Q: 3 clusters Score -22256.93 nChanged 10 ComputeScore: Raw -22533.182619 + Penalty 272.031407 = -22261.151212 Iteration 28Q: 3 clusters Score -22261.15 nChanged 8 ComputeScore: Raw -22538.424434 + Penalty 272.031407 = -22266.393027 Iteration 29Q: 3 clusters Score -22266.39 nChanged 8 ComputeScore: Raw -22544.945527 + Penalty 272.031407 = -22272.914120 Iteration 30Q: 3 clusters Score -22272.91 nChanged 8 ComputeScore: Raw -22552.450568 + Penalty 272.031407 = -22280.419161 Iteration 31Q: 3 clusters Score -22280.42 nChanged 4 ComputeScore: Raw -22556.368266 + Penalty 272.031407 = -22284.336859 Iteration 32Q: 3 clusters Score -22284.34 nChanged 6 ComputeScore: Raw -22562.071563 + Penalty 272.031407 = -22290.040156 Iteration 33Q: 3 clusters Score -22290.04 nChanged 5 ComputeScore: Raw -22565.444449 + Penalty 272.031407 = -22293.413042 Iteration 34Q: 3 clusters Score -22293.41 nChanged 1 ComputeScore: Raw -22566.007219 + Penalty 272.031407 = -22293.975812 Iteration 35Q: 3 clusters Score -22293.98 nChanged 1 ComputeScore: Raw -22566.144240 + Penalty 272.031407 = -22294.112834 Iteration 36Q: 3 clusters Score -22294.11 nChanged 0 ComputeScore: Raw -22566.144240 + Penalty 272.031407 = -22294.112834 Iteration 37F: 3 clusters Score -22294.11 nChanged 0 Trying to split cluster 13 (2777 points) Assigned 2 initial classes randomly. ComputeScore: Raw -26318.934105 + Penalty 142.724277 = -26176.209828 Iteration 0F: 2 clusters Score -26176.21 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24623.597780 + Penalty 285.448554 = -24338.149227 Iteration 0F: 3 clusters Score -24338.15 nChanged 1267 ComputeScore: Raw -25309.050372 + Penalty 285.448554 = -25023.601818 Iteration 1F: 3 clusters Score -25023.6 nChanged 165 ComputeScore: Raw -25373.510518 + Penalty 285.448554 = -25088.061964 Iteration 2F: 3 clusters Score -25088.06 nChanged 165 ComputeScore: Raw -25460.318593 + Penalty 285.448554 = -25174.870039 Iteration 3F: 3 clusters Score -25174.87 nChanged 182 ComputeScore: Raw -25576.825300 + Penalty 285.448554 = -25291.376746 Iteration 4F: 3 clusters Score -25291.38 nChanged 183 ComputeScore: Raw -25721.581481 + Penalty 285.448554 = -25436.132927 Iteration 5F: 3 clusters Score -25436.13 nChanged 189 ComputeScore: Raw -25887.772831 + Penalty 285.448554 = -25602.324277 Iteration 6F: 3 clusters Score -25602.32 nChanged 159 ComputeScore: Raw -26043.192600 + Penalty 285.448554 = -25757.744047 Iteration 7F: 3 clusters Score -25757.74 nChanged 108 ComputeScore: Raw -26155.580497 + Penalty 285.448554 = -25870.131944 Iteration 8Q: 3 clusters Score -25870.13 nChanged 54 ComputeScore: Raw -26202.608535 + Penalty 285.448554 = -25917.159981 Iteration 9Q: 3 clusters Score -25917.16 nChanged 32 ComputeScore: Raw -26225.990175 + Penalty 285.448554 = -25940.541622 Iteration 10Q: 3 clusters Score -25940.54 nChanged 31 ComputeScore: Raw -26240.761695 + Penalty 285.448554 = -25955.313141 Iteration 11Q: 3 clusters Score -25955.31 nChanged 20 ComputeScore: Raw -26251.909333 + Penalty 285.448554 = -25966.460780 Iteration 12Q: 3 clusters Score -25966.46 nChanged 19 ComputeScore: Raw -26263.461626 + Penalty 285.448554 = -25978.013072 Iteration 13Q: 3 clusters Score -25978.01 nChanged 14 ComputeScore: Raw -26269.957065 + Penalty 285.448554 = -25984.508512 Iteration 14Q: 3 clusters Score -25984.51 nChanged 16 ComputeScore: Raw -26279.345383 + Penalty 285.448554 = -25993.896829 Iteration 15Q: 3 clusters Score -25993.9 nChanged 17 ComputeScore: Raw -26291.156047 + Penalty 285.448554 = -26005.707493 Iteration 16Q: 3 clusters Score -26005.71 nChanged 12 ComputeScore: Raw -26302.148214 + Penalty 285.448554 = -26016.699661 Iteration 17Q: 3 clusters Score -26016.7 nChanged 12 ComputeScore: Raw -26312.925858 + Penalty 285.448554 = -26027.477305 Iteration 18Q: 3 clusters Score -26027.48 nChanged 9 ComputeScore: Raw -26323.404491 + Penalty 285.448554 = -26037.955938 Iteration 19Q: 3 clusters Score -26037.96 nChanged 6 ComputeScore: Raw -26329.475230 + Penalty 285.448554 = -26044.026676 Iteration 20F: 3 clusters Score -26044.03 nChanged 6 ComputeScore: Raw -26333.917630 + Penalty 285.448554 = -26048.469077 Iteration 21Q: 3 clusters Score -26048.47 nChanged 3 ComputeScore: Raw -26337.372346 + Penalty 285.448554 = -26051.923792 Iteration 22Q: 3 clusters Score -26051.92 nChanged 3 ComputeScore: Raw -26340.418384 + Penalty 285.448554 = -26054.969830 Iteration 23Q: 3 clusters Score -26054.97 nChanged 2 ComputeScore: Raw -26340.994681 + Penalty 285.448554 = -26055.546128 Iteration 24Q: 3 clusters Score -26055.55 nChanged 2 ComputeScore: Raw -26341.834334 + Penalty 285.448554 = -26056.385781 Iteration 25Q: 3 clusters Score -26056.39 nChanged 2 ComputeScore: Raw -26344.987014 + Penalty 285.448554 = -26059.538460 Iteration 26Q: 3 clusters Score -26059.54 nChanged 2 ComputeScore: Raw -26347.372491 + Penalty 285.448554 = -26061.923938 Iteration 27Q: 3 clusters Score -26061.92 nChanged 1 ComputeScore: Raw -26348.546765 + Penalty 285.448554 = -26063.098212 Iteration 28Q: 3 clusters Score -26063.1 nChanged 2 ComputeScore: Raw -26349.264141 + Penalty 285.448554 = -26063.815587 Iteration 29Q: 3 clusters Score -26063.82 nChanged 0 ComputeScore: Raw -26349.264141 + Penalty 285.448554 = -26063.815587 Iteration 30F: 3 clusters Score -26063.82 nChanged 0 Trying to split cluster 14 (8419 points) Assigned 2 initial classes randomly. ComputeScore: Raw -72475.273693 + Penalty 162.688434 = -72312.585259 Iteration 0F: 2 clusters Score -72312.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -66966.529637 + Penalty 325.376868 = -66641.152769 Iteration 0F: 3 clusters Score -66641.15 nChanged 4075 ComputeScore: Raw -69525.613463 + Penalty 325.376868 = -69200.236595 Iteration 1F: 3 clusters Score -69200.24 nChanged 504 ComputeScore: Raw -69732.975535 + Penalty 325.376868 = -69407.598667 Iteration 2F: 3 clusters Score -69407.6 nChanged 416 ComputeScore: Raw -69907.293056 + Penalty 325.376868 = -69581.916188 Iteration 3Q: 3 clusters Score -69581.92 nChanged 355 ComputeScore: Raw -70066.126351 + Penalty 325.376868 = -69740.749483 Iteration 4Q: 3 clusters Score -69740.75 nChanged 335 ComputeScore: Raw -70213.694328 + Penalty 325.376868 = -69888.317460 Iteration 5Q: 3 clusters Score -69888.32 nChanged 333 ComputeScore: Raw -70376.434024 + Penalty 325.376868 = -70051.057156 Iteration 6Q: 3 clusters Score -70051.06 nChanged 351 ComputeScore: Raw -70559.231340 + Penalty 325.376868 = -70233.854472 Iteration 7Q: 3 clusters Score -70233.85 nChanged 326 ComputeScore: Raw -70723.769159 + Penalty 325.376868 = -70398.392291 Iteration 8Q: 3 clusters Score -70398.39 nChanged 374 ComputeScore: Raw -70928.032049 + Penalty 325.376868 = -70602.655181 Iteration 9Q: 3 clusters Score -70602.66 nChanged 434 ComputeScore: Raw -71188.285499 + Penalty 325.376868 = -70862.908631 Iteration 10F: 3 clusters Score -70862.91 nChanged 449 ComputeScore: Raw -71450.196953 + Penalty 325.376868 = -71124.820085 Iteration 11F: 3 clusters Score -71124.82 nChanged 418 ComputeScore: Raw -71697.576000 + Penalty 325.376868 = -71372.199132 Iteration 12Q: 3 clusters Score -71372.2 nChanged 357 ComputeScore: Raw -71898.048559 + Penalty 325.376868 = -71572.671691 Iteration 13Q: 3 clusters Score -71572.67 nChanged 323 ComputeScore: Raw -72080.377872 + Penalty 325.376868 = -71755.001004 Iteration 14Q: 3 clusters Score -71755 nChanged 252 ComputeScore: Raw -72214.341582 + Penalty 325.376868 = -71888.964714 Iteration 15Q: 3 clusters Score -71888.96 nChanged 186 ComputeScore: Raw -72313.150597 + Penalty 325.376868 = -71987.773729 Iteration 16Q: 3 clusters Score -71987.77 nChanged 130 ComputeScore: Raw -72382.829576 + Penalty 325.376868 = -72057.452708 Iteration 17Q: 3 clusters Score -72057.45 nChanged 99 ComputeScore: Raw -72432.365904 + Penalty 325.376868 = -72106.989036 Iteration 18Q: 3 clusters Score -72106.99 nChanged 54 ComputeScore: Raw -72455.417808 + Penalty 325.376868 = -72130.040940 Iteration 19Q: 3 clusters Score -72130.04 nChanged 39 ComputeScore: Raw -72467.443406 + Penalty 325.376868 = -72142.066538 Iteration 20F: 3 clusters Score -72142.07 nChanged 35 ComputeScore: Raw -72481.873876 + Penalty 325.376868 = -72156.497008 Iteration 21Q: 3 clusters Score -72156.5 nChanged 25 ComputeScore: Raw -72492.393274 + Penalty 325.376868 = -72167.016406 Iteration 22Q: 3 clusters Score -72167.02 nChanged 18 ComputeScore: Raw -72500.415297 + Penalty 325.376868 = -72175.038428 Iteration 23Q: 3 clusters Score -72175.04 nChanged 20 ComputeScore: Raw -72509.072538 + Penalty 325.376868 = -72183.695670 Iteration 24Q: 3 clusters Score -72183.7 nChanged 14 ComputeScore: Raw -72512.505658 + Penalty 325.376868 = -72187.128789 Iteration 25Q: 3 clusters Score -72187.13 nChanged 10 ComputeScore: Raw -72516.318704 + Penalty 325.376868 = -72190.941836 Iteration 26Q: 3 clusters Score -72190.94 nChanged 9 ComputeScore: Raw -72519.266604 + Penalty 325.376868 = -72193.889736 Iteration 27Q: 3 clusters Score -72193.89 nChanged 6 ComputeScore: Raw -72521.592757 + Penalty 325.376868 = -72196.215889 Iteration 28Q: 3 clusters Score -72196.22 nChanged 6 ComputeScore: Raw -72523.875017 + Penalty 325.376868 = -72198.498148 Iteration 29Q: 3 clusters Score -72198.5 nChanged 4 ComputeScore: Raw -72525.410786 + Penalty 325.376868 = -72200.033918 Iteration 30Q: 3 clusters Score -72200.03 nChanged 3 ComputeScore: Raw -72526.689084 + Penalty 325.376868 = -72201.312216 Iteration 31Q: 3 clusters Score -72201.31 nChanged 5 ComputeScore: Raw -72529.286130 + Penalty 325.376868 = -72203.909262 Iteration 32Q: 3 clusters Score -72203.91 nChanged 6 ComputeScore: Raw -72531.087644 + Penalty 325.376868 = -72205.710776 Iteration 33Q: 3 clusters Score -72205.71 nChanged 1 ComputeScore: Raw -72531.347722 + Penalty 325.376868 = -72205.970854 Iteration 34Q: 3 clusters Score -72205.97 nChanged 3 ComputeScore: Raw -72532.066240 + Penalty 325.376868 = -72206.689372 Iteration 35Q: 3 clusters Score -72206.69 nChanged 1 ComputeScore: Raw -72532.292670 + Penalty 325.376868 = -72206.915802 Iteration 36Q: 3 clusters Score -72206.92 nChanged 0 ComputeScore: Raw -72532.292670 + Penalty 325.376868 = -72206.915802 Iteration 37F: 3 clusters Score -72206.92 nChanged 0 Trying to split cluster 15 (4912 points) Assigned 2 initial classes randomly. ComputeScore: Raw -43118.662959 + Penalty 152.989856 = -42965.673102 Iteration 0F: 2 clusters Score -42965.67 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -40031.931428 + Penalty 305.979713 = -39725.951715 Iteration 0F: 3 clusters Score -39725.95 nChanged 2291 ComputeScore: Raw -41433.439722 + Penalty 305.979713 = -41127.460009 Iteration 1F: 3 clusters Score -41127.46 nChanged 351 ComputeScore: Raw -41665.316550 + Penalty 305.979713 = -41359.336837 Iteration 2F: 3 clusters Score -41359.34 nChanged 378 ComputeScore: Raw -41970.844770 + Penalty 305.979713 = -41664.865057 Iteration 3F: 3 clusters Score -41664.87 nChanged 394 ComputeScore: Raw -42315.881599 + Penalty 305.979713 = -42009.901886 Iteration 4F: 3 clusters Score -42009.9 nChanged 327 ComputeScore: Raw -42561.920839 + Penalty 305.979713 = -42255.941126 Iteration 5F: 3 clusters Score -42255.94 nChanged 226 ComputeScore: Raw -42693.663500 + Penalty 305.979713 = -42387.683787 Iteration 6Q: 3 clusters Score -42387.68 nChanged 150 ComputeScore: Raw -42762.944993 + Penalty 305.979713 = -42456.965280 Iteration 7Q: 3 clusters Score -42456.97 nChanged 119 ComputeScore: Raw -42822.316498 + Penalty 305.979713 = -42516.336785 Iteration 8Q: 3 clusters Score -42516.34 nChanged 103 ComputeScore: Raw -42862.774937 + Penalty 305.979713 = -42556.795224 Iteration 9Q: 3 clusters Score -42556.8 nChanged 80 ComputeScore: Raw -42895.823993 + Penalty 305.979713 = -42589.844280 Iteration 10Q: 3 clusters Score -42589.84 nChanged 71 ComputeScore: Raw -42925.701046 + Penalty 305.979713 = -42619.721333 Iteration 11Q: 3 clusters Score -42619.72 nChanged 63 ComputeScore: Raw -42948.648734 + Penalty 305.979713 = -42642.669021 Iteration 12Q: 3 clusters Score -42642.67 nChanged 61 ComputeScore: Raw -42968.309875 + Penalty 305.979713 = -42662.330162 Iteration 13Q: 3 clusters Score -42662.33 nChanged 60 ComputeScore: Raw -42990.607289 + Penalty 305.979713 = -42684.627577 Iteration 14Q: 3 clusters Score -42684.63 nChanged 60 ComputeScore: Raw -43015.371498 + Penalty 305.979713 = -42709.391785 Iteration 15Q: 3 clusters Score -42709.39 nChanged 64 ComputeScore: Raw -43050.986568 + Penalty 305.979713 = -42745.006855 Iteration 16Q: 3 clusters Score -42745.01 nChanged 62 ComputeScore: Raw -43088.505581 + Penalty 305.979713 = -42782.525868 Iteration 17Q: 3 clusters Score -42782.53 nChanged 54 ComputeScore: Raw -43117.349969 + Penalty 305.979713 = -42811.370256 Iteration 18Q: 3 clusters Score -42811.37 nChanged 48 ComputeScore: Raw -43138.853708 + Penalty 305.979713 = -42832.873995 Iteration 19Q: 3 clusters Score -42832.87 nChanged 38 ComputeScore: Raw -43154.563763 + Penalty 305.979713 = -42848.584050 Iteration 20F: 3 clusters Score -42848.58 nChanged 38 ComputeScore: Raw -43169.442858 + Penalty 305.979713 = -42863.463145 Iteration 21Q: 3 clusters Score -42863.46 nChanged 30 ComputeScore: Raw -43182.298592 + Penalty 305.979713 = -42876.318879 Iteration 22Q: 3 clusters Score -42876.32 nChanged 23 ComputeScore: Raw -43193.888015 + Penalty 305.979713 = -42887.908303 Iteration 23Q: 3 clusters Score -42887.91 nChanged 22 ComputeScore: Raw -43203.205926 + Penalty 305.979713 = -42897.226213 Iteration 24Q: 3 clusters Score -42897.23 nChanged 15 ComputeScore: Raw -43210.328796 + Penalty 305.979713 = -42904.349083 Iteration 25Q: 3 clusters Score -42904.35 nChanged 16 ComputeScore: Raw -43221.288323 + Penalty 305.979713 = -42915.308610 Iteration 26Q: 3 clusters Score -42915.31 nChanged 12 ComputeScore: Raw -43228.451541 + Penalty 305.979713 = -42922.471828 Iteration 27Q: 3 clusters Score -42922.47 nChanged 15 ComputeScore: Raw -43242.005326 + Penalty 305.979713 = -42936.025613 Iteration 28Q: 3 clusters Score -42936.03 nChanged 11 ComputeScore: Raw -43249.183109 + Penalty 305.979713 = -42943.203396 Iteration 29Q: 3 clusters Score -42943.2 nChanged 9 ComputeScore: Raw -43252.043208 + Penalty 305.979713 = -42946.063495 Iteration 30Q: 3 clusters Score -42946.06 nChanged 7 ComputeScore: Raw -43255.167107 + Penalty 305.979713 = -42949.187395 Iteration 31Q: 3 clusters Score -42949.19 nChanged 6 ComputeScore: Raw -43256.571333 + Penalty 305.979713 = -42950.591620 Iteration 32Q: 3 clusters Score -42950.59 nChanged 5 ComputeScore: Raw -43257.487149 + Penalty 305.979713 = -42951.507436 Iteration 33Q: 3 clusters Score -42951.51 nChanged 3 ComputeScore: Raw -43258.125901 + Penalty 305.979713 = -42952.146188 Iteration 34Q: 3 clusters Score -42952.15 nChanged 1 ComputeScore: Raw -43258.289809 + Penalty 305.979713 = -42952.310096 Iteration 35Q: 3 clusters Score -42952.31 nChanged 0 ComputeScore: Raw -43258.289809 + Penalty 305.979713 = -42952.310096 Iteration 36F: 3 clusters Score -42952.31 nChanged 0 Trying to split cluster 16 (2728 points) Assigned 2 initial classes randomly. ComputeScore: Raw -28906.121399 + Penalty 142.403832 = -28763.717567 Iteration 0F: 2 clusters Score -28763.72 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27222.036064 + Penalty 284.807665 = -26937.228399 Iteration 0F: 3 clusters Score -26937.23 nChanged 1235 ComputeScore: Raw -27864.961011 + Penalty 284.807665 = -27580.153346 Iteration 1F: 3 clusters Score -27580.15 nChanged 144 ComputeScore: Raw -27919.277863 + Penalty 284.807665 = -27634.470198 Iteration 2F: 3 clusters Score -27634.47 nChanged 154 ComputeScore: Raw -27991.554678 + Penalty 284.807665 = -27706.747014 Iteration 3F: 3 clusters Score -27706.75 nChanged 161 ComputeScore: Raw -28086.076634 + Penalty 284.807665 = -27801.268970 Iteration 4F: 3 clusters Score -27801.27 nChanged 193 ComputeScore: Raw -28229.952385 + Penalty 284.807665 = -27945.144720 Iteration 5F: 3 clusters Score -27945.14 nChanged 240 ComputeScore: Raw -28430.181193 + Penalty 284.807665 = -28145.373529 Iteration 6F: 3 clusters Score -28145.37 nChanged 210 ComputeScore: Raw -28629.293851 + Penalty 284.807665 = -28344.486187 Iteration 7F: 3 clusters Score -28344.49 nChanged 161 ComputeScore: Raw -28790.348856 + Penalty 284.807665 = -28505.541191 Iteration 8F: 3 clusters Score -28505.54 nChanged 88 ComputeScore: Raw -28888.537414 + Penalty 284.807665 = -28603.729749 Iteration 9Q: 3 clusters Score -28603.73 nChanged 23 ComputeScore: Raw -28910.125798 + Penalty 284.807665 = -28625.318134 Iteration 10Q: 3 clusters Score -28625.32 nChanged 8 ComputeScore: Raw -28916.059855 + Penalty 284.807665 = -28631.252191 Iteration 11Q: 3 clusters Score -28631.25 nChanged 3 ComputeScore: Raw -28918.770616 + Penalty 284.807665 = -28633.962951 Iteration 12Q: 3 clusters Score -28633.96 nChanged 4 ComputeScore: Raw -28921.284332 + Penalty 284.807665 = -28636.476667 Iteration 13Q: 3 clusters Score -28636.48 nChanged 1 ComputeScore: Raw -28921.655243 + Penalty 284.807665 = -28636.847578 Iteration 14Q: 3 clusters Score -28636.85 nChanged 0 ComputeScore: Raw -28921.655243 + Penalty 284.807665 = -28636.847578 Iteration 15F: 3 clusters Score -28636.85 nChanged 0 Trying to split cluster 17 (361 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4784.724922 + Penalty 105.999803 = -4678.725119 Iteration 0F: 2 clusters Score -4678.725 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4600.139143 + Penalty 211.999606 = -4388.139536 Iteration 0F: 3 clusters Score -4388.14 nChanged 133 ComputeScore: Raw -4703.050471 + Penalty 211.999606 = -4491.050865 Iteration 1F: 3 clusters Score -4491.051 nChanged 21 ComputeScore: Raw -4723.641866 + Penalty 211.999606 = -4511.642259 Iteration 2F: 3 clusters Score -4511.642 nChanged 18 ComputeScore: Raw -4740.039892 + Penalty 211.999606 = -4528.040285 Iteration 3Q: 3 clusters Score -4528.04 nChanged 15 ComputeScore: Raw -4757.433260 + Penalty 211.999606 = -4545.433653 Iteration 4Q: 3 clusters Score -4545.434 nChanged 13 ComputeScore: Raw -4775.275944 + Penalty 211.999606 = -4563.276338 Iteration 5Q: 3 clusters Score -4563.276 nChanged 11 ComputeScore: Raw -4788.879944 + Penalty 211.999606 = -4576.880338 Iteration 6Q: 3 clusters Score -4576.88 nChanged 5 ComputeScore: Raw -4791.170435 + Penalty 211.999606 = -4579.170828 Iteration 7Q: 3 clusters Score -4579.171 nChanged 2 ComputeScore: Raw -4792.141909 + Penalty 211.999606 = -4580.142303 Iteration 8Q: 3 clusters Score -4580.142 nChanged 0 ComputeScore: Raw -4792.141909 + Penalty 211.999606 = -4580.142303 Iteration 9F: 3 clusters Score -4580.142 nChanged 0 Trying to split cluster 18 (5650 points) Assigned 2 initial classes randomly. ComputeScore: Raw -49756.509168 + Penalty 155.509395 = -49600.999774 Iteration 0F: 2 clusters Score -49601 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -46122.619758 + Penalty 311.018790 = -45811.600968 Iteration 0F: 3 clusters Score -45811.6 nChanged 2667 ComputeScore: Raw -47711.351881 + Penalty 311.018790 = -47400.333091 Iteration 1F: 3 clusters Score -47400.33 nChanged 327 ComputeScore: Raw -47836.711887 + Penalty 311.018790 = -47525.693097 Iteration 2F: 3 clusters Score -47525.69 nChanged 292 ComputeScore: Raw -47952.541470 + Penalty 311.018790 = -47641.522681 Iteration 3F: 3 clusters Score -47641.52 nChanged 252 ComputeScore: Raw -48084.329655 + Penalty 311.018790 = -47773.310865 Iteration 4Q: 3 clusters Score -47773.31 nChanged 242 ComputeScore: Raw -48202.552906 + Penalty 311.018790 = -47891.534116 Iteration 5Q: 3 clusters Score -47891.53 nChanged 213 ComputeScore: Raw -48321.438137 + Penalty 311.018790 = -48010.419347 Iteration 6Q: 3 clusters Score -48010.42 nChanged 232 ComputeScore: Raw -48462.744110 + Penalty 311.018790 = -48151.725321 Iteration 7Q: 3 clusters Score -48151.73 nChanged 214 ComputeScore: Raw -48572.779306 + Penalty 311.018790 = -48261.760517 Iteration 8Q: 3 clusters Score -48261.76 nChanged 185 ComputeScore: Raw -48643.240878 + Penalty 311.018790 = -48332.222089 Iteration 9Q: 3 clusters Score -48332.22 nChanged 120 ComputeScore: Raw -48676.651421 + Penalty 311.018790 = -48365.632631 Iteration 10Q: 3 clusters Score -48365.63 nChanged 91 ComputeScore: Raw -48698.466012 + Penalty 311.018790 = -48387.447223 Iteration 11Q: 3 clusters Score -48387.45 nChanged 86 ComputeScore: Raw -48719.328927 + Penalty 311.018790 = -48408.310137 Iteration 12Q: 3 clusters Score -48408.31 nChanged 89 ComputeScore: Raw -48745.457197 + Penalty 311.018790 = -48434.438407 Iteration 13Q: 3 clusters Score -48434.44 nChanged 102 ComputeScore: Raw -48788.842831 + Penalty 311.018790 = -48477.824042 Iteration 14Q: 3 clusters Score -48477.82 nChanged 122 ComputeScore: Raw -48834.191023 + Penalty 311.018790 = -48523.172233 Iteration 15Q: 3 clusters Score -48523.17 nChanged 116 ComputeScore: Raw -48874.948832 + Penalty 311.018790 = -48563.930043 Iteration 16Q: 3 clusters Score -48563.93 nChanged 127 ComputeScore: Raw -48918.265275 + Penalty 311.018790 = -48607.246486 Iteration 17Q: 3 clusters Score -48607.25 nChanged 126 ComputeScore: Raw -48964.563293 + Penalty 311.018790 = -48653.544503 Iteration 18Q: 3 clusters Score -48653.54 nChanged 129 ComputeScore: Raw -49012.760797 + Penalty 311.018790 = -48701.742007 Iteration 19Q: 3 clusters Score -48701.74 nChanged 133 ComputeScore: Raw -49067.658284 + Penalty 311.018790 = -48756.639494 Iteration 20F: 3 clusters Score -48756.64 nChanged 140 ComputeScore: Raw -49125.144304 + Penalty 311.018790 = -48814.125515 Iteration 21Q: 3 clusters Score -48814.13 nChanged 130 ComputeScore: Raw -49187.017228 + Penalty 311.018790 = -48875.998439 Iteration 22Q: 3 clusters Score -48876 nChanged 135 ComputeScore: Raw -49251.214826 + Penalty 311.018790 = -48940.196036 Iteration 23Q: 3 clusters Score -48940.2 nChanged 117 ComputeScore: Raw -49304.878893 + Penalty 311.018790 = -48993.860103 Iteration 24Q: 3 clusters Score -48993.86 nChanged 113 ComputeScore: Raw -49357.954186 + Penalty 311.018790 = -49046.935396 Iteration 25Q: 3 clusters Score -49046.94 nChanged 106 ComputeScore: Raw -49411.537383 + Penalty 311.018790 = -49100.518594 Iteration 26Q: 3 clusters Score -49100.52 nChanged 102 ComputeScore: Raw -49469.024013 + Penalty 311.018790 = -49158.005223 Iteration 27Q: 3 clusters Score -49158.01 nChanged 100 ComputeScore: Raw -49528.998958 + Penalty 311.018790 = -49217.980169 Iteration 28Q: 3 clusters Score -49217.98 nChanged 82 ComputeScore: Raw -49580.281220 + Penalty 311.018790 = -49269.262430 Iteration 29Q: 3 clusters Score -49269.26 nChanged 82 ComputeScore: Raw -49638.300004 + Penalty 311.018790 = -49327.281215 Iteration 30Q: 3 clusters Score -49327.28 nChanged 62 ComputeScore: Raw -49687.027311 + Penalty 311.018790 = -49376.008521 Iteration 31Q: 3 clusters Score -49376.01 nChanged 48 ComputeScore: Raw -49728.658869 + Penalty 311.018790 = -49417.640079 Iteration 32Q: 3 clusters Score -49417.64 nChanged 26 ComputeScore: Raw -49748.529672 + Penalty 311.018790 = -49437.510882 Iteration 33Q: 3 clusters Score -49437.51 nChanged 19 ComputeScore: Raw -49764.450190 + Penalty 311.018790 = -49453.431400 Iteration 34Q: 3 clusters Score -49453.43 nChanged 13 ComputeScore: Raw -49775.961718 + Penalty 311.018790 = -49464.942928 Iteration 35Q: 3 clusters Score -49464.94 nChanged 6 ComputeScore: Raw -49779.254935 + Penalty 311.018790 = -49468.236146 Iteration 36Q: 3 clusters Score -49468.24 nChanged 8 ComputeScore: Raw -49782.955828 + Penalty 311.018790 = -49471.937039 Iteration 37Q: 3 clusters Score -49471.94 nChanged 4 ComputeScore: Raw -49786.053968 + Penalty 311.018790 = -49475.035178 Iteration 38Q: 3 clusters Score -49475.04 nChanged 3 ComputeScore: Raw -49787.403525 + Penalty 311.018790 = -49476.384736 Iteration 39Q: 3 clusters Score -49476.38 nChanged 4 ComputeScore: Raw -49790.484291 + Penalty 311.018790 = -49479.465501 Iteration 40F: 3 clusters Score -49479.47 nChanged 2 ComputeScore: Raw -49791.072040 + Penalty 311.018790 = -49480.053250 Iteration 41Q: 3 clusters Score -49480.05 nChanged 1 ComputeScore: Raw -49791.104496 + Penalty 311.018790 = -49480.085707 Iteration 42Q: 3 clusters Score -49480.09 nChanged 0 ComputeScore: Raw -49791.104496 + Penalty 311.018790 = -49480.085707 Iteration 43F: 3 clusters Score -49480.09 nChanged 0 Trying to split cluster 19 (4020 points) Assigned 2 initial classes randomly. ComputeScore: Raw -39785.442415 + Penalty 149.382669 = -39636.059745 Iteration 0F: 2 clusters Score -39636.06 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37255.342952 + Penalty 298.765339 = -36956.577613 Iteration 0F: 3 clusters Score -36956.58 nChanged 1847 ComputeScore: Raw -38438.471139 + Penalty 298.765339 = -38139.705801 Iteration 1F: 3 clusters Score -38139.71 nChanged 330 ComputeScore: Raw -38692.181493 + Penalty 298.765339 = -38393.416154 Iteration 2F: 3 clusters Score -38393.42 nChanged 290 ComputeScore: Raw -38916.808181 + Penalty 298.765339 = -38618.042842 Iteration 3F: 3 clusters Score -38618.04 nChanged 252 ComputeScore: Raw -39106.387227 + Penalty 298.765339 = -38807.621888 Iteration 4F: 3 clusters Score -38807.62 nChanged 206 ComputeScore: Raw -39268.823753 + Penalty 298.765339 = -38970.058415 Iteration 5F: 3 clusters Score -38970.06 nChanged 136 ComputeScore: Raw -39365.911384 + Penalty 298.765339 = -39067.146045 Iteration 6Q: 3 clusters Score -39067.15 nChanged 104 ComputeScore: Raw -39417.155835 + Penalty 298.765339 = -39118.390497 Iteration 7Q: 3 clusters Score -39118.39 nChanged 65 ComputeScore: Raw -39449.440355 + Penalty 298.765339 = -39150.675017 Iteration 8Q: 3 clusters Score -39150.68 nChanged 77 ComputeScore: Raw -39488.138091 + Penalty 298.765339 = -39189.372753 Iteration 9Q: 3 clusters Score -39189.37 nChanged 68 ComputeScore: Raw -39526.751605 + Penalty 298.765339 = -39227.986267 Iteration 10Q: 3 clusters Score -39227.99 nChanged 63 ComputeScore: Raw -39563.734097 + Penalty 298.765339 = -39264.968759 Iteration 11Q: 3 clusters Score -39264.97 nChanged 54 ComputeScore: Raw -39596.839521 + Penalty 298.765339 = -39298.074183 Iteration 12Q: 3 clusters Score -39298.07 nChanged 53 ComputeScore: Raw -39632.811559 + Penalty 298.765339 = -39334.046221 Iteration 13Q: 3 clusters Score -39334.05 nChanged 46 ComputeScore: Raw -39667.947263 + Penalty 298.765339 = -39369.181924 Iteration 14Q: 3 clusters Score -39369.18 nChanged 42 ComputeScore: Raw -39700.729435 + Penalty 298.765339 = -39401.964096 Iteration 15Q: 3 clusters Score -39401.96 nChanged 29 ComputeScore: Raw -39731.568581 + Penalty 298.765339 = -39432.803242 Iteration 16Q: 3 clusters Score -39432.8 nChanged 25 ComputeScore: Raw -39788.034909 + Penalty 298.765339 = -39489.269570 Iteration 17Q: 3 clusters Score -39489.27 nChanged 16 ComputeScore: Raw -39812.187087 + Penalty 298.765339 = -39513.421748 Iteration 18Q: 3 clusters Score -39513.42 nChanged 20 ComputeScore: Raw -39827.936253 + Penalty 298.765339 = -39529.170914 Iteration 19Q: 3 clusters Score -39529.17 nChanged 13 ComputeScore: Raw -39839.017200 + Penalty 298.765339 = -39540.251862 Iteration 20F: 3 clusters Score -39540.25 nChanged 8 ComputeScore: Raw -39847.060329 + Penalty 298.765339 = -39548.294990 Iteration 21Q: 3 clusters Score -39548.29 nChanged 5 ComputeScore: Raw -39849.140241 + Penalty 298.765339 = -39550.374902 Iteration 22Q: 3 clusters Score -39550.37 nChanged 6 ComputeScore: Raw -39851.884382 + Penalty 298.765339 = -39553.119043 Iteration 23Q: 3 clusters Score -39553.12 nChanged 4 ComputeScore: Raw -39853.262222 + Penalty 298.765339 = -39554.496884 Iteration 24Q: 3 clusters Score -39554.5 nChanged 4 ComputeScore: Raw -39855.068276 + Penalty 298.765339 = -39556.302937 Iteration 25Q: 3 clusters Score -39556.3 nChanged 6 ComputeScore: Raw -39857.785136 + Penalty 298.765339 = -39559.019797 Iteration 26Q: 3 clusters Score -39559.02 nChanged 6 ComputeScore: Raw -39861.594496 + Penalty 298.765339 = -39562.829158 Iteration 27Q: 3 clusters Score -39562.83 nChanged 9 ComputeScore: Raw -39866.728223 + Penalty 298.765339 = -39567.962884 Iteration 28Q: 3 clusters Score -39567.96 nChanged 13 ComputeScore: Raw -39874.438148 + Penalty 298.765339 = -39575.672810 Iteration 29Q: 3 clusters Score -39575.67 nChanged 15 ComputeScore: Raw -39881.201192 + Penalty 298.765339 = -39582.435853 Iteration 30Q: 3 clusters Score -39582.44 nChanged 13 ComputeScore: Raw -39887.269356 + Penalty 298.765339 = -39588.504018 Iteration 31Q: 3 clusters Score -39588.5 nChanged 11 ComputeScore: Raw -39890.279018 + Penalty 298.765339 = -39591.513680 Iteration 32Q: 3 clusters Score -39591.51 nChanged 6 ComputeScore: Raw -39891.732453 + Penalty 298.765339 = -39592.967115 Iteration 33Q: 3 clusters Score -39592.97 nChanged 3 ComputeScore: Raw -39892.796204 + Penalty 298.765339 = -39594.030865 Iteration 34Q: 3 clusters Score -39594.03 nChanged 7 ComputeScore: Raw -39895.594570 + Penalty 298.765339 = -39596.829231 Iteration 35Q: 3 clusters Score -39596.83 nChanged 9 ComputeScore: Raw -39898.212550 + Penalty 298.765339 = -39599.447211 Iteration 36Q: 3 clusters Score -39599.45 nChanged 5 ComputeScore: Raw -39899.161749 + Penalty 298.765339 = -39600.396410 Iteration 37Q: 3 clusters Score -39600.4 nChanged 4 ComputeScore: Raw -39899.925885 + Penalty 298.765339 = -39601.160547 Iteration 38Q: 3 clusters Score -39601.16 nChanged 1 ComputeScore: Raw -39900.018187 + Penalty 298.765339 = -39601.252848 Iteration 39Q: 3 clusters Score -39601.25 nChanged 0 ComputeScore: Raw -39906.585147 + Penalty 298.765339 = -39607.819808 Iteration 40F: 3 clusters Score -39607.82 nChanged 15 ComputeScore: Raw -39921.652025 + Penalty 298.765339 = -39622.886687 Iteration 41Q: 3 clusters Score -39622.89 nChanged 21 ComputeScore: Raw -39935.276743 + Penalty 298.765339 = -39636.511405 Iteration 42Q: 3 clusters Score -39636.51 nChanged 22 ComputeScore: Raw -39946.718830 + Penalty 298.765339 = -39647.953492 Iteration 43Q: 3 clusters Score -39647.95 nChanged 17 ComputeScore: Raw -39952.907408 + Penalty 298.765339 = -39654.142070 Iteration 44Q: 3 clusters Score -39654.14 nChanged 12 ComputeScore: Raw -39957.021766 + Penalty 298.765339 = -39658.256428 Iteration 45Q: 3 clusters Score -39658.26 nChanged 15 ComputeScore: Raw -39962.277499 + Penalty 298.765339 = -39663.512161 Iteration 46Q: 3 clusters Score -39663.51 nChanged 17 ComputeScore: Raw -39969.305161 + Penalty 298.765339 = -39670.539823 Iteration 47Q: 3 clusters Score -39670.54 nChanged 19 ComputeScore: Raw -39977.543353 + Penalty 298.765339 = -39678.778014 Iteration 48Q: 3 clusters Score -39678.78 nChanged 19 ComputeScore: Raw -39986.711395 + Penalty 298.765339 = -39687.946056 Iteration 49Q: 3 clusters Score -39687.95 nChanged 19 ComputeScore: Raw -39998.170099 + Penalty 298.765339 = -39699.404760 Iteration 50Q: 3 clusters Score -39699.4 nChanged 25 ComputeScore: Raw -40012.430326 + Penalty 298.765339 = -39713.664988 Iteration 51Q: 3 clusters Score -39713.66 nChanged 29 ComputeScore: Raw -40029.798974 + Penalty 298.765339 = -39731.033636 Iteration 52Q: 3 clusters Score -39731.03 nChanged 27 ComputeScore: Raw -40041.686029 + Penalty 298.765339 = -39742.920691 Iteration 53Q: 3 clusters Score -39742.92 nChanged 15 ComputeScore: Raw -40044.214557 + Penalty 298.765339 = -39745.449218 Iteration 54Q: 3 clusters Score -39745.45 nChanged 3 ComputeScore: Raw -40044.457108 + Penalty 298.765339 = -39745.691769 Iteration 55Q: 3 clusters Score -39745.69 nChanged 1 ComputeScore: Raw -40044.625010 + Penalty 298.765339 = -39745.859671 Iteration 56Q: 3 clusters Score -39745.86 nChanged 1 ComputeScore: Raw -40044.801924 + Penalty 298.765339 = -39746.036585 Iteration 57Q: 3 clusters Score -39746.04 nChanged 0 ComputeScore: Raw -40080.920977 + Penalty 298.765339 = -39782.155638 Iteration 58F: 3 clusters Score -39782.16 nChanged 68 ComputeScore: Raw -40165.399635 + Penalty 298.765339 = -39866.634296 Iteration 59Q: 3 clusters Score -39866.63 nChanged 57 ComputeScore: Raw -40230.141848 + Penalty 298.765339 = -39931.376509 Iteration 60F: 3 clusters Score -39931.38 nChanged 35 ComputeScore: Raw -40254.920316 + Penalty 298.765339 = -39956.154978 Iteration 61Q: 3 clusters Score -39956.15 nChanged 19 ComputeScore: Raw -40262.987185 + Penalty 298.765339 = -39964.221847 Iteration 62Q: 3 clusters Score -39964.22 nChanged 9 ComputeScore: Raw -40266.021370 + Penalty 298.765339 = -39967.256031 Iteration 63Q: 3 clusters Score -39967.26 nChanged 6 ComputeScore: Raw -40267.404261 + Penalty 298.765339 = -39968.638922 Iteration 64Q: 3 clusters Score -39968.64 nChanged 1 ComputeScore: Raw -40267.547768 + Penalty 298.765339 = -39968.782430 Iteration 65Q: 3 clusters Score -39968.78 nChanged 1 ComputeScore: Raw -40267.613461 + Penalty 298.765339 = -39968.848122 Iteration 66Q: 3 clusters Score -39968.85 nChanged 1 ComputeScore: Raw -40267.690929 + Penalty 298.765339 = -39968.925590 Iteration 67Q: 3 clusters Score -39968.93 nChanged 1 ComputeScore: Raw -40267.809535 + Penalty 298.765339 = -39969.044196 Iteration 68Q: 3 clusters Score -39969.04 nChanged 0 ComputeScore: Raw -40267.809535 + Penalty 298.765339 = -39969.044196 Iteration 69F: 3 clusters Score -39969.04 nChanged 0 ComputeScore: Raw -537121.496507 + Penalty 5091.447678 = -532030.048829Splitting cluster 19 changes total score from -531751.339616 to -532030.048829 So it's getting split into cluster 25. Trying to split cluster 20 (1909 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21285.548796 + Penalty 135.978027 = -21149.570769 Iteration 0F: 2 clusters Score -21149.57 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -20168.785721 + Penalty 271.956054 = -19896.829668 Iteration 0F: 3 clusters Score -19896.83 nChanged 846 ComputeScore: Raw -20778.129805 + Penalty 271.956054 = -20506.173751 Iteration 1F: 3 clusters Score -20506.17 nChanged 137 ComputeScore: Raw -20892.065755 + Penalty 271.956054 = -20620.109701 Iteration 2F: 3 clusters Score -20620.11 nChanged 110 ComputeScore: Raw -20955.023643 + Penalty 271.956054 = -20683.067589 Iteration 3F: 3 clusters Score -20683.07 nChanged 74 ComputeScore: Raw -20992.951591 + Penalty 271.956054 = -20720.995538 Iteration 4Q: 3 clusters Score -20721 nChanged 57 ComputeScore: Raw -21023.151639 + Penalty 271.956054 = -20751.195585 Iteration 5Q: 3 clusters Score -20751.2 nChanged 43 ComputeScore: Raw -21039.818341 + Penalty 271.956054 = -20767.862288 Iteration 6Q: 3 clusters Score -20767.86 nChanged 30 ComputeScore: Raw -21048.755084 + Penalty 271.956054 = -20776.799030 Iteration 7Q: 3 clusters Score -20776.8 nChanged 34 ComputeScore: Raw -21061.807648 + Penalty 271.956054 = -20789.851594 Iteration 8Q: 3 clusters Score -20789.85 nChanged 29 ComputeScore: Raw -21071.560851 + Penalty 271.956054 = -20799.604798 Iteration 9Q: 3 clusters Score -20799.6 nChanged 30 ComputeScore: Raw -21083.255790 + Penalty 271.956054 = -20811.299736 Iteration 10Q: 3 clusters Score -20811.3 nChanged 31 ComputeScore: Raw -21099.292657 + Penalty 271.956054 = -20827.336603 Iteration 11Q: 3 clusters Score -20827.34 nChanged 34 ComputeScore: Raw -21117.171526 + Penalty 271.956054 = -20845.215472 Iteration 12Q: 3 clusters Score -20845.22 nChanged 33 ComputeScore: Raw -21136.037029 + Penalty 271.956054 = -20864.080976 Iteration 13Q: 3 clusters Score -20864.08 nChanged 28 ComputeScore: Raw -21150.318245 + Penalty 271.956054 = -20878.362192 Iteration 14Q: 3 clusters Score -20878.36 nChanged 23 ComputeScore: Raw -21159.658828 + Penalty 271.956054 = -20887.702774 Iteration 15Q: 3 clusters Score -20887.7 nChanged 18 ComputeScore: Raw -21166.428723 + Penalty 271.956054 = -20894.472669 Iteration 16Q: 3 clusters Score -20894.47 nChanged 19 ComputeScore: Raw -21176.654173 + Penalty 271.956054 = -20904.698119 Iteration 17Q: 3 clusters Score -20904.7 nChanged 22 ComputeScore: Raw -21186.913615 + Penalty 271.956054 = -20914.957561 Iteration 18Q: 3 clusters Score -20914.96 nChanged 22 ComputeScore: Raw -21201.941925 + Penalty 271.956054 = -20929.985872 Iteration 19Q: 3 clusters Score -20929.99 nChanged 17 ComputeScore: Raw -21213.802758 + Penalty 271.956054 = -20941.846705 Iteration 20F: 3 clusters Score -20941.85 nChanged 16 ComputeScore: Raw -21220.951208 + Penalty 271.956054 = -20948.995154 Iteration 21Q: 3 clusters Score -20949 nChanged 14 ComputeScore: Raw -21227.576108 + Penalty 271.956054 = -20955.620055 Iteration 22Q: 3 clusters Score -20955.62 nChanged 14 ComputeScore: Raw -21235.525354 + Penalty 271.956054 = -20963.569300 Iteration 23Q: 3 clusters Score -20963.57 nChanged 15 ComputeScore: Raw -21244.656111 + Penalty 271.956054 = -20972.700057 Iteration 24Q: 3 clusters Score -20972.7 nChanged 16 ComputeScore: Raw -21259.056272 + Penalty 271.956054 = -20987.100218 Iteration 25Q: 3 clusters Score -20987.1 nChanged 11 ComputeScore: Raw -21272.427850 + Penalty 271.956054 = -21000.471796 Iteration 26Q: 3 clusters Score -21000.47 nChanged 12 ComputeScore: Raw -21280.211857 + Penalty 271.956054 = -21008.255803 Iteration 27Q: 3 clusters Score -21008.26 nChanged 7 ComputeScore: Raw -21286.229534 + Penalty 271.956054 = -21014.273480 Iteration 28Q: 3 clusters Score -21014.27 nChanged 9 ComputeScore: Raw -21293.164524 + Penalty 271.956054 = -21021.208470 Iteration 29Q: 3 clusters Score -21021.21 nChanged 7 ComputeScore: Raw -21298.746713 + Penalty 271.956054 = -21026.790660 Iteration 30Q: 3 clusters Score -21026.79 nChanged 4 ComputeScore: Raw -21302.437096 + Penalty 271.956054 = -21030.481042 Iteration 31Q: 3 clusters Score -21030.48 nChanged 4 ComputeScore: Raw -21305.924177 + Penalty 271.956054 = -21033.968124 Iteration 32Q: 3 clusters Score -21033.97 nChanged 2 ComputeScore: Raw -21310.464729 + Penalty 271.956054 = -21038.508676 Iteration 33Q: 3 clusters Score -21038.51 nChanged 0 ComputeScore: Raw -21310.464729 + Penalty 271.956054 = -21038.508676 Iteration 34F: 3 clusters Score -21038.51 nChanged 0 Trying to split cluster 21 (3579 points) Assigned 2 initial classes randomly. ComputeScore: Raw -34005.341595 + Penalty 147.291097 = -33858.050498 Iteration 0F: 2 clusters Score -33858.05 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -31756.732941 + Penalty 294.582194 = -31462.150747 Iteration 0F: 3 clusters Score -31462.15 nChanged 1641 ComputeScore: Raw -32832.692919 + Penalty 294.582194 = -32538.110725 Iteration 1F: 3 clusters Score -32538.11 nChanged 244 ComputeScore: Raw -32997.855595 + Penalty 294.582194 = -32703.273401 Iteration 2F: 3 clusters Score -32703.27 nChanged 237 ComputeScore: Raw -33171.458905 + Penalty 294.582194 = -32876.876712 Iteration 3F: 3 clusters Score -32876.88 nChanged 209 ComputeScore: Raw -33339.950636 + Penalty 294.582194 = -33045.368443 Iteration 4F: 3 clusters Score -33045.37 nChanged 191 ComputeScore: Raw -33453.620554 + Penalty 294.582194 = -33159.038360 Iteration 5F: 3 clusters Score -33159.04 nChanged 118 ComputeScore: Raw -33491.607955 + Penalty 294.582194 = -33197.025762 Iteration 6Q: 3 clusters Score -33197.03 nChanged 62 ComputeScore: Raw -33510.043595 + Penalty 294.582194 = -33215.461401 Iteration 7Q: 3 clusters Score -33215.46 nChanged 48 ComputeScore: Raw -33518.312347 + Penalty 294.582194 = -33223.730153 Iteration 8Q: 3 clusters Score -33223.73 nChanged 27 ComputeScore: Raw -33522.307970 + Penalty 294.582194 = -33227.725777 Iteration 9Q: 3 clusters Score -33227.73 nChanged 17 ComputeScore: Raw -33523.816560 + Penalty 294.582194 = -33229.234366 Iteration 10Q: 3 clusters Score -33229.23 nChanged 13 ComputeScore: Raw -33524.940726 + Penalty 294.582194 = -33230.358533 Iteration 11Q: 3 clusters Score -33230.36 nChanged 9 ComputeScore: Raw -33526.149526 + Penalty 294.582194 = -33231.567332 Iteration 12Q: 3 clusters Score -33231.57 nChanged 11 ComputeScore: Raw -33527.135214 + Penalty 294.582194 = -33232.553020 Iteration 13Q: 3 clusters Score -33232.55 nChanged 9 ComputeScore: Raw -33528.218858 + Penalty 294.582194 = -33233.636665 Iteration 14Q: 3 clusters Score -33233.64 nChanged 13 ComputeScore: Raw -33530.244324 + Penalty 294.582194 = -33235.662130 Iteration 15Q: 3 clusters Score -33235.66 nChanged 22 ComputeScore: Raw -33533.336066 + Penalty 294.582194 = -33238.753873 Iteration 16Q: 3 clusters Score -33238.75 nChanged 21 ComputeScore: Raw -33535.010350 + Penalty 294.582194 = -33240.428157 Iteration 17Q: 3 clusters Score -33240.43 nChanged 7 ComputeScore: Raw -33535.309808 + Penalty 294.582194 = -33240.727614 Iteration 18Q: 3 clusters Score -33240.73 nChanged 2 ComputeScore: Raw -33535.479993 + Penalty 294.582194 = -33240.897800 Iteration 19Q: 3 clusters Score -33240.9 nChanged 4 ComputeScore: Raw -33535.795141 + Penalty 294.582194 = -33241.212948 Iteration 20F: 3 clusters Score -33241.21 nChanged 4 ComputeScore: Raw -33536.145972 + Penalty 294.582194 = -33241.563778 Iteration 21Q: 3 clusters Score -33241.56 nChanged 4 ComputeScore: Raw -33536.309892 + Penalty 294.582194 = -33241.727699 Iteration 22Q: 3 clusters Score -33241.73 nChanged 3 ComputeScore: Raw -33536.509393 + Penalty 294.582194 = -33241.927200 Iteration 23Q: 3 clusters Score -33241.93 nChanged 5 ComputeScore: Raw -33536.730158 + Penalty 294.582194 = -33242.147964 Iteration 24Q: 3 clusters Score -33242.15 nChanged 5 ComputeScore: Raw -33536.951494 + Penalty 294.582194 = -33242.369300 Iteration 25Q: 3 clusters Score -33242.37 nChanged 2 ComputeScore: Raw -33536.985999 + Penalty 294.582194 = -33242.403806 Iteration 26Q: 3 clusters Score -33242.4 nChanged 0 ComputeScore: Raw -33536.985999 + Penalty 294.582194 = -33242.403806 Iteration 27F: 3 clusters Score -33242.4 nChanged 0 Trying to split cluster 22 (805 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9544.511221 + Penalty 120.435161 = -9424.076060 Iteration 0F: 2 clusters Score -9424.076 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9106.063489 + Penalty 240.870322 = -8865.193167 Iteration 0F: 3 clusters Score -8865.193 nChanged 328 ComputeScore: Raw -9275.328003 + Penalty 240.870322 = -9034.457681 Iteration 1F: 3 clusters Score -9034.458 nChanged 53 ComputeScore: Raw -9295.946904 + Penalty 240.870322 = -9055.076582 Iteration 2F: 3 clusters Score -9055.077 nChanged 39 ComputeScore: Raw -9307.007049 + Penalty 240.870322 = -9066.136727 Iteration 3Q: 3 clusters Score -9066.137 nChanged 23 ComputeScore: Raw -9316.983758 + Penalty 240.870322 = -9076.113436 Iteration 4Q: 3 clusters Score -9076.113 nChanged 28 ComputeScore: Raw -9326.192288 + Penalty 240.870322 = -9085.321966 Iteration 5Q: 3 clusters Score -9085.322 nChanged 27 ComputeScore: Raw -9335.862781 + Penalty 240.870322 = -9094.992459 Iteration 6Q: 3 clusters Score -9094.992 nChanged 28 ComputeScore: Raw -9348.953585 + Penalty 240.870322 = -9108.083263 Iteration 7Q: 3 clusters Score -9108.083 nChanged 32 ComputeScore: Raw -9367.691266 + Penalty 240.870322 = -9126.820944 Iteration 8Q: 3 clusters Score -9126.821 nChanged 31 ComputeScore: Raw -9392.394102 + Penalty 240.870322 = -9151.523780 Iteration 9Q: 3 clusters Score -9151.524 nChanged 34 ComputeScore: Raw -9421.720954 + Penalty 240.870322 = -9180.850632 Iteration 10Q: 3 clusters Score -9180.851 nChanged 36 ComputeScore: Raw -9453.208229 + Penalty 240.870322 = -9212.337907 Iteration 11Q: 3 clusters Score -9212.338 nChanged 19 ComputeScore: Raw -9466.537920 + Penalty 240.870322 = -9225.667598 Iteration 12Q: 3 clusters Score -9225.668 nChanged 17 ComputeScore: Raw -9485.007957 + Penalty 240.870322 = -9244.137635 Iteration 13Q: 3 clusters Score -9244.138 nChanged 16 ComputeScore: Raw -9501.670657 + Penalty 240.870322 = -9260.800335 Iteration 14Q: 3 clusters Score -9260.8 nChanged 15 ComputeScore: Raw -9513.857541 + Penalty 240.870322 = -9272.987219 Iteration 15Q: 3 clusters Score -9272.987 nChanged 12 ComputeScore: Raw -9527.467783 + Penalty 240.870322 = -9286.597461 Iteration 16Q: 3 clusters Score -9286.597 nChanged 7 ComputeScore: Raw -9537.298811 + Penalty 240.870322 = -9296.428489 Iteration 17Q: 3 clusters Score -9296.428 nChanged 8 ComputeScore: Raw -9544.585390 + Penalty 240.870322 = -9303.715068 Iteration 18Q: 3 clusters Score -9303.715 nChanged 4 ComputeScore: Raw -9551.697100 + Penalty 240.870322 = -9310.826778 Iteration 19Q: 3 clusters Score -9310.827 nChanged 2 ComputeScore: Raw -9558.789326 + Penalty 240.870322 = -9317.919004 Iteration 20F: 3 clusters Score -9317.919 nChanged 1 ComputeScore: Raw -9558.969696 + Penalty 240.870322 = -9318.099374 Iteration 21Q: 3 clusters Score -9318.099 nChanged 1 ComputeScore: Raw -9559.130767 + Penalty 240.870322 = -9318.260445 Iteration 22Q: 3 clusters Score -9318.26 nChanged 0 ComputeScore: Raw -9559.130767 + Penalty 240.870322 = -9318.260445 Iteration 23F: 3 clusters Score -9318.26 nChanged 0 Trying to split cluster 23 (1125 points) Assigned 2 initial classes randomly. ComputeScore: Raw -13865.984559 + Penalty 126.459690 = -13739.524869 Iteration 0F: 2 clusters Score -13739.52 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -13249.659583 + Penalty 252.919379 = -12996.740203 Iteration 0F: 3 clusters Score -12996.74 nChanged 479 ComputeScore: Raw -13650.382386 + Penalty 252.919379 = -13397.463007 Iteration 1F: 3 clusters Score -13397.46 nChanged 98 ComputeScore: Raw -13743.303189 + Penalty 252.919379 = -13490.383810 Iteration 2F: 3 clusters Score -13490.38 nChanged 74 ComputeScore: Raw -13801.848341 + Penalty 252.919379 = -13548.928962 Iteration 3F: 3 clusters Score -13548.93 nChanged 55 ComputeScore: Raw -13844.210866 + Penalty 252.919379 = -13591.291487 Iteration 4Q: 3 clusters Score -13591.29 nChanged 44 ComputeScore: Raw -13887.328008 + Penalty 252.919379 = -13634.408629 Iteration 5Q: 3 clusters Score -13634.41 nChanged 45 ComputeScore: Raw -13934.030024 + Penalty 252.919379 = -13681.110645 Iteration 6Q: 3 clusters Score -13681.11 nChanged 24 ComputeScore: Raw -13974.106980 + Penalty 252.919379 = -13721.187601 Iteration 7Q: 3 clusters Score -13721.19 nChanged 11 ComputeScore: Raw -13994.304813 + Penalty 252.919379 = -13741.385434 Iteration 8Q: 3 clusters Score -13741.39 nChanged 11 ComputeScore: Raw -14027.861799 + Penalty 252.919379 = -13774.942420 Iteration 9Q: 3 clusters Score -13774.94 nChanged 10 ComputeScore: Raw -14094.725480 + Penalty 252.919379 = -13841.806101 Iteration 10Q: 3 clusters Score -13841.81 nChanged 5 ComputeScore: Raw -14211.350769 + Penalty 252.919379 = -13958.431390 Iteration 11Q: 3 clusters Score -13958.43 nChanged 2 ComputeScore: Raw -14234.709326 + Penalty 252.919379 = -13981.789947 Iteration 12Q: 3 clusters Score -13981.79 nChanged 0 ComputeScore: Raw -14234.709326 + Penalty 252.919379 = -13981.789947 Iteration 13F: 3 clusters Score -13981.79 nChanged 0 ComputeScore: Raw -537490.221274 + Penalty 5295.105585 = -532195.115689Splitting cluster 23 changes total score from -531751.339616 to -532195.115689 So it's getting split into cluster 26. Trying to split cluster 24 (264 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3782.476003 + Penalty 100.367084 = -3682.108919 Iteration 0F: 2 clusters Score -3682.109 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3665.200076 + Penalty 200.734168 = -3464.465908 Iteration 0F: 3 clusters Score -3464.466 nChanged 95 ComputeScore: Raw -3720.363145 + Penalty 200.734168 = -3519.628977 Iteration 1F: 3 clusters Score -3519.629 nChanged 16 ComputeScore: Raw -3728.308467 + Penalty 200.734168 = -3527.574299 Iteration 2F: 3 clusters Score -3527.574 nChanged 7 ComputeScore: Raw -3735.065747 + Penalty 200.734168 = -3534.331579 Iteration 3Q: 3 clusters Score -3534.332 nChanged 8 ComputeScore: Raw -3746.850389 + Penalty 200.734168 = -3546.116222 Iteration 4Q: 3 clusters Score -3546.116 nChanged 8 ComputeScore: Raw -3756.579999 + Penalty 200.734168 = -3555.845831 Iteration 5Q: 3 clusters Score -3555.846 nChanged 2 ComputeScore: Raw -3757.936932 + Penalty 200.734168 = -3557.202764 Iteration 6Q: 3 clusters Score -3557.203 nChanged 2 ComputeScore: Raw -3760.036361 + Penalty 200.734168 = -3559.302193 Iteration 7Q: 3 clusters Score -3559.302 nChanged 5 ComputeScore: Raw -3765.380803 + Penalty 200.734168 = -3564.646635 Iteration 8Q: 3 clusters Score -3564.647 nChanged 5 ComputeScore: Raw -3769.283146 + Penalty 200.734168 = -3568.548979 Iteration 9Q: 3 clusters Score -3568.549 nChanged 3 ComputeScore: Raw -3770.122497 + Penalty 200.734168 = -3569.388329 Iteration 10Q: 3 clusters Score -3569.388 nChanged 1 ComputeScore: Raw -3770.228853 + Penalty 200.734168 = -3569.494685 Iteration 11Q: 3 clusters Score -3569.495 nChanged 0 ComputeScore: Raw -3770.228853 + Penalty 200.734168 = -3569.494685 Iteration 12F: 3 clusters Score -3569.495 nChanged 0 ConsiderDeletion: ComputeScore: Raw -537619.495162 + Penalty 5295.105585 = -532324.389577Iteration 197F: 27 clusters Score -532324.4 nChanged 133 ConsiderDeletion: ComputeScore: Raw -537688.295292 + Penalty 5295.105585 = -532393.189706Iteration 198Q: 27 clusters Score -532393.2 nChanged 55 ComputeScore: Raw -537688.295292 + Penalty 5295.105585 = -532393.189706Trying to split cluster 1 (486 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6311.888420 + Penalty 111.351755 = -6200.536665 Iteration 0F: 2 clusters Score -6200.537 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6044.657835 + Penalty 222.703510 = -5821.954325 Iteration 0F: 3 clusters Score -5821.954 nChanged 207 ComputeScore: Raw -6156.094039 + Penalty 222.703510 = -5933.390529 Iteration 1F: 3 clusters Score -5933.391 nChanged 47 ComputeScore: Raw -6184.350651 + Penalty 222.703510 = -5961.647140 Iteration 2F: 3 clusters Score -5961.647 nChanged 27 ComputeScore: Raw -6204.319824 + Penalty 222.703510 = -5981.616313 Iteration 3F: 3 clusters Score -5981.616 nChanged 16 ComputeScore: Raw -6219.358877 + Penalty 222.703510 = -5996.655366 Iteration 4Q: 3 clusters Score -5996.655 nChanged 21 ComputeScore: Raw -6233.488866 + Penalty 222.703510 = -6010.785355 Iteration 5Q: 3 clusters Score -6010.785 nChanged 17 ComputeScore: Raw -6245.904619 + Penalty 222.703510 = -6023.201108 Iteration 6Q: 3 clusters Score -6023.201 nChanged 16 ComputeScore: Raw -6259.470901 + Penalty 222.703510 = -6036.767391 Iteration 7Q: 3 clusters Score -6036.767 nChanged 12 ComputeScore: Raw -6266.947796 + Penalty 222.703510 = -6044.244285 Iteration 8Q: 3 clusters Score -6044.244 nChanged 10 ComputeScore: Raw -6273.078139 + Penalty 222.703510 = -6050.374628 Iteration 9Q: 3 clusters Score -6050.375 nChanged 6 ComputeScore: Raw -6276.238560 + Penalty 222.703510 = -6053.535050 Iteration 10Q: 3 clusters Score -6053.535 nChanged 6 ComputeScore: Raw -6283.346760 + Penalty 222.703510 = -6060.643250 Iteration 11Q: 3 clusters Score -6060.643 nChanged 6 ComputeScore: Raw -6290.657295 + Penalty 222.703510 = -6067.953784 Iteration 12Q: 3 clusters Score -6067.954 nChanged 10 ComputeScore: Raw -6305.570540 + Penalty 222.703510 = -6082.867029 Iteration 13Q: 3 clusters Score -6082.867 nChanged 6 ComputeScore: Raw -6311.313079 + Penalty 222.703510 = -6088.609569 Iteration 14Q: 3 clusters Score -6088.61 nChanged 2 ComputeScore: Raw -6311.874828 + Penalty 222.703510 = -6089.171318 Iteration 15Q: 3 clusters Score -6089.171 nChanged 0 ComputeScore: Raw -6311.874828 + Penalty 222.703510 = -6089.171318 Iteration 16F: 3 clusters Score -6089.171 nChanged 0 Trying to split cluster 2 (1303 points) Assigned 2 initial classes randomly. ComputeScore: Raw -14703.633025 + Penalty 129.103642 = -14574.529383 Iteration 0F: 2 clusters Score -14574.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -13947.755435 + Penalty 258.207285 = -13689.548150 Iteration 0F: 3 clusters Score -13689.55 nChanged 585 ComputeScore: Raw -14254.604250 + Penalty 258.207285 = -13996.396966 Iteration 1F: 3 clusters Score -13996.4 nChanged 77 ComputeScore: Raw -14288.955184 + Penalty 258.207285 = -14030.747899 Iteration 2F: 3 clusters Score -14030.75 nChanged 66 ComputeScore: Raw -14328.164692 + Penalty 258.207285 = -14069.957407 Iteration 3F: 3 clusters Score -14069.96 nChanged 64 ComputeScore: Raw -14380.764452 + Penalty 258.207285 = -14122.557167 Iteration 4Q: 3 clusters Score -14122.56 nChanged 63 ComputeScore: Raw -14446.330528 + Penalty 258.207285 = -14188.123243 Iteration 5Q: 3 clusters Score -14188.12 nChanged 77 ComputeScore: Raw -14516.133350 + Penalty 258.207285 = -14257.926065 Iteration 6F: 3 clusters Score -14257.93 nChanged 68 ComputeScore: Raw -14564.254457 + Penalty 258.207285 = -14306.047172 Iteration 7F: 3 clusters Score -14306.05 nChanged 43 ComputeScore: Raw -14596.336855 + Penalty 258.207285 = -14338.129570 Iteration 8Q: 3 clusters Score -14338.13 nChanged 45 ComputeScore: Raw -14653.644272 + Penalty 258.207285 = -14395.436987 Iteration 9Q: 3 clusters Score -14395.44 nChanged 43 ComputeScore: Raw -14705.152778 + Penalty 258.207285 = -14446.945493 Iteration 10Q: 3 clusters Score -14446.95 nChanged 32 ComputeScore: Raw -14758.566106 + Penalty 258.207285 = -14500.358821 Iteration 11Q: 3 clusters Score -14500.36 nChanged 35 ComputeScore: Raw -14803.510151 + Penalty 258.207285 = -14545.302866 Iteration 12Q: 3 clusters Score -14545.3 nChanged 30 ComputeScore: Raw -14833.432600 + Penalty 258.207285 = -14575.225316 Iteration 13Q: 3 clusters Score -14575.23 nChanged 21 ComputeScore: Raw -14849.108728 + Penalty 258.207285 = -14590.901443 Iteration 14Q: 3 clusters Score -14590.9 nChanged 16 ComputeScore: Raw -14862.670248 + Penalty 258.207285 = -14604.462963 Iteration 15Q: 3 clusters Score -14604.46 nChanged 13 ComputeScore: Raw -14873.336854 + Penalty 258.207285 = -14615.129569 Iteration 16Q: 3 clusters Score -14615.13 nChanged 8 ComputeScore: Raw -14878.091838 + Penalty 258.207285 = -14619.884553 Iteration 17Q: 3 clusters Score -14619.88 nChanged 3 ComputeScore: Raw -14879.843315 + Penalty 258.207285 = -14621.636031 Iteration 18Q: 3 clusters Score -14621.64 nChanged 0 ComputeScore: Raw -14885.529218 + Penalty 258.207285 = -14627.321933 Iteration 19F: 3 clusters Score -14627.32 nChanged 4 ComputeScore: Raw -14887.677854 + Penalty 258.207285 = -14629.470569 Iteration 20F: 3 clusters Score -14629.47 nChanged 0 ComputeScore: Raw -537889.253630 + Penalty 5498.763493 = -532390.490138Splitting cluster 2 changes total score from -532393.189706 to -532390.490138 So it's not getting split. Trying to split cluster 3 (4169 points) Assigned 2 initial classes randomly. ComputeScore: Raw -38786.348186 + Penalty 150.037767 = -38636.310420 Iteration 0F: 2 clusters Score -38636.31 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -36259.108457 + Penalty 300.075533 = -35959.032924 Iteration 0F: 3 clusters Score -35959.03 nChanged 1946 ComputeScore: Raw -37676.261419 + Penalty 300.075533 = -37376.185886 Iteration 1F: 3 clusters Score -37376.19 nChanged 205 ComputeScore: Raw -37748.617962 + Penalty 300.075533 = -37448.542428 Iteration 2Q: 3 clusters Score -37448.54 nChanged 154 ComputeScore: Raw -37804.794811 + Penalty 300.075533 = -37504.719278 Iteration 3Q: 3 clusters Score -37504.72 nChanged 139 ComputeScore: Raw -37855.342080 + Penalty 300.075533 = -37555.266547 Iteration 4Q: 3 clusters Score -37555.27 nChanged 127 ComputeScore: Raw -37904.099553 + Penalty 300.075533 = -37604.024020 Iteration 5Q: 3 clusters Score -37604.02 nChanged 132 ComputeScore: Raw -37961.416527 + Penalty 300.075533 = -37661.340994 Iteration 6Q: 3 clusters Score -37661.34 nChanged 145 ComputeScore: Raw -38037.316262 + Penalty 300.075533 = -37737.240729 Iteration 7Q: 3 clusters Score -37737.24 nChanged 145 ComputeScore: Raw -38131.304001 + Penalty 300.075533 = -37831.228468 Iteration 8Q: 3 clusters Score -37831.23 nChanged 169 ComputeScore: Raw -38244.701064 + Penalty 300.075533 = -37944.625531 Iteration 9Q: 3 clusters Score -37944.63 nChanged 172 ComputeScore: Raw -38355.839862 + Penalty 300.075533 = -38055.764328 Iteration 10Q: 3 clusters Score -38055.76 nChanged 144 ComputeScore: Raw -38427.151992 + Penalty 300.075533 = -38127.076459 Iteration 11Q: 3 clusters Score -38127.08 nChanged 114 ComputeScore: Raw -38475.307604 + Penalty 300.075533 = -38175.232071 Iteration 12Q: 3 clusters Score -38175.23 nChanged 89 ComputeScore: Raw -38515.126472 + Penalty 300.075533 = -38215.050938 Iteration 13Q: 3 clusters Score -38215.05 nChanged 77 ComputeScore: Raw -38548.633433 + Penalty 300.075533 = -38248.557900 Iteration 14Q: 3 clusters Score -38248.56 nChanged 57 ComputeScore: Raw -38566.231953 + Penalty 300.075533 = -38266.156420 Iteration 15Q: 3 clusters Score -38266.16 nChanged 51 ComputeScore: Raw -38583.504581 + Penalty 300.075533 = -38283.429048 Iteration 16Q: 3 clusters Score -38283.43 nChanged 40 ComputeScore: Raw -38607.882735 + Penalty 300.075533 = -38307.807202 Iteration 17Q: 3 clusters Score -38307.81 nChanged 37 ComputeScore: Raw -38623.655402 + Penalty 300.075533 = -38323.579869 Iteration 18Q: 3 clusters Score -38323.58 nChanged 37 ComputeScore: Raw -38637.245048 + Penalty 300.075533 = -38337.169515 Iteration 19Q: 3 clusters Score -38337.17 nChanged 41 ComputeScore: Raw -38667.085618 + Penalty 300.075533 = -38367.010084 Iteration 20F: 3 clusters Score -38367.01 nChanged 40 ComputeScore: Raw -38678.184412 + Penalty 300.075533 = -38378.108879 Iteration 21Q: 3 clusters Score -38378.11 nChanged 24 ComputeScore: Raw -38684.838980 + Penalty 300.075533 = -38384.763447 Iteration 22Q: 3 clusters Score -38384.76 nChanged 27 ComputeScore: Raw -38690.949366 + Penalty 300.075533 = -38390.873833 Iteration 23Q: 3 clusters Score -38390.87 nChanged 26 ComputeScore: Raw -38695.822486 + Penalty 300.075533 = -38395.746952 Iteration 24Q: 3 clusters Score -38395.75 nChanged 23 ComputeScore: Raw -38698.937323 + Penalty 300.075533 = -38398.861790 Iteration 25Q: 3 clusters Score -38398.86 nChanged 15 ComputeScore: Raw -38700.458706 + Penalty 300.075533 = -38400.383173 Iteration 26Q: 3 clusters Score -38400.38 nChanged 14 ComputeScore: Raw -38701.462185 + Penalty 300.075533 = -38401.386652 Iteration 27Q: 3 clusters Score -38401.39 nChanged 9 ComputeScore: Raw -38702.024809 + Penalty 300.075533 = -38401.949275 Iteration 28Q: 3 clusters Score -38401.95 nChanged 6 ComputeScore: Raw -38702.432071 + Penalty 300.075533 = -38402.356538 Iteration 29Q: 3 clusters Score -38402.36 nChanged 3 ComputeScore: Raw -38702.539308 + Penalty 300.075533 = -38402.463774 Iteration 30Q: 3 clusters Score -38402.46 nChanged 1 ComputeScore: Raw -38702.599341 + Penalty 300.075533 = -38402.523808 Iteration 31Q: 3 clusters Score -38402.52 nChanged 2 ComputeScore: Raw -38702.654475 + Penalty 300.075533 = -38402.578942 Iteration 32Q: 3 clusters Score -38402.58 nChanged 2 ComputeScore: Raw -38702.781734 + Penalty 300.075533 = -38402.706201 Iteration 33Q: 3 clusters Score -38402.71 nChanged 4 ComputeScore: Raw -38703.055924 + Penalty 300.075533 = -38402.980391 Iteration 34Q: 3 clusters Score -38402.98 nChanged 4 ComputeScore: Raw -38703.213943 + Penalty 300.075533 = -38403.138410 Iteration 35Q: 3 clusters Score -38403.14 nChanged 4 ComputeScore: Raw -38703.422006 + Penalty 300.075533 = -38403.346473 Iteration 36Q: 3 clusters Score -38403.35 nChanged 2 ComputeScore: Raw -38703.474972 + Penalty 300.075533 = -38403.399439 Iteration 37Q: 3 clusters Score -38403.4 nChanged 3 ComputeScore: Raw -38703.555677 + Penalty 300.075533 = -38403.480143 Iteration 38Q: 3 clusters Score -38403.48 nChanged 2 ComputeScore: Raw -38703.630936 + Penalty 300.075533 = -38403.555403 Iteration 39Q: 3 clusters Score -38403.56 nChanged 2 ComputeScore: Raw -38703.767597 + Penalty 300.075533 = -38403.692064 Iteration 40F: 3 clusters Score -38403.69 nChanged 2 ComputeScore: Raw -38703.914511 + Penalty 300.075533 = -38403.838978 Iteration 41Q: 3 clusters Score -38403.84 nChanged 2 ComputeScore: Raw -38703.960181 + Penalty 300.075533 = -38403.884648 Iteration 42Q: 3 clusters Score -38403.88 nChanged 1 ComputeScore: Raw -38704.042353 + Penalty 300.075533 = -38403.966820 Iteration 43Q: 3 clusters Score -38403.97 nChanged 2 ComputeScore: Raw -38704.108717 + Penalty 300.075533 = -38404.033184 Iteration 44Q: 3 clusters Score -38404.03 nChanged 3 ComputeScore: Raw -38704.194286 + Penalty 300.075533 = -38404.118753 Iteration 45Q: 3 clusters Score -38404.12 nChanged 2 ComputeScore: Raw -38704.253338 + Penalty 300.075533 = -38404.177805 Iteration 46Q: 3 clusters Score -38404.18 nChanged 1 ComputeScore: Raw -38704.261736 + Penalty 300.075533 = -38404.186203 Iteration 47Q: 3 clusters Score -38404.19 nChanged 0 ComputeScore: Raw -38704.261736 + Penalty 300.075533 = -38404.186203 Iteration 48F: 3 clusters Score -38404.19 nChanged 0 Trying to split cluster 4 (1861 points) Assigned 2 initial classes randomly. ComputeScore: Raw -12064.258795 + Penalty 135.519647 = -11928.739149 Iteration 0F: 2 clusters Score -11928.74 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10940.398404 + Penalty 271.039293 = -10669.359110 Iteration 0F: 3 clusters Score -10669.36 nChanged 844 ComputeScore: Raw -11351.043902 + Penalty 271.039293 = -11080.004609 Iteration 1F: 3 clusters Score -11080 nChanged 106 ComputeScore: Raw -11383.549589 + Penalty 271.039293 = -11112.510296 Iteration 2F: 3 clusters Score -11112.51 nChanged 84 ComputeScore: Raw -11412.646474 + Penalty 271.039293 = -11141.607181 Iteration 3Q: 3 clusters Score -11141.61 nChanged 88 ComputeScore: Raw -11447.520576 + Penalty 271.039293 = -11176.481282 Iteration 4Q: 3 clusters Score -11176.48 nChanged 88 ComputeScore: Raw -11485.162902 + Penalty 271.039293 = -11214.123609 Iteration 5Q: 3 clusters Score -11214.12 nChanged 94 ComputeScore: Raw -11529.996862 + Penalty 271.039293 = -11258.957569 Iteration 6F: 3 clusters Score -11258.96 nChanged 84 ComputeScore: Raw -11566.475657 + Penalty 271.039293 = -11295.436364 Iteration 7Q: 3 clusters Score -11295.44 nChanged 76 ComputeScore: Raw -11612.981655 + Penalty 271.039293 = -11341.942362 Iteration 8Q: 3 clusters Score -11341.94 nChanged 76 ComputeScore: Raw -11672.461098 + Penalty 271.039293 = -11401.421805 Iteration 9Q: 3 clusters Score -11401.42 nChanged 95 ComputeScore: Raw -11747.019166 + Penalty 271.039293 = -11475.979873 Iteration 10F: 3 clusters Score -11475.98 nChanged 85 ComputeScore: Raw -11786.059209 + Penalty 271.039293 = -11515.019916 Iteration 11Q: 3 clusters Score -11515.02 nChanged 55 ComputeScore: Raw -11802.341955 + Penalty 271.039293 = -11531.302662 Iteration 12Q: 3 clusters Score -11531.3 nChanged 28 ComputeScore: Raw -11814.625793 + Penalty 271.039293 = -11543.586500 Iteration 13Q: 3 clusters Score -11543.59 nChanged 31 ComputeScore: Raw -11825.667967 + Penalty 271.039293 = -11554.628674 Iteration 14Q: 3 clusters Score -11554.63 nChanged 25 ComputeScore: Raw -11834.166100 + Penalty 271.039293 = -11563.126806 Iteration 15Q: 3 clusters Score -11563.13 nChanged 26 ComputeScore: Raw -11842.440051 + Penalty 271.039293 = -11571.400757 Iteration 16Q: 3 clusters Score -11571.4 nChanged 23 ComputeScore: Raw -11849.010120 + Penalty 271.039293 = -11577.970827 Iteration 17Q: 3 clusters Score -11577.97 nChanged 21 ComputeScore: Raw -11856.197636 + Penalty 271.039293 = -11585.158343 Iteration 18Q: 3 clusters Score -11585.16 nChanged 21 ComputeScore: Raw -11862.261740 + Penalty 271.039293 = -11591.222447 Iteration 19Q: 3 clusters Score -11591.22 nChanged 13 ComputeScore: Raw -11864.621184 + Penalty 271.039293 = -11593.581891 Iteration 20F: 3 clusters Score -11593.58 nChanged 12 ComputeScore: Raw -11865.991809 + Penalty 271.039293 = -11594.952516 Iteration 21Q: 3 clusters Score -11594.95 nChanged 8 ComputeScore: Raw -11866.659460 + Penalty 271.039293 = -11595.620167 Iteration 22Q: 3 clusters Score -11595.62 nChanged 5 ComputeScore: Raw -11867.066141 + Penalty 271.039293 = -11596.026848 Iteration 23Q: 3 clusters Score -11596.03 nChanged 4 ComputeScore: Raw -11867.282165 + Penalty 271.039293 = -11596.242872 Iteration 24Q: 3 clusters Score -11596.24 nChanged 1 ComputeScore: Raw -11867.310187 + Penalty 271.039293 = -11596.270894 Iteration 25Q: 3 clusters Score -11596.27 nChanged 2 ComputeScore: Raw -11867.524240 + Penalty 271.039293 = -11596.484947 Iteration 26Q: 3 clusters Score -11596.48 nChanged 2 ComputeScore: Raw -11867.964810 + Penalty 271.039293 = -11596.925517 Iteration 27Q: 3 clusters Score -11596.93 nChanged 3 ComputeScore: Raw -11868.499871 + Penalty 271.039293 = -11597.460578 Iteration 28Q: 3 clusters Score -11597.46 nChanged 8 ComputeScore: Raw -11870.694235 + Penalty 271.039293 = -11599.654942 Iteration 29Q: 3 clusters Score -11599.65 nChanged 12 ComputeScore: Raw -11873.644793 + Penalty 271.039293 = -11602.605500 Iteration 30Q: 3 clusters Score -11602.61 nChanged 11 ComputeScore: Raw -11875.856182 + Penalty 271.039293 = -11604.816888 Iteration 31Q: 3 clusters Score -11604.82 nChanged 11 ComputeScore: Raw -11877.483202 + Penalty 271.039293 = -11606.443909 Iteration 32Q: 3 clusters Score -11606.44 nChanged 9 ComputeScore: Raw -11878.765067 + Penalty 271.039293 = -11607.725774 Iteration 33Q: 3 clusters Score -11607.73 nChanged 10 ComputeScore: Raw -11881.049180 + Penalty 271.039293 = -11610.009887 Iteration 34Q: 3 clusters Score -11610.01 nChanged 11 ComputeScore: Raw -11883.328728 + Penalty 271.039293 = -11612.289434 Iteration 35Q: 3 clusters Score -11612.29 nChanged 14 ComputeScore: Raw -11886.146377 + Penalty 271.039293 = -11615.107084 Iteration 36Q: 3 clusters Score -11615.11 nChanged 13 ComputeScore: Raw -11891.400323 + Penalty 271.039293 = -11620.361030 Iteration 37Q: 3 clusters Score -11620.36 nChanged 16 ComputeScore: Raw -11896.863390 + Penalty 271.039293 = -11625.824097 Iteration 38Q: 3 clusters Score -11625.82 nChanged 9 ComputeScore: Raw -11898.910355 + Penalty 271.039293 = -11627.871062 Iteration 39Q: 3 clusters Score -11627.87 nChanged 10 ComputeScore: Raw -11901.874244 + Penalty 271.039293 = -11630.834951 Iteration 40F: 3 clusters Score -11630.83 nChanged 10 ComputeScore: Raw -11904.907485 + Penalty 271.039293 = -11633.868192 Iteration 41Q: 3 clusters Score -11633.87 nChanged 9 ComputeScore: Raw -11906.904794 + Penalty 271.039293 = -11635.865501 Iteration 42Q: 3 clusters Score -11635.87 nChanged 9 ComputeScore: Raw -11910.179801 + Penalty 271.039293 = -11639.140508 Iteration 43Q: 3 clusters Score -11639.14 nChanged 10 ComputeScore: Raw -11913.777508 + Penalty 271.039293 = -11642.738215 Iteration 44Q: 3 clusters Score -11642.74 nChanged 11 ComputeScore: Raw -11918.083841 + Penalty 271.039293 = -11647.044548 Iteration 45Q: 3 clusters Score -11647.04 nChanged 10 ComputeScore: Raw -11922.263804 + Penalty 271.039293 = -11651.224511 Iteration 46Q: 3 clusters Score -11651.22 nChanged 15 ComputeScore: Raw -11929.277840 + Penalty 271.039293 = -11658.238547 Iteration 47Q: 3 clusters Score -11658.24 nChanged 19 ComputeScore: Raw -11936.517653 + Penalty 271.039293 = -11665.478359 Iteration 48Q: 3 clusters Score -11665.48 nChanged 19 ComputeScore: Raw -11943.563434 + Penalty 271.039293 = -11672.524141 Iteration 49Q: 3 clusters Score -11672.52 nChanged 17 ComputeScore: Raw -11950.300164 + Penalty 271.039293 = -11679.260871 Iteration 50Q: 3 clusters Score -11679.26 nChanged 16 ComputeScore: Raw -11957.209522 + Penalty 271.039293 = -11686.170228 Iteration 51Q: 3 clusters Score -11686.17 nChanged 16 ComputeScore: Raw -11962.343491 + Penalty 271.039293 = -11691.304197 Iteration 52Q: 3 clusters Score -11691.3 nChanged 13 ComputeScore: Raw -11966.306229 + Penalty 271.039293 = -11695.266935 Iteration 53Q: 3 clusters Score -11695.27 nChanged 14 ComputeScore: Raw -11971.984303 + Penalty 271.039293 = -11700.945010 Iteration 54Q: 3 clusters Score -11700.95 nChanged 13 ComputeScore: Raw -11975.597508 + Penalty 271.039293 = -11704.558214 Iteration 55Q: 3 clusters Score -11704.56 nChanged 10 ComputeScore: Raw -11977.470252 + Penalty 271.039293 = -11706.430959 Iteration 56Q: 3 clusters Score -11706.43 nChanged 7 ComputeScore: Raw -11978.442076 + Penalty 271.039293 = -11707.402783 Iteration 57Q: 3 clusters Score -11707.4 nChanged 3 ComputeScore: Raw -11979.164738 + Penalty 271.039293 = -11708.125445 Iteration 58Q: 3 clusters Score -11708.13 nChanged 6 ComputeScore: Raw -11980.109179 + Penalty 271.039293 = -11709.069885 Iteration 59Q: 3 clusters Score -11709.07 nChanged 5 ComputeScore: Raw -11981.391671 + Penalty 271.039293 = -11710.352378 Iteration 60F: 3 clusters Score -11710.35 nChanged 9 ComputeScore: Raw -11983.603497 + Penalty 271.039293 = -11712.564204 Iteration 61Q: 3 clusters Score -11712.56 nChanged 8 ComputeScore: Raw -11985.100307 + Penalty 271.039293 = -11714.061014 Iteration 62Q: 3 clusters Score -11714.06 nChanged 6 ComputeScore: Raw -11986.907780 + Penalty 271.039293 = -11715.868487 Iteration 63Q: 3 clusters Score -11715.87 nChanged 10 ComputeScore: Raw -11989.947494 + Penalty 271.039293 = -11718.908200 Iteration 64Q: 3 clusters Score -11718.91 nChanged 11 ComputeScore: Raw -11993.720585 + Penalty 271.039293 = -11722.681291 Iteration 65Q: 3 clusters Score -11722.68 nChanged 13 ComputeScore: Raw -11999.492133 + Penalty 271.039293 = -11728.452839 Iteration 66Q: 3 clusters Score -11728.45 nChanged 14 ComputeScore: Raw -12006.224239 + Penalty 271.039293 = -11735.184945 Iteration 67Q: 3 clusters Score -11735.18 nChanged 15 ComputeScore: Raw -12011.460473 + Penalty 271.039293 = -11740.421180 Iteration 68Q: 3 clusters Score -11740.42 nChanged 15 ComputeScore: Raw -12019.174811 + Penalty 271.039293 = -11748.135517 Iteration 69Q: 3 clusters Score -11748.14 nChanged 17 ComputeScore: Raw -12030.569336 + Penalty 271.039293 = -11759.530043 Iteration 70Q: 3 clusters Score -11759.53 nChanged 19 ComputeScore: Raw -12041.860897 + Penalty 271.039293 = -11770.821604 Iteration 71Q: 3 clusters Score -11770.82 nChanged 16 ComputeScore: Raw -12052.025490 + Penalty 271.039293 = -11780.986197 Iteration 72Q: 3 clusters Score -11780.99 nChanged 18 ComputeScore: Raw -12066.567652 + Penalty 271.039293 = -11795.528359 Iteration 73Q: 3 clusters Score -11795.53 nChanged 14 ComputeScore: Raw -12076.425139 + Penalty 271.039293 = -11805.385846 Iteration 74Q: 3 clusters Score -11805.39 nChanged 6 ComputeScore: Raw -12079.463810 + Penalty 271.039293 = -11808.424517 Iteration 75Q: 3 clusters Score -11808.42 nChanged 5 ComputeScore: Raw -12082.512328 + Penalty 271.039293 = -11811.473035 Iteration 76Q: 3 clusters Score -11811.47 nChanged 4 ComputeScore: Raw -12085.944913 + Penalty 271.039293 = -11814.905620 Iteration 77Q: 3 clusters Score -11814.91 nChanged 6 ComputeScore: Raw -12087.574647 + Penalty 271.039293 = -11816.535354 Iteration 78Q: 3 clusters Score -11816.54 nChanged 1 ComputeScore: Raw -12087.868989 + Penalty 271.039293 = -11816.829696 Iteration 79Q: 3 clusters Score -11816.83 nChanged 3 ComputeScore: Raw -12090.270669 + Penalty 271.039293 = -11819.231375 Iteration 80F: 3 clusters Score -11819.23 nChanged 3 ComputeScore: Raw -12091.875082 + Penalty 271.039293 = -11820.835789 Iteration 81Q: 3 clusters Score -11820.84 nChanged 3 ComputeScore: Raw -12092.279042 + Penalty 271.039293 = -11821.239749 Iteration 82Q: 3 clusters Score -11821.24 nChanged 1 ComputeScore: Raw -12092.419168 + Penalty 271.039293 = -11821.379875 Iteration 83Q: 3 clusters Score -11821.38 nChanged 0 ComputeScore: Raw -12092.419168 + Penalty 271.039293 = -11821.379875 Iteration 84F: 3 clusters Score -11821.38 nChanged 0 Trying to split cluster 5 (15647 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127494.703726 + Penalty 173.844621 = -127320.859105 Iteration 0F: 2 clusters Score -127320.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -117330.664789 + Penalty 347.689241 = -116982.975547 Iteration 0F: 3 clusters Score -116983 nChanged 7435 ComputeScore: Raw -122141.766090 + Penalty 347.689241 = -121794.076848 Iteration 1F: 3 clusters Score -121794.1 nChanged 1078 ComputeScore: Raw -122662.183702 + Penalty 347.689241 = -122314.494461 Iteration 2F: 3 clusters Score -122314.5 nChanged 1014 ComputeScore: Raw -123176.011662 + Penalty 347.689241 = -122828.322421 Iteration 3F: 3 clusters Score -122828.3 nChanged 993 ComputeScore: Raw -123778.142990 + Penalty 347.689241 = -123430.453749 Iteration 4F: 3 clusters Score -123430.5 nChanged 944 ComputeScore: Raw -124483.292836 + Penalty 347.689241 = -124135.603595 Iteration 5F: 3 clusters Score -124135.6 nChanged 870 ComputeScore: Raw -125265.172400 + Penalty 347.689241 = -124917.483158 Iteration 6F: 3 clusters Score -124917.5 nChanged 762 ComputeScore: Raw -126088.599084 + Penalty 347.689241 = -125740.909842 Iteration 7Q: 3 clusters Score -125740.9 nChanged 518 ComputeScore: Raw -126699.158581 + Penalty 347.689241 = -126351.469340 Iteration 8Q: 3 clusters Score -126351.5 nChanged 316 ComputeScore: Raw -126981.081302 + Penalty 347.689241 = -126633.392060 Iteration 9Q: 3 clusters Score -126633.4 nChanged 214 ComputeScore: Raw -127103.586008 + Penalty 347.689241 = -126755.896767 Iteration 10Q: 3 clusters Score -126755.9 nChanged 131 ComputeScore: Raw -127168.481431 + Penalty 347.689241 = -126820.792189 Iteration 11Q: 3 clusters Score -126820.8 nChanged 120 ComputeScore: Raw -127222.462561 + Penalty 347.689241 = -126874.773320 Iteration 12Q: 3 clusters Score -126874.8 nChanged 126 ComputeScore: Raw -127277.088359 + Penalty 347.689241 = -126929.399118 Iteration 13Q: 3 clusters Score -126929.4 nChanged 113 ComputeScore: Raw -127323.014446 + Penalty 347.689241 = -126975.325204 Iteration 14Q: 3 clusters Score -126975.3 nChanged 85 ComputeScore: Raw -127354.613429 + Penalty 347.689241 = -127006.924187 Iteration 15Q: 3 clusters Score -127006.9 nChanged 69 ComputeScore: Raw -127380.514308 + Penalty 347.689241 = -127032.825066 Iteration 16Q: 3 clusters Score -127032.8 nChanged 59 ComputeScore: Raw -127402.375786 + Penalty 347.689241 = -127054.686544 Iteration 17Q: 3 clusters Score -127054.7 nChanged 50 ComputeScore: Raw -127419.879293 + Penalty 347.689241 = -127072.190052 Iteration 18Q: 3 clusters Score -127072.2 nChanged 39 ComputeScore: Raw -127435.817988 + Penalty 347.689241 = -127088.128746 Iteration 19Q: 3 clusters Score -127088.1 nChanged 47 ComputeScore: Raw -127460.183630 + Penalty 347.689241 = -127112.494388 Iteration 20F: 3 clusters Score -127112.5 nChanged 35 ComputeScore: Raw -127487.901009 + Penalty 347.689241 = -127140.211767 Iteration 21Q: 3 clusters Score -127140.2 nChanged 32 ComputeScore: Raw -127513.702540 + Penalty 347.689241 = -127166.013299 Iteration 22Q: 3 clusters Score -127166 nChanged 17 ComputeScore: Raw -127524.152842 + Penalty 347.689241 = -127176.463600 Iteration 23Q: 3 clusters Score -127176.5 nChanged 17 ComputeScore: Raw -127530.688726 + Penalty 347.689241 = -127182.999485 Iteration 24Q: 3 clusters Score -127183 nChanged 10 ComputeScore: Raw -127532.680202 + Penalty 347.689241 = -127184.990961 Iteration 25Q: 3 clusters Score -127185 nChanged 3 ComputeScore: Raw -127533.448034 + Penalty 347.689241 = -127185.758792 Iteration 26Q: 3 clusters Score -127185.8 nChanged 3 ComputeScore: Raw -127534.478538 + Penalty 347.689241 = -127186.789297 Iteration 27Q: 3 clusters Score -127186.8 nChanged 2 ComputeScore: Raw -127535.032074 + Penalty 347.689241 = -127187.342833 Iteration 28Q: 3 clusters Score -127187.3 nChanged 3 ComputeScore: Raw -127535.822416 + Penalty 347.689241 = -127188.133174 Iteration 29Q: 3 clusters Score -127188.1 nChanged 6 ComputeScore: Raw -127537.540846 + Penalty 347.689241 = -127189.851605 Iteration 30Q: 3 clusters Score -127189.9 nChanged 5 ComputeScore: Raw -127539.227780 + Penalty 347.689241 = -127191.538539 Iteration 31Q: 3 clusters Score -127191.5 nChanged 5 ComputeScore: Raw -127541.141106 + Penalty 347.689241 = -127193.451865 Iteration 32Q: 3 clusters Score -127193.5 nChanged 6 ComputeScore: Raw -127544.842908 + Penalty 347.689241 = -127197.153666 Iteration 33Q: 3 clusters Score -127197.2 nChanged 7 ComputeScore: Raw -127546.442115 + Penalty 347.689241 = -127198.752874 Iteration 34Q: 3 clusters Score -127198.8 nChanged 4 ComputeScore: Raw -127547.390171 + Penalty 347.689241 = -127199.700930 Iteration 35Q: 3 clusters Score -127199.7 nChanged 6 ComputeScore: Raw -127549.462198 + Penalty 347.689241 = -127201.772956 Iteration 36Q: 3 clusters Score -127201.8 nChanged 2 ComputeScore: Raw -127550.012733 + Penalty 347.689241 = -127202.323491 Iteration 37Q: 3 clusters Score -127202.3 nChanged 2 ComputeScore: Raw -127550.176190 + Penalty 347.689241 = -127202.486948 Iteration 38Q: 3 clusters Score -127202.5 nChanged 1 ComputeScore: Raw -127550.301269 + Penalty 347.689241 = -127202.612028 Iteration 39Q: 3 clusters Score -127202.6 nChanged 1 ComputeScore: Raw -127550.667893 + Penalty 347.689241 = -127202.978652 Iteration 40F: 3 clusters Score -127203 nChanged 2 ComputeScore: Raw -127551.356147 + Penalty 347.689241 = -127203.666905 Iteration 41Q: 3 clusters Score -127203.7 nChanged 3 ComputeScore: Raw -127552.299383 + Penalty 347.689241 = -127204.610142 Iteration 42Q: 3 clusters Score -127204.6 nChanged 0 ComputeScore: Raw -127552.299383 + Penalty 347.689241 = -127204.610142 Iteration 43F: 3 clusters Score -127204.6 nChanged 0 Trying to split cluster 6 (2568 points) Assigned 2 initial classes randomly. ComputeScore: Raw -27489.077257 + Penalty 141.315888 = -27347.761369 Iteration 0F: 2 clusters Score -27347.76 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -25912.190563 + Penalty 282.631776 = -25629.558787 Iteration 0F: 3 clusters Score -25629.56 nChanged 1173 ComputeScore: Raw -26641.945534 + Penalty 282.631776 = -26359.313758 Iteration 1F: 3 clusters Score -26359.31 nChanged 227 ComputeScore: Raw -26820.227796 + Penalty 282.631776 = -26537.596020 Iteration 2F: 3 clusters Score -26537.6 nChanged 192 ComputeScore: Raw -27002.501873 + Penalty 282.631776 = -26719.870098 Iteration 3F: 3 clusters Score -26719.87 nChanged 164 ComputeScore: Raw -27161.884072 + Penalty 282.631776 = -26879.252296 Iteration 4F: 3 clusters Score -26879.25 nChanged 110 ComputeScore: Raw -27237.403543 + Penalty 282.631776 = -26954.771767 Iteration 5Q: 3 clusters Score -26954.77 nChanged 60 ComputeScore: Raw -27272.900789 + Penalty 282.631776 = -26990.269013 Iteration 6Q: 3 clusters Score -26990.27 nChanged 47 ComputeScore: Raw -27296.067615 + Penalty 282.631776 = -27013.435839 Iteration 7Q: 3 clusters Score -27013.44 nChanged 41 ComputeScore: Raw -27315.720872 + Penalty 282.631776 = -27033.089096 Iteration 8Q: 3 clusters Score -27033.09 nChanged 43 ComputeScore: Raw -27341.400791 + Penalty 282.631776 = -27058.769015 Iteration 9Q: 3 clusters Score -27058.77 nChanged 38 ComputeScore: Raw -27366.260411 + Penalty 282.631776 = -27083.628635 Iteration 10Q: 3 clusters Score -27083.63 nChanged 31 ComputeScore: Raw -27387.656165 + Penalty 282.631776 = -27105.024389 Iteration 11Q: 3 clusters Score -27105.02 nChanged 36 ComputeScore: Raw -27410.395319 + Penalty 282.631776 = -27127.763544 Iteration 12Q: 3 clusters Score -27127.76 nChanged 29 ComputeScore: Raw -27430.425376 + Penalty 282.631776 = -27147.793600 Iteration 13Q: 3 clusters Score -27147.79 nChanged 33 ComputeScore: Raw -27454.300496 + Penalty 282.631776 = -27171.668720 Iteration 14Q: 3 clusters Score -27171.67 nChanged 20 ComputeScore: Raw -27465.915427 + Penalty 282.631776 = -27183.283651 Iteration 15Q: 3 clusters Score -27183.28 nChanged 16 ComputeScore: Raw -27473.754826 + Penalty 282.631776 = -27191.123051 Iteration 16Q: 3 clusters Score -27191.12 nChanged 14 ComputeScore: Raw -27482.956590 + Penalty 282.631776 = -27200.324814 Iteration 17Q: 3 clusters Score -27200.32 nChanged 11 ComputeScore: Raw -27489.682714 + Penalty 282.631776 = -27207.050938 Iteration 18Q: 3 clusters Score -27207.05 nChanged 8 ComputeScore: Raw -27493.772056 + Penalty 282.631776 = -27211.140280 Iteration 19Q: 3 clusters Score -27211.14 nChanged 3 ComputeScore: Raw -27494.965144 + Penalty 282.631776 = -27212.333368 Iteration 20F: 3 clusters Score -27212.33 nChanged 5 ComputeScore: Raw -27498.025369 + Penalty 282.631776 = -27215.393593 Iteration 21Q: 3 clusters Score -27215.39 nChanged 4 ComputeScore: Raw -27499.399869 + Penalty 282.631776 = -27216.768093 Iteration 22Q: 3 clusters Score -27216.77 nChanged 2 ComputeScore: Raw -27499.648626 + Penalty 282.631776 = -27217.016850 Iteration 23Q: 3 clusters Score -27217.02 nChanged 1 ComputeScore: Raw -27499.976846 + Penalty 282.631776 = -27217.345070 Iteration 24Q: 3 clusters Score -27217.35 nChanged 2 ComputeScore: Raw -27500.367673 + Penalty 282.631776 = -27217.735897 Iteration 25Q: 3 clusters Score -27217.74 nChanged 2 ComputeScore: Raw -27500.656869 + Penalty 282.631776 = -27218.025093 Iteration 26Q: 3 clusters Score -27218.03 nChanged 3 ComputeScore: Raw -27501.045268 + Penalty 282.631776 = -27218.413492 Iteration 27Q: 3 clusters Score -27218.41 nChanged 1 ComputeScore: Raw -27501.099057 + Penalty 282.631776 = -27218.467281 Iteration 28Q: 3 clusters Score -27218.47 nChanged 1 ComputeScore: Raw -27501.224047 + Penalty 282.631776 = -27218.592271 Iteration 29Q: 3 clusters Score -27218.59 nChanged 2 ComputeScore: Raw -27502.630381 + Penalty 282.631776 = -27219.998605 Iteration 30Q: 3 clusters Score -27220 nChanged 4 ComputeScore: Raw -27504.857993 + Penalty 282.631776 = -27222.226217 Iteration 31Q: 3 clusters Score -27222.23 nChanged 2 ComputeScore: Raw -27505.838104 + Penalty 282.631776 = -27223.206328 Iteration 32Q: 3 clusters Score -27223.21 nChanged 2 ComputeScore: Raw -27506.967763 + Penalty 282.631776 = -27224.335987 Iteration 33Q: 3 clusters Score -27224.34 nChanged 5 ComputeScore: Raw -27508.321607 + Penalty 282.631776 = -27225.689831 Iteration 34Q: 3 clusters Score -27225.69 nChanged 0 ComputeScore: Raw -27508.321607 + Penalty 282.631776 = -27225.689831 Iteration 35F: 3 clusters Score -27225.69 nChanged 0 Trying to split cluster 7 (5705 points) Assigned 2 initial classes randomly. ComputeScore: Raw -53990.014449 + Penalty 155.683769 = -53834.330680 Iteration 0F: 2 clusters Score -53834.33 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -50368.259798 + Penalty 311.367537 = -50056.892260 Iteration 0F: 3 clusters Score -50056.89 nChanged 2725 ComputeScore: Raw -52051.275503 + Penalty 311.367537 = -51739.907966 Iteration 1F: 3 clusters Score -51739.91 nChanged 254 ComputeScore: Raw -52123.709369 + Penalty 311.367537 = -51812.341831 Iteration 2Q: 3 clusters Score -51812.34 nChanged 208 ComputeScore: Raw -52165.440093 + Penalty 311.367537 = -51854.072556 Iteration 3Q: 3 clusters Score -51854.07 nChanged 126 ComputeScore: Raw -52190.400462 + Penalty 311.367537 = -51879.032924 Iteration 4Q: 3 clusters Score -51879.03 nChanged 108 ComputeScore: Raw -52210.858570 + Penalty 311.367537 = -51899.491032 Iteration 5Q: 3 clusters Score -51899.49 nChanged 99 ComputeScore: Raw -52228.877047 + Penalty 311.367537 = -51917.509510 Iteration 6Q: 3 clusters Score -51917.51 nChanged 98 ComputeScore: Raw -52248.811922 + Penalty 311.367537 = -51937.444384 Iteration 7Q: 3 clusters Score -51937.44 nChanged 98 ComputeScore: Raw -52270.316993 + Penalty 311.367537 = -51958.949456 Iteration 8Q: 3 clusters Score -51958.95 nChanged 115 ComputeScore: Raw -52297.448203 + Penalty 311.367537 = -51986.080665 Iteration 9Q: 3 clusters Score -51986.08 nChanged 138 ComputeScore: Raw -52332.044877 + Penalty 311.367537 = -52020.677340 Iteration 10Q: 3 clusters Score -52020.68 nChanged 151 ComputeScore: Raw -52378.820267 + Penalty 311.367537 = -52067.452729 Iteration 11Q: 3 clusters Score -52067.45 nChanged 180 ComputeScore: Raw -52450.663937 + Penalty 311.367537 = -52139.296399 Iteration 12Q: 3 clusters Score -52139.3 nChanged 228 ComputeScore: Raw -52561.302197 + Penalty 311.367537 = -52249.934660 Iteration 13Q: 3 clusters Score -52249.93 nChanged 285 ComputeScore: Raw -52731.668058 + Penalty 311.367537 = -52420.300521 Iteration 14Q: 3 clusters Score -52420.3 nChanged 336 ComputeScore: Raw -52982.520083 + Penalty 311.367537 = -52671.152545 Iteration 15F: 3 clusters Score -52671.15 nChanged 339 ComputeScore: Raw -53282.255581 + Penalty 311.367537 = -52970.888043 Iteration 16F: 3 clusters Score -52970.89 nChanged 312 ComputeScore: Raw -53606.048461 + Penalty 311.367537 = -53294.680924 Iteration 17F: 3 clusters Score -53294.68 nChanged 221 ComputeScore: Raw -53838.851600 + Penalty 311.367537 = -53527.484063 Iteration 18Q: 3 clusters Score -53527.48 nChanged 99 ComputeScore: Raw -53932.640814 + Penalty 311.367537 = -53621.273276 Iteration 19Q: 3 clusters Score -53621.27 nChanged 37 ComputeScore: Raw -53971.254075 + Penalty 311.367537 = -53659.886538 Iteration 20F: 3 clusters Score -53659.89 nChanged 17 ComputeScore: Raw -53993.091570 + Penalty 311.367537 = -53681.724032 Iteration 21Q: 3 clusters Score -53681.72 nChanged 4 ComputeScore: Raw -54006.048554 + Penalty 311.367537 = -53694.681017 Iteration 22Q: 3 clusters Score -53694.68 nChanged 0 ComputeScore: Raw -54006.048554 + Penalty 311.367537 = -53694.681017 Iteration 23F: 3 clusters Score -53694.68 nChanged 0 Trying to split cluster 8 (260 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3428.699714 + Penalty 100.092269 = -3328.607445 Iteration 0F: 2 clusters Score -3328.607 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3316.410615 + Penalty 200.184539 = -3116.226076 Iteration 0F: 3 clusters Score -3116.226 nChanged 88 ComputeScore: Raw -3372.293432 + Penalty 200.184539 = -3172.108893 Iteration 1F: 3 clusters Score -3172.109 nChanged 16 ComputeScore: Raw -3385.056277 + Penalty 200.184539 = -3184.871738 Iteration 2F: 3 clusters Score -3184.872 nChanged 12 ComputeScore: Raw -3395.633297 + Penalty 200.184539 = -3195.448758 Iteration 3Q: 3 clusters Score -3195.449 nChanged 11 ComputeScore: Raw -3403.927856 + Penalty 200.184539 = -3203.743317 Iteration 4Q: 3 clusters Score -3203.743 nChanged 6 ComputeScore: Raw -3409.809757 + Penalty 200.184539 = -3209.625218 Iteration 5Q: 3 clusters Score -3209.625 nChanged 4 ComputeScore: Raw -3414.168391 + Penalty 200.184539 = -3213.983852 Iteration 6Q: 3 clusters Score -3213.984 nChanged 5 ComputeScore: Raw -3416.875819 + Penalty 200.184539 = -3216.691280 Iteration 7Q: 3 clusters Score -3216.691 nChanged 3 ComputeScore: Raw -3420.564152 + Penalty 200.184539 = -3220.379613 Iteration 8Q: 3 clusters Score -3220.38 nChanged 6 ComputeScore: Raw -3427.635009 + Penalty 200.184539 = -3227.450471 Iteration 9Q: 3 clusters Score -3227.45 nChanged 2 ComputeScore: Raw -3428.328608 + Penalty 200.184539 = -3228.144070 Iteration 10Q: 3 clusters Score -3228.144 nChanged 0 ComputeScore: Raw -3428.328608 + Penalty 200.184539 = -3228.144070 Iteration 11F: 3 clusters Score -3228.144 nChanged 0 Trying to split cluster 9 (10505 points) Assigned 2 initial classes randomly. ComputeScore: Raw -91843.422506 + Penalty 166.672919 = -91676.749587 Iteration 0F: 2 clusters Score -91676.75 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -85012.963441 + Penalty 333.345838 = -84679.617603 Iteration 0F: 3 clusters Score -84679.62 nChanged 5038 ComputeScore: Raw -88040.645734 + Penalty 333.345838 = -87707.299896 Iteration 1F: 3 clusters Score -87707.3 nChanged 641 ComputeScore: Raw -88440.049164 + Penalty 333.345838 = -88106.703326 Iteration 2F: 3 clusters Score -88106.7 nChanged 816 ComputeScore: Raw -89052.862005 + Penalty 333.345838 = -88719.516167 Iteration 3F: 3 clusters Score -88719.52 nChanged 834 ComputeScore: Raw -89785.417410 + Penalty 333.345838 = -89452.071572 Iteration 4F: 3 clusters Score -89452.07 nChanged 691 ComputeScore: Raw -90288.563462 + Penalty 333.345838 = -89955.217624 Iteration 5F: 3 clusters Score -89955.22 nChanged 426 ComputeScore: Raw -90486.711504 + Penalty 333.345838 = -90153.365666 Iteration 6Q: 3 clusters Score -90153.37 nChanged 260 ComputeScore: Raw -90578.353998 + Penalty 333.345838 = -90245.008160 Iteration 7Q: 3 clusters Score -90245.01 nChanged 206 ComputeScore: Raw -90659.509723 + Penalty 333.345838 = -90326.163885 Iteration 8Q: 3 clusters Score -90326.16 nChanged 218 ComputeScore: Raw -90749.412695 + Penalty 333.345838 = -90416.066857 Iteration 9Q: 3 clusters Score -90416.07 nChanged 212 ComputeScore: Raw -90831.293270 + Penalty 333.345838 = -90497.947432 Iteration 10Q: 3 clusters Score -90497.95 nChanged 205 ComputeScore: Raw -90915.430003 + Penalty 333.345838 = -90582.084165 Iteration 11Q: 3 clusters Score -90582.08 nChanged 217 ComputeScore: Raw -91015.889424 + Penalty 333.345838 = -90682.543586 Iteration 12Q: 3 clusters Score -90682.54 nChanged 210 ComputeScore: Raw -91126.913724 + Penalty 333.345838 = -90793.567886 Iteration 13Q: 3 clusters Score -90793.57 nChanged 223 ComputeScore: Raw -91246.166581 + Penalty 333.345838 = -90912.820743 Iteration 14Q: 3 clusters Score -90912.82 nChanged 205 ComputeScore: Raw -91367.594060 + Penalty 333.345838 = -91034.248222 Iteration 15Q: 3 clusters Score -91034.25 nChanged 187 ComputeScore: Raw -91482.577931 + Penalty 333.345838 = -91149.232093 Iteration 16Q: 3 clusters Score -91149.23 nChanged 149 ComputeScore: Raw -91569.294109 + Penalty 333.345838 = -91235.948271 Iteration 17Q: 3 clusters Score -91235.95 nChanged 117 ComputeScore: Raw -91639.461104 + Penalty 333.345838 = -91306.115266 Iteration 18Q: 3 clusters Score -91306.12 nChanged 102 ComputeScore: Raw -91707.067489 + Penalty 333.345838 = -91373.721651 Iteration 19Q: 3 clusters Score -91373.72 nChanged 93 ComputeScore: Raw -91767.858137 + Penalty 333.345838 = -91434.512299 Iteration 20F: 3 clusters Score -91434.51 nChanged 71 ComputeScore: Raw -91813.418551 + Penalty 333.345838 = -91480.072713 Iteration 21Q: 3 clusters Score -91480.07 nChanged 37 ComputeScore: Raw -91835.803506 + Penalty 333.345838 = -91502.457668 Iteration 22Q: 3 clusters Score -91502.46 nChanged 32 ComputeScore: Raw -91851.906956 + Penalty 333.345838 = -91518.561118 Iteration 23Q: 3 clusters Score -91518.56 nChanged 24 ComputeScore: Raw -91860.568083 + Penalty 333.345838 = -91527.222245 Iteration 24Q: 3 clusters Score -91527.22 nChanged 12 ComputeScore: Raw -91864.852959 + Penalty 333.345838 = -91531.507121 Iteration 25Q: 3 clusters Score -91531.51 nChanged 8 ComputeScore: Raw -91866.605388 + Penalty 333.345838 = -91533.259550 Iteration 26Q: 3 clusters Score -91533.26 nChanged 7 ComputeScore: Raw -91867.880789 + Penalty 333.345838 = -91534.534951 Iteration 27Q: 3 clusters Score -91534.53 nChanged 4 ComputeScore: Raw -91868.935004 + Penalty 333.345838 = -91535.589166 Iteration 28Q: 3 clusters Score -91535.59 nChanged 6 ComputeScore: Raw -91872.253458 + Penalty 333.345838 = -91538.907620 Iteration 29Q: 3 clusters Score -91538.91 nChanged 5 ComputeScore: Raw -91874.904974 + Penalty 333.345838 = -91541.559136 Iteration 30Q: 3 clusters Score -91541.56 nChanged 5 ComputeScore: Raw -91877.803688 + Penalty 333.345838 = -91544.457850 Iteration 31Q: 3 clusters Score -91544.46 nChanged 3 ComputeScore: Raw -91878.762324 + Penalty 333.345838 = -91545.416486 Iteration 32Q: 3 clusters Score -91545.42 nChanged 1 ComputeScore: Raw -91879.069851 + Penalty 333.345838 = -91545.724013 Iteration 33Q: 3 clusters Score -91545.72 nChanged 1 ComputeScore: Raw -91879.574344 + Penalty 333.345838 = -91546.228506 Iteration 34Q: 3 clusters Score -91546.23 nChanged 0 ComputeScore: Raw -91879.574344 + Penalty 333.345838 = -91546.228506 Iteration 35F: 3 clusters Score -91546.23 nChanged 0 Trying to split cluster 10 (642 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7714.863316 + Penalty 116.362589 = -7598.500727 Iteration 0F: 2 clusters Score -7598.501 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7355.647154 + Penalty 232.725179 = -7122.921975 Iteration 0F: 3 clusters Score -7122.922 nChanged 274 ComputeScore: Raw -7533.159027 + Penalty 232.725179 = -7300.433848 Iteration 1F: 3 clusters Score -7300.434 nChanged 61 ComputeScore: Raw -7590.084849 + Penalty 232.725179 = -7357.359670 Iteration 2F: 3 clusters Score -7357.36 nChanged 39 ComputeScore: Raw -7626.357986 + Penalty 232.725179 = -7393.632807 Iteration 3F: 3 clusters Score -7393.633 nChanged 32 ComputeScore: Raw -7649.180288 + Penalty 232.725179 = -7416.455109 Iteration 4Q: 3 clusters Score -7416.455 nChanged 16 ComputeScore: Raw -7656.021923 + Penalty 232.725179 = -7423.296744 Iteration 5Q: 3 clusters Score -7423.297 nChanged 8 ComputeScore: Raw -7662.328456 + Penalty 232.725179 = -7429.603277 Iteration 6Q: 3 clusters Score -7429.603 nChanged 9 ComputeScore: Raw -7666.450517 + Penalty 232.725179 = -7433.725338 Iteration 7Q: 3 clusters Score -7433.725 nChanged 4 ComputeScore: Raw -7667.242127 + Penalty 232.725179 = -7434.516948 Iteration 8Q: 3 clusters Score -7434.517 nChanged 2 ComputeScore: Raw -7667.643967 + Penalty 232.725179 = -7434.918788 Iteration 9Q: 3 clusters Score -7434.919 nChanged 2 ComputeScore: Raw -7667.959269 + Penalty 232.725179 = -7435.234090 Iteration 10Q: 3 clusters Score -7435.234 nChanged 1 ComputeScore: Raw -7668.061854 + Penalty 232.725179 = -7435.336675 Iteration 11Q: 3 clusters Score -7435.337 nChanged 0 ComputeScore: Raw -7668.061854 + Penalty 232.725179 = -7435.336675 Iteration 12F: 3 clusters Score -7435.337 nChanged 0 Trying to split cluster 11 (385 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4753.034191 + Penalty 107.158380 = -4645.875811 Iteration 0F: 2 clusters Score -4645.876 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4554.023501 + Penalty 214.316760 = -4339.706741 Iteration 0F: 3 clusters Score -4339.707 nChanged 147 ComputeScore: Raw -4658.049011 + Penalty 214.316760 = -4443.732251 Iteration 1F: 3 clusters Score -4443.732 nChanged 36 ComputeScore: Raw -4676.338088 + Penalty 214.316760 = -4462.021328 Iteration 2F: 3 clusters Score -4462.021 nChanged 26 ComputeScore: Raw -4689.144913 + Penalty 214.316760 = -4474.828153 Iteration 3F: 3 clusters Score -4474.828 nChanged 16 ComputeScore: Raw -4699.104833 + Penalty 214.316760 = -4484.788073 Iteration 4Q: 3 clusters Score -4484.788 nChanged 13 ComputeScore: Raw -4710.707590 + Penalty 214.316760 = -4496.390830 Iteration 5Q: 3 clusters Score -4496.391 nChanged 11 ComputeScore: Raw -4724.406711 + Penalty 214.316760 = -4510.089951 Iteration 6Q: 3 clusters Score -4510.09 nChanged 13 ComputeScore: Raw -4732.800641 + Penalty 214.316760 = -4518.483881 Iteration 7Q: 3 clusters Score -4518.484 nChanged 9 ComputeScore: Raw -4740.679721 + Penalty 214.316760 = -4526.362961 Iteration 8Q: 3 clusters Score -4526.363 nChanged 11 ComputeScore: Raw -4746.496939 + Penalty 214.316760 = -4532.180179 Iteration 9Q: 3 clusters Score -4532.18 nChanged 7 ComputeScore: Raw -4752.139102 + Penalty 214.316760 = -4537.822342 Iteration 10Q: 3 clusters Score -4537.822 nChanged 9 ComputeScore: Raw -4762.359239 + Penalty 214.316760 = -4548.042479 Iteration 11Q: 3 clusters Score -4548.042 nChanged 13 ComputeScore: Raw -4778.046305 + Penalty 214.316760 = -4563.729545 Iteration 12Q: 3 clusters Score -4563.73 nChanged 9 ComputeScore: Raw -4784.126260 + Penalty 214.316760 = -4569.809500 Iteration 13Q: 3 clusters Score -4569.809 nChanged 6 ComputeScore: Raw -4787.157469 + Penalty 214.316760 = -4572.840709 Iteration 14Q: 3 clusters Score -4572.841 nChanged 8 ComputeScore: Raw -4789.861840 + Penalty 214.316760 = -4575.545080 Iteration 15Q: 3 clusters Score -4575.545 nChanged 4 ComputeScore: Raw -4791.018093 + Penalty 214.316760 = -4576.701333 Iteration 16Q: 3 clusters Score -4576.701 nChanged 2 ComputeScore: Raw -4791.407362 + Penalty 214.316760 = -4577.090602 Iteration 17Q: 3 clusters Score -4577.091 nChanged 3 ComputeScore: Raw -4791.811112 + Penalty 214.316760 = -4577.494352 Iteration 18Q: 3 clusters Score -4577.494 nChanged 0 ComputeScore: Raw -4791.811112 + Penalty 214.316760 = -4577.494352 Iteration 19F: 3 clusters Score -4577.494 nChanged 0 Trying to split cluster 12 (1913 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22549.360929 + Penalty 136.015703 = -22413.345226 Iteration 0F: 2 clusters Score -22413.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21408.222901 + Penalty 272.031407 = -21136.191494 Iteration 0F: 3 clusters Score -21136.19 nChanged 839 ComputeScore: Raw -21881.011750 + Penalty 272.031407 = -21608.980343 Iteration 1F: 3 clusters Score -21608.98 nChanged 138 ComputeScore: Raw -21956.188360 + Penalty 272.031407 = -21684.156953 Iteration 2F: 3 clusters Score -21684.16 nChanged 111 ComputeScore: Raw -22012.073813 + Penalty 272.031407 = -21740.042406 Iteration 3F: 3 clusters Score -21740.04 nChanged 82 ComputeScore: Raw -22069.180837 + Penalty 272.031407 = -21797.149430 Iteration 4Q: 3 clusters Score -21797.15 nChanged 93 ComputeScore: Raw -22136.488824 + Penalty 272.031407 = -21864.457417 Iteration 5Q: 3 clusters Score -21864.46 nChanged 89 ComputeScore: Raw -22196.535645 + Penalty 272.031407 = -21924.504238 Iteration 6Q: 3 clusters Score -21924.5 nChanged 99 ComputeScore: Raw -22260.244389 + Penalty 272.031407 = -21988.212982 Iteration 7F: 3 clusters Score -21988.21 nChanged 91 ComputeScore: Raw -22319.224643 + Penalty 272.031407 = -22047.193236 Iteration 8Q: 3 clusters Score -22047.19 nChanged 92 ComputeScore: Raw -22387.296654 + Penalty 272.031407 = -22115.265247 Iteration 9Q: 3 clusters Score -22115.27 nChanged 85 ComputeScore: Raw -22455.474793 + Penalty 272.031407 = -22183.443386 Iteration 10Q: 3 clusters Score -22183.44 nChanged 52 ComputeScore: Raw -22494.877569 + Penalty 272.031407 = -22222.846162 Iteration 11Q: 3 clusters Score -22222.85 nChanged 35 ComputeScore: Raw -22521.406207 + Penalty 272.031407 = -22249.374800 Iteration 12Q: 3 clusters Score -22249.37 nChanged 25 ComputeScore: Raw -22541.244754 + Penalty 272.031407 = -22269.213347 Iteration 13Q: 3 clusters Score -22269.21 nChanged 14 ComputeScore: Raw -22555.441293 + Penalty 272.031407 = -22283.409887 Iteration 14Q: 3 clusters Score -22283.41 nChanged 8 ComputeScore: Raw -22564.701285 + Penalty 272.031407 = -22292.669878 Iteration 15Q: 3 clusters Score -22292.67 nChanged 1 ComputeScore: Raw -22566.061020 + Penalty 272.031407 = -22294.029613 Iteration 16Q: 3 clusters Score -22294.03 nChanged 1 ComputeScore: Raw -22566.223544 + Penalty 272.031407 = -22294.192137 Iteration 17Q: 3 clusters Score -22294.19 nChanged 1 ComputeScore: Raw -22569.556013 + Penalty 272.031407 = -22297.524606 Iteration 18Q: 3 clusters Score -22297.52 nChanged 0 ComputeScore: Raw -22569.556013 + Penalty 272.031407 = -22297.524606 Iteration 19F: 3 clusters Score -22297.52 nChanged 0 Trying to split cluster 13 (2727 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25824.559034 + Penalty 142.397233 = -25682.161801 Iteration 0F: 2 clusters Score -25682.16 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24134.189923 + Penalty 284.794466 = -23849.395457 Iteration 0F: 3 clusters Score -23849.4 nChanged 1251 ComputeScore: Raw -25162.778585 + Penalty 284.794466 = -24877.984119 Iteration 1F: 3 clusters Score -24877.98 nChanged 198 ComputeScore: Raw -25312.258061 + Penalty 284.794466 = -25027.463595 Iteration 2F: 3 clusters Score -25027.46 nChanged 143 ComputeScore: Raw -25400.456847 + Penalty 284.794466 = -25115.662381 Iteration 3F: 3 clusters Score -25115.66 nChanged 94 ComputeScore: Raw -25437.913366 + Penalty 284.794466 = -25153.118900 Iteration 4Q: 3 clusters Score -25153.12 nChanged 68 ComputeScore: Raw -25462.162602 + Penalty 284.794466 = -25177.368136 Iteration 5Q: 3 clusters Score -25177.37 nChanged 43 ComputeScore: Raw -25473.882013 + Penalty 284.794466 = -25189.087548 Iteration 6Q: 3 clusters Score -25189.09 nChanged 40 ComputeScore: Raw -25488.249103 + Penalty 284.794466 = -25203.454637 Iteration 7Q: 3 clusters Score -25203.45 nChanged 46 ComputeScore: Raw -25506.451530 + Penalty 284.794466 = -25221.657064 Iteration 8Q: 3 clusters Score -25221.66 nChanged 47 ComputeScore: Raw -25521.978686 + Penalty 284.794466 = -25237.184220 Iteration 9Q: 3 clusters Score -25237.18 nChanged 41 ComputeScore: Raw -25534.826804 + Penalty 284.794466 = -25250.032338 Iteration 10Q: 3 clusters Score -25250.03 nChanged 43 ComputeScore: Raw -25548.685448 + Penalty 284.794466 = -25263.890982 Iteration 11Q: 3 clusters Score -25263.89 nChanged 44 ComputeScore: Raw -25566.467778 + Penalty 284.794466 = -25281.673312 Iteration 12Q: 3 clusters Score -25281.67 nChanged 37 ComputeScore: Raw -25583.693045 + Penalty 284.794466 = -25298.898579 Iteration 13Q: 3 clusters Score -25298.9 nChanged 49 ComputeScore: Raw -25603.732631 + Penalty 284.794466 = -25318.938165 Iteration 14Q: 3 clusters Score -25318.94 nChanged 51 ComputeScore: Raw -25627.219075 + Penalty 284.794466 = -25342.424610 Iteration 15Q: 3 clusters Score -25342.42 nChanged 45 ComputeScore: Raw -25644.688129 + Penalty 284.794466 = -25359.893663 Iteration 16Q: 3 clusters Score -25359.89 nChanged 33 ComputeScore: Raw -25653.481507 + Penalty 284.794466 = -25368.687041 Iteration 17Q: 3 clusters Score -25368.69 nChanged 29 ComputeScore: Raw -25662.982325 + Penalty 284.794466 = -25378.187860 Iteration 18Q: 3 clusters Score -25378.19 nChanged 33 ComputeScore: Raw -25674.816911 + Penalty 284.794466 = -25390.022446 Iteration 19Q: 3 clusters Score -25390.02 nChanged 28 ComputeScore: Raw -25686.691042 + Penalty 284.794466 = -25401.896576 Iteration 20F: 3 clusters Score -25401.9 nChanged 26 ComputeScore: Raw -25696.972304 + Penalty 284.794466 = -25412.177838 Iteration 21Q: 3 clusters Score -25412.18 nChanged 28 ComputeScore: Raw -25706.911958 + Penalty 284.794466 = -25422.117492 Iteration 22Q: 3 clusters Score -25422.12 nChanged 26 ComputeScore: Raw -25714.851995 + Penalty 284.794466 = -25430.057529 Iteration 23Q: 3 clusters Score -25430.06 nChanged 29 ComputeScore: Raw -25725.552884 + Penalty 284.794466 = -25440.758418 Iteration 24Q: 3 clusters Score -25440.76 nChanged 25 ComputeScore: Raw -25737.601097 + Penalty 284.794466 = -25452.806632 Iteration 25Q: 3 clusters Score -25452.81 nChanged 30 ComputeScore: Raw -25749.769544 + Penalty 284.794466 = -25464.975078 Iteration 26Q: 3 clusters Score -25464.98 nChanged 25 ComputeScore: Raw -25758.273350 + Penalty 284.794466 = -25473.478884 Iteration 27Q: 3 clusters Score -25473.48 nChanged 31 ComputeScore: Raw -25772.368253 + Penalty 284.794466 = -25487.573787 Iteration 28Q: 3 clusters Score -25487.57 nChanged 29 ComputeScore: Raw -25786.833488 + Penalty 284.794466 = -25502.039022 Iteration 29Q: 3 clusters Score -25502.04 nChanged 29 ComputeScore: Raw -25801.450630 + Penalty 284.794466 = -25516.656165 Iteration 30Q: 3 clusters Score -25516.66 nChanged 24 ComputeScore: Raw -25816.808057 + Penalty 284.794466 = -25532.013591 Iteration 31Q: 3 clusters Score -25532.01 nChanged 21 ComputeScore: Raw -25830.530742 + Penalty 284.794466 = -25545.736277 Iteration 32Q: 3 clusters Score -25545.74 nChanged 17 ComputeScore: Raw -25837.232872 + Penalty 284.794466 = -25552.438406 Iteration 33Q: 3 clusters Score -25552.44 nChanged 10 ComputeScore: Raw -25840.692405 + Penalty 284.794466 = -25555.897940 Iteration 34Q: 3 clusters Score -25555.9 nChanged 8 ComputeScore: Raw -25842.774202 + Penalty 284.794466 = -25557.979736 Iteration 35Q: 3 clusters Score -25557.98 nChanged 6 ComputeScore: Raw -25848.788108 + Penalty 284.794466 = -25563.993642 Iteration 36Q: 3 clusters Score -25563.99 nChanged 5 ComputeScore: Raw -25852.875507 + Penalty 284.794466 = -25568.081041 Iteration 37Q: 3 clusters Score -25568.08 nChanged 2 ComputeScore: Raw -25853.808461 + Penalty 284.794466 = -25569.013995 Iteration 38Q: 3 clusters Score -25569.01 nChanged 2 ComputeScore: Raw -25854.599164 + Penalty 284.794466 = -25569.804698 Iteration 39Q: 3 clusters Score -25569.8 nChanged 2 ComputeScore: Raw -25854.891824 + Penalty 284.794466 = -25570.097359 Iteration 40F: 3 clusters Score -25570.1 nChanged 1 ComputeScore: Raw -25855.078262 + Penalty 284.794466 = -25570.283796 Iteration 41Q: 3 clusters Score -25570.28 nChanged 0 ComputeScore: Raw -25855.078262 + Penalty 284.794466 = -25570.283796 Iteration 42F: 3 clusters Score -25570.28 nChanged 0 Trying to split cluster 14 (8469 points) Assigned 2 initial classes randomly. ComputeScore: Raw -72777.403985 + Penalty 162.795019 = -72614.608966 Iteration 0F: 2 clusters Score -72614.61 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -67330.972853 + Penalty 325.590038 = -67005.382815 Iteration 0F: 3 clusters Score -67005.38 nChanged 4064 ComputeScore: Raw -69830.826942 + Penalty 325.590038 = -69505.236904 Iteration 1F: 3 clusters Score -69505.24 nChanged 707 ComputeScore: Raw -70290.553184 + Penalty 325.590038 = -69964.963147 Iteration 2F: 3 clusters Score -69964.96 nChanged 723 ComputeScore: Raw -70840.455959 + Penalty 325.590038 = -70514.865921 Iteration 3F: 3 clusters Score -70514.87 nChanged 657 ComputeScore: Raw -71423.317556 + Penalty 325.590038 = -71097.727519 Iteration 4F: 3 clusters Score -71097.73 nChanged 548 ComputeScore: Raw -71968.642883 + Penalty 325.590038 = -71643.052845 Iteration 5F: 3 clusters Score -71643.05 nChanged 416 ComputeScore: Raw -72401.557693 + Penalty 325.590038 = -72075.967655 Iteration 6Q: 3 clusters Score -72075.97 nChanged 246 ComputeScore: Raw -72634.513829 + Penalty 325.590038 = -72308.923791 Iteration 7Q: 3 clusters Score -72308.92 nChanged 103 ComputeScore: Raw -72728.646857 + Penalty 325.590038 = -72403.056819 Iteration 8Q: 3 clusters Score -72403.06 nChanged 42 ComputeScore: Raw -72770.310908 + Penalty 325.590038 = -72444.720871 Iteration 9Q: 3 clusters Score -72444.72 nChanged 15 ComputeScore: Raw -72786.671384 + Penalty 325.590038 = -72461.081346 Iteration 10Q: 3 clusters Score -72461.08 nChanged 10 ComputeScore: Raw -72793.726145 + Penalty 325.590038 = -72468.136108 Iteration 11Q: 3 clusters Score -72468.14 nChanged 4 ComputeScore: Raw -72796.755016 + Penalty 325.590038 = -72471.164978 Iteration 12Q: 3 clusters Score -72471.16 nChanged 1 ComputeScore: Raw -72800.271544 + Penalty 325.590038 = -72474.681506 Iteration 13Q: 3 clusters Score -72474.68 nChanged 4 ComputeScore: Raw -72806.829413 + Penalty 325.590038 = -72481.239375 Iteration 14Q: 3 clusters Score -72481.24 nChanged 4 ComputeScore: Raw -72808.997021 + Penalty 325.590038 = -72483.406983 Iteration 15Q: 3 clusters Score -72483.41 nChanged 2 ComputeScore: Raw -72811.286944 + Penalty 325.590038 = -72485.696906 Iteration 16Q: 3 clusters Score -72485.7 nChanged 0 ComputeScore: Raw -72811.286944 + Penalty 325.590038 = -72485.696906 Iteration 17F: 3 clusters Score -72485.7 nChanged 0 Trying to split cluster 15 (4912 points) Assigned 2 initial classes randomly. ComputeScore: Raw -43118.662959 + Penalty 152.989856 = -42965.673102 Iteration 0F: 2 clusters Score -42965.67 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -40029.502217 + Penalty 305.979713 = -39723.522504 Iteration 0F: 3 clusters Score -39723.52 nChanged 2299 ComputeScore: Raw -41826.586097 + Penalty 305.979713 = -41520.606384 Iteration 1F: 3 clusters Score -41520.61 nChanged 485 ComputeScore: Raw -42276.533800 + Penalty 305.979713 = -41970.554087 Iteration 2F: 3 clusters Score -41970.55 nChanged 402 ComputeScore: Raw -42609.436908 + Penalty 305.979713 = -42303.457195 Iteration 3F: 3 clusters Score -42303.46 nChanged 237 ComputeScore: Raw -42805.339513 + Penalty 305.979713 = -42499.359800 Iteration 4Q: 3 clusters Score -42499.36 nChanged 163 ComputeScore: Raw -42949.490562 + Penalty 305.979713 = -42643.510849 Iteration 5Q: 3 clusters Score -42643.51 nChanged 118 ComputeScore: Raw -43054.039895 + Penalty 305.979713 = -42748.060182 Iteration 6Q: 3 clusters Score -42748.06 nChanged 75 ComputeScore: Raw -43132.016940 + Penalty 305.979713 = -42826.037227 Iteration 7Q: 3 clusters Score -42826.04 nChanged 40 ComputeScore: Raw -43198.976817 + Penalty 305.979713 = -42892.997105 Iteration 8Q: 3 clusters Score -42893 nChanged 20 ComputeScore: Raw -43220.959903 + Penalty 305.979713 = -42914.980190 Iteration 9Q: 3 clusters Score -42914.98 nChanged 16 ComputeScore: Raw -43233.229345 + Penalty 305.979713 = -42927.249632 Iteration 10Q: 3 clusters Score -42927.25 nChanged 13 ComputeScore: Raw -43238.696544 + Penalty 305.979713 = -42932.716831 Iteration 11Q: 3 clusters Score -42932.72 nChanged 9 ComputeScore: Raw -43242.554536 + Penalty 305.979713 = -42936.574823 Iteration 12Q: 3 clusters Score -42936.57 nChanged 7 ComputeScore: Raw -43248.867552 + Penalty 305.979713 = -42942.887839 Iteration 13Q: 3 clusters Score -42942.89 nChanged 8 ComputeScore: Raw -43251.278589 + Penalty 305.979713 = -42945.298877 Iteration 14Q: 3 clusters Score -42945.3 nChanged 8 ComputeScore: Raw -43253.683304 + Penalty 305.979713 = -42947.703591 Iteration 15Q: 3 clusters Score -42947.7 nChanged 6 ComputeScore: Raw -43257.006545 + Penalty 305.979713 = -42951.026832 Iteration 16Q: 3 clusters Score -42951.03 nChanged 5 ComputeScore: Raw -43260.099631 + Penalty 305.979713 = -42954.119918 Iteration 17Q: 3 clusters Score -42954.12 nChanged 4 ComputeScore: Raw -43261.365419 + Penalty 305.979713 = -42955.385706 Iteration 18Q: 3 clusters Score -42955.39 nChanged 1 ComputeScore: Raw -43261.426439 + Penalty 305.979713 = -42955.446726 Iteration 19Q: 3 clusters Score -42955.45 nChanged 0 ComputeScore: Raw -43261.426439 + Penalty 305.979713 = -42955.446726 Iteration 20F: 3 clusters Score -42955.45 nChanged 0 Trying to split cluster 16 (2728 points) Assigned 2 initial classes randomly. ComputeScore: Raw -28906.121399 + Penalty 142.403832 = -28763.717567 Iteration 0F: 2 clusters Score -28763.72 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27283.680618 + Penalty 284.807665 = -26998.872953 Iteration 0F: 3 clusters Score -26998.87 nChanged 1229 ComputeScore: Raw -28003.590465 + Penalty 284.807665 = -27718.782800 Iteration 1F: 3 clusters Score -27718.78 nChanged 170 ComputeScore: Raw -28091.322654 + Penalty 284.807665 = -27806.514989 Iteration 2F: 3 clusters Score -27806.51 nChanged 148 ComputeScore: Raw -28167.500701 + Penalty 284.807665 = -27882.693036 Iteration 3F: 3 clusters Score -27882.69 nChanged 138 ComputeScore: Raw -28250.897402 + Penalty 284.807665 = -27966.089738 Iteration 4F: 3 clusters Score -27966.09 nChanged 139 ComputeScore: Raw -28332.241383 + Penalty 284.807665 = -28047.433718 Iteration 5F: 3 clusters Score -28047.43 nChanged 130 ComputeScore: Raw -28401.629965 + Penalty 284.807665 = -28116.822301 Iteration 6Q: 3 clusters Score -28116.82 nChanged 107 ComputeScore: Raw -28454.522975 + Penalty 284.807665 = -28169.715310 Iteration 7Q: 3 clusters Score -28169.72 nChanged 100 ComputeScore: Raw -28500.659729 + Penalty 284.807665 = -28215.852064 Iteration 8Q: 3 clusters Score -28215.85 nChanged 75 ComputeScore: Raw -28533.141763 + Penalty 284.807665 = -28248.334098 Iteration 9Q: 3 clusters Score -28248.33 nChanged 57 ComputeScore: Raw -28554.175605 + Penalty 284.807665 = -28269.367940 Iteration 10Q: 3 clusters Score -28269.37 nChanged 38 ComputeScore: Raw -28569.455216 + Penalty 284.807665 = -28284.647551 Iteration 11Q: 3 clusters Score -28284.65 nChanged 36 ComputeScore: Raw -28582.678147 + Penalty 284.807665 = -28297.870482 Iteration 12Q: 3 clusters Score -28297.87 nChanged 41 ComputeScore: Raw -28597.752495 + Penalty 284.807665 = -28312.944831 Iteration 13Q: 3 clusters Score -28312.94 nChanged 43 ComputeScore: Raw -28616.459892 + Penalty 284.807665 = -28331.652227 Iteration 14Q: 3 clusters Score -28331.65 nChanged 35 ComputeScore: Raw -28634.975796 + Penalty 284.807665 = -28350.168132 Iteration 15Q: 3 clusters Score -28350.17 nChanged 42 ComputeScore: Raw -28654.144156 + Penalty 284.807665 = -28369.336491 Iteration 16Q: 3 clusters Score -28369.34 nChanged 29 ComputeScore: Raw -28665.584547 + Penalty 284.807665 = -28380.776882 Iteration 17Q: 3 clusters Score -28380.78 nChanged 38 ComputeScore: Raw -28682.732099 + Penalty 284.807665 = -28397.924435 Iteration 18Q: 3 clusters Score -28397.92 nChanged 44 ComputeScore: Raw -28709.366776 + Penalty 284.807665 = -28424.559111 Iteration 19Q: 3 clusters Score -28424.56 nChanged 59 ComputeScore: Raw -28748.432190 + Penalty 284.807665 = -28463.624526 Iteration 20F: 3 clusters Score -28463.62 nChanged 49 ComputeScore: Raw -28783.477976 + Penalty 284.807665 = -28498.670312 Iteration 21Q: 3 clusters Score -28498.67 nChanged 40 ComputeScore: Raw -28810.217852 + Penalty 284.807665 = -28525.410188 Iteration 22Q: 3 clusters Score -28525.41 nChanged 36 ComputeScore: Raw -28845.004878 + Penalty 284.807665 = -28560.197214 Iteration 23Q: 3 clusters Score -28560.2 nChanged 32 ComputeScore: Raw -28872.178308 + Penalty 284.807665 = -28587.370643 Iteration 24Q: 3 clusters Score -28587.37 nChanged 26 ComputeScore: Raw -28886.146592 + Penalty 284.807665 = -28601.338927 Iteration 25Q: 3 clusters Score -28601.34 nChanged 19 ComputeScore: Raw -28898.644349 + Penalty 284.807665 = -28613.836685 Iteration 26Q: 3 clusters Score -28613.84 nChanged 15 ComputeScore: Raw -28907.450282 + Penalty 284.807665 = -28622.642618 Iteration 27Q: 3 clusters Score -28622.64 nChanged 7 ComputeScore: Raw -28909.526481 + Penalty 284.807665 = -28624.718816 Iteration 28Q: 3 clusters Score -28624.72 nChanged 6 ComputeScore: Raw -28911.215579 + Penalty 284.807665 = -28626.407914 Iteration 29Q: 3 clusters Score -28626.41 nChanged 8 ComputeScore: Raw -28912.751789 + Penalty 284.807665 = -28627.944125 Iteration 30Q: 3 clusters Score -28627.94 nChanged 5 ComputeScore: Raw -28913.443057 + Penalty 284.807665 = -28628.635392 Iteration 31Q: 3 clusters Score -28628.64 nChanged 3 ComputeScore: Raw -28913.808725 + Penalty 284.807665 = -28629.001060 Iteration 32Q: 3 clusters Score -28629 nChanged 2 ComputeScore: Raw -28913.968189 + Penalty 284.807665 = -28629.160524 Iteration 33Q: 3 clusters Score -28629.16 nChanged 1 ComputeScore: Raw -28914.190844 + Penalty 284.807665 = -28629.383180 Iteration 34Q: 3 clusters Score -28629.38 nChanged 0 ComputeScore: Raw -28914.190844 + Penalty 284.807665 = -28629.383180 Iteration 35F: 3 clusters Score -28629.38 nChanged 0 Trying to split cluster 17 (361 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4784.724922 + Penalty 105.999803 = -4678.725119 Iteration 0F: 2 clusters Score -4678.725 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4600.251116 + Penalty 211.999606 = -4388.251510 Iteration 0F: 3 clusters Score -4388.252 nChanged 155 ComputeScore: Raw -4703.616713 + Penalty 211.999606 = -4491.617106 Iteration 1F: 3 clusters Score -4491.617 nChanged 27 ComputeScore: Raw -4719.273798 + Penalty 211.999606 = -4507.274192 Iteration 2F: 3 clusters Score -4507.274 nChanged 12 ComputeScore: Raw -4725.330297 + Penalty 211.999606 = -4513.330690 Iteration 3Q: 3 clusters Score -4513.331 nChanged 14 ComputeScore: Raw -4732.340110 + Penalty 211.999606 = -4520.340504 Iteration 4Q: 3 clusters Score -4520.341 nChanged 9 ComputeScore: Raw -4736.824353 + Penalty 211.999606 = -4524.824747 Iteration 5Q: 3 clusters Score -4524.825 nChanged 4 ComputeScore: Raw -4738.093552 + Penalty 211.999606 = -4526.093946 Iteration 6Q: 3 clusters Score -4526.094 nChanged 3 ComputeScore: Raw -4739.164279 + Penalty 211.999606 = -4527.164672 Iteration 7Q: 3 clusters Score -4527.165 nChanged 2 ComputeScore: Raw -4739.411640 + Penalty 211.999606 = -4527.412034 Iteration 8Q: 3 clusters Score -4527.412 nChanged 1 ComputeScore: Raw -4739.505597 + Penalty 211.999606 = -4527.505991 Iteration 9Q: 3 clusters Score -4527.506 nChanged 0 ComputeScore: Raw -4739.505597 + Penalty 211.999606 = -4527.505991 Iteration 10F: 3 clusters Score -4527.506 nChanged 0 Trying to split cluster 18 (5650 points) Assigned 2 initial classes randomly. ComputeScore: Raw -49756.509168 + Penalty 155.509395 = -49600.999774 Iteration 0F: 2 clusters Score -49601 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -46199.405682 + Penalty 311.018790 = -45888.386892 Iteration 0F: 3 clusters Score -45888.39 nChanged 2703 ComputeScore: Raw -47798.352771 + Penalty 311.018790 = -47487.333981 Iteration 1F: 3 clusters Score -47487.33 nChanged 382 ComputeScore: Raw -48031.953502 + Penalty 311.018790 = -47720.934712 Iteration 2F: 3 clusters Score -47720.93 nChanged 372 ComputeScore: Raw -48304.868499 + Penalty 311.018790 = -47993.849709 Iteration 3F: 3 clusters Score -47993.85 nChanged 384 ComputeScore: Raw -48567.536075 + Penalty 311.018790 = -48256.517285 Iteration 4F: 3 clusters Score -48256.52 nChanged 308 ComputeScore: Raw -48759.152333 + Penalty 311.018790 = -48448.133543 Iteration 5F: 3 clusters Score -48448.13 nChanged 233 ComputeScore: Raw -48871.727473 + Penalty 311.018790 = -48560.708683 Iteration 6Q: 3 clusters Score -48560.71 nChanged 151 ComputeScore: Raw -48921.311588 + Penalty 311.018790 = -48610.292798 Iteration 7Q: 3 clusters Score -48610.29 nChanged 112 ComputeScore: Raw -48962.277510 + Penalty 311.018790 = -48651.258720 Iteration 8Q: 3 clusters Score -48651.26 nChanged 108 ComputeScore: Raw -49010.593083 + Penalty 311.018790 = -48699.574293 Iteration 9Q: 3 clusters Score -48699.57 nChanged 116 ComputeScore: Raw -49070.351735 + Penalty 311.018790 = -48759.332945 Iteration 10Q: 3 clusters Score -48759.33 nChanged 131 ComputeScore: Raw -49143.658315 + Penalty 311.018790 = -48832.639526 Iteration 11Q: 3 clusters Score -48832.64 nChanged 143 ComputeScore: Raw -49221.946851 + Penalty 311.018790 = -48910.928062 Iteration 12Q: 3 clusters Score -48910.93 nChanged 135 ComputeScore: Raw -49311.796227 + Penalty 311.018790 = -49000.777437 Iteration 13Q: 3 clusters Score -49000.78 nChanged 142 ComputeScore: Raw -49420.096425 + Penalty 311.018790 = -49109.077636 Iteration 14Q: 3 clusters Score -49109.08 nChanged 149 ComputeScore: Raw -49561.095481 + Penalty 311.018790 = -49250.076691 Iteration 15Q: 3 clusters Score -49250.08 nChanged 137 ComputeScore: Raw -49711.204616 + Penalty 311.018790 = -49400.185827 Iteration 16Q: 3 clusters Score -49400.19 nChanged 112 ComputeScore: Raw -49806.095344 + Penalty 311.018790 = -49495.076555 Iteration 17Q: 3 clusters Score -49495.08 nChanged 77 ComputeScore: Raw -49834.906610 + Penalty 311.018790 = -49523.887820 Iteration 18Q: 3 clusters Score -49523.89 nChanged 44 ComputeScore: Raw -49846.303436 + Penalty 311.018790 = -49535.284647 Iteration 19Q: 3 clusters Score -49535.28 nChanged 29 ComputeScore: Raw -49855.080767 + Penalty 311.018790 = -49544.061977 Iteration 20F: 3 clusters Score -49544.06 nChanged 28 ComputeScore: Raw -49860.202258 + Penalty 311.018790 = -49549.183468 Iteration 21Q: 3 clusters Score -49549.18 nChanged 26 ComputeScore: Raw -49864.170740 + Penalty 311.018790 = -49553.151950 Iteration 22Q: 3 clusters Score -49553.15 nChanged 21 ComputeScore: Raw -49867.195097 + Penalty 311.018790 = -49556.176307 Iteration 23Q: 3 clusters Score -49556.18 nChanged 20 ComputeScore: Raw -49869.787928 + Penalty 311.018790 = -49558.769138 Iteration 24Q: 3 clusters Score -49558.77 nChanged 20 ComputeScore: Raw -49872.603868 + Penalty 311.018790 = -49561.585078 Iteration 25Q: 3 clusters Score -49561.59 nChanged 15 ComputeScore: Raw -49874.386891 + Penalty 311.018790 = -49563.368101 Iteration 26Q: 3 clusters Score -49563.37 nChanged 15 ComputeScore: Raw -49876.296532 + Penalty 311.018790 = -49565.277742 Iteration 27Q: 3 clusters Score -49565.28 nChanged 15 ComputeScore: Raw -49877.658496 + Penalty 311.018790 = -49566.639706 Iteration 28Q: 3 clusters Score -49566.64 nChanged 5 ComputeScore: Raw -49877.880829 + Penalty 311.018790 = -49566.862040 Iteration 29Q: 3 clusters Score -49566.86 nChanged 5 ComputeScore: Raw -49878.298318 + Penalty 311.018790 = -49567.279528 Iteration 30Q: 3 clusters Score -49567.28 nChanged 6 ComputeScore: Raw -49879.120601 + Penalty 311.018790 = -49568.101811 Iteration 31Q: 3 clusters Score -49568.1 nChanged 7 ComputeScore: Raw -49879.861748 + Penalty 311.018790 = -49568.842958 Iteration 32Q: 3 clusters Score -49568.84 nChanged 2 ComputeScore: Raw -49879.969960 + Penalty 311.018790 = -49568.951170 Iteration 33Q: 3 clusters Score -49568.95 nChanged 3 ComputeScore: Raw -49880.331356 + Penalty 311.018790 = -49569.312566 Iteration 34Q: 3 clusters Score -49569.31 nChanged 5 ComputeScore: Raw -49880.838579 + Penalty 311.018790 = -49569.819790 Iteration 35Q: 3 clusters Score -49569.82 nChanged 8 ComputeScore: Raw -49881.543695 + Penalty 311.018790 = -49570.524906 Iteration 36Q: 3 clusters Score -49570.52 nChanged 8 ComputeScore: Raw -49881.971260 + Penalty 311.018790 = -49570.952470 Iteration 37Q: 3 clusters Score -49570.95 nChanged 3 ComputeScore: Raw -49882.094648 + Penalty 311.018790 = -49571.075858 Iteration 38Q: 3 clusters Score -49571.08 nChanged 4 ComputeScore: Raw -49882.274887 + Penalty 311.018790 = -49571.256097 Iteration 39Q: 3 clusters Score -49571.26 nChanged 5 ComputeScore: Raw -49882.616066 + Penalty 311.018790 = -49571.597276 Iteration 40F: 3 clusters Score -49571.6 nChanged 8 ComputeScore: Raw -49883.219132 + Penalty 311.018790 = -49572.200342 Iteration 41Q: 3 clusters Score -49572.2 nChanged 4 ComputeScore: Raw -49883.444969 + Penalty 311.018790 = -49572.426179 Iteration 42Q: 3 clusters Score -49572.43 nChanged 4 ComputeScore: Raw -49883.542741 + Penalty 311.018790 = -49572.523952 Iteration 43Q: 3 clusters Score -49572.52 nChanged 0 ComputeScore: Raw -49883.542741 + Penalty 311.018790 = -49572.523952 Iteration 44F: 3 clusters Score -49572.52 nChanged 0 Trying to split cluster 19 (716 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8484.457733 + Penalty 118.326243 = -8366.131490 Iteration 0F: 2 clusters Score -8366.131 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8100.414753 + Penalty 236.652486 = -7863.762267 Iteration 0F: 3 clusters Score -7863.762 nChanged 301 ComputeScore: Raw -8273.710410 + Penalty 236.652486 = -8037.057924 Iteration 1F: 3 clusters Score -8037.058 nChanged 57 ComputeScore: Raw -8319.803299 + Penalty 236.652486 = -8083.150813 Iteration 2F: 3 clusters Score -8083.151 nChanged 52 ComputeScore: Raw -8353.437716 + Penalty 236.652486 = -8116.785230 Iteration 3F: 3 clusters Score -8116.785 nChanged 29 ComputeScore: Raw -8367.752705 + Penalty 236.652486 = -8131.100219 Iteration 4Q: 3 clusters Score -8131.1 nChanged 24 ComputeScore: Raw -8380.435051 + Penalty 236.652486 = -8143.782565 Iteration 5Q: 3 clusters Score -8143.783 nChanged 29 ComputeScore: Raw -8397.558643 + Penalty 236.652486 = -8160.906157 Iteration 6Q: 3 clusters Score -8160.906 nChanged 23 ComputeScore: Raw -8412.201242 + Penalty 236.652486 = -8175.548756 Iteration 7Q: 3 clusters Score -8175.549 nChanged 15 ComputeScore: Raw -8423.868568 + Penalty 236.652486 = -8187.216082 Iteration 8Q: 3 clusters Score -8187.216 nChanged 12 ComputeScore: Raw -8428.899690 + Penalty 236.652486 = -8192.247204 Iteration 9Q: 3 clusters Score -8192.247 nChanged 6 ComputeScore: Raw -8431.696131 + Penalty 236.652486 = -8195.043645 Iteration 10Q: 3 clusters Score -8195.044 nChanged 5 ComputeScore: Raw -8433.453541 + Penalty 236.652486 = -8196.801055 Iteration 11Q: 3 clusters Score -8196.801 nChanged 8 ComputeScore: Raw -8435.663560 + Penalty 236.652486 = -8199.011074 Iteration 12Q: 3 clusters Score -8199.011 nChanged 2 ComputeScore: Raw -8435.933529 + Penalty 236.652486 = -8199.281043 Iteration 13Q: 3 clusters Score -8199.281 nChanged 2 ComputeScore: Raw -8437.028805 + Penalty 236.652486 = -8200.376319 Iteration 14Q: 3 clusters Score -8200.376 nChanged 2 ComputeScore: Raw -8437.342081 + Penalty 236.652486 = -8200.689595 Iteration 15Q: 3 clusters Score -8200.69 nChanged 1 ComputeScore: Raw -8437.514586 + Penalty 236.652486 = -8200.862100 Iteration 16Q: 3 clusters Score -8200.862 nChanged 2 ComputeScore: Raw -8438.031763 + Penalty 236.652486 = -8201.379277 Iteration 17Q: 3 clusters Score -8201.379 nChanged 3 ComputeScore: Raw -8438.163954 + Penalty 236.652486 = -8201.511468 Iteration 18Q: 3 clusters Score -8201.511 nChanged 0 ComputeScore: Raw -8438.163954 + Penalty 236.652486 = -8201.511468 Iteration 19F: 3 clusters Score -8201.511 nChanged 0 Trying to split cluster 20 (1909 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21285.548796 + Penalty 135.978027 = -21149.570769 Iteration 0F: 2 clusters Score -21149.57 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -20141.614646 + Penalty 271.956054 = -19869.658592 Iteration 0F: 3 clusters Score -19869.66 nChanged 858 ComputeScore: Raw -20795.008761 + Penalty 271.956054 = -20523.052707 Iteration 1F: 3 clusters Score -20523.05 nChanged 206 ComputeScore: Raw -21015.775369 + Penalty 271.956054 = -20743.819315 Iteration 2F: 3 clusters Score -20743.82 nChanged 140 ComputeScore: Raw -21167.019164 + Penalty 271.956054 = -20895.063110 Iteration 3F: 3 clusters Score -20895.06 nChanged 71 ComputeScore: Raw -21251.163954 + Penalty 271.956054 = -20979.207900 Iteration 4Q: 3 clusters Score -20979.21 nChanged 29 ComputeScore: Raw -21289.713590 + Penalty 271.956054 = -21017.757536 Iteration 5Q: 3 clusters Score -21017.76 nChanged 10 ComputeScore: Raw -21301.660664 + Penalty 271.956054 = -21029.704610 Iteration 6Q: 3 clusters Score -21029.7 nChanged 5 ComputeScore: Raw -21306.066115 + Penalty 271.956054 = -21034.110062 Iteration 7Q: 3 clusters Score -21034.11 nChanged 3 ComputeScore: Raw -21310.097793 + Penalty 271.956054 = -21038.141740 Iteration 8Q: 3 clusters Score -21038.14 nChanged 0 ComputeScore: Raw -21310.097793 + Penalty 271.956054 = -21038.141740 Iteration 9F: 3 clusters Score -21038.14 nChanged 0 Trying to split cluster 21 (3579 points) Assigned 2 initial classes randomly. ComputeScore: Raw -34005.341595 + Penalty 147.291097 = -33858.050498 Iteration 0F: 2 clusters Score -33858.05 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -31756.217409 + Penalty 294.582194 = -31461.635215 Iteration 0F: 3 clusters Score -31461.64 nChanged 1668 ComputeScore: Raw -32620.122501 + Penalty 294.582194 = -32325.540308 Iteration 1F: 3 clusters Score -32325.54 nChanged 237 ComputeScore: Raw -32735.508191 + Penalty 294.582194 = -32440.925997 Iteration 2F: 3 clusters Score -32440.93 nChanged 212 ComputeScore: Raw -32856.737007 + Penalty 294.582194 = -32562.154814 Iteration 3F: 3 clusters Score -32562.15 nChanged 246 ComputeScore: Raw -33016.242998 + Penalty 294.582194 = -32721.660804 Iteration 4F: 3 clusters Score -32721.66 nChanged 254 ComputeScore: Raw -33200.232714 + Penalty 294.582194 = -32905.650521 Iteration 5F: 3 clusters Score -32905.65 nChanged 213 ComputeScore: Raw -33384.319567 + Penalty 294.582194 = -33089.737373 Iteration 6F: 3 clusters Score -33089.74 nChanged 197 ComputeScore: Raw -33551.047393 + Penalty 294.582194 = -33256.465199 Iteration 7F: 3 clusters Score -33256.47 nChanged 141 ComputeScore: Raw -33668.199777 + Penalty 294.582194 = -33373.617583 Iteration 8Q: 3 clusters Score -33373.62 nChanged 101 ComputeScore: Raw -33740.090112 + Penalty 294.582194 = -33445.507918 Iteration 9Q: 3 clusters Score -33445.51 nChanged 97 ComputeScore: Raw -33809.973861 + Penalty 294.582194 = -33515.391667 Iteration 10Q: 3 clusters Score -33515.39 nChanged 77 ComputeScore: Raw -33867.882516 + Penalty 294.582194 = -33573.300322 Iteration 11Q: 3 clusters Score -33573.3 nChanged 56 ComputeScore: Raw -33912.042691 + Penalty 294.582194 = -33617.460497 Iteration 12Q: 3 clusters Score -33617.46 nChanged 38 ComputeScore: Raw -33938.659210 + Penalty 294.582194 = -33644.077017 Iteration 13Q: 3 clusters Score -33644.08 nChanged 29 ComputeScore: Raw -33959.596401 + Penalty 294.582194 = -33665.014207 Iteration 14Q: 3 clusters Score -33665.01 nChanged 19 ComputeScore: Raw -33976.510591 + Penalty 294.582194 = -33681.928397 Iteration 15Q: 3 clusters Score -33681.93 nChanged 14 ComputeScore: Raw -33991.473615 + Penalty 294.582194 = -33696.891422 Iteration 16Q: 3 clusters Score -33696.89 nChanged 15 ComputeScore: Raw -34008.955447 + Penalty 294.582194 = -33714.373254 Iteration 17Q: 3 clusters Score -33714.37 nChanged 12 ComputeScore: Raw -34020.148515 + Penalty 294.582194 = -33725.566322 Iteration 18Q: 3 clusters Score -33725.57 nChanged 5 ComputeScore: Raw -34023.560243 + Penalty 294.582194 = -33728.978049 Iteration 19Q: 3 clusters Score -33728.98 nChanged 4 ComputeScore: Raw -34028.305433 + Penalty 294.582194 = -33733.723240 Iteration 20F: 3 clusters Score -33733.72 nChanged 3 ComputeScore: Raw -34029.094825 + Penalty 294.582194 = -33734.512632 Iteration 21Q: 3 clusters Score -33734.51 nChanged 1 ComputeScore: Raw -34030.665429 + Penalty 294.582194 = -33736.083236 Iteration 22Q: 3 clusters Score -33736.08 nChanged 0 ComputeScore: Raw -34030.665429 + Penalty 294.582194 = -33736.083236 Iteration 23F: 3 clusters Score -33736.08 nChanged 0 Trying to split cluster 22 (805 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9544.511221 + Penalty 120.435161 = -9424.076060 Iteration 0F: 2 clusters Score -9424.076 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9109.961362 + Penalty 240.870322 = -8869.091040 Iteration 0F: 3 clusters Score -8869.091 nChanged 326 ComputeScore: Raw -9317.903326 + Penalty 240.870322 = -9077.033004 Iteration 1F: 3 clusters Score -9077.033 nChanged 61 ComputeScore: Raw -9364.505942 + Penalty 240.870322 = -9123.635620 Iteration 2F: 3 clusters Score -9123.636 nChanged 57 ComputeScore: Raw -9407.137571 + Penalty 240.870322 = -9166.267249 Iteration 3F: 3 clusters Score -9166.267 nChanged 46 ComputeScore: Raw -9441.080887 + Penalty 240.870322 = -9200.210565 Iteration 4F: 3 clusters Score -9200.211 nChanged 31 ComputeScore: Raw -9461.535416 + Penalty 240.870322 = -9220.665094 Iteration 5Q: 3 clusters Score -9220.665 nChanged 18 ComputeScore: Raw -9470.221073 + Penalty 240.870322 = -9229.350751 Iteration 6Q: 3 clusters Score -9229.351 nChanged 12 ComputeScore: Raw -9475.634285 + Penalty 240.870322 = -9234.763963 Iteration 7Q: 3 clusters Score -9234.764 nChanged 10 ComputeScore: Raw -9478.935727 + Penalty 240.870322 = -9238.065405 Iteration 8Q: 3 clusters Score -9238.065 nChanged 8 ComputeScore: Raw -9481.737233 + Penalty 240.870322 = -9240.866911 Iteration 9Q: 3 clusters Score -9240.867 nChanged 8 ComputeScore: Raw -9486.967920 + Penalty 240.870322 = -9246.097599 Iteration 10Q: 3 clusters Score -9246.098 nChanged 12 ComputeScore: Raw -9494.580567 + Penalty 240.870322 = -9253.710245 Iteration 11Q: 3 clusters Score -9253.71 nChanged 14 ComputeScore: Raw -9506.271634 + Penalty 240.870322 = -9265.401312 Iteration 12Q: 3 clusters Score -9265.401 nChanged 9 ComputeScore: Raw -9511.931952 + Penalty 240.870322 = -9271.061630 Iteration 13Q: 3 clusters Score -9271.062 nChanged 10 ComputeScore: Raw -9517.400663 + Penalty 240.870322 = -9276.530341 Iteration 14Q: 3 clusters Score -9276.53 nChanged 6 ComputeScore: Raw -9520.529199 + Penalty 240.870322 = -9279.658877 Iteration 15Q: 3 clusters Score -9279.659 nChanged 3 ComputeScore: Raw -9521.019933 + Penalty 240.870322 = -9280.149611 Iteration 16Q: 3 clusters Score -9280.15 nChanged 2 ComputeScore: Raw -9521.715911 + Penalty 240.870322 = -9280.845589 Iteration 17Q: 3 clusters Score -9280.846 nChanged 4 ComputeScore: Raw -9523.665123 + Penalty 240.870322 = -9282.794801 Iteration 18Q: 3 clusters Score -9282.795 nChanged 3 ComputeScore: Raw -9526.150034 + Penalty 240.870322 = -9285.279712 Iteration 19Q: 3 clusters Score -9285.28 nChanged 3 ComputeScore: Raw -9526.785305 + Penalty 240.870322 = -9285.914983 Iteration 20F: 3 clusters Score -9285.915 nChanged 2 ComputeScore: Raw -9527.484445 + Penalty 240.870322 = -9286.614123 Iteration 21Q: 3 clusters Score -9286.614 nChanged 3 ComputeScore: Raw -9529.679788 + Penalty 240.870322 = -9288.809466 Iteration 22Q: 3 clusters Score -9288.809 nChanged 0 ComputeScore: Raw -9529.679788 + Penalty 240.870322 = -9288.809466 Iteration 23F: 3 clusters Score -9288.809 nChanged 0 Trying to split cluster 23 (1011 points) Assigned 2 initial classes randomly. ComputeScore: Raw -12868.063056 + Penalty 124.536514 = -12743.526542 Iteration 0F: 2 clusters Score -12743.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -12317.137379 + Penalty 249.073028 = -12068.064351 Iteration 0F: 3 clusters Score -12068.06 nChanged 415 ComputeScore: Raw -12539.129093 + Penalty 249.073028 = -12290.056065 Iteration 1F: 3 clusters Score -12290.06 nChanged 57 ComputeScore: Raw -12565.246305 + Penalty 249.073028 = -12316.173278 Iteration 2F: 3 clusters Score -12316.17 nChanged 47 ComputeScore: Raw -12589.657234 + Penalty 249.073028 = -12340.584206 Iteration 3Q: 3 clusters Score -12340.58 nChanged 49 ComputeScore: Raw -12621.767860 + Penalty 249.073028 = -12372.694832 Iteration 4Q: 3 clusters Score -12372.69 nChanged 50 ComputeScore: Raw -12652.264311 + Penalty 249.073028 = -12403.191283 Iteration 5Q: 3 clusters Score -12403.19 nChanged 41 ComputeScore: Raw -12679.865630 + Penalty 249.073028 = -12430.792602 Iteration 6Q: 3 clusters Score -12430.79 nChanged 41 ComputeScore: Raw -12707.927884 + Penalty 249.073028 = -12458.854857 Iteration 7Q: 3 clusters Score -12458.85 nChanged 33 ComputeScore: Raw -12725.887403 + Penalty 249.073028 = -12476.814375 Iteration 8Q: 3 clusters Score -12476.81 nChanged 23 ComputeScore: Raw -12737.968608 + Penalty 249.073028 = -12488.895580 Iteration 9Q: 3 clusters Score -12488.9 nChanged 19 ComputeScore: Raw -12750.173391 + Penalty 249.073028 = -12501.100363 Iteration 10Q: 3 clusters Score -12501.1 nChanged 23 ComputeScore: Raw -12762.497073 + Penalty 249.073028 = -12513.424045 Iteration 11Q: 3 clusters Score -12513.42 nChanged 18 ComputeScore: Raw -12774.809780 + Penalty 249.073028 = -12525.736752 Iteration 12Q: 3 clusters Score -12525.74 nChanged 18 ComputeScore: Raw -12796.571639 + Penalty 249.073028 = -12547.498611 Iteration 13Q: 3 clusters Score -12547.5 nChanged 17 ComputeScore: Raw -12822.629223 + Penalty 249.073028 = -12573.556196 Iteration 14Q: 3 clusters Score -12573.56 nChanged 14 ComputeScore: Raw -12848.909173 + Penalty 249.073028 = -12599.836145 Iteration 15Q: 3 clusters Score -12599.84 nChanged 13 ComputeScore: Raw -12872.178611 + Penalty 249.073028 = -12623.105583 Iteration 16Q: 3 clusters Score -12623.11 nChanged 12 ComputeScore: Raw -12901.052186 + Penalty 249.073028 = -12651.979158 Iteration 17Q: 3 clusters Score -12651.98 nChanged 17 ComputeScore: Raw -13030.323217 + Penalty 249.073028 = -12781.250189 Iteration 18Q: 3 clusters Score -12781.25 nChanged 35 ComputeScore: Raw -13080.776640 + Penalty 249.073028 = -12831.703612 Iteration 19Q: 3 clusters Score -12831.7 nChanged 39 ComputeScore: Raw -13154.117156 + Penalty 249.073028 = -12905.044128 Iteration 20F: 3 clusters Score -12905.04 nChanged 41 ComputeScore: Raw -13216.671622 + Penalty 249.073028 = -12967.598594 Iteration 21Q: 3 clusters Score -12967.6 nChanged 18 ComputeScore: Raw -13237.815138 + Penalty 249.073028 = -12988.742110 Iteration 22Q: 3 clusters Score -12988.74 nChanged 13 ComputeScore: Raw -13253.394549 + Penalty 249.073028 = -13004.321521 Iteration 23Q: 3 clusters Score -13004.32 nChanged 7 ComputeScore: Raw -13259.885412 + Penalty 249.073028 = -13010.812384 Iteration 24Q: 3 clusters Score -13010.81 nChanged 2 ComputeScore: Raw -13260.825590 + Penalty 249.073028 = -13011.752562 Iteration 25Q: 3 clusters Score -13011.75 nChanged 1 ComputeScore: Raw -13261.388288 + Penalty 249.073028 = -13012.315260 Iteration 26Q: 3 clusters Score -13012.32 nChanged 1 ComputeScore: Raw -13262.440779 + Penalty 249.073028 = -13013.367751 Iteration 27Q: 3 clusters Score -13013.37 nChanged 0 ComputeScore: Raw -13262.440779 + Penalty 249.073028 = -13013.367751 Iteration 28F: 3 clusters Score -13013.37 nChanged 0 ComputeScore: Raw -538099.586524 + Penalty 5498.763493 = -532600.823031Splitting cluster 23 changes total score from -532393.189706 to -532600.823031 So it's getting split into cluster 27. Trying to split cluster 24 (264 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3782.476003 + Penalty 100.367084 = -3682.108919 Iteration 0F: 2 clusters Score -3682.109 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3657.619837 + Penalty 200.734168 = -3456.885669 Iteration 0F: 3 clusters Score -3456.886 nChanged 94 ComputeScore: Raw -3719.032759 + Penalty 200.734168 = -3518.298591 Iteration 1F: 3 clusters Score -3518.299 nChanged 15 ComputeScore: Raw -3733.114965 + Penalty 200.734168 = -3532.380797 Iteration 2F: 3 clusters Score -3532.381 nChanged 18 ComputeScore: Raw -3750.135745 + Penalty 200.734168 = -3549.401578 Iteration 3F: 3 clusters Score -3549.402 nChanged 12 ComputeScore: Raw -3760.643932 + Penalty 200.734168 = -3559.909764 Iteration 4Q: 3 clusters Score -3559.91 nChanged 7 ComputeScore: Raw -3767.214269 + Penalty 200.734168 = -3566.480101 Iteration 5Q: 3 clusters Score -3566.48 nChanged 4 ComputeScore: Raw -3772.874704 + Penalty 200.734168 = -3572.140536 Iteration 6Q: 3 clusters Score -3572.141 nChanged 4 ComputeScore: Raw -3778.918473 + Penalty 200.734168 = -3578.184306 Iteration 7Q: 3 clusters Score -3578.184 nChanged 6 ComputeScore: Raw -3782.277505 + Penalty 200.734168 = -3581.543337 Iteration 8Q: 3 clusters Score -3581.543 nChanged 1 ComputeScore: Raw -3783.878481 + Penalty 200.734168 = -3583.144313 Iteration 9Q: 3 clusters Score -3583.144 nChanged 0 ComputeScore: Raw -3783.878481 + Penalty 200.734168 = -3583.144313 Iteration 10F: 3 clusters Score -3583.144 nChanged 0 Trying to split cluster 25 (3249 points) Assigned 2 initial classes randomly. ComputeScore: Raw -33394.171739 + Penalty 145.549846 = -33248.621893 Iteration 0F: 2 clusters Score -33248.62 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -31362.845024 + Penalty 291.099691 = -31071.745332 Iteration 0F: 3 clusters Score -31071.75 nChanged 1520 ComputeScore: Raw -32253.331224 + Penalty 291.099691 = -31962.231532 Iteration 1F: 3 clusters Score -31962.23 nChanged 181 ComputeScore: Raw -32322.900796 + Penalty 291.099691 = -32031.801105 Iteration 2F: 3 clusters Score -32031.8 nChanged 144 ComputeScore: Raw -32363.685642 + Penalty 291.099691 = -32072.585951 Iteration 3Q: 3 clusters Score -32072.59 nChanged 101 ComputeScore: Raw -32390.502748 + Penalty 291.099691 = -32099.403057 Iteration 4Q: 3 clusters Score -32099.4 nChanged 87 ComputeScore: Raw -32412.555451 + Penalty 291.099691 = -32121.455760 Iteration 5Q: 3 clusters Score -32121.46 nChanged 84 ComputeScore: Raw -32432.499632 + Penalty 291.099691 = -32141.399941 Iteration 6Q: 3 clusters Score -32141.4 nChanged 61 ComputeScore: Raw -32445.034265 + Penalty 291.099691 = -32153.934573 Iteration 7Q: 3 clusters Score -32153.93 nChanged 56 ComputeScore: Raw -32460.778455 + Penalty 291.099691 = -32169.678763 Iteration 8Q: 3 clusters Score -32169.68 nChanged 64 ComputeScore: Raw -32475.840951 + Penalty 291.099691 = -32184.741260 Iteration 9Q: 3 clusters Score -32184.74 nChanged 63 ComputeScore: Raw -32489.580815 + Penalty 291.099691 = -32198.481124 Iteration 10Q: 3 clusters Score -32198.48 nChanged 68 ComputeScore: Raw -32505.245032 + Penalty 291.099691 = -32214.145341 Iteration 11Q: 3 clusters Score -32214.15 nChanged 80 ComputeScore: Raw -32529.034465 + Penalty 291.099691 = -32237.934774 Iteration 12Q: 3 clusters Score -32237.93 nChanged 103 ComputeScore: Raw -32566.289340 + Penalty 291.099691 = -32275.189649 Iteration 13Q: 3 clusters Score -32275.19 nChanged 123 ComputeScore: Raw -32615.642175 + Penalty 291.099691 = -32324.542484 Iteration 14Q: 3 clusters Score -32324.54 nChanged 143 ComputeScore: Raw -32683.100894 + Penalty 291.099691 = -32392.001202 Iteration 15Q: 3 clusters Score -32392 nChanged 173 ComputeScore: Raw -32780.627494 + Penalty 291.099691 = -32489.527802 Iteration 16F: 3 clusters Score -32489.53 nChanged 202 ComputeScore: Raw -32908.042336 + Penalty 291.099691 = -32616.942645 Iteration 17F: 3 clusters Score -32616.94 nChanged 189 ComputeScore: Raw -33030.331948 + Penalty 291.099691 = -32739.232256 Iteration 18F: 3 clusters Score -32739.23 nChanged 161 ComputeScore: Raw -33139.703151 + Penalty 291.099691 = -32848.603460 Iteration 19Q: 3 clusters Score -32848.6 nChanged 138 ComputeScore: Raw -33238.113085 + Penalty 291.099691 = -32947.013394 Iteration 20F: 3 clusters Score -32947.01 nChanged 89 ComputeScore: Raw -33303.327119 + Penalty 291.099691 = -33012.227428 Iteration 21Q: 3 clusters Score -33012.23 nChanged 58 ComputeScore: Raw -33353.210031 + Penalty 291.099691 = -33062.110340 Iteration 22Q: 3 clusters Score -33062.11 nChanged 27 ComputeScore: Raw -33376.391088 + Penalty 291.099691 = -33085.291397 Iteration 23Q: 3 clusters Score -33085.29 nChanged 19 ComputeScore: Raw -33392.338476 + Penalty 291.099691 = -33101.238784 Iteration 24Q: 3 clusters Score -33101.24 nChanged 16 ComputeScore: Raw -33407.860875 + Penalty 291.099691 = -33116.761183 Iteration 25Q: 3 clusters Score -33116.76 nChanged 6 ComputeScore: Raw -33411.579580 + Penalty 291.099691 = -33120.479888 Iteration 26Q: 3 clusters Score -33120.48 nChanged 1 ComputeScore: Raw -33412.052096 + Penalty 291.099691 = -33120.952405 Iteration 27Q: 3 clusters Score -33120.95 nChanged 3 ComputeScore: Raw -33414.768373 + Penalty 291.099691 = -33123.668682 Iteration 28Q: 3 clusters Score -33123.67 nChanged 3 ComputeScore: Raw -33417.876102 + Penalty 291.099691 = -33126.776410 Iteration 29Q: 3 clusters Score -33126.78 nChanged 2 ComputeScore: Raw -33421.955027 + Penalty 291.099691 = -33130.855336 Iteration 30Q: 3 clusters Score -33130.86 nChanged 1 ComputeScore: Raw -33423.135836 + Penalty 291.099691 = -33132.036144 Iteration 31Q: 3 clusters Score -33132.04 nChanged 1 ComputeScore: Raw -33423.642273 + Penalty 291.099691 = -33132.542582 Iteration 32Q: 3 clusters Score -33132.54 nChanged 0 ComputeScore: Raw -33423.642273 + Penalty 291.099691 = -33132.542582 Iteration 33F: 3 clusters Score -33132.54 nChanged 0 Trying to split cluster 26 (164 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2491.025199 + Penalty 91.797596 = -2399.227603 Iteration 0F: 2 clusters Score -2399.228 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2429.738837 + Penalty 183.595191 = -2246.143645 Iteration 0F: 3 clusters Score -2246.144 nChanged 52 ComputeScore: Raw -2464.929604 + Penalty 183.595191 = -2281.334412 Iteration 1F: 3 clusters Score -2281.334 nChanged 12 ComputeScore: Raw -2475.575704 + Penalty 183.595191 = -2291.980512 Iteration 2F: 3 clusters Score -2291.981 nChanged 6 ComputeScore: Raw -2481.866679 + Penalty 183.595191 = -2298.271487 Iteration 3Q: 3 clusters Score -2298.271 nChanged 5 ComputeScore: Raw -2489.759331 + Penalty 183.595191 = -2306.164140 Iteration 4Q: 3 clusters Score -2306.164 nChanged 6 ComputeScore: Raw -2495.696495 + Penalty 183.595191 = -2312.101303 Iteration 5Q: 3 clusters Score -2312.101 nChanged 2 ComputeScore: Raw -2497.644772 + Penalty 183.595191 = -2314.049581 Iteration 6Q: 3 clusters Score -2314.05 nChanged 4 ComputeScore: Raw -2501.752653 + Penalty 183.595191 = -2318.157461 Iteration 7Q: 3 clusters Score -2318.157 nChanged 2 ComputeScore: Raw -2507.122456 + Penalty 183.595191 = -2323.527264 Iteration 8Q: 3 clusters Score -2323.527 nChanged 2 ComputeScore: Raw -2509.777861 + Penalty 183.595191 = -2326.182670 Iteration 9Q: 3 clusters Score -2326.183 nChanged 2 ComputeScore: Raw -2510.612657 + Penalty 183.595191 = -2327.017466 Iteration 10Q: 3 clusters Score -2327.017 nChanged 0 ComputeScore: Raw -2510.612657 + Penalty 183.595191 = -2327.017466 Iteration 11F: 3 clusters Score -2327.017 nChanged 0 ConsiderDeletion: ComputeScore: Raw -538116.652240 + Penalty 5498.763493 = -532617.888747Iteration 199Q: 28 clusters Score -532617.9 nChanged 54 ConsiderDeletion: ComputeScore: Raw -538141.014711 + Penalty 5498.763493 = -532642.251219Iteration 200F: 28 clusters Score -532642.3 nChanged 37 ConsiderDeletion: ComputeScore: Raw -538154.002313 + Penalty 5498.763493 = -532655.238820Iteration 201Q: 28 clusters Score -532655.2 nChanged 23 ConsiderDeletion: ComputeScore: Raw -538159.587873 + Penalty 5498.763493 = -532660.824380Iteration 202Q: 28 clusters Score -532660.8 nChanged 21 ConsiderDeletion: ComputeScore: Raw -538166.542188 + Penalty 5498.763493 = -532667.778695Iteration 203Q: 28 clusters Score -532667.8 nChanged 16 ConsiderDeletion: ComputeScore: Raw -538168.779302 + Penalty 5498.763493 = -532670.015809Iteration 204Q: 28 clusters Score -532670 nChanged 9 ConsiderDeletion: ComputeScore: Raw -538169.267582 + Penalty 5498.763493 = -532670.504089Iteration 205Q: 28 clusters Score -532670.5 nChanged 3 ConsiderDeletion: ComputeScore: Raw -538169.571414 + Penalty 5498.763493 = -532670.807921Iteration 206Q: 28 clusters Score -532670.8 nChanged 3 ConsiderDeletion: ComputeScore: Raw -538169.913008 + Penalty 5498.763493 = -532671.149516Iteration 207Q: 28 clusters Score -532671.1 nChanged 3 ConsiderDeletion: ComputeScore: Raw -538169.965916 + Penalty 5498.763493 = -532671.202423Iteration 208Q: 28 clusters Score -532671.2 nChanged 0 ConsiderDeletion: ComputeScore: Raw -538169.965916 + Penalty 5498.763493 = -532671.202423Iteration 209F: 28 clusters Score -532671.2 nChanged 0 ComputeScore: Raw -538169.965916 + Penalty 5498.763493 = -532671.202423Trying to split cluster 1 (482 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6260.731561 + Penalty 111.202994 = -6149.528567 Iteration 0F: 2 clusters Score -6149.529 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6008.444678 + Penalty 222.405988 = -5786.038689 Iteration 0F: 3 clusters Score -5786.039 nChanged 209 ComputeScore: Raw -6123.602424 + Penalty 222.405988 = -5901.196436 Iteration 1F: 3 clusters Score -5901.196 nChanged 32 ComputeScore: Raw -6138.410881 + Penalty 222.405988 = -5916.004893 Iteration 2F: 3 clusters Score -5916.005 nChanged 28 ComputeScore: Raw -6152.176747 + Penalty 222.405988 = -5929.770759 Iteration 3F: 3 clusters Score -5929.771 nChanged 19 ComputeScore: Raw -6161.508407 + Penalty 222.405988 = -5939.102418 Iteration 4Q: 3 clusters Score -5939.102 nChanged 21 ComputeScore: Raw -6175.655552 + Penalty 222.405988 = -5953.249564 Iteration 5Q: 3 clusters Score -5953.25 nChanged 25 ComputeScore: Raw -6199.045508 + Penalty 222.405988 = -5976.639520 Iteration 6F: 3 clusters Score -5976.64 nChanged 28 ComputeScore: Raw -6228.583736 + Penalty 222.405988 = -6006.177748 Iteration 7F: 3 clusters Score -6006.178 nChanged 22 ComputeScore: Raw -6247.147665 + Penalty 222.405988 = -6024.741676 Iteration 8Q: 3 clusters Score -6024.742 nChanged 16 ComputeScore: Raw -6258.629040 + Penalty 222.405988 = -6036.223052 Iteration 9Q: 3 clusters Score -6036.223 nChanged 3 ComputeScore: Raw -6262.896665 + Penalty 222.405988 = -6040.490677 Iteration 10Q: 3 clusters Score -6040.491 nChanged 3 ComputeScore: Raw -6269.225636 + Penalty 222.405988 = -6046.819648 Iteration 11Q: 3 clusters Score -6046.82 nChanged 4 ComputeScore: Raw -6278.149380 + Penalty 222.405988 = -6055.743392 Iteration 12Q: 3 clusters Score -6055.743 nChanged 3 ComputeScore: Raw -6281.366849 + Penalty 222.405988 = -6058.960861 Iteration 13Q: 3 clusters Score -6058.961 nChanged 0 ComputeScore: Raw -6281.366849 + Penalty 222.405988 = -6058.960861 Iteration 14F: 3 clusters Score -6058.961 nChanged 0 Trying to split cluster 2 (1303 points) Assigned 2 initial classes randomly. ComputeScore: Raw -14703.633025 + Penalty 129.103642 = -14574.529383 Iteration 0F: 2 clusters Score -14574.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -13965.366679 + Penalty 258.207285 = -13707.159394 Iteration 0F: 3 clusters Score -13707.16 nChanged 556 ComputeScore: Raw -14272.260511 + Penalty 258.207285 = -14014.053226 Iteration 1F: 3 clusters Score -14014.05 nChanged 75 ComputeScore: Raw -14324.319331 + Penalty 258.207285 = -14066.112046 Iteration 2F: 3 clusters Score -14066.11 nChanged 79 ComputeScore: Raw -14404.584007 + Penalty 258.207285 = -14146.376722 Iteration 3F: 3 clusters Score -14146.38 nChanged 91 ComputeScore: Raw -14497.990075 + Penalty 258.207285 = -14239.782790 Iteration 4F: 3 clusters Score -14239.78 nChanged 85 ComputeScore: Raw -14585.537100 + Penalty 258.207285 = -14327.329815 Iteration 5F: 3 clusters Score -14327.33 nChanged 59 ComputeScore: Raw -14651.622059 + Penalty 258.207285 = -14393.414774 Iteration 6Q: 3 clusters Score -14393.41 nChanged 34 ComputeScore: Raw -14678.422919 + Penalty 258.207285 = -14420.215635 Iteration 7Q: 3 clusters Score -14420.22 nChanged 25 ComputeScore: Raw -14700.250963 + Penalty 258.207285 = -14442.043679 Iteration 8Q: 3 clusters Score -14442.04 nChanged 23 ComputeScore: Raw -14712.932818 + Penalty 258.207285 = -14454.725533 Iteration 9Q: 3 clusters Score -14454.73 nChanged 17 ComputeScore: Raw -14724.361228 + Penalty 258.207285 = -14466.153943 Iteration 10Q: 3 clusters Score -14466.15 nChanged 20 ComputeScore: Raw -14740.359224 + Penalty 258.207285 = -14482.151939 Iteration 11Q: 3 clusters Score -14482.15 nChanged 22 ComputeScore: Raw -14749.405850 + Penalty 258.207285 = -14491.198565 Iteration 12Q: 3 clusters Score -14491.2 nChanged 9 ComputeScore: Raw -14752.905276 + Penalty 258.207285 = -14494.697991 Iteration 13Q: 3 clusters Score -14494.7 nChanged 7 ComputeScore: Raw -14755.091067 + Penalty 258.207285 = -14496.883782 Iteration 14Q: 3 clusters Score -14496.88 nChanged 5 ComputeScore: Raw -14756.794376 + Penalty 258.207285 = -14498.587092 Iteration 15Q: 3 clusters Score -14498.59 nChanged 5 ComputeScore: Raw -14758.603271 + Penalty 258.207285 = -14500.395986 Iteration 16Q: 3 clusters Score -14500.4 nChanged 7 ComputeScore: Raw -14761.937757 + Penalty 258.207285 = -14503.730472 Iteration 17Q: 3 clusters Score -14503.73 nChanged 7 ComputeScore: Raw -14764.513980 + Penalty 258.207285 = -14506.306696 Iteration 18Q: 3 clusters Score -14506.31 nChanged 7 ComputeScore: Raw -14768.640410 + Penalty 258.207285 = -14510.433125 Iteration 19Q: 3 clusters Score -14510.43 nChanged 12 ComputeScore: Raw -14778.206971 + Penalty 258.207285 = -14519.999687 Iteration 20F: 3 clusters Score -14520 nChanged 15 ComputeScore: Raw -14787.219722 + Penalty 258.207285 = -14529.012437 Iteration 21Q: 3 clusters Score -14529.01 nChanged 19 ComputeScore: Raw -14800.763743 + Penalty 258.207285 = -14542.556458 Iteration 22Q: 3 clusters Score -14542.56 nChanged 22 ComputeScore: Raw -14816.547448 + Penalty 258.207285 = -14558.340163 Iteration 23Q: 3 clusters Score -14558.34 nChanged 20 ComputeScore: Raw -14835.343569 + Penalty 258.207285 = -14577.136284 Iteration 24Q: 3 clusters Score -14577.14 nChanged 19 ComputeScore: Raw -14848.894464 + Penalty 258.207285 = -14590.687179 Iteration 25Q: 3 clusters Score -14590.69 nChanged 14 ComputeScore: Raw -14861.701737 + Penalty 258.207285 = -14603.494452 Iteration 26Q: 3 clusters Score -14603.49 nChanged 13 ComputeScore: Raw -14873.538179 + Penalty 258.207285 = -14615.330895 Iteration 27Q: 3 clusters Score -14615.33 nChanged 7 ComputeScore: Raw -14876.824129 + Penalty 258.207285 = -14618.616844 Iteration 28Q: 3 clusters Score -14618.62 nChanged 3 ComputeScore: Raw -14877.922618 + Penalty 258.207285 = -14619.715333 Iteration 29Q: 3 clusters Score -14619.72 nChanged 1 ComputeScore: Raw -14878.128637 + Penalty 258.207285 = -14619.921352 Iteration 30Q: 3 clusters Score -14619.92 nChanged 0 ComputeScore: Raw -14883.379102 + Penalty 258.207285 = -14625.171817 Iteration 31F: 3 clusters Score -14625.17 nChanged 5 ComputeScore: Raw -14887.677854 + Penalty 258.207285 = -14629.470569 Iteration 32Q: 3 clusters Score -14629.47 nChanged 0 ComputeScore: Raw -14887.677854 + Penalty 258.207285 = -14629.470569 Iteration 33F: 3 clusters Score -14629.47 nChanged 0 ComputeScore: Raw -538354.010745 + Penalty 5702.421400 = -532651.589345Splitting cluster 2 changes total score from -532671.202423 to -532651.589345 So it's not getting split. Trying to split cluster 3 (4154 points) Assigned 2 initial classes randomly. ComputeScore: Raw -38671.515719 + Penalty 149.972886 = -38521.542833 Iteration 0F: 2 clusters Score -38521.54 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -36099.083184 + Penalty 299.945772 = -35799.137411 Iteration 0F: 3 clusters Score -35799.14 nChanged 1933 ComputeScore: Raw -37388.896180 + Penalty 299.945772 = -37088.950408 Iteration 1F: 3 clusters Score -37088.95 nChanged 304 ComputeScore: Raw -37605.389625 + Penalty 299.945772 = -37305.443853 Iteration 2F: 3 clusters Score -37305.44 nChanged 310 ComputeScore: Raw -37844.811149 + Penalty 299.945772 = -37544.865377 Iteration 3F: 3 clusters Score -37544.87 nChanged 273 ComputeScore: Raw -38061.744335 + Penalty 299.945772 = -37761.798563 Iteration 4F: 3 clusters Score -37761.8 nChanged 208 ComputeScore: Raw -38217.668853 + Penalty 299.945772 = -37917.723081 Iteration 5F: 3 clusters Score -37917.72 nChanged 158 ComputeScore: Raw -38327.908078 + Penalty 299.945772 = -38027.962306 Iteration 6Q: 3 clusters Score -38027.96 nChanged 122 ComputeScore: Raw -38425.731906 + Penalty 299.945772 = -38125.786134 Iteration 7Q: 3 clusters Score -38125.79 nChanged 88 ComputeScore: Raw -38501.685592 + Penalty 299.945772 = -38201.739820 Iteration 8Q: 3 clusters Score -38201.74 nChanged 63 ComputeScore: Raw -38558.803724 + Penalty 299.945772 = -38258.857952 Iteration 9Q: 3 clusters Score -38258.86 nChanged 50 ComputeScore: Raw -38598.648941 + Penalty 299.945772 = -38298.703168 Iteration 10Q: 3 clusters Score -38298.7 nChanged 34 ComputeScore: Raw -38621.339146 + Penalty 299.945772 = -38321.393374 Iteration 11Q: 3 clusters Score -38321.39 nChanged 28 ComputeScore: Raw -38638.056911 + Penalty 299.945772 = -38338.111138 Iteration 12Q: 3 clusters Score -38338.11 nChanged 18 ComputeScore: Raw -38649.706488 + Penalty 299.945772 = -38349.760715 Iteration 13Q: 3 clusters Score -38349.76 nChanged 13 ComputeScore: Raw -38658.647496 + Penalty 299.945772 = -38358.701724 Iteration 14Q: 3 clusters Score -38358.7 nChanged 8 ComputeScore: Raw -38664.402176 + Penalty 299.945772 = -38364.456404 Iteration 15Q: 3 clusters Score -38364.46 nChanged 4 ComputeScore: Raw -38666.504614 + Penalty 299.945772 = -38366.558842 Iteration 16Q: 3 clusters Score -38366.56 nChanged 8 ComputeScore: Raw -38670.415069 + Penalty 299.945772 = -38370.469297 Iteration 17Q: 3 clusters Score -38370.47 nChanged 9 ComputeScore: Raw -38675.733006 + Penalty 299.945772 = -38375.787234 Iteration 18Q: 3 clusters Score -38375.79 nChanged 6 ComputeScore: Raw -38681.930502 + Penalty 299.945772 = -38381.984730 Iteration 19Q: 3 clusters Score -38381.98 nChanged 3 ComputeScore: Raw -38683.445550 + Penalty 299.945772 = -38383.499778 Iteration 20F: 3 clusters Score -38383.5 nChanged 4 ComputeScore: Raw -38686.603426 + Penalty 299.945772 = -38386.657653 Iteration 21Q: 3 clusters Score -38386.66 nChanged 2 ComputeScore: Raw -38687.434288 + Penalty 299.945772 = -38387.488516 Iteration 22Q: 3 clusters Score -38387.49 nChanged 3 ComputeScore: Raw -38691.001100 + Penalty 299.945772 = -38391.055328 Iteration 23Q: 3 clusters Score -38391.06 nChanged 3 ComputeScore: Raw -38700.299324 + Penalty 299.945772 = -38400.353552 Iteration 24Q: 3 clusters Score -38400.35 nChanged 3 ComputeScore: Raw -38702.559178 + Penalty 299.945772 = -38402.613406 Iteration 25Q: 3 clusters Score -38402.61 nChanged 2 ComputeScore: Raw -38703.334665 + Penalty 299.945772 = -38403.388893 Iteration 26Q: 3 clusters Score -38403.39 nChanged 0 ComputeScore: Raw -38703.334665 + Penalty 299.945772 = -38403.388893 Iteration 27F: 3 clusters Score -38403.39 nChanged 0 Trying to split cluster 4 (1850 points) Assigned 2 initial classes randomly. ComputeScore: Raw -11985.139267 + Penalty 135.412937 = -11849.726330 Iteration 0F: 2 clusters Score -11849.73 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10854.976977 + Penalty 270.825873 = -10584.151104 Iteration 0F: 3 clusters Score -10584.15 nChanged 840 ComputeScore: Raw -11531.899893 + Penalty 270.825873 = -11261.074020 Iteration 1F: 3 clusters Score -11261.07 nChanged 128 ComputeScore: Raw -11626.360709 + Penalty 270.825873 = -11355.534836 Iteration 2F: 3 clusters Score -11355.53 nChanged 102 ComputeScore: Raw -11702.205022 + Penalty 270.825873 = -11431.379149 Iteration 3F: 3 clusters Score -11431.38 nChanged 73 ComputeScore: Raw -11745.870373 + Penalty 270.825873 = -11475.044500 Iteration 4Q: 3 clusters Score -11475.04 nChanged 50 ComputeScore: Raw -11779.234264 + Penalty 270.825873 = -11508.408391 Iteration 5Q: 3 clusters Score -11508.41 nChanged 55 ComputeScore: Raw -11819.913573 + Penalty 270.825873 = -11549.087700 Iteration 6Q: 3 clusters Score -11549.09 nChanged 46 ComputeScore: Raw -11851.770578 + Penalty 270.825873 = -11580.944705 Iteration 7Q: 3 clusters Score -11580.94 nChanged 53 ComputeScore: Raw -11897.824715 + Penalty 270.825873 = -11626.998842 Iteration 8Q: 3 clusters Score -11627 nChanged 43 ComputeScore: Raw -11926.854545 + Penalty 270.825873 = -11656.028672 Iteration 9Q: 3 clusters Score -11656.03 nChanged 25 ComputeScore: Raw -11942.515586 + Penalty 270.825873 = -11671.689713 Iteration 10Q: 3 clusters Score -11671.69 nChanged 20 ComputeScore: Raw -11960.276118 + Penalty 270.825873 = -11689.450245 Iteration 11Q: 3 clusters Score -11689.45 nChanged 17 ComputeScore: Raw -11970.767231 + Penalty 270.825873 = -11699.941357 Iteration 12Q: 3 clusters Score -11699.94 nChanged 17 ComputeScore: Raw -11981.169843 + Penalty 270.825873 = -11710.343970 Iteration 13Q: 3 clusters Score -11710.34 nChanged 14 ComputeScore: Raw -11991.046675 + Penalty 270.825873 = -11720.220802 Iteration 14Q: 3 clusters Score -11720.22 nChanged 16 ComputeScore: Raw -11999.041284 + Penalty 270.825873 = -11728.215411 Iteration 15Q: 3 clusters Score -11728.22 nChanged 10 ComputeScore: Raw -12005.126873 + Penalty 270.825873 = -11734.301000 Iteration 16Q: 3 clusters Score -11734.3 nChanged 6 ComputeScore: Raw -12008.513791 + Penalty 270.825873 = -11737.687918 Iteration 17Q: 3 clusters Score -11737.69 nChanged 8 ComputeScore: Raw -12013.517458 + Penalty 270.825873 = -11742.691585 Iteration 18Q: 3 clusters Score -11742.69 nChanged 6 ComputeScore: Raw -12016.006054 + Penalty 270.825873 = -11745.180181 Iteration 19Q: 3 clusters Score -11745.18 nChanged 4 ComputeScore: Raw -12017.135149 + Penalty 270.825873 = -11746.309276 Iteration 20F: 3 clusters Score -11746.31 nChanged 2 ComputeScore: Raw -12018.508004 + Penalty 270.825873 = -11747.682131 Iteration 21Q: 3 clusters Score -11747.68 nChanged 4 ComputeScore: Raw -12022.026230 + Penalty 270.825873 = -11751.200357 Iteration 22Q: 3 clusters Score -11751.2 nChanged 3 ComputeScore: Raw -12024.348508 + Penalty 270.825873 = -11753.522635 Iteration 23Q: 3 clusters Score -11753.52 nChanged 1 ComputeScore: Raw -12024.429448 + Penalty 270.825873 = -11753.603575 Iteration 24Q: 3 clusters Score -11753.6 nChanged 0 ComputeScore: Raw -12024.429448 + Penalty 270.825873 = -11753.603575 Iteration 25F: 3 clusters Score -11753.6 nChanged 0 Trying to split cluster 5 (15638 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127448.428393 + Penalty 173.834264 = -127274.594129 Iteration 0F: 2 clusters Score -127274.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -117263.792260 + Penalty 347.668529 = -116916.123731 Iteration 0F: 3 clusters Score -116916.1 nChanged 7451 ComputeScore: Raw -121856.230264 + Penalty 347.668529 = -121508.561735 Iteration 1F: 3 clusters Score -121508.6 nChanged 1113 ComputeScore: Raw -122380.150205 + Penalty 347.668529 = -122032.481676 Iteration 2F: 3 clusters Score -122032.5 nChanged 1075 ComputeScore: Raw -122905.851416 + Penalty 347.668529 = -122558.182888 Iteration 3F: 3 clusters Score -122558.2 nChanged 1027 ComputeScore: Raw -123511.035656 + Penalty 347.668529 = -123163.367128 Iteration 4F: 3 clusters Score -123163.4 nChanged 1022 ComputeScore: Raw -124272.926950 + Penalty 347.668529 = -123925.258421 Iteration 5F: 3 clusters Score -123925.3 nChanged 986 ComputeScore: Raw -125149.304408 + Penalty 347.668529 = -124801.635880 Iteration 6F: 3 clusters Score -124801.6 nChanged 875 ComputeScore: Raw -126016.952086 + Penalty 347.668529 = -125669.283558 Iteration 7F: 3 clusters Score -125669.3 nChanged 654 ComputeScore: Raw -126666.238509 + Penalty 347.668529 = -126318.569980 Iteration 8Q: 3 clusters Score -126318.6 nChanged 380 ComputeScore: Raw -127041.407456 + Penalty 347.668529 = -126693.738927 Iteration 9Q: 3 clusters Score -126693.7 nChanged 183 ComputeScore: Raw -127208.790766 + Penalty 347.668529 = -126861.122237 Iteration 10Q: 3 clusters Score -126861.1 nChanged 109 ComputeScore: Raw -127312.047990 + Penalty 347.668529 = -126964.379461 Iteration 11Q: 3 clusters Score -126964.4 nChanged 65 ComputeScore: Raw -127366.588167 + Penalty 347.668529 = -127018.919639 Iteration 12Q: 3 clusters Score -127018.9 nChanged 45 ComputeScore: Raw -127395.344867 + Penalty 347.668529 = -127047.676339 Iteration 13Q: 3 clusters Score -127047.7 nChanged 35 ComputeScore: Raw -127413.073912 + Penalty 347.668529 = -127065.405384 Iteration 14Q: 3 clusters Score -127065.4 nChanged 28 ComputeScore: Raw -127428.115186 + Penalty 347.668529 = -127080.446658 Iteration 15Q: 3 clusters Score -127080.4 nChanged 29 ComputeScore: Raw -127440.624048 + Penalty 347.668529 = -127092.955519 Iteration 16Q: 3 clusters Score -127093 nChanged 13 ComputeScore: Raw -127444.173808 + Penalty 347.668529 = -127096.505280 Iteration 17Q: 3 clusters Score -127096.5 nChanged 10 ComputeScore: Raw -127448.041379 + Penalty 347.668529 = -127100.372850 Iteration 18Q: 3 clusters Score -127100.4 nChanged 8 ComputeScore: Raw -127452.204606 + Penalty 347.668529 = -127104.536077 Iteration 19Q: 3 clusters Score -127104.5 nChanged 7 ComputeScore: Raw -127456.502898 + Penalty 347.668529 = -127108.834369 Iteration 20F: 3 clusters Score -127108.8 nChanged 10 ComputeScore: Raw -127459.361019 + Penalty 347.668529 = -127111.692490 Iteration 21Q: 3 clusters Score -127111.7 nChanged 5 ComputeScore: Raw -127460.865165 + Penalty 347.668529 = -127113.196636 Iteration 22Q: 3 clusters Score -127113.2 nChanged 8 ComputeScore: Raw -127463.621149 + Penalty 347.668529 = -127115.952620 Iteration 23Q: 3 clusters Score -127116 nChanged 7 ComputeScore: Raw -127465.405219 + Penalty 347.668529 = -127117.736690 Iteration 24Q: 3 clusters Score -127117.7 nChanged 2 ComputeScore: Raw -127466.279088 + Penalty 347.668529 = -127118.610559 Iteration 25Q: 3 clusters Score -127118.6 nChanged 3 ComputeScore: Raw -127469.132688 + Penalty 347.668529 = -127121.464159 Iteration 26Q: 3 clusters Score -127121.5 nChanged 4 ComputeScore: Raw -127471.785251 + Penalty 347.668529 = -127124.116723 Iteration 27Q: 3 clusters Score -127124.1 nChanged 5 ComputeScore: Raw -127473.452914 + Penalty 347.668529 = -127125.784385 Iteration 28Q: 3 clusters Score -127125.8 nChanged 3 ComputeScore: Raw -127474.376518 + Penalty 347.668529 = -127126.707989 Iteration 29Q: 3 clusters Score -127126.7 nChanged 2 ComputeScore: Raw -127475.166808 + Penalty 347.668529 = -127127.498279 Iteration 30Q: 3 clusters Score -127127.5 nChanged 3 ComputeScore: Raw -127477.144035 + Penalty 347.668529 = -127129.475507 Iteration 31Q: 3 clusters Score -127129.5 nChanged 3 ComputeScore: Raw -127480.387717 + Penalty 347.668529 = -127132.719188 Iteration 32Q: 3 clusters Score -127132.7 nChanged 6 ComputeScore: Raw -127483.118274 + Penalty 347.668529 = -127135.449745 Iteration 33Q: 3 clusters Score -127135.4 nChanged 4 ComputeScore: Raw -127485.556824 + Penalty 347.668529 = -127137.888295 Iteration 34Q: 3 clusters Score -127137.9 nChanged 8 ComputeScore: Raw -127490.997488 + Penalty 347.668529 = -127143.328959 Iteration 35Q: 3 clusters Score -127143.3 nChanged 3 ComputeScore: Raw -127492.448603 + Penalty 347.668529 = -127144.780074 Iteration 36Q: 3 clusters Score -127144.8 nChanged 3 ComputeScore: Raw -127494.233695 + Penalty 347.668529 = -127146.565166 Iteration 37Q: 3 clusters Score -127146.6 nChanged 5 ComputeScore: Raw -127497.255540 + Penalty 347.668529 = -127149.587011 Iteration 38Q: 3 clusters Score -127149.6 nChanged 4 ComputeScore: Raw -127499.890089 + Penalty 347.668529 = -127152.221561 Iteration 39Q: 3 clusters Score -127152.2 nChanged 5 ComputeScore: Raw -127501.139535 + Penalty 347.668529 = -127153.471007 Iteration 40F: 3 clusters Score -127153.5 nChanged 3 ComputeScore: Raw -127502.334204 + Penalty 347.668529 = -127154.665675 Iteration 41Q: 3 clusters Score -127154.7 nChanged 1 ComputeScore: Raw -127502.734782 + Penalty 347.668529 = -127155.066253 Iteration 42Q: 3 clusters Score -127155.1 nChanged 2 ComputeScore: Raw -127503.401060 + Penalty 347.668529 = -127155.732531 Iteration 43Q: 3 clusters Score -127155.7 nChanged 1 ComputeScore: Raw -127503.878238 + Penalty 347.668529 = -127156.209709 Iteration 44Q: 3 clusters Score -127156.2 nChanged 1 ComputeScore: Raw -127504.328971 + Penalty 347.668529 = -127156.660443 Iteration 45Q: 3 clusters Score -127156.7 nChanged 1 ComputeScore: Raw -127504.779909 + Penalty 347.668529 = -127157.111381 Iteration 46Q: 3 clusters Score -127157.1 nChanged 1 ComputeScore: Raw -127505.416157 + Penalty 347.668529 = -127157.747628 Iteration 47Q: 3 clusters Score -127157.7 nChanged 2 ComputeScore: Raw -127505.923996 + Penalty 347.668529 = -127158.255468 Iteration 48Q: 3 clusters Score -127158.3 nChanged 1 ComputeScore: Raw -127506.028134 + Penalty 347.668529 = -127158.359605 Iteration 49Q: 3 clusters Score -127158.4 nChanged 0 ComputeScore: Raw -127506.028134 + Penalty 347.668529 = -127158.359605 Iteration 50F: 3 clusters Score -127158.4 nChanged 0 Trying to split cluster 6 (2564 points) Assigned 2 initial classes randomly. ComputeScore: Raw -27473.291524 + Penalty 141.287829 = -27332.003696 Iteration 0F: 2 clusters Score -27332 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -25939.071848 + Penalty 282.575657 = -25656.496191 Iteration 0F: 3 clusters Score -25656.5 nChanged 1163 ComputeScore: Raw -26737.366222 + Penalty 282.575657 = -26454.790565 Iteration 1F: 3 clusters Score -26454.79 nChanged 200 ComputeScore: Raw -26857.649654 + Penalty 282.575657 = -26575.073996 Iteration 2F: 3 clusters Score -26575.07 nChanged 159 ComputeScore: Raw -26972.880854 + Penalty 282.575657 = -26690.305196 Iteration 3F: 3 clusters Score -26690.31 nChanged 160 ComputeScore: Raw -27114.302354 + Penalty 282.575657 = -26831.726696 Iteration 4F: 3 clusters Score -26831.73 nChanged 159 ComputeScore: Raw -27257.144516 + Penalty 282.575657 = -26974.568858 Iteration 5F: 3 clusters Score -26974.57 nChanged 102 ComputeScore: Raw -27338.537248 + Penalty 282.575657 = -27055.961591 Iteration 6Q: 3 clusters Score -27055.96 nChanged 71 ComputeScore: Raw -27393.662887 + Penalty 282.575657 = -27111.087229 Iteration 7Q: 3 clusters Score -27111.09 nChanged 47 ComputeScore: Raw -27428.396223 + Penalty 282.575657 = -27145.820566 Iteration 8Q: 3 clusters Score -27145.82 nChanged 34 ComputeScore: Raw -27453.989066 + Penalty 282.575657 = -27171.413408 Iteration 9Q: 3 clusters Score -27171.41 nChanged 19 ComputeScore: Raw -27468.575645 + Penalty 282.575657 = -27185.999987 Iteration 10Q: 3 clusters Score -27186 nChanged 13 ComputeScore: Raw -27487.202383 + Penalty 282.575657 = -27204.626726 Iteration 11Q: 3 clusters Score -27204.63 nChanged 7 ComputeScore: Raw -27499.394708 + Penalty 282.575657 = -27216.819051 Iteration 12Q: 3 clusters Score -27216.82 nChanged 4 ComputeScore: Raw -27507.355723 + Penalty 282.575657 = -27224.780066 Iteration 13Q: 3 clusters Score -27224.78 nChanged 1 ComputeScore: Raw -27508.083183 + Penalty 282.575657 = -27225.507525 Iteration 14Q: 3 clusters Score -27225.51 nChanged 0 ComputeScore: Raw -27508.083183 + Penalty 282.575657 = -27225.507525 Iteration 15F: 3 clusters Score -27225.51 nChanged 0 Trying to split cluster 7 (5705 points) Assigned 2 initial classes randomly. ComputeScore: Raw -53990.014449 + Penalty 155.683769 = -53834.330680 Iteration 0F: 2 clusters Score -53834.33 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -50419.647936 + Penalty 311.367537 = -50108.280399 Iteration 0F: 3 clusters Score -50108.28 nChanged 2629 ComputeScore: Raw -52261.449840 + Penalty 311.367537 = -51950.082303 Iteration 1F: 3 clusters Score -51950.08 nChanged 370 ComputeScore: Raw -52521.218096 + Penalty 311.367537 = -52209.850559 Iteration 2F: 3 clusters Score -52209.85 nChanged 357 ComputeScore: Raw -52796.924322 + Penalty 311.367537 = -52485.556785 Iteration 3F: 3 clusters Score -52485.56 nChanged 317 ComputeScore: Raw -52997.009295 + Penalty 311.367537 = -52685.641757 Iteration 4F: 3 clusters Score -52685.64 nChanged 207 ComputeScore: Raw -53069.891095 + Penalty 311.367537 = -52758.523557 Iteration 5Q: 3 clusters Score -52758.52 nChanged 118 ComputeScore: Raw -53104.451435 + Penalty 311.367537 = -52793.083897 Iteration 6Q: 3 clusters Score -52793.08 nChanged 87 ComputeScore: Raw -53121.645239 + Penalty 311.367537 = -52810.277702 Iteration 7Q: 3 clusters Score -52810.28 nChanged 55 ComputeScore: Raw -53135.675805 + Penalty 311.367537 = -52824.308268 Iteration 8Q: 3 clusters Score -52824.31 nChanged 59 ComputeScore: Raw -53146.763457 + Penalty 311.367537 = -52835.395920 Iteration 9Q: 3 clusters Score -52835.4 nChanged 48 ComputeScore: Raw -53154.326259 + Penalty 311.367537 = -52842.958721 Iteration 10Q: 3 clusters Score -52842.96 nChanged 48 ComputeScore: Raw -53162.821990 + Penalty 311.367537 = -52851.454453 Iteration 11Q: 3 clusters Score -52851.45 nChanged 61 ComputeScore: Raw -53172.748096 + Penalty 311.367537 = -52861.380558 Iteration 12Q: 3 clusters Score -52861.38 nChanged 55 ComputeScore: Raw -53182.470806 + Penalty 311.367537 = -52871.103268 Iteration 13Q: 3 clusters Score -52871.1 nChanged 53 ComputeScore: Raw -53192.854153 + Penalty 311.367537 = -52881.486616 Iteration 14Q: 3 clusters Score -52881.49 nChanged 46 ComputeScore: Raw -53200.696600 + Penalty 311.367537 = -52889.329062 Iteration 15Q: 3 clusters Score -52889.33 nChanged 54 ComputeScore: Raw -53209.787366 + Penalty 311.367537 = -52898.419829 Iteration 16Q: 3 clusters Score -52898.42 nChanged 52 ComputeScore: Raw -53219.162079 + Penalty 311.367537 = -52907.794541 Iteration 17Q: 3 clusters Score -52907.79 nChanged 50 ComputeScore: Raw -53228.760722 + Penalty 311.367537 = -52917.393184 Iteration 18Q: 3 clusters Score -52917.39 nChanged 47 ComputeScore: Raw -53236.999032 + Penalty 311.367537 = -52925.631494 Iteration 19Q: 3 clusters Score -52925.63 nChanged 45 ComputeScore: Raw -53250.755698 + Penalty 311.367537 = -52939.388161 Iteration 20F: 3 clusters Score -52939.39 nChanged 68 ComputeScore: Raw -53268.865912 + Penalty 311.367537 = -52957.498374 Iteration 21Q: 3 clusters Score -52957.5 nChanged 68 ComputeScore: Raw -53285.140374 + Penalty 311.367537 = -52973.772837 Iteration 22Q: 3 clusters Score -52973.77 nChanged 67 ComputeScore: Raw -53304.321765 + Penalty 311.367537 = -52992.954227 Iteration 23Q: 3 clusters Score -52992.95 nChanged 80 ComputeScore: Raw -53327.902174 + Penalty 311.367537 = -53016.534637 Iteration 24Q: 3 clusters Score -53016.53 nChanged 80 ComputeScore: Raw -53354.275071 + Penalty 311.367537 = -53042.907534 Iteration 25Q: 3 clusters Score -53042.91 nChanged 73 ComputeScore: Raw -53375.981520 + Penalty 311.367537 = -53064.613983 Iteration 26Q: 3 clusters Score -53064.61 nChanged 83 ComputeScore: Raw -53404.455505 + Penalty 311.367537 = -53093.087967 Iteration 27Q: 3 clusters Score -53093.09 nChanged 89 ComputeScore: Raw -53433.340482 + Penalty 311.367537 = -53121.972945 Iteration 28Q: 3 clusters Score -53121.97 nChanged 88 ComputeScore: Raw -53461.388989 + Penalty 311.367537 = -53150.021451 Iteration 29Q: 3 clusters Score -53150.02 nChanged 77 ComputeScore: Raw -53483.098869 + Penalty 311.367537 = -53171.731331 Iteration 30Q: 3 clusters Score -53171.73 nChanged 73 ComputeScore: Raw -53504.858517 + Penalty 311.367537 = -53193.490979 Iteration 31Q: 3 clusters Score -53193.49 nChanged 81 ComputeScore: Raw -53529.987575 + Penalty 311.367537 = -53218.620038 Iteration 32Q: 3 clusters Score -53218.62 nChanged 76 ComputeScore: Raw -53554.696949 + Penalty 311.367537 = -53243.329412 Iteration 33Q: 3 clusters Score -53243.33 nChanged 86 ComputeScore: Raw -53582.107969 + Penalty 311.367537 = -53270.740432 Iteration 34Q: 3 clusters Score -53270.74 nChanged 76 ComputeScore: Raw -53610.109354 + Penalty 311.367537 = -53298.741816 Iteration 35Q: 3 clusters Score -53298.74 nChanged 77 ComputeScore: Raw -53639.276526 + Penalty 311.367537 = -53327.908988 Iteration 36Q: 3 clusters Score -53327.91 nChanged 82 ComputeScore: Raw -53670.945806 + Penalty 311.367537 = -53359.578268 Iteration 37Q: 3 clusters Score -53359.58 nChanged 81 ComputeScore: Raw -53707.593271 + Penalty 311.367537 = -53396.225734 Iteration 38Q: 3 clusters Score -53396.23 nChanged 80 ComputeScore: Raw -53747.866331 + Penalty 311.367537 = -53436.498794 Iteration 39Q: 3 clusters Score -53436.5 nChanged 81 ComputeScore: Raw -53792.445150 + Penalty 311.367537 = -53481.077612 Iteration 40F: 3 clusters Score -53481.08 nChanged 74 ComputeScore: Raw -53835.213539 + Penalty 311.367537 = -53523.846002 Iteration 41Q: 3 clusters Score -53523.85 nChanged 67 ComputeScore: Raw -53875.397893 + Penalty 311.367537 = -53564.030356 Iteration 42Q: 3 clusters Score -53564.03 nChanged 57 ComputeScore: Raw -53908.356224 + Penalty 311.367537 = -53596.988686 Iteration 43Q: 3 clusters Score -53596.99 nChanged 36 ComputeScore: Raw -53927.768640 + Penalty 311.367537 = -53616.401103 Iteration 44Q: 3 clusters Score -53616.4 nChanged 27 ComputeScore: Raw -53943.919696 + Penalty 311.367537 = -53632.552159 Iteration 45Q: 3 clusters Score -53632.55 nChanged 25 ComputeScore: Raw -53957.903603 + Penalty 311.367537 = -53646.536065 Iteration 46Q: 3 clusters Score -53646.54 nChanged 16 ComputeScore: Raw -53965.403079 + Penalty 311.367537 = -53654.035542 Iteration 47Q: 3 clusters Score -53654.04 nChanged 14 ComputeScore: Raw -53972.553440 + Penalty 311.367537 = -53661.185902 Iteration 48Q: 3 clusters Score -53661.19 nChanged 15 ComputeScore: Raw -53980.845261 + Penalty 311.367537 = -53669.477723 Iteration 49Q: 3 clusters Score -53669.48 nChanged 9 ComputeScore: Raw -53984.508881 + Penalty 311.367537 = -53673.141343 Iteration 50Q: 3 clusters Score -53673.14 nChanged 6 ComputeScore: Raw -53985.839789 + Penalty 311.367537 = -53674.472251 Iteration 51Q: 3 clusters Score -53674.47 nChanged 0 ComputeScore: Raw -53985.839789 + Penalty 311.367537 = -53674.472251 Iteration 52F: 3 clusters Score -53674.47 nChanged 0 Trying to split cluster 8 (264 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3473.689137 + Penalty 100.367084 = -3373.322054 Iteration 0F: 2 clusters Score -3373.322 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3348.634422 + Penalty 200.734168 = -3147.900254 Iteration 0F: 3 clusters Score -3147.9 nChanged 103 ComputeScore: Raw -3420.960054 + Penalty 200.734168 = -3220.225886 Iteration 1F: 3 clusters Score -3220.226 nChanged 23 ComputeScore: Raw -3433.889824 + Penalty 200.734168 = -3233.155656 Iteration 2F: 3 clusters Score -3233.156 nChanged 7 ComputeScore: Raw -3436.250099 + Penalty 200.734168 = -3235.515931 Iteration 3Q: 3 clusters Score -3235.516 nChanged 3 ComputeScore: Raw -3437.712247 + Penalty 200.734168 = -3236.978079 Iteration 4Q: 3 clusters Score -3236.978 nChanged 1 ComputeScore: Raw -3438.387699 + Penalty 200.734168 = -3237.653532 Iteration 5Q: 3 clusters Score -3237.654 nChanged 4 ComputeScore: Raw -3441.335167 + Penalty 200.734168 = -3240.600999 Iteration 6Q: 3 clusters Score -3240.601 nChanged 5 ComputeScore: Raw -3443.475040 + Penalty 200.734168 = -3242.740872 Iteration 7Q: 3 clusters Score -3242.741 nChanged 5 ComputeScore: Raw -3446.331114 + Penalty 200.734168 = -3245.596946 Iteration 8Q: 3 clusters Score -3245.597 nChanged 5 ComputeScore: Raw -3449.256652 + Penalty 200.734168 = -3248.522484 Iteration 9Q: 3 clusters Score -3248.522 nChanged 5 ComputeScore: Raw -3450.495618 + Penalty 200.734168 = -3249.761451 Iteration 10Q: 3 clusters Score -3249.761 nChanged 3 ComputeScore: Raw -3451.776378 + Penalty 200.734168 = -3251.042210 Iteration 11Q: 3 clusters Score -3251.042 nChanged 5 ComputeScore: Raw -3453.689083 + Penalty 200.734168 = -3252.954916 Iteration 12Q: 3 clusters Score -3252.955 nChanged 4 ComputeScore: Raw -3455.618160 + Penalty 200.734168 = -3254.883993 Iteration 13Q: 3 clusters Score -3254.884 nChanged 5 ComputeScore: Raw -3458.147216 + Penalty 200.734168 = -3257.413048 Iteration 14Q: 3 clusters Score -3257.413 nChanged 3 ComputeScore: Raw -3460.075845 + Penalty 200.734168 = -3259.341678 Iteration 15Q: 3 clusters Score -3259.342 nChanged 0 ComputeScore: Raw -3460.075845 + Penalty 200.734168 = -3259.341678 Iteration 16F: 3 clusters Score -3259.342 nChanged 0 Trying to split cluster 9 (10504 points) Assigned 2 initial classes randomly. ComputeScore: Raw -91842.223013 + Penalty 166.671205 = -91675.551807 Iteration 0F: 2 clusters Score -91675.55 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -84954.363283 + Penalty 333.342411 = -84621.020872 Iteration 0F: 3 clusters Score -84621.02 nChanged 5064 ComputeScore: Raw -88147.888382 + Penalty 333.342411 = -87814.545971 Iteration 1F: 3 clusters Score -87814.55 nChanged 619 ComputeScore: Raw -88501.964230 + Penalty 333.342411 = -88168.621819 Iteration 2F: 3 clusters Score -88168.62 nChanged 606 ComputeScore: Raw -88934.436341 + Penalty 333.342411 = -88601.093930 Iteration 3F: 3 clusters Score -88601.09 nChanged 629 ComputeScore: Raw -89373.624770 + Penalty 333.342411 = -89040.282359 Iteration 4F: 3 clusters Score -89040.28 nChanged 589 ComputeScore: Raw -89711.877017 + Penalty 333.342411 = -89378.534606 Iteration 5F: 3 clusters Score -89378.53 nChanged 449 ComputeScore: Raw -89884.471607 + Penalty 333.342411 = -89551.129196 Iteration 6Q: 3 clusters Score -89551.13 nChanged 274 ComputeScore: Raw -89952.355125 + Penalty 333.342411 = -89619.012714 Iteration 7Q: 3 clusters Score -89619.01 nChanged 166 ComputeScore: Raw -89980.698612 + Penalty 333.342411 = -89647.356201 Iteration 8Q: 3 clusters Score -89647.36 nChanged 121 ComputeScore: Raw -90000.175618 + Penalty 333.342411 = -89666.833207 Iteration 9Q: 3 clusters Score -89666.83 nChanged 91 ComputeScore: Raw -90016.524066 + Penalty 333.342411 = -89683.181655 Iteration 10Q: 3 clusters Score -89683.18 nChanged 98 ComputeScore: Raw -90034.487025 + Penalty 333.342411 = -89701.144614 Iteration 11Q: 3 clusters Score -89701.14 nChanged 99 ComputeScore: Raw -90053.413898 + Penalty 333.342411 = -89720.071487 Iteration 12Q: 3 clusters Score -89720.07 nChanged 110 ComputeScore: Raw -90079.324156 + Penalty 333.342411 = -89745.981745 Iteration 13Q: 3 clusters Score -89745.98 nChanged 125 ComputeScore: Raw -90110.686740 + Penalty 333.342411 = -89777.344329 Iteration 14Q: 3 clusters Score -89777.34 nChanged 147 ComputeScore: Raw -90149.003383 + Penalty 333.342411 = -89815.660972 Iteration 15Q: 3 clusters Score -89815.66 nChanged 153 ComputeScore: Raw -90185.953913 + Penalty 333.342411 = -89852.611502 Iteration 16Q: 3 clusters Score -89852.61 nChanged 141 ComputeScore: Raw -90220.304810 + Penalty 333.342411 = -89886.962400 Iteration 17Q: 3 clusters Score -89886.96 nChanged 134 ComputeScore: Raw -90253.926954 + Penalty 333.342411 = -89920.584543 Iteration 18Q: 3 clusters Score -89920.58 nChanged 145 ComputeScore: Raw -90289.980297 + Penalty 333.342411 = -89956.637886 Iteration 19Q: 3 clusters Score -89956.64 nChanged 134 ComputeScore: Raw -90323.276050 + Penalty 333.342411 = -89989.933639 Iteration 20F: 3 clusters Score -89989.93 nChanged 138 ComputeScore: Raw -90364.311020 + Penalty 333.342411 = -90030.968609 Iteration 21Q: 3 clusters Score -90030.97 nChanged 139 ComputeScore: Raw -90415.254320 + Penalty 333.342411 = -90081.911909 Iteration 22Q: 3 clusters Score -90081.91 nChanged 155 ComputeScore: Raw -90486.843631 + Penalty 333.342411 = -90153.501220 Iteration 23Q: 3 clusters Score -90153.5 nChanged 178 ComputeScore: Raw -90572.597429 + Penalty 333.342411 = -90239.255018 Iteration 24Q: 3 clusters Score -90239.26 nChanged 179 ComputeScore: Raw -90654.325565 + Penalty 333.342411 = -90320.983154 Iteration 25Q: 3 clusters Score -90320.98 nChanged 175 ComputeScore: Raw -90731.998718 + Penalty 333.342411 = -90398.656307 Iteration 26Q: 3 clusters Score -90398.66 nChanged 166 ComputeScore: Raw -90814.616226 + Penalty 333.342411 = -90481.273815 Iteration 27Q: 3 clusters Score -90481.27 nChanged 163 ComputeScore: Raw -90901.271411 + Penalty 333.342411 = -90567.929000 Iteration 28Q: 3 clusters Score -90567.93 nChanged 147 ComputeScore: Raw -90986.667433 + Penalty 333.342411 = -90653.325022 Iteration 29Q: 3 clusters Score -90653.33 nChanged 132 ComputeScore: Raw -91061.123797 + Penalty 333.342411 = -90727.781386 Iteration 30Q: 3 clusters Score -90727.78 nChanged 124 ComputeScore: Raw -91118.594004 + Penalty 333.342411 = -90785.251593 Iteration 31Q: 3 clusters Score -90785.25 nChanged 110 ComputeScore: Raw -91166.757087 + Penalty 333.342411 = -90833.414676 Iteration 32Q: 3 clusters Score -90833.41 nChanged 97 ComputeScore: Raw -91202.346518 + Penalty 333.342411 = -90869.004107 Iteration 33Q: 3 clusters Score -90869 nChanged 87 ComputeScore: Raw -91230.663227 + Penalty 333.342411 = -90897.320816 Iteration 34Q: 3 clusters Score -90897.32 nChanged 92 ComputeScore: Raw -91260.339526 + Penalty 333.342411 = -90926.997115 Iteration 35Q: 3 clusters Score -90927 nChanged 101 ComputeScore: Raw -91290.903378 + Penalty 333.342411 = -90957.560967 Iteration 36Q: 3 clusters Score -90957.56 nChanged 98 ComputeScore: Raw -91322.692618 + Penalty 333.342411 = -90989.350207 Iteration 37Q: 3 clusters Score -90989.35 nChanged 102 ComputeScore: Raw -91359.176005 + Penalty 333.342411 = -91025.833595 Iteration 38Q: 3 clusters Score -91025.83 nChanged 104 ComputeScore: Raw -91403.338497 + Penalty 333.342411 = -91069.996086 Iteration 39Q: 3 clusters Score -91070 nChanged 113 ComputeScore: Raw -91452.526654 + Penalty 333.342411 = -91119.184243 Iteration 40F: 3 clusters Score -91119.18 nChanged 104 ComputeScore: Raw -91497.731636 + Penalty 333.342411 = -91164.389225 Iteration 41Q: 3 clusters Score -91164.39 nChanged 110 ComputeScore: Raw -91548.925679 + Penalty 333.342411 = -91215.583268 Iteration 42Q: 3 clusters Score -91215.58 nChanged 109 ComputeScore: Raw -91608.294600 + Penalty 333.342411 = -91274.952189 Iteration 43Q: 3 clusters Score -91274.95 nChanged 98 ComputeScore: Raw -91655.389447 + Penalty 333.342411 = -91322.047036 Iteration 44Q: 3 clusters Score -91322.05 nChanged 85 ComputeScore: Raw -91695.364401 + Penalty 333.342411 = -91362.021990 Iteration 45Q: 3 clusters Score -91362.02 nChanged 48 ComputeScore: Raw -91719.481850 + Penalty 333.342411 = -91386.139439 Iteration 46Q: 3 clusters Score -91386.14 nChanged 44 ComputeScore: Raw -91746.365421 + Penalty 333.342411 = -91413.023010 Iteration 47Q: 3 clusters Score -91413.02 nChanged 40 ComputeScore: Raw -91769.753210 + Penalty 333.342411 = -91436.410799 Iteration 48Q: 3 clusters Score -91436.41 nChanged 31 ComputeScore: Raw -91791.145564 + Penalty 333.342411 = -91457.803153 Iteration 49Q: 3 clusters Score -91457.8 nChanged 25 ComputeScore: Raw -91806.879295 + Penalty 333.342411 = -91473.536884 Iteration 50Q: 3 clusters Score -91473.54 nChanged 25 ComputeScore: Raw -91822.075710 + Penalty 333.342411 = -91488.733299 Iteration 51Q: 3 clusters Score -91488.73 nChanged 24 ComputeScore: Raw -91832.753005 + Penalty 333.342411 = -91499.410594 Iteration 52Q: 3 clusters Score -91499.41 nChanged 17 ComputeScore: Raw -91840.416759 + Penalty 333.342411 = -91507.074348 Iteration 53Q: 3 clusters Score -91507.07 nChanged 14 ComputeScore: Raw -91847.188713 + Penalty 333.342411 = -91513.846302 Iteration 54Q: 3 clusters Score -91513.85 nChanged 16 ComputeScore: Raw -91852.840216 + Penalty 333.342411 = -91519.497805 Iteration 55Q: 3 clusters Score -91519.5 nChanged 13 ComputeScore: Raw -91857.007607 + Penalty 333.342411 = -91523.665196 Iteration 56Q: 3 clusters Score -91523.67 nChanged 12 ComputeScore: Raw -91860.792261 + Penalty 333.342411 = -91527.449850 Iteration 57Q: 3 clusters Score -91527.45 nChanged 11 ComputeScore: Raw -91866.272066 + Penalty 333.342411 = -91532.929655 Iteration 58Q: 3 clusters Score -91532.93 nChanged 9 ComputeScore: Raw -91868.614035 + Penalty 333.342411 = -91535.271624 Iteration 59Q: 3 clusters Score -91535.27 nChanged 2 ComputeScore: Raw -91869.195220 + Penalty 333.342411 = -91535.852809 Iteration 60F: 3 clusters Score -91535.85 nChanged 2 ComputeScore: Raw -91869.563906 + Penalty 333.342411 = -91536.221495 Iteration 61Q: 3 clusters Score -91536.22 nChanged 1 ComputeScore: Raw -91869.975204 + Penalty 333.342411 = -91536.632793 Iteration 62Q: 3 clusters Score -91536.63 nChanged 2 ComputeScore: Raw -91870.988524 + Penalty 333.342411 = -91537.646113 Iteration 63Q: 3 clusters Score -91537.65 nChanged 3 ComputeScore: Raw -91871.750323 + Penalty 333.342411 = -91538.407912 Iteration 64Q: 3 clusters Score -91538.41 nChanged 2 ComputeScore: Raw -91872.561074 + Penalty 333.342411 = -91539.218663 Iteration 65Q: 3 clusters Score -91539.22 nChanged 4 ComputeScore: Raw -91873.634564 + Penalty 333.342411 = -91540.292153 Iteration 66Q: 3 clusters Score -91540.29 nChanged 3 ComputeScore: Raw -91874.592372 + Penalty 333.342411 = -91541.249961 Iteration 67Q: 3 clusters Score -91541.25 nChanged 2 ComputeScore: Raw -91875.003385 + Penalty 333.342411 = -91541.660974 Iteration 68Q: 3 clusters Score -91541.66 nChanged 3 ComputeScore: Raw -91875.884112 + Penalty 333.342411 = -91542.541701 Iteration 69Q: 3 clusters Score -91542.54 nChanged 0 ComputeScore: Raw -91875.884112 + Penalty 333.342411 = -91542.541701 Iteration 70F: 3 clusters Score -91542.54 nChanged 0 Trying to split cluster 10 (642 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7714.863316 + Penalty 116.362589 = -7598.500727 Iteration 0F: 2 clusters Score -7598.501 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7352.699451 + Penalty 232.725179 = -7119.974272 Iteration 0F: 3 clusters Score -7119.974 nChanged 274 ComputeScore: Raw -7523.352961 + Penalty 232.725179 = -7290.627783 Iteration 1F: 3 clusters Score -7290.628 nChanged 57 ComputeScore: Raw -7583.192830 + Penalty 232.725179 = -7350.467651 Iteration 2F: 3 clusters Score -7350.468 nChanged 40 ComputeScore: Raw -7623.054001 + Penalty 232.725179 = -7390.328823 Iteration 3F: 3 clusters Score -7390.329 nChanged 25 ComputeScore: Raw -7644.430892 + Penalty 232.725179 = -7411.705714 Iteration 4Q: 3 clusters Score -7411.706 nChanged 21 ComputeScore: Raw -7655.484299 + Penalty 232.725179 = -7422.759120 Iteration 5Q: 3 clusters Score -7422.759 nChanged 10 ComputeScore: Raw -7659.583817 + Penalty 232.725179 = -7426.858638 Iteration 6Q: 3 clusters Score -7426.859 nChanged 10 ComputeScore: Raw -7663.837301 + Penalty 232.725179 = -7431.112122 Iteration 7Q: 3 clusters Score -7431.112 nChanged 3 ComputeScore: Raw -7665.093492 + Penalty 232.725179 = -7432.368313 Iteration 8Q: 3 clusters Score -7432.368 nChanged 5 ComputeScore: Raw -7669.572058 + Penalty 232.725179 = -7436.846879 Iteration 9Q: 3 clusters Score -7436.847 nChanged 6 ComputeScore: Raw -7675.012705 + Penalty 232.725179 = -7442.287526 Iteration 10Q: 3 clusters Score -7442.288 nChanged 8 ComputeScore: Raw -7677.498053 + Penalty 232.725179 = -7444.772874 Iteration 11Q: 3 clusters Score -7444.773 nChanged 4 ComputeScore: Raw -7678.736592 + Penalty 232.725179 = -7446.011413 Iteration 12Q: 3 clusters Score -7446.011 nChanged 4 ComputeScore: Raw -7680.323369 + Penalty 232.725179 = -7447.598190 Iteration 13Q: 3 clusters Score -7447.598 nChanged 4 ComputeScore: Raw -7680.724360 + Penalty 232.725179 = -7447.999181 Iteration 14Q: 3 clusters Score -7447.999 nChanged 0 ComputeScore: Raw -7680.724360 + Penalty 232.725179 = -7447.999181 Iteration 15F: 3 clusters Score -7447.999 nChanged 0 Trying to split cluster 11 (387 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4773.133386 + Penalty 107.251644 = -4665.881741 Iteration 0F: 2 clusters Score -4665.882 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4572.782931 + Penalty 214.503289 = -4358.279642 Iteration 0F: 3 clusters Score -4358.28 nChanged 146 ComputeScore: Raw -4677.917411 + Penalty 214.503289 = -4463.414122 Iteration 1F: 3 clusters Score -4463.414 nChanged 27 ComputeScore: Raw -4697.013038 + Penalty 214.503289 = -4482.509749 Iteration 2F: 3 clusters Score -4482.51 nChanged 20 ComputeScore: Raw -4710.294058 + Penalty 214.503289 = -4495.790769 Iteration 3F: 3 clusters Score -4495.791 nChanged 22 ComputeScore: Raw -4727.146445 + Penalty 214.503289 = -4512.643156 Iteration 4F: 3 clusters Score -4512.643 nChanged 15 ComputeScore: Raw -4737.175858 + Penalty 214.503289 = -4522.672569 Iteration 5Q: 3 clusters Score -4522.673 nChanged 8 ComputeScore: Raw -4741.785797 + Penalty 214.503289 = -4527.282508 Iteration 6Q: 3 clusters Score -4527.283 nChanged 8 ComputeScore: Raw -4744.892825 + Penalty 214.503289 = -4530.389536 Iteration 7Q: 3 clusters Score -4530.39 nChanged 5 ComputeScore: Raw -4746.338261 + Penalty 214.503289 = -4531.834972 Iteration 8Q: 3 clusters Score -4531.835 nChanged 1 ComputeScore: Raw -4746.704960 + Penalty 214.503289 = -4532.201671 Iteration 9Q: 3 clusters Score -4532.202 nChanged 4 ComputeScore: Raw -4749.845932 + Penalty 214.503289 = -4535.342643 Iteration 10Q: 3 clusters Score -4535.343 nChanged 6 ComputeScore: Raw -4753.867039 + Penalty 214.503289 = -4539.363750 Iteration 11Q: 3 clusters Score -4539.364 nChanged 3 ComputeScore: Raw -4755.206426 + Penalty 214.503289 = -4540.703137 Iteration 12Q: 3 clusters Score -4540.703 nChanged 3 ComputeScore: Raw -4756.506499 + Penalty 214.503289 = -4542.003210 Iteration 13Q: 3 clusters Score -4542.003 nChanged 4 ComputeScore: Raw -4761.468405 + Penalty 214.503289 = -4546.965116 Iteration 14Q: 3 clusters Score -4546.965 nChanged 4 ComputeScore: Raw -4765.864713 + Penalty 214.503289 = -4551.361424 Iteration 15Q: 3 clusters Score -4551.361 nChanged 4 ComputeScore: Raw -4769.815844 + Penalty 214.503289 = -4555.312555 Iteration 16Q: 3 clusters Score -4555.313 nChanged 2 ComputeScore: Raw -4771.498140 + Penalty 214.503289 = -4556.994851 Iteration 17Q: 3 clusters Score -4556.995 nChanged 0 ComputeScore: Raw -4771.498140 + Penalty 214.503289 = -4556.994851 Iteration 18F: 3 clusters Score -4556.995 nChanged 0 Trying to split cluster 12 (1913 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22549.360929 + Penalty 136.015703 = -22413.345226 Iteration 0F: 2 clusters Score -22413.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21406.993617 + Penalty 272.031407 = -21134.962210 Iteration 0F: 3 clusters Score -21134.96 nChanged 884 ComputeScore: Raw -21883.338109 + Penalty 272.031407 = -21611.306702 Iteration 1F: 3 clusters Score -21611.31 nChanged 108 ComputeScore: Raw -21925.367153 + Penalty 272.031407 = -21653.335746 Iteration 2F: 3 clusters Score -21653.34 nChanged 87 ComputeScore: Raw -21961.415406 + Penalty 272.031407 = -21689.383999 Iteration 3Q: 3 clusters Score -21689.38 nChanged 86 ComputeScore: Raw -22000.028050 + Penalty 272.031407 = -21727.996643 Iteration 4Q: 3 clusters Score -21728 nChanged 74 ComputeScore: Raw -22051.077939 + Penalty 272.031407 = -21779.046532 Iteration 5Q: 3 clusters Score -21779.05 nChanged 93 ComputeScore: Raw -22125.791224 + Penalty 272.031407 = -21853.759817 Iteration 6Q: 3 clusters Score -21853.76 nChanged 103 ComputeScore: Raw -22197.985318 + Penalty 272.031407 = -21925.953911 Iteration 7F: 3 clusters Score -21925.95 nChanged 90 ComputeScore: Raw -22251.254528 + Penalty 272.031407 = -21979.223121 Iteration 8Q: 3 clusters Score -21979.22 nChanged 66 ComputeScore: Raw -22276.899620 + Penalty 272.031407 = -22004.868213 Iteration 9Q: 3 clusters Score -22004.87 nChanged 38 ComputeScore: Raw -22286.585808 + Penalty 272.031407 = -22014.554401 Iteration 10Q: 3 clusters Score -22014.55 nChanged 22 ComputeScore: Raw -22292.139353 + Penalty 272.031407 = -22020.107946 Iteration 11Q: 3 clusters Score -22020.11 nChanged 18 ComputeScore: Raw -22296.696630 + Penalty 272.031407 = -22024.665223 Iteration 12Q: 3 clusters Score -22024.67 nChanged 17 ComputeScore: Raw -22300.396303 + Penalty 272.031407 = -22028.364896 Iteration 13Q: 3 clusters Score -22028.36 nChanged 15 ComputeScore: Raw -22304.151876 + Penalty 272.031407 = -22032.120469 Iteration 14Q: 3 clusters Score -22032.12 nChanged 16 ComputeScore: Raw -22307.664954 + Penalty 272.031407 = -22035.633547 Iteration 15Q: 3 clusters Score -22035.63 nChanged 14 ComputeScore: Raw -22313.692228 + Penalty 272.031407 = -22041.660821 Iteration 16Q: 3 clusters Score -22041.66 nChanged 20 ComputeScore: Raw -22321.646267 + Penalty 272.031407 = -22049.614860 Iteration 17Q: 3 clusters Score -22049.61 nChanged 12 ComputeScore: Raw -22325.244041 + Penalty 272.031407 = -22053.212634 Iteration 18Q: 3 clusters Score -22053.21 nChanged 11 ComputeScore: Raw -22327.068982 + Penalty 272.031407 = -22055.037575 Iteration 19Q: 3 clusters Score -22055.04 nChanged 14 ComputeScore: Raw -22329.056307 + Penalty 272.031407 = -22057.024901 Iteration 20F: 3 clusters Score -22057.02 nChanged 9 ComputeScore: Raw -22329.777314 + Penalty 272.031407 = -22057.745907 Iteration 21Q: 3 clusters Score -22057.75 nChanged 6 ComputeScore: Raw -22330.414236 + Penalty 272.031407 = -22058.382829 Iteration 22Q: 3 clusters Score -22058.38 nChanged 4 ComputeScore: Raw -22331.100739 + Penalty 272.031407 = -22059.069332 Iteration 23Q: 3 clusters Score -22059.07 nChanged 9 ComputeScore: Raw -22332.582921 + Penalty 272.031407 = -22060.551514 Iteration 24Q: 3 clusters Score -22060.55 nChanged 9 ComputeScore: Raw -22333.864663 + Penalty 272.031407 = -22061.833256 Iteration 25Q: 3 clusters Score -22061.83 nChanged 4 ComputeScore: Raw -22334.624567 + Penalty 272.031407 = -22062.593161 Iteration 26Q: 3 clusters Score -22062.59 nChanged 5 ComputeScore: Raw -22335.004688 + Penalty 272.031407 = -22062.973282 Iteration 27Q: 3 clusters Score -22062.97 nChanged 2 ComputeScore: Raw -22335.112187 + Penalty 272.031407 = -22063.080780 Iteration 28Q: 3 clusters Score -22063.08 nChanged 4 ComputeScore: Raw -22336.040345 + Penalty 272.031407 = -22064.008938 Iteration 29Q: 3 clusters Score -22064.01 nChanged 2 ComputeScore: Raw -22336.612396 + Penalty 272.031407 = -22064.580989 Iteration 30Q: 3 clusters Score -22064.58 nChanged 4 ComputeScore: Raw -22337.110224 + Penalty 272.031407 = -22065.078817 Iteration 31Q: 3 clusters Score -22065.08 nChanged 3 ComputeScore: Raw -22337.454446 + Penalty 272.031407 = -22065.423039 Iteration 32Q: 3 clusters Score -22065.42 nChanged 2 ComputeScore: Raw -22337.583793 + Penalty 272.031407 = -22065.552387 Iteration 33Q: 3 clusters Score -22065.55 nChanged 2 ComputeScore: Raw -22337.632136 + Penalty 272.031407 = -22065.600729 Iteration 34Q: 3 clusters Score -22065.6 nChanged 1 ComputeScore: Raw -22337.667490 + Penalty 272.031407 = -22065.636083 Iteration 35Q: 3 clusters Score -22065.64 nChanged 0 ComputeScore: Raw -22337.667490 + Penalty 272.031407 = -22065.636083 Iteration 36F: 3 clusters Score -22065.64 nChanged 0 Trying to split cluster 13 (2685 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25427.826833 + Penalty 142.117848 = -25285.708985 Iteration 0F: 2 clusters Score -25285.71 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -23767.853417 + Penalty 284.235696 = -23483.617720 Iteration 0F: 3 clusters Score -23483.62 nChanged 1214 ComputeScore: Raw -24602.183226 + Penalty 284.235696 = -24317.947529 Iteration 1F: 3 clusters Score -24317.95 nChanged 229 ComputeScore: Raw -24737.369001 + Penalty 284.235696 = -24453.133304 Iteration 2F: 3 clusters Score -24453.13 nChanged 184 ComputeScore: Raw -24829.485926 + Penalty 284.235696 = -24545.250230 Iteration 3F: 3 clusters Score -24545.25 nChanged 136 ComputeScore: Raw -24917.999725 + Penalty 284.235696 = -24633.764029 Iteration 4F: 3 clusters Score -24633.76 nChanged 159 ComputeScore: Raw -25050.641967 + Penalty 284.235696 = -24766.406270 Iteration 5F: 3 clusters Score -24766.41 nChanged 146 ComputeScore: Raw -25182.807562 + Penalty 284.235696 = -24898.571866 Iteration 6F: 3 clusters Score -24898.57 nChanged 130 ComputeScore: Raw -25305.456288 + Penalty 284.235696 = -25021.220591 Iteration 7Q: 3 clusters Score -25021.22 nChanged 83 ComputeScore: Raw -25377.357287 + Penalty 284.235696 = -25093.121591 Iteration 8Q: 3 clusters Score -25093.12 nChanged 47 ComputeScore: Raw -25409.690973 + Penalty 284.235696 = -25125.455277 Iteration 9Q: 3 clusters Score -25125.46 nChanged 18 ComputeScore: Raw -25420.455206 + Penalty 284.235696 = -25136.219509 Iteration 10Q: 3 clusters Score -25136.22 nChanged 13 ComputeScore: Raw -25431.316242 + Penalty 284.235696 = -25147.080546 Iteration 11Q: 3 clusters Score -25147.08 nChanged 10 ComputeScore: Raw -25440.232435 + Penalty 284.235696 = -25155.996739 Iteration 12Q: 3 clusters Score -25156 nChanged 5 ComputeScore: Raw -25446.195243 + Penalty 284.235696 = -25161.959547 Iteration 13Q: 3 clusters Score -25161.96 nChanged 4 ComputeScore: Raw -25453.279888 + Penalty 284.235696 = -25169.044192 Iteration 14Q: 3 clusters Score -25169.04 nChanged 3 ComputeScore: Raw -25455.653653 + Penalty 284.235696 = -25171.417957 Iteration 15Q: 3 clusters Score -25171.42 nChanged 3 ComputeScore: Raw -25460.394812 + Penalty 284.235696 = -25176.159116 Iteration 16Q: 3 clusters Score -25176.16 nChanged 1 ComputeScore: Raw -25460.581811 + Penalty 284.235696 = -25176.346115 Iteration 17Q: 3 clusters Score -25176.35 nChanged 0 ComputeScore: Raw -25460.581811 + Penalty 284.235696 = -25176.346115 Iteration 18F: 3 clusters Score -25176.35 nChanged 0 Trying to split cluster 14 (8505 points) Assigned 2 initial classes randomly. ComputeScore: Raw -73018.722289 + Penalty 162.871371 = -72855.850918 Iteration 0F: 2 clusters Score -72855.85 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -67585.937718 + Penalty 325.742742 = -67260.194976 Iteration 0F: 3 clusters Score -67260.19 nChanged 4011 ComputeScore: Raw -70914.930476 + Penalty 325.742742 = -70589.187733 Iteration 1F: 3 clusters Score -70589.19 nChanged 758 ComputeScore: Raw -71547.239655 + Penalty 325.742742 = -71221.496912 Iteration 2F: 3 clusters Score -71221.5 nChanged 591 ComputeScore: Raw -72071.818407 + Penalty 325.742742 = -71746.075665 Iteration 3F: 3 clusters Score -71746.08 nChanged 462 ComputeScore: Raw -72513.528345 + Penalty 325.742742 = -72187.785603 Iteration 4F: 3 clusters Score -72187.79 nChanged 314 ComputeScore: Raw -72816.775574 + Penalty 325.742742 = -72491.032832 Iteration 5Q: 3 clusters Score -72491.03 nChanged 152 ComputeScore: Raw -72958.146737 + Penalty 325.742742 = -72632.403995 Iteration 6Q: 3 clusters Score -72632.4 nChanged 62 ComputeScore: Raw -73015.701228 + Penalty 325.742742 = -72689.958486 Iteration 7Q: 3 clusters Score -72689.96 nChanged 17 ComputeScore: Raw -73030.606360 + Penalty 325.742742 = -72704.863618 Iteration 8Q: 3 clusters Score -72704.86 nChanged 7 ComputeScore: Raw -73038.339308 + Penalty 325.742742 = -72712.596566 Iteration 9Q: 3 clusters Score -72712.6 nChanged 7 ComputeScore: Raw -73043.630230 + Penalty 325.742742 = -72717.887488 Iteration 10Q: 3 clusters Score -72717.89 nChanged 1 ComputeScore: Raw -73045.796470 + Penalty 325.742742 = -72720.053728 Iteration 11Q: 3 clusters Score -72720.05 nChanged 1 ComputeScore: Raw -73047.003061 + Penalty 325.742742 = -72721.260319 Iteration 12Q: 3 clusters Score -72721.26 nChanged 1 ComputeScore: Raw -73047.223613 + Penalty 325.742742 = -72721.480871 Iteration 13Q: 3 clusters Score -72721.48 nChanged 0 ComputeScore: Raw -73047.223613 + Penalty 325.742742 = -72721.480871 Iteration 14F: 3 clusters Score -72721.48 nChanged 0 Trying to split cluster 15 (4912 points) Assigned 2 initial classes randomly. ComputeScore: Raw -43118.662959 + Penalty 152.989856 = -42965.673102 Iteration 0F: 2 clusters Score -42965.67 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -40086.726827 + Penalty 305.979713 = -39780.747114 Iteration 0F: 3 clusters Score -39780.75 nChanged 2242 ComputeScore: Raw -41692.564804 + Penalty 305.979713 = -41386.585091 Iteration 1F: 3 clusters Score -41386.59 nChanged 396 ComputeScore: Raw -41945.636521 + Penalty 305.979713 = -41639.656808 Iteration 2F: 3 clusters Score -41639.66 nChanged 361 ComputeScore: Raw -42219.065659 + Penalty 305.979713 = -41913.085946 Iteration 3F: 3 clusters Score -41913.09 nChanged 351 ComputeScore: Raw -42534.971025 + Penalty 305.979713 = -42228.991312 Iteration 4F: 3 clusters Score -42228.99 nChanged 305 ComputeScore: Raw -42793.992604 + Penalty 305.979713 = -42488.012891 Iteration 5F: 3 clusters Score -42488.01 nChanged 206 ComputeScore: Raw -42970.772963 + Penalty 305.979713 = -42664.793250 Iteration 6Q: 3 clusters Score -42664.79 nChanged 149 ComputeScore: Raw -43076.780415 + Penalty 305.979713 = -42770.800702 Iteration 7Q: 3 clusters Score -42770.8 nChanged 78 ComputeScore: Raw -43128.758057 + Penalty 305.979713 = -42822.778344 Iteration 8Q: 3 clusters Score -42822.78 nChanged 34 ComputeScore: Raw -43152.095073 + Penalty 305.979713 = -42846.115360 Iteration 9Q: 3 clusters Score -42846.12 nChanged 20 ComputeScore: Raw -43165.173871 + Penalty 305.979713 = -42859.194158 Iteration 10Q: 3 clusters Score -42859.19 nChanged 17 ComputeScore: Raw -43185.040018 + Penalty 305.979713 = -42879.060305 Iteration 11Q: 3 clusters Score -42879.06 nChanged 11 ComputeScore: Raw -43214.488706 + Penalty 305.979713 = -42908.508993 Iteration 12Q: 3 clusters Score -42908.51 nChanged 13 ComputeScore: Raw -43226.926895 + Penalty 305.979713 = -42920.947182 Iteration 13Q: 3 clusters Score -42920.95 nChanged 7 ComputeScore: Raw -43234.665379 + Penalty 305.979713 = -42928.685666 Iteration 14Q: 3 clusters Score -42928.69 nChanged 6 ComputeScore: Raw -43245.579605 + Penalty 305.979713 = -42939.599892 Iteration 15Q: 3 clusters Score -42939.6 nChanged 6 ComputeScore: Raw -43247.438638 + Penalty 305.979713 = -42941.458925 Iteration 16Q: 3 clusters Score -42941.46 nChanged 3 ComputeScore: Raw -43249.939745 + Penalty 305.979713 = -42943.960032 Iteration 17Q: 3 clusters Score -42943.96 nChanged 3 ComputeScore: Raw -43251.197857 + Penalty 305.979713 = -42945.218145 Iteration 18Q: 3 clusters Score -42945.22 nChanged 2 ComputeScore: Raw -43251.616068 + Penalty 305.979713 = -42945.636355 Iteration 19Q: 3 clusters Score -42945.64 nChanged 2 ComputeScore: Raw -43252.259513 + Penalty 305.979713 = -42946.279800 Iteration 20F: 3 clusters Score -42946.28 nChanged 1 ComputeScore: Raw -43252.448531 + Penalty 305.979713 = -42946.468818 Iteration 21Q: 3 clusters Score -42946.47 nChanged 1 ComputeScore: Raw -43253.094859 + Penalty 305.979713 = -42947.115146 Iteration 22Q: 3 clusters Score -42947.12 nChanged 0 ComputeScore: Raw -43253.094859 + Penalty 305.979713 = -42947.115146 Iteration 23F: 3 clusters Score -42947.12 nChanged 0 Trying to split cluster 16 (2728 points) Assigned 2 initial classes randomly. ComputeScore: Raw -28906.121399 + Penalty 142.403832 = -28763.717567 Iteration 0F: 2 clusters Score -28763.72 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27171.316647 + Penalty 284.807665 = -26886.508982 Iteration 0F: 3 clusters Score -26886.51 nChanged 1278 ComputeScore: Raw -27963.087744 + Penalty 284.807665 = -27678.280079 Iteration 1F: 3 clusters Score -27678.28 nChanged 220 ComputeScore: Raw -28110.396805 + Penalty 284.807665 = -27825.589140 Iteration 2F: 3 clusters Score -27825.59 nChanged 212 ComputeScore: Raw -28278.168098 + Penalty 284.807665 = -27993.360433 Iteration 3F: 3 clusters Score -27993.36 nChanged 206 ComputeScore: Raw -28460.966363 + Penalty 284.807665 = -28176.158699 Iteration 4F: 3 clusters Score -28176.16 nChanged 181 ComputeScore: Raw -28648.402736 + Penalty 284.807665 = -28363.595071 Iteration 5F: 3 clusters Score -28363.6 nChanged 125 ComputeScore: Raw -28785.553212 + Penalty 284.807665 = -28500.745547 Iteration 6Q: 3 clusters Score -28500.75 nChanged 68 ComputeScore: Raw -28854.358631 + Penalty 284.807665 = -28569.550967 Iteration 7Q: 3 clusters Score -28569.55 nChanged 37 ComputeScore: Raw -28883.181965 + Penalty 284.807665 = -28598.374301 Iteration 8Q: 3 clusters Score -28598.37 nChanged 21 ComputeScore: Raw -28893.664324 + Penalty 284.807665 = -28608.856660 Iteration 9Q: 3 clusters Score -28608.86 nChanged 13 ComputeScore: Raw -28900.819569 + Penalty 284.807665 = -28616.011905 Iteration 10Q: 3 clusters Score -28616.01 nChanged 13 ComputeScore: Raw -28906.090056 + Penalty 284.807665 = -28621.282391 Iteration 11Q: 3 clusters Score -28621.28 nChanged 6 ComputeScore: Raw -28909.258699 + Penalty 284.807665 = -28624.451034 Iteration 12Q: 3 clusters Score -28624.45 nChanged 6 ComputeScore: Raw -28911.261162 + Penalty 284.807665 = -28626.453497 Iteration 13Q: 3 clusters Score -28626.45 nChanged 5 ComputeScore: Raw -28912.366074 + Penalty 284.807665 = -28627.558409 Iteration 14Q: 3 clusters Score -28627.56 nChanged 3 ComputeScore: Raw -28912.748903 + Penalty 284.807665 = -28627.941239 Iteration 15Q: 3 clusters Score -28627.94 nChanged 2 ComputeScore: Raw -28913.099857 + Penalty 284.807665 = -28628.292193 Iteration 16Q: 3 clusters Score -28628.29 nChanged 3 ComputeScore: Raw -28913.369903 + Penalty 284.807665 = -28628.562238 Iteration 17Q: 3 clusters Score -28628.56 nChanged 0 ComputeScore: Raw -28913.369903 + Penalty 284.807665 = -28628.562238 Iteration 18F: 3 clusters Score -28628.56 nChanged 0 Trying to split cluster 17 (361 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4784.724922 + Penalty 105.999803 = -4678.725119 Iteration 0F: 2 clusters Score -4678.725 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4601.759341 + Penalty 211.999606 = -4389.759734 Iteration 0F: 3 clusters Score -4389.76 nChanged 147 ComputeScore: Raw -4691.781178 + Penalty 211.999606 = -4479.781571 Iteration 1F: 3 clusters Score -4479.782 nChanged 28 ComputeScore: Raw -4718.490513 + Penalty 211.999606 = -4506.490907 Iteration 2F: 3 clusters Score -4506.491 nChanged 18 ComputeScore: Raw -4731.442850 + Penalty 211.999606 = -4519.443243 Iteration 3Q: 3 clusters Score -4519.443 nChanged 10 ComputeScore: Raw -4739.933844 + Penalty 211.999606 = -4527.934237 Iteration 4Q: 3 clusters Score -4527.934 nChanged 11 ComputeScore: Raw -4744.180502 + Penalty 211.999606 = -4532.180896 Iteration 5Q: 3 clusters Score -4532.181 nChanged 8 ComputeScore: Raw -4751.308333 + Penalty 211.999606 = -4539.308726 Iteration 6Q: 3 clusters Score -4539.309 nChanged 8 ComputeScore: Raw -4755.545728 + Penalty 211.999606 = -4543.546121 Iteration 7Q: 3 clusters Score -4543.546 nChanged 7 ComputeScore: Raw -4761.457926 + Penalty 211.999606 = -4549.458320 Iteration 8Q: 3 clusters Score -4549.458 nChanged 9 ComputeScore: Raw -4768.483190 + Penalty 211.999606 = -4556.483584 Iteration 9Q: 3 clusters Score -4556.484 nChanged 5 ComputeScore: Raw -4771.818756 + Penalty 211.999606 = -4559.819149 Iteration 10Q: 3 clusters Score -4559.819 nChanged 3 ComputeScore: Raw -4774.042051 + Penalty 211.999606 = -4562.042444 Iteration 11Q: 3 clusters Score -4562.042 nChanged 1 ComputeScore: Raw -4774.494252 + Penalty 211.999606 = -4562.494646 Iteration 12Q: 3 clusters Score -4562.495 nChanged 1 ComputeScore: Raw -4774.610888 + Penalty 211.999606 = -4562.611282 Iteration 13Q: 3 clusters Score -4562.611 nChanged 0 ComputeScore: Raw -4774.610888 + Penalty 211.999606 = -4562.611282 Iteration 14F: 3 clusters Score -4562.611 nChanged 0 Trying to split cluster 18 (5650 points) Assigned 2 initial classes randomly. ComputeScore: Raw -49756.509168 + Penalty 155.509395 = -49600.999774 Iteration 0F: 2 clusters Score -49601 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -46129.597798 + Penalty 311.018790 = -45818.579008 Iteration 0F: 3 clusters Score -45818.58 nChanged 2711 ComputeScore: Raw -47729.131081 + Penalty 311.018790 = -47418.112291 Iteration 1F: 3 clusters Score -47418.11 nChanged 363 ComputeScore: Raw -47940.575263 + Penalty 311.018790 = -47629.556473 Iteration 2F: 3 clusters Score -47629.56 nChanged 370 ComputeScore: Raw -48216.271636 + Penalty 311.018790 = -47905.252847 Iteration 3F: 3 clusters Score -47905.25 nChanged 386 ComputeScore: Raw -48571.646858 + Penalty 311.018790 = -48260.628068 Iteration 4F: 3 clusters Score -48260.63 nChanged 328 ComputeScore: Raw -48865.785670 + Penalty 311.018790 = -48554.766880 Iteration 5F: 3 clusters Score -48554.77 nChanged 268 ComputeScore: Raw -49070.302875 + Penalty 311.018790 = -48759.284085 Iteration 6Q: 3 clusters Score -48759.28 nChanged 172 ComputeScore: Raw -49173.989173 + Penalty 311.018790 = -48862.970384 Iteration 7Q: 3 clusters Score -48862.97 nChanged 122 ComputeScore: Raw -49243.981156 + Penalty 311.018790 = -48932.962367 Iteration 8Q: 3 clusters Score -48932.96 nChanged 92 ComputeScore: Raw -49288.520839 + Penalty 311.018790 = -48977.502050 Iteration 9Q: 3 clusters Score -48977.5 nChanged 73 ComputeScore: Raw -49316.656217 + Penalty 311.018790 = -49005.637428 Iteration 10Q: 3 clusters Score -49005.64 nChanged 72 ComputeScore: Raw -49343.322718 + Penalty 311.018790 = -49032.303928 Iteration 11Q: 3 clusters Score -49032.3 nChanged 70 ComputeScore: Raw -49364.782854 + Penalty 311.018790 = -49053.764064 Iteration 12Q: 3 clusters Score -49053.76 nChanged 66 ComputeScore: Raw -49388.438648 + Penalty 311.018790 = -49077.419858 Iteration 13Q: 3 clusters Score -49077.42 nChanged 64 ComputeScore: Raw -49413.238895 + Penalty 311.018790 = -49102.220105 Iteration 14Q: 3 clusters Score -49102.22 nChanged 68 ComputeScore: Raw -49442.040439 + Penalty 311.018790 = -49131.021650 Iteration 15Q: 3 clusters Score -49131.02 nChanged 71 ComputeScore: Raw -49470.816026 + Penalty 311.018790 = -49159.797236 Iteration 16Q: 3 clusters Score -49159.8 nChanged 60 ComputeScore: Raw -49500.145772 + Penalty 311.018790 = -49189.126982 Iteration 17Q: 3 clusters Score -49189.13 nChanged 65 ComputeScore: Raw -49541.001561 + Penalty 311.018790 = -49229.982771 Iteration 18Q: 3 clusters Score -49229.98 nChanged 60 ComputeScore: Raw -49581.838938 + Penalty 311.018790 = -49270.820148 Iteration 19Q: 3 clusters Score -49270.82 nChanged 73 ComputeScore: Raw -49627.158352 + Penalty 311.018790 = -49316.139562 Iteration 20F: 3 clusters Score -49316.14 nChanged 55 ComputeScore: Raw -49655.401208 + Penalty 311.018790 = -49344.382418 Iteration 21Q: 3 clusters Score -49344.38 nChanged 44 ComputeScore: Raw -49677.209395 + Penalty 311.018790 = -49366.190605 Iteration 22Q: 3 clusters Score -49366.19 nChanged 42 ComputeScore: Raw -49694.275963 + Penalty 311.018790 = -49383.257173 Iteration 23Q: 3 clusters Score -49383.26 nChanged 36 ComputeScore: Raw -49709.103128 + Penalty 311.018790 = -49398.084338 Iteration 24Q: 3 clusters Score -49398.08 nChanged 35 ComputeScore: Raw -49723.728020 + Penalty 311.018790 = -49412.709230 Iteration 25Q: 3 clusters Score -49412.71 nChanged 27 ComputeScore: Raw -49732.677174 + Penalty 311.018790 = -49421.658385 Iteration 26Q: 3 clusters Score -49421.66 nChanged 26 ComputeScore: Raw -49744.613149 + Penalty 311.018790 = -49433.594359 Iteration 27Q: 3 clusters Score -49433.59 nChanged 18 ComputeScore: Raw -49760.403355 + Penalty 311.018790 = -49449.384565 Iteration 28Q: 3 clusters Score -49449.38 nChanged 22 ComputeScore: Raw -49794.725642 + Penalty 311.018790 = -49483.706852 Iteration 29Q: 3 clusters Score -49483.71 nChanged 37 ComputeScore: Raw -49855.693097 + Penalty 311.018790 = -49544.674308 Iteration 30Q: 3 clusters Score -49544.67 nChanged 39 ComputeScore: Raw -49914.082046 + Penalty 311.018790 = -49603.063257 Iteration 31Q: 3 clusters Score -49603.06 nChanged 35 ComputeScore: Raw -49952.218992 + Penalty 311.018790 = -49641.200202 Iteration 32Q: 3 clusters Score -49641.2 nChanged 33 ComputeScore: Raw -49985.813573 + Penalty 311.018790 = -49674.794783 Iteration 33Q: 3 clusters Score -49674.79 nChanged 24 ComputeScore: Raw -50000.830059 + Penalty 311.018790 = -49689.811269 Iteration 34Q: 3 clusters Score -49689.81 nChanged 21 ComputeScore: Raw -50006.082497 + Penalty 311.018790 = -49695.063707 Iteration 35Q: 3 clusters Score -49695.06 nChanged 17 ComputeScore: Raw -50009.760757 + Penalty 311.018790 = -49698.741967 Iteration 36Q: 3 clusters Score -49698.74 nChanged 8 ComputeScore: Raw -50011.287303 + Penalty 311.018790 = -49700.268514 Iteration 37Q: 3 clusters Score -49700.27 nChanged 8 ComputeScore: Raw -50013.584714 + Penalty 311.018790 = -49702.565924 Iteration 38Q: 3 clusters Score -49702.57 nChanged 7 ComputeScore: Raw -50015.172989 + Penalty 311.018790 = -49704.154199 Iteration 39Q: 3 clusters Score -49704.15 nChanged 6 ComputeScore: Raw -50018.146361 + Penalty 311.018790 = -49707.127571 Iteration 40F: 3 clusters Score -49707.13 nChanged 11 ComputeScore: Raw -50021.116033 + Penalty 311.018790 = -49710.097243 Iteration 41Q: 3 clusters Score -49710.1 nChanged 7 ComputeScore: Raw -50022.835039 + Penalty 311.018790 = -49711.816249 Iteration 42Q: 3 clusters Score -49711.82 nChanged 7 ComputeScore: Raw -50024.540861 + Penalty 311.018790 = -49713.522071 Iteration 43Q: 3 clusters Score -49713.52 nChanged 6 ComputeScore: Raw -50025.308018 + Penalty 311.018790 = -49714.289229 Iteration 44Q: 3 clusters Score -49714.29 nChanged 2 ComputeScore: Raw -50025.544208 + Penalty 311.018790 = -49714.525418 Iteration 45Q: 3 clusters Score -49714.53 nChanged 1 ComputeScore: Raw -50025.638909 + Penalty 311.018790 = -49714.620119 Iteration 46Q: 3 clusters Score -49714.62 nChanged 1 ComputeScore: Raw -50025.911056 + Penalty 311.018790 = -49714.892266 Iteration 47Q: 3 clusters Score -49714.89 nChanged 3 ComputeScore: Raw -50026.630991 + Penalty 311.018790 = -49715.612202 Iteration 48Q: 3 clusters Score -49715.61 nChanged 4 ComputeScore: Raw -50027.855033 + Penalty 311.018790 = -49716.836244 Iteration 49Q: 3 clusters Score -49716.84 nChanged 1 ComputeScore: Raw -50027.975421 + Penalty 311.018790 = -49716.956632 Iteration 50Q: 3 clusters Score -49716.96 nChanged 0 ComputeScore: Raw -50027.975421 + Penalty 311.018790 = -49716.956632 Iteration 51F: 3 clusters Score -49716.96 nChanged 0 ComputeScore: Raw -538441.432169 + Penalty 5702.421400 = -532739.010769Splitting cluster 18 changes total score from -532671.202423 to -532739.010769 So it's getting split into cluster 28. Trying to split cluster 19 (746 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8755.977672 + Penalty 119.065061 = -8636.912611 Iteration 0F: 2 clusters Score -8636.913 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8345.327101 + Penalty 238.130122 = -8107.196980 Iteration 0F: 3 clusters Score -8107.197 nChanged 327 ComputeScore: Raw -8543.489335 + Penalty 238.130122 = -8305.359213 Iteration 1F: 3 clusters Score -8305.359 nChanged 60 ComputeScore: Raw -8589.532982 + Penalty 238.130122 = -8351.402860 Iteration 2F: 3 clusters Score -8351.403 nChanged 48 ComputeScore: Raw -8627.921801 + Penalty 238.130122 = -8389.791679 Iteration 3F: 3 clusters Score -8389.792 nChanged 33 ComputeScore: Raw -8656.537649 + Penalty 238.130122 = -8418.407527 Iteration 4Q: 3 clusters Score -8418.408 nChanged 28 ComputeScore: Raw -8688.306401 + Penalty 238.130122 = -8450.176279 Iteration 5Q: 3 clusters Score -8450.176 nChanged 29 ComputeScore: Raw -8713.691682 + Penalty 238.130122 = -8475.561561 Iteration 6Q: 3 clusters Score -8475.562 nChanged 19 ComputeScore: Raw -8728.481014 + Penalty 238.130122 = -8490.350892 Iteration 7Q: 3 clusters Score -8490.351 nChanged 15 ComputeScore: Raw -8736.531892 + Penalty 238.130122 = -8498.401771 Iteration 8Q: 3 clusters Score -8498.402 nChanged 11 ComputeScore: Raw -8741.067500 + Penalty 238.130122 = -8502.937378 Iteration 9Q: 3 clusters Score -8502.937 nChanged 6 ComputeScore: Raw -8743.060179 + Penalty 238.130122 = -8504.930057 Iteration 10Q: 3 clusters Score -8504.93 nChanged 3 ComputeScore: Raw -8743.653552 + Penalty 238.130122 = -8505.523430 Iteration 11Q: 3 clusters Score -8505.523 nChanged 2 ComputeScore: Raw -8744.227061 + Penalty 238.130122 = -8506.096939 Iteration 12Q: 3 clusters Score -8506.097 nChanged 2 ComputeScore: Raw -8744.620993 + Penalty 238.130122 = -8506.490872 Iteration 13Q: 3 clusters Score -8506.491 nChanged 3 ComputeScore: Raw -8745.546506 + Penalty 238.130122 = -8507.416384 Iteration 14Q: 3 clusters Score -8507.416 nChanged 4 ComputeScore: Raw -8746.617686 + Penalty 238.130122 = -8508.487565 Iteration 15Q: 3 clusters Score -8508.488 nChanged 2 ComputeScore: Raw -8747.849709 + Penalty 238.130122 = -8509.719588 Iteration 16Q: 3 clusters Score -8509.72 nChanged 2 ComputeScore: Raw -8748.634234 + Penalty 238.130122 = -8510.504112 Iteration 17Q: 3 clusters Score -8510.504 nChanged 3 ComputeScore: Raw -8749.539882 + Penalty 238.130122 = -8511.409760 Iteration 18Q: 3 clusters Score -8511.41 nChanged 3 ComputeScore: Raw -8750.355046 + Penalty 238.130122 = -8512.224925 Iteration 19Q: 3 clusters Score -8512.225 nChanged 2 ComputeScore: Raw -8751.226140 + Penalty 238.130122 = -8513.096018 Iteration 20F: 3 clusters Score -8513.096 nChanged 0 Trying to split cluster 20 (1910 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21282.337653 + Penalty 135.987453 = -21146.350200 Iteration 0F: 2 clusters Score -21146.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -20135.577909 + Penalty 271.974907 = -19863.603003 Iteration 0F: 3 clusters Score -19863.6 nChanged 861 ComputeScore: Raw -20676.463344 + Penalty 271.974907 = -20404.488437 Iteration 1F: 3 clusters Score -20404.49 nChanged 154 ComputeScore: Raw -20801.106306 + Penalty 271.974907 = -20529.131400 Iteration 2F: 3 clusters Score -20529.13 nChanged 149 ComputeScore: Raw -20977.224302 + Penalty 271.974907 = -20705.249395 Iteration 3F: 3 clusters Score -20705.25 nChanged 113 ComputeScore: Raw -21147.619060 + Penalty 271.974907 = -20875.644153 Iteration 4F: 3 clusters Score -20875.64 nChanged 107 ComputeScore: Raw -21377.596100 + Penalty 271.974907 = -21105.621193 Iteration 5F: 3 clusters Score -21105.62 nChanged 91 ComputeScore: Raw -21510.007751 + Penalty 271.974907 = -21238.032844 Iteration 6Q: 3 clusters Score -21238.03 nChanged 61 ComputeScore: Raw -21581.286295 + Penalty 271.974907 = -21309.311388 Iteration 7Q: 3 clusters Score -21309.31 nChanged 30 ComputeScore: Raw -21608.912662 + Penalty 271.974907 = -21336.937755 Iteration 8Q: 3 clusters Score -21336.94 nChanged 10 ComputeScore: Raw -21614.611379 + Penalty 271.974907 = -21342.636472 Iteration 9Q: 3 clusters Score -21342.64 nChanged 2 ComputeScore: Raw -21615.284392 + Penalty 271.974907 = -21343.309485 Iteration 10Q: 3 clusters Score -21343.31 nChanged 1 ComputeScore: Raw -21615.309165 + Penalty 271.974907 = -21343.334258 Iteration 11Q: 3 clusters Score -21343.33 nChanged 0 ComputeScore: Raw -21615.309165 + Penalty 271.974907 = -21343.334258 Iteration 12F: 3 clusters Score -21343.33 nChanged 0 ComputeScore: Raw -538774.403681 + Penalty 5906.079307 = -532868.324374Splitting cluster 20 changes total score from -532671.202423 to -532868.324374 So it's getting split into cluster 29. Trying to split cluster 21 (3584 points) Assigned 2 initial classes randomly. ComputeScore: Raw -34057.998308 + Penalty 147.316226 = -33910.682082 Iteration 0F: 2 clusters Score -33910.68 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -31803.633093 + Penalty 294.632452 = -31509.000641 Iteration 0F: 3 clusters Score -31509 nChanged 1669 ComputeScore: Raw -32724.315704 + Penalty 294.632452 = -32429.683252 Iteration 1F: 3 clusters Score -32429.68 nChanged 208 ComputeScore: Raw -32824.135261 + Penalty 294.632452 = -32529.502809 Iteration 2F: 3 clusters Score -32529.5 nChanged 198 ComputeScore: Raw -32941.035767 + Penalty 294.632452 = -32646.403315 Iteration 3F: 3 clusters Score -32646.4 nChanged 203 ComputeScore: Raw -33067.058620 + Penalty 294.632452 = -32772.426168 Iteration 4F: 3 clusters Score -32772.43 nChanged 189 ComputeScore: Raw -33196.608785 + Penalty 294.632452 = -32901.976333 Iteration 5F: 3 clusters Score -32901.98 nChanged 186 ComputeScore: Raw -33351.236200 + Penalty 294.632452 = -33056.603748 Iteration 6F: 3 clusters Score -33056.6 nChanged 183 ComputeScore: Raw -33504.142550 + Penalty 294.632452 = -33209.510098 Iteration 7F: 3 clusters Score -33209.51 nChanged 143 ComputeScore: Raw -33617.700009 + Penalty 294.632452 = -33323.067557 Iteration 8Q: 3 clusters Score -33323.07 nChanged 113 ComputeScore: Raw -33692.387705 + Penalty 294.632452 = -33397.755254 Iteration 9Q: 3 clusters Score -33397.76 nChanged 103 ComputeScore: Raw -33758.420268 + Penalty 294.632452 = -33463.787816 Iteration 10Q: 3 clusters Score -33463.79 nChanged 93 ComputeScore: Raw -33808.143783 + Penalty 294.632452 = -33513.511331 Iteration 11Q: 3 clusters Score -33513.51 nChanged 74 ComputeScore: Raw -33846.054747 + Penalty 294.632452 = -33551.422295 Iteration 12Q: 3 clusters Score -33551.42 nChanged 68 ComputeScore: Raw -33882.908080 + Penalty 294.632452 = -33588.275628 Iteration 13Q: 3 clusters Score -33588.28 nChanged 71 ComputeScore: Raw -33928.592868 + Penalty 294.632452 = -33633.960416 Iteration 14Q: 3 clusters Score -33633.96 nChanged 56 ComputeScore: Raw -33966.721616 + Penalty 294.632452 = -33672.089164 Iteration 15Q: 3 clusters Score -33672.09 nChanged 39 ComputeScore: Raw -33995.113991 + Penalty 294.632452 = -33700.481539 Iteration 16Q: 3 clusters Score -33700.48 nChanged 31 ComputeScore: Raw -34018.243069 + Penalty 294.632452 = -33723.610617 Iteration 17Q: 3 clusters Score -33723.61 nChanged 20 ComputeScore: Raw -34033.431098 + Penalty 294.632452 = -33738.798646 Iteration 18Q: 3 clusters Score -33738.8 nChanged 21 ComputeScore: Raw -34054.678565 + Penalty 294.632452 = -33760.046113 Iteration 19Q: 3 clusters Score -33760.05 nChanged 14 ComputeScore: Raw -34070.620425 + Penalty 294.632452 = -33775.987973 Iteration 20F: 3 clusters Score -33775.99 nChanged 8 ComputeScore: Raw -34077.837295 + Penalty 294.632452 = -33783.204843 Iteration 21Q: 3 clusters Score -33783.2 nChanged 3 ComputeScore: Raw -34082.267902 + Penalty 294.632452 = -33787.635450 Iteration 22Q: 3 clusters Score -33787.64 nChanged 2 ComputeScore: Raw -34083.914715 + Penalty 294.632452 = -33789.282263 Iteration 23Q: 3 clusters Score -33789.28 nChanged 0 ComputeScore: Raw -34083.914715 + Penalty 294.632452 = -33789.282263 Iteration 24F: 3 clusters Score -33789.28 nChanged 0 Trying to split cluster 22 (805 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9544.511221 + Penalty 120.435161 = -9424.076060 Iteration 0F: 2 clusters Score -9424.076 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9116.587276 + Penalty 240.870322 = -8875.716954 Iteration 0F: 3 clusters Score -8875.717 nChanged 326 ComputeScore: Raw -9330.884112 + Penalty 240.870322 = -9090.013790 Iteration 1F: 3 clusters Score -9090.014 nChanged 48 ComputeScore: Raw -9353.927678 + Penalty 240.870322 = -9113.057356 Iteration 2F: 3 clusters Score -9113.057 nChanged 38 ComputeScore: Raw -9378.426873 + Penalty 240.870322 = -9137.556551 Iteration 3Q: 3 clusters Score -9137.557 nChanged 37 ComputeScore: Raw -9408.109026 + Penalty 240.870322 = -9167.238704 Iteration 4Q: 3 clusters Score -9167.239 nChanged 31 ComputeScore: Raw -9427.531303 + Penalty 240.870322 = -9186.660981 Iteration 5Q: 3 clusters Score -9186.661 nChanged 27 ComputeScore: Raw -9445.972966 + Penalty 240.870322 = -9205.102644 Iteration 6Q: 3 clusters Score -9205.103 nChanged 19 ComputeScore: Raw -9457.887220 + Penalty 240.870322 = -9217.016898 Iteration 7Q: 3 clusters Score -9217.017 nChanged 13 ComputeScore: Raw -9466.543765 + Penalty 240.870322 = -9225.673443 Iteration 8Q: 3 clusters Score -9225.673 nChanged 15 ComputeScore: Raw -9475.547766 + Penalty 240.870322 = -9234.677444 Iteration 9Q: 3 clusters Score -9234.677 nChanged 16 ComputeScore: Raw -9484.400234 + Penalty 240.870322 = -9243.529912 Iteration 10Q: 3 clusters Score -9243.53 nChanged 12 ComputeScore: Raw -9495.245212 + Penalty 240.870322 = -9254.374890 Iteration 11Q: 3 clusters Score -9254.375 nChanged 17 ComputeScore: Raw -9512.728353 + Penalty 240.870322 = -9271.858031 Iteration 12Q: 3 clusters Score -9271.858 nChanged 12 ComputeScore: Raw -9524.515548 + Penalty 240.870322 = -9283.645226 Iteration 13Q: 3 clusters Score -9283.645 nChanged 7 ComputeScore: Raw -9528.313473 + Penalty 240.870322 = -9287.443151 Iteration 14Q: 3 clusters Score -9287.443 nChanged 2 ComputeScore: Raw -9529.022578 + Penalty 240.870322 = -9288.152256 Iteration 15Q: 3 clusters Score -9288.152 nChanged 3 ComputeScore: Raw -9532.639431 + Penalty 240.870322 = -9291.769109 Iteration 16Q: 3 clusters Score -9291.769 nChanged 7 ComputeScore: Raw -9548.142728 + Penalty 240.870322 = -9307.272406 Iteration 17Q: 3 clusters Score -9307.272 nChanged 4 ComputeScore: Raw -9553.360201 + Penalty 240.870322 = -9312.489879 Iteration 18Q: 3 clusters Score -9312.49 nChanged 3 ComputeScore: Raw -9557.260697 + Penalty 240.870322 = -9316.390375 Iteration 19Q: 3 clusters Score -9316.39 nChanged 1 ComputeScore: Raw -9557.479586 + Penalty 240.870322 = -9316.609264 Iteration 20F: 3 clusters Score -9316.609 nChanged 0 Trying to split cluster 23 (716 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9481.346161 + Penalty 118.326243 = -9363.019918 Iteration 0F: 2 clusters Score -9363.02 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9107.198855 + Penalty 236.652486 = -8870.546369 Iteration 0F: 3 clusters Score -8870.546 nChanged 278 ComputeScore: Raw -9257.639700 + Penalty 236.652486 = -9020.987214 Iteration 1F: 3 clusters Score -9020.987 nChanged 58 ComputeScore: Raw -9297.661313 + Penalty 236.652486 = -9061.008826 Iteration 2F: 3 clusters Score -9061.009 nChanged 51 ComputeScore: Raw -9344.870562 + Penalty 236.652486 = -9108.218076 Iteration 3F: 3 clusters Score -9108.218 nChanged 43 ComputeScore: Raw -9382.458351 + Penalty 236.652486 = -9145.805865 Iteration 4F: 3 clusters Score -9145.806 nChanged 33 ComputeScore: Raw -9399.262119 + Penalty 236.652486 = -9162.609633 Iteration 5Q: 3 clusters Score -9162.61 nChanged 22 ComputeScore: Raw -9411.342737 + Penalty 236.652486 = -9174.690251 Iteration 6Q: 3 clusters Score -9174.69 nChanged 20 ComputeScore: Raw -9423.573945 + Penalty 236.652486 = -9186.921459 Iteration 7Q: 3 clusters Score -9186.921 nChanged 12 ComputeScore: Raw -9429.614691 + Penalty 236.652486 = -9192.962205 Iteration 8Q: 3 clusters Score -9192.962 nChanged 9 ComputeScore: Raw -9432.701603 + Penalty 236.652486 = -9196.049117 Iteration 9Q: 3 clusters Score -9196.049 nChanged 7 ComputeScore: Raw -9434.607477 + Penalty 236.652486 = -9197.954991 Iteration 10Q: 3 clusters Score -9197.955 nChanged 4 ComputeScore: Raw -9435.642755 + Penalty 236.652486 = -9198.990269 Iteration 11Q: 3 clusters Score -9198.99 nChanged 5 ComputeScore: Raw -9438.021045 + Penalty 236.652486 = -9201.368559 Iteration 12Q: 3 clusters Score -9201.369 nChanged 7 ComputeScore: Raw -9440.883033 + Penalty 236.652486 = -9204.230547 Iteration 13Q: 3 clusters Score -9204.231 nChanged 6 ComputeScore: Raw -9443.415080 + Penalty 236.652486 = -9206.762594 Iteration 14Q: 3 clusters Score -9206.763 nChanged 9 ComputeScore: Raw -9448.451514 + Penalty 236.652486 = -9211.799028 Iteration 15Q: 3 clusters Score -9211.799 nChanged 9 ComputeScore: Raw -9453.692382 + Penalty 236.652486 = -9217.039896 Iteration 16Q: 3 clusters Score -9217.04 nChanged 7 ComputeScore: Raw -9456.505336 + Penalty 236.652486 = -9219.852850 Iteration 17Q: 3 clusters Score -9219.853 nChanged 8 ComputeScore: Raw -9460.848254 + Penalty 236.652486 = -9224.195768 Iteration 18Q: 3 clusters Score -9224.196 nChanged 5 ComputeScore: Raw -9462.014060 + Penalty 236.652486 = -9225.361574 Iteration 19Q: 3 clusters Score -9225.362 nChanged 3 ComputeScore: Raw -9464.018615 + Penalty 236.652486 = -9227.366129 Iteration 20F: 3 clusters Score -9227.366 nChanged 5 ComputeScore: Raw -9467.152260 + Penalty 236.652486 = -9230.499774 Iteration 21Q: 3 clusters Score -9230.5 nChanged 8 ComputeScore: Raw -9471.853276 + Penalty 236.652486 = -9235.200790 Iteration 22Q: 3 clusters Score -9235.201 nChanged 7 ComputeScore: Raw -9474.595212 + Penalty 236.652486 = -9237.942726 Iteration 23Q: 3 clusters Score -9237.943 nChanged 5 ComputeScore: Raw -9476.994783 + Penalty 236.652486 = -9240.342297 Iteration 24Q: 3 clusters Score -9240.342 nChanged 7 ComputeScore: Raw -9480.474189 + Penalty 236.652486 = -9243.821703 Iteration 25Q: 3 clusters Score -9243.822 nChanged 7 ComputeScore: Raw -9482.715645 + Penalty 236.652486 = -9246.063159 Iteration 26Q: 3 clusters Score -9246.063 nChanged 3 ComputeScore: Raw -9483.768587 + Penalty 236.652486 = -9247.116101 Iteration 27Q: 3 clusters Score -9247.116 nChanged 3 ComputeScore: Raw -9484.305435 + Penalty 236.652486 = -9247.652949 Iteration 28Q: 3 clusters Score -9247.653 nChanged 1 ComputeScore: Raw -9484.488213 + Penalty 236.652486 = -9247.835727 Iteration 29Q: 3 clusters Score -9247.836 nChanged 1 ComputeScore: Raw -9484.618581 + Penalty 236.652486 = -9247.966095 Iteration 30Q: 3 clusters Score -9247.966 nChanged 1 ComputeScore: Raw -9484.777269 + Penalty 236.652486 = -9248.124783 Iteration 31Q: 3 clusters Score -9248.125 nChanged 0 ComputeScore: Raw -9484.777269 + Penalty 236.652486 = -9248.124783 Iteration 32F: 3 clusters Score -9248.125 nChanged 0 Trying to split cluster 24 (266 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3804.238514 + Penalty 100.502934 = -3703.735580 Iteration 0F: 2 clusters Score -3703.736 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3685.642300 + Penalty 201.005867 = -3484.636433 Iteration 0F: 3 clusters Score -3484.636 nChanged 90 ComputeScore: Raw -3748.284652 + Penalty 201.005867 = -3547.278785 Iteration 1F: 3 clusters Score -3547.279 nChanged 14 ComputeScore: Raw -3752.228863 + Penalty 201.005867 = -3551.222996 Iteration 2F: 3 clusters Score -3551.223 nChanged 3 ComputeScore: Raw -3753.587129 + Penalty 201.005867 = -3552.581262 Iteration 3Q: 3 clusters Score -3552.581 nChanged 4 ComputeScore: Raw -3754.718553 + Penalty 201.005867 = -3553.712685 Iteration 4Q: 3 clusters Score -3553.713 nChanged 1 ComputeScore: Raw -3754.918042 + Penalty 201.005867 = -3553.912175 Iteration 5Q: 3 clusters Score -3553.912 nChanged 0 ComputeScore: Raw -3754.918042 + Penalty 201.005867 = -3553.912175 Iteration 6F: 3 clusters Score -3553.912 nChanged 0 Trying to split cluster 25 (3202 points) Assigned 2 initial classes randomly. ComputeScore: Raw -33011.941107 + Penalty 145.287556 = -32866.653551 Iteration 0F: 2 clusters Score -32866.65 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -31082.857804 + Penalty 290.575112 = -30792.282692 Iteration 0F: 3 clusters Score -30792.28 nChanged 1477 ComputeScore: Raw -31999.045705 + Penalty 290.575112 = -31708.470593 Iteration 1F: 3 clusters Score -31708.47 nChanged 204 ComputeScore: Raw -32100.536301 + Penalty 290.575112 = -31809.961189 Iteration 2F: 3 clusters Score -31809.96 nChanged 156 ComputeScore: Raw -32212.545655 + Penalty 290.575112 = -31921.970543 Iteration 3Q: 3 clusters Score -31921.97 nChanged 161 ComputeScore: Raw -32367.933590 + Penalty 290.575112 = -32077.358478 Iteration 4F: 3 clusters Score -32077.36 nChanged 153 ComputeScore: Raw -32473.224378 + Penalty 290.575112 = -32182.649266 Iteration 5Q: 3 clusters Score -32182.65 nChanged 92 ComputeScore: Raw -32524.341837 + Penalty 290.575112 = -32233.766725 Iteration 6Q: 3 clusters Score -32233.77 nChanged 62 ComputeScore: Raw -32547.281751 + Penalty 290.575112 = -32256.706639 Iteration 7Q: 3 clusters Score -32256.71 nChanged 52 ComputeScore: Raw -32562.037970 + Penalty 290.575112 = -32271.462858 Iteration 8Q: 3 clusters Score -32271.46 nChanged 54 ComputeScore: Raw -32576.762935 + Penalty 290.575112 = -32286.187823 Iteration 9Q: 3 clusters Score -32286.19 nChanged 49 ComputeScore: Raw -32589.856830 + Penalty 290.575112 = -32299.281718 Iteration 10Q: 3 clusters Score -32299.28 nChanged 52 ComputeScore: Raw -32608.935229 + Penalty 290.575112 = -32318.360117 Iteration 11Q: 3 clusters Score -32318.36 nChanged 52 ComputeScore: Raw -32626.311438 + Penalty 290.575112 = -32335.736326 Iteration 12Q: 3 clusters Score -32335.74 nChanged 65 ComputeScore: Raw -32652.770426 + Penalty 290.575112 = -32362.195313 Iteration 13Q: 3 clusters Score -32362.2 nChanged 70 ComputeScore: Raw -32687.472678 + Penalty 290.575112 = -32396.897566 Iteration 14Q: 3 clusters Score -32396.9 nChanged 70 ComputeScore: Raw -32719.938120 + Penalty 290.575112 = -32429.363008 Iteration 15Q: 3 clusters Score -32429.36 nChanged 79 ComputeScore: Raw -32768.023966 + Penalty 290.575112 = -32477.448854 Iteration 16Q: 3 clusters Score -32477.45 nChanged 72 ComputeScore: Raw -32811.303683 + Penalty 290.575112 = -32520.728571 Iteration 17Q: 3 clusters Score -32520.73 nChanged 57 ComputeScore: Raw -32842.881796 + Penalty 290.575112 = -32552.306684 Iteration 18Q: 3 clusters Score -32552.31 nChanged 58 ComputeScore: Raw -32877.481722 + Penalty 290.575112 = -32586.906610 Iteration 19Q: 3 clusters Score -32586.91 nChanged 50 ComputeScore: Raw -32907.915363 + Penalty 290.575112 = -32617.340251 Iteration 20F: 3 clusters Score -32617.34 nChanged 38 ComputeScore: Raw -32931.571960 + Penalty 290.575112 = -32640.996847 Iteration 21Q: 3 clusters Score -32641 nChanged 33 ComputeScore: Raw -32956.606085 + Penalty 290.575112 = -32666.030973 Iteration 22Q: 3 clusters Score -32666.03 nChanged 29 ComputeScore: Raw -32983.168644 + Penalty 290.575112 = -32692.593532 Iteration 23Q: 3 clusters Score -32692.59 nChanged 15 ComputeScore: Raw -32995.383640 + Penalty 290.575112 = -32704.808527 Iteration 24Q: 3 clusters Score -32704.81 nChanged 10 ComputeScore: Raw -33004.990145 + Penalty 290.575112 = -32714.415033 Iteration 25Q: 3 clusters Score -32714.42 nChanged 6 ComputeScore: Raw -33014.335448 + Penalty 290.575112 = -32723.760336 Iteration 26Q: 3 clusters Score -32723.76 nChanged 7 ComputeScore: Raw -33018.089884 + Penalty 290.575112 = -32727.514772 Iteration 27Q: 3 clusters Score -32727.51 nChanged 4 ComputeScore: Raw -33020.751665 + Penalty 290.575112 = -32730.176553 Iteration 28Q: 3 clusters Score -32730.18 nChanged 6 ComputeScore: Raw -33023.838186 + Penalty 290.575112 = -32733.263074 Iteration 29Q: 3 clusters Score -32733.26 nChanged 1 ComputeScore: Raw -33024.658472 + Penalty 290.575112 = -32734.083360 Iteration 30Q: 3 clusters Score -32734.08 nChanged 1 ComputeScore: Raw -33025.134407 + Penalty 290.575112 = -32734.559295 Iteration 31Q: 3 clusters Score -32734.56 nChanged 0 ComputeScore: Raw -33025.134407 + Penalty 290.575112 = -32734.559295 Iteration 32F: 3 clusters Score -32734.56 nChanged 0 Trying to split cluster 26 (209 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3052.529513 + Penalty 96.162017 = -2956.367496 Iteration 0F: 2 clusters Score -2956.367 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2962.668215 + Penalty 192.324033 = -2770.344182 Iteration 0F: 3 clusters Score -2770.344 nChanged 70 ComputeScore: Raw -3001.910494 + Penalty 192.324033 = -2809.586461 Iteration 1F: 3 clusters Score -2809.586 nChanged 16 ComputeScore: Raw -3016.260603 + Penalty 192.324033 = -2823.936570 Iteration 2F: 3 clusters Score -2823.937 nChanged 14 ComputeScore: Raw -3028.316497 + Penalty 192.324033 = -2835.992464 Iteration 3F: 3 clusters Score -2835.992 nChanged 9 ComputeScore: Raw -3034.400135 + Penalty 192.324033 = -2842.076102 Iteration 4Q: 3 clusters Score -2842.076 nChanged 3 ComputeScore: Raw -3037.322423 + Penalty 192.324033 = -2844.998390 Iteration 5Q: 3 clusters Score -2844.998 nChanged 2 ComputeScore: Raw -3037.670105 + Penalty 192.324033 = -2845.346072 Iteration 6Q: 3 clusters Score -2845.346 nChanged 0 ComputeScore: Raw -3037.670105 + Penalty 192.324033 = -2845.346072 Iteration 7F: 3 clusters Score -2845.346 nChanged 0 Trying to split cluster 27 (303 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4511.207493 + Penalty 102.847190 = -4408.360302 Iteration 0F: 2 clusters Score -4408.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4371.682762 + Penalty 205.694381 = -4165.988381 Iteration 0F: 3 clusters Score -4165.988 nChanged 113 ComputeScore: Raw -4451.131684 + Penalty 205.694381 = -4245.437303 Iteration 1F: 3 clusters Score -4245.437 nChanged 15 ComputeScore: Raw -4476.071277 + Penalty 205.694381 = -4270.376896 Iteration 2Q: 3 clusters Score -4270.377 nChanged 12 ComputeScore: Raw -4488.391518 + Penalty 205.694381 = -4282.697137 Iteration 3Q: 3 clusters Score -4282.697 nChanged 9 ComputeScore: Raw -4495.996265 + Penalty 205.694381 = -4290.301884 Iteration 4Q: 3 clusters Score -4290.302 nChanged 10 ComputeScore: Raw -4506.071602 + Penalty 205.694381 = -4300.377221 Iteration 5Q: 3 clusters Score -4300.377 nChanged 5 ComputeScore: Raw -4511.618556 + Penalty 205.694381 = -4305.924175 Iteration 6Q: 3 clusters Score -4305.924 nChanged 6 ComputeScore: Raw -4515.364086 + Penalty 205.694381 = -4309.669705 Iteration 7Q: 3 clusters Score -4309.67 nChanged 2 ComputeScore: Raw -4517.155354 + Penalty 205.694381 = -4311.460973 Iteration 8Q: 3 clusters Score -4311.461 nChanged 1 ComputeScore: Raw -4517.792323 + Penalty 205.694381 = -4312.097942 Iteration 9Q: 3 clusters Score -4312.098 nChanged 0 ComputeScore: Raw -4519.560363 + Penalty 205.694381 = -4313.865982 Iteration 10F: 3 clusters Score -4313.866 nChanged 1 ComputeScore: Raw -4521.830531 + Penalty 205.694381 = -4316.136150 Iteration 11Q: 3 clusters Score -4316.136 nChanged 5 ComputeScore: Raw -4527.342892 + Penalty 205.694381 = -4321.648511 Iteration 12Q: 3 clusters Score -4321.649 nChanged 4 ComputeScore: Raw -4528.533347 + Penalty 205.694381 = -4322.838966 Iteration 13Q: 3 clusters Score -4322.839 nChanged 0 ComputeScore: Raw -4528.533347 + Penalty 205.694381 = -4322.838966 Iteration 14F: 3 clusters Score -4322.839 nChanged 0 ConsiderDeletion: ComputeScore: Raw -538797.416864 + Penalty 5906.079307 = -532891.337557Iteration 210F: 30 clusters Score -532891.3 nChanged 51 ConsiderDeletion: ComputeScore: Raw -538807.239793 + Penalty 5906.079307 = -532901.160486Iteration 211Q: 30 clusters Score -532901.2 nChanged 26 ConsiderDeletion: ComputeScore: Raw -538811.806123 + Penalty 5906.079307 = -532905.726817Iteration 212Q: 30 clusters Score -532905.7 nChanged 20 ConsiderDeletion: ComputeScore: Raw -538813.757942 + Penalty 5906.079307 = -532907.678635Iteration 213Q: 30 clusters Score -532907.7 nChanged 15 ConsiderDeletion: ComputeScore: Raw -538815.325971 + Penalty 5906.079307 = -532909.246664Iteration 214Q: 30 clusters Score -532909.2 nChanged 5 ConsiderDeletion: ComputeScore: Raw -538815.651735 + Penalty 5906.079307 = -532909.572428Iteration 215Q: 30 clusters Score -532909.6 nChanged 1 ConsiderDeletion: ComputeScore: Raw -538815.734360 + Penalty 5906.079307 = -532909.655053Iteration 216Q: 30 clusters Score -532909.7 nChanged 2 ConsiderDeletion: ComputeScore: Raw -538815.838021 + Penalty 5906.079307 = -532909.758714Iteration 217Q: 30 clusters Score -532909.8 nChanged 0 ConsiderDeletion: ComputeScore: Raw -538815.838021 + Penalty 5906.079307 = -532909.758714Iteration 218F: 30 clusters Score -532909.8 nChanged 0 ComputeScore: Raw -538815.838021 + Penalty 5906.079307 = -532909.758714Trying to split cluster 1 (482 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6260.731561 + Penalty 111.202994 = -6149.528567 Iteration 0F: 2 clusters Score -6149.529 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5998.266746 + Penalty 222.405988 = -5775.860758 Iteration 0F: 3 clusters Score -5775.861 nChanged 194 ComputeScore: Raw -6124.837825 + Penalty 222.405988 = -5902.431837 Iteration 1F: 3 clusters Score -5902.432 nChanged 45 ComputeScore: Raw -6159.185110 + Penalty 222.405988 = -5936.779122 Iteration 2F: 3 clusters Score -5936.779 nChanged 30 ComputeScore: Raw -6189.421806 + Penalty 222.405988 = -5967.015818 Iteration 3F: 3 clusters Score -5967.016 nChanged 25 ComputeScore: Raw -6216.732111 + Penalty 222.405988 = -5994.326122 Iteration 4F: 3 clusters Score -5994.326 nChanged 20 ComputeScore: Raw -6237.057628 + Penalty 222.405988 = -6014.651640 Iteration 5Q: 3 clusters Score -6014.652 nChanged 11 ComputeScore: Raw -6247.687506 + Penalty 222.405988 = -6025.281518 Iteration 6Q: 3 clusters Score -6025.282 nChanged 10 ComputeScore: Raw -6260.536642 + Penalty 222.405988 = -6038.130654 Iteration 7Q: 3 clusters Score -6038.131 nChanged 5 ComputeScore: Raw -6269.070125 + Penalty 222.405988 = -6046.664137 Iteration 8Q: 3 clusters Score -6046.664 nChanged 5 ComputeScore: Raw -6273.725744 + Penalty 222.405988 = -6051.319756 Iteration 9Q: 3 clusters Score -6051.32 nChanged 4 ComputeScore: Raw -6275.947541 + Penalty 222.405988 = -6053.541553 Iteration 10Q: 3 clusters Score -6053.542 nChanged 1 ComputeScore: Raw -6276.380383 + Penalty 222.405988 = -6053.974395 Iteration 11Q: 3 clusters Score -6053.974 nChanged 0 ComputeScore: Raw -6276.380383 + Penalty 222.405988 = -6053.974395 Iteration 12F: 3 clusters Score -6053.974 nChanged 0 Trying to split cluster 2 (1340 points) Assigned 2 initial classes randomly. ComputeScore: Raw -14958.080970 + Penalty 129.607648 = -14828.473322 Iteration 0F: 2 clusters Score -14828.47 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -14152.543516 + Penalty 259.215296 = -13893.328219 Iteration 0F: 3 clusters Score -13893.33 nChanged 616 ComputeScore: Raw -14512.262307 + Penalty 259.215296 = -14253.047011 Iteration 1F: 3 clusters Score -14253.05 nChanged 104 ComputeScore: Raw -14558.410890 + Penalty 259.215296 = -14299.195594 Iteration 2F: 3 clusters Score -14299.2 nChanged 84 ComputeScore: Raw -14616.784738 + Penalty 259.215296 = -14357.569441 Iteration 3F: 3 clusters Score -14357.57 nChanged 76 ComputeScore: Raw -14676.048582 + Penalty 259.215296 = -14416.833285 Iteration 4F: 3 clusters Score -14416.83 nChanged 71 ComputeScore: Raw -14740.360974 + Penalty 259.215296 = -14481.145677 Iteration 5F: 3 clusters Score -14481.15 nChanged 71 ComputeScore: Raw -14801.588655 + Penalty 259.215296 = -14542.373359 Iteration 6F: 3 clusters Score -14542.37 nChanged 61 ComputeScore: Raw -14851.934556 + Penalty 259.215296 = -14592.719260 Iteration 7Q: 3 clusters Score -14592.72 nChanged 54 ComputeScore: Raw -14891.405088 + Penalty 259.215296 = -14632.189792 Iteration 8Q: 3 clusters Score -14632.19 nChanged 35 ComputeScore: Raw -14921.500867 + Penalty 259.215296 = -14662.285571 Iteration 9Q: 3 clusters Score -14662.29 nChanged 36 ComputeScore: Raw -14956.013485 + Penalty 259.215296 = -14696.798189 Iteration 10Q: 3 clusters Score -14696.8 nChanged 21 ComputeScore: Raw -14975.278371 + Penalty 259.215296 = -14716.063075 Iteration 11Q: 3 clusters Score -14716.06 nChanged 31 ComputeScore: Raw -15000.535125 + Penalty 259.215296 = -14741.319829 Iteration 12Q: 3 clusters Score -14741.32 nChanged 26 ComputeScore: Raw -15018.189542 + Penalty 259.215296 = -14758.974246 Iteration 13Q: 3 clusters Score -14758.97 nChanged 29 ComputeScore: Raw -15050.509006 + Penalty 259.215296 = -14791.293709 Iteration 14Q: 3 clusters Score -14791.29 nChanged 34 ComputeScore: Raw -15096.023597 + Penalty 259.215296 = -14836.808301 Iteration 15Q: 3 clusters Score -14836.81 nChanged 26 ComputeScore: Raw -15129.049358 + Penalty 259.215296 = -14869.834061 Iteration 16Q: 3 clusters Score -14869.83 nChanged 8 ComputeScore: Raw -15135.143149 + Penalty 259.215296 = -14875.927853 Iteration 17Q: 3 clusters Score -14875.93 nChanged 1 ComputeScore: Raw -15135.511681 + Penalty 259.215296 = -14876.296385 Iteration 18Q: 3 clusters Score -14876.3 nChanged 0 ComputeScore: Raw -15135.511681 + Penalty 259.215296 = -14876.296385 Iteration 19F: 3 clusters Score -14876.3 nChanged 0 ComputeScore: Raw -538993.268732 + Penalty 6109.737214 = -532883.531518Splitting cluster 2 changes total score from -532909.758714 to -532883.531518 So it's not getting split. Trying to split cluster 3 (4154 points) Assigned 2 initial classes randomly. ComputeScore: Raw -38671.515719 + Penalty 149.972886 = -38521.542833 Iteration 0F: 2 clusters Score -38521.54 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -36067.761471 + Penalty 299.945772 = -35767.815699 Iteration 0F: 3 clusters Score -35767.82 nChanged 1950 ComputeScore: Raw -37141.911313 + Penalty 299.945772 = -36841.965541 Iteration 1F: 3 clusters Score -36841.97 nChanged 307 ComputeScore: Raw -37323.971414 + Penalty 299.945772 = -37024.025642 Iteration 2F: 3 clusters Score -37024.03 nChanged 285 ComputeScore: Raw -37499.408161 + Penalty 299.945772 = -37199.462389 Iteration 3F: 3 clusters Score -37199.46 nChanged 228 ComputeScore: Raw -37672.573872 + Penalty 299.945772 = -37372.628100 Iteration 4F: 3 clusters Score -37372.63 nChanged 253 ComputeScore: Raw -37870.986435 + Penalty 299.945772 = -37571.040663 Iteration 5F: 3 clusters Score -37571.04 nChanged 239 ComputeScore: Raw -38029.536664 + Penalty 299.945772 = -37729.590892 Iteration 6F: 3 clusters Score -37729.59 nChanged 160 ComputeScore: Raw -38110.742324 + Penalty 299.945772 = -37810.796552 Iteration 7Q: 3 clusters Score -37810.8 nChanged 107 ComputeScore: Raw -38165.953176 + Penalty 299.945772 = -37866.007404 Iteration 8Q: 3 clusters Score -37866.01 nChanged 85 ComputeScore: Raw -38211.683887 + Penalty 299.945772 = -37911.738115 Iteration 9Q: 3 clusters Score -37911.74 nChanged 99 ComputeScore: Raw -38269.898572 + Penalty 299.945772 = -37969.952800 Iteration 10Q: 3 clusters Score -37969.95 nChanged 85 ComputeScore: Raw -38320.486572 + Penalty 299.945772 = -38020.540800 Iteration 11Q: 3 clusters Score -38020.54 nChanged 95 ComputeScore: Raw -38376.822723 + Penalty 299.945772 = -38076.876951 Iteration 12Q: 3 clusters Score -38076.88 nChanged 85 ComputeScore: Raw -38416.317730 + Penalty 299.945772 = -38116.371958 Iteration 13Q: 3 clusters Score -38116.37 nChanged 86 ComputeScore: Raw -38459.142730 + Penalty 299.945772 = -38159.196957 Iteration 14Q: 3 clusters Score -38159.2 nChanged 79 ComputeScore: Raw -38516.100196 + Penalty 299.945772 = -38216.154424 Iteration 15Q: 3 clusters Score -38216.15 nChanged 77 ComputeScore: Raw -38557.104367 + Penalty 299.945772 = -38257.158595 Iteration 16Q: 3 clusters Score -38257.16 nChanged 73 ComputeScore: Raw -38582.211476 + Penalty 299.945772 = -38282.265704 Iteration 17Q: 3 clusters Score -38282.27 nChanged 47 ComputeScore: Raw -38591.290003 + Penalty 299.945772 = -38291.344231 Iteration 18Q: 3 clusters Score -38291.34 nChanged 28 ComputeScore: Raw -38595.395605 + Penalty 299.945772 = -38295.449833 Iteration 19Q: 3 clusters Score -38295.45 nChanged 18 ComputeScore: Raw -38598.462162 + Penalty 299.945772 = -38298.516390 Iteration 20F: 3 clusters Score -38298.52 nChanged 13 ComputeScore: Raw -38600.635136 + Penalty 299.945772 = -38300.689364 Iteration 21Q: 3 clusters Score -38300.69 nChanged 12 ComputeScore: Raw -38603.133313 + Penalty 299.945772 = -38303.187541 Iteration 22Q: 3 clusters Score -38303.19 nChanged 18 ComputeScore: Raw -38607.045006 + Penalty 299.945772 = -38307.099234 Iteration 23Q: 3 clusters Score -38307.1 nChanged 19 ComputeScore: Raw -38611.970024 + Penalty 299.945772 = -38312.024252 Iteration 24Q: 3 clusters Score -38312.02 nChanged 19 ComputeScore: Raw -38616.704899 + Penalty 299.945772 = -38316.759127 Iteration 25Q: 3 clusters Score -38316.76 nChanged 23 ComputeScore: Raw -38622.139501 + Penalty 299.945772 = -38322.193729 Iteration 26Q: 3 clusters Score -38322.19 nChanged 28 ComputeScore: Raw -38628.778907 + Penalty 299.945772 = -38328.833135 Iteration 27Q: 3 clusters Score -38328.83 nChanged 18 ComputeScore: Raw -38632.522810 + Penalty 299.945772 = -38332.577038 Iteration 28Q: 3 clusters Score -38332.58 nChanged 23 ComputeScore: Raw -38635.845016 + Penalty 299.945772 = -38335.899244 Iteration 29Q: 3 clusters Score -38335.9 nChanged 17 ComputeScore: Raw -38638.043693 + Penalty 299.945772 = -38338.097920 Iteration 30Q: 3 clusters Score -38338.1 nChanged 17 ComputeScore: Raw -38639.682515 + Penalty 299.945772 = -38339.736743 Iteration 31Q: 3 clusters Score -38339.74 nChanged 10 ComputeScore: Raw -38640.977414 + Penalty 299.945772 = -38341.031641 Iteration 32Q: 3 clusters Score -38341.03 nChanged 8 ComputeScore: Raw -38641.974364 + Penalty 299.945772 = -38342.028592 Iteration 33Q: 3 clusters Score -38342.03 nChanged 5 ComputeScore: Raw -38642.403031 + Penalty 299.945772 = -38342.457259 Iteration 34Q: 3 clusters Score -38342.46 nChanged 6 ComputeScore: Raw -38643.064197 + Penalty 299.945772 = -38343.118425 Iteration 35Q: 3 clusters Score -38343.12 nChanged 6 ComputeScore: Raw -38643.767744 + Penalty 299.945772 = -38343.821971 Iteration 36Q: 3 clusters Score -38343.82 nChanged 5 ComputeScore: Raw -38644.162242 + Penalty 299.945772 = -38344.216470 Iteration 37Q: 3 clusters Score -38344.22 nChanged 5 ComputeScore: Raw -38644.439861 + Penalty 299.945772 = -38344.494089 Iteration 38Q: 3 clusters Score -38344.49 nChanged 4 ComputeScore: Raw -38644.970389 + Penalty 299.945772 = -38345.024617 Iteration 39Q: 3 clusters Score -38345.02 nChanged 5 ComputeScore: Raw -38645.560813 + Penalty 299.945772 = -38345.615041 Iteration 40F: 3 clusters Score -38345.62 nChanged 9 ComputeScore: Raw -38646.818751 + Penalty 299.945772 = -38346.872979 Iteration 41Q: 3 clusters Score -38346.87 nChanged 14 ComputeScore: Raw -38649.048497 + Penalty 299.945772 = -38349.102724 Iteration 42Q: 3 clusters Score -38349.1 nChanged 15 ComputeScore: Raw -38651.633690 + Penalty 299.945772 = -38351.687918 Iteration 43Q: 3 clusters Score -38351.69 nChanged 18 ComputeScore: Raw -38655.363713 + Penalty 299.945772 = -38355.417941 Iteration 44Q: 3 clusters Score -38355.42 nChanged 15 ComputeScore: Raw -38657.567935 + Penalty 299.945772 = -38357.622163 Iteration 45Q: 3 clusters Score -38357.62 nChanged 10 ComputeScore: Raw -38660.069094 + Penalty 299.945772 = -38360.123322 Iteration 46Q: 3 clusters Score -38360.12 nChanged 15 ComputeScore: Raw -38663.140636 + Penalty 299.945772 = -38363.194864 Iteration 47Q: 3 clusters Score -38363.19 nChanged 17 ComputeScore: Raw -38665.627686 + Penalty 299.945772 = -38365.681914 Iteration 48Q: 3 clusters Score -38365.68 nChanged 13 ComputeScore: Raw -38668.135795 + Penalty 299.945772 = -38368.190023 Iteration 49Q: 3 clusters Score -38368.19 nChanged 18 ComputeScore: Raw -38670.623189 + Penalty 299.945772 = -38370.677417 Iteration 50Q: 3 clusters Score -38370.68 nChanged 13 ComputeScore: Raw -38672.258903 + Penalty 299.945772 = -38372.313131 Iteration 51Q: 3 clusters Score -38372.31 nChanged 13 ComputeScore: Raw -38673.860905 + Penalty 299.945772 = -38373.915133 Iteration 52Q: 3 clusters Score -38373.92 nChanged 12 ComputeScore: Raw -38675.501849 + Penalty 299.945772 = -38375.556076 Iteration 53Q: 3 clusters Score -38375.56 nChanged 13 ComputeScore: Raw -38676.970595 + Penalty 299.945772 = -38377.024823 Iteration 54Q: 3 clusters Score -38377.02 nChanged 13 ComputeScore: Raw -38678.564728 + Penalty 299.945772 = -38378.618955 Iteration 55Q: 3 clusters Score -38378.62 nChanged 13 ComputeScore: Raw -38679.922828 + Penalty 299.945772 = -38379.977056 Iteration 56Q: 3 clusters Score -38379.98 nChanged 9 ComputeScore: Raw -38681.066592 + Penalty 299.945772 = -38381.120819 Iteration 57Q: 3 clusters Score -38381.12 nChanged 13 ComputeScore: Raw -38683.449490 + Penalty 299.945772 = -38383.503717 Iteration 58Q: 3 clusters Score -38383.5 nChanged 19 ComputeScore: Raw -38686.842453 + Penalty 299.945772 = -38386.896681 Iteration 59Q: 3 clusters Score -38386.9 nChanged 16 ComputeScore: Raw -38689.665665 + Penalty 299.945772 = -38389.719892 Iteration 60F: 3 clusters Score -38389.72 nChanged 20 ComputeScore: Raw -38692.915605 + Penalty 299.945772 = -38392.969833 Iteration 61Q: 3 clusters Score -38392.97 nChanged 14 ComputeScore: Raw -38695.208036 + Penalty 299.945772 = -38395.262264 Iteration 62Q: 3 clusters Score -38395.26 nChanged 15 ComputeScore: Raw -38697.734073 + Penalty 299.945772 = -38397.788301 Iteration 63Q: 3 clusters Score -38397.79 nChanged 14 ComputeScore: Raw -38699.983389 + Penalty 299.945772 = -38400.037617 Iteration 64Q: 3 clusters Score -38400.04 nChanged 16 ComputeScore: Raw -38702.734723 + Penalty 299.945772 = -38402.788951 Iteration 65Q: 3 clusters Score -38402.79 nChanged 22 ComputeScore: Raw -38706.900473 + Penalty 299.945772 = -38406.954701 Iteration 66Q: 3 clusters Score -38406.95 nChanged 22 ComputeScore: Raw -38712.289950 + Penalty 299.945772 = -38412.344178 Iteration 67Q: 3 clusters Score -38412.34 nChanged 28 ComputeScore: Raw -38718.436159 + Penalty 299.945772 = -38418.490387 Iteration 68Q: 3 clusters Score -38418.49 nChanged 26 ComputeScore: Raw -38723.285825 + Penalty 299.945772 = -38423.340053 Iteration 69Q: 3 clusters Score -38423.34 nChanged 18 ComputeScore: Raw -38725.443281 + Penalty 299.945772 = -38425.497509 Iteration 70Q: 3 clusters Score -38425.5 nChanged 12 ComputeScore: Raw -38726.711983 + Penalty 299.945772 = -38426.766211 Iteration 71Q: 3 clusters Score -38426.77 nChanged 11 ComputeScore: Raw -38728.123939 + Penalty 299.945772 = -38428.178167 Iteration 72Q: 3 clusters Score -38428.18 nChanged 12 ComputeScore: Raw -38730.488506 + Penalty 299.945772 = -38430.542734 Iteration 73Q: 3 clusters Score -38430.54 nChanged 16 ComputeScore: Raw -38732.764298 + Penalty 299.945772 = -38432.818526 Iteration 74Q: 3 clusters Score -38432.82 nChanged 13 ComputeScore: Raw -38734.137328 + Penalty 299.945772 = -38434.191556 Iteration 75Q: 3 clusters Score -38434.19 nChanged 10 ComputeScore: Raw -38735.254951 + Penalty 299.945772 = -38435.309179 Iteration 76Q: 3 clusters Score -38435.31 nChanged 10 ComputeScore: Raw -38736.552247 + Penalty 299.945772 = -38436.606475 Iteration 77Q: 3 clusters Score -38436.61 nChanged 12 ComputeScore: Raw -38737.851361 + Penalty 299.945772 = -38437.905589 Iteration 78Q: 3 clusters Score -38437.91 nChanged 8 ComputeScore: Raw -38738.989695 + Penalty 299.945772 = -38439.043923 Iteration 79Q: 3 clusters Score -38439.04 nChanged 9 ComputeScore: Raw -38739.598539 + Penalty 299.945772 = -38439.652767 Iteration 80F: 3 clusters Score -38439.65 nChanged 3 ComputeScore: Raw -38739.803745 + Penalty 299.945772 = -38439.857973 Iteration 81Q: 3 clusters Score -38439.86 nChanged 4 ComputeScore: Raw -38740.309748 + Penalty 299.945772 = -38440.363976 Iteration 82Q: 3 clusters Score -38440.36 nChanged 3 ComputeScore: Raw -38740.475259 + Penalty 299.945772 = -38440.529487 Iteration 83Q: 3 clusters Score -38440.53 nChanged 1 ComputeScore: Raw -38740.488154 + Penalty 299.945772 = -38440.542382 Iteration 84Q: 3 clusters Score -38440.54 nChanged 0 ComputeScore: Raw -38740.488154 + Penalty 299.945772 = -38440.542382 Iteration 85F: 3 clusters Score -38440.54 nChanged 0 Trying to split cluster 4 (1858 points) Assigned 2 initial classes randomly. ComputeScore: Raw -12013.060099 + Penalty 135.490607 = -11877.569492 Iteration 0F: 2 clusters Score -11877.57 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10887.452262 + Penalty 270.981213 = -10616.471048 Iteration 0F: 3 clusters Score -10616.47 nChanged 862 ComputeScore: Raw -11424.771374 + Penalty 270.981213 = -11153.790161 Iteration 1F: 3 clusters Score -11153.79 nChanged 139 ComputeScore: Raw -11507.675188 + Penalty 270.981213 = -11236.693975 Iteration 2F: 3 clusters Score -11236.69 nChanged 101 ComputeScore: Raw -11571.346132 + Penalty 270.981213 = -11300.364919 Iteration 3F: 3 clusters Score -11300.36 nChanged 105 ComputeScore: Raw -11643.678161 + Penalty 270.981213 = -11372.696948 Iteration 4F: 3 clusters Score -11372.7 nChanged 80 ComputeScore: Raw -11707.018498 + Penalty 270.981213 = -11436.037285 Iteration 5Q: 3 clusters Score -11436.04 nChanged 64 ComputeScore: Raw -11750.290537 + Penalty 270.981213 = -11479.309324 Iteration 6Q: 3 clusters Score -11479.31 nChanged 51 ComputeScore: Raw -11776.502419 + Penalty 270.981213 = -11505.521206 Iteration 7Q: 3 clusters Score -11505.52 nChanged 33 ComputeScore: Raw -11786.820672 + Penalty 270.981213 = -11515.839459 Iteration 8Q: 3 clusters Score -11515.84 nChanged 26 ComputeScore: Raw -11793.519690 + Penalty 270.981213 = -11522.538476 Iteration 9Q: 3 clusters Score -11522.54 nChanged 19 ComputeScore: Raw -11797.649478 + Penalty 270.981213 = -11526.668265 Iteration 10Q: 3 clusters Score -11526.67 nChanged 19 ComputeScore: Raw -11801.921134 + Penalty 270.981213 = -11530.939921 Iteration 11Q: 3 clusters Score -11530.94 nChanged 16 ComputeScore: Raw -11804.732248 + Penalty 270.981213 = -11533.751035 Iteration 12Q: 3 clusters Score -11533.75 nChanged 10 ComputeScore: Raw -11806.523432 + Penalty 270.981213 = -11535.542218 Iteration 13Q: 3 clusters Score -11535.54 nChanged 7 ComputeScore: Raw -11807.338553 + Penalty 270.981213 = -11536.357340 Iteration 14Q: 3 clusters Score -11536.36 nChanged 5 ComputeScore: Raw -11808.175686 + Penalty 270.981213 = -11537.194473 Iteration 15Q: 3 clusters Score -11537.19 nChanged 3 ComputeScore: Raw -11808.275992 + Penalty 270.981213 = -11537.294779 Iteration 16Q: 3 clusters Score -11537.29 nChanged 1 ComputeScore: Raw -11808.385058 + Penalty 270.981213 = -11537.403845 Iteration 17Q: 3 clusters Score -11537.4 nChanged 1 ComputeScore: Raw -11808.424981 + Penalty 270.981213 = -11537.443768 Iteration 18Q: 3 clusters Score -11537.44 nChanged 0 ComputeScore: Raw -11808.424981 + Penalty 270.981213 = -11537.443768 Iteration 19F: 3 clusters Score -11537.44 nChanged 0 Trying to split cluster 5 (15638 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127441.441391 + Penalty 173.834264 = -127267.607126 Iteration 0F: 2 clusters Score -127267.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -117111.814234 + Penalty 347.668529 = -116764.145705 Iteration 0F: 3 clusters Score -116764.1 nChanged 7616 ComputeScore: Raw -121739.561757 + Penalty 347.668529 = -121391.893229 Iteration 1F: 3 clusters Score -121391.9 nChanged 1186 ComputeScore: Raw -122648.801338 + Penalty 347.668529 = -122301.132810 Iteration 2F: 3 clusters Score -122301.1 nChanged 1471 ComputeScore: Raw -124168.400739 + Penalty 347.668529 = -123820.732210 Iteration 3F: 3 clusters Score -123820.7 nChanged 1271 ComputeScore: Raw -125524.450576 + Penalty 347.668529 = -125176.782048 Iteration 4F: 3 clusters Score -125176.8 nChanged 828 ComputeScore: Raw -126330.268857 + Penalty 347.668529 = -125982.600328 Iteration 5F: 3 clusters Score -125982.6 nChanged 517 ComputeScore: Raw -126809.612615 + Penalty 347.668529 = -126461.944087 Iteration 6Q: 3 clusters Score -126461.9 nChanged 340 ComputeScore: Raw -127118.932257 + Penalty 347.668529 = -126771.263728 Iteration 7Q: 3 clusters Score -126771.3 nChanged 205 ComputeScore: Raw -127296.219985 + Penalty 347.668529 = -126948.551457 Iteration 8Q: 3 clusters Score -126948.6 nChanged 98 ComputeScore: Raw -127385.882190 + Penalty 347.668529 = -127038.213661 Iteration 9Q: 3 clusters Score -127038.2 nChanged 51 ComputeScore: Raw -127430.731769 + Penalty 347.668529 = -127083.063240 Iteration 10Q: 3 clusters Score -127083.1 nChanged 20 ComputeScore: Raw -127452.536781 + Penalty 347.668529 = -127104.868252 Iteration 11Q: 3 clusters Score -127104.9 nChanged 10 ComputeScore: Raw -127460.036843 + Penalty 347.668529 = -127112.368314 Iteration 12Q: 3 clusters Score -127112.4 nChanged 5 ComputeScore: Raw -127461.998353 + Penalty 347.668529 = -127114.329824 Iteration 13Q: 3 clusters Score -127114.3 nChanged 2 ComputeScore: Raw -127464.111902 + Penalty 347.668529 = -127116.443373 Iteration 14Q: 3 clusters Score -127116.4 nChanged 1 ComputeScore: Raw -127466.083696 + Penalty 347.668529 = -127118.415167 Iteration 15Q: 3 clusters Score -127118.4 nChanged 1 ComputeScore: Raw -127470.043027 + Penalty 347.668529 = -127122.374499 Iteration 16Q: 3 clusters Score -127122.4 nChanged 3 ComputeScore: Raw -127472.367243 + Penalty 347.668529 = -127124.698714 Iteration 17Q: 3 clusters Score -127124.7 nChanged 1 ComputeScore: Raw -127473.177587 + Penalty 347.668529 = -127125.509058 Iteration 18Q: 3 clusters Score -127125.5 nChanged 1 ComputeScore: Raw -127473.646841 + Penalty 347.668529 = -127125.978312 Iteration 19Q: 3 clusters Score -127126 nChanged 0 ComputeScore: Raw -127473.646841 + Penalty 347.668529 = -127125.978312 Iteration 20F: 3 clusters Score -127126 nChanged 0 Trying to split cluster 6 (2565 points) Assigned 2 initial classes randomly. ComputeScore: Raw -27474.382922 + Penalty 141.294848 = -27333.088074 Iteration 0F: 2 clusters Score -27333.09 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -25926.192320 + Penalty 282.589695 = -25643.602624 Iteration 0F: 3 clusters Score -25643.6 nChanged 1166 ComputeScore: Raw -26741.298923 + Penalty 282.589695 = -26458.709227 Iteration 1F: 3 clusters Score -26458.71 nChanged 196 ComputeScore: Raw -26866.543302 + Penalty 282.589695 = -26583.953606 Iteration 2F: 3 clusters Score -26583.95 nChanged 169 ComputeScore: Raw -26999.514519 + Penalty 282.589695 = -26716.924824 Iteration 3F: 3 clusters Score -26716.92 nChanged 158 ComputeScore: Raw -27148.569581 + Penalty 282.589695 = -26865.979886 Iteration 4F: 3 clusters Score -26865.98 nChanged 131 ComputeScore: Raw -27269.012917 + Penalty 282.589695 = -26986.423222 Iteration 5F: 3 clusters Score -26986.42 nChanged 87 ComputeScore: Raw -27342.113508 + Penalty 282.589695 = -27059.523813 Iteration 6Q: 3 clusters Score -27059.52 nChanged 67 ComputeScore: Raw -27399.283068 + Penalty 282.589695 = -27116.693373 Iteration 7Q: 3 clusters Score -27116.69 nChanged 44 ComputeScore: Raw -27428.305426 + Penalty 282.589695 = -27145.715730 Iteration 8Q: 3 clusters Score -27145.72 nChanged 32 ComputeScore: Raw -27457.309135 + Penalty 282.589695 = -27174.719440 Iteration 9Q: 3 clusters Score -27174.72 nChanged 25 ComputeScore: Raw -27481.681653 + Penalty 282.589695 = -27199.091958 Iteration 10Q: 3 clusters Score -27199.09 nChanged 17 ComputeScore: Raw -27494.351275 + Penalty 282.589695 = -27211.761580 Iteration 11Q: 3 clusters Score -27211.76 nChanged 10 ComputeScore: Raw -27499.046429 + Penalty 282.589695 = -27216.456733 Iteration 12Q: 3 clusters Score -27216.46 nChanged 6 ComputeScore: Raw -27501.404990 + Penalty 282.589695 = -27218.815295 Iteration 13Q: 3 clusters Score -27218.82 nChanged 5 ComputeScore: Raw -27503.589212 + Penalty 282.589695 = -27220.999516 Iteration 14Q: 3 clusters Score -27221 nChanged 6 ComputeScore: Raw -27506.613230 + Penalty 282.589695 = -27224.023535 Iteration 15Q: 3 clusters Score -27224.02 nChanged 7 ComputeScore: Raw -27511.527837 + Penalty 282.589695 = -27228.938142 Iteration 16Q: 3 clusters Score -27228.94 nChanged 1 ComputeScore: Raw -27511.669453 + Penalty 282.589695 = -27229.079758 Iteration 17Q: 3 clusters Score -27229.08 nChanged 0 ComputeScore: Raw -27511.669453 + Penalty 282.589695 = -27229.079758 Iteration 18F: 3 clusters Score -27229.08 nChanged 0 Trying to split cluster 7 (5706 points) Assigned 2 initial classes randomly. ComputeScore: Raw -53999.849035 + Penalty 155.686924 = -53844.162112 Iteration 0F: 2 clusters Score -53844.16 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -50379.691037 + Penalty 311.373847 = -50068.317190 Iteration 0F: 3 clusters Score -50068.32 nChanged 2656 ComputeScore: Raw -51955.058413 + Penalty 311.373847 = -51643.684566 Iteration 1F: 3 clusters Score -51643.68 nChanged 314 ComputeScore: Raw -52079.481255 + Penalty 311.373847 = -51768.107408 Iteration 2F: 3 clusters Score -51768.11 nChanged 303 ComputeScore: Raw -52200.121722 + Penalty 311.373847 = -51888.747875 Iteration 3F: 3 clusters Score -51888.75 nChanged 284 ComputeScore: Raw -52332.593535 + Penalty 311.373847 = -52021.219688 Iteration 4Q: 3 clusters Score -52021.22 nChanged 291 ComputeScore: Raw -52496.179858 + Penalty 311.373847 = -52184.806010 Iteration 5F: 3 clusters Score -52184.81 nChanged 307 ComputeScore: Raw -52683.458058 + Penalty 311.373847 = -52372.084210 Iteration 6F: 3 clusters Score -52372.08 nChanged 304 ComputeScore: Raw -52887.135039 + Penalty 311.373847 = -52575.761192 Iteration 7F: 3 clusters Score -52575.76 nChanged 280 ComputeScore: Raw -53031.485159 + Penalty 311.373847 = -52720.111311 Iteration 8Q: 3 clusters Score -52720.11 nChanged 210 ComputeScore: Raw -53103.147090 + Penalty 311.373847 = -52791.773243 Iteration 9Q: 3 clusters Score -52791.77 nChanged 128 ComputeScore: Raw -53132.227061 + Penalty 311.373847 = -52820.853214 Iteration 10Q: 3 clusters Score -52820.85 nChanged 86 ComputeScore: Raw -53146.649424 + Penalty 311.373847 = -52835.275577 Iteration 11Q: 3 clusters Score -52835.28 nChanged 64 ComputeScore: Raw -53156.352446 + Penalty 311.373847 = -52844.978599 Iteration 12Q: 3 clusters Score -52844.98 nChanged 47 ComputeScore: Raw -53163.988949 + Penalty 311.373847 = -52852.615102 Iteration 13Q: 3 clusters Score -52852.62 nChanged 50 ComputeScore: Raw -53174.568108 + Penalty 311.373847 = -52863.194260 Iteration 14Q: 3 clusters Score -52863.19 nChanged 65 ComputeScore: Raw -53188.921878 + Penalty 311.373847 = -52877.548031 Iteration 15Q: 3 clusters Score -52877.55 nChanged 65 ComputeScore: Raw -53204.684736 + Penalty 311.373847 = -52893.310889 Iteration 16Q: 3 clusters Score -52893.31 nChanged 66 ComputeScore: Raw -53220.531019 + Penalty 311.373847 = -52909.157172 Iteration 17Q: 3 clusters Score -52909.16 nChanged 80 ComputeScore: Raw -53241.508492 + Penalty 311.373847 = -52930.134644 Iteration 18Q: 3 clusters Score -52930.13 nChanged 85 ComputeScore: Raw -53265.283374 + Penalty 311.373847 = -52953.909527 Iteration 19Q: 3 clusters Score -52953.91 nChanged 94 ComputeScore: Raw -53291.381879 + Penalty 311.373847 = -52980.008032 Iteration 20F: 3 clusters Score -52980.01 nChanged 90 ComputeScore: Raw -53315.780236 + Penalty 311.373847 = -53004.406389 Iteration 21Q: 3 clusters Score -53004.41 nChanged 86 ComputeScore: Raw -53340.739011 + Penalty 311.373847 = -53029.365164 Iteration 22Q: 3 clusters Score -53029.37 nChanged 93 ComputeScore: Raw -53370.348377 + Penalty 311.373847 = -53058.974530 Iteration 23Q: 3 clusters Score -53058.97 nChanged 93 ComputeScore: Raw -53400.630251 + Penalty 311.373847 = -53089.256404 Iteration 24Q: 3 clusters Score -53089.26 nChanged 94 ComputeScore: Raw -53431.804380 + Penalty 311.373847 = -53120.430533 Iteration 25Q: 3 clusters Score -53120.43 nChanged 88 ComputeScore: Raw -53468.723442 + Penalty 311.373847 = -53157.349594 Iteration 26Q: 3 clusters Score -53157.35 nChanged 90 ComputeScore: Raw -53505.286471 + Penalty 311.373847 = -53193.912623 Iteration 27Q: 3 clusters Score -53193.91 nChanged 83 ComputeScore: Raw -53538.556139 + Penalty 311.373847 = -53227.182292 Iteration 28Q: 3 clusters Score -53227.18 nChanged 86 ComputeScore: Raw -53573.698914 + Penalty 311.373847 = -53262.325067 Iteration 29Q: 3 clusters Score -53262.33 nChanged 85 ComputeScore: Raw -53610.939158 + Penalty 311.373847 = -53299.565311 Iteration 30Q: 3 clusters Score -53299.57 nChanged 91 ComputeScore: Raw -53652.850311 + Penalty 311.373847 = -53341.476464 Iteration 31Q: 3 clusters Score -53341.48 nChanged 83 ComputeScore: Raw -53691.217710 + Penalty 311.373847 = -53379.843863 Iteration 32Q: 3 clusters Score -53379.84 nChanged 73 ComputeScore: Raw -53723.102395 + Penalty 311.373847 = -53411.728548 Iteration 33Q: 3 clusters Score -53411.73 nChanged 76 ComputeScore: Raw -53762.251394 + Penalty 311.373847 = -53450.877547 Iteration 34Q: 3 clusters Score -53450.88 nChanged 74 ComputeScore: Raw -53804.658467 + Penalty 311.373847 = -53493.284620 Iteration 35Q: 3 clusters Score -53493.28 nChanged 66 ComputeScore: Raw -53843.543597 + Penalty 311.373847 = -53532.169750 Iteration 36Q: 3 clusters Score -53532.17 nChanged 59 ComputeScore: Raw -53884.125116 + Penalty 311.373847 = -53572.751269 Iteration 37Q: 3 clusters Score -53572.75 nChanged 53 ComputeScore: Raw -53914.446148 + Penalty 311.373847 = -53603.072301 Iteration 38Q: 3 clusters Score -53603.07 nChanged 36 ComputeScore: Raw -53933.122064 + Penalty 311.373847 = -53621.748217 Iteration 39Q: 3 clusters Score -53621.75 nChanged 28 ComputeScore: Raw -53951.830598 + Penalty 311.373847 = -53640.456751 Iteration 40F: 3 clusters Score -53640.46 nChanged 27 ComputeScore: Raw -53966.602371 + Penalty 311.373847 = -53655.228524 Iteration 41Q: 3 clusters Score -53655.23 nChanged 17 ComputeScore: Raw -53976.608956 + Penalty 311.373847 = -53665.235108 Iteration 42Q: 3 clusters Score -53665.24 nChanged 15 ComputeScore: Raw -53982.538556 + Penalty 311.373847 = -53671.164709 Iteration 43Q: 3 clusters Score -53671.16 nChanged 10 ComputeScore: Raw -53987.998130 + Penalty 311.373847 = -53676.624283 Iteration 44Q: 3 clusters Score -53676.62 nChanged 12 ComputeScore: Raw -53994.036272 + Penalty 311.373847 = -53682.662425 Iteration 45Q: 3 clusters Score -53682.66 nChanged 11 ComputeScore: Raw -54000.741279 + Penalty 311.373847 = -53689.367432 Iteration 46Q: 3 clusters Score -53689.37 nChanged 10 ComputeScore: Raw -54007.744953 + Penalty 311.373847 = -53696.371106 Iteration 47Q: 3 clusters Score -53696.37 nChanged 6 ComputeScore: Raw -54010.511108 + Penalty 311.373847 = -53699.137261 Iteration 48Q: 3 clusters Score -53699.14 nChanged 5 ComputeScore: Raw -54018.409684 + Penalty 311.373847 = -53707.035837 Iteration 49Q: 3 clusters Score -53707.04 nChanged 1 ComputeScore: Raw -54018.589902 + Penalty 311.373847 = -53707.216055 Iteration 50Q: 3 clusters Score -53707.22 nChanged 2 ComputeScore: Raw -54019.431906 + Penalty 311.373847 = -53708.058059 Iteration 51Q: 3 clusters Score -53708.06 nChanged 1 ComputeScore: Raw -54020.145866 + Penalty 311.373847 = -53708.772019 Iteration 52Q: 3 clusters Score -53708.77 nChanged 0 ComputeScore: Raw -54020.145866 + Penalty 311.373847 = -53708.772019 Iteration 53F: 3 clusters Score -53708.77 nChanged 0 Trying to split cluster 8 (264 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3473.689137 + Penalty 100.367084 = -3373.322054 Iteration 0F: 2 clusters Score -3373.322 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3369.878103 + Penalty 200.734168 = -3169.143935 Iteration 0F: 3 clusters Score -3169.144 nChanged 95 ComputeScore: Raw -3436.951892 + Penalty 200.734168 = -3236.217724 Iteration 1F: 3 clusters Score -3236.218 nChanged 20 ComputeScore: Raw -3444.499294 + Penalty 200.734168 = -3243.765127 Iteration 2F: 3 clusters Score -3243.765 nChanged 7 ComputeScore: Raw -3448.035220 + Penalty 200.734168 = -3247.301053 Iteration 3Q: 3 clusters Score -3247.301 nChanged 6 ComputeScore: Raw -3450.615385 + Penalty 200.734168 = -3249.881217 Iteration 4Q: 3 clusters Score -3249.881 nChanged 5 ComputeScore: Raw -3456.415570 + Penalty 200.734168 = -3255.681402 Iteration 5Q: 3 clusters Score -3255.681 nChanged 5 ComputeScore: Raw -3459.936095 + Penalty 200.734168 = -3259.201927 Iteration 6Q: 3 clusters Score -3259.202 nChanged 4 ComputeScore: Raw -3462.892774 + Penalty 200.734168 = -3262.158607 Iteration 7Q: 3 clusters Score -3262.159 nChanged 4 ComputeScore: Raw -3464.549576 + Penalty 200.734168 = -3263.815408 Iteration 8Q: 3 clusters Score -3263.815 nChanged 3 ComputeScore: Raw -3466.446930 + Penalty 200.734168 = -3265.712762 Iteration 9Q: 3 clusters Score -3265.713 nChanged 3 ComputeScore: Raw -3467.761324 + Penalty 200.734168 = -3267.027156 Iteration 10Q: 3 clusters Score -3267.027 nChanged 2 ComputeScore: Raw -3468.350141 + Penalty 200.734168 = -3267.615974 Iteration 11Q: 3 clusters Score -3267.616 nChanged 1 ComputeScore: Raw -3468.487052 + Penalty 200.734168 = -3267.752885 Iteration 12Q: 3 clusters Score -3267.753 nChanged 1 ComputeScore: Raw -3469.037939 + Penalty 200.734168 = -3268.303771 Iteration 13Q: 3 clusters Score -3268.304 nChanged 0 ComputeScore: Raw -3469.037939 + Penalty 200.734168 = -3268.303771 Iteration 14F: 3 clusters Score -3268.304 nChanged 0 Trying to split cluster 9 (10501 points) Assigned 2 initial classes randomly. ComputeScore: Raw -91810.835599 + Penalty 166.666064 = -91644.169535 Iteration 0F: 2 clusters Score -91644.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -84972.515343 + Penalty 333.332128 = -84639.183216 Iteration 0F: 3 clusters Score -84639.18 nChanged 5050 ComputeScore: Raw -88111.471185 + Penalty 333.332128 = -87778.139057 Iteration 1F: 3 clusters Score -87778.14 nChanged 732 ComputeScore: Raw -88582.879785 + Penalty 333.332128 = -88249.547657 Iteration 2F: 3 clusters Score -88249.55 nChanged 738 ComputeScore: Raw -89206.751059 + Penalty 333.332128 = -88873.418932 Iteration 3F: 3 clusters Score -88873.42 nChanged 692 ComputeScore: Raw -89797.001665 + Penalty 333.332128 = -89463.669537 Iteration 4F: 3 clusters Score -89463.67 nChanged 566 ComputeScore: Raw -90175.824636 + Penalty 333.332128 = -89842.492508 Iteration 5F: 3 clusters Score -89842.49 nChanged 377 ComputeScore: Raw -90381.858632 + Penalty 333.332128 = -90048.526504 Iteration 6Q: 3 clusters Score -90048.53 nChanged 284 ComputeScore: Raw -90534.949140 + Penalty 333.332128 = -90201.617012 Iteration 7Q: 3 clusters Score -90201.62 nChanged 247 ComputeScore: Raw -90666.276078 + Penalty 333.332128 = -90332.943950 Iteration 8Q: 3 clusters Score -90332.94 nChanged 229 ComputeScore: Raw -90780.837697 + Penalty 333.332128 = -90447.505569 Iteration 9Q: 3 clusters Score -90447.51 nChanged 199 ComputeScore: Raw -90865.333395 + Penalty 333.332128 = -90532.001267 Iteration 10Q: 3 clusters Score -90532 nChanged 168 ComputeScore: Raw -90932.069860 + Penalty 333.332128 = -90598.737732 Iteration 11Q: 3 clusters Score -90598.74 nChanged 168 ComputeScore: Raw -90995.160868 + Penalty 333.332128 = -90661.828741 Iteration 12Q: 3 clusters Score -90661.83 nChanged 142 ComputeScore: Raw -91037.882156 + Penalty 333.332128 = -90704.550028 Iteration 13Q: 3 clusters Score -90704.55 nChanged 127 ComputeScore: Raw -91068.127008 + Penalty 333.332128 = -90734.794880 Iteration 14Q: 3 clusters Score -90734.79 nChanged 90 ComputeScore: Raw -91084.909412 + Penalty 333.332128 = -90751.577284 Iteration 15Q: 3 clusters Score -90751.58 nChanged 76 ComputeScore: Raw -91095.614373 + Penalty 333.332128 = -90762.282245 Iteration 16Q: 3 clusters Score -90762.28 nChanged 56 ComputeScore: Raw -91103.542196 + Penalty 333.332128 = -90770.210068 Iteration 17Q: 3 clusters Score -90770.21 nChanged 54 ComputeScore: Raw -91109.371846 + Penalty 333.332128 = -90776.039718 Iteration 18Q: 3 clusters Score -90776.04 nChanged 39 ComputeScore: Raw -91113.486549 + Penalty 333.332128 = -90780.154421 Iteration 19Q: 3 clusters Score -90780.15 nChanged 44 ComputeScore: Raw -91119.415961 + Penalty 333.332128 = -90786.083833 Iteration 20F: 3 clusters Score -90786.08 nChanged 41 ComputeScore: Raw -91123.543155 + Penalty 333.332128 = -90790.211027 Iteration 21Q: 3 clusters Score -90790.21 nChanged 37 ComputeScore: Raw -91126.787245 + Penalty 333.332128 = -90793.455117 Iteration 22Q: 3 clusters Score -90793.46 nChanged 41 ComputeScore: Raw -91130.473440 + Penalty 333.332128 = -90797.141312 Iteration 23Q: 3 clusters Score -90797.14 nChanged 33 ComputeScore: Raw -91133.524024 + Penalty 333.332128 = -90800.191897 Iteration 24Q: 3 clusters Score -90800.19 nChanged 34 ComputeScore: Raw -91137.090048 + Penalty 333.332128 = -90803.757920 Iteration 25Q: 3 clusters Score -90803.76 nChanged 50 ComputeScore: Raw -91141.655618 + Penalty 333.332128 = -90808.323490 Iteration 26Q: 3 clusters Score -90808.32 nChanged 40 ComputeScore: Raw -91145.902541 + Penalty 333.332128 = -90812.570413 Iteration 27Q: 3 clusters Score -90812.57 nChanged 54 ComputeScore: Raw -91152.707359 + Penalty 333.332128 = -90819.375231 Iteration 28Q: 3 clusters Score -90819.38 nChanged 67 ComputeScore: Raw -91161.353866 + Penalty 333.332128 = -90828.021739 Iteration 29Q: 3 clusters Score -90828.02 nChanged 62 ComputeScore: Raw -91170.607358 + Penalty 333.332128 = -90837.275230 Iteration 30Q: 3 clusters Score -90837.28 nChanged 71 ComputeScore: Raw -91181.922349 + Penalty 333.332128 = -90848.590222 Iteration 31Q: 3 clusters Score -90848.59 nChanged 72 ComputeScore: Raw -91194.260724 + Penalty 333.332128 = -90860.928596 Iteration 32Q: 3 clusters Score -90860.93 nChanged 82 ComputeScore: Raw -91210.531828 + Penalty 333.332128 = -90877.199700 Iteration 33Q: 3 clusters Score -90877.2 nChanged 92 ComputeScore: Raw -91228.870661 + Penalty 333.332128 = -90895.538533 Iteration 34Q: 3 clusters Score -90895.54 nChanged 84 ComputeScore: Raw -91246.637225 + Penalty 333.332128 = -90913.305097 Iteration 35Q: 3 clusters Score -90913.31 nChanged 88 ComputeScore: Raw -91269.798131 + Penalty 333.332128 = -90936.466004 Iteration 36Q: 3 clusters Score -90936.47 nChanged 95 ComputeScore: Raw -91293.363750 + Penalty 333.332128 = -90960.031622 Iteration 37Q: 3 clusters Score -90960.03 nChanged 92 ComputeScore: Raw -91313.396306 + Penalty 333.332128 = -90980.064178 Iteration 38Q: 3 clusters Score -90980.06 nChanged 88 ComputeScore: Raw -91330.103612 + Penalty 333.332128 = -90996.771485 Iteration 39Q: 3 clusters Score -90996.77 nChanged 86 ComputeScore: Raw -91345.880704 + Penalty 333.332128 = -91012.548576 Iteration 40F: 3 clusters Score -91012.55 nChanged 80 ComputeScore: Raw -91360.420540 + Penalty 333.332128 = -91027.088413 Iteration 41Q: 3 clusters Score -91027.09 nChanged 70 ComputeScore: Raw -91371.057477 + Penalty 333.332128 = -91037.725350 Iteration 42Q: 3 clusters Score -91037.73 nChanged 60 ComputeScore: Raw -91381.080781 + Penalty 333.332128 = -91047.748654 Iteration 43Q: 3 clusters Score -91047.75 nChanged 70 ComputeScore: Raw -91393.735049 + Penalty 333.332128 = -91060.402921 Iteration 44Q: 3 clusters Score -91060.4 nChanged 69 ComputeScore: Raw -91406.817365 + Penalty 333.332128 = -91073.485237 Iteration 45Q: 3 clusters Score -91073.49 nChanged 69 ComputeScore: Raw -91419.377412 + Penalty 333.332128 = -91086.045284 Iteration 46Q: 3 clusters Score -91086.05 nChanged 60 ComputeScore: Raw -91430.764836 + Penalty 333.332128 = -91097.432709 Iteration 47Q: 3 clusters Score -91097.43 nChanged 44 ComputeScore: Raw -91438.150413 + Penalty 333.332128 = -91104.818286 Iteration 48Q: 3 clusters Score -91104.82 nChanged 35 ComputeScore: Raw -91442.062774 + Penalty 333.332128 = -91108.730646 Iteration 49Q: 3 clusters Score -91108.73 nChanged 13 ComputeScore: Raw -91442.658136 + Penalty 333.332128 = -91109.326008 Iteration 50Q: 3 clusters Score -91109.33 nChanged 5 ComputeScore: Raw -91442.793794 + Penalty 333.332128 = -91109.461666 Iteration 51Q: 3 clusters Score -91109.46 nChanged 5 ComputeScore: Raw -91442.973011 + Penalty 333.332128 = -91109.640883 Iteration 52Q: 3 clusters Score -91109.64 nChanged 3 ComputeScore: Raw -91443.017648 + Penalty 333.332128 = -91109.685521 Iteration 53Q: 3 clusters Score -91109.69 nChanged 0 ComputeScore: Raw -91443.017648 + Penalty 333.332128 = -91109.685521 Iteration 54F: 3 clusters Score -91109.69 nChanged 0 Trying to split cluster 10 (642 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7709.424008 + Penalty 116.362589 = -7593.061419 Iteration 0F: 2 clusters Score -7593.061 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7358.473395 + Penalty 232.725179 = -7125.748216 Iteration 0F: 3 clusters Score -7125.748 nChanged 272 ComputeScore: Raw -7533.862210 + Penalty 232.725179 = -7301.137031 Iteration 1F: 3 clusters Score -7301.137 nChanged 61 ComputeScore: Raw -7581.516388 + Penalty 232.725179 = -7348.791209 Iteration 2F: 3 clusters Score -7348.791 nChanged 36 ComputeScore: Raw -7606.148520 + Penalty 232.725179 = -7373.423341 Iteration 3F: 3 clusters Score -7373.423 nChanged 24 ComputeScore: Raw -7622.149831 + Penalty 232.725179 = -7389.424652 Iteration 4Q: 3 clusters Score -7389.425 nChanged 20 ComputeScore: Raw -7637.451189 + Penalty 232.725179 = -7404.726010 Iteration 5Q: 3 clusters Score -7404.726 nChanged 19 ComputeScore: Raw -7652.158535 + Penalty 232.725179 = -7419.433357 Iteration 6Q: 3 clusters Score -7419.433 nChanged 17 ComputeScore: Raw -7665.457820 + Penalty 232.725179 = -7432.732641 Iteration 7Q: 3 clusters Score -7432.733 nChanged 16 ComputeScore: Raw -7680.531818 + Penalty 232.725179 = -7447.806639 Iteration 8Q: 3 clusters Score -7447.807 nChanged 13 ComputeScore: Raw -7690.994325 + Penalty 232.725179 = -7458.269146 Iteration 9Q: 3 clusters Score -7458.269 nChanged 9 ComputeScore: Raw -7700.689877 + Penalty 232.725179 = -7467.964698 Iteration 10Q: 3 clusters Score -7467.965 nChanged 10 ComputeScore: Raw -7711.005986 + Penalty 232.725179 = -7478.280807 Iteration 11Q: 3 clusters Score -7478.281 nChanged 4 ComputeScore: Raw -7712.668429 + Penalty 232.725179 = -7479.943251 Iteration 12Q: 3 clusters Score -7479.943 nChanged 2 ComputeScore: Raw -7715.435665 + Penalty 232.725179 = -7482.710486 Iteration 13Q: 3 clusters Score -7482.71 nChanged 3 ComputeScore: Raw -7717.003750 + Penalty 232.725179 = -7484.278571 Iteration 14Q: 3 clusters Score -7484.279 nChanged 0 ComputeScore: Raw -7717.003750 + Penalty 232.725179 = -7484.278571 Iteration 15F: 3 clusters Score -7484.279 nChanged 0 Trying to split cluster 11 (387 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4773.133386 + Penalty 107.251644 = -4665.881741 Iteration 0F: 2 clusters Score -4665.882 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4574.413273 + Penalty 214.503289 = -4359.909984 Iteration 0F: 3 clusters Score -4359.91 nChanged 153 ComputeScore: Raw -4677.353148 + Penalty 214.503289 = -4462.849859 Iteration 1F: 3 clusters Score -4462.85 nChanged 32 ComputeScore: Raw -4702.478117 + Penalty 214.503289 = -4487.974828 Iteration 2F: 3 clusters Score -4487.975 nChanged 23 ComputeScore: Raw -4722.249238 + Penalty 214.503289 = -4507.745949 Iteration 3F: 3 clusters Score -4507.746 nChanged 23 ComputeScore: Raw -4748.022317 + Penalty 214.503289 = -4533.519028 Iteration 4F: 3 clusters Score -4533.519 nChanged 19 ComputeScore: Raw -4760.061184 + Penalty 214.503289 = -4545.557895 Iteration 5Q: 3 clusters Score -4545.558 nChanged 8 ComputeScore: Raw -4765.464255 + Penalty 214.503289 = -4550.960966 Iteration 6Q: 3 clusters Score -4550.961 nChanged 4 ComputeScore: Raw -4768.794144 + Penalty 214.503289 = -4554.290855 Iteration 7Q: 3 clusters Score -4554.291 nChanged 6 ComputeScore: Raw -4773.053789 + Penalty 214.503289 = -4558.550500 Iteration 8Q: 3 clusters Score -4558.551 nChanged 7 ComputeScore: Raw -4778.945265 + Penalty 214.503289 = -4564.441976 Iteration 9Q: 3 clusters Score -4564.442 nChanged 7 ComputeScore: Raw -4784.901930 + Penalty 214.503289 = -4570.398641 Iteration 10Q: 3 clusters Score -4570.399 nChanged 7 ComputeScore: Raw -4792.115872 + Penalty 214.503289 = -4577.612583 Iteration 11Q: 3 clusters Score -4577.613 nChanged 4 ComputeScore: Raw -4795.206870 + Penalty 214.503289 = -4580.703581 Iteration 12Q: 3 clusters Score -4580.704 nChanged 3 ComputeScore: Raw -4796.666141 + Penalty 214.503289 = -4582.162852 Iteration 13Q: 3 clusters Score -4582.163 nChanged 1 ComputeScore: Raw -4797.678703 + Penalty 214.503289 = -4583.175414 Iteration 14Q: 3 clusters Score -4583.175 nChanged 1 ComputeScore: Raw -4797.988826 + Penalty 214.503289 = -4583.485537 Iteration 15Q: 3 clusters Score -4583.486 nChanged 3 ComputeScore: Raw -4799.233650 + Penalty 214.503289 = -4584.730361 Iteration 16Q: 3 clusters Score -4584.73 nChanged 0 ComputeScore: Raw -4799.233650 + Penalty 214.503289 = -4584.730361 Iteration 17F: 3 clusters Score -4584.73 nChanged 0 Trying to split cluster 12 (1915 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22565.373270 + Penalty 136.034512 = -22429.338758 Iteration 0F: 2 clusters Score -22429.34 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21424.702075 + Penalty 272.069024 = -21152.633051 Iteration 0F: 3 clusters Score -21152.63 nChanged 874 ComputeScore: Raw -21976.567719 + Penalty 272.069024 = -21704.498695 Iteration 1F: 3 clusters Score -21704.5 nChanged 154 ComputeScore: Raw -22078.041028 + Penalty 272.069024 = -21805.972003 Iteration 2F: 3 clusters Score -21805.97 nChanged 140 ComputeScore: Raw -22183.412803 + Penalty 272.069024 = -21911.343779 Iteration 3F: 3 clusters Score -21911.34 nChanged 125 ComputeScore: Raw -22323.052800 + Penalty 272.069024 = -22050.983775 Iteration 4F: 3 clusters Score -22050.98 nChanged 104 ComputeScore: Raw -22439.663235 + Penalty 272.069024 = -22167.594211 Iteration 5F: 3 clusters Score -22167.59 nChanged 67 ComputeScore: Raw -22511.717289 + Penalty 272.069024 = -22239.648264 Iteration 6Q: 3 clusters Score -22239.65 nChanged 23 ComputeScore: Raw -22535.022448 + Penalty 272.069024 = -22262.953423 Iteration 7Q: 3 clusters Score -22262.95 nChanged 14 ComputeScore: Raw -22546.471235 + Penalty 272.069024 = -22274.402210 Iteration 8Q: 3 clusters Score -22274.4 nChanged 12 ComputeScore: Raw -22559.182557 + Penalty 272.069024 = -22287.113533 Iteration 9Q: 3 clusters Score -22287.11 nChanged 11 ComputeScore: Raw -22572.912486 + Penalty 272.069024 = -22300.843462 Iteration 10Q: 3 clusters Score -22300.84 nChanged 6 ComputeScore: Raw -22578.586876 + Penalty 272.069024 = -22306.517852 Iteration 11Q: 3 clusters Score -22306.52 nChanged 6 ComputeScore: Raw -22587.115029 + Penalty 272.069024 = -22315.046005 Iteration 12Q: 3 clusters Score -22315.05 nChanged 2 ComputeScore: Raw -22590.133211 + Penalty 272.069024 = -22318.064187 Iteration 13Q: 3 clusters Score -22318.06 nChanged 1 ComputeScore: Raw -22591.520385 + Penalty 272.069024 = -22319.451360 Iteration 14Q: 3 clusters Score -22319.45 nChanged 3 ComputeScore: Raw -22594.049987 + Penalty 272.069024 = -22321.980963 Iteration 15Q: 3 clusters Score -22321.98 nChanged 2 ComputeScore: Raw -22595.356370 + Penalty 272.069024 = -22323.287346 Iteration 16Q: 3 clusters Score -22323.29 nChanged 2 ComputeScore: Raw -22596.699677 + Penalty 272.069024 = -22324.630653 Iteration 17Q: 3 clusters Score -22324.63 nChanged 2 ComputeScore: Raw -22597.659799 + Penalty 272.069024 = -22325.590774 Iteration 18Q: 3 clusters Score -22325.59 nChanged 0 ComputeScore: Raw -22597.659799 + Penalty 272.069024 = -22325.590774 Iteration 19F: 3 clusters Score -22325.59 nChanged 0 Trying to split cluster 13 (2685 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25427.826833 + Penalty 142.117848 = -25285.708985 Iteration 0F: 2 clusters Score -25285.71 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -23808.457380 + Penalty 284.235696 = -23524.221684 Iteration 0F: 3 clusters Score -23524.22 nChanged 1217 ComputeScore: Raw -24564.185048 + Penalty 284.235696 = -24279.949351 Iteration 1F: 3 clusters Score -24279.95 nChanged 208 ComputeScore: Raw -24746.436318 + Penalty 284.235696 = -24462.200621 Iteration 2F: 3 clusters Score -24462.2 nChanged 184 ComputeScore: Raw -24905.724968 + Penalty 284.235696 = -24621.489272 Iteration 3F: 3 clusters Score -24621.49 nChanged 142 ComputeScore: Raw -24983.776088 + Penalty 284.235696 = -24699.540391 Iteration 4F: 3 clusters Score -24699.54 nChanged 71 ComputeScore: Raw -25001.847866 + Penalty 284.235696 = -24717.612170 Iteration 5Q: 3 clusters Score -24717.61 nChanged 32 ComputeScore: Raw -25007.925716 + Penalty 284.235696 = -24723.690020 Iteration 6Q: 3 clusters Score -24723.69 nChanged 20 ComputeScore: Raw -25011.189086 + Penalty 284.235696 = -24726.953390 Iteration 7Q: 3 clusters Score -24726.95 nChanged 17 ComputeScore: Raw -25013.962560 + Penalty 284.235696 = -24729.726863 Iteration 8Q: 3 clusters Score -24729.73 nChanged 20 ComputeScore: Raw -25018.434278 + Penalty 284.235696 = -24734.198582 Iteration 9Q: 3 clusters Score -24734.2 nChanged 25 ComputeScore: Raw -25022.468854 + Penalty 284.235696 = -24738.233158 Iteration 10Q: 3 clusters Score -24738.23 nChanged 19 ComputeScore: Raw -25024.954316 + Penalty 284.235696 = -24740.718620 Iteration 11Q: 3 clusters Score -24740.72 nChanged 15 ComputeScore: Raw -25027.692767 + Penalty 284.235696 = -24743.457071 Iteration 12Q: 3 clusters Score -24743.46 nChanged 16 ComputeScore: Raw -25030.876408 + Penalty 284.235696 = -24746.640711 Iteration 13Q: 3 clusters Score -24746.64 nChanged 18 ComputeScore: Raw -25035.226479 + Penalty 284.235696 = -24750.990783 Iteration 14Q: 3 clusters Score -24750.99 nChanged 20 ComputeScore: Raw -25040.421484 + Penalty 284.235696 = -24756.185788 Iteration 15Q: 3 clusters Score -24756.19 nChanged 26 ComputeScore: Raw -25046.857782 + Penalty 284.235696 = -24762.622086 Iteration 16Q: 3 clusters Score -24762.62 nChanged 25 ComputeScore: Raw -25053.924170 + Penalty 284.235696 = -24769.688474 Iteration 17Q: 3 clusters Score -24769.69 nChanged 21 ComputeScore: Raw -25058.402240 + Penalty 284.235696 = -24774.166544 Iteration 18Q: 3 clusters Score -24774.17 nChanged 16 ComputeScore: Raw -25061.923495 + Penalty 284.235696 = -24777.687798 Iteration 19Q: 3 clusters Score -24777.69 nChanged 15 ComputeScore: Raw -25063.484334 + Penalty 284.235696 = -24779.248638 Iteration 20F: 3 clusters Score -24779.25 nChanged 11 ComputeScore: Raw -25064.467036 + Penalty 284.235696 = -24780.231340 Iteration 21Q: 3 clusters Score -24780.23 nChanged 7 ComputeScore: Raw -25065.034607 + Penalty 284.235696 = -24780.798911 Iteration 22Q: 3 clusters Score -24780.8 nChanged 10 ComputeScore: Raw -25065.614636 + Penalty 284.235696 = -24781.378940 Iteration 23Q: 3 clusters Score -24781.38 nChanged 5 ComputeScore: Raw -25065.782475 + Penalty 284.235696 = -24781.546779 Iteration 24Q: 3 clusters Score -24781.55 nChanged 3 ComputeScore: Raw -25065.913284 + Penalty 284.235696 = -24781.677588 Iteration 25Q: 3 clusters Score -24781.68 nChanged 4 ComputeScore: Raw -25066.717435 + Penalty 284.235696 = -24782.481739 Iteration 26Q: 3 clusters Score -24782.48 nChanged 10 ComputeScore: Raw -25068.240300 + Penalty 284.235696 = -24784.004604 Iteration 27Q: 3 clusters Score -24784 nChanged 10 ComputeScore: Raw -25069.929967 + Penalty 284.235696 = -24785.694271 Iteration 28Q: 3 clusters Score -24785.69 nChanged 13 ComputeScore: Raw -25072.221330 + Penalty 284.235696 = -24787.985634 Iteration 29Q: 3 clusters Score -24787.99 nChanged 15 ComputeScore: Raw -25074.246384 + Penalty 284.235696 = -24790.010688 Iteration 30Q: 3 clusters Score -24790.01 nChanged 10 ComputeScore: Raw -25075.111605 + Penalty 284.235696 = -24790.875909 Iteration 31Q: 3 clusters Score -24790.88 nChanged 3 ComputeScore: Raw -25075.272091 + Penalty 284.235696 = -24791.036395 Iteration 32Q: 3 clusters Score -24791.04 nChanged 4 ComputeScore: Raw -25075.637053 + Penalty 284.235696 = -24791.401356 Iteration 33Q: 3 clusters Score -24791.4 nChanged 5 ComputeScore: Raw -25076.215191 + Penalty 284.235696 = -24791.979494 Iteration 34Q: 3 clusters Score -24791.98 nChanged 9 ComputeScore: Raw -25078.346361 + Penalty 284.235696 = -24794.110664 Iteration 35Q: 3 clusters Score -24794.11 nChanged 11 ComputeScore: Raw -25079.972909 + Penalty 284.235696 = -24795.737212 Iteration 36Q: 3 clusters Score -24795.74 nChanged 8 ComputeScore: Raw -25080.746998 + Penalty 284.235696 = -24796.511302 Iteration 37Q: 3 clusters Score -24796.51 nChanged 7 ComputeScore: Raw -25081.382866 + Penalty 284.235696 = -24797.147170 Iteration 38Q: 3 clusters Score -24797.15 nChanged 5 ComputeScore: Raw -25081.763062 + Penalty 284.235696 = -24797.527366 Iteration 39Q: 3 clusters Score -24797.53 nChanged 9 ComputeScore: Raw -25083.119892 + Penalty 284.235696 = -24798.884196 Iteration 40F: 3 clusters Score -24798.88 nChanged 8 ComputeScore: Raw -25084.606713 + Penalty 284.235696 = -24800.371017 Iteration 41Q: 3 clusters Score -24800.37 nChanged 11 ComputeScore: Raw -25086.471524 + Penalty 284.235696 = -24802.235828 Iteration 42Q: 3 clusters Score -24802.24 nChanged 15 ComputeScore: Raw -25088.209914 + Penalty 284.235696 = -24803.974218 Iteration 43Q: 3 clusters Score -24803.97 nChanged 9 ComputeScore: Raw -25088.826466 + Penalty 284.235696 = -24804.590769 Iteration 44Q: 3 clusters Score -24804.59 nChanged 6 ComputeScore: Raw -25089.144949 + Penalty 284.235696 = -24804.909253 Iteration 45Q: 3 clusters Score -24804.91 nChanged 5 ComputeScore: Raw -25089.411641 + Penalty 284.235696 = -24805.175945 Iteration 46Q: 3 clusters Score -24805.18 nChanged 4 ComputeScore: Raw -25089.533210 + Penalty 284.235696 = -24805.297513 Iteration 47Q: 3 clusters Score -24805.3 nChanged 2 ComputeScore: Raw -25089.598416 + Penalty 284.235696 = -24805.362719 Iteration 48Q: 3 clusters Score -24805.36 nChanged 0 ComputeScore: Raw -25089.598416 + Penalty 284.235696 = -24805.362719 Iteration 49F: 3 clusters Score -24805.36 nChanged 0 Trying to split cluster 14 (8508 points) Assigned 2 initial classes randomly. ComputeScore: Raw -73033.521829 + Penalty 162.877719 = -72870.644110 Iteration 0F: 2 clusters Score -72870.64 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -67623.426466 + Penalty 325.755438 = -67297.671028 Iteration 0F: 3 clusters Score -67297.67 nChanged 4060 ComputeScore: Raw -69971.229488 + Penalty 325.755438 = -69645.474050 Iteration 1F: 3 clusters Score -69645.47 nChanged 466 ComputeScore: Raw -70146.548399 + Penalty 325.755438 = -69820.792961 Iteration 2F: 3 clusters Score -69820.79 nChanged 448 ComputeScore: Raw -70343.829428 + Penalty 325.755438 = -70018.073990 Iteration 3F: 3 clusters Score -70018.07 nChanged 495 ComputeScore: Raw -70643.266136 + Penalty 325.755438 = -70317.510698 Iteration 4F: 3 clusters Score -70317.51 nChanged 538 ComputeScore: Raw -71055.538890 + Penalty 325.755438 = -70729.783452 Iteration 5F: 3 clusters Score -70729.78 nChanged 500 ComputeScore: Raw -71445.415543 + Penalty 325.755438 = -71119.660105 Iteration 6F: 3 clusters Score -71119.66 nChanged 383 ComputeScore: Raw -71684.575807 + Penalty 325.755438 = -71358.820369 Iteration 7Q: 3 clusters Score -71358.82 nChanged 264 ComputeScore: Raw -71818.439008 + Penalty 325.755438 = -71492.683570 Iteration 8Q: 3 clusters Score -71492.68 nChanged 237 ComputeScore: Raw -71928.476471 + Penalty 325.755438 = -71602.721032 Iteration 9Q: 3 clusters Score -71602.72 nChanged 222 ComputeScore: Raw -72031.797281 + Penalty 325.755438 = -71706.041842 Iteration 10Q: 3 clusters Score -71706.04 nChanged 223 ComputeScore: Raw -72142.307951 + Penalty 325.755438 = -71816.552512 Iteration 11Q: 3 clusters Score -71816.55 nChanged 212 ComputeScore: Raw -72254.276052 + Penalty 325.755438 = -71928.520614 Iteration 12Q: 3 clusters Score -71928.52 nChanged 216 ComputeScore: Raw -72369.784409 + Penalty 325.755438 = -72044.028970 Iteration 13Q: 3 clusters Score -72044.03 nChanged 183 ComputeScore: Raw -72475.613482 + Penalty 325.755438 = -72149.858044 Iteration 14Q: 3 clusters Score -72149.86 nChanged 169 ComputeScore: Raw -72575.842538 + Penalty 325.755438 = -72250.087100 Iteration 15Q: 3 clusters Score -72250.09 nChanged 145 ComputeScore: Raw -72664.261372 + Penalty 325.755438 = -72338.505934 Iteration 16Q: 3 clusters Score -72338.51 nChanged 126 ComputeScore: Raw -72740.484398 + Penalty 325.755438 = -72414.728960 Iteration 17Q: 3 clusters Score -72414.73 nChanged 110 ComputeScore: Raw -72820.939365 + Penalty 325.755438 = -72495.183926 Iteration 18Q: 3 clusters Score -72495.18 nChanged 74 ComputeScore: Raw -72869.675128 + Penalty 325.755438 = -72543.919690 Iteration 19Q: 3 clusters Score -72543.92 nChanged 72 ComputeScore: Raw -72920.345726 + Penalty 325.755438 = -72594.590287 Iteration 20F: 3 clusters Score -72594.59 nChanged 59 ComputeScore: Raw -72965.956253 + Penalty 325.755438 = -72640.200814 Iteration 21Q: 3 clusters Score -72640.2 nChanged 46 ComputeScore: Raw -73003.151749 + Penalty 325.755438 = -72677.396310 Iteration 22Q: 3 clusters Score -72677.4 nChanged 30 ComputeScore: Raw -73026.373077 + Penalty 325.755438 = -72700.617639 Iteration 23Q: 3 clusters Score -72700.62 nChanged 20 ComputeScore: Raw -73041.615687 + Penalty 325.755438 = -72715.860248 Iteration 24Q: 3 clusters Score -72715.86 nChanged 13 ComputeScore: Raw -73049.088873 + Penalty 325.755438 = -72723.333435 Iteration 25Q: 3 clusters Score -72723.33 nChanged 9 ComputeScore: Raw -73057.085410 + Penalty 325.755438 = -72731.329972 Iteration 26Q: 3 clusters Score -72731.33 nChanged 6 ComputeScore: Raw -73064.222379 + Penalty 325.755438 = -72738.466940 Iteration 27Q: 3 clusters Score -72738.47 nChanged 4 ComputeScore: Raw -73066.781054 + Penalty 325.755438 = -72741.025615 Iteration 28Q: 3 clusters Score -72741.03 nChanged 4 ComputeScore: Raw -73069.486848 + Penalty 325.755438 = -72743.731410 Iteration 29Q: 3 clusters Score -72743.73 nChanged 1 ComputeScore: Raw -73070.665206 + Penalty 325.755438 = -72744.909768 Iteration 30Q: 3 clusters Score -72744.91 nChanged 2 ComputeScore: Raw -73072.270564 + Penalty 325.755438 = -72746.515125 Iteration 31Q: 3 clusters Score -72746.52 nChanged 3 ComputeScore: Raw -73078.443360 + Penalty 325.755438 = -72752.687922 Iteration 32Q: 3 clusters Score -72752.69 nChanged 2 ComputeScore: Raw -73080.314641 + Penalty 325.755438 = -72754.559203 Iteration 33Q: 3 clusters Score -72754.56 nChanged 1 ComputeScore: Raw -73080.782247 + Penalty 325.755438 = -72755.026809 Iteration 34Q: 3 clusters Score -72755.03 nChanged 0 ComputeScore: Raw -73080.782247 + Penalty 325.755438 = -72755.026809 Iteration 35F: 3 clusters Score -72755.03 nChanged 0 Trying to split cluster 15 (4911 points) Assigned 2 initial classes randomly. ComputeScore: Raw -43100.933909 + Penalty 152.986192 = -42947.947718 Iteration 0F: 2 clusters Score -42947.95 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39953.409208 + Penalty 305.972383 = -39647.436825 Iteration 0F: 3 clusters Score -39647.44 nChanged 2314 ComputeScore: Raw -41362.781159 + Penalty 305.972383 = -41056.808776 Iteration 1F: 3 clusters Score -41056.81 nChanged 312 ComputeScore: Raw -41502.610930 + Penalty 305.972383 = -41196.638546 Iteration 2F: 3 clusters Score -41196.64 nChanged 313 ComputeScore: Raw -41703.175223 + Penalty 305.972383 = -41397.202840 Iteration 3F: 3 clusters Score -41397.2 nChanged 386 ComputeScore: Raw -42017.974956 + Penalty 305.972383 = -41712.002573 Iteration 4F: 3 clusters Score -41712 nChanged 437 ComputeScore: Raw -42417.437786 + Penalty 305.972383 = -42111.465402 Iteration 5F: 3 clusters Score -42111.47 nChanged 355 ComputeScore: Raw -42761.915627 + Penalty 305.972383 = -42455.943244 Iteration 6F: 3 clusters Score -42455.94 nChanged 223 ComputeScore: Raw -42966.613251 + Penalty 305.972383 = -42660.640868 Iteration 7Q: 3 clusters Score -42660.64 nChanged 111 ComputeScore: Raw -43054.191505 + Penalty 305.972383 = -42748.219122 Iteration 8Q: 3 clusters Score -42748.22 nChanged 54 ComputeScore: Raw -43099.225011 + Penalty 305.972383 = -42793.252627 Iteration 9Q: 3 clusters Score -42793.25 nChanged 27 ComputeScore: Raw -43122.673787 + Penalty 305.972383 = -42816.701404 Iteration 10Q: 3 clusters Score -42816.7 nChanged 14 ComputeScore: Raw -43134.046856 + Penalty 305.972383 = -42828.074473 Iteration 11Q: 3 clusters Score -42828.07 nChanged 9 ComputeScore: Raw -43139.623520 + Penalty 305.972383 = -42833.651137 Iteration 12Q: 3 clusters Score -42833.65 nChanged 3 ComputeScore: Raw -43142.298542 + Penalty 305.972383 = -42836.326159 Iteration 13Q: 3 clusters Score -42836.33 nChanged 1 ComputeScore: Raw -43144.045380 + Penalty 305.972383 = -42838.072996 Iteration 14Q: 3 clusters Score -42838.07 nChanged 1 ComputeScore: Raw -43144.928819 + Penalty 305.972383 = -42838.956436 Iteration 15Q: 3 clusters Score -42838.96 nChanged 2 ComputeScore: Raw -43146.386710 + Penalty 305.972383 = -42840.414326 Iteration 16Q: 3 clusters Score -42840.41 nChanged 0 ComputeScore: Raw -43146.386710 + Penalty 305.972383 = -42840.414326 Iteration 17F: 3 clusters Score -42840.41 nChanged 0 Trying to split cluster 16 (2728 points) Assigned 2 initial classes randomly. ComputeScore: Raw -28906.121399 + Penalty 142.403832 = -28763.717567 Iteration 0F: 2 clusters Score -28763.72 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27249.599304 + Penalty 284.807665 = -26964.791639 Iteration 0F: 3 clusters Score -26964.79 nChanged 1219 ComputeScore: Raw -28084.922812 + Penalty 284.807665 = -27800.115147 Iteration 1F: 3 clusters Score -27800.12 nChanged 215 ComputeScore: Raw -28265.812594 + Penalty 284.807665 = -27981.004929 Iteration 2F: 3 clusters Score -27981 nChanged 193 ComputeScore: Raw -28405.505684 + Penalty 284.807665 = -28120.698019 Iteration 3F: 3 clusters Score -28120.7 nChanged 137 ComputeScore: Raw -28484.927777 + Penalty 284.807665 = -28200.120112 Iteration 4F: 3 clusters Score -28200.12 nChanged 108 ComputeScore: Raw -28531.130144 + Penalty 284.807665 = -28246.322479 Iteration 5Q: 3 clusters Score -28246.32 nChanged 79 ComputeScore: Raw -28557.068034 + Penalty 284.807665 = -28272.260369 Iteration 6Q: 3 clusters Score -28272.26 nChanged 51 ComputeScore: Raw -28574.033504 + Penalty 284.807665 = -28289.225840 Iteration 7Q: 3 clusters Score -28289.23 nChanged 45 ComputeScore: Raw -28587.956784 + Penalty 284.807665 = -28303.149120 Iteration 8Q: 3 clusters Score -28303.15 nChanged 49 ComputeScore: Raw -28603.062182 + Penalty 284.807665 = -28318.254517 Iteration 9Q: 3 clusters Score -28318.25 nChanged 43 ComputeScore: Raw -28615.773142 + Penalty 284.807665 = -28330.965477 Iteration 10Q: 3 clusters Score -28330.97 nChanged 39 ComputeScore: Raw -28627.678283 + Penalty 284.807665 = -28342.870619 Iteration 11Q: 3 clusters Score -28342.87 nChanged 37 ComputeScore: Raw -28638.552749 + Penalty 284.807665 = -28353.745084 Iteration 12Q: 3 clusters Score -28353.75 nChanged 37 ComputeScore: Raw -28650.379725 + Penalty 284.807665 = -28365.572060 Iteration 13Q: 3 clusters Score -28365.57 nChanged 35 ComputeScore: Raw -28661.379273 + Penalty 284.807665 = -28376.571609 Iteration 14Q: 3 clusters Score -28376.57 nChanged 28 ComputeScore: Raw -28668.164750 + Penalty 284.807665 = -28383.357086 Iteration 15Q: 3 clusters Score -28383.36 nChanged 23 ComputeScore: Raw -28673.007150 + Penalty 284.807665 = -28388.199485 Iteration 16Q: 3 clusters Score -28388.2 nChanged 24 ComputeScore: Raw -28678.521556 + Penalty 284.807665 = -28393.713891 Iteration 17Q: 3 clusters Score -28393.71 nChanged 28 ComputeScore: Raw -28685.766683 + Penalty 284.807665 = -28400.959019 Iteration 18Q: 3 clusters Score -28400.96 nChanged 36 ComputeScore: Raw -28696.740167 + Penalty 284.807665 = -28411.932502 Iteration 19Q: 3 clusters Score -28411.93 nChanged 37 ComputeScore: Raw -28709.972298 + Penalty 284.807665 = -28425.164633 Iteration 20F: 3 clusters Score -28425.16 nChanged 46 ComputeScore: Raw -28735.104809 + Penalty 284.807665 = -28450.297144 Iteration 21Q: 3 clusters Score -28450.3 nChanged 46 ComputeScore: Raw -28759.625972 + Penalty 284.807665 = -28474.818308 Iteration 22Q: 3 clusters Score -28474.82 nChanged 44 ComputeScore: Raw -28783.488935 + Penalty 284.807665 = -28498.681270 Iteration 23Q: 3 clusters Score -28498.68 nChanged 42 ComputeScore: Raw -28804.604454 + Penalty 284.807665 = -28519.796789 Iteration 24Q: 3 clusters Score -28519.8 nChanged 43 ComputeScore: Raw -28821.900943 + Penalty 284.807665 = -28537.093279 Iteration 25Q: 3 clusters Score -28537.09 nChanged 30 ComputeScore: Raw -28835.290281 + Penalty 284.807665 = -28550.482617 Iteration 26Q: 3 clusters Score -28550.48 nChanged 31 ComputeScore: Raw -28849.364531 + Penalty 284.807665 = -28564.556867 Iteration 27Q: 3 clusters Score -28564.56 nChanged 21 ComputeScore: Raw -28856.391065 + Penalty 284.807665 = -28571.583400 Iteration 28Q: 3 clusters Score -28571.58 nChanged 25 ComputeScore: Raw -28865.800695 + Penalty 284.807665 = -28580.993030 Iteration 29Q: 3 clusters Score -28580.99 nChanged 18 ComputeScore: Raw -28872.022727 + Penalty 284.807665 = -28587.215062 Iteration 30Q: 3 clusters Score -28587.22 nChanged 20 ComputeScore: Raw -28878.679362 + Penalty 284.807665 = -28593.871697 Iteration 31Q: 3 clusters Score -28593.87 nChanged 18 ComputeScore: Raw -28885.299884 + Penalty 284.807665 = -28600.492219 Iteration 32Q: 3 clusters Score -28600.49 nChanged 14 ComputeScore: Raw -28888.458505 + Penalty 284.807665 = -28603.650841 Iteration 33Q: 3 clusters Score -28603.65 nChanged 9 ComputeScore: Raw -28891.385465 + Penalty 284.807665 = -28606.577800 Iteration 34Q: 3 clusters Score -28606.58 nChanged 14 ComputeScore: Raw -28897.502033 + Penalty 284.807665 = -28612.694368 Iteration 35Q: 3 clusters Score -28612.69 nChanged 14 ComputeScore: Raw -28903.744639 + Penalty 284.807665 = -28618.936974 Iteration 36Q: 3 clusters Score -28618.94 nChanged 12 ComputeScore: Raw -28909.417222 + Penalty 284.807665 = -28624.609557 Iteration 37Q: 3 clusters Score -28624.61 nChanged 13 ComputeScore: Raw -28914.639335 + Penalty 284.807665 = -28629.831670 Iteration 38Q: 3 clusters Score -28629.83 nChanged 7 ComputeScore: Raw -28916.810171 + Penalty 284.807665 = -28632.002507 Iteration 39Q: 3 clusters Score -28632 nChanged 4 ComputeScore: Raw -28918.330627 + Penalty 284.807665 = -28633.522962 Iteration 40F: 3 clusters Score -28633.52 nChanged 4 ComputeScore: Raw -28919.452495 + Penalty 284.807665 = -28634.644830 Iteration 41Q: 3 clusters Score -28634.64 nChanged 2 ComputeScore: Raw -28919.774210 + Penalty 284.807665 = -28634.966545 Iteration 42Q: 3 clusters Score -28634.97 nChanged 1 ComputeScore: Raw -28919.899725 + Penalty 284.807665 = -28635.092060 Iteration 43Q: 3 clusters Score -28635.09 nChanged 0 ComputeScore: Raw -28919.899725 + Penalty 284.807665 = -28635.092060 Iteration 44F: 3 clusters Score -28635.09 nChanged 0 Trying to split cluster 17 (361 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4784.724922 + Penalty 105.999803 = -4678.725119 Iteration 0F: 2 clusters Score -4678.725 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4613.885396 + Penalty 211.999606 = -4401.885790 Iteration 0F: 3 clusters Score -4401.886 nChanged 130 ComputeScore: Raw -4722.084179 + Penalty 211.999606 = -4510.084572 Iteration 1F: 3 clusters Score -4510.085 nChanged 19 ComputeScore: Raw -4737.288131 + Penalty 211.999606 = -4525.288525 Iteration 2F: 3 clusters Score -4525.289 nChanged 14 ComputeScore: Raw -4754.690839 + Penalty 211.999606 = -4542.691232 Iteration 3Q: 3 clusters Score -4542.691 nChanged 9 ComputeScore: Raw -4761.281828 + Penalty 211.999606 = -4549.282221 Iteration 4Q: 3 clusters Score -4549.282 nChanged 9 ComputeScore: Raw -4768.346955 + Penalty 211.999606 = -4556.347349 Iteration 5Q: 3 clusters Score -4556.347 nChanged 3 ComputeScore: Raw -4771.958996 + Penalty 211.999606 = -4559.959389 Iteration 6Q: 3 clusters Score -4559.959 nChanged 5 ComputeScore: Raw -4774.662829 + Penalty 211.999606 = -4562.663223 Iteration 7Q: 3 clusters Score -4562.663 nChanged 2 ComputeScore: Raw -4775.391722 + Penalty 211.999606 = -4563.392115 Iteration 8Q: 3 clusters Score -4563.392 nChanged 1 ComputeScore: Raw -4775.529650 + Penalty 211.999606 = -4563.530043 Iteration 9Q: 3 clusters Score -4563.53 nChanged 0 ComputeScore: Raw -4775.529650 + Penalty 211.999606 = -4563.530043 Iteration 10F: 3 clusters Score -4563.53 nChanged 0 Trying to split cluster 18 (5255 points) Assigned 2 initial classes randomly. ComputeScore: Raw -46729.353486 + Penalty 154.204835 = -46575.148651 Iteration 0F: 2 clusters Score -46575.15 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -43324.121766 + Penalty 308.409670 = -43015.712096 Iteration 0F: 3 clusters Score -43015.71 nChanged 2521 ComputeScore: Raw -44840.182814 + Penalty 308.409670 = -44531.773144 Iteration 1F: 3 clusters Score -44531.77 nChanged 324 ComputeScore: Raw -44977.658932 + Penalty 308.409670 = -44669.249262 Iteration 2F: 3 clusters Score -44669.25 nChanged 274 ComputeScore: Raw -45083.696267 + Penalty 308.409670 = -44775.286597 Iteration 3F: 3 clusters Score -44775.29 nChanged 245 ComputeScore: Raw -45171.224837 + Penalty 308.409670 = -44862.815167 Iteration 4Q: 3 clusters Score -44862.82 nChanged 230 ComputeScore: Raw -45245.913798 + Penalty 308.409670 = -44937.504127 Iteration 5Q: 3 clusters Score -44937.5 nChanged 195 ComputeScore: Raw -45318.289187 + Penalty 308.409670 = -45009.879517 Iteration 6Q: 3 clusters Score -45009.88 nChanged 222 ComputeScore: Raw -45423.115800 + Penalty 308.409670 = -45114.706129 Iteration 7Q: 3 clusters Score -45114.71 nChanged 270 ComputeScore: Raw -45585.959703 + Penalty 308.409670 = -45277.550033 Iteration 8F: 3 clusters Score -45277.55 nChanged 333 ComputeScore: Raw -45848.536476 + Penalty 308.409670 = -45540.126806 Iteration 9F: 3 clusters Score -45540.13 nChanged 341 ComputeScore: Raw -46159.235312 + Penalty 308.409670 = -45850.825642 Iteration 10F: 3 clusters Score -45850.83 nChanged 279 ComputeScore: Raw -46436.039439 + Penalty 308.409670 = -46127.629769 Iteration 11F: 3 clusters Score -46127.63 nChanged 181 ComputeScore: Raw -46618.977199 + Penalty 308.409670 = -46310.567528 Iteration 12Q: 3 clusters Score -46310.57 nChanged 78 ComputeScore: Raw -46697.361644 + Penalty 308.409670 = -46388.951973 Iteration 13Q: 3 clusters Score -46388.95 nChanged 29 ComputeScore: Raw -46732.505850 + Penalty 308.409670 = -46424.096180 Iteration 14Q: 3 clusters Score -46424.1 nChanged 4 ComputeScore: Raw -46739.349982 + Penalty 308.409670 = -46430.940312 Iteration 15Q: 3 clusters Score -46430.94 nChanged 7 ComputeScore: Raw -46752.138179 + Penalty 308.409670 = -46443.728509 Iteration 16Q: 3 clusters Score -46443.73 nChanged 3 ComputeScore: Raw -46757.229754 + Penalty 308.409670 = -46448.820084 Iteration 17Q: 3 clusters Score -46448.82 nChanged 2 ComputeScore: Raw -46758.552418 + Penalty 308.409670 = -46450.142748 Iteration 18Q: 3 clusters Score -46450.14 nChanged 0 ComputeScore: Raw -46758.552418 + Penalty 308.409670 = -46450.142748 Iteration 19F: 3 clusters Score -46450.14 nChanged 0 Trying to split cluster 19 (746 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8755.977672 + Penalty 119.065061 = -8636.912611 Iteration 0F: 2 clusters Score -8636.913 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8338.553632 + Penalty 238.130122 = -8100.423510 Iteration 0F: 3 clusters Score -8100.424 nChanged 311 ComputeScore: Raw -8501.994536 + Penalty 238.130122 = -8263.864415 Iteration 1F: 3 clusters Score -8263.864 nChanged 48 ComputeScore: Raw -8529.203423 + Penalty 238.130122 = -8291.073301 Iteration 2F: 3 clusters Score -8291.073 nChanged 44 ComputeScore: Raw -8547.911702 + Penalty 238.130122 = -8309.781580 Iteration 3F: 3 clusters Score -8309.782 nChanged 33 ComputeScore: Raw -8563.372665 + Penalty 238.130122 = -8325.242543 Iteration 4Q: 3 clusters Score -8325.243 nChanged 32 ComputeScore: Raw -8580.123778 + Penalty 238.130122 = -8341.993656 Iteration 5Q: 3 clusters Score -8341.994 nChanged 31 ComputeScore: Raw -8594.856139 + Penalty 238.130122 = -8356.726018 Iteration 6Q: 3 clusters Score -8356.726 nChanged 23 ComputeScore: Raw -8610.549989 + Penalty 238.130122 = -8372.419867 Iteration 7Q: 3 clusters Score -8372.42 nChanged 28 ComputeScore: Raw -8625.389517 + Penalty 238.130122 = -8387.259395 Iteration 8Q: 3 clusters Score -8387.259 nChanged 20 ComputeScore: Raw -8635.710968 + Penalty 238.130122 = -8397.580847 Iteration 9Q: 3 clusters Score -8397.581 nChanged 14 ComputeScore: Raw -8643.725973 + Penalty 238.130122 = -8405.595851 Iteration 10Q: 3 clusters Score -8405.596 nChanged 20 ComputeScore: Raw -8656.337448 + Penalty 238.130122 = -8418.207326 Iteration 11Q: 3 clusters Score -8418.207 nChanged 23 ComputeScore: Raw -8670.591149 + Penalty 238.130122 = -8432.461027 Iteration 12Q: 3 clusters Score -8432.461 nChanged 29 ComputeScore: Raw -8690.036591 + Penalty 238.130122 = -8451.906469 Iteration 13Q: 3 clusters Score -8451.906 nChanged 17 ComputeScore: Raw -8699.506471 + Penalty 238.130122 = -8461.376349 Iteration 14Q: 3 clusters Score -8461.376 nChanged 18 ComputeScore: Raw -8719.443107 + Penalty 238.130122 = -8481.312986 Iteration 15Q: 3 clusters Score -8481.313 nChanged 14 ComputeScore: Raw -8737.013788 + Penalty 238.130122 = -8498.883666 Iteration 16Q: 3 clusters Score -8498.884 nChanged 12 ComputeScore: Raw -8746.586411 + Penalty 238.130122 = -8508.456289 Iteration 17Q: 3 clusters Score -8508.456 nChanged 8 ComputeScore: Raw -8759.916663 + Penalty 238.130122 = -8521.786541 Iteration 18Q: 3 clusters Score -8521.787 nChanged 8 ComputeScore: Raw -8767.450643 + Penalty 238.130122 = -8529.320521 Iteration 19Q: 3 clusters Score -8529.321 nChanged 4 ComputeScore: Raw -8771.002057 + Penalty 238.130122 = -8532.871935 Iteration 20F: 3 clusters Score -8532.872 nChanged 5 ComputeScore: Raw -8777.881201 + Penalty 238.130122 = -8539.751080 Iteration 21Q: 3 clusters Score -8539.751 nChanged 5 ComputeScore: Raw -8781.640963 + Penalty 238.130122 = -8543.510841 Iteration 22Q: 3 clusters Score -8543.511 nChanged 6 ComputeScore: Raw -8785.803334 + Penalty 238.130122 = -8547.673212 Iteration 23Q: 3 clusters Score -8547.673 nChanged 3 ComputeScore: Raw -8788.248005 + Penalty 238.130122 = -8550.117883 Iteration 24Q: 3 clusters Score -8550.118 nChanged 1 ComputeScore: Raw -8788.571426 + Penalty 238.130122 = -8550.441304 Iteration 25Q: 3 clusters Score -8550.441 nChanged 0 ComputeScore: Raw -8788.571426 + Penalty 238.130122 = -8550.441304 Iteration 26F: 3 clusters Score -8550.441 nChanged 0 Trying to split cluster 20 (797 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9852.036060 + Penalty 120.255384 = -9731.780676 Iteration 0F: 2 clusters Score -9731.781 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9423.685435 + Penalty 240.510768 = -9183.174666 Iteration 0F: 3 clusters Score -9183.175 nChanged 328 ComputeScore: Raw -9605.801138 + Penalty 240.510768 = -9365.290370 Iteration 1F: 3 clusters Score -9365.29 nChanged 56 ComputeScore: Raw -9636.057670 + Penalty 240.510768 = -9395.546902 Iteration 2F: 3 clusters Score -9395.547 nChanged 47 ComputeScore: Raw -9660.528266 + Penalty 240.510768 = -9420.017498 Iteration 3F: 3 clusters Score -9420.017 nChanged 33 ComputeScore: Raw -9674.632197 + Penalty 240.510768 = -9434.121429 Iteration 4Q: 3 clusters Score -9434.121 nChanged 29 ComputeScore: Raw -9683.564951 + Penalty 240.510768 = -9443.054183 Iteration 5Q: 3 clusters Score -9443.054 nChanged 15 ComputeScore: Raw -9687.062832 + Penalty 240.510768 = -9446.552064 Iteration 6Q: 3 clusters Score -9446.552 nChanged 10 ComputeScore: Raw -9689.063897 + Penalty 240.510768 = -9448.553128 Iteration 7Q: 3 clusters Score -9448.553 nChanged 8 ComputeScore: Raw -9691.779621 + Penalty 240.510768 = -9451.268852 Iteration 8Q: 3 clusters Score -9451.269 nChanged 14 ComputeScore: Raw -9697.722361 + Penalty 240.510768 = -9457.211592 Iteration 9Q: 3 clusters Score -9457.212 nChanged 11 ComputeScore: Raw -9700.897226 + Penalty 240.510768 = -9460.386458 Iteration 10Q: 3 clusters Score -9460.386 nChanged 14 ComputeScore: Raw -9705.800763 + Penalty 240.510768 = -9465.289995 Iteration 11Q: 3 clusters Score -9465.29 nChanged 19 ComputeScore: Raw -9712.239108 + Penalty 240.510768 = -9471.728339 Iteration 12Q: 3 clusters Score -9471.728 nChanged 16 ComputeScore: Raw -9718.045717 + Penalty 240.510768 = -9477.534948 Iteration 13Q: 3 clusters Score -9477.535 nChanged 18 ComputeScore: Raw -9726.646230 + Penalty 240.510768 = -9486.135462 Iteration 14Q: 3 clusters Score -9486.135 nChanged 25 ComputeScore: Raw -9740.574403 + Penalty 240.510768 = -9500.063635 Iteration 15Q: 3 clusters Score -9500.064 nChanged 19 ComputeScore: Raw -9750.828888 + Penalty 240.510768 = -9510.318119 Iteration 16Q: 3 clusters Score -9510.318 nChanged 18 ComputeScore: Raw -9760.686687 + Penalty 240.510768 = -9520.175919 Iteration 17Q: 3 clusters Score -9520.176 nChanged 22 ComputeScore: Raw -9775.471360 + Penalty 240.510768 = -9534.960592 Iteration 18Q: 3 clusters Score -9534.961 nChanged 21 ComputeScore: Raw -9787.830125 + Penalty 240.510768 = -9547.319357 Iteration 19Q: 3 clusters Score -9547.319 nChanged 22 ComputeScore: Raw -9801.400695 + Penalty 240.510768 = -9560.889927 Iteration 20F: 3 clusters Score -9560.89 nChanged 18 ComputeScore: Raw -9815.062613 + Penalty 240.510768 = -9574.551845 Iteration 21Q: 3 clusters Score -9574.552 nChanged 17 ComputeScore: Raw -9826.661075 + Penalty 240.510768 = -9586.150306 Iteration 22Q: 3 clusters Score -9586.15 nChanged 17 ComputeScore: Raw -9837.399383 + Penalty 240.510768 = -9596.888615 Iteration 23Q: 3 clusters Score -9596.889 nChanged 16 ComputeScore: Raw -9849.359555 + Penalty 240.510768 = -9608.848787 Iteration 24Q: 3 clusters Score -9608.849 nChanged 10 ComputeScore: Raw -9855.489054 + Penalty 240.510768 = -9614.978285 Iteration 25Q: 3 clusters Score -9614.978 nChanged 7 ComputeScore: Raw -9861.497663 + Penalty 240.510768 = -9620.986895 Iteration 26Q: 3 clusters Score -9620.987 nChanged 6 ComputeScore: Raw -9864.844557 + Penalty 240.510768 = -9624.333789 Iteration 27Q: 3 clusters Score -9624.334 nChanged 1 ComputeScore: Raw -9864.996619 + Penalty 240.510768 = -9624.485850 Iteration 28Q: 3 clusters Score -9624.486 nChanged 0 ComputeScore: Raw -9864.996619 + Penalty 240.510768 = -9624.485850 Iteration 29F: 3 clusters Score -9624.486 nChanged 0 Trying to split cluster 21 (3588 points) Assigned 2 initial classes randomly. ComputeScore: Raw -34089.023672 + Penalty 147.336304 = -33941.687368 Iteration 0F: 2 clusters Score -33941.69 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -31834.883911 + Penalty 294.672608 = -31540.211303 Iteration 0F: 3 clusters Score -31540.21 nChanged 1676 ComputeScore: Raw -32839.075149 + Penalty 294.672608 = -32544.402541 Iteration 1F: 3 clusters Score -32544.4 nChanged 235 ComputeScore: Raw -32951.094808 + Penalty 294.672608 = -32656.422200 Iteration 2F: 3 clusters Score -32656.42 nChanged 199 ComputeScore: Raw -33104.394522 + Penalty 294.672608 = -32809.721914 Iteration 3F: 3 clusters Score -32809.72 nChanged 208 ComputeScore: Raw -33297.961151 + Penalty 294.672608 = -33003.288543 Iteration 4F: 3 clusters Score -33003.29 nChanged 197 ComputeScore: Raw -33501.797071 + Penalty 294.672608 = -33207.124463 Iteration 5F: 3 clusters Score -33207.12 nChanged 186 ComputeScore: Raw -33640.703317 + Penalty 294.672608 = -33346.030709 Iteration 6F: 3 clusters Score -33346.03 nChanged 126 ComputeScore: Raw -33703.493849 + Penalty 294.672608 = -33408.821240 Iteration 7Q: 3 clusters Score -33408.82 nChanged 88 ComputeScore: Raw -33759.758568 + Penalty 294.672608 = -33465.085960 Iteration 8Q: 3 clusters Score -33465.09 nChanged 82 ComputeScore: Raw -33814.411851 + Penalty 294.672608 = -33519.739243 Iteration 9Q: 3 clusters Score -33519.74 nChanged 74 ComputeScore: Raw -33858.652869 + Penalty 294.672608 = -33563.980261 Iteration 10Q: 3 clusters Score -33563.98 nChanged 65 ComputeScore: Raw -33895.120779 + Penalty 294.672608 = -33600.448171 Iteration 11Q: 3 clusters Score -33600.45 nChanged 55 ComputeScore: Raw -33912.483817 + Penalty 294.672608 = -33617.811209 Iteration 12Q: 3 clusters Score -33617.81 nChanged 33 ComputeScore: Raw -33927.436150 + Penalty 294.672608 = -33632.763541 Iteration 13Q: 3 clusters Score -33632.76 nChanged 47 ComputeScore: Raw -33948.640769 + Penalty 294.672608 = -33653.968161 Iteration 14Q: 3 clusters Score -33653.97 nChanged 45 ComputeScore: Raw -33967.405263 + Penalty 294.672608 = -33672.732655 Iteration 15Q: 3 clusters Score -33672.73 nChanged 46 ComputeScore: Raw -33986.132881 + Penalty 294.672608 = -33691.460273 Iteration 16Q: 3 clusters Score -33691.46 nChanged 42 ComputeScore: Raw -34004.116187 + Penalty 294.672608 = -33709.443578 Iteration 17Q: 3 clusters Score -33709.44 nChanged 48 ComputeScore: Raw -34028.919275 + Penalty 294.672608 = -33734.246667 Iteration 18Q: 3 clusters Score -33734.25 nChanged 35 ComputeScore: Raw -34039.919239 + Penalty 294.672608 = -33745.246631 Iteration 19Q: 3 clusters Score -33745.25 nChanged 23 ComputeScore: Raw -34048.572709 + Penalty 294.672608 = -33753.900101 Iteration 20F: 3 clusters Score -33753.9 nChanged 24 ComputeScore: Raw -34053.760704 + Penalty 294.672608 = -33759.088096 Iteration 21Q: 3 clusters Score -33759.09 nChanged 24 ComputeScore: Raw -34065.430312 + Penalty 294.672608 = -33770.757704 Iteration 22Q: 3 clusters Score -33770.76 nChanged 26 ComputeScore: Raw -34078.642321 + Penalty 294.672608 = -33783.969713 Iteration 23Q: 3 clusters Score -33783.97 nChanged 30 ComputeScore: Raw -34089.774373 + Penalty 294.672608 = -33795.101765 Iteration 24Q: 3 clusters Score -33795.1 nChanged 22 ComputeScore: Raw -34096.502766 + Penalty 294.672608 = -33801.830158 Iteration 25Q: 3 clusters Score -33801.83 nChanged 18 ComputeScore: Raw -34101.877131 + Penalty 294.672608 = -33807.204523 Iteration 26Q: 3 clusters Score -33807.2 nChanged 20 ComputeScore: Raw -34108.651471 + Penalty 294.672608 = -33813.978863 Iteration 27Q: 3 clusters Score -33813.98 nChanged 17 ComputeScore: Raw -34112.940787 + Penalty 294.672608 = -33818.268179 Iteration 28Q: 3 clusters Score -33818.27 nChanged 12 ComputeScore: Raw -34114.968947 + Penalty 294.672608 = -33820.296339 Iteration 29Q: 3 clusters Score -33820.3 nChanged 10 ComputeScore: Raw -34116.386891 + Penalty 294.672608 = -33821.714283 Iteration 30Q: 3 clusters Score -33821.71 nChanged 14 ComputeScore: Raw -34119.211773 + Penalty 294.672608 = -33824.539165 Iteration 31Q: 3 clusters Score -33824.54 nChanged 10 ComputeScore: Raw -34120.364613 + Penalty 294.672608 = -33825.692005 Iteration 32Q: 3 clusters Score -33825.69 nChanged 5 ComputeScore: Raw -34121.088216 + Penalty 294.672608 = -33826.415608 Iteration 33Q: 3 clusters Score -33826.42 nChanged 4 ComputeScore: Raw -34121.556301 + Penalty 294.672608 = -33826.883693 Iteration 34Q: 3 clusters Score -33826.88 nChanged 3 ComputeScore: Raw -34121.760626 + Penalty 294.672608 = -33827.088017 Iteration 35Q: 3 clusters Score -33827.09 nChanged 1 ComputeScore: Raw -34121.805330 + Penalty 294.672608 = -33827.132722 Iteration 36Q: 3 clusters Score -33827.13 nChanged 1 ComputeScore: Raw -34121.819290 + Penalty 294.672608 = -33827.146682 Iteration 37Q: 3 clusters Score -33827.15 nChanged 0 ComputeScore: Raw -34121.819290 + Penalty 294.672608 = -33827.146682 Iteration 38F: 3 clusters Score -33827.15 nChanged 0 Trying to split cluster 22 (805 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9544.511221 + Penalty 120.435161 = -9424.076060 Iteration 0F: 2 clusters Score -9424.076 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9109.498605 + Penalty 240.870322 = -8868.628283 Iteration 0F: 3 clusters Score -8868.628 nChanged 321 ComputeScore: Raw -9374.639737 + Penalty 240.870322 = -9133.769415 Iteration 1F: 3 clusters Score -9133.769 nChanged 74 ComputeScore: Raw -9449.182587 + Penalty 240.870322 = -9208.312265 Iteration 2F: 3 clusters Score -9208.312 nChanged 41 ComputeScore: Raw -9487.187876 + Penalty 240.870322 = -9246.317554 Iteration 3F: 3 clusters Score -9246.318 nChanged 28 ComputeScore: Raw -9518.258671 + Penalty 240.870322 = -9277.388349 Iteration 4Q: 3 clusters Score -9277.388 nChanged 13 ComputeScore: Raw -9531.338054 + Penalty 240.870322 = -9290.467732 Iteration 5Q: 3 clusters Score -9290.468 nChanged 9 ComputeScore: Raw -9545.986096 + Penalty 240.870322 = -9305.115774 Iteration 6Q: 3 clusters Score -9305.116 nChanged 1 ComputeScore: Raw -9549.048838 + Penalty 240.870322 = -9308.178516 Iteration 7Q: 3 clusters Score -9308.179 nChanged 0 ComputeScore: Raw -9549.048838 + Penalty 240.870322 = -9308.178516 Iteration 8F: 3 clusters Score -9308.179 nChanged 0 Trying to split cluster 23 (716 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9481.346161 + Penalty 118.326243 = -9363.019918 Iteration 0F: 2 clusters Score -9363.02 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9122.517402 + Penalty 236.652486 = -8885.864916 Iteration 0F: 3 clusters Score -8885.865 nChanged 282 ComputeScore: Raw -9336.348174 + Penalty 236.652486 = -9099.695688 Iteration 1F: 3 clusters Score -9099.696 nChanged 50 ComputeScore: Raw -9369.406068 + Penalty 236.652486 = -9132.753582 Iteration 2F: 3 clusters Score -9132.754 nChanged 37 ComputeScore: Raw -9396.391056 + Penalty 236.652486 = -9159.738570 Iteration 3F: 3 clusters Score -9159.739 nChanged 27 ComputeScore: Raw -9416.492001 + Penalty 236.652486 = -9179.839515 Iteration 4Q: 3 clusters Score -9179.84 nChanged 18 ComputeScore: Raw -9431.300318 + Penalty 236.652486 = -9194.647832 Iteration 5Q: 3 clusters Score -9194.648 nChanged 14 ComputeScore: Raw -9441.984765 + Penalty 236.652486 = -9205.332279 Iteration 6Q: 3 clusters Score -9205.332 nChanged 8 ComputeScore: Raw -9448.813229 + Penalty 236.652486 = -9212.160743 Iteration 7Q: 3 clusters Score -9212.161 nChanged 10 ComputeScore: Raw -9466.878301 + Penalty 236.652486 = -9230.225815 Iteration 8Q: 3 clusters Score -9230.226 nChanged 23 ComputeScore: Raw -9561.299116 + Penalty 236.652486 = -9324.646630 Iteration 9Q: 3 clusters Score -9324.647 nChanged 26 ComputeScore: Raw -9732.871696 + Penalty 236.652486 = -9496.219210 Iteration 10Q: 3 clusters Score -9496.219 nChanged 43 ComputeScore: Raw -9860.864765 + Penalty 236.652486 = -9624.212279 Iteration 11F: 3 clusters Score -9624.212 nChanged 25 ComputeScore: Raw -9936.035823 + Penalty 236.652486 = -9699.383337 Iteration 12Q: 3 clusters Score -9699.383 nChanged 8 ComputeScore: Raw -9950.676504 + Penalty 236.652486 = -9714.024018 Iteration 13Q: 3 clusters Score -9714.024 nChanged 0 ComputeScore: Raw -9950.676504 + Penalty 236.652486 = -9714.024018 Iteration 14F: 3 clusters Score -9714.024 nChanged 0 ComputeScore: Raw -539285.168363 + Penalty 6109.737214 = -533175.431149Splitting cluster 23 changes total score from -532909.758714 to -533175.431149 So it's getting split into cluster 30. Trying to split cluster 24 (273 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3882.216769 + Penalty 100.970492 = -3781.246277 Iteration 0F: 2 clusters Score -3781.246 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3744.793154 + Penalty 201.940985 = -3542.852169 Iteration 0F: 3 clusters Score -3542.852 nChanged 115 ComputeScore: Raw -3820.999115 + Penalty 201.940985 = -3619.058131 Iteration 1F: 3 clusters Score -3619.058 nChanged 19 ComputeScore: Raw -3833.887387 + Penalty 201.940985 = -3631.946403 Iteration 2F: 3 clusters Score -3631.946 nChanged 14 ComputeScore: Raw -3845.503400 + Penalty 201.940985 = -3643.562416 Iteration 3F: 3 clusters Score -3643.562 nChanged 10 ComputeScore: Raw -3854.603432 + Penalty 201.940985 = -3652.662447 Iteration 4Q: 3 clusters Score -3652.662 nChanged 9 ComputeScore: Raw -3861.602884 + Penalty 201.940985 = -3659.661900 Iteration 5Q: 3 clusters Score -3659.662 nChanged 7 ComputeScore: Raw -3865.327106 + Penalty 201.940985 = -3663.386121 Iteration 6Q: 3 clusters Score -3663.386 nChanged 3 ComputeScore: Raw -3867.621714 + Penalty 201.940985 = -3665.680730 Iteration 7Q: 3 clusters Score -3665.681 nChanged 2 ComputeScore: Raw -3868.725817 + Penalty 201.940985 = -3666.784833 Iteration 8Q: 3 clusters Score -3666.785 nChanged 1 ComputeScore: Raw -3869.065051 + Penalty 201.940985 = -3667.124066 Iteration 9Q: 3 clusters Score -3667.124 nChanged 0 ComputeScore: Raw -3869.065051 + Penalty 201.940985 = -3667.124066 Iteration 10F: 3 clusters Score -3667.124 nChanged 0 Trying to split cluster 25 (3202 points) Assigned 2 initial classes randomly. ComputeScore: Raw -33011.941107 + Penalty 145.287556 = -32866.653551 Iteration 0F: 2 clusters Score -32866.65 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30982.164695 + Penalty 290.575112 = -30691.589583 Iteration 0F: 3 clusters Score -30691.59 nChanged 1524 ComputeScore: Raw -31868.750961 + Penalty 290.575112 = -31578.175848 Iteration 1F: 3 clusters Score -31578.18 nChanged 191 ComputeScore: Raw -31977.122595 + Penalty 290.575112 = -31686.547483 Iteration 2F: 3 clusters Score -31686.55 nChanged 193 ComputeScore: Raw -32135.544772 + Penalty 290.575112 = -31844.969659 Iteration 3F: 3 clusters Score -31844.97 nChanged 224 ComputeScore: Raw -32335.462310 + Penalty 290.575112 = -32044.887198 Iteration 4F: 3 clusters Score -32044.89 nChanged 186 ComputeScore: Raw -32451.412213 + Penalty 290.575112 = -32160.837101 Iteration 5F: 3 clusters Score -32160.84 nChanged 135 ComputeScore: Raw -32507.709352 + Penalty 290.575112 = -32217.134240 Iteration 6Q: 3 clusters Score -32217.13 nChanged 90 ComputeScore: Raw -32533.391010 + Penalty 290.575112 = -32242.815898 Iteration 7Q: 3 clusters Score -32242.82 nChanged 65 ComputeScore: Raw -32551.619751 + Penalty 290.575112 = -32261.044638 Iteration 8Q: 3 clusters Score -32261.04 nChanged 51 ComputeScore: Raw -32564.112304 + Penalty 290.575112 = -32273.537192 Iteration 9Q: 3 clusters Score -32273.54 nChanged 39 ComputeScore: Raw -32572.338136 + Penalty 290.575112 = -32281.763024 Iteration 10Q: 3 clusters Score -32281.76 nChanged 34 ComputeScore: Raw -32578.630849 + Penalty 290.575112 = -32288.055737 Iteration 11Q: 3 clusters Score -32288.06 nChanged 34 ComputeScore: Raw -32585.365322 + Penalty 290.575112 = -32294.790210 Iteration 12Q: 3 clusters Score -32294.79 nChanged 37 ComputeScore: Raw -32594.178092 + Penalty 290.575112 = -32303.602980 Iteration 13Q: 3 clusters Score -32303.6 nChanged 33 ComputeScore: Raw -32604.706764 + Penalty 290.575112 = -32314.131652 Iteration 14Q: 3 clusters Score -32314.13 nChanged 33 ComputeScore: Raw -32613.164263 + Penalty 290.575112 = -32322.589151 Iteration 15Q: 3 clusters Score -32322.59 nChanged 36 ComputeScore: Raw -32623.822094 + Penalty 290.575112 = -32333.246982 Iteration 16Q: 3 clusters Score -32333.25 nChanged 45 ComputeScore: Raw -32636.686474 + Penalty 290.575112 = -32346.111362 Iteration 17Q: 3 clusters Score -32346.11 nChanged 49 ComputeScore: Raw -32653.343587 + Penalty 290.575112 = -32362.768475 Iteration 18Q: 3 clusters Score -32362.77 nChanged 53 ComputeScore: Raw -32676.044542 + Penalty 290.575112 = -32385.469430 Iteration 19Q: 3 clusters Score -32385.47 nChanged 60 ComputeScore: Raw -32706.392058 + Penalty 290.575112 = -32415.816946 Iteration 20F: 3 clusters Score -32415.82 nChanged 59 ComputeScore: Raw -32738.439348 + Penalty 290.575112 = -32447.864236 Iteration 21Q: 3 clusters Score -32447.86 nChanged 50 ComputeScore: Raw -32764.514733 + Penalty 290.575112 = -32473.939621 Iteration 22Q: 3 clusters Score -32473.94 nChanged 54 ComputeScore: Raw -32791.426244 + Penalty 290.575112 = -32500.851132 Iteration 23Q: 3 clusters Score -32500.85 nChanged 61 ComputeScore: Raw -32826.656144 + Penalty 290.575112 = -32536.081032 Iteration 24Q: 3 clusters Score -32536.08 nChanged 62 ComputeScore: Raw -32870.397351 + Penalty 290.575112 = -32579.822239 Iteration 25Q: 3 clusters Score -32579.82 nChanged 55 ComputeScore: Raw -32909.172130 + Penalty 290.575112 = -32618.597018 Iteration 26Q: 3 clusters Score -32618.6 nChanged 38 ComputeScore: Raw -32932.324581 + Penalty 290.575112 = -32641.749468 Iteration 27Q: 3 clusters Score -32641.75 nChanged 28 ComputeScore: Raw -32950.641375 + Penalty 290.575112 = -32660.066263 Iteration 28Q: 3 clusters Score -32660.07 nChanged 26 ComputeScore: Raw -32967.122766 + Penalty 290.575112 = -32676.547654 Iteration 29Q: 3 clusters Score -32676.55 nChanged 21 ComputeScore: Raw -32979.910506 + Penalty 290.575112 = -32689.335394 Iteration 30Q: 3 clusters Score -32689.34 nChanged 14 ComputeScore: Raw -32989.376475 + Penalty 290.575112 = -32698.801363 Iteration 31Q: 3 clusters Score -32698.8 nChanged 14 ComputeScore: Raw -32998.180516 + Penalty 290.575112 = -32707.605404 Iteration 32Q: 3 clusters Score -32707.61 nChanged 9 ComputeScore: Raw -33002.682081 + Penalty 290.575112 = -32712.106969 Iteration 33Q: 3 clusters Score -32712.11 nChanged 8 ComputeScore: Raw -33005.192389 + Penalty 290.575112 = -32714.617277 Iteration 34Q: 3 clusters Score -32714.62 nChanged 4 ComputeScore: Raw -33006.637289 + Penalty 290.575112 = -32716.062177 Iteration 35Q: 3 clusters Score -32716.06 nChanged 2 ComputeScore: Raw -33007.141442 + Penalty 290.575112 = -32716.566329 Iteration 36Q: 3 clusters Score -32716.57 nChanged 0 ComputeScore: Raw -33007.141442 + Penalty 290.575112 = -32716.566329 Iteration 37F: 3 clusters Score -32716.57 nChanged 0 Trying to split cluster 26 (209 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3052.529513 + Penalty 96.162017 = -2956.367496 Iteration 0F: 2 clusters Score -2956.367 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2956.843362 + Penalty 192.324033 = -2764.519329 Iteration 0F: 3 clusters Score -2764.519 nChanged 73 ComputeScore: Raw -2999.920224 + Penalty 192.324033 = -2807.596191 Iteration 1F: 3 clusters Score -2807.596 nChanged 15 ComputeScore: Raw -3009.263780 + Penalty 192.324033 = -2816.939747 Iteration 2F: 3 clusters Score -2816.94 nChanged 7 ComputeScore: Raw -3013.145249 + Penalty 192.324033 = -2820.821216 Iteration 3Q: 3 clusters Score -2820.821 nChanged 3 ComputeScore: Raw -3015.509192 + Penalty 192.324033 = -2823.185159 Iteration 4Q: 3 clusters Score -2823.185 nChanged 2 ComputeScore: Raw -3016.291146 + Penalty 192.324033 = -2823.967113 Iteration 5Q: 3 clusters Score -2823.967 nChanged 1 ComputeScore: Raw -3016.598295 + Penalty 192.324033 = -2824.274262 Iteration 6Q: 3 clusters Score -2824.274 nChanged 0 ComputeScore: Raw -3016.598295 + Penalty 192.324033 = -2824.274262 Iteration 7F: 3 clusters Score -2824.274 nChanged 0 Trying to split cluster 27 (303 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4511.207493 + Penalty 102.847190 = -4408.360302 Iteration 0F: 2 clusters Score -4408.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4352.301707 + Penalty 205.694381 = -4146.607326 Iteration 0F: 3 clusters Score -4146.607 nChanged 126 ComputeScore: Raw -4438.269998 + Penalty 205.694381 = -4232.575617 Iteration 1F: 3 clusters Score -4232.576 nChanged 18 ComputeScore: Raw -4454.110545 + Penalty 205.694381 = -4248.416164 Iteration 2F: 3 clusters Score -4248.416 nChanged 17 ComputeScore: Raw -4470.534295 + Penalty 205.694381 = -4264.839914 Iteration 3F: 3 clusters Score -4264.84 nChanged 9 ComputeScore: Raw -4475.831921 + Penalty 205.694381 = -4270.137540 Iteration 4Q: 3 clusters Score -4270.138 nChanged 4 ComputeScore: Raw -4477.110441 + Penalty 205.694381 = -4271.416060 Iteration 5Q: 3 clusters Score -4271.416 nChanged 1 ComputeScore: Raw -4477.303269 + Penalty 205.694381 = -4271.608888 Iteration 6Q: 3 clusters Score -4271.609 nChanged 2 ComputeScore: Raw -4477.902036 + Penalty 205.694381 = -4272.207655 Iteration 7Q: 3 clusters Score -4272.208 nChanged 1 ComputeScore: Raw -4479.243498 + Penalty 205.694381 = -4273.549117 Iteration 8Q: 3 clusters Score -4273.549 nChanged 5 ComputeScore: Raw -4482.429783 + Penalty 205.694381 = -4276.735402 Iteration 9Q: 3 clusters Score -4276.735 nChanged 4 ComputeScore: Raw -4486.034004 + Penalty 205.694381 = -4280.339623 Iteration 10Q: 3 clusters Score -4280.34 nChanged 8 ComputeScore: Raw -4490.313392 + Penalty 205.694381 = -4284.619011 Iteration 11Q: 3 clusters Score -4284.619 nChanged 8 ComputeScore: Raw -4493.884180 + Penalty 205.694381 = -4288.189799 Iteration 12Q: 3 clusters Score -4288.19 nChanged 5 ComputeScore: Raw -4499.152320 + Penalty 205.694381 = -4293.457939 Iteration 13Q: 3 clusters Score -4293.458 nChanged 8 ComputeScore: Raw -4505.133700 + Penalty 205.694381 = -4299.439319 Iteration 14Q: 3 clusters Score -4299.439 nChanged 4 ComputeScore: Raw -4506.729197 + Penalty 205.694381 = -4301.034816 Iteration 15Q: 3 clusters Score -4301.035 nChanged 4 ComputeScore: Raw -4508.053458 + Penalty 205.694381 = -4302.359077 Iteration 16Q: 3 clusters Score -4302.359 nChanged 4 ComputeScore: Raw -4512.264621 + Penalty 205.694381 = -4306.570240 Iteration 17Q: 3 clusters Score -4306.57 nChanged 4 ComputeScore: Raw -4515.909330 + Penalty 205.694381 = -4310.214949 Iteration 18Q: 3 clusters Score -4310.215 nChanged 3 ComputeScore: Raw -4521.747028 + Penalty 205.694381 = -4316.052647 Iteration 19Q: 3 clusters Score -4316.053 nChanged 3 ComputeScore: Raw -4523.466413 + Penalty 205.694381 = -4317.772032 Iteration 20F: 3 clusters Score -4317.772 nChanged 2 ComputeScore: Raw -4523.983480 + Penalty 205.694381 = -4318.289099 Iteration 21Q: 3 clusters Score -4318.289 nChanged 2 ComputeScore: Raw -4524.788816 + Penalty 205.694381 = -4319.094435 Iteration 22Q: 3 clusters Score -4319.094 nChanged 1 ComputeScore: Raw -4525.707452 + Penalty 205.694381 = -4320.013071 Iteration 23Q: 3 clusters Score -4320.013 nChanged 2 ComputeScore: Raw -4527.173600 + Penalty 205.694381 = -4321.479219 Iteration 24Q: 3 clusters Score -4321.479 nChanged 1 ComputeScore: Raw -4528.572275 + Penalty 205.694381 = -4322.877894 Iteration 25Q: 3 clusters Score -4322.878 nChanged 2 ComputeScore: Raw -4529.642710 + Penalty 205.694381 = -4323.948329 Iteration 26Q: 3 clusters Score -4323.948 nChanged 2 ComputeScore: Raw -4530.249303 + Penalty 205.694381 = -4324.554922 Iteration 27Q: 3 clusters Score -4324.555 nChanged 2 ComputeScore: Raw -4531.230093 + Penalty 205.694381 = -4325.535712 Iteration 28Q: 3 clusters Score -4325.536 nChanged 0 ComputeScore: Raw -4531.230093 + Penalty 205.694381 = -4325.535712 Iteration 29F: 3 clusters Score -4325.536 nChanged 0 Trying to split cluster 28 (349 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4429.099529 + Penalty 105.391295 = -4323.708235 Iteration 0F: 2 clusters Score -4323.708 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4269.380357 + Penalty 210.782589 = -4058.597768 Iteration 0F: 3 clusters Score -4058.598 nChanged 124 ComputeScore: Raw -4367.684820 + Penalty 210.782589 = -4156.902231 Iteration 1F: 3 clusters Score -4156.902 nChanged 36 ComputeScore: Raw -4394.865229 + Penalty 210.782589 = -4184.082640 Iteration 2F: 3 clusters Score -4184.083 nChanged 10 ComputeScore: Raw -4399.773211 + Penalty 210.782589 = -4188.990621 Iteration 3Q: 3 clusters Score -4188.991 nChanged 7 ComputeScore: Raw -4403.285570 + Penalty 210.782589 = -4192.502981 Iteration 4Q: 3 clusters Score -4192.503 nChanged 8 ComputeScore: Raw -4406.393813 + Penalty 210.782589 = -4195.611224 Iteration 5Q: 3 clusters Score -4195.611 nChanged 6 ComputeScore: Raw -4410.861199 + Penalty 210.782589 = -4200.078610 Iteration 6Q: 3 clusters Score -4200.079 nChanged 7 ComputeScore: Raw -4415.711263 + Penalty 210.782589 = -4204.928674 Iteration 7Q: 3 clusters Score -4204.929 nChanged 10 ComputeScore: Raw -4422.073990 + Penalty 210.782589 = -4211.291401 Iteration 8Q: 3 clusters Score -4211.291 nChanged 6 ComputeScore: Raw -4423.832280 + Penalty 210.782589 = -4213.049690 Iteration 9Q: 3 clusters Score -4213.05 nChanged 1 ComputeScore: Raw -4425.202303 + Penalty 210.782589 = -4214.419714 Iteration 10Q: 3 clusters Score -4214.42 nChanged 1 ComputeScore: Raw -4426.418627 + Penalty 210.782589 = -4215.636038 Iteration 11Q: 3 clusters Score -4215.636 nChanged 6 ComputeScore: Raw -4430.376437 + Penalty 210.782589 = -4219.593848 Iteration 12Q: 3 clusters Score -4219.594 nChanged 6 ComputeScore: Raw -4433.514598 + Penalty 210.782589 = -4222.732009 Iteration 13Q: 3 clusters Score -4222.732 nChanged 6 ComputeScore: Raw -4439.073164 + Penalty 210.782589 = -4228.290574 Iteration 14Q: 3 clusters Score -4228.291 nChanged 5 ComputeScore: Raw -4446.797079 + Penalty 210.782589 = -4236.014490 Iteration 15Q: 3 clusters Score -4236.014 nChanged 8 ComputeScore: Raw -4456.254576 + Penalty 210.782589 = -4245.471987 Iteration 16Q: 3 clusters Score -4245.472 nChanged 9 ComputeScore: Raw -4460.619267 + Penalty 210.782589 = -4249.836678 Iteration 17Q: 3 clusters Score -4249.837 nChanged 6 ComputeScore: Raw -4469.536756 + Penalty 210.782589 = -4258.754167 Iteration 18Q: 3 clusters Score -4258.754 nChanged 8 ComputeScore: Raw -4480.950305 + Penalty 210.782589 = -4270.167716 Iteration 19Q: 3 clusters Score -4270.168 nChanged 2 ComputeScore: Raw -4482.479492 + Penalty 210.782589 = -4271.696903 Iteration 20F: 3 clusters Score -4271.697 nChanged 3 ComputeScore: Raw -4486.820025 + Penalty 210.782589 = -4276.037436 Iteration 21Q: 3 clusters Score -4276.037 nChanged 2 ComputeScore: Raw -4488.744827 + Penalty 210.782589 = -4277.962238 Iteration 22Q: 3 clusters Score -4277.962 nChanged 2 ComputeScore: Raw -4490.265947 + Penalty 210.782589 = -4279.483358 Iteration 23Q: 3 clusters Score -4279.483 nChanged 1 ComputeScore: Raw -4491.228381 + Penalty 210.782589 = -4280.445792 Iteration 24Q: 3 clusters Score -4280.446 nChanged 0 ComputeScore: Raw -4491.228381 + Penalty 210.782589 = -4280.445792 Iteration 25F: 3 clusters Score -4280.446 nChanged 0 Trying to split cluster 29 (1100 points) Assigned 2 initial classes randomly. ComputeScore: Raw -12972.940484 + Penalty 126.055178 = -12846.885306 Iteration 0F: 2 clusters Score -12846.89 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -12352.972895 + Penalty 252.110357 = -12100.862538 Iteration 0F: 3 clusters Score -12100.86 nChanged 477 ComputeScore: Raw -12663.965433 + Penalty 252.110357 = -12411.855077 Iteration 1F: 3 clusters Score -12411.86 nChanged 82 ComputeScore: Raw -12729.640845 + Penalty 252.110357 = -12477.530488 Iteration 2F: 3 clusters Score -12477.53 nChanged 59 ComputeScore: Raw -12770.945187 + Penalty 252.110357 = -12518.834830 Iteration 3F: 3 clusters Score -12518.83 nChanged 44 ComputeScore: Raw -12800.411317 + Penalty 252.110357 = -12548.300961 Iteration 4Q: 3 clusters Score -12548.3 nChanged 32 ComputeScore: Raw -12813.805407 + Penalty 252.110357 = -12561.695050 Iteration 5Q: 3 clusters Score -12561.7 nChanged 23 ComputeScore: Raw -12822.461353 + Penalty 252.110357 = -12570.350997 Iteration 6Q: 3 clusters Score -12570.35 nChanged 17 ComputeScore: Raw -12830.899783 + Penalty 252.110357 = -12578.789427 Iteration 7Q: 3 clusters Score -12578.79 nChanged 18 ComputeScore: Raw -12843.858397 + Penalty 252.110357 = -12591.748041 Iteration 8Q: 3 clusters Score -12591.75 nChanged 27 ComputeScore: Raw -12882.596837 + Penalty 252.110357 = -12630.486480 Iteration 9Q: 3 clusters Score -12630.49 nChanged 32 ComputeScore: Raw -12937.543130 + Penalty 252.110357 = -12685.432773 Iteration 10Q: 3 clusters Score -12685.43 nChanged 32 ComputeScore: Raw -12975.562179 + Penalty 252.110357 = -12723.451823 Iteration 11Q: 3 clusters Score -12723.45 nChanged 10 ComputeScore: Raw -12980.082438 + Penalty 252.110357 = -12727.972081 Iteration 12Q: 3 clusters Score -12727.97 nChanged 11 ComputeScore: Raw -12984.232124 + Penalty 252.110357 = -12732.121768 Iteration 13Q: 3 clusters Score -12732.12 nChanged 7 ComputeScore: Raw -12985.775328 + Penalty 252.110357 = -12733.664971 Iteration 14Q: 3 clusters Score -12733.66 nChanged 4 ComputeScore: Raw -12987.007496 + Penalty 252.110357 = -12734.897139 Iteration 15Q: 3 clusters Score -12734.9 nChanged 6 ComputeScore: Raw -12989.163650 + Penalty 252.110357 = -12737.053293 Iteration 16Q: 3 clusters Score -12737.05 nChanged 6 ComputeScore: Raw -12990.984131 + Penalty 252.110357 = -12738.873775 Iteration 17Q: 3 clusters Score -12738.87 nChanged 4 ComputeScore: Raw -12991.800137 + Penalty 252.110357 = -12739.689780 Iteration 18Q: 3 clusters Score -12739.69 nChanged 5 ComputeScore: Raw -12992.683461 + Penalty 252.110357 = -12740.573105 Iteration 19Q: 3 clusters Score -12740.57 nChanged 6 ComputeScore: Raw -12994.053986 + Penalty 252.110357 = -12741.943629 Iteration 20F: 3 clusters Score -12741.94 nChanged 6 ComputeScore: Raw -12997.299740 + Penalty 252.110357 = -12745.189383 Iteration 21Q: 3 clusters Score -12745.19 nChanged 10 ComputeScore: Raw -13000.825122 + Penalty 252.110357 = -12748.714765 Iteration 22Q: 3 clusters Score -12748.71 nChanged 12 ComputeScore: Raw -13003.896486 + Penalty 252.110357 = -12751.786130 Iteration 23Q: 3 clusters Score -12751.79 nChanged 11 ComputeScore: Raw -13006.134079 + Penalty 252.110357 = -12754.023722 Iteration 24Q: 3 clusters Score -12754.02 nChanged 6 ComputeScore: Raw -13007.297493 + Penalty 252.110357 = -12755.187137 Iteration 25Q: 3 clusters Score -12755.19 nChanged 5 ComputeScore: Raw -13008.500633 + Penalty 252.110357 = -12756.390277 Iteration 26Q: 3 clusters Score -12756.39 nChanged 2 ComputeScore: Raw -13008.828680 + Penalty 252.110357 = -12756.718324 Iteration 27Q: 3 clusters Score -12756.72 nChanged 1 ComputeScore: Raw -13009.065453 + Penalty 252.110357 = -12756.955097 Iteration 28Q: 3 clusters Score -12756.96 nChanged 2 ComputeScore: Raw -13009.825752 + Penalty 252.110357 = -12757.715395 Iteration 29Q: 3 clusters Score -12757.72 nChanged 6 ComputeScore: Raw -13012.376763 + Penalty 252.110357 = -12760.266407 Iteration 30Q: 3 clusters Score -12760.27 nChanged 9 ComputeScore: Raw -13015.041978 + Penalty 252.110357 = -12762.931621 Iteration 31Q: 3 clusters Score -12762.93 nChanged 9 ComputeScore: Raw -13017.527576 + Penalty 252.110357 = -12765.417220 Iteration 32Q: 3 clusters Score -12765.42 nChanged 10 ComputeScore: Raw -13019.752019 + Penalty 252.110357 = -12767.641662 Iteration 33Q: 3 clusters Score -12767.64 nChanged 9 ComputeScore: Raw -13022.116922 + Penalty 252.110357 = -12770.006566 Iteration 34Q: 3 clusters Score -12770.01 nChanged 7 ComputeScore: Raw -13023.848728 + Penalty 252.110357 = -12771.738372 Iteration 35Q: 3 clusters Score -12771.74 nChanged 5 ComputeScore: Raw -13024.844233 + Penalty 252.110357 = -12772.733876 Iteration 36Q: 3 clusters Score -12772.73 nChanged 7 ComputeScore: Raw -13025.770376 + Penalty 252.110357 = -12773.660019 Iteration 37Q: 3 clusters Score -12773.66 nChanged 7 ComputeScore: Raw -13028.014516 + Penalty 252.110357 = -12775.904159 Iteration 38Q: 3 clusters Score -12775.9 nChanged 6 ComputeScore: Raw -13030.299418 + Penalty 252.110357 = -12778.189062 Iteration 39Q: 3 clusters Score -12778.19 nChanged 7 ComputeScore: Raw -13032.001473 + Penalty 252.110357 = -12779.891116 Iteration 40F: 3 clusters Score -12779.89 nChanged 8 ComputeScore: Raw -13033.822402 + Penalty 252.110357 = -12781.712046 Iteration 41Q: 3 clusters Score -12781.71 nChanged 4 ComputeScore: Raw -13034.534753 + Penalty 252.110357 = -12782.424396 Iteration 42Q: 3 clusters Score -12782.42 nChanged 3 ComputeScore: Raw -13035.083781 + Penalty 252.110357 = -12782.973424 Iteration 43Q: 3 clusters Score -12782.97 nChanged 5 ComputeScore: Raw -13037.993066 + Penalty 252.110357 = -12785.882709 Iteration 44Q: 3 clusters Score -12785.88 nChanged 8 ComputeScore: Raw -13043.453704 + Penalty 252.110357 = -12791.343347 Iteration 45Q: 3 clusters Score -12791.34 nChanged 11 ComputeScore: Raw -13049.857683 + Penalty 252.110357 = -12797.747327 Iteration 46Q: 3 clusters Score -12797.75 nChanged 12 ComputeScore: Raw -13056.365691 + Penalty 252.110357 = -12804.255334 Iteration 47Q: 3 clusters Score -12804.26 nChanged 11 ComputeScore: Raw -13065.038704 + Penalty 252.110357 = -12812.928348 Iteration 48Q: 3 clusters Score -12812.93 nChanged 15 ComputeScore: Raw -13073.798824 + Penalty 252.110357 = -12821.688467 Iteration 49Q: 3 clusters Score -12821.69 nChanged 10 ComputeScore: Raw -13077.483140 + Penalty 252.110357 = -12825.372783 Iteration 50Q: 3 clusters Score -12825.37 nChanged 4 ComputeScore: Raw -13080.110556 + Penalty 252.110357 = -12828.000200 Iteration 51Q: 3 clusters Score -12828 nChanged 6 ComputeScore: Raw -13091.646772 + Penalty 252.110357 = -12839.536415 Iteration 52Q: 3 clusters Score -12839.54 nChanged 14 ComputeScore: Raw -13132.576010 + Penalty 252.110357 = -12880.465654 Iteration 53Q: 3 clusters Score -12880.47 nChanged 16 ComputeScore: Raw -13193.776609 + Penalty 252.110357 = -12941.666252 Iteration 54Q: 3 clusters Score -12941.67 nChanged 18 ComputeScore: Raw -13273.651682 + Penalty 252.110357 = -13021.541326 Iteration 55Q: 3 clusters Score -13021.54 nChanged 10 ComputeScore: Raw -13339.067214 + Penalty 252.110357 = -13086.956858 Iteration 56Q: 3 clusters Score -13086.96 nChanged 5 ComputeScore: Raw -13357.110964 + Penalty 252.110357 = -13105.000607 Iteration 57Q: 3 clusters Score -13105 nChanged 2 ComputeScore: Raw -13358.353320 + Penalty 252.110357 = -13106.242964 Iteration 58Q: 3 clusters Score -13106.24 nChanged 0 ComputeScore: Raw -13359.869075 + Penalty 252.110357 = -13107.758719 Iteration 59F: 3 clusters Score -13107.76 nChanged 1 ComputeScore: Raw -13366.525456 + Penalty 252.110357 = -13114.415100 Iteration 60F: 3 clusters Score -13114.42 nChanged 0 ComputeScore: Raw -539678.753335 + Penalty 6313.395121 = -533365.358214Splitting cluster 29 changes total score from -532909.758714 to -533365.358214 So it's getting split into cluster 31. ConsiderDeletion: ComputeScore: Raw -539755.955053 + Penalty 6313.395121 = -533442.559932Iteration 219F: 32 clusters Score -533442.6 nChanged 48 ConsiderDeletion: ComputeScore: Raw -539803.341972 + Penalty 6313.395121 = -533489.946851Iteration 220F: 32 clusters Score -533489.9 nChanged 21 ConsiderDeletion: ComputeScore: Raw -539808.510545 + Penalty 6313.395121 = -533495.115424Iteration 221Q: 32 clusters Score -533495.1 nChanged 5 ConsiderDeletion: ComputeScore: Raw -539809.076103 + Penalty 6313.395121 = -533495.680982Iteration 222Q: 32 clusters Score -533495.7 nChanged 2 ConsiderDeletion: ComputeScore: Raw -539809.179418 + Penalty 6313.395121 = -533495.784297Iteration 223Q: 32 clusters Score -533495.8 nChanged 1 ConsiderDeletion: ComputeScore: Raw -539809.264617 + Penalty 6313.395121 = -533495.869496Iteration 224Q: 32 clusters Score -533495.9 nChanged 0 ConsiderDeletion: ComputeScore: Raw -539809.264617 + Penalty 6313.395121 = -533495.869496Iteration 225F: 32 clusters Score -533495.9 nChanged 0 ComputeScore: Raw -539809.264617 + Penalty 6313.395121 = -533495.869496Trying to split cluster 1 (482 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6260.731561 + Penalty 111.202994 = -6149.528567 Iteration 0F: 2 clusters Score -6149.529 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6023.710484 + Penalty 222.405988 = -5801.304496 Iteration 0F: 3 clusters Score -5801.304 nChanged 180 ComputeScore: Raw -6153.178808 + Penalty 222.405988 = -5930.772820 Iteration 1F: 3 clusters Score -5930.773 nChanged 34 ComputeScore: Raw -6192.778271 + Penalty 222.405988 = -5970.372283 Iteration 2F: 3 clusters Score -5970.372 nChanged 19 ComputeScore: Raw -6212.701896 + Penalty 222.405988 = -5990.295908 Iteration 3Q: 3 clusters Score -5990.296 nChanged 17 ComputeScore: Raw -6230.363592 + Penalty 222.405988 = -6007.957604 Iteration 4Q: 3 clusters Score -6007.958 nChanged 15 ComputeScore: Raw -6238.563046 + Penalty 222.405988 = -6016.157058 Iteration 5Q: 3 clusters Score -6016.157 nChanged 7 ComputeScore: Raw -6244.864115 + Penalty 222.405988 = -6022.458127 Iteration 6Q: 3 clusters Score -6022.458 nChanged 9 ComputeScore: Raw -6253.490100 + Penalty 222.405988 = -6031.084112 Iteration 7Q: 3 clusters Score -6031.084 nChanged 8 ComputeScore: Raw -6258.709528 + Penalty 222.405988 = -6036.303540 Iteration 8Q: 3 clusters Score -6036.304 nChanged 2 ComputeScore: Raw -6259.322702 + Penalty 222.405988 = -6036.916714 Iteration 9Q: 3 clusters Score -6036.917 nChanged 0 ComputeScore: Raw -6259.322702 + Penalty 222.405988 = -6036.916714 Iteration 10F: 3 clusters Score -6036.917 nChanged 0 Trying to split cluster 2 (1340 points) Assigned 2 initial classes randomly. ComputeScore: Raw -14958.080970 + Penalty 129.607648 = -14828.473322 Iteration 0F: 2 clusters Score -14828.47 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -14181.352466 + Penalty 259.215296 = -13922.137170 Iteration 0F: 3 clusters Score -13922.14 nChanged 590 ComputeScore: Raw -14578.985886 + Penalty 259.215296 = -14319.770589 Iteration 1F: 3 clusters Score -14319.77 nChanged 110 ComputeScore: Raw -14665.812305 + Penalty 259.215296 = -14406.597009 Iteration 2F: 3 clusters Score -14406.6 nChanged 68 ComputeScore: Raw -14733.463289 + Penalty 259.215296 = -14474.247993 Iteration 3F: 3 clusters Score -14474.25 nChanged 55 ComputeScore: Raw -14803.385599 + Penalty 259.215296 = -14544.170303 Iteration 4Q: 3 clusters Score -14544.17 nChanged 45 ComputeScore: Raw -14840.482579 + Penalty 259.215296 = -14581.267283 Iteration 5Q: 3 clusters Score -14581.27 nChanged 25 ComputeScore: Raw -14858.802419 + Penalty 259.215296 = -14599.587123 Iteration 6Q: 3 clusters Score -14599.59 nChanged 27 ComputeScore: Raw -14877.670727 + Penalty 259.215296 = -14618.455431 Iteration 7Q: 3 clusters Score -14618.46 nChanged 18 ComputeScore: Raw -14891.941731 + Penalty 259.215296 = -14632.726435 Iteration 8Q: 3 clusters Score -14632.73 nChanged 20 ComputeScore: Raw -14906.845945 + Penalty 259.215296 = -14647.630648 Iteration 9Q: 3 clusters Score -14647.63 nChanged 13 ComputeScore: Raw -14923.666230 + Penalty 259.215296 = -14664.450933 Iteration 10Q: 3 clusters Score -14664.45 nChanged 14 ComputeScore: Raw -14940.918130 + Penalty 259.215296 = -14681.702834 Iteration 11Q: 3 clusters Score -14681.7 nChanged 12 ComputeScore: Raw -14964.508538 + Penalty 259.215296 = -14705.293241 Iteration 12Q: 3 clusters Score -14705.29 nChanged 9 ComputeScore: Raw -14971.163760 + Penalty 259.215296 = -14711.948464 Iteration 13Q: 3 clusters Score -14711.95 nChanged 8 ComputeScore: Raw -14975.431781 + Penalty 259.215296 = -14716.216485 Iteration 14Q: 3 clusters Score -14716.22 nChanged 5 ComputeScore: Raw -14976.919863 + Penalty 259.215296 = -14717.704567 Iteration 15Q: 3 clusters Score -14717.7 nChanged 2 ComputeScore: Raw -14977.441473 + Penalty 259.215296 = -14718.226177 Iteration 16Q: 3 clusters Score -14718.23 nChanged 0 ComputeScore: Raw -14977.441473 + Penalty 259.215296 = -14718.226177 Iteration 17F: 3 clusters Score -14718.23 nChanged 0 Trying to split cluster 3 (4154 points) Assigned 2 initial classes randomly. ComputeScore: Raw -38671.515719 + Penalty 149.972886 = -38521.542833 Iteration 0F: 2 clusters Score -38521.54 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -36097.324144 + Penalty 299.945772 = -35797.378372 Iteration 0F: 3 clusters Score -35797.38 nChanged 1879 ComputeScore: Raw -37520.473355 + Penalty 299.945772 = -37220.527583 Iteration 1F: 3 clusters Score -37220.53 nChanged 312 ComputeScore: Raw -37770.908407 + Penalty 299.945772 = -37470.962635 Iteration 2F: 3 clusters Score -37470.96 nChanged 270 ComputeScore: Raw -38013.377903 + Penalty 299.945772 = -37713.432131 Iteration 3F: 3 clusters Score -37713.43 nChanged 209 ComputeScore: Raw -38190.181447 + Penalty 299.945772 = -37890.235675 Iteration 4F: 3 clusters Score -37890.24 nChanged 155 ComputeScore: Raw -38295.931027 + Penalty 299.945772 = -37995.985255 Iteration 5Q: 3 clusters Score -37995.99 nChanged 106 ComputeScore: Raw -38371.020036 + Penalty 299.945772 = -38071.074264 Iteration 6Q: 3 clusters Score -38071.07 nChanged 91 ComputeScore: Raw -38430.481108 + Penalty 299.945772 = -38130.535336 Iteration 7Q: 3 clusters Score -38130.54 nChanged 82 ComputeScore: Raw -38491.048507 + Penalty 299.945772 = -38191.102735 Iteration 8Q: 3 clusters Score -38191.1 nChanged 65 ComputeScore: Raw -38549.369834 + Penalty 299.945772 = -38249.424062 Iteration 9Q: 3 clusters Score -38249.42 nChanged 58 ComputeScore: Raw -38593.737256 + Penalty 299.945772 = -38293.791484 Iteration 10Q: 3 clusters Score -38293.79 nChanged 33 ComputeScore: Raw -38617.406263 + Penalty 299.945772 = -38317.460490 Iteration 11Q: 3 clusters Score -38317.46 nChanged 22 ComputeScore: Raw -38639.239351 + Penalty 299.945772 = -38339.293579 Iteration 12Q: 3 clusters Score -38339.29 nChanged 15 ComputeScore: Raw -38653.673558 + Penalty 299.945772 = -38353.727786 Iteration 13Q: 3 clusters Score -38353.73 nChanged 15 ComputeScore: Raw -38669.935985 + Penalty 299.945772 = -38369.990213 Iteration 14Q: 3 clusters Score -38369.99 nChanged 11 ComputeScore: Raw -38677.236593 + Penalty 299.945772 = -38377.290821 Iteration 15Q: 3 clusters Score -38377.29 nChanged 4 ComputeScore: Raw -38680.774947 + Penalty 299.945772 = -38380.829175 Iteration 16Q: 3 clusters Score -38380.83 nChanged 5 ComputeScore: Raw -38683.473756 + Penalty 299.945772 = -38383.527984 Iteration 17Q: 3 clusters Score -38383.53 nChanged 2 ComputeScore: Raw -38684.023160 + Penalty 299.945772 = -38384.077387 Iteration 18Q: 3 clusters Score -38384.08 nChanged 0 ComputeScore: Raw -38684.023160 + Penalty 299.945772 = -38384.077387 Iteration 19F: 3 clusters Score -38384.08 nChanged 0 Trying to split cluster 4 (1852 points) Assigned 2 initial classes randomly. ComputeScore: Raw -11964.759666 + Penalty 135.432385 = -11829.327281 Iteration 0F: 2 clusters Score -11829.33 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10862.980531 + Penalty 270.864771 = -10592.115760 Iteration 0F: 3 clusters Score -10592.12 nChanged 852 ComputeScore: Raw -11489.268026 + Penalty 270.864771 = -11218.403255 Iteration 1F: 3 clusters Score -11218.4 nChanged 169 ComputeScore: Raw -11674.905078 + Penalty 270.864771 = -11404.040307 Iteration 2F: 3 clusters Score -11404.04 nChanged 104 ComputeScore: Raw -11805.114386 + Penalty 270.864771 = -11534.249615 Iteration 3F: 3 clusters Score -11534.25 nChanged 59 ComputeScore: Raw -11853.271748 + Penalty 270.864771 = -11582.406977 Iteration 4Q: 3 clusters Score -11582.41 nChanged 40 ComputeScore: Raw -11888.665641 + Penalty 270.864771 = -11617.800870 Iteration 5Q: 3 clusters Score -11617.8 nChanged 23 ComputeScore: Raw -11908.055020 + Penalty 270.864771 = -11637.190249 Iteration 6Q: 3 clusters Score -11637.19 nChanged 30 ComputeScore: Raw -11933.132200 + Penalty 270.864771 = -11662.267430 Iteration 7Q: 3 clusters Score -11662.27 nChanged 22 ComputeScore: Raw -11948.319578 + Penalty 270.864771 = -11677.454807 Iteration 8Q: 3 clusters Score -11677.45 nChanged 17 ComputeScore: Raw -11963.711530 + Penalty 270.864771 = -11692.846759 Iteration 9Q: 3 clusters Score -11692.85 nChanged 17 ComputeScore: Raw -11981.278543 + Penalty 270.864771 = -11710.413772 Iteration 10Q: 3 clusters Score -11710.41 nChanged 16 ComputeScore: Raw -12005.964649 + Penalty 270.864771 = -11735.099878 Iteration 11Q: 3 clusters Score -11735.1 nChanged 13 ComputeScore: Raw -12022.350629 + Penalty 270.864771 = -11751.485858 Iteration 12Q: 3 clusters Score -11751.49 nChanged 13 ComputeScore: Raw -12045.445666 + Penalty 270.864771 = -11774.580895 Iteration 13Q: 3 clusters Score -11774.58 nChanged 7 ComputeScore: Raw -12057.014097 + Penalty 270.864771 = -11786.149326 Iteration 14Q: 3 clusters Score -11786.15 nChanged 0 ComputeScore: Raw -12057.014097 + Penalty 270.864771 = -11786.149326 Iteration 15F: 3 clusters Score -11786.15 nChanged 0 Trying to split cluster 5 (15639 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127446.193922 + Penalty 173.835415 = -127272.358507 Iteration 0F: 2 clusters Score -127272.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -117200.524475 + Penalty 347.670831 = -116852.853645 Iteration 0F: 3 clusters Score -116852.9 nChanged 7537 ComputeScore: Raw -122782.117105 + Penalty 347.670831 = -122434.446274 Iteration 1F: 3 clusters Score -122434.4 nChanged 1353 ComputeScore: Raw -124091.786889 + Penalty 347.670831 = -123744.116058 Iteration 2F: 3 clusters Score -123744.1 nChanged 1174 ComputeScore: Raw -125246.063268 + Penalty 347.670831 = -124898.392437 Iteration 3F: 3 clusters Score -124898.4 nChanged 838 ComputeScore: Raw -125935.522667 + Penalty 347.670831 = -125587.851836 Iteration 4F: 3 clusters Score -125587.9 nChanged 542 ComputeScore: Raw -126305.674893 + Penalty 347.670831 = -125958.004062 Iteration 5Q: 3 clusters Score -125958 nChanged 367 ComputeScore: Raw -126537.706681 + Penalty 347.670831 = -126190.035850 Iteration 6Q: 3 clusters Score -126190 nChanged 296 ComputeScore: Raw -126712.875186 + Penalty 347.670831 = -126365.204355 Iteration 7Q: 3 clusters Score -126365.2 nChanged 232 ComputeScore: Raw -126848.416967 + Penalty 347.670831 = -126500.746136 Iteration 8Q: 3 clusters Score -126500.7 nChanged 215 ComputeScore: Raw -126977.465468 + Penalty 347.670831 = -126629.794637 Iteration 9Q: 3 clusters Score -126629.8 nChanged 189 ComputeScore: Raw -127103.197783 + Penalty 347.670831 = -126755.526952 Iteration 10Q: 3 clusters Score -126755.5 nChanged 170 ComputeScore: Raw -127225.890821 + Penalty 347.670831 = -126878.219990 Iteration 11Q: 3 clusters Score -126878.2 nChanged 122 ComputeScore: Raw -127314.256743 + Penalty 347.670831 = -126966.585912 Iteration 12Q: 3 clusters Score -126966.6 nChanged 88 ComputeScore: Raw -127375.743167 + Penalty 347.670831 = -127028.072337 Iteration 13Q: 3 clusters Score -127028.1 nChanged 55 ComputeScore: Raw -127410.614232 + Penalty 347.670831 = -127062.943401 Iteration 14Q: 3 clusters Score -127062.9 nChanged 38 ComputeScore: Raw -127434.729329 + Penalty 347.670831 = -127087.058498 Iteration 15Q: 3 clusters Score -127087.1 nChanged 19 ComputeScore: Raw -127444.250853 + Penalty 347.670831 = -127096.580022 Iteration 16Q: 3 clusters Score -127096.6 nChanged 15 ComputeScore: Raw -127454.541262 + Penalty 347.670831 = -127106.870431 Iteration 17Q: 3 clusters Score -127106.9 nChanged 10 ComputeScore: Raw -127463.324529 + Penalty 347.670831 = -127115.653698 Iteration 18Q: 3 clusters Score -127115.7 nChanged 5 ComputeScore: Raw -127465.823600 + Penalty 347.670831 = -127118.152769 Iteration 19Q: 3 clusters Score -127118.2 nChanged 4 ComputeScore: Raw -127467.657574 + Penalty 347.670831 = -127119.986744 Iteration 20F: 3 clusters Score -127120 nChanged 2 ComputeScore: Raw -127468.061918 + Penalty 347.670831 = -127120.391087 Iteration 21Q: 3 clusters Score -127120.4 nChanged 0 ComputeScore: Raw -127468.061918 + Penalty 347.670831 = -127120.391087 Iteration 22F: 3 clusters Score -127120.4 nChanged 0 Trying to split cluster 6 (2569 points) Assigned 2 initial classes randomly. ComputeScore: Raw -27484.475057 + Penalty 141.322896 = -27343.152161 Iteration 0F: 2 clusters Score -27343.15 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -25885.121282 + Penalty 282.645792 = -25602.475490 Iteration 0F: 3 clusters Score -25602.48 nChanged 1198 ComputeScore: Raw -26602.912192 + Penalty 282.645792 = -26320.266400 Iteration 1F: 3 clusters Score -26320.27 nChanged 228 ComputeScore: Raw -26787.318054 + Penalty 282.645792 = -26504.672262 Iteration 2F: 3 clusters Score -26504.67 nChanged 219 ComputeScore: Raw -27006.349232 + Penalty 282.645792 = -26723.703440 Iteration 3F: 3 clusters Score -26723.7 nChanged 198 ComputeScore: Raw -27217.702259 + Penalty 282.645792 = -26935.056467 Iteration 4F: 3 clusters Score -26935.06 nChanged 146 ComputeScore: Raw -27384.869193 + Penalty 282.645792 = -27102.223402 Iteration 5F: 3 clusters Score -27102.22 nChanged 75 ComputeScore: Raw -27467.274651 + Penalty 282.645792 = -27184.628859 Iteration 6Q: 3 clusters Score -27184.63 nChanged 29 ComputeScore: Raw -27502.454436 + Penalty 282.645792 = -27219.808644 Iteration 7Q: 3 clusters Score -27219.81 nChanged 11 ComputeScore: Raw -27516.933214 + Penalty 282.645792 = -27234.287422 Iteration 8Q: 3 clusters Score -27234.29 nChanged 5 ComputeScore: Raw -27523.402752 + Penalty 282.645792 = -27240.756960 Iteration 9Q: 3 clusters Score -27240.76 nChanged 0 ComputeScore: Raw -27523.402752 + Penalty 282.645792 = -27240.756960 Iteration 10F: 3 clusters Score -27240.76 nChanged 0 Trying to split cluster 7 (5706 points) Assigned 2 initial classes randomly. ComputeScore: Raw -53999.849035 + Penalty 155.686924 = -53844.162112 Iteration 0F: 2 clusters Score -53844.16 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -50331.148469 + Penalty 311.373847 = -50019.774622 Iteration 0F: 3 clusters Score -50019.77 nChanged 2657 ComputeScore: Raw -51905.869817 + Penalty 311.373847 = -51594.495969 Iteration 1F: 3 clusters Score -51594.5 nChanged 319 ComputeScore: Raw -52031.748532 + Penalty 311.373847 = -51720.374685 Iteration 2F: 3 clusters Score -51720.37 nChanged 348 ComputeScore: Raw -52196.112496 + Penalty 311.373847 = -51884.738649 Iteration 3F: 3 clusters Score -51884.74 nChanged 382 ComputeScore: Raw -52430.980017 + Penalty 311.373847 = -52119.606170 Iteration 4F: 3 clusters Score -52119.61 nChanged 444 ComputeScore: Raw -52784.130039 + Penalty 311.373847 = -52472.756191 Iteration 5F: 3 clusters Score -52472.76 nChanged 461 ComputeScore: Raw -53214.211747 + Penalty 311.373847 = -52902.837900 Iteration 6F: 3 clusters Score -52902.84 nChanged 371 ComputeScore: Raw -53611.944522 + Penalty 311.373847 = -53300.570675 Iteration 7F: 3 clusters Score -53300.57 nChanged 238 ComputeScore: Raw -53873.186766 + Penalty 311.373847 = -53561.812919 Iteration 8Q: 3 clusters Score -53561.81 nChanged 102 ComputeScore: Raw -53992.948049 + Penalty 311.373847 = -53681.574202 Iteration 9Q: 3 clusters Score -53681.57 nChanged 14 ComputeScore: Raw -54026.358078 + Penalty 311.373847 = -53714.984231 Iteration 10Q: 3 clusters Score -53714.98 nChanged 4 ComputeScore: Raw -54030.705095 + Penalty 311.373847 = -53719.331248 Iteration 11Q: 3 clusters Score -53719.33 nChanged 1 ComputeScore: Raw -54031.058627 + Penalty 311.373847 = -53719.684780 Iteration 12Q: 3 clusters Score -53719.68 nChanged 0 ComputeScore: Raw -54031.058627 + Penalty 311.373847 = -53719.684780 Iteration 13F: 3 clusters Score -53719.68 nChanged 0 Trying to split cluster 8 (264 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3473.689137 + Penalty 100.367084 = -3373.322054 Iteration 0F: 2 clusters Score -3373.322 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3355.771270 + Penalty 200.734168 = -3155.037103 Iteration 0F: 3 clusters Score -3155.037 nChanged 87 ComputeScore: Raw -3406.507492 + Penalty 200.734168 = -3205.773324 Iteration 1F: 3 clusters Score -3205.773 nChanged 20 ComputeScore: Raw -3425.523441 + Penalty 200.734168 = -3224.789273 Iteration 2F: 3 clusters Score -3224.789 nChanged 17 ComputeScore: Raw -3444.777882 + Penalty 200.734168 = -3244.043714 Iteration 3F: 3 clusters Score -3244.044 nChanged 15 ComputeScore: Raw -3474.509658 + Penalty 200.734168 = -3273.775490 Iteration 4F: 3 clusters Score -3273.775 nChanged 19 ComputeScore: Raw -3532.338619 + Penalty 200.734168 = -3331.604452 Iteration 5F: 3 clusters Score -3331.604 nChanged 20 ComputeScore: Raw -3708.580465 + Penalty 200.734168 = -3507.846298 Iteration 6F: 3 clusters Score -3507.846 nChanged 3 ComputeScore: Raw -3733.858181 + Penalty 200.734168 = -3533.124013 Iteration 7Q: 3 clusters Score -3533.124 nChanged 0 ComputeScore: Raw -3733.858181 + Penalty 200.734168 = -3533.124013 Iteration 8F: 3 clusters Score -3533.124 nChanged 0 ComputeScore: Raw -540069.433660 + Penalty 6517.053028 = -533552.380632Splitting cluster 8 changes total score from -533495.869496 to -533552.380632 So it's getting split into cluster 32. Trying to split cluster 9 (10501 points) Assigned 2 initial classes randomly. ComputeScore: Raw -91810.835599 + Penalty 166.666064 = -91644.169535 Iteration 0F: 2 clusters Score -91644.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -85081.254022 + Penalty 333.332128 = -84747.921895 Iteration 0F: 3 clusters Score -84747.92 nChanged 4948 ComputeScore: Raw -88963.667925 + Penalty 333.332128 = -88630.335797 Iteration 1F: 3 clusters Score -88630.34 nChanged 943 ComputeScore: Raw -89873.733362 + Penalty 333.332128 = -89540.401235 Iteration 2F: 3 clusters Score -89540.4 nChanged 867 ComputeScore: Raw -90847.196988 + Penalty 333.332128 = -90513.864860 Iteration 3F: 3 clusters Score -90513.86 nChanged 585 ComputeScore: Raw -91493.112917 + Penalty 333.332128 = -91159.780790 Iteration 4F: 3 clusters Score -91159.78 nChanged 241 ComputeScore: Raw -91734.351446 + Penalty 333.332128 = -91401.019318 Iteration 5Q: 3 clusters Score -91401.02 nChanged 90 ComputeScore: Raw -91822.946481 + Penalty 333.332128 = -91489.614353 Iteration 6Q: 3 clusters Score -91489.61 nChanged 22 ComputeScore: Raw -91845.755768 + Penalty 333.332128 = -91512.423640 Iteration 7Q: 3 clusters Score -91512.42 nChanged 7 ComputeScore: Raw -91859.277339 + Penalty 333.332128 = -91525.945211 Iteration 8Q: 3 clusters Score -91525.95 nChanged 3 ComputeScore: Raw -91862.629448 + Penalty 333.332128 = -91529.297320 Iteration 9Q: 3 clusters Score -91529.3 nChanged 2 ComputeScore: Raw -91863.317505 + Penalty 333.332128 = -91529.985377 Iteration 10Q: 3 clusters Score -91529.99 nChanged 0 ComputeScore: Raw -91863.317505 + Penalty 333.332128 = -91529.985377 Iteration 11F: 3 clusters Score -91529.99 nChanged 0 Trying to split cluster 10 (642 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7709.424008 + Penalty 116.362589 = -7593.061419 Iteration 0F: 2 clusters Score -7593.061 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7357.746941 + Penalty 232.725179 = -7125.021762 Iteration 0F: 3 clusters Score -7125.022 nChanged 268 ComputeScore: Raw -7554.355387 + Penalty 232.725179 = -7321.630208 Iteration 1F: 3 clusters Score -7321.63 nChanged 48 ComputeScore: Raw -7587.563380 + Penalty 232.725179 = -7354.838201 Iteration 2F: 3 clusters Score -7354.838 nChanged 24 ComputeScore: Raw -7603.195002 + Penalty 232.725179 = -7370.469823 Iteration 3Q: 3 clusters Score -7370.47 nChanged 21 ComputeScore: Raw -7620.342089 + Penalty 232.725179 = -7387.616910 Iteration 4Q: 3 clusters Score -7387.617 nChanged 17 ComputeScore: Raw -7631.062762 + Penalty 232.725179 = -7398.337583 Iteration 5Q: 3 clusters Score -7398.338 nChanged 15 ComputeScore: Raw -7645.507828 + Penalty 232.725179 = -7412.782649 Iteration 6Q: 3 clusters Score -7412.783 nChanged 17 ComputeScore: Raw -7661.960276 + Penalty 232.725179 = -7429.235097 Iteration 7Q: 3 clusters Score -7429.235 nChanged 17 ComputeScore: Raw -7676.199916 + Penalty 232.725179 = -7443.474737 Iteration 8Q: 3 clusters Score -7443.475 nChanged 16 ComputeScore: Raw -7685.398880 + Penalty 232.725179 = -7452.673701 Iteration 9Q: 3 clusters Score -7452.674 nChanged 8 ComputeScore: Raw -7690.622139 + Penalty 232.725179 = -7457.896960 Iteration 10Q: 3 clusters Score -7457.897 nChanged 8 ComputeScore: Raw -7694.158056 + Penalty 232.725179 = -7461.432877 Iteration 11Q: 3 clusters Score -7461.433 nChanged 5 ComputeScore: Raw -7695.612751 + Penalty 232.725179 = -7462.887572 Iteration 12Q: 3 clusters Score -7462.888 nChanged 7 ComputeScore: Raw -7699.080305 + Penalty 232.725179 = -7466.355126 Iteration 13Q: 3 clusters Score -7466.355 nChanged 8 ComputeScore: Raw -7705.712789 + Penalty 232.725179 = -7472.987610 Iteration 14Q: 3 clusters Score -7472.988 nChanged 5 ComputeScore: Raw -7714.054293 + Penalty 232.725179 = -7481.329114 Iteration 15Q: 3 clusters Score -7481.329 nChanged 4 ComputeScore: Raw -7718.632207 + Penalty 232.725179 = -7485.907028 Iteration 16Q: 3 clusters Score -7485.907 nChanged 2 ComputeScore: Raw -7719.507837 + Penalty 232.725179 = -7486.782658 Iteration 17Q: 3 clusters Score -7486.783 nChanged 0 ComputeScore: Raw -7719.507837 + Penalty 232.725179 = -7486.782658 Iteration 18F: 3 clusters Score -7486.783 nChanged 0 Trying to split cluster 11 (387 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4773.133386 + Penalty 107.251644 = -4665.881741 Iteration 0F: 2 clusters Score -4665.882 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4592.209719 + Penalty 214.503289 = -4377.706430 Iteration 0F: 3 clusters Score -4377.706 nChanged 150 ComputeScore: Raw -4679.641731 + Penalty 214.503289 = -4465.138442 Iteration 1F: 3 clusters Score -4465.138 nChanged 27 ComputeScore: Raw -4698.468019 + Penalty 214.503289 = -4483.964730 Iteration 2F: 3 clusters Score -4483.965 nChanged 18 ComputeScore: Raw -4706.931109 + Penalty 214.503289 = -4492.427820 Iteration 3Q: 3 clusters Score -4492.428 nChanged 15 ComputeScore: Raw -4713.278013 + Penalty 214.503289 = -4498.774724 Iteration 4Q: 3 clusters Score -4498.775 nChanged 8 ComputeScore: Raw -4716.628075 + Penalty 214.503289 = -4502.124786 Iteration 5Q: 3 clusters Score -4502.125 nChanged 6 ComputeScore: Raw -4721.255092 + Penalty 214.503289 = -4506.751803 Iteration 6Q: 3 clusters Score -4506.752 nChanged 6 ComputeScore: Raw -4722.735848 + Penalty 214.503289 = -4508.232559 Iteration 7Q: 3 clusters Score -4508.233 nChanged 2 ComputeScore: Raw -4723.324451 + Penalty 214.503289 = -4508.821163 Iteration 8Q: 3 clusters Score -4508.821 nChanged 1 ComputeScore: Raw -4723.383274 + Penalty 214.503289 = -4508.879985 Iteration 9Q: 3 clusters Score -4508.88 nChanged 0 ComputeScore: Raw -4723.383274 + Penalty 214.503289 = -4508.879985 Iteration 10F: 3 clusters Score -4508.88 nChanged 0 Trying to split cluster 12 (1915 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22565.373270 + Penalty 136.034512 = -22429.338758 Iteration 0F: 2 clusters Score -22429.34 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21456.079552 + Penalty 272.069024 = -21184.010527 Iteration 0F: 3 clusters Score -21184.01 nChanged 838 ComputeScore: Raw -21929.543797 + Penalty 272.069024 = -21657.474773 Iteration 1F: 3 clusters Score -21657.47 nChanged 111 ComputeScore: Raw -21996.096306 + Penalty 272.069024 = -21724.027282 Iteration 2F: 3 clusters Score -21724.03 nChanged 112 ComputeScore: Raw -22068.985014 + Penalty 272.069024 = -21796.915990 Iteration 3F: 3 clusters Score -21796.92 nChanged 98 ComputeScore: Raw -22142.752790 + Penalty 272.069024 = -21870.683766 Iteration 4F: 3 clusters Score -21870.68 nChanged 93 ComputeScore: Raw -22202.115103 + Penalty 272.069024 = -21930.046079 Iteration 5Q: 3 clusters Score -21930.05 nChanged 87 ComputeScore: Raw -22243.688945 + Penalty 272.069024 = -21971.619920 Iteration 6Q: 3 clusters Score -21971.62 nChanged 57 ComputeScore: Raw -22267.183825 + Penalty 272.069024 = -21995.114801 Iteration 7Q: 3 clusters Score -21995.11 nChanged 41 ComputeScore: Raw -22279.662516 + Penalty 272.069024 = -22007.593492 Iteration 8Q: 3 clusters Score -22007.59 nChanged 27 ComputeScore: Raw -22284.666043 + Penalty 272.069024 = -22012.597019 Iteration 9Q: 3 clusters Score -22012.6 nChanged 19 ComputeScore: Raw -22287.289411 + Penalty 272.069024 = -22015.220387 Iteration 10Q: 3 clusters Score -22015.22 nChanged 12 ComputeScore: Raw -22288.833281 + Penalty 272.069024 = -22016.764256 Iteration 11Q: 3 clusters Score -22016.76 nChanged 11 ComputeScore: Raw -22290.801025 + Penalty 272.069024 = -22018.732000 Iteration 12Q: 3 clusters Score -22018.73 nChanged 16 ComputeScore: Raw -22292.640741 + Penalty 272.069024 = -22020.571717 Iteration 13Q: 3 clusters Score -22020.57 nChanged 9 ComputeScore: Raw -22294.270381 + Penalty 272.069024 = -22022.201357 Iteration 14Q: 3 clusters Score -22022.2 nChanged 11 ComputeScore: Raw -22296.224977 + Penalty 272.069024 = -22024.155953 Iteration 15Q: 3 clusters Score -22024.16 nChanged 13 ComputeScore: Raw -22299.115051 + Penalty 272.069024 = -22027.046027 Iteration 16Q: 3 clusters Score -22027.05 nChanged 18 ComputeScore: Raw -22302.565052 + Penalty 272.069024 = -22030.496028 Iteration 17Q: 3 clusters Score -22030.5 nChanged 18 ComputeScore: Raw -22307.103279 + Penalty 272.069024 = -22035.034255 Iteration 18Q: 3 clusters Score -22035.03 nChanged 15 ComputeScore: Raw -22309.527850 + Penalty 272.069024 = -22037.458825 Iteration 19Q: 3 clusters Score -22037.46 nChanged 13 ComputeScore: Raw -22311.955248 + Penalty 272.069024 = -22039.886223 Iteration 20F: 3 clusters Score -22039.89 nChanged 14 ComputeScore: Raw -22314.021460 + Penalty 272.069024 = -22041.952436 Iteration 21Q: 3 clusters Score -22041.95 nChanged 15 ComputeScore: Raw -22317.817679 + Penalty 272.069024 = -22045.748654 Iteration 22Q: 3 clusters Score -22045.75 nChanged 22 ComputeScore: Raw -22322.949821 + Penalty 272.069024 = -22050.880796 Iteration 23Q: 3 clusters Score -22050.88 nChanged 15 ComputeScore: Raw -22324.690763 + Penalty 272.069024 = -22052.621739 Iteration 24Q: 3 clusters Score -22052.62 nChanged 12 ComputeScore: Raw -22326.456897 + Penalty 272.069024 = -22054.387873 Iteration 25Q: 3 clusters Score -22054.39 nChanged 10 ComputeScore: Raw -22327.750227 + Penalty 272.069024 = -22055.681202 Iteration 26Q: 3 clusters Score -22055.68 nChanged 7 ComputeScore: Raw -22328.863416 + Penalty 272.069024 = -22056.794391 Iteration 27Q: 3 clusters Score -22056.79 nChanged 10 ComputeScore: Raw -22330.215375 + Penalty 272.069024 = -22058.146351 Iteration 28Q: 3 clusters Score -22058.15 nChanged 8 ComputeScore: Raw -22331.296884 + Penalty 272.069024 = -22059.227860 Iteration 29Q: 3 clusters Score -22059.23 nChanged 7 ComputeScore: Raw -22333.019434 + Penalty 272.069024 = -22060.950410 Iteration 30Q: 3 clusters Score -22060.95 nChanged 8 ComputeScore: Raw -22333.685048 + Penalty 272.069024 = -22061.616024 Iteration 31Q: 3 clusters Score -22061.62 nChanged 6 ComputeScore: Raw -22334.282155 + Penalty 272.069024 = -22062.213131 Iteration 32Q: 3 clusters Score -22062.21 nChanged 3 ComputeScore: Raw -22334.697388 + Penalty 272.069024 = -22062.628363 Iteration 33Q: 3 clusters Score -22062.63 nChanged 3 ComputeScore: Raw -22334.944335 + Penalty 272.069024 = -22062.875311 Iteration 34Q: 3 clusters Score -22062.88 nChanged 2 ComputeScore: Raw -22335.189002 + Penalty 272.069024 = -22063.119977 Iteration 35Q: 3 clusters Score -22063.12 nChanged 1 ComputeScore: Raw -22335.349325 + Penalty 272.069024 = -22063.280300 Iteration 36Q: 3 clusters Score -22063.28 nChanged 1 ComputeScore: Raw -22335.463903 + Penalty 272.069024 = -22063.394879 Iteration 37Q: 3 clusters Score -22063.39 nChanged 1 ComputeScore: Raw -22335.549568 + Penalty 272.069024 = -22063.480544 Iteration 38Q: 3 clusters Score -22063.48 nChanged 3 ComputeScore: Raw -22335.876430 + Penalty 272.069024 = -22063.807406 Iteration 39Q: 3 clusters Score -22063.81 nChanged 5 ComputeScore: Raw -22336.393672 + Penalty 272.069024 = -22064.324648 Iteration 40F: 3 clusters Score -22064.32 nChanged 3 ComputeScore: Raw -22337.752415 + Penalty 272.069024 = -22065.683390 Iteration 41Q: 3 clusters Score -22065.68 nChanged 8 ComputeScore: Raw -22338.706784 + Penalty 272.069024 = -22066.637760 Iteration 42Q: 3 clusters Score -22066.64 nChanged 5 ComputeScore: Raw -22338.941763 + Penalty 272.069024 = -22066.872738 Iteration 43Q: 3 clusters Score -22066.87 nChanged 2 ComputeScore: Raw -22339.019814 + Penalty 272.069024 = -22066.950789 Iteration 44Q: 3 clusters Score -22066.95 nChanged 0 ComputeScore: Raw -22339.019814 + Penalty 272.069024 = -22066.950789 Iteration 45F: 3 clusters Score -22066.95 nChanged 0 Trying to split cluster 13 (2678 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25352.929180 + Penalty 142.070859 = -25210.858321 Iteration 0F: 2 clusters Score -25210.86 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -23711.611858 + Penalty 284.141719 = -23427.470139 Iteration 0F: 3 clusters Score -23427.47 nChanged 1247 ComputeScore: Raw -24599.789152 + Penalty 284.141719 = -24315.647433 Iteration 1F: 3 clusters Score -24315.65 nChanged 208 ComputeScore: Raw -24722.704461 + Penalty 284.141719 = -24438.562742 Iteration 2F: 3 clusters Score -24438.56 nChanged 149 ComputeScore: Raw -24818.591178 + Penalty 284.141719 = -24534.449459 Iteration 3F: 3 clusters Score -24534.45 nChanged 119 ComputeScore: Raw -24912.250032 + Penalty 284.141719 = -24628.108314 Iteration 4Q: 3 clusters Score -24628.11 nChanged 85 ComputeScore: Raw -24995.264907 + Penalty 284.141719 = -24711.123188 Iteration 5Q: 3 clusters Score -24711.12 nChanged 79 ComputeScore: Raw -25046.481047 + Penalty 284.141719 = -24762.339328 Iteration 6Q: 3 clusters Score -24762.34 nChanged 67 ComputeScore: Raw -25077.267820 + Penalty 284.141719 = -24793.126101 Iteration 7Q: 3 clusters Score -24793.13 nChanged 54 ComputeScore: Raw -25103.726323 + Penalty 284.141719 = -24819.584604 Iteration 8Q: 3 clusters Score -24819.58 nChanged 50 ComputeScore: Raw -25126.258471 + Penalty 284.141719 = -24842.116752 Iteration 9Q: 3 clusters Score -24842.12 nChanged 54 ComputeScore: Raw -25153.205709 + Penalty 284.141719 = -24869.063990 Iteration 10Q: 3 clusters Score -24869.06 nChanged 49 ComputeScore: Raw -25177.316559 + Penalty 284.141719 = -24893.174840 Iteration 11Q: 3 clusters Score -24893.17 nChanged 44 ComputeScore: Raw -25198.151703 + Penalty 284.141719 = -24914.009984 Iteration 12Q: 3 clusters Score -24914.01 nChanged 35 ComputeScore: Raw -25216.142944 + Penalty 284.141719 = -24932.001225 Iteration 13Q: 3 clusters Score -24932 nChanged 39 ComputeScore: Raw -25235.726073 + Penalty 284.141719 = -24951.584354 Iteration 14Q: 3 clusters Score -24951.58 nChanged 35 ComputeScore: Raw -25251.345467 + Penalty 284.141719 = -24967.203748 Iteration 15Q: 3 clusters Score -24967.2 nChanged 42 ComputeScore: Raw -25273.489849 + Penalty 284.141719 = -24989.348131 Iteration 16Q: 3 clusters Score -24989.35 nChanged 42 ComputeScore: Raw -25297.225071 + Penalty 284.141719 = -25013.083352 Iteration 17Q: 3 clusters Score -25013.08 nChanged 28 ComputeScore: Raw -25310.825891 + Penalty 284.141719 = -25026.684172 Iteration 18Q: 3 clusters Score -25026.68 nChanged 17 ComputeScore: Raw -25320.161042 + Penalty 284.141719 = -25036.019323 Iteration 19Q: 3 clusters Score -25036.02 nChanged 15 ComputeScore: Raw -25331.574572 + Penalty 284.141719 = -25047.432853 Iteration 20F: 3 clusters Score -25047.43 nChanged 12 ComputeScore: Raw -25335.831506 + Penalty 284.141719 = -25051.689787 Iteration 21Q: 3 clusters Score -25051.69 nChanged 8 ComputeScore: Raw -25338.377726 + Penalty 284.141719 = -25054.236007 Iteration 22Q: 3 clusters Score -25054.24 nChanged 8 ComputeScore: Raw -25341.606282 + Penalty 284.141719 = -25057.464563 Iteration 23Q: 3 clusters Score -25057.46 nChanged 8 ComputeScore: Raw -25343.025723 + Penalty 284.141719 = -25058.884005 Iteration 24Q: 3 clusters Score -25058.88 nChanged 2 ComputeScore: Raw -25343.975980 + Penalty 284.141719 = -25059.834261 Iteration 25Q: 3 clusters Score -25059.83 nChanged 4 ComputeScore: Raw -25345.503134 + Penalty 284.141719 = -25061.361415 Iteration 26Q: 3 clusters Score -25061.36 nChanged 1 ComputeScore: Raw -25345.756060 + Penalty 284.141719 = -25061.614341 Iteration 27Q: 3 clusters Score -25061.61 nChanged 3 ComputeScore: Raw -25347.394691 + Penalty 284.141719 = -25063.252972 Iteration 28Q: 3 clusters Score -25063.25 nChanged 5 ComputeScore: Raw -25349.367505 + Penalty 284.141719 = -25065.225786 Iteration 29Q: 3 clusters Score -25065.23 nChanged 9 ComputeScore: Raw -25351.693006 + Penalty 284.141719 = -25067.551287 Iteration 30Q: 3 clusters Score -25067.55 nChanged 3 ComputeScore: Raw -25352.754794 + Penalty 284.141719 = -25068.613075 Iteration 31Q: 3 clusters Score -25068.61 nChanged 7 ComputeScore: Raw -25356.345780 + Penalty 284.141719 = -25072.204061 Iteration 32Q: 3 clusters Score -25072.2 nChanged 9 ComputeScore: Raw -25365.735410 + Penalty 284.141719 = -25081.593691 Iteration 33Q: 3 clusters Score -25081.59 nChanged 9 ComputeScore: Raw -25373.575137 + Penalty 284.141719 = -25089.433418 Iteration 34Q: 3 clusters Score -25089.43 nChanged 6 ComputeScore: Raw -25375.850049 + Penalty 284.141719 = -25091.708330 Iteration 35Q: 3 clusters Score -25091.71 nChanged 3 ComputeScore: Raw -25377.517215 + Penalty 284.141719 = -25093.375496 Iteration 36Q: 3 clusters Score -25093.38 nChanged 1 ComputeScore: Raw -25377.546484 + Penalty 284.141719 = -25093.404765 Iteration 37Q: 3 clusters Score -25093.4 nChanged 0 ComputeScore: Raw -25377.546484 + Penalty 284.141719 = -25093.404765 Iteration 38F: 3 clusters Score -25093.4 nChanged 0 Trying to split cluster 14 (8519 points) Assigned 2 initial classes randomly. ComputeScore: Raw -73097.700797 + Penalty 162.900976 = -72934.799821 Iteration 0F: 2 clusters Score -72934.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -67525.541400 + Penalty 325.801953 = -67199.739447 Iteration 0F: 3 clusters Score -67199.74 nChanged 4105 ComputeScore: Raw -70417.689276 + Penalty 325.801953 = -70091.887323 Iteration 1F: 3 clusters Score -70091.89 nChanged 1001 ComputeScore: Raw -71405.974207 + Penalty 325.801953 = -71080.172255 Iteration 2F: 3 clusters Score -71080.17 nChanged 844 ComputeScore: Raw -72342.539634 + Penalty 325.801953 = -72016.737681 Iteration 3F: 3 clusters Score -72016.74 nChanged 448 ComputeScore: Raw -72861.351627 + Penalty 325.801953 = -72535.549674 Iteration 4F: 3 clusters Score -72535.55 nChanged 179 ComputeScore: Raw -73053.730029 + Penalty 325.801953 = -72727.928076 Iteration 5Q: 3 clusters Score -72727.93 nChanged 39 ComputeScore: Raw -73102.420474 + Penalty 325.801953 = -72776.618522 Iteration 6Q: 3 clusters Score -72776.62 nChanged 5 ComputeScore: Raw -73111.264590 + Penalty 325.801953 = -72785.462637 Iteration 7Q: 3 clusters Score -72785.46 nChanged 2 ComputeScore: Raw -73115.629012 + Penalty 325.801953 = -72789.827059 Iteration 8Q: 3 clusters Score -72789.83 nChanged 1 ComputeScore: Raw -73116.929298 + Penalty 325.801953 = -72791.127345 Iteration 9Q: 3 clusters Score -72791.13 nChanged 0 ComputeScore: Raw -73116.929298 + Penalty 325.801953 = -72791.127345 Iteration 10F: 3 clusters Score -72791.13 nChanged 0 Trying to split cluster 15 (4911 points) Assigned 2 initial classes randomly. ComputeScore: Raw -43100.933909 + Penalty 152.986192 = -42947.947718 Iteration 0F: 2 clusters Score -42947.95 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -40017.543362 + Penalty 305.972383 = -39711.570978 Iteration 0F: 3 clusters Score -39711.57 nChanged 2284 ComputeScore: Raw -41437.271036 + Penalty 305.972383 = -41131.298653 Iteration 1F: 3 clusters Score -41131.3 nChanged 425 ComputeScore: Raw -41771.014043 + Penalty 305.972383 = -41465.041660 Iteration 2F: 3 clusters Score -41465.04 nChanged 421 ComputeScore: Raw -42062.896333 + Penalty 305.972383 = -41756.923949 Iteration 3F: 3 clusters Score -41756.92 nChanged 337 ComputeScore: Raw -42273.474917 + Penalty 305.972383 = -41967.502534 Iteration 4F: 3 clusters Score -41967.5 nChanged 280 ComputeScore: Raw -42477.459839 + Penalty 305.972383 = -42171.487456 Iteration 5F: 3 clusters Score -42171.49 nChanged 256 ComputeScore: Raw -42664.932680 + Penalty 305.972383 = -42358.960297 Iteration 6F: 3 clusters Score -42358.96 nChanged 209 ComputeScore: Raw -42838.216515 + Penalty 305.972383 = -42532.244132 Iteration 7Q: 3 clusters Score -42532.24 nChanged 162 ComputeScore: Raw -42969.404372 + Penalty 305.972383 = -42663.431989 Iteration 8Q: 3 clusters Score -42663.43 nChanged 101 ComputeScore: Raw -43040.488406 + Penalty 305.972383 = -42734.516023 Iteration 9Q: 3 clusters Score -42734.52 nChanged 67 ComputeScore: Raw -43097.092947 + Penalty 305.972383 = -42791.120564 Iteration 10Q: 3 clusters Score -42791.12 nChanged 59 ComputeScore: Raw -43155.357093 + Penalty 305.972383 = -42849.384710 Iteration 11Q: 3 clusters Score -42849.38 nChanged 31 ComputeScore: Raw -43192.775775 + Penalty 305.972383 = -42886.803392 Iteration 12Q: 3 clusters Score -42886.8 nChanged 24 ComputeScore: Raw -43206.429178 + Penalty 305.972383 = -42900.456795 Iteration 13Q: 3 clusters Score -42900.46 nChanged 16 ComputeScore: Raw -43215.567708 + Penalty 305.972383 = -42909.595325 Iteration 14Q: 3 clusters Score -42909.6 nChanged 13 ComputeScore: Raw -43220.357742 + Penalty 305.972383 = -42914.385359 Iteration 15Q: 3 clusters Score -42914.39 nChanged 10 ComputeScore: Raw -43222.790548 + Penalty 305.972383 = -42916.818165 Iteration 16Q: 3 clusters Score -42916.82 nChanged 5 ComputeScore: Raw -43224.544803 + Penalty 305.972383 = -42918.572420 Iteration 17Q: 3 clusters Score -42918.57 nChanged 10 ComputeScore: Raw -43229.059709 + Penalty 305.972383 = -42923.087326 Iteration 18Q: 3 clusters Score -42923.09 nChanged 8 ComputeScore: Raw -43231.361131 + Penalty 305.972383 = -42925.388748 Iteration 19Q: 3 clusters Score -42925.39 nChanged 4 ComputeScore: Raw -43232.949398 + Penalty 305.972383 = -42926.977014 Iteration 20F: 3 clusters Score -42926.98 nChanged 6 ComputeScore: Raw -43234.673365 + Penalty 305.972383 = -42928.700982 Iteration 21Q: 3 clusters Score -42928.7 nChanged 5 ComputeScore: Raw -43235.182766 + Penalty 305.972383 = -42929.210383 Iteration 22Q: 3 clusters Score -42929.21 nChanged 0 ComputeScore: Raw -43235.182766 + Penalty 305.972383 = -42929.210383 Iteration 23F: 3 clusters Score -42929.21 nChanged 0 Trying to split cluster 16 (2728 points) Assigned 2 initial classes randomly. ComputeScore: Raw -28906.121399 + Penalty 142.403832 = -28763.717567 Iteration 0F: 2 clusters Score -28763.72 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27208.506118 + Penalty 284.807665 = -26923.698453 Iteration 0F: 3 clusters Score -26923.7 nChanged 1235 ComputeScore: Raw -28004.200161 + Penalty 284.807665 = -27719.392496 Iteration 1F: 3 clusters Score -27719.39 nChanged 205 ComputeScore: Raw -28141.045305 + Penalty 284.807665 = -27856.237641 Iteration 2F: 3 clusters Score -27856.24 nChanged 171 ComputeScore: Raw -28270.851083 + Penalty 284.807665 = -27986.043418 Iteration 3F: 3 clusters Score -27986.04 nChanged 158 ComputeScore: Raw -28374.095468 + Penalty 284.807665 = -28089.287803 Iteration 4F: 3 clusters Score -28089.29 nChanged 122 ComputeScore: Raw -28430.120120 + Penalty 284.807665 = -28145.312455 Iteration 5Q: 3 clusters Score -28145.31 nChanged 87 ComputeScore: Raw -28458.132661 + Penalty 284.807665 = -28173.324997 Iteration 6Q: 3 clusters Score -28173.32 nChanged 40 ComputeScore: Raw -28465.401330 + Penalty 284.807665 = -28180.593665 Iteration 7Q: 3 clusters Score -28180.59 nChanged 25 ComputeScore: Raw -28472.886794 + Penalty 284.807665 = -28188.079130 Iteration 8Q: 3 clusters Score -28188.08 nChanged 30 ComputeScore: Raw -28479.295673 + Penalty 284.807665 = -28194.488008 Iteration 9Q: 3 clusters Score -28194.49 nChanged 29 ComputeScore: Raw -28486.791363 + Penalty 284.807665 = -28201.983699 Iteration 10Q: 3 clusters Score -28201.98 nChanged 27 ComputeScore: Raw -28493.342111 + Penalty 284.807665 = -28208.534446 Iteration 11Q: 3 clusters Score -28208.53 nChanged 24 ComputeScore: Raw -28498.430204 + Penalty 284.807665 = -28213.622540 Iteration 12Q: 3 clusters Score -28213.62 nChanged 24 ComputeScore: Raw -28504.142363 + Penalty 284.807665 = -28219.334699 Iteration 13Q: 3 clusters Score -28219.33 nChanged 24 ComputeScore: Raw -28508.632195 + Penalty 284.807665 = -28223.824531 Iteration 14Q: 3 clusters Score -28223.82 nChanged 21 ComputeScore: Raw -28514.090460 + Penalty 284.807665 = -28229.282795 Iteration 15Q: 3 clusters Score -28229.28 nChanged 25 ComputeScore: Raw -28519.866217 + Penalty 284.807665 = -28235.058552 Iteration 16Q: 3 clusters Score -28235.06 nChanged 22 ComputeScore: Raw -28525.138123 + Penalty 284.807665 = -28240.330458 Iteration 17Q: 3 clusters Score -28240.33 nChanged 21 ComputeScore: Raw -28530.415066 + Penalty 284.807665 = -28245.607401 Iteration 18Q: 3 clusters Score -28245.61 nChanged 26 ComputeScore: Raw -28536.745879 + Penalty 284.807665 = -28251.938214 Iteration 19Q: 3 clusters Score -28251.94 nChanged 32 ComputeScore: Raw -28544.319899 + Penalty 284.807665 = -28259.512234 Iteration 20F: 3 clusters Score -28259.51 nChanged 26 ComputeScore: Raw -28549.242643 + Penalty 284.807665 = -28264.434979 Iteration 21Q: 3 clusters Score -28264.43 nChanged 20 ComputeScore: Raw -28553.798552 + Penalty 284.807665 = -28268.990887 Iteration 22Q: 3 clusters Score -28268.99 nChanged 24 ComputeScore: Raw -28558.790768 + Penalty 284.807665 = -28273.983104 Iteration 23Q: 3 clusters Score -28273.98 nChanged 25 ComputeScore: Raw -28564.459969 + Penalty 284.807665 = -28279.652304 Iteration 24Q: 3 clusters Score -28279.65 nChanged 26 ComputeScore: Raw -28570.117647 + Penalty 284.807665 = -28285.309982 Iteration 25Q: 3 clusters Score -28285.31 nChanged 25 ComputeScore: Raw -28575.922155 + Penalty 284.807665 = -28291.114491 Iteration 26Q: 3 clusters Score -28291.11 nChanged 27 ComputeScore: Raw -28583.379014 + Penalty 284.807665 = -28298.571349 Iteration 27Q: 3 clusters Score -28298.57 nChanged 31 ComputeScore: Raw -28592.201793 + Penalty 284.807665 = -28307.394128 Iteration 28Q: 3 clusters Score -28307.39 nChanged 32 ComputeScore: Raw -28599.747901 + Penalty 284.807665 = -28314.940236 Iteration 29Q: 3 clusters Score -28314.94 nChanged 27 ComputeScore: Raw -28605.398362 + Penalty 284.807665 = -28320.590697 Iteration 30Q: 3 clusters Score -28320.59 nChanged 22 ComputeScore: Raw -28608.604149 + Penalty 284.807665 = -28323.796484 Iteration 31Q: 3 clusters Score -28323.8 nChanged 14 ComputeScore: Raw -28610.440904 + Penalty 284.807665 = -28325.633240 Iteration 32Q: 3 clusters Score -28325.63 nChanged 16 ComputeScore: Raw -28612.885832 + Penalty 284.807665 = -28328.078167 Iteration 33Q: 3 clusters Score -28328.08 nChanged 19 ComputeScore: Raw -28616.396648 + Penalty 284.807665 = -28331.588983 Iteration 34Q: 3 clusters Score -28331.59 nChanged 25 ComputeScore: Raw -28621.863365 + Penalty 284.807665 = -28337.055700 Iteration 35Q: 3 clusters Score -28337.06 nChanged 19 ComputeScore: Raw -28625.050158 + Penalty 284.807665 = -28340.242493 Iteration 36Q: 3 clusters Score -28340.24 nChanged 18 ComputeScore: Raw -28628.678679 + Penalty 284.807665 = -28343.871014 Iteration 37Q: 3 clusters Score -28343.87 nChanged 23 ComputeScore: Raw -28633.404998 + Penalty 284.807665 = -28348.597333 Iteration 38Q: 3 clusters Score -28348.6 nChanged 24 ComputeScore: Raw -28638.134356 + Penalty 284.807665 = -28353.326691 Iteration 39Q: 3 clusters Score -28353.33 nChanged 25 ComputeScore: Raw -28645.665135 + Penalty 284.807665 = -28360.857470 Iteration 40F: 3 clusters Score -28360.86 nChanged 37 ComputeScore: Raw -28661.325511 + Penalty 284.807665 = -28376.517846 Iteration 41Q: 3 clusters Score -28376.52 nChanged 48 ComputeScore: Raw -28681.561934 + Penalty 284.807665 = -28396.754270 Iteration 42Q: 3 clusters Score -28396.75 nChanged 47 ComputeScore: Raw -28700.923222 + Penalty 284.807665 = -28416.115557 Iteration 43Q: 3 clusters Score -28416.12 nChanged 42 ComputeScore: Raw -28719.780491 + Penalty 284.807665 = -28434.972826 Iteration 44Q: 3 clusters Score -28434.97 nChanged 49 ComputeScore: Raw -28742.959620 + Penalty 284.807665 = -28458.151955 Iteration 45Q: 3 clusters Score -28458.15 nChanged 45 ComputeScore: Raw -28764.261840 + Penalty 284.807665 = -28479.454175 Iteration 46Q: 3 clusters Score -28479.45 nChanged 39 ComputeScore: Raw -28781.466829 + Penalty 284.807665 = -28496.659165 Iteration 47Q: 3 clusters Score -28496.66 nChanged 39 ComputeScore: Raw -28801.178804 + Penalty 284.807665 = -28516.371139 Iteration 48Q: 3 clusters Score -28516.37 nChanged 30 ComputeScore: Raw -28815.260169 + Penalty 284.807665 = -28530.452505 Iteration 49Q: 3 clusters Score -28530.45 nChanged 37 ComputeScore: Raw -28831.802644 + Penalty 284.807665 = -28546.994979 Iteration 50Q: 3 clusters Score -28546.99 nChanged 28 ComputeScore: Raw -28846.038456 + Penalty 284.807665 = -28561.230792 Iteration 51Q: 3 clusters Score -28561.23 nChanged 28 ComputeScore: Raw -28862.562603 + Penalty 284.807665 = -28577.754939 Iteration 52Q: 3 clusters Score -28577.75 nChanged 31 ComputeScore: Raw -28880.428647 + Penalty 284.807665 = -28595.620983 Iteration 53Q: 3 clusters Score -28595.62 nChanged 24 ComputeScore: Raw -28900.213243 + Penalty 284.807665 = -28615.405579 Iteration 54Q: 3 clusters Score -28615.41 nChanged 19 ComputeScore: Raw -28914.077725 + Penalty 284.807665 = -28629.270061 Iteration 55Q: 3 clusters Score -28629.27 nChanged 12 ComputeScore: Raw -28923.053832 + Penalty 284.807665 = -28638.246167 Iteration 56Q: 3 clusters Score -28638.25 nChanged 7 ComputeScore: Raw -28928.776596 + Penalty 284.807665 = -28643.968931 Iteration 57Q: 3 clusters Score -28643.97 nChanged 8 ComputeScore: Raw -28931.945335 + Penalty 284.807665 = -28647.137671 Iteration 58Q: 3 clusters Score -28647.14 nChanged 6 ComputeScore: Raw -28933.952165 + Penalty 284.807665 = -28649.144501 Iteration 59Q: 3 clusters Score -28649.14 nChanged 0 ComputeScore: Raw -28933.952165 + Penalty 284.807665 = -28649.144501 Iteration 60F: 3 clusters Score -28649.14 nChanged 0 Trying to split cluster 17 (361 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4784.724922 + Penalty 105.999803 = -4678.725119 Iteration 0F: 2 clusters Score -4678.725 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4597.092660 + Penalty 211.999606 = -4385.093053 Iteration 0F: 3 clusters Score -4385.093 nChanged 137 ComputeScore: Raw -4679.850317 + Penalty 211.999606 = -4467.850711 Iteration 1F: 3 clusters Score -4467.851 nChanged 33 ComputeScore: Raw -4697.192364 + Penalty 211.999606 = -4485.192758 Iteration 2F: 3 clusters Score -4485.193 nChanged 18 ComputeScore: Raw -4707.205471 + Penalty 211.999606 = -4495.205865 Iteration 3Q: 3 clusters Score -4495.206 nChanged 14 ComputeScore: Raw -4713.454209 + Penalty 211.999606 = -4501.454603 Iteration 4Q: 3 clusters Score -4501.455 nChanged 10 ComputeScore: Raw -4717.377104 + Penalty 211.999606 = -4505.377497 Iteration 5Q: 3 clusters Score -4505.377 nChanged 4 ComputeScore: Raw -4717.851006 + Penalty 211.999606 = -4505.851399 Iteration 6Q: 3 clusters Score -4505.851 nChanged 3 ComputeScore: Raw -4718.360802 + Penalty 211.999606 = -4506.361195 Iteration 7Q: 3 clusters Score -4506.361 nChanged 1 ComputeScore: Raw -4718.956213 + Penalty 211.999606 = -4506.956607 Iteration 8Q: 3 clusters Score -4506.957 nChanged 3 ComputeScore: Raw -4720.043754 + Penalty 211.999606 = -4508.044147 Iteration 9Q: 3 clusters Score -4508.044 nChanged 1 ComputeScore: Raw -4720.744283 + Penalty 211.999606 = -4508.744676 Iteration 10Q: 3 clusters Score -4508.745 nChanged 0 ComputeScore: Raw -4720.744283 + Penalty 211.999606 = -4508.744676 Iteration 11F: 3 clusters Score -4508.745 nChanged 0 Trying to split cluster 18 (5255 points) Assigned 2 initial classes randomly. ComputeScore: Raw -46729.353486 + Penalty 154.204835 = -46575.148651 Iteration 0F: 2 clusters Score -46575.15 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -43364.013964 + Penalty 308.409670 = -43055.604294 Iteration 0F: 3 clusters Score -43055.6 nChanged 2422 ComputeScore: Raw -44828.848853 + Penalty 308.409670 = -44520.439183 Iteration 1F: 3 clusters Score -44520.44 nChanged 433 ComputeScore: Raw -45052.950291 + Penalty 308.409670 = -44744.540621 Iteration 2F: 3 clusters Score -44744.54 nChanged 416 ComputeScore: Raw -45292.729586 + Penalty 308.409670 = -44984.319915 Iteration 3F: 3 clusters Score -44984.32 nChanged 371 ComputeScore: Raw -45556.751636 + Penalty 308.409670 = -45248.341966 Iteration 4F: 3 clusters Score -45248.34 nChanged 380 ComputeScore: Raw -45887.345625 + Penalty 308.409670 = -45578.935955 Iteration 5F: 3 clusters Score -45578.94 nChanged 362 ComputeScore: Raw -46237.421237 + Penalty 308.409670 = -45929.011567 Iteration 6F: 3 clusters Score -45929.01 nChanged 272 ComputeScore: Raw -46505.349865 + Penalty 308.409670 = -46196.940195 Iteration 7F: 3 clusters Score -46196.94 nChanged 142 ComputeScore: Raw -46637.971206 + Penalty 308.409670 = -46329.561536 Iteration 8Q: 3 clusters Score -46329.56 nChanged 71 ComputeScore: Raw -46705.534666 + Penalty 308.409670 = -46397.124996 Iteration 9Q: 3 clusters Score -46397.12 nChanged 30 ComputeScore: Raw -46734.623017 + Penalty 308.409670 = -46426.213347 Iteration 10Q: 3 clusters Score -46426.21 nChanged 8 ComputeScore: Raw -46744.384765 + Penalty 308.409670 = -46435.975095 Iteration 11Q: 3 clusters Score -46435.98 nChanged 1 ComputeScore: Raw -46745.438629 + Penalty 308.409670 = -46437.028959 Iteration 12Q: 3 clusters Score -46437.03 nChanged 0 ComputeScore: Raw -46745.438629 + Penalty 308.409670 = -46437.028959 Iteration 13F: 3 clusters Score -46437.03 nChanged 0 Trying to split cluster 19 (746 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8755.977672 + Penalty 119.065061 = -8636.912611 Iteration 0F: 2 clusters Score -8636.913 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8366.133602 + Penalty 238.130122 = -8128.003481 Iteration 0F: 3 clusters Score -8128.003 nChanged 305 ComputeScore: Raw -8542.928106 + Penalty 238.130122 = -8304.797984 Iteration 1F: 3 clusters Score -8304.798 nChanged 65 ComputeScore: Raw -8591.014730 + Penalty 238.130122 = -8352.884608 Iteration 2F: 3 clusters Score -8352.885 nChanged 46 ComputeScore: Raw -8620.296628 + Penalty 238.130122 = -8382.166506 Iteration 3F: 3 clusters Score -8382.167 nChanged 40 ComputeScore: Raw -8654.428876 + Penalty 238.130122 = -8416.298755 Iteration 4F: 3 clusters Score -8416.299 nChanged 33 ComputeScore: Raw -8677.506735 + Penalty 238.130122 = -8439.376613 Iteration 5Q: 3 clusters Score -8439.377 nChanged 24 ComputeScore: Raw -8689.066305 + Penalty 238.130122 = -8450.936184 Iteration 6Q: 3 clusters Score -8450.936 nChanged 11 ComputeScore: Raw -8691.849943 + Penalty 238.130122 = -8453.719821 Iteration 7Q: 3 clusters Score -8453.72 nChanged 9 ComputeScore: Raw -8694.247752 + Penalty 238.130122 = -8456.117630 Iteration 8Q: 3 clusters Score -8456.118 nChanged 9 ComputeScore: Raw -8697.041162 + Penalty 238.130122 = -8458.911040 Iteration 9Q: 3 clusters Score -8458.911 nChanged 13 ComputeScore: Raw -8704.333205 + Penalty 238.130122 = -8466.203084 Iteration 10Q: 3 clusters Score -8466.203 nChanged 10 ComputeScore: Raw -8709.091209 + Penalty 238.130122 = -8470.961087 Iteration 11Q: 3 clusters Score -8470.961 nChanged 11 ComputeScore: Raw -8713.879577 + Penalty 238.130122 = -8475.749455 Iteration 12Q: 3 clusters Score -8475.749 nChanged 11 ComputeScore: Raw -8719.820263 + Penalty 238.130122 = -8481.690141 Iteration 13Q: 3 clusters Score -8481.69 nChanged 9 ComputeScore: Raw -8723.969774 + Penalty 238.130122 = -8485.839653 Iteration 14Q: 3 clusters Score -8485.84 nChanged 5 ComputeScore: Raw -8725.311351 + Penalty 238.130122 = -8487.181229 Iteration 15Q: 3 clusters Score -8487.181 nChanged 3 ComputeScore: Raw -8725.943001 + Penalty 238.130122 = -8487.812880 Iteration 16Q: 3 clusters Score -8487.813 nChanged 3 ComputeScore: Raw -8726.281266 + Penalty 238.130122 = -8488.151144 Iteration 17Q: 3 clusters Score -8488.151 nChanged 2 ComputeScore: Raw -8726.911041 + Penalty 238.130122 = -8488.780920 Iteration 18Q: 3 clusters Score -8488.781 nChanged 5 ComputeScore: Raw -8727.934015 + Penalty 238.130122 = -8489.803894 Iteration 19Q: 3 clusters Score -8489.804 nChanged 2 ComputeScore: Raw -8728.710892 + Penalty 238.130122 = -8490.580770 Iteration 20F: 3 clusters Score -8490.581 nChanged 2 ComputeScore: Raw -8729.218564 + Penalty 238.130122 = -8491.088443 Iteration 21Q: 3 clusters Score -8491.088 nChanged 3 ComputeScore: Raw -8729.914495 + Penalty 238.130122 = -8491.784373 Iteration 22Q: 3 clusters Score -8491.784 nChanged 5 ComputeScore: Raw -8731.624082 + Penalty 238.130122 = -8493.493960 Iteration 23Q: 3 clusters Score -8493.494 nChanged 4 ComputeScore: Raw -8732.217958 + Penalty 238.130122 = -8494.087836 Iteration 24Q: 3 clusters Score -8494.088 nChanged 2 ComputeScore: Raw -8732.364682 + Penalty 238.130122 = -8494.234561 Iteration 25Q: 3 clusters Score -8494.235 nChanged 1 ComputeScore: Raw -8732.384431 + Penalty 238.130122 = -8494.254309 Iteration 26Q: 3 clusters Score -8494.254 nChanged 0 ComputeScore: Raw -8732.384431 + Penalty 238.130122 = -8494.254309 Iteration 27F: 3 clusters Score -8494.254 nChanged 0 Trying to split cluster 20 (781 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9682.071117 + Penalty 119.890353 = -9562.180765 Iteration 0F: 2 clusters Score -9562.181 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9239.221148 + Penalty 239.780705 = -8999.440443 Iteration 0F: 3 clusters Score -8999.44 nChanged 336 ComputeScore: Raw -9412.277505 + Penalty 239.780705 = -9172.496799 Iteration 1F: 3 clusters Score -9172.497 nChanged 52 ComputeScore: Raw -9439.598561 + Penalty 239.780705 = -9199.817856 Iteration 2F: 3 clusters Score -9199.818 nChanged 51 ComputeScore: Raw -9483.147037 + Penalty 239.780705 = -9243.366332 Iteration 3F: 3 clusters Score -9243.366 nChanged 54 ComputeScore: Raw -9540.042788 + Penalty 239.780705 = -9300.262083 Iteration 4F: 3 clusters Score -9300.262 nChanged 49 ComputeScore: Raw -9591.829164 + Penalty 239.780705 = -9352.048459 Iteration 5F: 3 clusters Score -9352.048 nChanged 22 ComputeScore: Raw -9605.260271 + Penalty 239.780705 = -9365.479566 Iteration 6Q: 3 clusters Score -9365.48 nChanged 21 ComputeScore: Raw -9615.323697 + Penalty 239.780705 = -9375.542992 Iteration 7Q: 3 clusters Score -9375.543 nChanged 18 ComputeScore: Raw -9626.907766 + Penalty 239.780705 = -9387.127061 Iteration 8Q: 3 clusters Score -9387.127 nChanged 17 ComputeScore: Raw -9638.000813 + Penalty 239.780705 = -9398.220108 Iteration 9Q: 3 clusters Score -9398.22 nChanged 19 ComputeScore: Raw -9650.836698 + Penalty 239.780705 = -9411.055993 Iteration 10Q: 3 clusters Score -9411.056 nChanged 12 ComputeScore: Raw -9658.283150 + Penalty 239.780705 = -9418.502444 Iteration 11Q: 3 clusters Score -9418.502 nChanged 15 ComputeScore: Raw -9664.299585 + Penalty 239.780705 = -9424.518879 Iteration 12Q: 3 clusters Score -9424.519 nChanged 7 ComputeScore: Raw -9667.638314 + Penalty 239.780705 = -9427.857609 Iteration 13Q: 3 clusters Score -9427.858 nChanged 8 ComputeScore: Raw -9671.455397 + Penalty 239.780705 = -9431.674692 Iteration 14Q: 3 clusters Score -9431.675 nChanged 7 ComputeScore: Raw -9674.535387 + Penalty 239.780705 = -9434.754682 Iteration 15Q: 3 clusters Score -9434.755 nChanged 10 ComputeScore: Raw -9677.500782 + Penalty 239.780705 = -9437.720077 Iteration 16Q: 3 clusters Score -9437.72 nChanged 6 ComputeScore: Raw -9678.891752 + Penalty 239.780705 = -9439.111047 Iteration 17Q: 3 clusters Score -9439.111 nChanged 4 ComputeScore: Raw -9679.682932 + Penalty 239.780705 = -9439.902227 Iteration 18Q: 3 clusters Score -9439.902 nChanged 0 ComputeScore: Raw -9679.856665 + Penalty 239.780705 = -9440.075960 Iteration 19F: 3 clusters Score -9440.076 nChanged 1 ComputeScore: Raw -9680.262801 + Penalty 239.780705 = -9440.482096 Iteration 20F: 3 clusters Score -9440.482 nChanged 0 Trying to split cluster 21 (3590 points) Assigned 2 initial classes randomly. ComputeScore: Raw -34103.217958 + Penalty 147.346335 = -33955.871623 Iteration 0F: 2 clusters Score -33955.87 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -31875.829313 + Penalty 294.692669 = -31581.136644 Iteration 0F: 3 clusters Score -31581.14 nChanged 1645 ComputeScore: Raw -32938.480860 + Penalty 294.692669 = -32643.788191 Iteration 1F: 3 clusters Score -32643.79 nChanged 284 ComputeScore: Raw -33167.289457 + Penalty 294.692669 = -32872.596787 Iteration 2F: 3 clusters Score -32872.6 nChanged 261 ComputeScore: Raw -33405.180355 + Penalty 294.692669 = -33110.487685 Iteration 3F: 3 clusters Score -33110.49 nChanged 207 ComputeScore: Raw -33641.039234 + Penalty 294.692669 = -33346.346565 Iteration 4F: 3 clusters Score -33346.35 nChanged 145 ComputeScore: Raw -33786.577225 + Penalty 294.692669 = -33491.884556 Iteration 5Q: 3 clusters Score -33491.88 nChanged 93 ComputeScore: Raw -33882.151424 + Penalty 294.692669 = -33587.458755 Iteration 6Q: 3 clusters Score -33587.46 nChanged 67 ComputeScore: Raw -33935.277304 + Penalty 294.692669 = -33640.584635 Iteration 7Q: 3 clusters Score -33640.58 nChanged 46 ComputeScore: Raw -33957.564867 + Penalty 294.692669 = -33662.872197 Iteration 8Q: 3 clusters Score -33662.87 nChanged 34 ComputeScore: Raw -33973.539545 + Penalty 294.692669 = -33678.846876 Iteration 9Q: 3 clusters Score -33678.85 nChanged 41 ComputeScore: Raw -33995.559897 + Penalty 294.692669 = -33700.867228 Iteration 10Q: 3 clusters Score -33700.87 nChanged 39 ComputeScore: Raw -34013.551840 + Penalty 294.692669 = -33718.859170 Iteration 11Q: 3 clusters Score -33718.86 nChanged 24 ComputeScore: Raw -34022.227314 + Penalty 294.692669 = -33727.534645 Iteration 12Q: 3 clusters Score -33727.53 nChanged 25 ComputeScore: Raw -34035.881722 + Penalty 294.692669 = -33741.189053 Iteration 13Q: 3 clusters Score -33741.19 nChanged 19 ComputeScore: Raw -34049.003887 + Penalty 294.692669 = -33754.311218 Iteration 14Q: 3 clusters Score -33754.31 nChanged 17 ComputeScore: Raw -34061.189214 + Penalty 294.692669 = -33766.496544 Iteration 15Q: 3 clusters Score -33766.5 nChanged 13 ComputeScore: Raw -34068.682296 + Penalty 294.692669 = -33773.989626 Iteration 16Q: 3 clusters Score -33773.99 nChanged 11 ComputeScore: Raw -34075.136677 + Penalty 294.692669 = -33780.444008 Iteration 17Q: 3 clusters Score -33780.44 nChanged 9 ComputeScore: Raw -34080.549960 + Penalty 294.692669 = -33785.857291 Iteration 18Q: 3 clusters Score -33785.86 nChanged 11 ComputeScore: Raw -34091.306164 + Penalty 294.692669 = -33796.613495 Iteration 19Q: 3 clusters Score -33796.61 nChanged 9 ComputeScore: Raw -34096.857956 + Penalty 294.692669 = -33802.165287 Iteration 20F: 3 clusters Score -33802.17 nChanged 9 ComputeScore: Raw -34106.735733 + Penalty 294.692669 = -33812.043063 Iteration 21Q: 3 clusters Score -33812.04 nChanged 8 ComputeScore: Raw -34114.905059 + Penalty 294.692669 = -33820.212389 Iteration 22Q: 3 clusters Score -33820.21 nChanged 5 ComputeScore: Raw -34118.865040 + Penalty 294.692669 = -33824.172370 Iteration 23Q: 3 clusters Score -33824.17 nChanged 4 ComputeScore: Raw -34120.224491 + Penalty 294.692669 = -33825.531821 Iteration 24Q: 3 clusters Score -33825.53 nChanged 2 ComputeScore: Raw -34122.419676 + Penalty 294.692669 = -33827.727006 Iteration 25Q: 3 clusters Score -33827.73 nChanged 3 ComputeScore: Raw -34123.536747 + Penalty 294.692669 = -33828.844078 Iteration 26Q: 3 clusters Score -33828.84 nChanged 2 ComputeScore: Raw -34125.836485 + Penalty 294.692669 = -33831.143816 Iteration 27Q: 3 clusters Score -33831.14 nChanged 2 ComputeScore: Raw -34126.925034 + Penalty 294.692669 = -33832.232365 Iteration 28Q: 3 clusters Score -33832.23 nChanged 2 ComputeScore: Raw -34129.423850 + Penalty 294.692669 = -33834.731181 Iteration 29Q: 3 clusters Score -33834.73 nChanged 4 ComputeScore: Raw -34134.039001 + Penalty 294.692669 = -33839.346331 Iteration 30Q: 3 clusters Score -33839.35 nChanged 0 ComputeScore: Raw -34134.039001 + Penalty 294.692669 = -33839.346331 Iteration 31F: 3 clusters Score -33839.35 nChanged 0 Trying to split cluster 22 (805 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9544.511221 + Penalty 120.435161 = -9424.076060 Iteration 0F: 2 clusters Score -9424.076 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9111.641003 + Penalty 240.870322 = -8870.770681 Iteration 0F: 3 clusters Score -8870.771 nChanged 347 ComputeScore: Raw -9333.244780 + Penalty 240.870322 = -9092.374458 Iteration 1F: 3 clusters Score -9092.374 nChanged 61 ComputeScore: Raw -9366.677415 + Penalty 240.870322 = -9125.807093 Iteration 2F: 3 clusters Score -9125.807 nChanged 47 ComputeScore: Raw -9411.213886 + Penalty 240.870322 = -9170.343564 Iteration 3F: 3 clusters Score -9170.344 nChanged 49 ComputeScore: Raw -9459.419948 + Penalty 240.870322 = -9218.549626 Iteration 4F: 3 clusters Score -9218.55 nChanged 36 ComputeScore: Raw -9505.485722 + Penalty 240.870322 = -9264.615400 Iteration 5Q: 3 clusters Score -9264.615 nChanged 37 ComputeScore: Raw -9592.451714 + Penalty 240.870322 = -9351.581392 Iteration 6Q: 3 clusters Score -9351.581 nChanged 34 ComputeScore: Raw -9663.222238 + Penalty 240.870322 = -9422.351916 Iteration 7Q: 3 clusters Score -9422.352 nChanged 26 ComputeScore: Raw -9691.396398 + Penalty 240.870322 = -9450.526076 Iteration 8Q: 3 clusters Score -9450.526 nChanged 26 ComputeScore: Raw -9740.149480 + Penalty 240.870322 = -9499.279158 Iteration 9Q: 3 clusters Score -9499.279 nChanged 27 ComputeScore: Raw -9784.712533 + Penalty 240.870322 = -9543.842211 Iteration 10Q: 3 clusters Score -9543.842 nChanged 4 ComputeScore: Raw -9793.626461 + Penalty 240.870322 = -9552.756139 Iteration 11Q: 3 clusters Score -9552.756 nChanged 2 ComputeScore: Raw -9795.218700 + Penalty 240.870322 = -9554.348378 Iteration 12Q: 3 clusters Score -9554.348 nChanged 1 ComputeScore: Raw -9795.802771 + Penalty 240.870322 = -9554.932449 Iteration 13Q: 3 clusters Score -9554.932 nChanged 0 ComputeScore: Raw -9799.225210 + Penalty 240.870322 = -9558.354888 Iteration 14F: 3 clusters Score -9558.355 nChanged 1 ComputeScore: Raw -9799.730114 + Penalty 240.870322 = -9558.859792 Iteration 15Q: 3 clusters Score -9558.86 nChanged 0 ComputeScore: Raw -9799.730114 + Penalty 240.870322 = -9558.859792 Iteration 16F: 3 clusters Score -9558.86 nChanged 0 ComputeScore: Raw -540324.652553 + Penalty 6720.710935 = -533603.941617Splitting cluster 22 changes total score from -533495.869496 to -533603.941617 So it's getting split into cluster 33. Trying to split cluster 23 (254 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3858.352544 + Penalty 99.672017 = -3758.680527 Iteration 0F: 2 clusters Score -3758.681 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3743.816792 + Penalty 199.344034 = -3544.472758 Iteration 0F: 3 clusters Score -3544.473 nChanged 95 ComputeScore: Raw -3819.882751 + Penalty 199.344034 = -3620.538717 Iteration 1F: 3 clusters Score -3620.539 nChanged 17 ComputeScore: Raw -3837.032268 + Penalty 199.344034 = -3637.688235 Iteration 2F: 3 clusters Score -3637.688 nChanged 7 ComputeScore: Raw -3841.546036 + Penalty 199.344034 = -3642.202002 Iteration 3Q: 3 clusters Score -3642.202 nChanged 6 ComputeScore: Raw -3843.433263 + Penalty 199.344034 = -3644.089229 Iteration 4Q: 3 clusters Score -3644.089 nChanged 3 ComputeScore: Raw -3846.030057 + Penalty 199.344034 = -3646.686023 Iteration 5Q: 3 clusters Score -3646.686 nChanged 4 ComputeScore: Raw -3851.939014 + Penalty 199.344034 = -3652.594981 Iteration 6Q: 3 clusters Score -3652.595 nChanged 4 ComputeScore: Raw -3858.084406 + Penalty 199.344034 = -3658.740372 Iteration 7Q: 3 clusters Score -3658.74 nChanged 7 ComputeScore: Raw -3866.575430 + Penalty 199.344034 = -3667.231396 Iteration 8Q: 3 clusters Score -3667.231 nChanged 4 ComputeScore: Raw -3874.959959 + Penalty 199.344034 = -3675.615925 Iteration 9Q: 3 clusters Score -3675.616 nChanged 6 ComputeScore: Raw -3882.197866 + Penalty 199.344034 = -3682.853832 Iteration 10Q: 3 clusters Score -3682.854 nChanged 7 ComputeScore: Raw -3891.178850 + Penalty 199.344034 = -3691.834816 Iteration 11Q: 3 clusters Score -3691.835 nChanged 3 ComputeScore: Raw -3893.163535 + Penalty 199.344034 = -3693.819502 Iteration 12Q: 3 clusters Score -3693.82 nChanged 2 ComputeScore: Raw -3894.269422 + Penalty 199.344034 = -3694.925388 Iteration 13Q: 3 clusters Score -3694.925 nChanged 2 ComputeScore: Raw -3895.382449 + Penalty 199.344034 = -3696.038415 Iteration 14Q: 3 clusters Score -3696.038 nChanged 0 ComputeScore: Raw -3895.382449 + Penalty 199.344034 = -3696.038415 Iteration 15F: 3 clusters Score -3696.038 nChanged 0 Trying to split cluster 24 (277 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3920.731054 + Penalty 101.232315 = -3819.498739 Iteration 0F: 2 clusters Score -3819.499 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3793.749186 + Penalty 202.464630 = -3591.284556 Iteration 0F: 3 clusters Score -3591.285 nChanged 101 ComputeScore: Raw -3862.744508 + Penalty 202.464630 = -3660.279878 Iteration 1F: 3 clusters Score -3660.28 nChanged 20 ComputeScore: Raw -3875.059624 + Penalty 202.464630 = -3672.594993 Iteration 2F: 3 clusters Score -3672.595 nChanged 9 ComputeScore: Raw -3883.212017 + Penalty 202.464630 = -3680.747386 Iteration 3Q: 3 clusters Score -3680.747 nChanged 7 ComputeScore: Raw -3886.041578 + Penalty 202.464630 = -3683.576948 Iteration 4Q: 3 clusters Score -3683.577 nChanged 5 ComputeScore: Raw -3888.188124 + Penalty 202.464630 = -3685.723493 Iteration 5Q: 3 clusters Score -3685.723 nChanged 3 ComputeScore: Raw -3890.325225 + Penalty 202.464630 = -3687.860595 Iteration 6Q: 3 clusters Score -3687.861 nChanged 4 ComputeScore: Raw -3891.823899 + Penalty 202.464630 = -3689.359269 Iteration 7Q: 3 clusters Score -3689.359 nChanged 3 ComputeScore: Raw -3892.689894 + Penalty 202.464630 = -3690.225264 Iteration 8Q: 3 clusters Score -3690.225 nChanged 2 ComputeScore: Raw -3893.571529 + Penalty 202.464630 = -3691.106899 Iteration 9Q: 3 clusters Score -3691.107 nChanged 2 ComputeScore: Raw -3894.280716 + Penalty 202.464630 = -3691.816086 Iteration 10Q: 3 clusters Score -3691.816 nChanged 2 ComputeScore: Raw -3895.221687 + Penalty 202.464630 = -3692.757057 Iteration 11Q: 3 clusters Score -3692.757 nChanged 1 ComputeScore: Raw -3895.862191 + Penalty 202.464630 = -3693.397561 Iteration 12Q: 3 clusters Score -3693.398 nChanged 2 ComputeScore: Raw -3899.310697 + Penalty 202.464630 = -3696.846067 Iteration 13Q: 3 clusters Score -3696.846 nChanged 4 ComputeScore: Raw -3900.446574 + Penalty 202.464630 = -3697.981944 Iteration 14Q: 3 clusters Score -3697.982 nChanged 2 ComputeScore: Raw -3902.330278 + Penalty 202.464630 = -3699.865648 Iteration 15Q: 3 clusters Score -3699.866 nChanged 3 ComputeScore: Raw -3905.641461 + Penalty 202.464630 = -3703.176831 Iteration 16Q: 3 clusters Score -3703.177 nChanged 4 ComputeScore: Raw -3910.562735 + Penalty 202.464630 = -3708.098105 Iteration 17Q: 3 clusters Score -3708.098 nChanged 2 ComputeScore: Raw -3913.544194 + Penalty 202.464630 = -3711.079564 Iteration 18Q: 3 clusters Score -3711.08 nChanged 2 ComputeScore: Raw -3916.602441 + Penalty 202.464630 = -3714.137811 Iteration 19Q: 3 clusters Score -3714.138 nChanged 2 ComputeScore: Raw -3918.338423 + Penalty 202.464630 = -3715.873793 Iteration 20F: 3 clusters Score -3715.874 nChanged 2 ComputeScore: Raw -3920.027479 + Penalty 202.464630 = -3717.562849 Iteration 21Q: 3 clusters Score -3717.563 nChanged 2 ComputeScore: Raw -3922.168921 + Penalty 202.464630 = -3719.704291 Iteration 22Q: 3 clusters Score -3719.704 nChanged 2 ComputeScore: Raw -3923.167476 + Penalty 202.464630 = -3720.702846 Iteration 23Q: 3 clusters Score -3720.703 nChanged 3 ComputeScore: Raw -3924.720334 + Penalty 202.464630 = -3722.255704 Iteration 24Q: 3 clusters Score -3722.256 nChanged 1 ComputeScore: Raw -3925.434336 + Penalty 202.464630 = -3722.969706 Iteration 25Q: 3 clusters Score -3722.97 nChanged 0 ComputeScore: Raw -3925.434336 + Penalty 202.464630 = -3722.969706 Iteration 26F: 3 clusters Score -3722.97 nChanged 0 Trying to split cluster 25 (3202 points) Assigned 2 initial classes randomly. ComputeScore: Raw -33011.941107 + Penalty 145.287556 = -32866.653551 Iteration 0F: 2 clusters Score -32866.65 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -31025.631837 + Penalty 290.575112 = -30735.056725 Iteration 0F: 3 clusters Score -30735.06 nChanged 1515 ComputeScore: Raw -31836.010219 + Penalty 290.575112 = -31545.435107 Iteration 1F: 3 clusters Score -31545.44 nChanged 109 ComputeScore: Raw -31872.320127 + Penalty 290.575112 = -31581.745015 Iteration 2Q: 3 clusters Score -31581.75 nChanged 124 ComputeScore: Raw -31914.136866 + Penalty 290.575112 = -31623.561754 Iteration 3Q: 3 clusters Score -31623.56 nChanged 136 ComputeScore: Raw -31963.801769 + Penalty 290.575112 = -31673.226657 Iteration 4Q: 3 clusters Score -31673.23 nChanged 174 ComputeScore: Raw -32034.363016 + Penalty 290.575112 = -31743.787904 Iteration 5F: 3 clusters Score -31743.79 nChanged 175 ComputeScore: Raw -32123.524083 + Penalty 290.575112 = -31832.948970 Iteration 6F: 3 clusters Score -31832.95 nChanged 189 ComputeScore: Raw -32247.037848 + Penalty 290.575112 = -31956.462736 Iteration 7F: 3 clusters Score -31956.46 nChanged 216 ComputeScore: Raw -32422.116811 + Penalty 290.575112 = -32131.541699 Iteration 8F: 3 clusters Score -32131.54 nChanged 221 ComputeScore: Raw -32625.050462 + Penalty 290.575112 = -32334.475350 Iteration 9F: 3 clusters Score -32334.48 nChanged 195 ComputeScore: Raw -32827.906370 + Penalty 290.575112 = -32537.331258 Iteration 10F: 3 clusters Score -32537.33 nChanged 122 ComputeScore: Raw -32955.911166 + Penalty 290.575112 = -32665.336053 Iteration 11Q: 3 clusters Score -32665.34 nChanged 45 ComputeScore: Raw -33008.963479 + Penalty 290.575112 = -32718.388366 Iteration 12Q: 3 clusters Score -32718.39 nChanged 8 ComputeScore: Raw -33030.311618 + Penalty 290.575112 = -32739.736506 Iteration 13Q: 3 clusters Score -32739.74 nChanged 0 ComputeScore: Raw -33030.311618 + Penalty 290.575112 = -32739.736506 Iteration 14F: 3 clusters Score -32739.74 nChanged 0 Trying to split cluster 26 (209 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3052.529513 + Penalty 96.162017 = -2956.367496 Iteration 0F: 2 clusters Score -2956.367 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2968.571248 + Penalty 192.324033 = -2776.247215 Iteration 0F: 3 clusters Score -2776.247 nChanged 81 ComputeScore: Raw -3021.716068 + Penalty 192.324033 = -2829.392035 Iteration 1F: 3 clusters Score -2829.392 nChanged 11 ComputeScore: Raw -3026.496794 + Penalty 192.324033 = -2834.172761 Iteration 2F: 3 clusters Score -2834.173 nChanged 8 ComputeScore: Raw -3031.037634 + Penalty 192.324033 = -2838.713601 Iteration 3Q: 3 clusters Score -2838.714 nChanged 2 ComputeScore: Raw -3031.446840 + Penalty 192.324033 = -2839.122807 Iteration 4Q: 3 clusters Score -2839.123 nChanged 1 ComputeScore: Raw -3031.623104 + Penalty 192.324033 = -2839.299071 Iteration 5Q: 3 clusters Score -2839.299 nChanged 0 ComputeScore: Raw -3031.623104 + Penalty 192.324033 = -2839.299071 Iteration 6F: 3 clusters Score -2839.299 nChanged 0 Trying to split cluster 27 (303 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4511.207493 + Penalty 102.847190 = -4408.360302 Iteration 0F: 2 clusters Score -4408.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4375.300036 + Penalty 205.694381 = -4169.605655 Iteration 0F: 3 clusters Score -4169.606 nChanged 115 ComputeScore: Raw -4460.505631 + Penalty 205.694381 = -4254.811250 Iteration 1F: 3 clusters Score -4254.811 nChanged 14 ComputeScore: Raw -4467.354383 + Penalty 205.694381 = -4261.660002 Iteration 2Q: 3 clusters Score -4261.66 nChanged 7 ComputeScore: Raw -4472.003456 + Penalty 205.694381 = -4266.309075 Iteration 3Q: 3 clusters Score -4266.309 nChanged 3 ComputeScore: Raw -4472.983005 + Penalty 205.694381 = -4267.288624 Iteration 4Q: 3 clusters Score -4267.289 nChanged 2 ComputeScore: Raw -4473.533883 + Penalty 205.694381 = -4267.839502 Iteration 5Q: 3 clusters Score -4267.84 nChanged 1 ComputeScore: Raw -4473.610085 + Penalty 205.694381 = -4267.915704 Iteration 6Q: 3 clusters Score -4267.916 nChanged 0 ComputeScore: Raw -4473.610085 + Penalty 205.694381 = -4267.915704 Iteration 7F: 3 clusters Score -4267.916 nChanged 0 Trying to split cluster 28 (349 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4429.099529 + Penalty 105.391295 = -4323.708235 Iteration 0F: 2 clusters Score -4323.708 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4262.590752 + Penalty 210.782589 = -4051.808163 Iteration 0F: 3 clusters Score -4051.808 nChanged 137 ComputeScore: Raw -4353.942639 + Penalty 210.782589 = -4143.160050 Iteration 1F: 3 clusters Score -4143.16 nChanged 36 ComputeScore: Raw -4374.565089 + Penalty 210.782589 = -4163.782499 Iteration 2F: 3 clusters Score -4163.782 nChanged 15 ComputeScore: Raw -4386.693388 + Penalty 210.782589 = -4175.910799 Iteration 3Q: 3 clusters Score -4175.911 nChanged 10 ComputeScore: Raw -4393.597960 + Penalty 210.782589 = -4182.815370 Iteration 4Q: 3 clusters Score -4182.815 nChanged 6 ComputeScore: Raw -4397.946578 + Penalty 210.782589 = -4187.163989 Iteration 5Q: 3 clusters Score -4187.164 nChanged 7 ComputeScore: Raw -4402.819251 + Penalty 210.782589 = -4192.036662 Iteration 6Q: 3 clusters Score -4192.037 nChanged 7 ComputeScore: Raw -4406.610771 + Penalty 210.782589 = -4195.828181 Iteration 7Q: 3 clusters Score -4195.828 nChanged 3 ComputeScore: Raw -4407.850217 + Penalty 210.782589 = -4197.067628 Iteration 8Q: 3 clusters Score -4197.068 nChanged 5 ComputeScore: Raw -4412.914942 + Penalty 210.782589 = -4202.132353 Iteration 9Q: 3 clusters Score -4202.132 nChanged 6 ComputeScore: Raw -4424.626992 + Penalty 210.782589 = -4213.844403 Iteration 10Q: 3 clusters Score -4213.844 nChanged 6 ComputeScore: Raw -4431.819279 + Penalty 210.782589 = -4221.036689 Iteration 11Q: 3 clusters Score -4221.037 nChanged 7 ComputeScore: Raw -4437.290692 + Penalty 210.782589 = -4226.508103 Iteration 12Q: 3 clusters Score -4226.508 nChanged 4 ComputeScore: Raw -4438.881205 + Penalty 210.782589 = -4228.098616 Iteration 13Q: 3 clusters Score -4228.099 nChanged 6 ComputeScore: Raw -4442.322900 + Penalty 210.782589 = -4231.540311 Iteration 14Q: 3 clusters Score -4231.54 nChanged 0 ComputeScore: Raw -4442.322900 + Penalty 210.782589 = -4231.540311 Iteration 15F: 3 clusters Score -4231.54 nChanged 0 Trying to split cluster 29 (270 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3711.233580 + Penalty 100.771595 = -3610.461984 Iteration 0F: 2 clusters Score -3610.462 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3592.621887 + Penalty 201.543191 = -3391.078697 Iteration 0F: 3 clusters Score -3391.079 nChanged 101 ComputeScore: Raw -3656.352811 + Penalty 201.543191 = -3454.809620 Iteration 1F: 3 clusters Score -3454.81 nChanged 13 ComputeScore: Raw -3669.431115 + Penalty 201.543191 = -3467.887924 Iteration 2Q: 3 clusters Score -3467.888 nChanged 11 ComputeScore: Raw -3678.268252 + Penalty 201.543191 = -3476.725062 Iteration 3Q: 3 clusters Score -3476.725 nChanged 4 ComputeScore: Raw -3681.945943 + Penalty 201.543191 = -3480.402753 Iteration 4Q: 3 clusters Score -3480.403 nChanged 3 ComputeScore: Raw -3684.238378 + Penalty 201.543191 = -3482.695187 Iteration 5Q: 3 clusters Score -3482.695 nChanged 2 ComputeScore: Raw -3684.981533 + Penalty 201.543191 = -3483.438343 Iteration 6Q: 3 clusters Score -3483.438 nChanged 0 ComputeScore: Raw -3684.981533 + Penalty 201.543191 = -3483.438343 Iteration 7F: 3 clusters Score -3483.438 nChanged 0 Trying to split cluster 30 (470 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6670.502912 + Penalty 110.749189 = -6559.753723 Iteration 0F: 2 clusters Score -6559.754 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6433.046677 + Penalty 221.498377 = -6211.548300 Iteration 0F: 3 clusters Score -6211.548 nChanged 181 ComputeScore: Raw -6538.007202 + Penalty 221.498377 = -6316.508825 Iteration 1F: 3 clusters Score -6316.509 nChanged 43 ComputeScore: Raw -6584.896196 + Penalty 221.498377 = -6363.397819 Iteration 2F: 3 clusters Score -6363.398 nChanged 37 ComputeScore: Raw -6630.154959 + Penalty 221.498377 = -6408.656582 Iteration 3F: 3 clusters Score -6408.657 nChanged 26 ComputeScore: Raw -6657.946280 + Penalty 221.498377 = -6436.447903 Iteration 4F: 3 clusters Score -6436.448 nChanged 19 ComputeScore: Raw -6680.493261 + Penalty 221.498377 = -6458.994884 Iteration 5Q: 3 clusters Score -6458.995 nChanged 6 ComputeScore: Raw -6682.734603 + Penalty 221.498377 = -6461.236226 Iteration 6Q: 3 clusters Score -6461.236 nChanged 2 ComputeScore: Raw -6684.041626 + Penalty 221.498377 = -6462.543249 Iteration 7Q: 3 clusters Score -6462.543 nChanged 4 ComputeScore: Raw -6686.772877 + Penalty 221.498377 = -6465.274500 Iteration 8Q: 3 clusters Score -6465.274 nChanged 9 ComputeScore: Raw -6699.212337 + Penalty 221.498377 = -6477.713960 Iteration 9Q: 3 clusters Score -6477.714 nChanged 9 ComputeScore: Raw -6712.121496 + Penalty 221.498377 = -6490.623119 Iteration 10Q: 3 clusters Score -6490.623 nChanged 6 ComputeScore: Raw -6715.454216 + Penalty 221.498377 = -6493.955839 Iteration 11Q: 3 clusters Score -6493.956 nChanged 2 ComputeScore: Raw -6715.891676 + Penalty 221.498377 = -6494.393299 Iteration 12Q: 3 clusters Score -6494.393 nChanged 1 ComputeScore: Raw -6715.965704 + Penalty 221.498377 = -6494.467327 Iteration 13Q: 3 clusters Score -6494.467 nChanged 1 ComputeScore: Raw -6716.215497 + Penalty 221.498377 = -6494.717120 Iteration 14Q: 3 clusters Score -6494.717 nChanged 1 ComputeScore: Raw -6716.520403 + Penalty 221.498377 = -6495.022026 Iteration 15Q: 3 clusters Score -6495.022 nChanged 1 ComputeScore: Raw -6716.938960 + Penalty 221.498377 = -6495.440583 Iteration 16Q: 3 clusters Score -6495.441 nChanged 2 ComputeScore: Raw -6717.596664 + Penalty 221.498377 = -6496.098287 Iteration 17Q: 3 clusters Score -6496.098 nChanged 1 ComputeScore: Raw -6717.817330 + Penalty 221.498377 = -6496.318953 Iteration 18Q: 3 clusters Score -6496.319 nChanged 1 ComputeScore: Raw -6718.488845 + Penalty 221.498377 = -6496.990468 Iteration 19Q: 3 clusters Score -6496.99 nChanged 4 ComputeScore: Raw -6721.980689 + Penalty 221.498377 = -6500.482312 Iteration 20F: 3 clusters Score -6500.482 nChanged 5 ComputeScore: Raw -6725.770813 + Penalty 221.498377 = -6504.272436 Iteration 21Q: 3 clusters Score -6504.272 nChanged 5 ComputeScore: Raw -6729.665311 + Penalty 221.498377 = -6508.166934 Iteration 22Q: 3 clusters Score -6508.167 nChanged 5 ComputeScore: Raw -6733.191692 + Penalty 221.498377 = -6511.693315 Iteration 23Q: 3 clusters Score -6511.693 nChanged 4 ComputeScore: Raw -6736.495806 + Penalty 221.498377 = -6514.997429 Iteration 24Q: 3 clusters Score -6514.997 nChanged 4 ComputeScore: Raw -6741.988961 + Penalty 221.498377 = -6520.490584 Iteration 25Q: 3 clusters Score -6520.491 nChanged 8 ComputeScore: Raw -6759.108557 + Penalty 221.498377 = -6537.610180 Iteration 26Q: 3 clusters Score -6537.61 nChanged 6 ComputeScore: Raw -6776.078623 + Penalty 221.498377 = -6554.580246 Iteration 27Q: 3 clusters Score -6554.58 nChanged 2 ComputeScore: Raw -6777.184060 + Penalty 221.498377 = -6555.685683 Iteration 28Q: 3 clusters Score -6555.686 nChanged 0 ComputeScore: Raw -6777.184060 + Penalty 221.498377 = -6555.685683 Iteration 29F: 3 clusters Score -6555.686 nChanged 0 Trying to split cluster 31 (829 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10430.986117 + Penalty 120.963963 = -10310.022155 Iteration 0F: 2 clusters Score -10310.02 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9955.970506 + Penalty 241.927926 = -9714.042581 Iteration 0F: 3 clusters Score -9714.043 nChanged 366 ComputeScore: Raw -10183.218534 + Penalty 241.927926 = -9941.290608 Iteration 1F: 3 clusters Score -9941.291 nChanged 72 ComputeScore: Raw -10225.317261 + Penalty 241.927926 = -9983.389335 Iteration 2F: 3 clusters Score -9983.389 nChanged 50 ComputeScore: Raw -10256.134266 + Penalty 241.927926 = -10014.206341 Iteration 3F: 3 clusters Score -10014.21 nChanged 52 ComputeScore: Raw -10295.496135 + Penalty 241.927926 = -10053.568210 Iteration 4F: 3 clusters Score -10053.57 nChanged 44 ComputeScore: Raw -10330.749211 + Penalty 241.927926 = -10088.821285 Iteration 5F: 3 clusters Score -10088.82 nChanged 40 ComputeScore: Raw -10371.938541 + Penalty 241.927926 = -10130.010615 Iteration 6Q: 3 clusters Score -10130.01 nChanged 30 ComputeScore: Raw -10408.581450 + Penalty 241.927926 = -10166.653524 Iteration 7Q: 3 clusters Score -10166.65 nChanged 19 ComputeScore: Raw -10429.540683 + Penalty 241.927926 = -10187.612758 Iteration 8Q: 3 clusters Score -10187.61 nChanged 9 ComputeScore: Raw -10441.063320 + Penalty 241.927926 = -10199.135394 Iteration 9Q: 3 clusters Score -10199.14 nChanged 5 ComputeScore: Raw -10448.487239 + Penalty 241.927926 = -10206.559313 Iteration 10Q: 3 clusters Score -10206.56 nChanged 3 ComputeScore: Raw -10452.143351 + Penalty 241.927926 = -10210.215425 Iteration 11Q: 3 clusters Score -10210.22 nChanged 2 ComputeScore: Raw -10454.425985 + Penalty 241.927926 = -10212.498059 Iteration 12Q: 3 clusters Score -10212.5 nChanged 2 ComputeScore: Raw -10456.487215 + Penalty 241.927926 = -10214.559289 Iteration 13Q: 3 clusters Score -10214.56 nChanged 0 ComputeScore: Raw -10456.487215 + Penalty 241.927926 = -10214.559289 Iteration 14F: 3 clusters Score -10214.56 nChanged 0 ConsiderDeletion: ComputeScore: Raw -540374.057185 + Penalty 6720.710935 = -533653.346250Iteration 226F: 34 clusters Score -533653.3 nChanged 17 ConsiderDeletion: ComputeScore: Raw -540429.401294 + Penalty 6720.710935 = -533708.690359Iteration 227Q: 34 clusters Score -533708.7 nChanged 14 ConsiderDeletion: ComputeScore: Raw -540437.406727 + Penalty 6720.710935 = -533716.695792Iteration 228Q: 34 clusters Score -533716.7 nChanged 4 ConsiderDeletion: ComputeScore: Raw -540438.537069 + Penalty 6720.710935 = -533717.826134Iteration 229Q: 34 clusters Score -533717.8 nChanged 3 ConsiderDeletion: ComputeScore: Raw -540438.977945 + Penalty 6720.710935 = -533718.267010Iteration 230Q: 34 clusters Score -533718.3 nChanged 6 ConsiderDeletion: ComputeScore: Raw -540439.659754 + Penalty 6720.710935 = -533718.948818Iteration 231Q: 34 clusters Score -533718.9 nChanged 8 ConsiderDeletion: ComputeScore: Raw -540440.113566 + Penalty 6720.710935 = -533719.402631Iteration 232Q: 34 clusters Score -533719.4 nChanged 8 ConsiderDeletion: ComputeScore: Raw -540440.420546 + Penalty 6720.710935 = -533719.709610Iteration 233Q: 34 clusters Score -533719.7 nChanged 4 ConsiderDeletion: ComputeScore: Raw -540440.614111 + Penalty 6720.710935 = -533719.903176Iteration 234Q: 34 clusters Score -533719.9 nChanged 3 ConsiderDeletion: ComputeScore: Raw -540440.712718 + Penalty 6720.710935 = -533720.001782Iteration 235Q: 34 clusters Score -533720 nChanged 1 ConsiderDeletion: ComputeScore: Raw -540440.754341 + Penalty 6720.710935 = -533720.043405Iteration 236Q: 34 clusters Score -533720 nChanged 2 ConsiderDeletion: ComputeScore: Raw -540440.796436 + Penalty 6720.710935 = -533720.085501Iteration 237Q: 34 clusters Score -533720.1 nChanged 2 ConsiderDeletion: ComputeScore: Raw -540440.868639 + Penalty 6720.710935 = -533720.157704Iteration 238Q: 34 clusters Score -533720.2 nChanged 3 ComputeScore: Raw -540440.868639 + Penalty 6720.710935 = -533720.157704Trying to split cluster 1 (482 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6260.731561 + Penalty 111.202994 = -6149.528567 Iteration 0F: 2 clusters Score -6149.529 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6006.188026 + Penalty 222.405988 = -5783.782038 Iteration 0F: 3 clusters Score -5783.782 nChanged 183 ComputeScore: Raw -6116.822923 + Penalty 222.405988 = -5894.416935 Iteration 1F: 3 clusters Score -5894.417 nChanged 37 ComputeScore: Raw -6142.286955 + Penalty 222.405988 = -5919.880967 Iteration 2F: 3 clusters Score -5919.881 nChanged 28 ComputeScore: Raw -6158.173732 + Penalty 222.405988 = -5935.767744 Iteration 3F: 3 clusters Score -5935.768 nChanged 20 ComputeScore: Raw -6175.028042 + Penalty 222.405988 = -5952.622054 Iteration 4Q: 3 clusters Score -5952.622 nChanged 20 ComputeScore: Raw -6195.342154 + Penalty 222.405988 = -5972.936166 Iteration 5Q: 3 clusters Score -5972.936 nChanged 13 ComputeScore: Raw -6217.622926 + Penalty 222.405988 = -5995.216938 Iteration 6Q: 3 clusters Score -5995.217 nChanged 21 ComputeScore: Raw -6240.493457 + Penalty 222.405988 = -6018.087469 Iteration 7Q: 3 clusters Score -6018.087 nChanged 18 ComputeScore: Raw -6268.228066 + Penalty 222.405988 = -6045.822078 Iteration 8Q: 3 clusters Score -6045.822 nChanged 10 ComputeScore: Raw -6280.875877 + Penalty 222.405988 = -6058.469889 Iteration 9Q: 3 clusters Score -6058.47 nChanged 11 ComputeScore: Raw -6286.648891 + Penalty 222.405988 = -6064.242903 Iteration 10Q: 3 clusters Score -6064.243 nChanged 5 ComputeScore: Raw -6291.370957 + Penalty 222.405988 = -6068.964969 Iteration 11Q: 3 clusters Score -6068.965 nChanged 6 ComputeScore: Raw -6295.064816 + Penalty 222.405988 = -6072.658827 Iteration 12Q: 3 clusters Score -6072.659 nChanged 5 ComputeScore: Raw -6298.723600 + Penalty 222.405988 = -6076.317612 Iteration 13Q: 3 clusters Score -6076.318 nChanged 5 ComputeScore: Raw -6303.689544 + Penalty 222.405988 = -6081.283556 Iteration 14Q: 3 clusters Score -6081.284 nChanged 5 ComputeScore: Raw -6308.326310 + Penalty 222.405988 = -6085.920322 Iteration 15Q: 3 clusters Score -6085.92 nChanged 7 ComputeScore: Raw -6315.591882 + Penalty 222.405988 = -6093.185894 Iteration 16Q: 3 clusters Score -6093.186 nChanged 5 ComputeScore: Raw -6317.316696 + Penalty 222.405988 = -6094.910708 Iteration 17Q: 3 clusters Score -6094.911 nChanged 2 ComputeScore: Raw -6317.673420 + Penalty 222.405988 = -6095.267431 Iteration 18Q: 3 clusters Score -6095.267 nChanged 1 ComputeScore: Raw -6317.893729 + Penalty 222.405988 = -6095.487741 Iteration 19Q: 3 clusters Score -6095.488 nChanged 1 ComputeScore: Raw -6318.341383 + Penalty 222.405988 = -6095.935395 Iteration 20F: 3 clusters Score -6095.935 nChanged 0 Trying to split cluster 2 (1340 points) Assigned 2 initial classes randomly. ComputeScore: Raw -14958.080970 + Penalty 129.607648 = -14828.473322 Iteration 0F: 2 clusters Score -14828.47 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -14182.074218 + Penalty 259.215296 = -13922.858922 Iteration 0F: 3 clusters Score -13922.86 nChanged 605 ComputeScore: Raw -14570.225501 + Penalty 259.215296 = -14311.010205 Iteration 1F: 3 clusters Score -14311.01 nChanged 95 ComputeScore: Raw -14640.763567 + Penalty 259.215296 = -14381.548271 Iteration 2F: 3 clusters Score -14381.55 nChanged 97 ComputeScore: Raw -14720.907057 + Penalty 259.215296 = -14461.691761 Iteration 3F: 3 clusters Score -14461.69 nChanged 83 ComputeScore: Raw -14798.105085 + Penalty 259.215296 = -14538.889789 Iteration 4F: 3 clusters Score -14538.89 nChanged 65 ComputeScore: Raw -14852.024709 + Penalty 259.215296 = -14592.809413 Iteration 5Q: 3 clusters Score -14592.81 nChanged 43 ComputeScore: Raw -14891.969895 + Penalty 259.215296 = -14632.754599 Iteration 6Q: 3 clusters Score -14632.75 nChanged 30 ComputeScore: Raw -14918.574718 + Penalty 259.215296 = -14659.359422 Iteration 7Q: 3 clusters Score -14659.36 nChanged 23 ComputeScore: Raw -14948.791101 + Penalty 259.215296 = -14689.575805 Iteration 8Q: 3 clusters Score -14689.58 nChanged 11 ComputeScore: Raw -14969.093084 + Penalty 259.215296 = -14709.877788 Iteration 9Q: 3 clusters Score -14709.88 nChanged 7 ComputeScore: Raw -14975.640319 + Penalty 259.215296 = -14716.425023 Iteration 10Q: 3 clusters Score -14716.43 nChanged 1 ComputeScore: Raw -14976.798993 + Penalty 259.215296 = -14717.583697 Iteration 11Q: 3 clusters Score -14717.58 nChanged 1 ComputeScore: Raw -14977.949474 + Penalty 259.215296 = -14718.734178 Iteration 12Q: 3 clusters Score -14718.73 nChanged 2 ComputeScore: Raw -14979.016363 + Penalty 259.215296 = -14719.801067 Iteration 13Q: 3 clusters Score -14719.8 nChanged 0 ComputeScore: Raw -14979.016363 + Penalty 259.215296 = -14719.801067 Iteration 14F: 3 clusters Score -14719.8 nChanged 0 Trying to split cluster 3 (4134 points) Assigned 2 initial classes randomly. ComputeScore: Raw -38514.230015 + Penalty 149.886013 = -38364.344002 Iteration 0F: 2 clusters Score -38364.34 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -35974.895779 + Penalty 299.772027 = -35675.123752 Iteration 0F: 3 clusters Score -35675.12 nChanged 1885 ComputeScore: Raw -37302.894681 + Penalty 299.772027 = -37003.122654 Iteration 1F: 3 clusters Score -37003.12 nChanged 339 ComputeScore: Raw -37485.464986 + Penalty 299.772027 = -37185.692960 Iteration 2F: 3 clusters Score -37185.69 nChanged 275 ComputeScore: Raw -37672.718141 + Penalty 299.772027 = -37372.946114 Iteration 3F: 3 clusters Score -37372.95 nChanged 252 ComputeScore: Raw -37859.297808 + Penalty 299.772027 = -37559.525781 Iteration 4F: 3 clusters Score -37559.53 nChanged 243 ComputeScore: Raw -38051.927849 + Penalty 299.772027 = -37752.155822 Iteration 5F: 3 clusters Score -37752.16 nChanged 181 ComputeScore: Raw -38200.873532 + Penalty 299.772027 = -37901.101505 Iteration 6Q: 3 clusters Score -37901.1 nChanged 140 ComputeScore: Raw -38324.445187 + Penalty 299.772027 = -38024.673161 Iteration 7Q: 3 clusters Score -38024.67 nChanged 102 ComputeScore: Raw -38417.620553 + Penalty 299.772027 = -38117.848527 Iteration 8Q: 3 clusters Score -38117.85 nChanged 68 ComputeScore: Raw -38477.246628 + Penalty 299.772027 = -38177.474602 Iteration 9Q: 3 clusters Score -38177.47 nChanged 31 ComputeScore: Raw -38504.003336 + Penalty 299.772027 = -38204.231310 Iteration 10Q: 3 clusters Score -38204.23 nChanged 15 ComputeScore: Raw -38517.958455 + Penalty 299.772027 = -38218.186428 Iteration 11Q: 3 clusters Score -38218.19 nChanged 9 ComputeScore: Raw -38525.788354 + Penalty 299.772027 = -38226.016327 Iteration 12Q: 3 clusters Score -38226.02 nChanged 5 ComputeScore: Raw -38530.031081 + Penalty 299.772027 = -38230.259054 Iteration 13Q: 3 clusters Score -38230.26 nChanged 2 ComputeScore: Raw -38532.611455 + Penalty 299.772027 = -38232.839429 Iteration 14Q: 3 clusters Score -38232.84 nChanged 2 ComputeScore: Raw -38537.017706 + Penalty 299.772027 = -38237.245680 Iteration 15Q: 3 clusters Score -38237.25 nChanged 2 ComputeScore: Raw -38537.848085 + Penalty 299.772027 = -38238.076058 Iteration 16Q: 3 clusters Score -38238.08 nChanged 1 ComputeScore: Raw -38538.522153 + Penalty 299.772027 = -38238.750127 Iteration 17Q: 3 clusters Score -38238.75 nChanged 1 ComputeScore: Raw -38539.300195 + Penalty 299.772027 = -38239.528169 Iteration 18Q: 3 clusters Score -38239.53 nChanged 1 ComputeScore: Raw -38539.506418 + Penalty 299.772027 = -38239.734391 Iteration 19Q: 3 clusters Score -38239.73 nChanged 0 ComputeScore: Raw -38539.506418 + Penalty 299.772027 = -38239.734391 Iteration 20F: 3 clusters Score -38239.73 nChanged 0 Trying to split cluster 4 (1853 points) Assigned 2 initial classes randomly. ComputeScore: Raw -11970.429733 + Penalty 135.442102 = -11834.987631 Iteration 0F: 2 clusters Score -11834.99 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10863.580539 + Penalty 270.884204 = -10592.696334 Iteration 0F: 3 clusters Score -10592.7 nChanged 821 ComputeScore: Raw -11385.311128 + Penalty 270.884204 = -11114.426924 Iteration 1F: 3 clusters Score -11114.43 nChanged 140 ComputeScore: Raw -11480.496800 + Penalty 270.884204 = -11209.612596 Iteration 2F: 3 clusters Score -11209.61 nChanged 136 ComputeScore: Raw -11563.441466 + Penalty 270.884204 = -11292.557262 Iteration 3F: 3 clusters Score -11292.56 nChanged 89 ComputeScore: Raw -11613.045743 + Penalty 270.884204 = -11342.161538 Iteration 4Q: 3 clusters Score -11342.16 nChanged 70 ComputeScore: Raw -11651.849518 + Penalty 270.884204 = -11380.965314 Iteration 5Q: 3 clusters Score -11380.97 nChanged 64 ComputeScore: Raw -11682.504340 + Penalty 270.884204 = -11411.620135 Iteration 6Q: 3 clusters Score -11411.62 nChanged 41 ComputeScore: Raw -11695.901664 + Penalty 270.884204 = -11425.017460 Iteration 7Q: 3 clusters Score -11425.02 nChanged 25 ComputeScore: Raw -11705.379208 + Penalty 270.884204 = -11434.495003 Iteration 8Q: 3 clusters Score -11434.5 nChanged 27 ComputeScore: Raw -11717.120440 + Penalty 270.884204 = -11446.236236 Iteration 9Q: 3 clusters Score -11446.24 nChanged 30 ComputeScore: Raw -11727.694973 + Penalty 270.884204 = -11456.810769 Iteration 10Q: 3 clusters Score -11456.81 nChanged 26 ComputeScore: Raw -11734.739406 + Penalty 270.884204 = -11463.855202 Iteration 11Q: 3 clusters Score -11463.86 nChanged 22 ComputeScore: Raw -11742.414278 + Penalty 270.884204 = -11471.530073 Iteration 12Q: 3 clusters Score -11471.53 nChanged 25 ComputeScore: Raw -11749.793486 + Penalty 270.884204 = -11478.909281 Iteration 13Q: 3 clusters Score -11478.91 nChanged 24 ComputeScore: Raw -11758.189993 + Penalty 270.884204 = -11487.305789 Iteration 14Q: 3 clusters Score -11487.31 nChanged 22 ComputeScore: Raw -11764.264520 + Penalty 270.884204 = -11493.380316 Iteration 15Q: 3 clusters Score -11493.38 nChanged 19 ComputeScore: Raw -11767.518010 + Penalty 270.884204 = -11496.633806 Iteration 16Q: 3 clusters Score -11496.63 nChanged 13 ComputeScore: Raw -11770.866128 + Penalty 270.884204 = -11499.981924 Iteration 17Q: 3 clusters Score -11499.98 nChanged 14 ComputeScore: Raw -11776.360857 + Penalty 270.884204 = -11505.476653 Iteration 18Q: 3 clusters Score -11505.48 nChanged 20 ComputeScore: Raw -11783.675079 + Penalty 270.884204 = -11512.790875 Iteration 19Q: 3 clusters Score -11512.79 nChanged 17 ComputeScore: Raw -11787.560563 + Penalty 270.884204 = -11516.676359 Iteration 20F: 3 clusters Score -11516.68 nChanged 14 ComputeScore: Raw -11788.703724 + Penalty 270.884204 = -11517.819520 Iteration 21Q: 3 clusters Score -11517.82 nChanged 6 ComputeScore: Raw -11789.439744 + Penalty 270.884204 = -11518.555540 Iteration 22Q: 3 clusters Score -11518.56 nChanged 6 ComputeScore: Raw -11790.196241 + Penalty 270.884204 = -11519.312037 Iteration 23Q: 3 clusters Score -11519.31 nChanged 4 ComputeScore: Raw -11790.707784 + Penalty 270.884204 = -11519.823580 Iteration 24Q: 3 clusters Score -11519.82 nChanged 3 ComputeScore: Raw -11791.308505 + Penalty 270.884204 = -11520.424301 Iteration 25Q: 3 clusters Score -11520.42 nChanged 3 ComputeScore: Raw -11791.830802 + Penalty 270.884204 = -11520.946598 Iteration 26Q: 3 clusters Score -11520.95 nChanged 6 ComputeScore: Raw -11792.351460 + Penalty 270.884204 = -11521.467255 Iteration 27Q: 3 clusters Score -11521.47 nChanged 4 ComputeScore: Raw -11792.741693 + Penalty 270.884204 = -11521.857489 Iteration 28Q: 3 clusters Score -11521.86 nChanged 7 ComputeScore: Raw -11793.419549 + Penalty 270.884204 = -11522.535345 Iteration 29Q: 3 clusters Score -11522.54 nChanged 5 ComputeScore: Raw -11793.914898 + Penalty 270.884204 = -11523.030694 Iteration 30Q: 3 clusters Score -11523.03 nChanged 3 ComputeScore: Raw -11794.225856 + Penalty 270.884204 = -11523.341651 Iteration 31Q: 3 clusters Score -11523.34 nChanged 5 ComputeScore: Raw -11794.710450 + Penalty 270.884204 = -11523.826246 Iteration 32Q: 3 clusters Score -11523.83 nChanged 4 ComputeScore: Raw -11795.015304 + Penalty 270.884204 = -11524.131100 Iteration 33Q: 3 clusters Score -11524.13 nChanged 3 ComputeScore: Raw -11795.265696 + Penalty 270.884204 = -11524.381492 Iteration 34Q: 3 clusters Score -11524.38 nChanged 6 ComputeScore: Raw -11796.031534 + Penalty 270.884204 = -11525.147330 Iteration 35Q: 3 clusters Score -11525.15 nChanged 6 ComputeScore: Raw -11797.267295 + Penalty 270.884204 = -11526.383091 Iteration 36Q: 3 clusters Score -11526.38 nChanged 8 ComputeScore: Raw -11798.201868 + Penalty 270.884204 = -11527.317664 Iteration 37Q: 3 clusters Score -11527.32 nChanged 5 ComputeScore: Raw -11798.963466 + Penalty 270.884204 = -11528.079262 Iteration 38Q: 3 clusters Score -11528.08 nChanged 5 ComputeScore: Raw -11800.419051 + Penalty 270.884204 = -11529.534847 Iteration 39Q: 3 clusters Score -11529.53 nChanged 6 ComputeScore: Raw -11801.424901 + Penalty 270.884204 = -11530.540697 Iteration 40F: 3 clusters Score -11530.54 nChanged 7 ComputeScore: Raw -11803.098375 + Penalty 270.884204 = -11532.214170 Iteration 41Q: 3 clusters Score -11532.21 nChanged 8 ComputeScore: Raw -11804.867624 + Penalty 270.884204 = -11533.983420 Iteration 42Q: 3 clusters Score -11533.98 nChanged 11 ComputeScore: Raw -11807.169216 + Penalty 270.884204 = -11536.285012 Iteration 43Q: 3 clusters Score -11536.29 nChanged 9 ComputeScore: Raw -11808.374289 + Penalty 270.884204 = -11537.490085 Iteration 44Q: 3 clusters Score -11537.49 nChanged 8 ComputeScore: Raw -11809.966178 + Penalty 270.884204 = -11539.081974 Iteration 45Q: 3 clusters Score -11539.08 nChanged 8 ComputeScore: Raw -11811.590715 + Penalty 270.884204 = -11540.706511 Iteration 46Q: 3 clusters Score -11540.71 nChanged 9 ComputeScore: Raw -11813.639374 + Penalty 270.884204 = -11542.755170 Iteration 47Q: 3 clusters Score -11542.76 nChanged 12 ComputeScore: Raw -11816.021376 + Penalty 270.884204 = -11545.137171 Iteration 48Q: 3 clusters Score -11545.14 nChanged 11 ComputeScore: Raw -11818.504605 + Penalty 270.884204 = -11547.620401 Iteration 49Q: 3 clusters Score -11547.62 nChanged 7 ComputeScore: Raw -11819.023970 + Penalty 270.884204 = -11548.139766 Iteration 50Q: 3 clusters Score -11548.14 nChanged 3 ComputeScore: Raw -11819.258135 + Penalty 270.884204 = -11548.373931 Iteration 51Q: 3 clusters Score -11548.37 nChanged 4 ComputeScore: Raw -11819.640237 + Penalty 270.884204 = -11548.756033 Iteration 52Q: 3 clusters Score -11548.76 nChanged 3 ComputeScore: Raw -11819.937949 + Penalty 270.884204 = -11549.053745 Iteration 53Q: 3 clusters Score -11549.05 nChanged 6 ComputeScore: Raw -11821.040063 + Penalty 270.884204 = -11550.155858 Iteration 54Q: 3 clusters Score -11550.16 nChanged 8 ComputeScore: Raw -11822.472147 + Penalty 270.884204 = -11551.587943 Iteration 55Q: 3 clusters Score -11551.59 nChanged 12 ComputeScore: Raw -11825.297226 + Penalty 270.884204 = -11554.413022 Iteration 56Q: 3 clusters Score -11554.41 nChanged 13 ComputeScore: Raw -11829.716623 + Penalty 270.884204 = -11558.832418 Iteration 57Q: 3 clusters Score -11558.83 nChanged 20 ComputeScore: Raw -11836.302042 + Penalty 270.884204 = -11565.417837 Iteration 58Q: 3 clusters Score -11565.42 nChanged 26 ComputeScore: Raw -11847.495086 + Penalty 270.884204 = -11576.610882 Iteration 59Q: 3 clusters Score -11576.61 nChanged 30 ComputeScore: Raw -11861.543542 + Penalty 270.884204 = -11590.659338 Iteration 60F: 3 clusters Score -11590.66 nChanged 32 ComputeScore: Raw -11879.449941 + Penalty 270.884204 = -11608.565737 Iteration 61Q: 3 clusters Score -11608.57 nChanged 32 ComputeScore: Raw -11896.762275 + Penalty 270.884204 = -11625.878071 Iteration 62Q: 3 clusters Score -11625.88 nChanged 23 ComputeScore: Raw -11908.040404 + Penalty 270.884204 = -11637.156200 Iteration 63Q: 3 clusters Score -11637.16 nChanged 14 ComputeScore: Raw -11911.633231 + Penalty 270.884204 = -11640.749027 Iteration 64Q: 3 clusters Score -11640.75 nChanged 12 ComputeScore: Raw -11915.815354 + Penalty 270.884204 = -11644.931149 Iteration 65Q: 3 clusters Score -11644.93 nChanged 13 ComputeScore: Raw -11918.344871 + Penalty 270.884204 = -11647.460667 Iteration 66Q: 3 clusters Score -11647.46 nChanged 7 ComputeScore: Raw -11919.407779 + Penalty 270.884204 = -11648.523575 Iteration 67Q: 3 clusters Score -11648.52 nChanged 7 ComputeScore: Raw -11920.433591 + Penalty 270.884204 = -11649.549387 Iteration 68Q: 3 clusters Score -11649.55 nChanged 7 ComputeScore: Raw -11921.222300 + Penalty 270.884204 = -11650.338095 Iteration 69Q: 3 clusters Score -11650.34 nChanged 1 ComputeScore: Raw -11921.307845 + Penalty 270.884204 = -11650.423641 Iteration 70Q: 3 clusters Score -11650.42 nChanged 1 ComputeScore: Raw -11921.447272 + Penalty 270.884204 = -11650.563068 Iteration 71Q: 3 clusters Score -11650.56 nChanged 3 ComputeScore: Raw -11921.783794 + Penalty 270.884204 = -11650.899590 Iteration 72Q: 3 clusters Score -11650.9 nChanged 1 ComputeScore: Raw -11921.850401 + Penalty 270.884204 = -11650.966197 Iteration 73Q: 3 clusters Score -11650.97 nChanged 1 ComputeScore: Raw -11921.910721 + Penalty 270.884204 = -11651.026517 Iteration 74Q: 3 clusters Score -11651.03 nChanged 2 ComputeScore: Raw -11922.072226 + Penalty 270.884204 = -11651.188022 Iteration 75Q: 3 clusters Score -11651.19 nChanged 4 ComputeScore: Raw -11922.404308 + Penalty 270.884204 = -11651.520104 Iteration 76Q: 3 clusters Score -11651.52 nChanged 4 ComputeScore: Raw -11923.238900 + Penalty 270.884204 = -11652.354695 Iteration 77Q: 3 clusters Score -11652.35 nChanged 5 ComputeScore: Raw -11924.411113 + Penalty 270.884204 = -11653.526909 Iteration 78Q: 3 clusters Score -11653.53 nChanged 3 ComputeScore: Raw -11925.649711 + Penalty 270.884204 = -11654.765506 Iteration 79Q: 3 clusters Score -11654.77 nChanged 7 ComputeScore: Raw -11927.695404 + Penalty 270.884204 = -11656.811200 Iteration 80F: 3 clusters Score -11656.81 nChanged 8 ComputeScore: Raw -11929.378589 + Penalty 270.884204 = -11658.494385 Iteration 81Q: 3 clusters Score -11658.49 nChanged 9 ComputeScore: Raw -11931.060260 + Penalty 270.884204 = -11660.176056 Iteration 82Q: 3 clusters Score -11660.18 nChanged 6 ComputeScore: Raw -11932.084878 + Penalty 270.884204 = -11661.200673 Iteration 83Q: 3 clusters Score -11661.2 nChanged 7 ComputeScore: Raw -11933.158378 + Penalty 270.884204 = -11662.274174 Iteration 84Q: 3 clusters Score -11662.27 nChanged 4 ComputeScore: Raw -11933.843336 + Penalty 270.884204 = -11662.959132 Iteration 85Q: 3 clusters Score -11662.96 nChanged 6 ComputeScore: Raw -11934.989312 + Penalty 270.884204 = -11664.105108 Iteration 86Q: 3 clusters Score -11664.11 nChanged 8 ComputeScore: Raw -11936.540349 + Penalty 270.884204 = -11665.656145 Iteration 87Q: 3 clusters Score -11665.66 nChanged 9 ComputeScore: Raw -11938.610022 + Penalty 270.884204 = -11667.725818 Iteration 88Q: 3 clusters Score -11667.73 nChanged 10 ComputeScore: Raw -11941.155219 + Penalty 270.884204 = -11670.271015 Iteration 89Q: 3 clusters Score -11670.27 nChanged 15 ComputeScore: Raw -11944.796414 + Penalty 270.884204 = -11673.912210 Iteration 90Q: 3 clusters Score -11673.91 nChanged 12 ComputeScore: Raw -11947.803002 + Penalty 270.884204 = -11676.918798 Iteration 91Q: 3 clusters Score -11676.92 nChanged 11 ComputeScore: Raw -11950.360588 + Penalty 270.884204 = -11679.476384 Iteration 92Q: 3 clusters Score -11679.48 nChanged 12 ComputeScore: Raw -11953.074969 + Penalty 270.884204 = -11682.190764 Iteration 93Q: 3 clusters Score -11682.19 nChanged 10 ComputeScore: Raw -11954.845916 + Penalty 270.884204 = -11683.961712 Iteration 94Q: 3 clusters Score -11683.96 nChanged 7 ComputeScore: Raw -11955.940927 + Penalty 270.884204 = -11685.056723 Iteration 95Q: 3 clusters Score -11685.06 nChanged 5 ComputeScore: Raw -11956.829958 + Penalty 270.884204 = -11685.945754 Iteration 96Q: 3 clusters Score -11685.95 nChanged 5 ComputeScore: Raw -11957.365633 + Penalty 270.884204 = -11686.481429 Iteration 97Q: 3 clusters Score -11686.48 nChanged 4 ComputeScore: Raw -11957.701719 + Penalty 270.884204 = -11686.817515 Iteration 98Q: 3 clusters Score -11686.82 nChanged 4 ComputeScore: Raw -11958.325451 + Penalty 270.884204 = -11687.441247 Iteration 99Q: 3 clusters Score -11687.44 nChanged 9 ComputeScore: Raw -11960.082911 + Penalty 270.884204 = -11689.198706 Iteration 100F: 3 clusters Score -11689.2 nChanged 8 ComputeScore: Raw -11961.821000 + Penalty 270.884204 = -11690.936796 Iteration 101Q: 3 clusters Score -11690.94 nChanged 13 ComputeScore: Raw -11965.585669 + Penalty 270.884204 = -11694.701465 Iteration 102Q: 3 clusters Score -11694.7 nChanged 8 ComputeScore: Raw -11967.758767 + Penalty 270.884204 = -11696.874563 Iteration 103Q: 3 clusters Score -11696.87 nChanged 8 ComputeScore: Raw -11969.564687 + Penalty 270.884204 = -11698.680482 Iteration 104Q: 3 clusters Score -11698.68 nChanged 8 ComputeScore: Raw -11971.183261 + Penalty 270.884204 = -11700.299057 Iteration 105Q: 3 clusters Score -11700.3 nChanged 7 ComputeScore: Raw -11972.431658 + Penalty 270.884204 = -11701.547454 Iteration 106Q: 3 clusters Score -11701.55 nChanged 10 ComputeScore: Raw -11974.561361 + Penalty 270.884204 = -11703.677157 Iteration 107Q: 3 clusters Score -11703.68 nChanged 8 ComputeScore: Raw -11977.147346 + Penalty 270.884204 = -11706.263142 Iteration 108Q: 3 clusters Score -11706.26 nChanged 10 ComputeScore: Raw -11979.738187 + Penalty 270.884204 = -11708.853983 Iteration 109Q: 3 clusters Score -11708.85 nChanged 9 ComputeScore: Raw -11982.803832 + Penalty 270.884204 = -11711.919628 Iteration 110Q: 3 clusters Score -11711.92 nChanged 12 ComputeScore: Raw -11987.173504 + Penalty 270.884204 = -11716.289300 Iteration 111Q: 3 clusters Score -11716.29 nChanged 16 ComputeScore: Raw -11992.571105 + Penalty 270.884204 = -11721.686901 Iteration 112Q: 3 clusters Score -11721.69 nChanged 14 ComputeScore: Raw -11997.618088 + Penalty 270.884204 = -11726.733884 Iteration 113Q: 3 clusters Score -11726.73 nChanged 16 ComputeScore: Raw -12003.570919 + Penalty 270.884204 = -11732.686715 Iteration 114Q: 3 clusters Score -11732.69 nChanged 11 ComputeScore: Raw -12007.249831 + Penalty 270.884204 = -11736.365627 Iteration 115Q: 3 clusters Score -11736.37 nChanged 10 ComputeScore: Raw -12010.061290 + Penalty 270.884204 = -11739.177086 Iteration 116Q: 3 clusters Score -11739.18 nChanged 14 ComputeScore: Raw -12014.154277 + Penalty 270.884204 = -11743.270073 Iteration 117Q: 3 clusters Score -11743.27 nChanged 11 ComputeScore: Raw -12017.091270 + Penalty 270.884204 = -11746.207066 Iteration 118Q: 3 clusters Score -11746.21 nChanged 7 ComputeScore: Raw -12018.481291 + Penalty 270.884204 = -11747.597087 Iteration 119Q: 3 clusters Score -11747.6 nChanged 5 ComputeScore: Raw -12019.881484 + Penalty 270.884204 = -11748.997280 Iteration 120F: 3 clusters Score -11749 nChanged 4 ComputeScore: Raw -12020.569874 + Penalty 270.884204 = -11749.685670 Iteration 121Q: 3 clusters Score -11749.69 nChanged 2 ComputeScore: Raw -12020.675684 + Penalty 270.884204 = -11749.791480 Iteration 122Q: 3 clusters Score -11749.79 nChanged 0 ComputeScore: Raw -12020.675684 + Penalty 270.884204 = -11749.791480 Iteration 123F: 3 clusters Score -11749.79 nChanged 0 Trying to split cluster 5 (15633 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127412.946129 + Penalty 173.828508 = -127239.117621 Iteration 0F: 2 clusters Score -127239.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -117003.697880 + Penalty 347.657016 = -116656.040863 Iteration 0F: 3 clusters Score -116656 nChanged 7623 ComputeScore: Raw -122242.394851 + Penalty 347.657016 = -121894.737835 Iteration 1F: 3 clusters Score -121894.7 nChanged 1078 ComputeScore: Raw -122848.268782 + Penalty 347.657016 = -122500.611766 Iteration 2F: 3 clusters Score -122500.6 nChanged 991 ComputeScore: Raw -123481.079769 + Penalty 347.657016 = -123133.422752 Iteration 3F: 3 clusters Score -123133.4 nChanged 919 ComputeScore: Raw -124309.569334 + Penalty 347.657016 = -123961.912318 Iteration 4F: 3 clusters Score -123961.9 nChanged 831 ComputeScore: Raw -125122.222819 + Penalty 347.657016 = -124774.565802 Iteration 5F: 3 clusters Score -124774.6 nChanged 641 ComputeScore: Raw -125782.994724 + Penalty 347.657016 = -125435.337707 Iteration 6Q: 3 clusters Score -125435.3 nChanged 470 ComputeScore: Raw -126097.250086 + Penalty 347.657016 = -125749.593070 Iteration 7Q: 3 clusters Score -125749.6 nChanged 304 ComputeScore: Raw -126267.972529 + Penalty 347.657016 = -125920.315512 Iteration 8Q: 3 clusters Score -125920.3 nChanged 241 ComputeScore: Raw -126413.302468 + Penalty 347.657016 = -126065.645452 Iteration 9Q: 3 clusters Score -126065.6 nChanged 220 ComputeScore: Raw -126531.503280 + Penalty 347.657016 = -126183.846264 Iteration 10Q: 3 clusters Score -126183.8 nChanged 195 ComputeScore: Raw -126616.319696 + Penalty 347.657016 = -126268.662680 Iteration 11Q: 3 clusters Score -126268.7 nChanged 166 ComputeScore: Raw -126668.585529 + Penalty 347.657016 = -126320.928513 Iteration 12Q: 3 clusters Score -126320.9 nChanged 116 ComputeScore: Raw -126709.892525 + Penalty 347.657016 = -126362.235508 Iteration 13Q: 3 clusters Score -126362.2 nChanged 136 ComputeScore: Raw -126761.166173 + Penalty 347.657016 = -126413.509157 Iteration 14Q: 3 clusters Score -126413.5 nChanged 120 ComputeScore: Raw -126803.441671 + Penalty 347.657016 = -126455.784655 Iteration 15Q: 3 clusters Score -126455.8 nChanged 129 ComputeScore: Raw -126841.549625 + Penalty 347.657016 = -126493.892609 Iteration 16Q: 3 clusters Score -126493.9 nChanged 115 ComputeScore: Raw -126875.438669 + Penalty 347.657016 = -126527.781653 Iteration 17Q: 3 clusters Score -126527.8 nChanged 119 ComputeScore: Raw -126912.031272 + Penalty 347.657016 = -126564.374256 Iteration 18Q: 3 clusters Score -126564.4 nChanged 122 ComputeScore: Raw -126947.163967 + Penalty 347.657016 = -126599.506951 Iteration 19Q: 3 clusters Score -126599.5 nChanged 114 ComputeScore: Raw -126981.745586 + Penalty 347.657016 = -126634.088569 Iteration 20F: 3 clusters Score -126634.1 nChanged 118 ComputeScore: Raw -127018.969684 + Penalty 347.657016 = -126671.312668 Iteration 21Q: 3 clusters Score -126671.3 nChanged 111 ComputeScore: Raw -127056.192948 + Penalty 347.657016 = -126708.535932 Iteration 22Q: 3 clusters Score -126708.5 nChanged 103 ComputeScore: Raw -127094.990716 + Penalty 347.657016 = -126747.333700 Iteration 23Q: 3 clusters Score -126747.3 nChanged 116 ComputeScore: Raw -127143.564384 + Penalty 347.657016 = -126795.907367 Iteration 24Q: 3 clusters Score -126795.9 nChanged 111 ComputeScore: Raw -127196.100888 + Penalty 347.657016 = -126848.443871 Iteration 25Q: 3 clusters Score -126848.4 nChanged 100 ComputeScore: Raw -127243.640141 + Penalty 347.657016 = -126895.983125 Iteration 26Q: 3 clusters Score -126896 nChanged 87 ComputeScore: Raw -127288.226282 + Penalty 347.657016 = -126940.569266 Iteration 27Q: 3 clusters Score -126940.6 nChanged 89 ComputeScore: Raw -127343.701681 + Penalty 347.657016 = -126996.044665 Iteration 28Q: 3 clusters Score -126996 nChanged 67 ComputeScore: Raw -127389.202936 + Penalty 347.657016 = -127041.545920 Iteration 29Q: 3 clusters Score -127041.5 nChanged 40 ComputeScore: Raw -127410.203191 + Penalty 347.657016 = -127062.546175 Iteration 30Q: 3 clusters Score -127062.5 nChanged 32 ComputeScore: Raw -127421.773626 + Penalty 347.657016 = -127074.116610 Iteration 31Q: 3 clusters Score -127074.1 nChanged 23 ComputeScore: Raw -127428.788087 + Penalty 347.657016 = -127081.131071 Iteration 32Q: 3 clusters Score -127081.1 nChanged 19 ComputeScore: Raw -127434.779723 + Penalty 347.657016 = -127087.122707 Iteration 33Q: 3 clusters Score -127087.1 nChanged 22 ComputeScore: Raw -127443.022622 + Penalty 347.657016 = -127095.365605 Iteration 34Q: 3 clusters Score -127095.4 nChanged 21 ComputeScore: Raw -127448.827843 + Penalty 347.657016 = -127101.170826 Iteration 35Q: 3 clusters Score -127101.2 nChanged 15 ComputeScore: Raw -127451.858545 + Penalty 347.657016 = -127104.201528 Iteration 36Q: 3 clusters Score -127104.2 nChanged 5 ComputeScore: Raw -127452.661105 + Penalty 347.657016 = -127105.004089 Iteration 37Q: 3 clusters Score -127105 nChanged 6 ComputeScore: Raw -127453.618120 + Penalty 347.657016 = -127105.961103 Iteration 38Q: 3 clusters Score -127106 nChanged 5 ComputeScore: Raw -127454.412585 + Penalty 347.657016 = -127106.755569 Iteration 39Q: 3 clusters Score -127106.8 nChanged 5 ComputeScore: Raw -127454.933723 + Penalty 347.657016 = -127107.276707 Iteration 40F: 3 clusters Score -127107.3 nChanged 3 ComputeScore: Raw -127455.226386 + Penalty 347.657016 = -127107.569369 Iteration 41Q: 3 clusters Score -127107.6 nChanged 2 ComputeScore: Raw -127455.753959 + Penalty 347.657016 = -127108.096943 Iteration 42Q: 3 clusters Score -127108.1 nChanged 2 ComputeScore: Raw -127456.191962 + Penalty 347.657016 = -127108.534946 Iteration 43Q: 3 clusters Score -127108.5 nChanged 1 ComputeScore: Raw -127456.427815 + Penalty 347.657016 = -127108.770799 Iteration 44Q: 3 clusters Score -127108.8 nChanged 2 ComputeScore: Raw -127457.416412 + Penalty 347.657016 = -127109.759395 Iteration 45Q: 3 clusters Score -127109.8 nChanged 7 ComputeScore: Raw -127459.218796 + Penalty 347.657016 = -127111.561779 Iteration 46Q: 3 clusters Score -127111.6 nChanged 10 ComputeScore: Raw -127464.321450 + Penalty 347.657016 = -127116.664434 Iteration 47Q: 3 clusters Score -127116.7 nChanged 14 ComputeScore: Raw -127468.530565 + Penalty 347.657016 = -127120.873549 Iteration 48Q: 3 clusters Score -127120.9 nChanged 10 ComputeScore: Raw -127471.081628 + Penalty 347.657016 = -127123.424612 Iteration 49Q: 3 clusters Score -127123.4 nChanged 9 ComputeScore: Raw -127474.208751 + Penalty 347.657016 = -127126.551735 Iteration 50Q: 3 clusters Score -127126.6 nChanged 10 ComputeScore: Raw -127476.370503 + Penalty 347.657016 = -127128.713487 Iteration 51Q: 3 clusters Score -127128.7 nChanged 6 ComputeScore: Raw -127477.832707 + Penalty 347.657016 = -127130.175691 Iteration 52Q: 3 clusters Score -127130.2 nChanged 5 ComputeScore: Raw -127478.309203 + Penalty 347.657016 = -127130.652187 Iteration 53Q: 3 clusters Score -127130.7 nChanged 2 ComputeScore: Raw -127478.713534 + Penalty 347.657016 = -127131.056518 Iteration 54Q: 3 clusters Score -127131.1 nChanged 0 ComputeScore: Raw -127478.713534 + Penalty 347.657016 = -127131.056518 Iteration 55F: 3 clusters Score -127131.1 nChanged 0 Trying to split cluster 6 (2571 points) Assigned 2 initial classes randomly. ComputeScore: Raw -27498.993789 + Penalty 141.336904 = -27357.656885 Iteration 0F: 2 clusters Score -27357.66 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -25932.954416 + Penalty 282.673807 = -25650.280608 Iteration 0F: 3 clusters Score -25650.28 nChanged 1213 ComputeScore: Raw -26746.017416 + Penalty 282.673807 = -26463.343609 Iteration 1F: 3 clusters Score -26463.34 nChanged 198 ComputeScore: Raw -26915.667158 + Penalty 282.673807 = -26632.993350 Iteration 2F: 3 clusters Score -26632.99 nChanged 183 ComputeScore: Raw -27102.914293 + Penalty 282.673807 = -26820.240486 Iteration 3F: 3 clusters Score -26820.24 nChanged 154 ComputeScore: Raw -27253.306188 + Penalty 282.673807 = -26970.632380 Iteration 4F: 3 clusters Score -26970.63 nChanged 131 ComputeScore: Raw -27384.229853 + Penalty 282.673807 = -27101.556045 Iteration 5F: 3 clusters Score -27101.56 nChanged 103 ComputeScore: Raw -27466.549948 + Penalty 282.673807 = -27183.876140 Iteration 6Q: 3 clusters Score -27183.88 nChanged 69 ComputeScore: Raw -27496.089644 + Penalty 282.673807 = -27213.415837 Iteration 7Q: 3 clusters Score -27213.42 nChanged 45 ComputeScore: Raw -27512.749404 + Penalty 282.673807 = -27230.075597 Iteration 8Q: 3 clusters Score -27230.08 nChanged 25 ComputeScore: Raw -27520.446530 + Penalty 282.673807 = -27237.772722 Iteration 9Q: 3 clusters Score -27237.77 nChanged 20 ComputeScore: Raw -27523.967137 + Penalty 282.673807 = -27241.293330 Iteration 10Q: 3 clusters Score -27241.29 nChanged 20 ComputeScore: Raw -27529.186478 + Penalty 282.673807 = -27246.512671 Iteration 11Q: 3 clusters Score -27246.51 nChanged 16 ComputeScore: Raw -27534.100925 + Penalty 282.673807 = -27251.427117 Iteration 12Q: 3 clusters Score -27251.43 nChanged 15 ComputeScore: Raw -27537.258231 + Penalty 282.673807 = -27254.584424 Iteration 13Q: 3 clusters Score -27254.58 nChanged 13 ComputeScore: Raw -27539.593010 + Penalty 282.673807 = -27256.919203 Iteration 14Q: 3 clusters Score -27256.92 nChanged 10 ComputeScore: Raw -27540.591144 + Penalty 282.673807 = -27257.917336 Iteration 15Q: 3 clusters Score -27257.92 nChanged 8 ComputeScore: Raw -27541.625541 + Penalty 282.673807 = -27258.951734 Iteration 16Q: 3 clusters Score -27258.95 nChanged 6 ComputeScore: Raw -27541.941815 + Penalty 282.673807 = -27259.268008 Iteration 17Q: 3 clusters Score -27259.27 nChanged 3 ComputeScore: Raw -27542.094321 + Penalty 282.673807 = -27259.420514 Iteration 18Q: 3 clusters Score -27259.42 nChanged 3 ComputeScore: Raw -27542.371883 + Penalty 282.673807 = -27259.698076 Iteration 19Q: 3 clusters Score -27259.7 nChanged 1 ComputeScore: Raw -27542.429408 + Penalty 282.673807 = -27259.755601 Iteration 20F: 3 clusters Score -27259.76 nChanged 1 ComputeScore: Raw -27542.503758 + Penalty 282.673807 = -27259.829951 Iteration 21Q: 3 clusters Score -27259.83 nChanged 0 ComputeScore: Raw -27542.503758 + Penalty 282.673807 = -27259.829951 Iteration 22F: 3 clusters Score -27259.83 nChanged 0 Trying to split cluster 7 (5705 points) Assigned 2 initial classes randomly. ComputeScore: Raw -53995.908100 + Penalty 155.683769 = -53840.224331 Iteration 0F: 2 clusters Score -53840.22 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -50366.152747 + Penalty 311.367537 = -50054.785210 Iteration 0F: 3 clusters Score -50054.79 nChanged 2676 ComputeScore: Raw -51964.194979 + Penalty 311.367537 = -51652.827441 Iteration 1F: 3 clusters Score -51652.83 nChanged 410 ComputeScore: Raw -52189.842410 + Penalty 311.367537 = -51878.474872 Iteration 2F: 3 clusters Score -51878.47 nChanged 402 ComputeScore: Raw -52452.232515 + Penalty 311.367537 = -52140.864978 Iteration 3F: 3 clusters Score -52140.86 nChanged 425 ComputeScore: Raw -52813.204010 + Penalty 311.367537 = -52501.836473 Iteration 4F: 3 clusters Score -52501.84 nChanged 420 ComputeScore: Raw -53223.346471 + Penalty 311.367537 = -52911.978934 Iteration 5F: 3 clusters Score -52911.98 nChanged 339 ComputeScore: Raw -53595.396536 + Penalty 311.367537 = -53284.028999 Iteration 6F: 3 clusters Score -53284.03 nChanged 210 ComputeScore: Raw -53826.102328 + Penalty 311.367537 = -53514.734790 Iteration 7Q: 3 clusters Score -53514.73 nChanged 89 ComputeScore: Raw -53916.405967 + Penalty 311.367537 = -53605.038430 Iteration 8Q: 3 clusters Score -53605.04 nChanged 46 ComputeScore: Raw -53959.312775 + Penalty 311.367537 = -53647.945237 Iteration 9Q: 3 clusters Score -53647.95 nChanged 28 ComputeScore: Raw -53982.788190 + Penalty 311.367537 = -53671.420653 Iteration 10Q: 3 clusters Score -53671.42 nChanged 13 ComputeScore: Raw -53990.249462 + Penalty 311.367537 = -53678.881925 Iteration 11Q: 3 clusters Score -53678.88 nChanged 10 ComputeScore: Raw -53996.946204 + Penalty 311.367537 = -53685.578666 Iteration 12Q: 3 clusters Score -53685.58 nChanged 6 ComputeScore: Raw -53999.355377 + Penalty 311.367537 = -53687.987839 Iteration 13Q: 3 clusters Score -53687.99 nChanged 6 ComputeScore: Raw -54002.515216 + Penalty 311.367537 = -53691.147679 Iteration 14Q: 3 clusters Score -53691.15 nChanged 2 ComputeScore: Raw -54003.220524 + Penalty 311.367537 = -53691.852986 Iteration 15Q: 3 clusters Score -53691.85 nChanged 1 ComputeScore: Raw -54003.349872 + Penalty 311.367537 = -53691.982335 Iteration 16Q: 3 clusters Score -53691.98 nChanged 0 ComputeScore: Raw -54003.349872 + Penalty 311.367537 = -53691.982335 Iteration 17F: 3 clusters Score -53691.98 nChanged 0 Trying to split cluster 8 (126 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1968.545234 + Penalty 87.053074 = -1881.492160 Iteration 0F: 2 clusters Score -1881.492 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1926.473475 + Penalty 174.106149 = -1752.367326 Iteration 0F: 3 clusters Score -1752.367 nChanged 39 ComputeScore: Raw -1968.230650 + Penalty 174.106149 = -1794.124501 Iteration 1F: 3 clusters Score -1794.125 nChanged 7 ComputeScore: Raw -1971.839303 + Penalty 174.106149 = -1797.733154 Iteration 2F: 3 clusters Score -1797.733 nChanged 2 ComputeScore: Raw -1973.283612 + Penalty 174.106149 = -1799.177463 Iteration 3Q: 3 clusters Score -1799.177 nChanged 1 ComputeScore: Raw -1974.549389 + Penalty 174.106149 = -1800.443240 Iteration 4Q: 3 clusters Score -1800.443 nChanged 2 ComputeScore: Raw -1976.541524 + Penalty 174.106149 = -1802.435375 Iteration 5Q: 3 clusters Score -1802.435 nChanged 0 ComputeScore: Raw -1976.541524 + Penalty 174.106149 = -1802.435375 Iteration 6F: 3 clusters Score -1802.435 nChanged 0 Trying to split cluster 9 (10501 points) Assigned 2 initial classes randomly. ComputeScore: Raw -91810.835599 + Penalty 166.666064 = -91644.169535 Iteration 0F: 2 clusters Score -91644.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -85166.368140 + Penalty 333.332128 = -84833.036012 Iteration 0F: 3 clusters Score -84833.04 nChanged 4968 ComputeScore: Raw -88391.600137 + Penalty 333.332128 = -88058.268010 Iteration 1F: 3 clusters Score -88058.27 nChanged 685 ComputeScore: Raw -88820.147363 + Penalty 333.332128 = -88486.815235 Iteration 2F: 3 clusters Score -88486.82 nChanged 679 ComputeScore: Raw -89306.882055 + Penalty 333.332128 = -88973.549927 Iteration 3F: 3 clusters Score -88973.55 nChanged 658 ComputeScore: Raw -89755.611501 + Penalty 333.332128 = -89422.279373 Iteration 4F: 3 clusters Score -89422.28 nChanged 507 ComputeScore: Raw -89993.763139 + Penalty 333.332128 = -89660.431011 Iteration 5Q: 3 clusters Score -89660.43 nChanged 275 ComputeScore: Raw -90079.999475 + Penalty 333.332128 = -89746.667348 Iteration 6Q: 3 clusters Score -89746.67 nChanged 195 ComputeScore: Raw -90144.091239 + Penalty 333.332128 = -89810.759112 Iteration 7Q: 3 clusters Score -89810.76 nChanged 188 ComputeScore: Raw -90217.903120 + Penalty 333.332128 = -89884.570993 Iteration 8Q: 3 clusters Score -89884.57 nChanged 202 ComputeScore: Raw -90289.968940 + Penalty 333.332128 = -89956.636812 Iteration 9Q: 3 clusters Score -89956.64 nChanged 180 ComputeScore: Raw -90351.457164 + Penalty 333.332128 = -90018.125036 Iteration 10Q: 3 clusters Score -90018.13 nChanged 177 ComputeScore: Raw -90430.869432 + Penalty 333.332128 = -90097.537305 Iteration 11Q: 3 clusters Score -90097.54 nChanged 197 ComputeScore: Raw -90515.998660 + Penalty 333.332128 = -90182.666533 Iteration 12Q: 3 clusters Score -90182.67 nChanged 205 ComputeScore: Raw -90599.739755 + Penalty 333.332128 = -90266.407627 Iteration 13Q: 3 clusters Score -90266.41 nChanged 201 ComputeScore: Raw -90691.069120 + Penalty 333.332128 = -90357.736992 Iteration 14Q: 3 clusters Score -90357.74 nChanged 192 ComputeScore: Raw -90777.298624 + Penalty 333.332128 = -90443.966496 Iteration 15Q: 3 clusters Score -90443.97 nChanged 210 ComputeScore: Raw -90881.959921 + Penalty 333.332128 = -90548.627794 Iteration 16Q: 3 clusters Score -90548.63 nChanged 213 ComputeScore: Raw -91001.864706 + Penalty 333.332128 = -90668.532578 Iteration 17Q: 3 clusters Score -90668.53 nChanged 221 ComputeScore: Raw -91140.767297 + Penalty 333.332128 = -90807.435169 Iteration 18Q: 3 clusters Score -90807.44 nChanged 181 ComputeScore: Raw -91251.667350 + Penalty 333.332128 = -90918.335222 Iteration 19Q: 3 clusters Score -90918.34 nChanged 176 ComputeScore: Raw -91338.607173 + Penalty 333.332128 = -91005.275045 Iteration 20F: 3 clusters Score -91005.28 nChanged 141 ComputeScore: Raw -91395.779380 + Penalty 333.332128 = -91062.447253 Iteration 21Q: 3 clusters Score -91062.45 nChanged 104 ComputeScore: Raw -91425.308118 + Penalty 333.332128 = -91091.975990 Iteration 22Q: 3 clusters Score -91091.98 nChanged 70 ComputeScore: Raw -91439.002567 + Penalty 333.332128 = -91105.670439 Iteration 23Q: 3 clusters Score -91105.67 nChanged 31 ComputeScore: Raw -91441.904088 + Penalty 333.332128 = -91108.571961 Iteration 24Q: 3 clusters Score -91108.57 nChanged 17 ComputeScore: Raw -91442.671159 + Penalty 333.332128 = -91109.339031 Iteration 25Q: 3 clusters Score -91109.34 nChanged 6 ComputeScore: Raw -91442.851828 + Penalty 333.332128 = -91109.519701 Iteration 26Q: 3 clusters Score -91109.52 nChanged 2 ComputeScore: Raw -91442.881693 + Penalty 333.332128 = -91109.549566 Iteration 27Q: 3 clusters Score -91109.55 nChanged 1 ComputeScore: Raw -91442.890818 + Penalty 333.332128 = -91109.558691 Iteration 28Q: 3 clusters Score -91109.56 nChanged 1 ComputeScore: Raw -91442.908736 + Penalty 333.332128 = -91109.576608 Iteration 29Q: 3 clusters Score -91109.58 nChanged 0 ComputeScore: Raw -91442.908736 + Penalty 333.332128 = -91109.576608 Iteration 30F: 3 clusters Score -91109.58 nChanged 0 Trying to split cluster 10 (642 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7709.424008 + Penalty 116.362589 = -7593.061419 Iteration 0F: 2 clusters Score -7593.061 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7375.157703 + Penalty 232.725179 = -7142.432524 Iteration 0F: 3 clusters Score -7142.433 nChanged 239 ComputeScore: Raw -7518.324857 + Penalty 232.725179 = -7285.599678 Iteration 1F: 3 clusters Score -7285.6 nChanged 48 ComputeScore: Raw -7547.688682 + Penalty 232.725179 = -7314.963503 Iteration 2F: 3 clusters Score -7314.964 nChanged 33 ComputeScore: Raw -7572.803115 + Penalty 232.725179 = -7340.077936 Iteration 3F: 3 clusters Score -7340.078 nChanged 36 ComputeScore: Raw -7603.566868 + Penalty 232.725179 = -7370.841690 Iteration 4F: 3 clusters Score -7370.842 nChanged 33 ComputeScore: Raw -7639.716005 + Penalty 232.725179 = -7406.990826 Iteration 5F: 3 clusters Score -7406.991 nChanged 30 ComputeScore: Raw -7660.391863 + Penalty 232.725179 = -7427.666684 Iteration 6Q: 3 clusters Score -7427.667 nChanged 27 ComputeScore: Raw -7677.853866 + Penalty 232.725179 = -7445.128687 Iteration 7Q: 3 clusters Score -7445.129 nChanged 15 ComputeScore: Raw -7685.780063 + Penalty 232.725179 = -7453.054884 Iteration 8Q: 3 clusters Score -7453.055 nChanged 11 ComputeScore: Raw -7692.135836 + Penalty 232.725179 = -7459.410657 Iteration 9Q: 3 clusters Score -7459.411 nChanged 4 ComputeScore: Raw -7695.089877 + Penalty 232.725179 = -7462.364698 Iteration 10Q: 3 clusters Score -7462.365 nChanged 6 ComputeScore: Raw -7698.288060 + Penalty 232.725179 = -7465.562881 Iteration 11Q: 3 clusters Score -7465.563 nChanged 7 ComputeScore: Raw -7703.511579 + Penalty 232.725179 = -7470.786400 Iteration 12Q: 3 clusters Score -7470.786 nChanged 6 ComputeScore: Raw -7707.366606 + Penalty 232.725179 = -7474.641428 Iteration 13Q: 3 clusters Score -7474.641 nChanged 7 ComputeScore: Raw -7712.682038 + Penalty 232.725179 = -7479.956859 Iteration 14Q: 3 clusters Score -7479.957 nChanged 8 ComputeScore: Raw -7718.753742 + Penalty 232.725179 = -7486.028563 Iteration 15Q: 3 clusters Score -7486.029 nChanged 10 ComputeScore: Raw -7723.560189 + Penalty 232.725179 = -7490.835010 Iteration 16Q: 3 clusters Score -7490.835 nChanged 4 ComputeScore: Raw -7725.143114 + Penalty 232.725179 = -7492.417935 Iteration 17Q: 3 clusters Score -7492.418 nChanged 4 ComputeScore: Raw -7727.111122 + Penalty 232.725179 = -7494.385943 Iteration 18Q: 3 clusters Score -7494.386 nChanged 2 ComputeScore: Raw -7727.613769 + Penalty 232.725179 = -7494.888590 Iteration 19Q: 3 clusters Score -7494.889 nChanged 2 ComputeScore: Raw -7728.518414 + Penalty 232.725179 = -7495.793235 Iteration 20F: 3 clusters Score -7495.793 nChanged 2 ComputeScore: Raw -7729.168417 + Penalty 232.725179 = -7496.443238 Iteration 21Q: 3 clusters Score -7496.443 nChanged 3 ComputeScore: Raw -7731.895070 + Penalty 232.725179 = -7499.169891 Iteration 22Q: 3 clusters Score -7499.17 nChanged 1 ComputeScore: Raw -7732.020749 + Penalty 232.725179 = -7499.295570 Iteration 23Q: 3 clusters Score -7499.296 nChanged 0 ComputeScore: Raw -7732.020749 + Penalty 232.725179 = -7499.295570 Iteration 24F: 3 clusters Score -7499.296 nChanged 0 Trying to split cluster 11 (387 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4773.133386 + Penalty 107.251644 = -4665.881741 Iteration 0F: 2 clusters Score -4665.882 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4593.095096 + Penalty 214.503289 = -4378.591808 Iteration 0F: 3 clusters Score -4378.592 nChanged 142 ComputeScore: Raw -4701.270980 + Penalty 214.503289 = -4486.767691 Iteration 1F: 3 clusters Score -4486.768 nChanged 33 ComputeScore: Raw -4726.454248 + Penalty 214.503289 = -4511.950959 Iteration 2F: 3 clusters Score -4511.951 nChanged 13 ComputeScore: Raw -4732.635806 + Penalty 214.503289 = -4518.132517 Iteration 3Q: 3 clusters Score -4518.133 nChanged 11 ComputeScore: Raw -4738.834982 + Penalty 214.503289 = -4524.331693 Iteration 4Q: 3 clusters Score -4524.332 nChanged 12 ComputeScore: Raw -4745.920791 + Penalty 214.503289 = -4531.417502 Iteration 5Q: 3 clusters Score -4531.418 nChanged 11 ComputeScore: Raw -4753.730168 + Penalty 214.503289 = -4539.226879 Iteration 6Q: 3 clusters Score -4539.227 nChanged 8 ComputeScore: Raw -4758.333422 + Penalty 214.503289 = -4543.830133 Iteration 7Q: 3 clusters Score -4543.83 nChanged 6 ComputeScore: Raw -4760.763083 + Penalty 214.503289 = -4546.259794 Iteration 8Q: 3 clusters Score -4546.26 nChanged 1 ComputeScore: Raw -4761.300606 + Penalty 214.503289 = -4546.797317 Iteration 9Q: 3 clusters Score -4546.797 nChanged 0 ComputeScore: Raw -4761.300606 + Penalty 214.503289 = -4546.797317 Iteration 10F: 3 clusters Score -4546.797 nChanged 0 Trying to split cluster 12 (1915 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22565.373270 + Penalty 136.034512 = -22429.338758 Iteration 0F: 2 clusters Score -22429.34 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21432.915258 + Penalty 272.069024 = -21160.846234 Iteration 0F: 3 clusters Score -21160.85 nChanged 846 ComputeScore: Raw -21907.207617 + Penalty 272.069024 = -21635.138593 Iteration 1F: 3 clusters Score -21635.14 nChanged 135 ComputeScore: Raw -21990.781198 + Penalty 272.069024 = -21718.712174 Iteration 2F: 3 clusters Score -21718.71 nChanged 125 ComputeScore: Raw -22073.917622 + Penalty 272.069024 = -21801.848597 Iteration 3F: 3 clusters Score -21801.85 nChanged 122 ComputeScore: Raw -22193.473641 + Penalty 272.069024 = -21921.404617 Iteration 4F: 3 clusters Score -21921.4 nChanged 120 ComputeScore: Raw -22349.540405 + Penalty 272.069024 = -22077.471380 Iteration 5F: 3 clusters Score -22077.47 nChanged 126 ComputeScore: Raw -22507.764068 + Penalty 272.069024 = -22235.695044 Iteration 6F: 3 clusters Score -22235.7 nChanged 82 ComputeScore: Raw -22568.270866 + Penalty 272.069024 = -22296.201841 Iteration 7Q: 3 clusters Score -22296.2 nChanged 41 ComputeScore: Raw -22579.469349 + Penalty 272.069024 = -22307.400325 Iteration 8Q: 3 clusters Score -22307.4 nChanged 18 ComputeScore: Raw -22583.177605 + Penalty 272.069024 = -22311.108581 Iteration 9Q: 3 clusters Score -22311.11 nChanged 9 ComputeScore: Raw -22584.531466 + Penalty 272.069024 = -22312.462441 Iteration 10Q: 3 clusters Score -22312.46 nChanged 6 ComputeScore: Raw -22586.068142 + Penalty 272.069024 = -22313.999117 Iteration 11Q: 3 clusters Score -22314 nChanged 8 ComputeScore: Raw -22588.682544 + Penalty 272.069024 = -22316.613519 Iteration 12Q: 3 clusters Score -22316.61 nChanged 11 ComputeScore: Raw -22591.609725 + Penalty 272.069024 = -22319.540700 Iteration 13Q: 3 clusters Score -22319.54 nChanged 10 ComputeScore: Raw -22593.513010 + Penalty 272.069024 = -22321.443985 Iteration 14Q: 3 clusters Score -22321.44 nChanged 8 ComputeScore: Raw -22595.176259 + Penalty 272.069024 = -22323.107235 Iteration 15Q: 3 clusters Score -22323.11 nChanged 6 ComputeScore: Raw -22596.029445 + Penalty 272.069024 = -22323.960421 Iteration 16Q: 3 clusters Score -22323.96 nChanged 4 ComputeScore: Raw -22597.108163 + Penalty 272.069024 = -22325.039139 Iteration 17Q: 3 clusters Score -22325.04 nChanged 6 ComputeScore: Raw -22598.081275 + Penalty 272.069024 = -22326.012251 Iteration 18Q: 3 clusters Score -22326.01 nChanged 4 ComputeScore: Raw -22598.564309 + Penalty 272.069024 = -22326.495284 Iteration 19Q: 3 clusters Score -22326.5 nChanged 4 ComputeScore: Raw -22599.199076 + Penalty 272.069024 = -22327.130051 Iteration 20F: 3 clusters Score -22327.13 nChanged 8 ComputeScore: Raw -22600.459359 + Penalty 272.069024 = -22328.390335 Iteration 21Q: 3 clusters Score -22328.39 nChanged 6 ComputeScore: Raw -22601.484372 + Penalty 272.069024 = -22329.415348 Iteration 22Q: 3 clusters Score -22329.42 nChanged 8 ComputeScore: Raw -22603.095644 + Penalty 272.069024 = -22331.026620 Iteration 23Q: 3 clusters Score -22331.03 nChanged 10 ComputeScore: Raw -22604.949868 + Penalty 272.069024 = -22332.880844 Iteration 24Q: 3 clusters Score -22332.88 nChanged 8 ComputeScore: Raw -22606.203130 + Penalty 272.069024 = -22334.134105 Iteration 25Q: 3 clusters Score -22334.13 nChanged 5 ComputeScore: Raw -22607.792155 + Penalty 272.069024 = -22335.723131 Iteration 26Q: 3 clusters Score -22335.72 nChanged 4 ComputeScore: Raw -22609.128858 + Penalty 272.069024 = -22337.059833 Iteration 27Q: 3 clusters Score -22337.06 nChanged 4 ComputeScore: Raw -22609.973447 + Penalty 272.069024 = -22337.904422 Iteration 28Q: 3 clusters Score -22337.9 nChanged 3 ComputeScore: Raw -22610.204884 + Penalty 272.069024 = -22338.135859 Iteration 29Q: 3 clusters Score -22338.14 nChanged 3 ComputeScore: Raw -22610.694763 + Penalty 272.069024 = -22338.625739 Iteration 30Q: 3 clusters Score -22338.63 nChanged 4 ComputeScore: Raw -22611.160224 + Penalty 272.069024 = -22339.091200 Iteration 31Q: 3 clusters Score -22339.09 nChanged 3 ComputeScore: Raw -22611.402489 + Penalty 272.069024 = -22339.333464 Iteration 32Q: 3 clusters Score -22339.33 nChanged 3 ComputeScore: Raw -22611.700666 + Penalty 272.069024 = -22339.631642 Iteration 33Q: 3 clusters Score -22339.63 nChanged 4 ComputeScore: Raw -22612.035408 + Penalty 272.069024 = -22339.966383 Iteration 34Q: 3 clusters Score -22339.97 nChanged 1 ComputeScore: Raw -22612.053331 + Penalty 272.069024 = -22339.984306 Iteration 35Q: 3 clusters Score -22339.98 nChanged 0 ComputeScore: Raw -22612.053331 + Penalty 272.069024 = -22339.984306 Iteration 36F: 3 clusters Score -22339.98 nChanged 0 Trying to split cluster 13 (2682 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25389.222158 + Penalty 142.097725 = -25247.124433 Iteration 0F: 2 clusters Score -25247.12 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -23747.582062 + Penalty 284.195450 = -23463.386612 Iteration 0F: 3 clusters Score -23463.39 nChanged 1237 ComputeScore: Raw -24452.798018 + Penalty 284.195450 = -24168.602568 Iteration 1F: 3 clusters Score -24168.6 nChanged 219 ComputeScore: Raw -24590.698728 + Penalty 284.195450 = -24306.503278 Iteration 2F: 3 clusters Score -24306.5 nChanged 220 ComputeScore: Raw -24741.253074 + Penalty 284.195450 = -24457.057623 Iteration 3F: 3 clusters Score -24457.06 nChanged 193 ComputeScore: Raw -24905.312339 + Penalty 284.195450 = -24621.116888 Iteration 4F: 3 clusters Score -24621.12 nChanged 169 ComputeScore: Raw -25065.408995 + Penalty 284.195450 = -24781.213545 Iteration 5F: 3 clusters Score -24781.21 nChanged 122 ComputeScore: Raw -25181.643350 + Penalty 284.195450 = -24897.447900 Iteration 6Q: 3 clusters Score -24897.45 nChanged 75 ComputeScore: Raw -25239.922758 + Penalty 284.195450 = -24955.727308 Iteration 7Q: 3 clusters Score -24955.73 nChanged 45 ComputeScore: Raw -25268.187713 + Penalty 284.195450 = -24983.992263 Iteration 8Q: 3 clusters Score -24983.99 nChanged 29 ComputeScore: Raw -25285.577900 + Penalty 284.195450 = -25001.382450 Iteration 9Q: 3 clusters Score -25001.38 nChanged 26 ComputeScore: Raw -25303.539712 + Penalty 284.195450 = -25019.344262 Iteration 10Q: 3 clusters Score -25019.34 nChanged 24 ComputeScore: Raw -25320.010804 + Penalty 284.195450 = -25035.815354 Iteration 11Q: 3 clusters Score -25035.82 nChanged 24 ComputeScore: Raw -25332.678952 + Penalty 284.195450 = -25048.483502 Iteration 12Q: 3 clusters Score -25048.48 nChanged 15 ComputeScore: Raw -25340.077866 + Penalty 284.195450 = -25055.882416 Iteration 13Q: 3 clusters Score -25055.88 nChanged 16 ComputeScore: Raw -25348.877716 + Penalty 284.195450 = -25064.682266 Iteration 14Q: 3 clusters Score -25064.68 nChanged 13 ComputeScore: Raw -25353.866756 + Penalty 284.195450 = -25069.671305 Iteration 15Q: 3 clusters Score -25069.67 nChanged 12 ComputeScore: Raw -25357.071157 + Penalty 284.195450 = -25072.875706 Iteration 16Q: 3 clusters Score -25072.88 nChanged 11 ComputeScore: Raw -25361.772030 + Penalty 284.195450 = -25077.576580 Iteration 17Q: 3 clusters Score -25077.58 nChanged 12 ComputeScore: Raw -25366.962562 + Penalty 284.195450 = -25082.767112 Iteration 18Q: 3 clusters Score -25082.77 nChanged 13 ComputeScore: Raw -25373.417502 + Penalty 284.195450 = -25089.222052 Iteration 19Q: 3 clusters Score -25089.22 nChanged 12 ComputeScore: Raw -25378.205937 + Penalty 284.195450 = -25094.010487 Iteration 20F: 3 clusters Score -25094.01 nChanged 7 ComputeScore: Raw -25381.803476 + Penalty 284.195450 = -25097.608026 Iteration 21Q: 3 clusters Score -25097.61 nChanged 9 ComputeScore: Raw -25385.238008 + Penalty 284.195450 = -25101.042557 Iteration 22Q: 3 clusters Score -25101.04 nChanged 8 ComputeScore: Raw -25391.199907 + Penalty 284.195450 = -25107.004457 Iteration 23Q: 3 clusters Score -25107 nChanged 10 ComputeScore: Raw -25399.314877 + Penalty 284.195450 = -25115.119427 Iteration 24Q: 3 clusters Score -25115.12 nChanged 11 ComputeScore: Raw -25404.843272 + Penalty 284.195450 = -25120.647822 Iteration 25Q: 3 clusters Score -25120.65 nChanged 5 ComputeScore: Raw -25407.548867 + Penalty 284.195450 = -25123.353417 Iteration 26Q: 3 clusters Score -25123.35 nChanged 4 ComputeScore: Raw -25408.352792 + Penalty 284.195450 = -25124.157342 Iteration 27Q: 3 clusters Score -25124.16 nChanged 5 ComputeScore: Raw -25410.756742 + Penalty 284.195450 = -25126.561292 Iteration 28Q: 3 clusters Score -25126.56 nChanged 5 ComputeScore: Raw -25416.020240 + Penalty 284.195450 = -25131.824789 Iteration 29Q: 3 clusters Score -25131.82 nChanged 7 ComputeScore: Raw -25420.862796 + Penalty 284.195450 = -25136.667346 Iteration 30Q: 3 clusters Score -25136.67 nChanged 5 ComputeScore: Raw -25422.848773 + Penalty 284.195450 = -25138.653322 Iteration 31Q: 3 clusters Score -25138.65 nChanged 3 ComputeScore: Raw -25424.689018 + Penalty 284.195450 = -25140.493567 Iteration 32Q: 3 clusters Score -25140.49 nChanged 3 ComputeScore: Raw -25425.192693 + Penalty 284.195450 = -25140.997243 Iteration 33Q: 3 clusters Score -25141 nChanged 1 ComputeScore: Raw -25425.273364 + Penalty 284.195450 = -25141.077914 Iteration 34Q: 3 clusters Score -25141.08 nChanged 1 ComputeScore: Raw -25425.576712 + Penalty 284.195450 = -25141.381261 Iteration 35Q: 3 clusters Score -25141.38 nChanged 1 ComputeScore: Raw -25427.188441 + Penalty 284.195450 = -25142.992991 Iteration 36Q: 3 clusters Score -25142.99 nChanged 2 ComputeScore: Raw -25434.004066 + Penalty 284.195450 = -25149.808616 Iteration 37Q: 3 clusters Score -25149.81 nChanged 1 ComputeScore: Raw -25434.224873 + Penalty 284.195450 = -25150.029423 Iteration 38Q: 3 clusters Score -25150.03 nChanged 0 ComputeScore: Raw -25434.224873 + Penalty 284.195450 = -25150.029423 Iteration 39F: 3 clusters Score -25150.03 nChanged 0 Trying to split cluster 14 (8522 points) Assigned 2 initial classes randomly. ComputeScore: Raw -73112.134581 + Penalty 162.907314 = -72949.227267 Iteration 0F: 2 clusters Score -72949.23 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -67603.952777 + Penalty 325.814628 = -67278.138149 Iteration 0F: 3 clusters Score -67278.14 nChanged 4047 ComputeScore: Raw -70399.114384 + Penalty 325.814628 = -70073.299756 Iteration 1F: 3 clusters Score -70073.3 nChanged 623 ComputeScore: Raw -70887.513157 + Penalty 325.814628 = -70561.698529 Iteration 2F: 3 clusters Score -70561.7 nChanged 598 ComputeScore: Raw -71347.850456 + Penalty 325.814628 = -71022.035828 Iteration 3F: 3 clusters Score -71022.04 nChanged 491 ComputeScore: Raw -71643.620109 + Penalty 325.814628 = -71317.805481 Iteration 4F: 3 clusters Score -71317.81 nChanged 352 ComputeScore: Raw -71806.991564 + Penalty 325.814628 = -71481.176936 Iteration 5Q: 3 clusters Score -71481.18 nChanged 244 ComputeScore: Raw -71928.777274 + Penalty 325.814628 = -71602.962646 Iteration 6Q: 3 clusters Score -71602.96 nChanged 241 ComputeScore: Raw -72067.286655 + Penalty 325.814628 = -71741.472027 Iteration 7Q: 3 clusters Score -71741.47 nChanged 230 ComputeScore: Raw -72198.737006 + Penalty 325.814628 = -71872.922378 Iteration 8Q: 3 clusters Score -71872.92 nChanged 211 ComputeScore: Raw -72303.654196 + Penalty 325.814628 = -71977.839568 Iteration 9Q: 3 clusters Score -71977.84 nChanged 191 ComputeScore: Raw -72377.116333 + Penalty 325.814628 = -72051.301705 Iteration 10Q: 3 clusters Score -72051.3 nChanged 149 ComputeScore: Raw -72431.862329 + Penalty 325.814628 = -72106.047701 Iteration 11Q: 3 clusters Score -72106.05 nChanged 133 ComputeScore: Raw -72479.639408 + Penalty 325.814628 = -72153.824780 Iteration 12Q: 3 clusters Score -72153.82 nChanged 122 ComputeScore: Raw -72529.117019 + Penalty 325.814628 = -72203.302391 Iteration 13Q: 3 clusters Score -72203.3 nChanged 128 ComputeScore: Raw -72600.870959 + Penalty 325.814628 = -72275.056331 Iteration 14Q: 3 clusters Score -72275.06 nChanged 154 ComputeScore: Raw -72702.010918 + Penalty 325.814628 = -72376.196290 Iteration 15Q: 3 clusters Score -72376.2 nChanged 154 ComputeScore: Raw -72805.554904 + Penalty 325.814628 = -72479.740276 Iteration 16Q: 3 clusters Score -72479.74 nChanged 158 ComputeScore: Raw -72909.178634 + Penalty 325.814628 = -72583.364006 Iteration 17Q: 3 clusters Score -72583.36 nChanged 128 ComputeScore: Raw -73004.524264 + Penalty 325.814628 = -72678.709636 Iteration 18Q: 3 clusters Score -72678.71 nChanged 103 ComputeScore: Raw -73063.068056 + Penalty 325.814628 = -72737.253428 Iteration 19Q: 3 clusters Score -72737.25 nChanged 62 ComputeScore: Raw -73115.992985 + Penalty 325.814628 = -72790.178357 Iteration 20F: 3 clusters Score -72790.18 nChanged 55 ComputeScore: Raw -73134.271672 + Penalty 325.814628 = -72808.457044 Iteration 21Q: 3 clusters Score -72808.46 nChanged 38 ComputeScore: Raw -73139.242265 + Penalty 325.814628 = -72813.427637 Iteration 22Q: 3 clusters Score -72813.43 nChanged 29 ComputeScore: Raw -73142.146148 + Penalty 325.814628 = -72816.331520 Iteration 23Q: 3 clusters Score -72816.33 nChanged 17 ComputeScore: Raw -73143.710607 + Penalty 325.814628 = -72817.895979 Iteration 24Q: 3 clusters Score -72817.9 nChanged 11 ComputeScore: Raw -73144.303071 + Penalty 325.814628 = -72818.488443 Iteration 25Q: 3 clusters Score -72818.49 nChanged 4 ComputeScore: Raw -73144.390440 + Penalty 325.814628 = -72818.575812 Iteration 26Q: 3 clusters Score -72818.58 nChanged 3 ComputeScore: Raw -73144.498874 + Penalty 325.814628 = -72818.684246 Iteration 27Q: 3 clusters Score -72818.68 nChanged 2 ComputeScore: Raw -73144.515701 + Penalty 325.814628 = -72818.701073 Iteration 28Q: 3 clusters Score -72818.7 nChanged 2 ComputeScore: Raw -73144.528813 + Penalty 325.814628 = -72818.714185 Iteration 29Q: 3 clusters Score -72818.71 nChanged 0 ComputeScore: Raw -73144.528813 + Penalty 325.814628 = -72818.714185 Iteration 30F: 3 clusters Score -72818.71 nChanged 0 Trying to split cluster 15 (4911 points) Assigned 2 initial classes randomly. ComputeScore: Raw -43100.933909 + Penalty 152.986192 = -42947.947718 Iteration 0F: 2 clusters Score -42947.95 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39983.004376 + Penalty 305.972383 = -39677.031993 Iteration 0F: 3 clusters Score -39677.03 nChanged 2329 ComputeScore: Raw -41638.162706 + Penalty 305.972383 = -41332.190322 Iteration 1F: 3 clusters Score -41332.19 nChanged 407 ComputeScore: Raw -41971.404077 + Penalty 305.972383 = -41665.431694 Iteration 2F: 3 clusters Score -41665.43 nChanged 363 ComputeScore: Raw -42267.807555 + Penalty 305.972383 = -41961.835172 Iteration 3F: 3 clusters Score -41961.84 nChanged 297 ComputeScore: Raw -42508.471629 + Penalty 305.972383 = -42202.499246 Iteration 4F: 3 clusters Score -42202.5 nChanged 200 ComputeScore: Raw -42691.275854 + Penalty 305.972383 = -42385.303471 Iteration 5Q: 3 clusters Score -42385.3 nChanged 151 ComputeScore: Raw -42845.817524 + Penalty 305.972383 = -42539.845141 Iteration 6Q: 3 clusters Score -42539.85 nChanged 128 ComputeScore: Raw -42967.687627 + Penalty 305.972383 = -42661.715244 Iteration 7Q: 3 clusters Score -42661.72 nChanged 84 ComputeScore: Raw -43034.769586 + Penalty 305.972383 = -42728.797202 Iteration 8Q: 3 clusters Score -42728.8 nChanged 60 ComputeScore: Raw -43068.522775 + Penalty 305.972383 = -42762.550392 Iteration 9Q: 3 clusters Score -42762.55 nChanged 54 ComputeScore: Raw -43097.981788 + Penalty 305.972383 = -42792.009404 Iteration 10Q: 3 clusters Score -42792.01 nChanged 49 ComputeScore: Raw -43127.580618 + Penalty 305.972383 = -42821.608235 Iteration 11Q: 3 clusters Score -42821.61 nChanged 34 ComputeScore: Raw -43145.818274 + Penalty 305.972383 = -42839.845891 Iteration 12Q: 3 clusters Score -42839.85 nChanged 27 ComputeScore: Raw -43158.949567 + Penalty 305.972383 = -42852.977184 Iteration 13Q: 3 clusters Score -42852.98 nChanged 29 ComputeScore: Raw -43171.228449 + Penalty 305.972383 = -42865.256065 Iteration 14Q: 3 clusters Score -42865.26 nChanged 20 ComputeScore: Raw -43178.416902 + Penalty 305.972383 = -42872.444519 Iteration 15Q: 3 clusters Score -42872.44 nChanged 12 ComputeScore: Raw -43183.247104 + Penalty 305.972383 = -42877.274721 Iteration 16Q: 3 clusters Score -42877.27 nChanged 15 ComputeScore: Raw -43188.535185 + Penalty 305.972383 = -42882.562802 Iteration 17Q: 3 clusters Score -42882.56 nChanged 13 ComputeScore: Raw -43193.185428 + Penalty 305.972383 = -42887.213045 Iteration 18Q: 3 clusters Score -42887.21 nChanged 10 ComputeScore: Raw -43194.971571 + Penalty 305.972383 = -42888.999188 Iteration 19Q: 3 clusters Score -42889 nChanged 5 ComputeScore: Raw -43195.531337 + Penalty 305.972383 = -42889.558954 Iteration 20F: 3 clusters Score -42889.56 nChanged 3 ComputeScore: Raw -43195.872001 + Penalty 305.972383 = -42889.899618 Iteration 21Q: 3 clusters Score -42889.9 nChanged 3 ComputeScore: Raw -43196.845249 + Penalty 305.972383 = -42890.872866 Iteration 22Q: 3 clusters Score -42890.87 nChanged 7 ComputeScore: Raw -43199.461650 + Penalty 305.972383 = -42893.489267 Iteration 23Q: 3 clusters Score -42893.49 nChanged 5 ComputeScore: Raw -43200.318029 + Penalty 305.972383 = -42894.345646 Iteration 24Q: 3 clusters Score -42894.35 nChanged 2 ComputeScore: Raw -43200.604648 + Penalty 305.972383 = -42894.632265 Iteration 25Q: 3 clusters Score -42894.63 nChanged 3 ComputeScore: Raw -43200.880936 + Penalty 305.972383 = -42894.908553 Iteration 26Q: 3 clusters Score -42894.91 nChanged 1 ComputeScore: Raw -43200.959556 + Penalty 305.972383 = -42894.987172 Iteration 27Q: 3 clusters Score -42894.99 nChanged 4 ComputeScore: Raw -43201.351951 + Penalty 305.972383 = -42895.379568 Iteration 28Q: 3 clusters Score -42895.38 nChanged 1 ComputeScore: Raw -43201.425716 + Penalty 305.972383 = -42895.453333 Iteration 29Q: 3 clusters Score -42895.45 nChanged 0 ComputeScore: Raw -43201.425716 + Penalty 305.972383 = -42895.453333 Iteration 30F: 3 clusters Score -42895.45 nChanged 0 Trying to split cluster 16 (2734 points) Assigned 2 initial classes randomly. ComputeScore: Raw -28939.706635 + Penalty 142.443378 = -28797.263257 Iteration 0F: 2 clusters Score -28797.26 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27247.335167 + Penalty 284.886757 = -26962.448410 Iteration 0F: 3 clusters Score -26962.45 nChanged 1254 ComputeScore: Raw -28031.849691 + Penalty 284.886757 = -27746.962934 Iteration 1F: 3 clusters Score -27746.96 nChanged 163 ComputeScore: Raw -28119.414348 + Penalty 284.886757 = -27834.527591 Iteration 2F: 3 clusters Score -27834.53 nChanged 162 ComputeScore: Raw -28219.037479 + Penalty 284.886757 = -27934.150722 Iteration 3F: 3 clusters Score -27934.15 nChanged 170 ComputeScore: Raw -28353.630267 + Penalty 284.886757 = -28068.743510 Iteration 4F: 3 clusters Score -28068.74 nChanged 179 ComputeScore: Raw -28523.699927 + Penalty 284.886757 = -28238.813170 Iteration 5F: 3 clusters Score -28238.81 nChanged 158 ComputeScore: Raw -28673.748266 + Penalty 284.886757 = -28388.861509 Iteration 6F: 3 clusters Score -28388.86 nChanged 108 ComputeScore: Raw -28769.428474 + Penalty 284.886757 = -28484.541718 Iteration 7Q: 3 clusters Score -28484.54 nChanged 76 ComputeScore: Raw -28839.423262 + Penalty 284.886757 = -28554.536505 Iteration 8Q: 3 clusters Score -28554.54 nChanged 51 ComputeScore: Raw -28884.266150 + Penalty 284.886757 = -28599.379393 Iteration 9Q: 3 clusters Score -28599.38 nChanged 26 ComputeScore: Raw -28908.395401 + Penalty 284.886757 = -28623.508644 Iteration 10Q: 3 clusters Score -28623.51 nChanged 18 ComputeScore: Raw -28921.445367 + Penalty 284.886757 = -28636.558610 Iteration 11Q: 3 clusters Score -28636.56 nChanged 17 ComputeScore: Raw -28933.657875 + Penalty 284.886757 = -28648.771118 Iteration 12Q: 3 clusters Score -28648.77 nChanged 13 ComputeScore: Raw -28943.443569 + Penalty 284.886757 = -28658.556812 Iteration 13Q: 3 clusters Score -28658.56 nChanged 8 ComputeScore: Raw -28949.690420 + Penalty 284.886757 = -28664.803663 Iteration 14Q: 3 clusters Score -28664.8 nChanged 6 ComputeScore: Raw -28953.718546 + Penalty 284.886757 = -28668.831789 Iteration 15Q: 3 clusters Score -28668.83 nChanged 1 ComputeScore: Raw -28953.797979 + Penalty 284.886757 = -28668.911222 Iteration 16Q: 3 clusters Score -28668.91 nChanged 0 ComputeScore: Raw -28953.797979 + Penalty 284.886757 = -28668.911222 Iteration 17F: 3 clusters Score -28668.91 nChanged 0 Trying to split cluster 17 (361 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4784.724922 + Penalty 105.999803 = -4678.725119 Iteration 0F: 2 clusters Score -4678.725 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4608.762989 + Penalty 211.999606 = -4396.763383 Iteration 0F: 3 clusters Score -4396.763 nChanged 140 ComputeScore: Raw -4690.569450 + Penalty 211.999606 = -4478.569843 Iteration 1F: 3 clusters Score -4478.57 nChanged 29 ComputeScore: Raw -4704.403803 + Penalty 211.999606 = -4492.404196 Iteration 2F: 3 clusters Score -4492.404 nChanged 18 ComputeScore: Raw -4713.570105 + Penalty 211.999606 = -4501.570499 Iteration 3Q: 3 clusters Score -4501.57 nChanged 13 ComputeScore: Raw -4721.576743 + Penalty 211.999606 = -4509.577136 Iteration 4Q: 3 clusters Score -4509.577 nChanged 12 ComputeScore: Raw -4730.863742 + Penalty 211.999606 = -4518.864135 Iteration 5Q: 3 clusters Score -4518.864 nChanged 14 ComputeScore: Raw -4743.944028 + Penalty 211.999606 = -4531.944422 Iteration 6Q: 3 clusters Score -4531.944 nChanged 11 ComputeScore: Raw -4753.338624 + Penalty 211.999606 = -4541.339018 Iteration 7Q: 3 clusters Score -4541.339 nChanged 12 ComputeScore: Raw -4760.502596 + Penalty 211.999606 = -4548.502989 Iteration 8Q: 3 clusters Score -4548.503 nChanged 5 ComputeScore: Raw -4762.824097 + Penalty 211.999606 = -4550.824491 Iteration 9Q: 3 clusters Score -4550.824 nChanged 3 ComputeScore: Raw -4763.583729 + Penalty 211.999606 = -4551.584123 Iteration 10Q: 3 clusters Score -4551.584 nChanged 0 ComputeScore: Raw -4763.583729 + Penalty 211.999606 = -4551.584123 Iteration 11F: 3 clusters Score -4551.584 nChanged 0 Trying to split cluster 18 (5255 points) Assigned 2 initial classes randomly. ComputeScore: Raw -46729.353486 + Penalty 154.204835 = -46575.148651 Iteration 0F: 2 clusters Score -46575.15 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -43406.558150 + Penalty 308.409670 = -43098.148480 Iteration 0F: 3 clusters Score -43098.15 nChanged 2457 ComputeScore: Raw -44976.219904 + Penalty 308.409670 = -44667.810234 Iteration 1F: 3 clusters Score -44667.81 nChanged 400 ComputeScore: Raw -45235.264100 + Penalty 308.409670 = -44926.854430 Iteration 2F: 3 clusters Score -44926.85 nChanged 370 ComputeScore: Raw -45575.441262 + Penalty 308.409670 = -45267.031592 Iteration 3F: 3 clusters Score -45267.03 nChanged 320 ComputeScore: Raw -45922.658929 + Penalty 308.409670 = -45614.249259 Iteration 4F: 3 clusters Score -45614.25 nChanged 232 ComputeScore: Raw -46179.090051 + Penalty 308.409670 = -45870.680380 Iteration 5Q: 3 clusters Score -45870.68 nChanged 155 ComputeScore: Raw -46320.054671 + Penalty 308.409670 = -46011.645001 Iteration 6Q: 3 clusters Score -46011.65 nChanged 119 ComputeScore: Raw -46398.080257 + Penalty 308.409670 = -46089.670587 Iteration 7Q: 3 clusters Score -46089.67 nChanged 102 ComputeScore: Raw -46463.946236 + Penalty 308.409670 = -46155.536565 Iteration 8Q: 3 clusters Score -46155.54 nChanged 94 ComputeScore: Raw -46527.508310 + Penalty 308.409670 = -46219.098640 Iteration 9Q: 3 clusters Score -46219.1 nChanged 76 ComputeScore: Raw -46580.720221 + Penalty 308.409670 = -46272.310551 Iteration 10Q: 3 clusters Score -46272.31 nChanged 64 ComputeScore: Raw -46626.785164 + Penalty 308.409670 = -46318.375494 Iteration 11Q: 3 clusters Score -46318.38 nChanged 53 ComputeScore: Raw -46668.015031 + Penalty 308.409670 = -46359.605361 Iteration 12Q: 3 clusters Score -46359.61 nChanged 36 ComputeScore: Raw -46701.144362 + Penalty 308.409670 = -46392.734692 Iteration 13Q: 3 clusters Score -46392.73 nChanged 20 ComputeScore: Raw -46716.865867 + Penalty 308.409670 = -46408.456197 Iteration 14Q: 3 clusters Score -46408.46 nChanged 9 ComputeScore: Raw -46727.413158 + Penalty 308.409670 = -46419.003488 Iteration 15Q: 3 clusters Score -46419 nChanged 8 ComputeScore: Raw -46738.084203 + Penalty 308.409670 = -46429.674533 Iteration 16Q: 3 clusters Score -46429.67 nChanged 7 ComputeScore: Raw -46748.871914 + Penalty 308.409670 = -46440.462244 Iteration 17Q: 3 clusters Score -46440.46 nChanged 4 ComputeScore: Raw -46751.988551 + Penalty 308.409670 = -46443.578881 Iteration 18Q: 3 clusters Score -46443.58 nChanged 1 ComputeScore: Raw -46752.486814 + Penalty 308.409670 = -46444.077144 Iteration 19Q: 3 clusters Score -46444.08 nChanged 0 ComputeScore: Raw -46752.486814 + Penalty 308.409670 = -46444.077144 Iteration 20F: 3 clusters Score -46444.08 nChanged 0 Trying to split cluster 19 (746 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8755.977672 + Penalty 119.065061 = -8636.912611 Iteration 0F: 2 clusters Score -8636.913 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8376.886468 + Penalty 238.130122 = -8138.756346 Iteration 0F: 3 clusters Score -8138.756 nChanged 276 ComputeScore: Raw -8578.720990 + Penalty 238.130122 = -8340.590868 Iteration 1F: 3 clusters Score -8340.591 nChanged 72 ComputeScore: Raw -8649.772306 + Penalty 238.130122 = -8411.642184 Iteration 2F: 3 clusters Score -8411.642 nChanged 55 ComputeScore: Raw -8705.619200 + Penalty 238.130122 = -8467.489078 Iteration 3F: 3 clusters Score -8467.489 nChanged 30 ComputeScore: Raw -8737.662381 + Penalty 238.130122 = -8499.532259 Iteration 4Q: 3 clusters Score -8499.532 nChanged 10 ComputeScore: Raw -8747.751155 + Penalty 238.130122 = -8509.621034 Iteration 5Q: 3 clusters Score -8509.621 nChanged 6 ComputeScore: Raw -8758.031990 + Penalty 238.130122 = -8519.901869 Iteration 6Q: 3 clusters Score -8519.902 nChanged 4 ComputeScore: Raw -8768.646546 + Penalty 238.130122 = -8530.516424 Iteration 7Q: 3 clusters Score -8530.516 nChanged 2 ComputeScore: Raw -8770.265873 + Penalty 238.130122 = -8532.135751 Iteration 8Q: 3 clusters Score -8532.136 nChanged 2 ComputeScore: Raw -8776.950523 + Penalty 238.130122 = -8538.820401 Iteration 9Q: 3 clusters Score -8538.82 nChanged 2 ComputeScore: Raw -8778.828997 + Penalty 238.130122 = -8540.698876 Iteration 10Q: 3 clusters Score -8540.699 nChanged 0 ComputeScore: Raw -8779.499305 + Penalty 238.130122 = -8541.369183 Iteration 11F: 3 clusters Score -8541.369 nChanged 1 ComputeScore: Raw -8781.670491 + Penalty 238.130122 = -8543.540369 Iteration 12Q: 3 clusters Score -8543.54 nChanged 1 ComputeScore: Raw -8782.587472 + Penalty 238.130122 = -8544.457351 Iteration 13Q: 3 clusters Score -8544.457 nChanged 1 ComputeScore: Raw -8783.088490 + Penalty 238.130122 = -8544.958368 Iteration 14Q: 3 clusters Score -8544.958 nChanged 0 ComputeScore: Raw -8783.088490 + Penalty 238.130122 = -8544.958368 Iteration 15F: 3 clusters Score -8544.958 nChanged 0 Trying to split cluster 20 (781 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9682.071117 + Penalty 119.890353 = -9562.180765 Iteration 0F: 2 clusters Score -9562.181 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9238.486221 + Penalty 239.780705 = -8998.705516 Iteration 0F: 3 clusters Score -8998.706 nChanged 329 ComputeScore: Raw -9446.388810 + Penalty 239.780705 = -9206.608105 Iteration 1F: 3 clusters Score -9206.608 nChanged 58 ComputeScore: Raw -9483.169672 + Penalty 239.780705 = -9243.388967 Iteration 2F: 3 clusters Score -9243.389 nChanged 48 ComputeScore: Raw -9514.389963 + Penalty 239.780705 = -9274.609258 Iteration 3F: 3 clusters Score -9274.609 nChanged 40 ComputeScore: Raw -9542.910595 + Penalty 239.780705 = -9303.129889 Iteration 4F: 3 clusters Score -9303.13 nChanged 28 ComputeScore: Raw -9559.684981 + Penalty 239.780705 = -9319.904276 Iteration 5Q: 3 clusters Score -9319.904 nChanged 29 ComputeScore: Raw -9589.574229 + Penalty 239.780705 = -9349.793523 Iteration 6Q: 3 clusters Score -9349.794 nChanged 20 ComputeScore: Raw -9611.740319 + Penalty 239.780705 = -9371.959613 Iteration 7Q: 3 clusters Score -9371.96 nChanged 20 ComputeScore: Raw -9630.278389 + Penalty 239.780705 = -9390.497684 Iteration 8Q: 3 clusters Score -9390.498 nChanged 17 ComputeScore: Raw -9657.575984 + Penalty 239.780705 = -9417.795279 Iteration 9Q: 3 clusters Score -9417.795 nChanged 17 ComputeScore: Raw -9683.612782 + Penalty 239.780705 = -9443.832077 Iteration 10Q: 3 clusters Score -9443.832 nChanged 14 ComputeScore: Raw -9722.500254 + Penalty 239.780705 = -9482.719548 Iteration 11Q: 3 clusters Score -9482.72 nChanged 12 ComputeScore: Raw -9739.831601 + Penalty 239.780705 = -9500.050896 Iteration 12Q: 3 clusters Score -9500.051 nChanged 7 ComputeScore: Raw -9742.729168 + Penalty 239.780705 = -9502.948463 Iteration 13Q: 3 clusters Score -9502.948 nChanged 6 ComputeScore: Raw -9746.248778 + Penalty 239.780705 = -9506.468073 Iteration 14Q: 3 clusters Score -9506.468 nChanged 7 ComputeScore: Raw -9750.334935 + Penalty 239.780705 = -9510.554230 Iteration 15Q: 3 clusters Score -9510.554 nChanged 6 ComputeScore: Raw -9753.403171 + Penalty 239.780705 = -9513.622465 Iteration 16Q: 3 clusters Score -9513.622 nChanged 6 ComputeScore: Raw -9756.507408 + Penalty 239.780705 = -9516.726703 Iteration 17Q: 3 clusters Score -9516.727 nChanged 6 ComputeScore: Raw -9760.774830 + Penalty 239.780705 = -9520.994125 Iteration 18Q: 3 clusters Score -9520.994 nChanged 6 ComputeScore: Raw -9764.281182 + Penalty 239.780705 = -9524.500477 Iteration 19Q: 3 clusters Score -9524.5 nChanged 5 ComputeScore: Raw -9768.334439 + Penalty 239.780705 = -9528.553734 Iteration 20F: 3 clusters Score -9528.554 nChanged 6 ComputeScore: Raw -9773.551200 + Penalty 239.780705 = -9533.770494 Iteration 21Q: 3 clusters Score -9533.77 nChanged 7 ComputeScore: Raw -9777.703061 + Penalty 239.780705 = -9537.922355 Iteration 22Q: 3 clusters Score -9537.922 nChanged 6 ComputeScore: Raw -9781.090399 + Penalty 239.780705 = -9541.309693 Iteration 23Q: 3 clusters Score -9541.31 nChanged 5 ComputeScore: Raw -9784.344646 + Penalty 239.780705 = -9544.563941 Iteration 24Q: 3 clusters Score -9544.564 nChanged 4 ComputeScore: Raw -9786.121503 + Penalty 239.780705 = -9546.340798 Iteration 25Q: 3 clusters Score -9546.341 nChanged 2 ComputeScore: Raw -9787.572607 + Penalty 239.780705 = -9547.791902 Iteration 26Q: 3 clusters Score -9547.792 nChanged 4 ComputeScore: Raw -9790.033634 + Penalty 239.780705 = -9550.252929 Iteration 27Q: 3 clusters Score -9550.253 nChanged 3 ComputeScore: Raw -9791.189424 + Penalty 239.780705 = -9551.408718 Iteration 28Q: 3 clusters Score -9551.409 nChanged 5 ComputeScore: Raw -9793.637115 + Penalty 239.780705 = -9553.856410 Iteration 29Q: 3 clusters Score -9553.856 nChanged 2 ComputeScore: Raw -9794.214093 + Penalty 239.780705 = -9554.433387 Iteration 30Q: 3 clusters Score -9554.433 nChanged 1 ComputeScore: Raw -9794.942219 + Penalty 239.780705 = -9555.161514 Iteration 31Q: 3 clusters Score -9555.162 nChanged 3 ComputeScore: Raw -9796.704986 + Penalty 239.780705 = -9556.924281 Iteration 32Q: 3 clusters Score -9556.924 nChanged 2 ComputeScore: Raw -9797.158183 + Penalty 239.780705 = -9557.377478 Iteration 33Q: 3 clusters Score -9557.377 nChanged 1 ComputeScore: Raw -9797.326526 + Penalty 239.780705 = -9557.545820 Iteration 34Q: 3 clusters Score -9557.546 nChanged 1 ComputeScore: Raw -9797.458085 + Penalty 239.780705 = -9557.677380 Iteration 35Q: 3 clusters Score -9557.677 nChanged 0 ComputeScore: Raw -9797.458085 + Penalty 239.780705 = -9557.677380 Iteration 36F: 3 clusters Score -9557.677 nChanged 0 Trying to split cluster 21 (3596 points) Assigned 2 initial classes randomly. ComputeScore: Raw -34155.773998 + Penalty 147.376393 = -34008.397605 Iteration 0F: 2 clusters Score -34008.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -31960.747772 + Penalty 294.752786 = -31665.994986 Iteration 0F: 3 clusters Score -31665.99 nChanged 1672 ComputeScore: Raw -33011.340810 + Penalty 294.752786 = -32716.588024 Iteration 1F: 3 clusters Score -32716.59 nChanged 277 ComputeScore: Raw -33174.078107 + Penalty 294.752786 = -32879.325321 Iteration 2F: 3 clusters Score -32879.33 nChanged 217 ComputeScore: Raw -33307.080497 + Penalty 294.752786 = -33012.327711 Iteration 3F: 3 clusters Score -33012.33 nChanged 210 ComputeScore: Raw -33443.884119 + Penalty 294.752786 = -33149.131333 Iteration 4F: 3 clusters Score -33149.13 nChanged 185 ComputeScore: Raw -33571.601292 + Penalty 294.752786 = -33276.848506 Iteration 5F: 3 clusters Score -33276.85 nChanged 154 ComputeScore: Raw -33677.144469 + Penalty 294.752786 = -33382.391683 Iteration 6Q: 3 clusters Score -33382.39 nChanged 131 ComputeScore: Raw -33769.566156 + Penalty 294.752786 = -33474.813369 Iteration 7Q: 3 clusters Score -33474.81 nChanged 105 ComputeScore: Raw -33846.173113 + Penalty 294.752786 = -33551.420327 Iteration 8Q: 3 clusters Score -33551.42 nChanged 106 ComputeScore: Raw -33916.972506 + Penalty 294.752786 = -33622.219720 Iteration 9Q: 3 clusters Score -33622.22 nChanged 86 ComputeScore: Raw -33973.405552 + Penalty 294.752786 = -33678.652766 Iteration 10Q: 3 clusters Score -33678.65 nChanged 74 ComputeScore: Raw -34021.910380 + Penalty 294.752786 = -33727.157594 Iteration 11Q: 3 clusters Score -33727.16 nChanged 65 ComputeScore: Raw -34059.664505 + Penalty 294.752786 = -33764.911719 Iteration 12Q: 3 clusters Score -33764.91 nChanged 61 ComputeScore: Raw -34090.609634 + Penalty 294.752786 = -33795.856848 Iteration 13Q: 3 clusters Score -33795.86 nChanged 50 ComputeScore: Raw -34113.410954 + Penalty 294.752786 = -33818.658167 Iteration 14Q: 3 clusters Score -33818.66 nChanged 53 ComputeScore: Raw -34135.627736 + Penalty 294.752786 = -33840.874949 Iteration 15Q: 3 clusters Score -33840.87 nChanged 30 ComputeScore: Raw -34143.252413 + Penalty 294.752786 = -33848.499627 Iteration 16Q: 3 clusters Score -33848.5 nChanged 16 ComputeScore: Raw -34145.447034 + Penalty 294.752786 = -33850.694248 Iteration 17Q: 3 clusters Score -33850.69 nChanged 10 ComputeScore: Raw -34146.326608 + Penalty 294.752786 = -33851.573821 Iteration 18Q: 3 clusters Score -33851.57 nChanged 3 ComputeScore: Raw -34146.528408 + Penalty 294.752786 = -33851.775622 Iteration 19Q: 3 clusters Score -33851.78 nChanged 2 ComputeScore: Raw -34146.683894 + Penalty 294.752786 = -33851.931108 Iteration 20F: 3 clusters Score -33851.93 nChanged 2 ComputeScore: Raw -34146.763528 + Penalty 294.752786 = -33852.010741 Iteration 21Q: 3 clusters Score -33852.01 nChanged 2 ComputeScore: Raw -34146.817437 + Penalty 294.752786 = -33852.064651 Iteration 22Q: 3 clusters Score -33852.06 nChanged 0 ComputeScore: Raw -34146.817437 + Penalty 294.752786 = -33852.064651 Iteration 23F: 3 clusters Score -33852.06 nChanged 0 Trying to split cluster 22 (328 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4316.255765 + Penalty 104.274245 = -4211.981520 Iteration 0F: 2 clusters Score -4211.982 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4170.739020 + Penalty 208.548490 = -3962.190530 Iteration 0F: 3 clusters Score -3962.191 nChanged 119 ComputeScore: Raw -4276.222115 + Penalty 208.548490 = -4067.673625 Iteration 1F: 3 clusters Score -4067.674 nChanged 24 ComputeScore: Raw -4292.228016 + Penalty 208.548490 = -4083.679527 Iteration 2F: 3 clusters Score -4083.68 nChanged 9 ComputeScore: Raw -4302.148985 + Penalty 208.548490 = -4093.600495 Iteration 3Q: 3 clusters Score -4093.6 nChanged 8 ComputeScore: Raw -4310.074991 + Penalty 208.548490 = -4101.526501 Iteration 4Q: 3 clusters Score -4101.527 nChanged 4 ComputeScore: Raw -4313.318647 + Penalty 208.548490 = -4104.770157 Iteration 5Q: 3 clusters Score -4104.77 nChanged 1 ComputeScore: Raw -4313.912715 + Penalty 208.548490 = -4105.364225 Iteration 6Q: 3 clusters Score -4105.364 nChanged 1 ComputeScore: Raw -4314.381239 + Penalty 208.548490 = -4105.832749 Iteration 7Q: 3 clusters Score -4105.833 nChanged 0 ComputeScore: Raw -4314.381239 + Penalty 208.548490 = -4105.832749 Iteration 8F: 3 clusters Score -4105.833 nChanged 0 Trying to split cluster 23 (254 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3858.352544 + Penalty 99.672017 = -3758.680527 Iteration 0F: 2 clusters Score -3758.681 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3738.916074 + Penalty 199.344034 = -3539.572040 Iteration 0F: 3 clusters Score -3539.572 nChanged 88 ComputeScore: Raw -3793.660201 + Penalty 199.344034 = -3594.316168 Iteration 1F: 3 clusters Score -3594.316 nChanged 13 ComputeScore: Raw -3803.570975 + Penalty 199.344034 = -3604.226941 Iteration 2F: 3 clusters Score -3604.227 nChanged 14 ComputeScore: Raw -3818.291399 + Penalty 199.344034 = -3618.947365 Iteration 3F: 3 clusters Score -3618.947 nChanged 20 ComputeScore: Raw -3838.975670 + Penalty 199.344034 = -3639.631636 Iteration 4F: 3 clusters Score -3639.632 nChanged 13 ComputeScore: Raw -3854.988827 + Penalty 199.344034 = -3655.644794 Iteration 5F: 3 clusters Score -3655.645 nChanged 7 ComputeScore: Raw -3860.793450 + Penalty 199.344034 = -3661.449416 Iteration 6Q: 3 clusters Score -3661.449 nChanged 4 ComputeScore: Raw -3862.206785 + Penalty 199.344034 = -3662.862752 Iteration 7Q: 3 clusters Score -3662.863 nChanged 1 ComputeScore: Raw -3863.269382 + Penalty 199.344034 = -3663.925348 Iteration 8Q: 3 clusters Score -3663.925 nChanged 1 ComputeScore: Raw -3863.697897 + Penalty 199.344034 = -3664.353863 Iteration 9Q: 3 clusters Score -3664.354 nChanged 1 ComputeScore: Raw -3863.809745 + Penalty 199.344034 = -3664.465711 Iteration 10Q: 3 clusters Score -3664.466 nChanged 0 ComputeScore: Raw -3863.809745 + Penalty 199.344034 = -3664.465711 Iteration 11F: 3 clusters Score -3664.466 nChanged 0 Trying to split cluster 24 (277 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3920.731054 + Penalty 101.232315 = -3819.498739 Iteration 0F: 2 clusters Score -3819.499 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3779.938284 + Penalty 202.464630 = -3577.473654 Iteration 0F: 3 clusters Score -3577.474 nChanged 111 ComputeScore: Raw -3847.559554 + Penalty 202.464630 = -3645.094924 Iteration 1F: 3 clusters Score -3645.095 nChanged 17 ComputeScore: Raw -3857.058581 + Penalty 202.464630 = -3654.593951 Iteration 2F: 3 clusters Score -3654.594 nChanged 5 ComputeScore: Raw -3860.703891 + Penalty 202.464630 = -3658.239261 Iteration 3Q: 3 clusters Score -3658.239 nChanged 4 ComputeScore: Raw -3862.979449 + Penalty 202.464630 = -3660.514819 Iteration 4Q: 3 clusters Score -3660.515 nChanged 2 ComputeScore: Raw -3863.466860 + Penalty 202.464630 = -3661.002230 Iteration 5Q: 3 clusters Score -3661.002 nChanged 0 ComputeScore: Raw -3863.466860 + Penalty 202.464630 = -3661.002230 Iteration 6F: 3 clusters Score -3661.002 nChanged 0 Trying to split cluster 25 (3202 points) Assigned 2 initial classes randomly. ComputeScore: Raw -33011.941107 + Penalty 145.287556 = -32866.653551 Iteration 0F: 2 clusters Score -32866.65 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -31044.541176 + Penalty 290.575112 = -30753.966064 Iteration 0F: 3 clusters Score -30753.97 nChanged 1488 ComputeScore: Raw -31864.402042 + Penalty 290.575112 = -31573.826929 Iteration 1F: 3 clusters Score -31573.83 nChanged 196 ComputeScore: Raw -31941.568476 + Penalty 290.575112 = -31650.993363 Iteration 2F: 3 clusters Score -31650.99 nChanged 166 ComputeScore: Raw -31999.499875 + Penalty 290.575112 = -31708.924763 Iteration 3F: 3 clusters Score -31708.92 nChanged 138 ComputeScore: Raw -32065.928035 + Penalty 290.575112 = -31775.352922 Iteration 4Q: 3 clusters Score -31775.35 nChanged 148 ComputeScore: Raw -32141.198400 + Penalty 290.575112 = -31850.623288 Iteration 5Q: 3 clusters Score -31850.62 nChanged 151 ComputeScore: Raw -32224.468055 + Penalty 290.575112 = -31933.892943 Iteration 6Q: 3 clusters Score -31933.89 nChanged 136 ComputeScore: Raw -32300.307234 + Penalty 290.575112 = -32009.732122 Iteration 7Q: 3 clusters Score -32009.73 nChanged 123 ComputeScore: Raw -32361.207474 + Penalty 290.575112 = -32070.632361 Iteration 8Q: 3 clusters Score -32070.63 nChanged 96 ComputeScore: Raw -32397.180139 + Penalty 290.575112 = -32106.605026 Iteration 9Q: 3 clusters Score -32106.61 nChanged 70 ComputeScore: Raw -32418.628803 + Penalty 290.575112 = -32128.053690 Iteration 10Q: 3 clusters Score -32128.05 nChanged 66 ComputeScore: Raw -32439.924316 + Penalty 290.575112 = -32149.349204 Iteration 11Q: 3 clusters Score -32149.35 nChanged 54 ComputeScore: Raw -32455.250126 + Penalty 290.575112 = -32164.675014 Iteration 12Q: 3 clusters Score -32164.68 nChanged 40 ComputeScore: Raw -32468.572902 + Penalty 290.575112 = -32177.997789 Iteration 13Q: 3 clusters Score -32178 nChanged 43 ComputeScore: Raw -32480.696933 + Penalty 290.575112 = -32190.121821 Iteration 14Q: 3 clusters Score -32190.12 nChanged 38 ComputeScore: Raw -32488.385139 + Penalty 290.575112 = -32197.810027 Iteration 15Q: 3 clusters Score -32197.81 nChanged 31 ComputeScore: Raw -32494.185219 + Penalty 290.575112 = -32203.610107 Iteration 16Q: 3 clusters Score -32203.61 nChanged 31 ComputeScore: Raw -32500.831529 + Penalty 290.575112 = -32210.256417 Iteration 17Q: 3 clusters Score -32210.26 nChanged 24 ComputeScore: Raw -32506.974698 + Penalty 290.575112 = -32216.399586 Iteration 18Q: 3 clusters Score -32216.4 nChanged 28 ComputeScore: Raw -32512.592499 + Penalty 290.575112 = -32222.017387 Iteration 19Q: 3 clusters Score -32222.02 nChanged 28 ComputeScore: Raw -32516.884292 + Penalty 290.575112 = -32226.309180 Iteration 20F: 3 clusters Score -32226.31 nChanged 19 ComputeScore: Raw -32519.883908 + Penalty 290.575112 = -32229.308796 Iteration 21Q: 3 clusters Score -32229.31 nChanged 25 ComputeScore: Raw -32524.734984 + Penalty 290.575112 = -32234.159872 Iteration 22Q: 3 clusters Score -32234.16 nChanged 30 ComputeScore: Raw -32530.530469 + Penalty 290.575112 = -32239.955357 Iteration 23Q: 3 clusters Score -32239.96 nChanged 34 ComputeScore: Raw -32538.993239 + Penalty 290.575112 = -32248.418127 Iteration 24Q: 3 clusters Score -32248.42 nChanged 43 ComputeScore: Raw -32552.523266 + Penalty 290.575112 = -32261.948154 Iteration 25Q: 3 clusters Score -32261.95 nChanged 36 ComputeScore: Raw -32561.421112 + Penalty 290.575112 = -32270.846000 Iteration 26Q: 3 clusters Score -32270.85 nChanged 37 ComputeScore: Raw -32570.501760 + Penalty 290.575112 = -32279.926648 Iteration 27Q: 3 clusters Score -32279.93 nChanged 40 ComputeScore: Raw -32583.198768 + Penalty 290.575112 = -32292.623656 Iteration 28Q: 3 clusters Score -32292.62 nChanged 43 ComputeScore: Raw -32596.527874 + Penalty 290.575112 = -32305.952762 Iteration 29Q: 3 clusters Score -32305.95 nChanged 41 ComputeScore: Raw -32608.187401 + Penalty 290.575112 = -32317.612289 Iteration 30Q: 3 clusters Score -32317.61 nChanged 45 ComputeScore: Raw -32622.530965 + Penalty 290.575112 = -32331.955853 Iteration 31Q: 3 clusters Score -32331.96 nChanged 39 ComputeScore: Raw -32637.043407 + Penalty 290.575112 = -32346.468295 Iteration 32Q: 3 clusters Score -32346.47 nChanged 45 ComputeScore: Raw -32654.455709 + Penalty 290.575112 = -32363.880596 Iteration 33Q: 3 clusters Score -32363.88 nChanged 41 ComputeScore: Raw -32670.142762 + Penalty 290.575112 = -32379.567650 Iteration 34Q: 3 clusters Score -32379.57 nChanged 37 ComputeScore: Raw -32682.143740 + Penalty 290.575112 = -32391.568627 Iteration 35Q: 3 clusters Score -32391.57 nChanged 41 ComputeScore: Raw -32692.989563 + Penalty 290.575112 = -32402.414451 Iteration 36Q: 3 clusters Score -32402.41 nChanged 36 ComputeScore: Raw -32701.907110 + Penalty 290.575112 = -32411.331998 Iteration 37Q: 3 clusters Score -32411.33 nChanged 41 ComputeScore: Raw -32716.677383 + Penalty 290.575112 = -32426.102271 Iteration 38Q: 3 clusters Score -32426.1 nChanged 46 ComputeScore: Raw -32732.862608 + Penalty 290.575112 = -32442.287496 Iteration 39Q: 3 clusters Score -32442.29 nChanged 45 ComputeScore: Raw -32750.164407 + Penalty 290.575112 = -32459.589295 Iteration 40F: 3 clusters Score -32459.59 nChanged 54 ComputeScore: Raw -32776.234484 + Penalty 290.575112 = -32485.659372 Iteration 41Q: 3 clusters Score -32485.66 nChanged 53 ComputeScore: Raw -32797.917778 + Penalty 290.575112 = -32507.342666 Iteration 42Q: 3 clusters Score -32507.34 nChanged 59 ComputeScore: Raw -32827.862439 + Penalty 290.575112 = -32537.287326 Iteration 43Q: 3 clusters Score -32537.29 nChanged 56 ComputeScore: Raw -32873.200782 + Penalty 290.575112 = -32582.625670 Iteration 44Q: 3 clusters Score -32582.63 nChanged 75 ComputeScore: Raw -32975.460579 + Penalty 290.575112 = -32684.885467 Iteration 45Q: 3 clusters Score -32684.89 nChanged 65 ComputeScore: Raw -33098.252792 + Penalty 290.575112 = -32807.677680 Iteration 46Q: 3 clusters Score -32807.68 nChanged 51 ComputeScore: Raw -33212.838840 + Penalty 290.575112 = -32922.263728 Iteration 47Q: 3 clusters Score -32922.26 nChanged 54 ComputeScore: Raw -33302.150119 + Penalty 290.575112 = -33011.575007 Iteration 48Q: 3 clusters Score -33011.58 nChanged 52 ComputeScore: Raw -33458.091744 + Penalty 290.575112 = -33167.516631 Iteration 49Q: 3 clusters Score -33167.52 nChanged 15 ComputeScore: Raw -33505.176051 + Penalty 290.575112 = -33214.600939 Iteration 50Q: 3 clusters Score -33214.6 nChanged 7 ComputeScore: Raw -33510.386323 + Penalty 290.575112 = -33219.811211 Iteration 51Q: 3 clusters Score -33219.81 nChanged 2 ComputeScore: Raw -33511.116633 + Penalty 290.575112 = -33220.541521 Iteration 52Q: 3 clusters Score -33220.54 nChanged 2 ComputeScore: Raw -33512.338578 + Penalty 290.575112 = -33221.763466 Iteration 53Q: 3 clusters Score -33221.76 nChanged 3 ComputeScore: Raw -33515.632327 + Penalty 290.575112 = -33225.057215 Iteration 54Q: 3 clusters Score -33225.06 nChanged 6 ComputeScore: Raw -33529.862001 + Penalty 290.575112 = -33239.286889 Iteration 55Q: 3 clusters Score -33239.29 nChanged 25 ComputeScore: Raw -33713.966675 + Penalty 290.575112 = -33423.391563 Iteration 56Q: 3 clusters Score -33423.39 nChanged 14 ComputeScore: Raw -33914.477918 + Penalty 290.575112 = -33623.902805 Iteration 57Q: 3 clusters Score -33623.9 nChanged 2 ComputeScore: Raw -33914.970761 + Penalty 290.575112 = -33624.395649 Iteration 58Q: 3 clusters Score -33624.4 nChanged 0 ComputeScore: Raw -33914.970761 + Penalty 290.575112 = -33624.395649 Iteration 59F: 3 clusters Score -33624.4 nChanged 0 ComputeScore: Raw -541343.944571 + Penalty 6924.368843 = -534419.575728Splitting cluster 25 changes total score from -533720.157704 to -534419.575728 So it's getting split into cluster 34. Trying to split cluster 26 (209 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3052.529513 + Penalty 96.162017 = -2956.367496 Iteration 0F: 2 clusters Score -2956.367 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2945.141715 + Penalty 192.324033 = -2752.817681 Iteration 0F: 3 clusters Score -2752.818 nChanged 87 ComputeScore: Raw -2995.638271 + Penalty 192.324033 = -2803.314238 Iteration 1F: 3 clusters Score -2803.314 nChanged 21 ComputeScore: Raw -3011.450262 + Penalty 192.324033 = -2819.126229 Iteration 2F: 3 clusters Score -2819.126 nChanged 12 ComputeScore: Raw -3018.882803 + Penalty 192.324033 = -2826.558770 Iteration 3F: 3 clusters Score -2826.559 nChanged 6 ComputeScore: Raw -3026.094860 + Penalty 192.324033 = -2833.770827 Iteration 4Q: 3 clusters Score -2833.771 nChanged 11 ComputeScore: Raw -3035.962373 + Penalty 192.324033 = -2843.638340 Iteration 5F: 3 clusters Score -2843.638 nChanged 7 ComputeScore: Raw -3045.980663 + Penalty 192.324033 = -2853.656630 Iteration 6Q: 3 clusters Score -2853.657 nChanged 9 ComputeScore: Raw -3053.411012 + Penalty 192.324033 = -2861.086979 Iteration 7Q: 3 clusters Score -2861.087 nChanged 8 ComputeScore: Raw -3062.855059 + Penalty 192.324033 = -2870.531026 Iteration 8Q: 3 clusters Score -2870.531 nChanged 3 ComputeScore: Raw -3068.950138 + Penalty 192.324033 = -2876.626105 Iteration 9Q: 3 clusters Score -2876.626 nChanged 2 ComputeScore: Raw -3074.167096 + Penalty 192.324033 = -2881.843063 Iteration 10Q: 3 clusters Score -2881.843 nChanged 1 ComputeScore: Raw -3074.726929 + Penalty 192.324033 = -2882.402896 Iteration 11Q: 3 clusters Score -2882.403 nChanged 0 ComputeScore: Raw -3074.726929 + Penalty 192.324033 = -2882.402896 Iteration 12F: 3 clusters Score -2882.403 nChanged 0 Trying to split cluster 27 (303 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4511.207493 + Penalty 102.847190 = -4408.360302 Iteration 0F: 2 clusters Score -4408.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4374.908405 + Penalty 205.694381 = -4169.214024 Iteration 0F: 3 clusters Score -4169.214 nChanged 99 ComputeScore: Raw -4431.303354 + Penalty 205.694381 = -4225.608973 Iteration 1F: 3 clusters Score -4225.609 nChanged 21 ComputeScore: Raw -4445.434429 + Penalty 205.694381 = -4239.740048 Iteration 2F: 3 clusters Score -4239.74 nChanged 17 ComputeScore: Raw -4454.037396 + Penalty 205.694381 = -4248.343015 Iteration 3F: 3 clusters Score -4248.343 nChanged 16 ComputeScore: Raw -4462.548182 + Penalty 205.694381 = -4256.853801 Iteration 4F: 3 clusters Score -4256.854 nChanged 9 ComputeScore: Raw -4467.917377 + Penalty 205.694381 = -4262.222996 Iteration 5Q: 3 clusters Score -4262.223 nChanged 8 ComputeScore: Raw -4474.226943 + Penalty 205.694381 = -4268.532562 Iteration 6Q: 3 clusters Score -4268.533 nChanged 7 ComputeScore: Raw -4478.079824 + Penalty 205.694381 = -4272.385443 Iteration 7Q: 3 clusters Score -4272.385 nChanged 6 ComputeScore: Raw -4482.919513 + Penalty 205.694381 = -4277.225132 Iteration 8Q: 3 clusters Score -4277.225 nChanged 4 ComputeScore: Raw -4483.866611 + Penalty 205.694381 = -4278.172230 Iteration 9Q: 3 clusters Score -4278.172 nChanged 1 ComputeScore: Raw -4484.028756 + Penalty 205.694381 = -4278.334375 Iteration 10Q: 3 clusters Score -4278.334 nChanged 1 ComputeScore: Raw -4484.355252 + Penalty 205.694381 = -4278.660871 Iteration 11Q: 3 clusters Score -4278.661 nChanged 0 ComputeScore: Raw -4484.355252 + Penalty 205.694381 = -4278.660871 Iteration 12F: 3 clusters Score -4278.661 nChanged 0 Trying to split cluster 28 (349 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4429.099529 + Penalty 105.391295 = -4323.708235 Iteration 0F: 2 clusters Score -4323.708 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4257.752794 + Penalty 210.782589 = -4046.970204 Iteration 0F: 3 clusters Score -4046.97 nChanged 137 ComputeScore: Raw -4342.158951 + Penalty 210.782589 = -4131.376362 Iteration 1F: 3 clusters Score -4131.376 nChanged 31 ComputeScore: Raw -4362.110552 + Penalty 210.782589 = -4151.327962 Iteration 2F: 3 clusters Score -4151.328 nChanged 22 ComputeScore: Raw -4377.592192 + Penalty 210.782589 = -4166.809603 Iteration 3F: 3 clusters Score -4166.81 nChanged 19 ComputeScore: Raw -4391.869868 + Penalty 210.782589 = -4181.087279 Iteration 4F: 3 clusters Score -4181.087 nChanged 16 ComputeScore: Raw -4410.185898 + Penalty 210.782589 = -4199.403309 Iteration 5Q: 3 clusters Score -4199.403 nChanged 15 ComputeScore: Raw -4426.553795 + Penalty 210.782589 = -4215.771205 Iteration 6Q: 3 clusters Score -4215.771 nChanged 7 ComputeScore: Raw -4429.610346 + Penalty 210.782589 = -4218.827757 Iteration 7Q: 3 clusters Score -4218.828 nChanged 4 ComputeScore: Raw -4430.836979 + Penalty 210.782589 = -4220.054390 Iteration 8Q: 3 clusters Score -4220.054 nChanged 3 ComputeScore: Raw -4431.261099 + Penalty 210.782589 = -4220.478510 Iteration 9Q: 3 clusters Score -4220.479 nChanged 1 ComputeScore: Raw -4431.564595 + Penalty 210.782589 = -4220.782006 Iteration 10Q: 3 clusters Score -4220.782 nChanged 1 ComputeScore: Raw -4431.891468 + Penalty 210.782589 = -4221.108879 Iteration 11Q: 3 clusters Score -4221.109 nChanged 1 ComputeScore: Raw -4431.992153 + Penalty 210.782589 = -4221.209563 Iteration 12Q: 3 clusters Score -4221.21 nChanged 0 ComputeScore: Raw -4431.992153 + Penalty 210.782589 = -4221.209563 Iteration 13F: 3 clusters Score -4221.21 nChanged 0 Trying to split cluster 29 (270 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3711.233580 + Penalty 100.771595 = -3610.461984 Iteration 0F: 2 clusters Score -3610.462 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3594.353936 + Penalty 201.543191 = -3392.810745 Iteration 0F: 3 clusters Score -3392.811 nChanged 103 ComputeScore: Raw -3676.192555 + Penalty 201.543191 = -3474.649365 Iteration 1F: 3 clusters Score -3474.649 nChanged 15 ComputeScore: Raw -3696.852898 + Penalty 201.543191 = -3495.309708 Iteration 2F: 3 clusters Score -3495.31 nChanged 16 ComputeScore: Raw -3719.479463 + Penalty 201.543191 = -3517.936273 Iteration 3F: 3 clusters Score -3517.936 nChanged 8 ComputeScore: Raw -3732.893932 + Penalty 201.543191 = -3531.350741 Iteration 4Q: 3 clusters Score -3531.351 nChanged 9 ComputeScore: Raw -3739.370140 + Penalty 201.543191 = -3537.826950 Iteration 5Q: 3 clusters Score -3537.827 nChanged 4 ComputeScore: Raw -3740.372657 + Penalty 201.543191 = -3538.829467 Iteration 6Q: 3 clusters Score -3538.829 nChanged 2 ComputeScore: Raw -3741.099081 + Penalty 201.543191 = -3539.555891 Iteration 7Q: 3 clusters Score -3539.556 nChanged 0 ComputeScore: Raw -3741.099081 + Penalty 201.543191 = -3539.555891 Iteration 8F: 3 clusters Score -3539.556 nChanged 0 Trying to split cluster 30 (470 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6670.502912 + Penalty 110.749189 = -6559.753723 Iteration 0F: 2 clusters Score -6559.754 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6425.896141 + Penalty 221.498377 = -6204.397764 Iteration 0F: 3 clusters Score -6204.398 nChanged 194 ComputeScore: Raw -6524.441953 + Penalty 221.498377 = -6302.943576 Iteration 1F: 3 clusters Score -6302.944 nChanged 42 ComputeScore: Raw -6549.118215 + Penalty 221.498377 = -6327.619838 Iteration 2F: 3 clusters Score -6327.62 nChanged 23 ComputeScore: Raw -6566.848880 + Penalty 221.498377 = -6345.350503 Iteration 3Q: 3 clusters Score -6345.351 nChanged 19 ComputeScore: Raw -6582.726369 + Penalty 221.498377 = -6361.227992 Iteration 4Q: 3 clusters Score -6361.228 nChanged 13 ComputeScore: Raw -6592.364929 + Penalty 221.498377 = -6370.866552 Iteration 5Q: 3 clusters Score -6370.867 nChanged 11 ComputeScore: Raw -6600.558349 + Penalty 221.498377 = -6379.059972 Iteration 6Q: 3 clusters Score -6379.06 nChanged 9 ComputeScore: Raw -6605.552173 + Penalty 221.498377 = -6384.053796 Iteration 7Q: 3 clusters Score -6384.054 nChanged 7 ComputeScore: Raw -6607.360534 + Penalty 221.498377 = -6385.862157 Iteration 8Q: 3 clusters Score -6385.862 nChanged 4 ComputeScore: Raw -6611.250657 + Penalty 221.498377 = -6389.752280 Iteration 9Q: 3 clusters Score -6389.752 nChanged 4 ComputeScore: Raw -6612.727729 + Penalty 221.498377 = -6391.229352 Iteration 10Q: 3 clusters Score -6391.229 nChanged 4 ComputeScore: Raw -6617.105597 + Penalty 221.498377 = -6395.607220 Iteration 11Q: 3 clusters Score -6395.607 nChanged 6 ComputeScore: Raw -6619.839779 + Penalty 221.498377 = -6398.341402 Iteration 12Q: 3 clusters Score -6398.341 nChanged 3 ComputeScore: Raw -6621.256313 + Penalty 221.498377 = -6399.757936 Iteration 13Q: 3 clusters Score -6399.758 nChanged 4 ComputeScore: Raw -6622.648159 + Penalty 221.498377 = -6401.149782 Iteration 14Q: 3 clusters Score -6401.15 nChanged 1 ComputeScore: Raw -6622.731707 + Penalty 221.498377 = -6401.233330 Iteration 15Q: 3 clusters Score -6401.233 nChanged 0 ComputeScore: Raw -6622.731707 + Penalty 221.498377 = -6401.233330 Iteration 16F: 3 clusters Score -6401.233 nChanged 0 Trying to split cluster 31 (829 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10430.986117 + Penalty 120.963963 = -10310.022155 Iteration 0F: 2 clusters Score -10310.02 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9972.836993 + Penalty 241.927926 = -9730.909068 Iteration 0F: 3 clusters Score -9730.909 nChanged 355 ComputeScore: Raw -10142.801971 + Penalty 241.927926 = -9900.874045 Iteration 1F: 3 clusters Score -9900.874 nChanged 50 ComputeScore: Raw -10169.059219 + Penalty 241.927926 = -9927.131293 Iteration 2F: 3 clusters Score -9927.131 nChanged 53 ComputeScore: Raw -10205.596199 + Penalty 241.927926 = -9963.668274 Iteration 3F: 3 clusters Score -9963.668 nChanged 49 ComputeScore: Raw -10237.020341 + Penalty 241.927926 = -9995.092415 Iteration 4F: 3 clusters Score -9995.092 nChanged 40 ComputeScore: Raw -10260.956983 + Penalty 241.927926 = -10019.029057 Iteration 5Q: 3 clusters Score -10019.03 nChanged 38 ComputeScore: Raw -10282.416466 + Penalty 241.927926 = -10040.488540 Iteration 6Q: 3 clusters Score -10040.49 nChanged 32 ComputeScore: Raw -10301.803552 + Penalty 241.927926 = -10059.875627 Iteration 7Q: 3 clusters Score -10059.88 nChanged 28 ComputeScore: Raw -10325.651768 + Penalty 241.927926 = -10083.723842 Iteration 8Q: 3 clusters Score -10083.72 nChanged 24 ComputeScore: Raw -10355.720934 + Penalty 241.927926 = -10113.793008 Iteration 9Q: 3 clusters Score -10113.79 nChanged 27 ComputeScore: Raw -10383.259552 + Penalty 241.927926 = -10141.331627 Iteration 10Q: 3 clusters Score -10141.33 nChanged 23 ComputeScore: Raw -10403.595399 + Penalty 241.927926 = -10161.667473 Iteration 11Q: 3 clusters Score -10161.67 nChanged 19 ComputeScore: Raw -10421.317717 + Penalty 241.927926 = -10179.389791 Iteration 12Q: 3 clusters Score -10179.39 nChanged 10 ComputeScore: Raw -10429.649886 + Penalty 241.927926 = -10187.721960 Iteration 13Q: 3 clusters Score -10187.72 nChanged 12 ComputeScore: Raw -10448.855153 + Penalty 241.927926 = -10206.927228 Iteration 14Q: 3 clusters Score -10206.93 nChanged 7 ComputeScore: Raw -10463.032597 + Penalty 241.927926 = -10221.104671 Iteration 15Q: 3 clusters Score -10221.1 nChanged 9 ComputeScore: Raw -10468.020410 + Penalty 241.927926 = -10226.092484 Iteration 16Q: 3 clusters Score -10226.09 nChanged 11 ComputeScore: Raw -10473.857940 + Penalty 241.927926 = -10231.930015 Iteration 17Q: 3 clusters Score -10231.93 nChanged 9 ComputeScore: Raw -10479.174736 + Penalty 241.927926 = -10237.246810 Iteration 18Q: 3 clusters Score -10237.25 nChanged 11 ComputeScore: Raw -10483.686705 + Penalty 241.927926 = -10241.758779 Iteration 19Q: 3 clusters Score -10241.76 nChanged 5 ComputeScore: Raw -10484.611747 + Penalty 241.927926 = -10242.683822 Iteration 20F: 3 clusters Score -10242.68 nChanged 2 ComputeScore: Raw -10485.359203 + Penalty 241.927926 = -10243.431278 Iteration 21Q: 3 clusters Score -10243.43 nChanged 2 ComputeScore: Raw -10485.774629 + Penalty 241.927926 = -10243.846704 Iteration 22Q: 3 clusters Score -10243.85 nChanged 1 ComputeScore: Raw -10486.434864 + Penalty 241.927926 = -10244.506938 Iteration 23Q: 3 clusters Score -10244.51 nChanged 5 ComputeScore: Raw -10488.823486 + Penalty 241.927926 = -10246.895561 Iteration 24Q: 3 clusters Score -10246.9 nChanged 6 ComputeScore: Raw -10490.433989 + Penalty 241.927926 = -10248.506063 Iteration 25Q: 3 clusters Score -10248.51 nChanged 1 ComputeScore: Raw -10490.488692 + Penalty 241.927926 = -10248.560766 Iteration 26Q: 3 clusters Score -10248.56 nChanged 0 ComputeScore: Raw -10490.488692 + Penalty 241.927926 = -10248.560766 Iteration 27F: 3 clusters Score -10248.56 nChanged 0 Trying to split cluster 32 (153 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2200.542939 + Penalty 90.547883 = -2109.995056 Iteration 0F: 2 clusters Score -2109.995 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2145.914226 + Penalty 181.095765 = -1964.818461 Iteration 0F: 3 clusters Score -1964.818 nChanged 51 ComputeScore: Raw -2191.908561 + Penalty 181.095765 = -2010.812795 Iteration 1F: 3 clusters Score -2010.813 nChanged 14 ComputeScore: Raw -2201.682764 + Penalty 181.095765 = -2020.586999 Iteration 2F: 3 clusters Score -2020.587 nChanged 3 ComputeScore: Raw -2204.833164 + Penalty 181.095765 = -2023.737399 Iteration 3Q: 3 clusters Score -2023.737 nChanged 3 ComputeScore: Raw -2208.938270 + Penalty 181.095765 = -2027.842505 Iteration 4Q: 3 clusters Score -2027.843 nChanged 2 ComputeScore: Raw -2210.627853 + Penalty 181.095765 = -2029.532087 Iteration 5Q: 3 clusters Score -2029.532 nChanged 2 ComputeScore: Raw -2211.503099 + Penalty 181.095765 = -2030.407334 Iteration 6Q: 3 clusters Score -2030.407 nChanged 1 ComputeScore: Raw -2211.768139 + Penalty 181.095765 = -2030.672374 Iteration 7Q: 3 clusters Score -2030.672 nChanged 0 ComputeScore: Raw -2211.768139 + Penalty 181.095765 = -2030.672374 Iteration 8F: 3 clusters Score -2030.672 nChanged 0 Trying to split cluster 33 (467 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5968.271349 + Penalty 110.633927 = -5857.637422 Iteration 0F: 2 clusters Score -5857.637 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5732.801477 + Penalty 221.267853 = -5511.533624 Iteration 0F: 3 clusters Score -5511.534 nChanged 184 ComputeScore: Raw -5833.044981 + Penalty 221.267853 = -5611.777127 Iteration 1F: 3 clusters Score -5611.777 nChanged 35 ComputeScore: Raw -5850.557469 + Penalty 221.267853 = -5629.289616 Iteration 2F: 3 clusters Score -5629.29 nChanged 25 ComputeScore: Raw -5862.716387 + Penalty 221.267853 = -5641.448534 Iteration 3F: 3 clusters Score -5641.449 nChanged 19 ComputeScore: Raw -5871.500027 + Penalty 221.267853 = -5650.232174 Iteration 4Q: 3 clusters Score -5650.232 nChanged 13 ComputeScore: Raw -5878.679983 + Penalty 221.267853 = -5657.412130 Iteration 5Q: 3 clusters Score -5657.412 nChanged 17 ComputeScore: Raw -5892.106150 + Penalty 221.267853 = -5670.838297 Iteration 6Q: 3 clusters Score -5670.838 nChanged 17 ComputeScore: Raw -5908.512767 + Penalty 221.267853 = -5687.244913 Iteration 7Q: 3 clusters Score -5687.245 nChanged 9 ComputeScore: Raw -5913.525122 + Penalty 221.267853 = -5692.257269 Iteration 8Q: 3 clusters Score -5692.257 nChanged 10 ComputeScore: Raw -5922.833723 + Penalty 221.267853 = -5701.565869 Iteration 9Q: 3 clusters Score -5701.566 nChanged 10 ComputeScore: Raw -5933.568227 + Penalty 221.267853 = -5712.300374 Iteration 10Q: 3 clusters Score -5712.3 nChanged 10 ComputeScore: Raw -5948.882058 + Penalty 221.267853 = -5727.614204 Iteration 11Q: 3 clusters Score -5727.614 nChanged 8 ComputeScore: Raw -5962.392200 + Penalty 221.267853 = -5741.124347 Iteration 12Q: 3 clusters Score -5741.124 nChanged 5 ComputeScore: Raw -5973.024867 + Penalty 221.267853 = -5751.757014 Iteration 13Q: 3 clusters Score -5751.757 nChanged 2 ComputeScore: Raw -5974.108747 + Penalty 221.267853 = -5752.840894 Iteration 14Q: 3 clusters Score -5752.841 nChanged 1 ComputeScore: Raw -5974.352175 + Penalty 221.267853 = -5753.084322 Iteration 15Q: 3 clusters Score -5753.084 nChanged 0 ComputeScore: Raw -5974.352175 + Penalty 221.267853 = -5753.084322 Iteration 16F: 3 clusters Score -5753.084 nChanged 0 ConsiderDeletion: ComputeScore: Raw -541416.535692 + Penalty 6924.368843 = -534492.166849Iteration 239Q: 35 clusters Score -534492.2 nChanged 100 ConsiderDeletion: ComputeScore: Raw -541488.739482 + Penalty 6924.368843 = -534564.370639Iteration 240F: 35 clusters Score -534564.4 nChanged 67 ConsiderDeletion: ComputeScore: Raw -541518.532151 + Penalty 6924.368843 = -534594.163308Iteration 241Q: 35 clusters Score -534594.2 nChanged 45 ConsiderDeletion: ComputeScore: Raw -541531.739336 + Penalty 6924.368843 = -534607.370493Iteration 242Q: 35 clusters Score -534607.4 nChanged 27 ConsiderDeletion: ComputeScore: Raw -541534.764783 + Penalty 6924.368843 = -534610.395940Iteration 243Q: 35 clusters Score -534610.4 nChanged 14 ConsiderDeletion: ComputeScore: Raw -541535.608370 + Penalty 6924.368843 = -534611.239527Iteration 244Q: 35 clusters Score -534611.2 nChanged 10 ConsiderDeletion: ComputeScore: Raw -541536.202252 + Penalty 6924.368843 = -534611.833410Iteration 245Q: 35 clusters Score -534611.8 nChanged 5 ConsiderDeletion: ComputeScore: Raw -541536.396221 + Penalty 6924.368843 = -534612.027379Iteration 246Q: 35 clusters Score -534612 nChanged 6 ConsiderDeletion: ComputeScore: Raw -541536.673156 + Penalty 6924.368843 = -534612.304314Iteration 247Q: 35 clusters Score -534612.3 nChanged 6 ConsiderDeletion: ComputeScore: Raw -541536.903193 + Penalty 6924.368843 = -534612.534351Iteration 248Q: 35 clusters Score -534612.5 nChanged 4 ConsiderDeletion: ComputeScore: Raw -541537.066340 + Penalty 6924.368843 = -534612.697498Iteration 249Q: 35 clusters Score -534612.7 nChanged 3 ConsiderDeletion: ComputeScore: Raw -541537.106473 + Penalty 6924.368843 = -534612.737630Iteration 250Q: 35 clusters Score -534612.7 nChanged 1 ConsiderDeletion: ComputeScore: Raw -541537.116295 + Penalty 6924.368843 = -534612.747452Iteration 251Q: 35 clusters Score -534612.7 nChanged 0 ConsiderDeletion: ComputeScore: Raw -541537.116295 + Penalty 6924.368843 = -534612.747452Iteration 252F: 35 clusters Score -534612.7 nChanged 0 ComputeScore: Raw -541537.116295 + Penalty 6924.368843 = -534612.747452Trying to split cluster 1 (482 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6260.731561 + Penalty 111.202994 = -6149.528567 Iteration 0F: 2 clusters Score -6149.529 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6013.510387 + Penalty 222.405988 = -5791.104399 Iteration 0F: 3 clusters Score -5791.104 nChanged 206 ComputeScore: Raw -6157.010710 + Penalty 222.405988 = -5934.604722 Iteration 1F: 3 clusters Score -5934.605 nChanged 40 ComputeScore: Raw -6190.554707 + Penalty 222.405988 = -5968.148719 Iteration 2F: 3 clusters Score -5968.149 nChanged 27 ComputeScore: Raw -6207.713625 + Penalty 222.405988 = -5985.307637 Iteration 3F: 3 clusters Score -5985.308 nChanged 16 ComputeScore: Raw -6224.071643 + Penalty 222.405988 = -6001.665655 Iteration 4Q: 3 clusters Score -6001.666 nChanged 19 ComputeScore: Raw -6241.549919 + Penalty 222.405988 = -6019.143931 Iteration 5Q: 3 clusters Score -6019.144 nChanged 14 ComputeScore: Raw -6258.518307 + Penalty 222.405988 = -6036.112318 Iteration 6Q: 3 clusters Score -6036.112 nChanged 15 ComputeScore: Raw -6270.308559 + Penalty 222.405988 = -6047.902571 Iteration 7Q: 3 clusters Score -6047.903 nChanged 8 ComputeScore: Raw -6278.661702 + Penalty 222.405988 = -6056.255713 Iteration 8Q: 3 clusters Score -6056.256 nChanged 8 ComputeScore: Raw -6283.745771 + Penalty 222.405988 = -6061.339783 Iteration 9Q: 3 clusters Score -6061.34 nChanged 1 ComputeScore: Raw -6284.513411 + Penalty 222.405988 = -6062.107423 Iteration 10Q: 3 clusters Score -6062.107 nChanged 3 ComputeScore: Raw -6287.890123 + Penalty 222.405988 = -6065.484135 Iteration 11Q: 3 clusters Score -6065.484 nChanged 6 ComputeScore: Raw -6293.005426 + Penalty 222.405988 = -6070.599437 Iteration 12Q: 3 clusters Score -6070.599 nChanged 3 ComputeScore: Raw -6295.145219 + Penalty 222.405988 = -6072.739231 Iteration 13Q: 3 clusters Score -6072.739 nChanged 2 ComputeScore: Raw -6297.087247 + Penalty 222.405988 = -6074.681259 Iteration 14Q: 3 clusters Score -6074.681 nChanged 2 ComputeScore: Raw -6298.811982 + Penalty 222.405988 = -6076.405993 Iteration 15Q: 3 clusters Score -6076.406 nChanged 1 ComputeScore: Raw -6298.898702 + Penalty 222.405988 = -6076.492713 Iteration 16Q: 3 clusters Score -6076.493 nChanged 0 ComputeScore: Raw -6298.898702 + Penalty 222.405988 = -6076.492713 Iteration 17F: 3 clusters Score -6076.493 nChanged 0 Trying to split cluster 2 (1340 points) Assigned 2 initial classes randomly. ComputeScore: Raw -14958.080970 + Penalty 129.607648 = -14828.473322 Iteration 0F: 2 clusters Score -14828.47 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -14168.668668 + Penalty 259.215296 = -13909.453372 Iteration 0F: 3 clusters Score -13909.45 nChanged 589 ComputeScore: Raw -14455.705561 + Penalty 259.215296 = -14196.490265 Iteration 1F: 3 clusters Score -14196.49 nChanged 86 ComputeScore: Raw -14487.505613 + Penalty 259.215296 = -14228.290317 Iteration 2F: 3 clusters Score -14228.29 nChanged 71 ComputeScore: Raw -14520.881272 + Penalty 259.215296 = -14261.665976 Iteration 3F: 3 clusters Score -14261.67 nChanged 64 ComputeScore: Raw -14556.910384 + Penalty 259.215296 = -14297.695087 Iteration 4Q: 3 clusters Score -14297.7 nChanged 90 ComputeScore: Raw -14614.187334 + Penalty 259.215296 = -14354.972038 Iteration 5F: 3 clusters Score -14354.97 nChanged 93 ComputeScore: Raw -14696.474708 + Penalty 259.215296 = -14437.259412 Iteration 6F: 3 clusters Score -14437.26 nChanged 83 ComputeScore: Raw -14783.459418 + Penalty 259.215296 = -14524.244122 Iteration 7F: 3 clusters Score -14524.24 nChanged 68 ComputeScore: Raw -14862.505848 + Penalty 259.215296 = -14603.290552 Iteration 8F: 3 clusters Score -14603.29 nChanged 46 ComputeScore: Raw -14890.396047 + Penalty 259.215296 = -14631.180750 Iteration 9Q: 3 clusters Score -14631.18 nChanged 25 ComputeScore: Raw -14903.387328 + Penalty 259.215296 = -14644.172032 Iteration 10Q: 3 clusters Score -14644.17 nChanged 17 ComputeScore: Raw -14912.336182 + Penalty 259.215296 = -14653.120886 Iteration 11Q: 3 clusters Score -14653.12 nChanged 18 ComputeScore: Raw -14920.159046 + Penalty 259.215296 = -14660.943750 Iteration 12Q: 3 clusters Score -14660.94 nChanged 12 ComputeScore: Raw -14925.256787 + Penalty 259.215296 = -14666.041491 Iteration 13Q: 3 clusters Score -14666.04 nChanged 11 ComputeScore: Raw -14931.929704 + Penalty 259.215296 = -14672.714408 Iteration 14Q: 3 clusters Score -14672.71 nChanged 8 ComputeScore: Raw -14933.585184 + Penalty 259.215296 = -14674.369888 Iteration 15Q: 3 clusters Score -14674.37 nChanged 8 ComputeScore: Raw -14935.262426 + Penalty 259.215296 = -14676.047130 Iteration 16Q: 3 clusters Score -14676.05 nChanged 4 ComputeScore: Raw -14938.443961 + Penalty 259.215296 = -14679.228665 Iteration 17Q: 3 clusters Score -14679.23 nChanged 9 ComputeScore: Raw -14946.757268 + Penalty 259.215296 = -14687.541972 Iteration 18Q: 3 clusters Score -14687.54 nChanged 9 ComputeScore: Raw -14953.503372 + Penalty 259.215296 = -14694.288075 Iteration 19Q: 3 clusters Score -14694.29 nChanged 12 ComputeScore: Raw -14961.344990 + Penalty 259.215296 = -14702.129694 Iteration 20F: 3 clusters Score -14702.13 nChanged 5 ComputeScore: Raw -14964.394974 + Penalty 259.215296 = -14705.179678 Iteration 21Q: 3 clusters Score -14705.18 nChanged 5 ComputeScore: Raw -14966.975472 + Penalty 259.215296 = -14707.760176 Iteration 22Q: 3 clusters Score -14707.76 nChanged 7 ComputeScore: Raw -14970.542253 + Penalty 259.215296 = -14711.326957 Iteration 23Q: 3 clusters Score -14711.33 nChanged 8 ComputeScore: Raw -14975.837354 + Penalty 259.215296 = -14716.622057 Iteration 24Q: 3 clusters Score -14716.62 nChanged 6 ComputeScore: Raw -14978.619012 + Penalty 259.215296 = -14719.403716 Iteration 25Q: 3 clusters Score -14719.4 nChanged 2 ComputeScore: Raw -14979.885555 + Penalty 259.215296 = -14720.670258 Iteration 26Q: 3 clusters Score -14720.67 nChanged 2 ComputeScore: Raw -14980.390111 + Penalty 259.215296 = -14721.174815 Iteration 27Q: 3 clusters Score -14721.17 nChanged 1 ComputeScore: Raw -14980.465534 + Penalty 259.215296 = -14721.250238 Iteration 28Q: 3 clusters Score -14721.25 nChanged 1 ComputeScore: Raw -14980.565218 + Penalty 259.215296 = -14721.349922 Iteration 29Q: 3 clusters Score -14721.35 nChanged 2 ComputeScore: Raw -14982.694789 + Penalty 259.215296 = -14723.479493 Iteration 30Q: 3 clusters Score -14723.48 nChanged 3 ComputeScore: Raw -14985.914190 + Penalty 259.215296 = -14726.698894 Iteration 31Q: 3 clusters Score -14726.7 nChanged 4 ComputeScore: Raw -14988.760356 + Penalty 259.215296 = -14729.545060 Iteration 32Q: 3 clusters Score -14729.55 nChanged 2 ComputeScore: Raw -14989.712496 + Penalty 259.215296 = -14730.497200 Iteration 33Q: 3 clusters Score -14730.5 nChanged 2 ComputeScore: Raw -14990.858326 + Penalty 259.215296 = -14731.643030 Iteration 34Q: 3 clusters Score -14731.64 nChanged 0 ComputeScore: Raw -14990.858326 + Penalty 259.215296 = -14731.643030 Iteration 35F: 3 clusters Score -14731.64 nChanged 0 Trying to split cluster 3 (4137 points) Assigned 2 initial classes randomly. ComputeScore: Raw -38539.935624 + Penalty 149.899071 = -38390.036553 Iteration 0F: 2 clusters Score -38390.04 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -35941.536695 + Penalty 299.798142 = -35641.738553 Iteration 0F: 3 clusters Score -35641.74 nChanged 1929 ComputeScore: Raw -37250.242408 + Penalty 299.798142 = -36950.444266 Iteration 1F: 3 clusters Score -36950.44 nChanged 294 ComputeScore: Raw -37406.411410 + Penalty 299.798142 = -37106.613268 Iteration 2F: 3 clusters Score -37106.61 nChanged 237 ComputeScore: Raw -37537.569475 + Penalty 299.798142 = -37237.771333 Iteration 3F: 3 clusters Score -37237.77 nChanged 220 ComputeScore: Raw -37670.687649 + Penalty 299.798142 = -37370.889507 Iteration 4F: 3 clusters Score -37370.89 nChanged 186 ComputeScore: Raw -37787.314644 + Penalty 299.798142 = -37487.516502 Iteration 5Q: 3 clusters Score -37487.52 nChanged 146 ComputeScore: Raw -37886.526585 + Penalty 299.798142 = -37586.728443 Iteration 6Q: 3 clusters Score -37586.73 nChanged 148 ComputeScore: Raw -37983.631631 + Penalty 299.798142 = -37683.833489 Iteration 7Q: 3 clusters Score -37683.83 nChanged 136 ComputeScore: Raw -38061.956933 + Penalty 299.798142 = -37762.158791 Iteration 8Q: 3 clusters Score -37762.16 nChanged 85 ComputeScore: Raw -38099.119151 + Penalty 299.798142 = -37799.321009 Iteration 9Q: 3 clusters Score -37799.32 nChanged 73 ComputeScore: Raw -38135.552447 + Penalty 299.798142 = -37835.754305 Iteration 10Q: 3 clusters Score -37835.75 nChanged 75 ComputeScore: Raw -38167.425587 + Penalty 299.798142 = -37867.627445 Iteration 11Q: 3 clusters Score -37867.63 nChanged 65 ComputeScore: Raw -38199.430105 + Penalty 299.798142 = -37899.631963 Iteration 12Q: 3 clusters Score -37899.63 nChanged 66 ComputeScore: Raw -38233.035055 + Penalty 299.798142 = -37933.236913 Iteration 13Q: 3 clusters Score -37933.24 nChanged 70 ComputeScore: Raw -38274.532832 + Penalty 299.798142 = -37974.734690 Iteration 14Q: 3 clusters Score -37974.73 nChanged 75 ComputeScore: Raw -38327.324069 + Penalty 299.798142 = -38027.525927 Iteration 15Q: 3 clusters Score -38027.53 nChanged 64 ComputeScore: Raw -38370.847838 + Penalty 299.798142 = -38071.049696 Iteration 16Q: 3 clusters Score -38071.05 nChanged 43 ComputeScore: Raw -38397.100311 + Penalty 299.798142 = -38097.302169 Iteration 17Q: 3 clusters Score -38097.3 nChanged 43 ComputeScore: Raw -38419.032587 + Penalty 299.798142 = -38119.234445 Iteration 18Q: 3 clusters Score -38119.23 nChanged 34 ComputeScore: Raw -38438.801332 + Penalty 299.798142 = -38139.003190 Iteration 19Q: 3 clusters Score -38139 nChanged 37 ComputeScore: Raw -38459.886598 + Penalty 299.798142 = -38160.088456 Iteration 20F: 3 clusters Score -38160.09 nChanged 34 ComputeScore: Raw -38479.441648 + Penalty 299.798142 = -38179.643506 Iteration 21Q: 3 clusters Score -38179.64 nChanged 30 ComputeScore: Raw -38499.446999 + Penalty 299.798142 = -38199.648857 Iteration 22Q: 3 clusters Score -38199.65 nChanged 22 ComputeScore: Raw -38515.987904 + Penalty 299.798142 = -38216.189762 Iteration 23Q: 3 clusters Score -38216.19 nChanged 24 ComputeScore: Raw -38534.678382 + Penalty 299.798142 = -38234.880240 Iteration 24Q: 3 clusters Score -38234.88 nChanged 12 ComputeScore: Raw -38542.374834 + Penalty 299.798142 = -38242.576692 Iteration 25Q: 3 clusters Score -38242.58 nChanged 13 ComputeScore: Raw -38552.428753 + Penalty 299.798142 = -38252.630611 Iteration 26Q: 3 clusters Score -38252.63 nChanged 7 ComputeScore: Raw -38558.979176 + Penalty 299.798142 = -38259.181034 Iteration 27Q: 3 clusters Score -38259.18 nChanged 5 ComputeScore: Raw -38563.144286 + Penalty 299.798142 = -38263.346144 Iteration 28Q: 3 clusters Score -38263.35 nChanged 2 ComputeScore: Raw -38563.762770 + Penalty 299.798142 = -38263.964628 Iteration 29Q: 3 clusters Score -38263.96 nChanged 1 ComputeScore: Raw -38563.974178 + Penalty 299.798142 = -38264.176036 Iteration 30Q: 3 clusters Score -38264.18 nChanged 0 ComputeScore: Raw -38563.974178 + Penalty 299.798142 = -38264.176036 Iteration 31F: 3 clusters Score -38264.18 nChanged 0 Trying to split cluster 4 (1832 points) Assigned 2 initial classes randomly. ComputeScore: Raw -11844.069316 + Penalty 135.236944 = -11708.832372 Iteration 0F: 2 clusters Score -11708.83 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10743.137839 + Penalty 270.473888 = -10472.663951 Iteration 0F: 3 clusters Score -10472.66 nChanged 817 ComputeScore: Raw -11299.839528 + Penalty 270.473888 = -11029.365640 Iteration 1F: 3 clusters Score -11029.37 nChanged 131 ComputeScore: Raw -11409.753095 + Penalty 270.473888 = -11139.279207 Iteration 2F: 3 clusters Score -11139.28 nChanged 147 ComputeScore: Raw -11551.725070 + Penalty 270.473888 = -11281.251183 Iteration 3F: 3 clusters Score -11281.25 nChanged 96 ComputeScore: Raw -11646.901369 + Penalty 270.473888 = -11376.427482 Iteration 4F: 3 clusters Score -11376.43 nChanged 82 ComputeScore: Raw -11724.829587 + Penalty 270.473888 = -11454.355700 Iteration 5Q: 3 clusters Score -11454.36 nChanged 51 ComputeScore: Raw -11777.999378 + Penalty 270.473888 = -11507.525491 Iteration 6Q: 3 clusters Score -11507.53 nChanged 32 ComputeScore: Raw -11807.325872 + Penalty 270.473888 = -11536.851984 Iteration 7Q: 3 clusters Score -11536.85 nChanged 30 ComputeScore: Raw -11834.634026 + Penalty 270.473888 = -11564.160138 Iteration 8Q: 3 clusters Score -11564.16 nChanged 26 ComputeScore: Raw -11856.834851 + Penalty 270.473888 = -11586.360963 Iteration 9Q: 3 clusters Score -11586.36 nChanged 35 ComputeScore: Raw -11890.820611 + Penalty 270.473888 = -11620.346724 Iteration 10Q: 3 clusters Score -11620.35 nChanged 35 ComputeScore: Raw -11916.938408 + Penalty 270.473888 = -11646.464520 Iteration 11Q: 3 clusters Score -11646.46 nChanged 37 ComputeScore: Raw -11950.520465 + Penalty 270.473888 = -11680.046577 Iteration 12Q: 3 clusters Score -11680.05 nChanged 26 ComputeScore: Raw -11967.847401 + Penalty 270.473888 = -11697.373513 Iteration 13Q: 3 clusters Score -11697.37 nChanged 16 ComputeScore: Raw -11975.537748 + Penalty 270.473888 = -11705.063861 Iteration 14Q: 3 clusters Score -11705.06 nChanged 11 ComputeScore: Raw -11980.725638 + Penalty 270.473888 = -11710.251750 Iteration 15Q: 3 clusters Score -11710.25 nChanged 11 ComputeScore: Raw -11986.118305 + Penalty 270.473888 = -11715.644417 Iteration 16Q: 3 clusters Score -11715.64 nChanged 11 ComputeScore: Raw -11989.446254 + Penalty 270.473888 = -11718.972366 Iteration 17Q: 3 clusters Score -11718.97 nChanged 1 ComputeScore: Raw -11990.080666 + Penalty 270.473888 = -11719.606778 Iteration 18Q: 3 clusters Score -11719.61 nChanged 1 ComputeScore: Raw -11990.201564 + Penalty 270.473888 = -11719.727676 Iteration 19Q: 3 clusters Score -11719.73 nChanged 1 ComputeScore: Raw -11997.016314 + Penalty 270.473888 = -11726.542426 Iteration 20F: 3 clusters Score -11726.54 nChanged 8 ComputeScore: Raw -12000.514214 + Penalty 270.473888 = -11730.040326 Iteration 21Q: 3 clusters Score -11730.04 nChanged 4 ComputeScore: Raw -12001.324833 + Penalty 270.473888 = -11730.850945 Iteration 22Q: 3 clusters Score -11730.85 nChanged 5 ComputeScore: Raw -12003.287081 + Penalty 270.473888 = -11732.813194 Iteration 23Q: 3 clusters Score -11732.81 nChanged 12 ComputeScore: Raw -12008.519399 + Penalty 270.473888 = -11738.045511 Iteration 24Q: 3 clusters Score -11738.05 nChanged 11 ComputeScore: Raw -12012.263106 + Penalty 270.473888 = -11741.789219 Iteration 25Q: 3 clusters Score -11741.79 nChanged 9 ComputeScore: Raw -12014.711071 + Penalty 270.473888 = -11744.237183 Iteration 26Q: 3 clusters Score -11744.24 nChanged 8 ComputeScore: Raw -12016.551258 + Penalty 270.473888 = -11746.077371 Iteration 27Q: 3 clusters Score -11746.08 nChanged 7 ComputeScore: Raw -12019.189592 + Penalty 270.473888 = -11748.715704 Iteration 28Q: 3 clusters Score -11748.72 nChanged 5 ComputeScore: Raw -12019.839195 + Penalty 270.473888 = -11749.365308 Iteration 29Q: 3 clusters Score -11749.37 nChanged 1 ComputeScore: Raw -12020.111842 + Penalty 270.473888 = -11749.637954 Iteration 30Q: 3 clusters Score -11749.64 nChanged 0 ComputeScore: Raw -12020.111842 + Penalty 270.473888 = -11749.637954 Iteration 31F: 3 clusters Score -11749.64 nChanged 0 ComputeScore: Raw -541713.158821 + Penalty 7128.026750 = -534585.132071Splitting cluster 4 changes total score from -534612.747452 to -534585.132071 So it's not getting split. Trying to split cluster 5 (15603 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127235.497071 + Penalty 173.793933 = -127061.703138 Iteration 0F: 2 clusters Score -127061.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -116892.500934 + Penalty 347.587865 = -116544.913069 Iteration 0F: 3 clusters Score -116544.9 nChanged 7534 ComputeScore: Raw -122072.313867 + Penalty 347.587865 = -121724.726002 Iteration 1F: 3 clusters Score -121724.7 nChanged 1414 ComputeScore: Raw -123367.214989 + Penalty 347.587865 = -123019.627124 Iteration 2F: 3 clusters Score -123019.6 nChanged 1439 ComputeScore: Raw -124828.118242 + Penalty 347.587865 = -124480.530376 Iteration 3F: 3 clusters Score -124480.5 nChanged 1110 ComputeScore: Raw -125966.487534 + Penalty 347.587865 = -125618.899669 Iteration 4F: 3 clusters Score -125618.9 nChanged 686 ComputeScore: Raw -126653.858728 + Penalty 347.587865 = -126306.270862 Iteration 5Q: 3 clusters Score -126306.3 nChanged 390 ComputeScore: Raw -127040.984645 + Penalty 347.587865 = -126693.396780 Iteration 6Q: 3 clusters Score -126693.4 nChanged 166 ComputeScore: Raw -127189.522076 + Penalty 347.587865 = -126841.934211 Iteration 7Q: 3 clusters Score -126841.9 nChanged 42 ComputeScore: Raw -127232.270068 + Penalty 347.587865 = -126884.682203 Iteration 8Q: 3 clusters Score -126884.7 nChanged 13 ComputeScore: Raw -127254.028220 + Penalty 347.587865 = -126906.440354 Iteration 9Q: 3 clusters Score -126906.4 nChanged 8 ComputeScore: Raw -127263.471643 + Penalty 347.587865 = -126915.883777 Iteration 10Q: 3 clusters Score -126915.9 nChanged 3 ComputeScore: Raw -127266.731730 + Penalty 347.587865 = -126919.143865 Iteration 11Q: 3 clusters Score -126919.1 nChanged 2 ComputeScore: Raw -127268.741834 + Penalty 347.587865 = -126921.153969 Iteration 12Q: 3 clusters Score -126921.2 nChanged 1 ComputeScore: Raw -127269.591452 + Penalty 347.587865 = -126922.003587 Iteration 13Q: 3 clusters Score -126922 nChanged 1 ComputeScore: Raw -127271.907121 + Penalty 347.587865 = -126924.319256 Iteration 14Q: 3 clusters Score -126924.3 nChanged 3 ComputeScore: Raw -127274.328289 + Penalty 347.587865 = -126926.740424 Iteration 15Q: 3 clusters Score -126926.7 nChanged 2 ComputeScore: Raw -127276.346125 + Penalty 347.587865 = -126928.758260 Iteration 16Q: 3 clusters Score -126928.8 nChanged 1 ComputeScore: Raw -127277.809152 + Penalty 347.587865 = -126930.221287 Iteration 17Q: 3 clusters Score -126930.2 nChanged 2 ComputeScore: Raw -127279.193047 + Penalty 347.587865 = -126931.605181 Iteration 18Q: 3 clusters Score -126931.6 nChanged 0 ComputeScore: Raw -127279.193047 + Penalty 347.587865 = -126931.605181 Iteration 19F: 3 clusters Score -126931.6 nChanged 0 Trying to split cluster 6 (2570 points) Assigned 2 initial classes randomly. ComputeScore: Raw -27493.687936 + Penalty 141.329901 = -27352.358035 Iteration 0F: 2 clusters Score -27352.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -25905.820263 + Penalty 282.659802 = -25623.160460 Iteration 0F: 3 clusters Score -25623.16 nChanged 1151 ComputeScore: Raw -26642.140795 + Penalty 282.659802 = -26359.480993 Iteration 1F: 3 clusters Score -26359.48 nChanged 238 ComputeScore: Raw -26841.258342 + Penalty 282.659802 = -26558.598539 Iteration 2F: 3 clusters Score -26558.6 nChanged 235 ComputeScore: Raw -27064.257766 + Penalty 282.659802 = -26781.597963 Iteration 3F: 3 clusters Score -26781.6 nChanged 202 ComputeScore: Raw -27268.622279 + Penalty 282.659802 = -26985.962477 Iteration 4F: 3 clusters Score -26985.96 nChanged 131 ComputeScore: Raw -27401.443009 + Penalty 282.659802 = -27118.783206 Iteration 5F: 3 clusters Score -27118.78 nChanged 65 ComputeScore: Raw -27466.053725 + Penalty 282.659802 = -27183.393922 Iteration 6Q: 3 clusters Score -27183.39 nChanged 26 ComputeScore: Raw -27495.907333 + Penalty 282.659802 = -27213.247530 Iteration 7Q: 3 clusters Score -27213.25 nChanged 7 ComputeScore: Raw -27503.307263 + Penalty 282.659802 = -27220.647460 Iteration 8Q: 3 clusters Score -27220.65 nChanged 7 ComputeScore: Raw -27509.584308 + Penalty 282.659802 = -27226.924505 Iteration 9Q: 3 clusters Score -27226.92 nChanged 3 ComputeScore: Raw -27514.072588 + Penalty 282.659802 = -27231.412785 Iteration 10Q: 3 clusters Score -27231.41 nChanged 1 ComputeScore: Raw -27517.349766 + Penalty 282.659802 = -27234.689963 Iteration 11Q: 3 clusters Score -27234.69 nChanged 0 ComputeScore: Raw -27517.349766 + Penalty 282.659802 = -27234.689963 Iteration 12F: 3 clusters Score -27234.69 nChanged 0 Trying to split cluster 7 (5705 points) Assigned 2 initial classes randomly. ComputeScore: Raw -53995.908100 + Penalty 155.683769 = -53840.224331 Iteration 0F: 2 clusters Score -53840.22 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -50310.268872 + Penalty 311.367537 = -49998.901335 Iteration 0F: 3 clusters Score -49998.9 nChanged 2741 ComputeScore: Raw -51845.275788 + Penalty 311.367537 = -51533.908251 Iteration 1F: 3 clusters Score -51533.91 nChanged 297 ComputeScore: Raw -51995.655465 + Penalty 311.367537 = -51684.287927 Iteration 2F: 3 clusters Score -51684.29 nChanged 337 ComputeScore: Raw -52234.982387 + Penalty 311.367537 = -51923.614849 Iteration 3F: 3 clusters Score -51923.61 nChanged 403 ComputeScore: Raw -52567.556983 + Penalty 311.367537 = -52256.189445 Iteration 4F: 3 clusters Score -52256.19 nChanged 387 ComputeScore: Raw -52874.964856 + Penalty 311.367537 = -52563.597319 Iteration 5F: 3 clusters Score -52563.6 nChanged 311 ComputeScore: Raw -53049.660046 + Penalty 311.367537 = -52738.292508 Iteration 6F: 3 clusters Score -52738.29 nChanged 204 ComputeScore: Raw -53134.163119 + Penalty 311.367537 = -52822.795582 Iteration 7Q: 3 clusters Score -52822.8 nChanged 157 ComputeScore: Raw -53195.675158 + Penalty 311.367537 = -52884.307620 Iteration 8Q: 3 clusters Score -52884.31 nChanged 128 ComputeScore: Raw -53244.625701 + Penalty 311.367537 = -52933.258164 Iteration 9Q: 3 clusters Score -52933.26 nChanged 104 ComputeScore: Raw -53291.240095 + Penalty 311.367537 = -52979.872558 Iteration 10Q: 3 clusters Score -52979.87 nChanged 97 ComputeScore: Raw -53336.890401 + Penalty 311.367537 = -53025.522863 Iteration 11Q: 3 clusters Score -53025.52 nChanged 91 ComputeScore: Raw -53375.300329 + Penalty 311.367537 = -53063.932791 Iteration 12Q: 3 clusters Score -53063.93 nChanged 87 ComputeScore: Raw -53411.161887 + Penalty 311.367537 = -53099.794350 Iteration 13Q: 3 clusters Score -53099.79 nChanged 77 ComputeScore: Raw -53438.524595 + Penalty 311.367537 = -53127.157057 Iteration 14Q: 3 clusters Score -53127.16 nChanged 68 ComputeScore: Raw -53462.895455 + Penalty 311.367537 = -53151.527917 Iteration 15Q: 3 clusters Score -53151.53 nChanged 68 ComputeScore: Raw -53487.714246 + Penalty 311.367537 = -53176.346708 Iteration 16Q: 3 clusters Score -53176.35 nChanged 61 ComputeScore: Raw -53507.513002 + Penalty 311.367537 = -53196.145465 Iteration 17Q: 3 clusters Score -53196.15 nChanged 55 ComputeScore: Raw -53531.099225 + Penalty 311.367537 = -53219.731687 Iteration 18Q: 3 clusters Score -53219.73 nChanged 61 ComputeScore: Raw -53555.028585 + Penalty 311.367537 = -53243.661048 Iteration 19Q: 3 clusters Score -53243.66 nChanged 50 ComputeScore: Raw -53572.791098 + Penalty 311.367537 = -53261.423561 Iteration 20F: 3 clusters Score -53261.42 nChanged 65 ComputeScore: Raw -53598.656240 + Penalty 311.367537 = -53287.288702 Iteration 21Q: 3 clusters Score -53287.29 nChanged 71 ComputeScore: Raw -53628.969334 + Penalty 311.367537 = -53317.601796 Iteration 22Q: 3 clusters Score -53317.6 nChanged 60 ComputeScore: Raw -53657.051909 + Penalty 311.367537 = -53345.684372 Iteration 23Q: 3 clusters Score -53345.68 nChanged 63 ComputeScore: Raw -53690.380144 + Penalty 311.367537 = -53379.012606 Iteration 24Q: 3 clusters Score -53379.01 nChanged 53 ComputeScore: Raw -53718.470947 + Penalty 311.367537 = -53407.103410 Iteration 25Q: 3 clusters Score -53407.1 nChanged 42 ComputeScore: Raw -53737.613437 + Penalty 311.367537 = -53426.245900 Iteration 26Q: 3 clusters Score -53426.25 nChanged 50 ComputeScore: Raw -53761.405212 + Penalty 311.367537 = -53450.037675 Iteration 27Q: 3 clusters Score -53450.04 nChanged 55 ComputeScore: Raw -53786.315195 + Penalty 311.367537 = -53474.947658 Iteration 28Q: 3 clusters Score -53474.95 nChanged 43 ComputeScore: Raw -53806.419401 + Penalty 311.367537 = -53495.051863 Iteration 29Q: 3 clusters Score -53495.05 nChanged 37 ComputeScore: Raw -53820.911639 + Penalty 311.367537 = -53509.544101 Iteration 30Q: 3 clusters Score -53509.54 nChanged 39 ComputeScore: Raw -53835.513280 + Penalty 311.367537 = -53524.145742 Iteration 31Q: 3 clusters Score -53524.15 nChanged 37 ComputeScore: Raw -53852.460728 + Penalty 311.367537 = -53541.093190 Iteration 32Q: 3 clusters Score -53541.09 nChanged 32 ComputeScore: Raw -53867.148980 + Penalty 311.367537 = -53555.781442 Iteration 33Q: 3 clusters Score -53555.78 nChanged 31 ComputeScore: Raw -53879.050957 + Penalty 311.367537 = -53567.683420 Iteration 34Q: 3 clusters Score -53567.68 nChanged 21 ComputeScore: Raw -53888.783294 + Penalty 311.367537 = -53577.415756 Iteration 35Q: 3 clusters Score -53577.42 nChanged 30 ComputeScore: Raw -53904.397509 + Penalty 311.367537 = -53593.029971 Iteration 36Q: 3 clusters Score -53593.03 nChanged 29 ComputeScore: Raw -53919.596108 + Penalty 311.367537 = -53608.228570 Iteration 37Q: 3 clusters Score -53608.23 nChanged 24 ComputeScore: Raw -53928.643762 + Penalty 311.367537 = -53617.276225 Iteration 38Q: 3 clusters Score -53617.28 nChanged 19 ComputeScore: Raw -53936.398335 + Penalty 311.367537 = -53625.030798 Iteration 39Q: 3 clusters Score -53625.03 nChanged 20 ComputeScore: Raw -53946.127148 + Penalty 311.367537 = -53634.759611 Iteration 40F: 3 clusters Score -53634.76 nChanged 17 ComputeScore: Raw -53955.550835 + Penalty 311.367537 = -53644.183297 Iteration 41Q: 3 clusters Score -53644.18 nChanged 15 ComputeScore: Raw -53962.865344 + Penalty 311.367537 = -53651.497807 Iteration 42Q: 3 clusters Score -53651.5 nChanged 11 ComputeScore: Raw -53967.630307 + Penalty 311.367537 = -53656.262769 Iteration 43Q: 3 clusters Score -53656.26 nChanged 12 ComputeScore: Raw -53977.599912 + Penalty 311.367537 = -53666.232374 Iteration 44Q: 3 clusters Score -53666.23 nChanged 13 ComputeScore: Raw -53988.615264 + Penalty 311.367537 = -53677.247726 Iteration 45Q: 3 clusters Score -53677.25 nChanged 11 ComputeScore: Raw -53998.121116 + Penalty 311.367537 = -53686.753579 Iteration 46Q: 3 clusters Score -53686.75 nChanged 9 ComputeScore: Raw -54002.783366 + Penalty 311.367537 = -53691.415828 Iteration 47Q: 3 clusters Score -53691.42 nChanged 5 ComputeScore: Raw -54005.813013 + Penalty 311.367537 = -53694.445476 Iteration 48Q: 3 clusters Score -53694.45 nChanged 4 ComputeScore: Raw -54007.061104 + Penalty 311.367537 = -53695.693567 Iteration 49Q: 3 clusters Score -53695.69 nChanged 2 ComputeScore: Raw -54008.102002 + Penalty 311.367537 = -53696.734464 Iteration 50Q: 3 clusters Score -53696.73 nChanged 0 ComputeScore: Raw -54008.102002 + Penalty 311.367537 = -53696.734464 Iteration 51F: 3 clusters Score -53696.73 nChanged 0 Trying to split cluster 8 (126 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1968.545234 + Penalty 87.053074 = -1881.492160 Iteration 0F: 2 clusters Score -1881.492 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1923.767016 + Penalty 174.106149 = -1749.660867 Iteration 0F: 3 clusters Score -1749.661 nChanged 40 ComputeScore: Raw -1947.244823 + Penalty 174.106149 = -1773.138674 Iteration 1F: 3 clusters Score -1773.139 nChanged 9 ComputeScore: Raw -1953.289371 + Penalty 174.106149 = -1779.183222 Iteration 2F: 3 clusters Score -1779.183 nChanged 0 Trying to split cluster 9 (10501 points) Assigned 2 initial classes randomly. ComputeScore: Raw -91810.835599 + Penalty 166.666064 = -91644.169535 Iteration 0F: 2 clusters Score -91644.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -84986.690946 + Penalty 333.332128 = -84653.358818 Iteration 0F: 3 clusters Score -84653.36 nChanged 5040 ComputeScore: Raw -88375.386366 + Penalty 333.332128 = -88042.054238 Iteration 1F: 3 clusters Score -88042.05 nChanged 775 ComputeScore: Raw -88903.985261 + Penalty 333.332128 = -88570.653133 Iteration 2F: 3 clusters Score -88570.65 nChanged 805 ComputeScore: Raw -89582.957924 + Penalty 333.332128 = -89249.625796 Iteration 3F: 3 clusters Score -89249.63 nChanged 732 ComputeScore: Raw -90290.922437 + Penalty 333.332128 = -89957.590309 Iteration 4F: 3 clusters Score -89957.59 nChanged 581 ComputeScore: Raw -90903.762238 + Penalty 333.332128 = -90570.430110 Iteration 5F: 3 clusters Score -90570.43 nChanged 353 ComputeScore: Raw -91241.232411 + Penalty 333.332128 = -90907.900283 Iteration 6Q: 3 clusters Score -90907.9 nChanged 226 ComputeScore: Raw -91428.869052 + Penalty 333.332128 = -91095.536924 Iteration 7Q: 3 clusters Score -91095.54 nChanged 151 ComputeScore: Raw -91519.689509 + Penalty 333.332128 = -91186.357382 Iteration 8Q: 3 clusters Score -91186.36 nChanged 117 ComputeScore: Raw -91590.064846 + Penalty 333.332128 = -91256.732718 Iteration 9Q: 3 clusters Score -91256.73 nChanged 99 ComputeScore: Raw -91655.022046 + Penalty 333.332128 = -91321.689918 Iteration 10Q: 3 clusters Score -91321.69 nChanged 87 ComputeScore: Raw -91722.247386 + Penalty 333.332128 = -91388.915258 Iteration 11Q: 3 clusters Score -91388.92 nChanged 50 ComputeScore: Raw -91766.999447 + Penalty 333.332128 = -91433.667319 Iteration 12Q: 3 clusters Score -91433.67 nChanged 32 ComputeScore: Raw -91796.471535 + Penalty 333.332128 = -91463.139407 Iteration 13Q: 3 clusters Score -91463.14 nChanged 25 ComputeScore: Raw -91811.159300 + Penalty 333.332128 = -91477.827172 Iteration 14Q: 3 clusters Score -91477.83 nChanged 16 ComputeScore: Raw -91819.696869 + Penalty 333.332128 = -91486.364741 Iteration 15Q: 3 clusters Score -91486.36 nChanged 12 ComputeScore: Raw -91824.759922 + Penalty 333.332128 = -91491.427795 Iteration 16Q: 3 clusters Score -91491.43 nChanged 10 ComputeScore: Raw -91829.092703 + Penalty 333.332128 = -91495.760576 Iteration 17Q: 3 clusters Score -91495.76 nChanged 12 ComputeScore: Raw -91835.478182 + Penalty 333.332128 = -91502.146054 Iteration 18Q: 3 clusters Score -91502.15 nChanged 12 ComputeScore: Raw -91843.582406 + Penalty 333.332128 = -91510.250278 Iteration 19Q: 3 clusters Score -91510.25 nChanged 8 ComputeScore: Raw -91848.250288 + Penalty 333.332128 = -91514.918160 Iteration 20F: 3 clusters Score -91514.92 nChanged 4 ComputeScore: Raw -91849.808625 + Penalty 333.332128 = -91516.476498 Iteration 21Q: 3 clusters Score -91516.48 nChanged 5 ComputeScore: Raw -91852.893532 + Penalty 333.332128 = -91519.561404 Iteration 22Q: 3 clusters Score -91519.56 nChanged 6 ComputeScore: Raw -91857.090706 + Penalty 333.332128 = -91523.758578 Iteration 23Q: 3 clusters Score -91523.76 nChanged 3 ComputeScore: Raw -91858.281954 + Penalty 333.332128 = -91524.949826 Iteration 24Q: 3 clusters Score -91524.95 nChanged 0 ComputeScore: Raw -91858.281954 + Penalty 333.332128 = -91524.949826 Iteration 25F: 3 clusters Score -91524.95 nChanged 0 Trying to split cluster 10 (642 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7709.424008 + Penalty 116.362589 = -7593.061419 Iteration 0F: 2 clusters Score -7593.061 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7351.879026 + Penalty 232.725179 = -7119.153847 Iteration 0F: 3 clusters Score -7119.154 nChanged 266 ComputeScore: Raw -7511.871801 + Penalty 232.725179 = -7279.146622 Iteration 1F: 3 clusters Score -7279.147 nChanged 46 ComputeScore: Raw -7541.926304 + Penalty 232.725179 = -7309.201125 Iteration 2F: 3 clusters Score -7309.201 nChanged 41 ComputeScore: Raw -7566.784557 + Penalty 232.725179 = -7334.059378 Iteration 3F: 3 clusters Score -7334.059 nChanged 39 ComputeScore: Raw -7601.825731 + Penalty 232.725179 = -7369.100552 Iteration 4F: 3 clusters Score -7369.101 nChanged 33 ComputeScore: Raw -7630.389236 + Penalty 232.725179 = -7397.664057 Iteration 5F: 3 clusters Score -7397.664 nChanged 26 ComputeScore: Raw -7657.773734 + Penalty 232.725179 = -7425.048555 Iteration 6Q: 3 clusters Score -7425.049 nChanged 20 ComputeScore: Raw -7670.869096 + Penalty 232.725179 = -7438.143917 Iteration 7Q: 3 clusters Score -7438.144 nChanged 12 ComputeScore: Raw -7679.341230 + Penalty 232.725179 = -7446.616051 Iteration 8Q: 3 clusters Score -7446.616 nChanged 13 ComputeScore: Raw -7689.243139 + Penalty 232.725179 = -7456.517960 Iteration 9Q: 3 clusters Score -7456.518 nChanged 11 ComputeScore: Raw -7696.233095 + Penalty 232.725179 = -7463.507916 Iteration 10Q: 3 clusters Score -7463.508 nChanged 10 ComputeScore: Raw -7700.815009 + Penalty 232.725179 = -7468.089830 Iteration 11Q: 3 clusters Score -7468.09 nChanged 7 ComputeScore: Raw -7703.606685 + Penalty 232.725179 = -7470.881506 Iteration 12Q: 3 clusters Score -7470.882 nChanged 7 ComputeScore: Raw -7706.042676 + Penalty 232.725179 = -7473.317498 Iteration 13Q: 3 clusters Score -7473.317 nChanged 4 ComputeScore: Raw -7708.486178 + Penalty 232.725179 = -7475.760999 Iteration 14Q: 3 clusters Score -7475.761 nChanged 4 ComputeScore: Raw -7711.479612 + Penalty 232.725179 = -7478.754433 Iteration 15Q: 3 clusters Score -7478.754 nChanged 5 ComputeScore: Raw -7713.697460 + Penalty 232.725179 = -7480.972281 Iteration 16Q: 3 clusters Score -7480.972 nChanged 4 ComputeScore: Raw -7715.130283 + Penalty 232.725179 = -7482.405104 Iteration 17Q: 3 clusters Score -7482.405 nChanged 4 ComputeScore: Raw -7716.648483 + Penalty 232.725179 = -7483.923304 Iteration 18Q: 3 clusters Score -7483.923 nChanged 3 ComputeScore: Raw -7717.962769 + Penalty 232.725179 = -7485.237590 Iteration 19Q: 3 clusters Score -7485.238 nChanged 5 ComputeScore: Raw -7719.983060 + Penalty 232.725179 = -7487.257881 Iteration 20F: 3 clusters Score -7487.258 nChanged 3 ComputeScore: Raw -7720.669257 + Penalty 232.725179 = -7487.944078 Iteration 21Q: 3 clusters Score -7487.944 nChanged 1 ComputeScore: Raw -7720.877904 + Penalty 232.725179 = -7488.152725 Iteration 22Q: 3 clusters Score -7488.153 nChanged 0 ComputeScore: Raw -7720.877904 + Penalty 232.725179 = -7488.152725 Iteration 23F: 3 clusters Score -7488.153 nChanged 0 Trying to split cluster 11 (387 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4773.133386 + Penalty 107.251644 = -4665.881741 Iteration 0F: 2 clusters Score -4665.882 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4582.428087 + Penalty 214.503289 = -4367.924798 Iteration 0F: 3 clusters Score -4367.925 nChanged 144 ComputeScore: Raw -4659.526223 + Penalty 214.503289 = -4445.022934 Iteration 1F: 3 clusters Score -4445.023 nChanged 30 ComputeScore: Raw -4679.119799 + Penalty 214.503289 = -4464.616510 Iteration 2F: 3 clusters Score -4464.617 nChanged 21 ComputeScore: Raw -4696.583253 + Penalty 214.503289 = -4482.079964 Iteration 3F: 3 clusters Score -4482.08 nChanged 20 ComputeScore: Raw -4710.490653 + Penalty 214.503289 = -4495.987364 Iteration 4F: 3 clusters Score -4495.987 nChanged 11 ComputeScore: Raw -4719.794548 + Penalty 214.503289 = -4505.291259 Iteration 5Q: 3 clusters Score -4505.291 nChanged 12 ComputeScore: Raw -4730.545102 + Penalty 214.503289 = -4516.041813 Iteration 6Q: 3 clusters Score -4516.042 nChanged 13 ComputeScore: Raw -4741.537599 + Penalty 214.503289 = -4527.034310 Iteration 7Q: 3 clusters Score -4527.034 nChanged 9 ComputeScore: Raw -4749.319446 + Penalty 214.503289 = -4534.816157 Iteration 8Q: 3 clusters Score -4534.816 nChanged 12 ComputeScore: Raw -4761.679496 + Penalty 214.503289 = -4547.176207 Iteration 9Q: 3 clusters Score -4547.176 nChanged 12 ComputeScore: Raw -4774.121985 + Penalty 214.503289 = -4559.618696 Iteration 10Q: 3 clusters Score -4559.619 nChanged 8 ComputeScore: Raw -4784.339172 + Penalty 214.503289 = -4569.835883 Iteration 11Q: 3 clusters Score -4569.836 nChanged 4 ComputeScore: Raw -4794.152311 + Penalty 214.503289 = -4579.649022 Iteration 12Q: 3 clusters Score -4579.649 nChanged 2 ComputeScore: Raw -4797.130056 + Penalty 214.503289 = -4582.626767 Iteration 13Q: 3 clusters Score -4582.627 nChanged 1 ComputeScore: Raw -4797.864064 + Penalty 214.503289 = -4583.360775 Iteration 14Q: 3 clusters Score -4583.361 nChanged 0 ComputeScore: Raw -4797.864064 + Penalty 214.503289 = -4583.360775 Iteration 15F: 3 clusters Score -4583.361 nChanged 0 Trying to split cluster 12 (1915 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22565.373270 + Penalty 136.034512 = -22429.338758 Iteration 0F: 2 clusters Score -22429.34 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21402.153608 + Penalty 272.069024 = -21130.084583 Iteration 0F: 3 clusters Score -21130.08 nChanged 877 ComputeScore: Raw -21941.834780 + Penalty 272.069024 = -21669.765756 Iteration 1F: 3 clusters Score -21669.77 nChanged 175 ComputeScore: Raw -22066.602428 + Penalty 272.069024 = -21794.533404 Iteration 2F: 3 clusters Score -21794.53 nChanged 155 ComputeScore: Raw -22191.551457 + Penalty 272.069024 = -21919.482432 Iteration 3F: 3 clusters Score -21919.48 nChanged 124 ComputeScore: Raw -22299.616029 + Penalty 272.069024 = -22027.547004 Iteration 4F: 3 clusters Score -22027.55 nChanged 109 ComputeScore: Raw -22410.167870 + Penalty 272.069024 = -22138.098846 Iteration 5F: 3 clusters Score -22138.1 nChanged 77 ComputeScore: Raw -22484.994965 + Penalty 272.069024 = -22212.925941 Iteration 6Q: 3 clusters Score -22212.93 nChanged 45 ComputeScore: Raw -22532.705890 + Penalty 272.069024 = -22260.636865 Iteration 7Q: 3 clusters Score -22260.64 nChanged 24 ComputeScore: Raw -22563.354273 + Penalty 272.069024 = -22291.285248 Iteration 8Q: 3 clusters Score -22291.29 nChanged 10 ComputeScore: Raw -22574.583496 + Penalty 272.069024 = -22302.514471 Iteration 9Q: 3 clusters Score -22302.51 nChanged 4 ComputeScore: Raw -22578.833926 + Penalty 272.069024 = -22306.764901 Iteration 10Q: 3 clusters Score -22306.76 nChanged 2 ComputeScore: Raw -22583.230414 + Penalty 272.069024 = -22311.161389 Iteration 11Q: 3 clusters Score -22311.16 nChanged 2 ComputeScore: Raw -22590.991697 + Penalty 272.069024 = -22318.922673 Iteration 12Q: 3 clusters Score -22318.92 nChanged 2 ComputeScore: Raw -22595.404239 + Penalty 272.069024 = -22323.335215 Iteration 13Q: 3 clusters Score -22323.34 nChanged 1 ComputeScore: Raw -22596.140833 + Penalty 272.069024 = -22324.071808 Iteration 14Q: 3 clusters Score -22324.07 nChanged 0 ComputeScore: Raw -22596.140833 + Penalty 272.069024 = -22324.071808 Iteration 15F: 3 clusters Score -22324.07 nChanged 0 Trying to split cluster 13 (2682 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25389.222158 + Penalty 142.097725 = -25247.124433 Iteration 0F: 2 clusters Score -25247.12 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -23735.702065 + Penalty 284.195450 = -23451.506615 Iteration 0F: 3 clusters Score -23451.51 nChanged 1217 ComputeScore: Raw -24476.425547 + Penalty 284.195450 = -24192.230097 Iteration 1F: 3 clusters Score -24192.23 nChanged 204 ComputeScore: Raw -24609.149449 + Penalty 284.195450 = -24324.953999 Iteration 2F: 3 clusters Score -24324.95 nChanged 237 ComputeScore: Raw -24785.966279 + Penalty 284.195450 = -24501.770829 Iteration 3F: 3 clusters Score -24501.77 nChanged 222 ComputeScore: Raw -24988.586507 + Penalty 284.195450 = -24704.391057 Iteration 4F: 3 clusters Score -24704.39 nChanged 177 ComputeScore: Raw -25162.906414 + Penalty 284.195450 = -24878.710964 Iteration 5F: 3 clusters Score -24878.71 nChanged 114 ComputeScore: Raw -25283.240607 + Penalty 284.195450 = -24999.045157 Iteration 6Q: 3 clusters Score -24999.05 nChanged 70 ComputeScore: Raw -25358.080573 + Penalty 284.195450 = -25073.885123 Iteration 7Q: 3 clusters Score -25073.89 nChanged 24 ComputeScore: Raw -25384.659550 + Penalty 284.195450 = -25100.464100 Iteration 8Q: 3 clusters Score -25100.46 nChanged 5 ComputeScore: Raw -25392.161001 + Penalty 284.195450 = -25107.965551 Iteration 9Q: 3 clusters Score -25107.97 nChanged 3 ComputeScore: Raw -25400.549113 + Penalty 284.195450 = -25116.353663 Iteration 10Q: 3 clusters Score -25116.35 nChanged 2 ComputeScore: Raw -25403.211464 + Penalty 284.195450 = -25119.016014 Iteration 11Q: 3 clusters Score -25119.02 nChanged 0 ComputeScore: Raw -25403.211464 + Penalty 284.195450 = -25119.016014 Iteration 12F: 3 clusters Score -25119.02 nChanged 0 Trying to split cluster 14 (8643 points) Assigned 2 initial classes randomly. ComputeScore: Raw -73990.051762 + Penalty 163.161090 = -73826.890671 Iteration 0F: 2 clusters Score -73826.89 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -68461.376665 + Penalty 326.322181 = -68135.054484 Iteration 0F: 3 clusters Score -68135.05 nChanged 4113 ComputeScore: Raw -71079.452867 + Penalty 326.322181 = -70753.130686 Iteration 1F: 3 clusters Score -70753.13 nChanged 672 ComputeScore: Raw -71421.732060 + Penalty 326.322181 = -71095.409879 Iteration 2F: 3 clusters Score -71095.41 nChanged 627 ComputeScore: Raw -71749.803007 + Penalty 326.322181 = -71423.480826 Iteration 3F: 3 clusters Score -71423.48 nChanged 553 ComputeScore: Raw -72057.964367 + Penalty 326.322181 = -71731.642186 Iteration 4F: 3 clusters Score -71731.64 nChanged 527 ComputeScore: Raw -72418.201482 + Penalty 326.322181 = -72091.879302 Iteration 5F: 3 clusters Score -72091.88 nChanged 504 ComputeScore: Raw -72808.862651 + Penalty 326.322181 = -72482.540470 Iteration 6F: 3 clusters Score -72482.54 nChanged 440 ComputeScore: Raw -73195.151938 + Penalty 326.322181 = -72868.829757 Iteration 7F: 3 clusters Score -72868.83 nChanged 359 ComputeScore: Raw -73524.457987 + Penalty 326.322181 = -73198.135806 Iteration 8Q: 3 clusters Score -73198.14 nChanged 247 ComputeScore: Raw -73760.977446 + Penalty 326.322181 = -73434.655265 Iteration 9Q: 3 clusters Score -73434.66 nChanged 135 ComputeScore: Raw -73900.000855 + Penalty 326.322181 = -73573.678674 Iteration 10Q: 3 clusters Score -73573.68 nChanged 66 ComputeScore: Raw -73968.796366 + Penalty 326.322181 = -73642.474185 Iteration 11Q: 3 clusters Score -73642.47 nChanged 21 ComputeScore: Raw -73988.408325 + Penalty 326.322181 = -73662.086144 Iteration 12Q: 3 clusters Score -73662.09 nChanged 11 ComputeScore: Raw -73998.908003 + Penalty 326.322181 = -73672.585822 Iteration 13Q: 3 clusters Score -73672.59 nChanged 11 ComputeScore: Raw -74007.811838 + Penalty 326.322181 = -73681.489658 Iteration 14Q: 3 clusters Score -73681.49 nChanged 7 ComputeScore: Raw -74011.405813 + Penalty 326.322181 = -73685.083632 Iteration 15Q: 3 clusters Score -73685.08 nChanged 6 ComputeScore: Raw -74014.252867 + Penalty 326.322181 = -73687.930686 Iteration 16Q: 3 clusters Score -73687.93 nChanged 5 ComputeScore: Raw -74015.393434 + Penalty 326.322181 = -73689.071253 Iteration 17Q: 3 clusters Score -73689.07 nChanged 1 ComputeScore: Raw -74015.450768 + Penalty 326.322181 = -73689.128587 Iteration 18Q: 3 clusters Score -73689.13 nChanged 0 ComputeScore: Raw -74015.450768 + Penalty 326.322181 = -73689.128587 Iteration 19F: 3 clusters Score -73689.13 nChanged 0 Trying to split cluster 15 (4911 points) Assigned 2 initial classes randomly. ComputeScore: Raw -43100.933909 + Penalty 152.986192 = -42947.947718 Iteration 0F: 2 clusters Score -42947.95 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39973.133558 + Penalty 305.972383 = -39667.161175 Iteration 0F: 3 clusters Score -39667.16 nChanged 2316 ComputeScore: Raw -41533.495863 + Penalty 305.972383 = -41227.523480 Iteration 1F: 3 clusters Score -41227.52 nChanged 345 ComputeScore: Raw -41692.814034 + Penalty 305.972383 = -41386.841650 Iteration 2F: 3 clusters Score -41386.84 nChanged 300 ComputeScore: Raw -41879.724394 + Penalty 305.972383 = -41573.752010 Iteration 3F: 3 clusters Score -41573.75 nChanged 305 ComputeScore: Raw -42093.715516 + Penalty 305.972383 = -41787.743132 Iteration 4F: 3 clusters Score -41787.74 nChanged 275 ComputeScore: Raw -42279.248168 + Penalty 305.972383 = -41973.275785 Iteration 5F: 3 clusters Score -41973.28 nChanged 208 ComputeScore: Raw -42420.107269 + Penalty 305.972383 = -42114.134886 Iteration 6Q: 3 clusters Score -42114.13 nChanged 191 ComputeScore: Raw -42536.093309 + Penalty 305.972383 = -42230.120926 Iteration 7Q: 3 clusters Score -42230.12 nChanged 127 ComputeScore: Raw -42609.369043 + Penalty 305.972383 = -42303.396660 Iteration 8Q: 3 clusters Score -42303.4 nChanged 100 ComputeScore: Raw -42660.037348 + Penalty 305.972383 = -42354.064965 Iteration 9Q: 3 clusters Score -42354.06 nChanged 95 ComputeScore: Raw -42704.039599 + Penalty 305.972383 = -42398.067215 Iteration 10Q: 3 clusters Score -42398.07 nChanged 89 ComputeScore: Raw -42742.284539 + Penalty 305.972383 = -42436.312156 Iteration 11Q: 3 clusters Score -42436.31 nChanged 92 ComputeScore: Raw -42784.589252 + Penalty 305.972383 = -42478.616868 Iteration 12Q: 3 clusters Score -42478.62 nChanged 88 ComputeScore: Raw -42825.875089 + Penalty 305.972383 = -42519.902706 Iteration 13Q: 3 clusters Score -42519.9 nChanged 88 ComputeScore: Raw -42868.728571 + Penalty 305.972383 = -42562.756188 Iteration 14Q: 3 clusters Score -42562.76 nChanged 67 ComputeScore: Raw -42899.339000 + Penalty 305.972383 = -42593.366616 Iteration 15Q: 3 clusters Score -42593.37 nChanged 63 ComputeScore: Raw -42929.902543 + Penalty 305.972383 = -42623.930160 Iteration 16Q: 3 clusters Score -42623.93 nChanged 57 ComputeScore: Raw -42961.248274 + Penalty 305.972383 = -42655.275891 Iteration 17Q: 3 clusters Score -42655.28 nChanged 54 ComputeScore: Raw -42992.133267 + Penalty 305.972383 = -42686.160883 Iteration 18Q: 3 clusters Score -42686.16 nChanged 46 ComputeScore: Raw -43017.278949 + Penalty 305.972383 = -42711.306565 Iteration 19Q: 3 clusters Score -42711.31 nChanged 37 ComputeScore: Raw -43035.772922 + Penalty 305.972383 = -42729.800539 Iteration 20F: 3 clusters Score -42729.8 nChanged 33 ComputeScore: Raw -43057.920316 + Penalty 305.972383 = -42751.947933 Iteration 21Q: 3 clusters Score -42751.95 nChanged 41 ComputeScore: Raw -43084.151372 + Penalty 305.972383 = -42778.178989 Iteration 22Q: 3 clusters Score -42778.18 nChanged 24 ComputeScore: Raw -43097.453590 + Penalty 305.972383 = -42791.481207 Iteration 23Q: 3 clusters Score -42791.48 nChanged 16 ComputeScore: Raw -43103.012181 + Penalty 305.972383 = -42797.039798 Iteration 24Q: 3 clusters Score -42797.04 nChanged 10 ComputeScore: Raw -43106.411298 + Penalty 305.972383 = -42800.438915 Iteration 25Q: 3 clusters Score -42800.44 nChanged 12 ComputeScore: Raw -43112.837941 + Penalty 305.972383 = -42806.865558 Iteration 26Q: 3 clusters Score -42806.87 nChanged 13 ComputeScore: Raw -43120.161805 + Penalty 305.972383 = -42814.189422 Iteration 27Q: 3 clusters Score -42814.19 nChanged 10 ComputeScore: Raw -43126.718033 + Penalty 305.972383 = -42820.745650 Iteration 28Q: 3 clusters Score -42820.75 nChanged 5 ComputeScore: Raw -43129.671621 + Penalty 305.972383 = -42823.699237 Iteration 29Q: 3 clusters Score -42823.7 nChanged 7 ComputeScore: Raw -43132.024181 + Penalty 305.972383 = -42826.051798 Iteration 30Q: 3 clusters Score -42826.05 nChanged 4 ComputeScore: Raw -43132.847994 + Penalty 305.972383 = -42826.875611 Iteration 31Q: 3 clusters Score -42826.88 nChanged 2 ComputeScore: Raw -43133.528924 + Penalty 305.972383 = -42827.556541 Iteration 32Q: 3 clusters Score -42827.56 nChanged 2 ComputeScore: Raw -43133.688578 + Penalty 305.972383 = -42827.716195 Iteration 33Q: 3 clusters Score -42827.72 nChanged 1 ComputeScore: Raw -43133.966276 + Penalty 305.972383 = -42827.993893 Iteration 34Q: 3 clusters Score -42827.99 nChanged 2 ComputeScore: Raw -43134.237614 + Penalty 305.972383 = -42828.265231 Iteration 35Q: 3 clusters Score -42828.27 nChanged 2 ComputeScore: Raw -43134.609805 + Penalty 305.972383 = -42828.637422 Iteration 36Q: 3 clusters Score -42828.64 nChanged 1 ComputeScore: Raw -43134.885948 + Penalty 305.972383 = -42828.913565 Iteration 37Q: 3 clusters Score -42828.91 nChanged 2 ComputeScore: Raw -43135.568286 + Penalty 305.972383 = -42829.595903 Iteration 38Q: 3 clusters Score -42829.6 nChanged 1 ComputeScore: Raw -43135.875686 + Penalty 305.972383 = -42829.903303 Iteration 39Q: 3 clusters Score -42829.9 nChanged 1 ComputeScore: Raw -43135.922040 + Penalty 305.972383 = -42829.949657 Iteration 40F: 3 clusters Score -42829.95 nChanged 1 ComputeScore: Raw -43136.255236 + Penalty 305.972383 = -42830.282853 Iteration 41Q: 3 clusters Score -42830.28 nChanged 0 ComputeScore: Raw -43136.255236 + Penalty 305.972383 = -42830.282853 Iteration 42F: 3 clusters Score -42830.28 nChanged 0 Trying to split cluster 16 (2734 points) Assigned 2 initial classes randomly. ComputeScore: Raw -28939.706635 + Penalty 142.443378 = -28797.263257 Iteration 0F: 2 clusters Score -28797.26 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27283.614069 + Penalty 284.886757 = -26998.727313 Iteration 0F: 3 clusters Score -26998.73 nChanged 1233 ComputeScore: Raw -28020.900004 + Penalty 284.886757 = -27736.013248 Iteration 1F: 3 clusters Score -27736.01 nChanged 170 ComputeScore: Raw -28123.463364 + Penalty 284.886757 = -27838.576607 Iteration 2F: 3 clusters Score -27838.58 nChanged 213 ComputeScore: Raw -28280.747960 + Penalty 284.886757 = -27995.861204 Iteration 3F: 3 clusters Score -27995.86 nChanged 240 ComputeScore: Raw -28487.991453 + Penalty 284.886757 = -28203.104696 Iteration 4F: 3 clusters Score -28203.1 nChanged 205 ComputeScore: Raw -28700.822483 + Penalty 284.886757 = -28415.935726 Iteration 5F: 3 clusters Score -28415.94 nChanged 147 ComputeScore: Raw -28855.736308 + Penalty 284.886757 = -28570.849551 Iteration 6F: 3 clusters Score -28570.85 nChanged 58 ComputeScore: Raw -28912.861198 + Penalty 284.886757 = -28627.974441 Iteration 7Q: 3 clusters Score -28627.97 nChanged 29 ComputeScore: Raw -28936.914974 + Penalty 284.886757 = -28652.028217 Iteration 8Q: 3 clusters Score -28652.03 nChanged 17 ComputeScore: Raw -28950.514990 + Penalty 284.886757 = -28665.628234 Iteration 9Q: 3 clusters Score -28665.63 nChanged 12 ComputeScore: Raw -28962.834642 + Penalty 284.886757 = -28677.947886 Iteration 10Q: 3 clusters Score -28677.95 nChanged 11 ComputeScore: Raw -28972.022894 + Penalty 284.886757 = -28687.136137 Iteration 11Q: 3 clusters Score -28687.14 nChanged 6 ComputeScore: Raw -28977.646399 + Penalty 284.886757 = -28692.759643 Iteration 12Q: 3 clusters Score -28692.76 nChanged 6 ComputeScore: Raw -28980.010599 + Penalty 284.886757 = -28695.123842 Iteration 13Q: 3 clusters Score -28695.12 nChanged 3 ComputeScore: Raw -28980.991378 + Penalty 284.886757 = -28696.104622 Iteration 14Q: 3 clusters Score -28696.1 nChanged 2 ComputeScore: Raw -28981.355129 + Penalty 284.886757 = -28696.468372 Iteration 15Q: 3 clusters Score -28696.47 nChanged 0 ComputeScore: Raw -28981.355129 + Penalty 284.886757 = -28696.468372 Iteration 16F: 3 clusters Score -28696.47 nChanged 0 Trying to split cluster 17 (361 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4784.724922 + Penalty 105.999803 = -4678.725119 Iteration 0F: 2 clusters Score -4678.725 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4608.065715 + Penalty 211.999606 = -4396.066109 Iteration 0F: 3 clusters Score -4396.066 nChanged 130 ComputeScore: Raw -4696.914784 + Penalty 211.999606 = -4484.915177 Iteration 1F: 3 clusters Score -4484.915 nChanged 26 ComputeScore: Raw -4716.087500 + Penalty 211.999606 = -4504.087894 Iteration 2F: 3 clusters Score -4504.088 nChanged 18 ComputeScore: Raw -4733.419570 + Penalty 211.999606 = -4521.419964 Iteration 3Q: 3 clusters Score -4521.42 nChanged 12 ComputeScore: Raw -4747.107842 + Penalty 211.999606 = -4535.108236 Iteration 4Q: 3 clusters Score -4535.108 nChanged 14 ComputeScore: Raw -4754.654469 + Penalty 211.999606 = -4542.654863 Iteration 5Q: 3 clusters Score -4542.655 nChanged 6 ComputeScore: Raw -4758.931171 + Penalty 211.999606 = -4546.931564 Iteration 6Q: 3 clusters Score -4546.932 nChanged 3 ComputeScore: Raw -4760.206972 + Penalty 211.999606 = -4548.207365 Iteration 7Q: 3 clusters Score -4548.207 nChanged 4 ComputeScore: Raw -4761.731920 + Penalty 211.999606 = -4549.732313 Iteration 8Q: 3 clusters Score -4549.732 nChanged 3 ComputeScore: Raw -4764.294915 + Penalty 211.999606 = -4552.295309 Iteration 9Q: 3 clusters Score -4552.295 nChanged 3 ComputeScore: Raw -4765.930488 + Penalty 211.999606 = -4553.930882 Iteration 10Q: 3 clusters Score -4553.931 nChanged 1 ComputeScore: Raw -4766.205867 + Penalty 211.999606 = -4554.206261 Iteration 11Q: 3 clusters Score -4554.206 nChanged 0 ComputeScore: Raw -4766.205867 + Penalty 211.999606 = -4554.206261 Iteration 12F: 3 clusters Score -4554.206 nChanged 0 Trying to split cluster 18 (5255 points) Assigned 2 initial classes randomly. ComputeScore: Raw -46729.353486 + Penalty 154.204835 = -46575.148651 Iteration 0F: 2 clusters Score -46575.15 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -43332.247347 + Penalty 308.409670 = -43023.837677 Iteration 0F: 3 clusters Score -43023.84 nChanged 2535 ComputeScore: Raw -45002.172583 + Penalty 308.409670 = -44693.762913 Iteration 1F: 3 clusters Score -44693.76 nChanged 451 ComputeScore: Raw -45284.141503 + Penalty 308.409670 = -44975.731833 Iteration 2F: 3 clusters Score -44975.73 nChanged 401 ComputeScore: Raw -45590.279145 + Penalty 308.409670 = -45281.869475 Iteration 3F: 3 clusters Score -45281.87 nChanged 397 ComputeScore: Raw -45957.729978 + Penalty 308.409670 = -45649.320308 Iteration 4F: 3 clusters Score -45649.32 nChanged 328 ComputeScore: Raw -46287.462601 + Penalty 308.409670 = -45979.052931 Iteration 5F: 3 clusters Score -45979.05 nChanged 241 ComputeScore: Raw -46547.313120 + Penalty 308.409670 = -46238.903450 Iteration 6Q: 3 clusters Score -46238.9 nChanged 122 ComputeScore: Raw -46663.403937 + Penalty 308.409670 = -46354.994266 Iteration 7Q: 3 clusters Score -46354.99 nChanged 40 ComputeScore: Raw -46720.966028 + Penalty 308.409670 = -46412.556358 Iteration 8Q: 3 clusters Score -46412.56 nChanged 15 ComputeScore: Raw -46759.751705 + Penalty 308.409670 = -46451.342035 Iteration 9Q: 3 clusters Score -46451.34 nChanged 6 ComputeScore: Raw -46766.416781 + Penalty 308.409670 = -46458.007111 Iteration 10Q: 3 clusters Score -46458.01 nChanged 3 ComputeScore: Raw -46770.428141 + Penalty 308.409670 = -46462.018470 Iteration 11Q: 3 clusters Score -46462.02 nChanged 0 ComputeScore: Raw -46770.428141 + Penalty 308.409670 = -46462.018470 Iteration 12F: 3 clusters Score -46462.02 nChanged 0 Trying to split cluster 19 (809 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9329.771419 + Penalty 120.524381 = -9209.247039 Iteration 0F: 2 clusters Score -9209.247 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8882.382483 + Penalty 241.048761 = -8641.333722 Iteration 0F: 3 clusters Score -8641.334 nChanged 344 ComputeScore: Raw -9074.015359 + Penalty 241.048761 = -8832.966598 Iteration 1F: 3 clusters Score -8832.967 nChanged 49 ComputeScore: Raw -9098.925376 + Penalty 241.048761 = -8857.876615 Iteration 2F: 3 clusters Score -8857.877 nChanged 37 ComputeScore: Raw -9114.062474 + Penalty 241.048761 = -8873.013713 Iteration 3Q: 3 clusters Score -8873.014 nChanged 28 ComputeScore: Raw -9126.745934 + Penalty 241.048761 = -8885.697173 Iteration 4Q: 3 clusters Score -8885.697 nChanged 26 ComputeScore: Raw -9139.338061 + Penalty 241.048761 = -8898.289300 Iteration 5Q: 3 clusters Score -8898.289 nChanged 27 ComputeScore: Raw -9160.602256 + Penalty 241.048761 = -8919.553495 Iteration 6Q: 3 clusters Score -8919.553 nChanged 32 ComputeScore: Raw -9188.889647 + Penalty 241.048761 = -8947.840886 Iteration 7Q: 3 clusters Score -8947.841 nChanged 38 ComputeScore: Raw -9219.307354 + Penalty 241.048761 = -8978.258593 Iteration 8Q: 3 clusters Score -8978.259 nChanged 33 ComputeScore: Raw -9238.135034 + Penalty 241.048761 = -8997.086273 Iteration 9Q: 3 clusters Score -8997.086 nChanged 22 ComputeScore: Raw -9249.844241 + Penalty 241.048761 = -9008.795480 Iteration 10Q: 3 clusters Score -9008.795 nChanged 18 ComputeScore: Raw -9256.700289 + Penalty 241.048761 = -9015.651528 Iteration 11Q: 3 clusters Score -9015.652 nChanged 14 ComputeScore: Raw -9264.299050 + Penalty 241.048761 = -9023.250289 Iteration 12Q: 3 clusters Score -9023.25 nChanged 14 ComputeScore: Raw -9268.168311 + Penalty 241.048761 = -9027.119550 Iteration 13Q: 3 clusters Score -9027.12 nChanged 5 ComputeScore: Raw -9271.134990 + Penalty 241.048761 = -9030.086229 Iteration 14Q: 3 clusters Score -9030.086 nChanged 8 ComputeScore: Raw -9275.982366 + Penalty 241.048761 = -9034.933605 Iteration 15Q: 3 clusters Score -9034.934 nChanged 14 ComputeScore: Raw -9281.591169 + Penalty 241.048761 = -9040.542408 Iteration 16Q: 3 clusters Score -9040.542 nChanged 10 ComputeScore: Raw -9286.756473 + Penalty 241.048761 = -9045.707712 Iteration 17Q: 3 clusters Score -9045.708 nChanged 8 ComputeScore: Raw -9295.077886 + Penalty 241.048761 = -9054.029125 Iteration 18Q: 3 clusters Score -9054.029 nChanged 8 ComputeScore: Raw -9302.120587 + Penalty 241.048761 = -9061.071826 Iteration 19Q: 3 clusters Score -9061.072 nChanged 10 ComputeScore: Raw -9309.610115 + Penalty 241.048761 = -9068.561354 Iteration 20F: 3 clusters Score -9068.561 nChanged 12 ComputeScore: Raw -9316.658540 + Penalty 241.048761 = -9075.609779 Iteration 21Q: 3 clusters Score -9075.61 nChanged 14 ComputeScore: Raw -9323.297421 + Penalty 241.048761 = -9082.248660 Iteration 22Q: 3 clusters Score -9082.249 nChanged 10 ComputeScore: Raw -9326.697476 + Penalty 241.048761 = -9085.648715 Iteration 23Q: 3 clusters Score -9085.649 nChanged 11 ComputeScore: Raw -9331.081605 + Penalty 241.048761 = -9090.032844 Iteration 24Q: 3 clusters Score -9090.033 nChanged 12 ComputeScore: Raw -9336.237935 + Penalty 241.048761 = -9095.189174 Iteration 25Q: 3 clusters Score -9095.189 nChanged 16 ComputeScore: Raw -9341.727128 + Penalty 241.048761 = -9100.678367 Iteration 26Q: 3 clusters Score -9100.678 nChanged 11 ComputeScore: Raw -9349.051498 + Penalty 241.048761 = -9108.002737 Iteration 27Q: 3 clusters Score -9108.003 nChanged 13 ComputeScore: Raw -9356.176657 + Penalty 241.048761 = -9115.127896 Iteration 28Q: 3 clusters Score -9115.128 nChanged 15 ComputeScore: Raw -9363.826864 + Penalty 241.048761 = -9122.778103 Iteration 29Q: 3 clusters Score -9122.778 nChanged 11 ComputeScore: Raw -9367.735792 + Penalty 241.048761 = -9126.687031 Iteration 30Q: 3 clusters Score -9126.687 nChanged 7 ComputeScore: Raw -9371.136406 + Penalty 241.048761 = -9130.087645 Iteration 31Q: 3 clusters Score -9130.088 nChanged 8 ComputeScore: Raw -9377.810168 + Penalty 241.048761 = -9136.761407 Iteration 32Q: 3 clusters Score -9136.761 nChanged 10 ComputeScore: Raw -9382.110395 + Penalty 241.048761 = -9141.061634 Iteration 33Q: 3 clusters Score -9141.062 nChanged 10 ComputeScore: Raw -9388.852356 + Penalty 241.048761 = -9147.803595 Iteration 34Q: 3 clusters Score -9147.804 nChanged 11 ComputeScore: Raw -9393.284934 + Penalty 241.048761 = -9152.236172 Iteration 35Q: 3 clusters Score -9152.236 nChanged 8 ComputeScore: Raw -9395.377495 + Penalty 241.048761 = -9154.328734 Iteration 36Q: 3 clusters Score -9154.329 nChanged 5 ComputeScore: Raw -9397.227142 + Penalty 241.048761 = -9156.178381 Iteration 37Q: 3 clusters Score -9156.178 nChanged 5 ComputeScore: Raw -9398.018145 + Penalty 241.048761 = -9156.969384 Iteration 38Q: 3 clusters Score -9156.969 nChanged 3 ComputeScore: Raw -9399.498118 + Penalty 241.048761 = -9158.449357 Iteration 39Q: 3 clusters Score -9158.449 nChanged 4 ComputeScore: Raw -9400.470948 + Penalty 241.048761 = -9159.422187 Iteration 40F: 3 clusters Score -9159.422 nChanged 1 ComputeScore: Raw -9400.527870 + Penalty 241.048761 = -9159.479109 Iteration 41Q: 3 clusters Score -9159.479 nChanged 0 ComputeScore: Raw -9400.527870 + Penalty 241.048761 = -9159.479109 Iteration 42F: 3 clusters Score -9159.479 nChanged 0 Trying to split cluster 20 (780 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9673.061892 + Penalty 119.867291 = -9553.194602 Iteration 0F: 2 clusters Score -9553.195 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9247.891302 + Penalty 239.734581 = -9008.156721 Iteration 0F: 3 clusters Score -9008.157 nChanged 332 ComputeScore: Raw -9452.204087 + Penalty 239.734581 = -9212.469506 Iteration 1F: 3 clusters Score -9212.47 nChanged 53 ComputeScore: Raw -9487.554198 + Penalty 239.734581 = -9247.819617 Iteration 2F: 3 clusters Score -9247.82 nChanged 39 ComputeScore: Raw -9512.410249 + Penalty 239.734581 = -9272.675668 Iteration 3Q: 3 clusters Score -9272.676 nChanged 33 ComputeScore: Raw -9540.710449 + Penalty 239.734581 = -9300.975868 Iteration 4Q: 3 clusters Score -9300.976 nChanged 31 ComputeScore: Raw -9585.988547 + Penalty 239.734581 = -9346.253966 Iteration 5Q: 3 clusters Score -9346.254 nChanged 21 ComputeScore: Raw -9609.188493 + Penalty 239.734581 = -9369.453912 Iteration 6Q: 3 clusters Score -9369.454 nChanged 18 ComputeScore: Raw -9624.947948 + Penalty 239.734581 = -9385.213367 Iteration 7Q: 3 clusters Score -9385.213 nChanged 12 ComputeScore: Raw -9633.833049 + Penalty 239.734581 = -9394.098468 Iteration 8Q: 3 clusters Score -9394.098 nChanged 10 ComputeScore: Raw -9644.092907 + Penalty 239.734581 = -9404.358325 Iteration 9Q: 3 clusters Score -9404.358 nChanged 6 ComputeScore: Raw -9650.407236 + Penalty 239.734581 = -9410.672655 Iteration 10Q: 3 clusters Score -9410.673 nChanged 5 ComputeScore: Raw -9656.351282 + Penalty 239.734581 = -9416.616701 Iteration 11Q: 3 clusters Score -9416.617 nChanged 2 ComputeScore: Raw -9658.240497 + Penalty 239.734581 = -9418.505916 Iteration 12Q: 3 clusters Score -9418.506 nChanged 0 ComputeScore: Raw -9658.240497 + Penalty 239.734581 = -9418.505916 Iteration 13F: 3 clusters Score -9418.506 nChanged 0 Trying to split cluster 21 (3619 points) Assigned 2 initial classes randomly. ComputeScore: Raw -34317.883568 + Penalty 147.491154 = -34170.392413 Iteration 0F: 2 clusters Score -34170.39 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -32036.625281 + Penalty 294.982309 = -31741.642972 Iteration 0F: 3 clusters Score -31741.64 nChanged 1686 ComputeScore: Raw -33026.532536 + Penalty 294.982309 = -32731.550227 Iteration 1F: 3 clusters Score -32731.55 nChanged 277 ComputeScore: Raw -33208.385386 + Penalty 294.982309 = -32913.403078 Iteration 2F: 3 clusters Score -32913.4 nChanged 276 ComputeScore: Raw -33425.337364 + Penalty 294.982309 = -33130.355055 Iteration 3F: 3 clusters Score -33130.36 nChanged 272 ComputeScore: Raw -33665.593818 + Penalty 294.982309 = -33370.611509 Iteration 4F: 3 clusters Score -33370.61 nChanged 240 ComputeScore: Raw -33890.390308 + Penalty 294.982309 = -33595.408000 Iteration 5F: 3 clusters Score -33595.41 nChanged 168 ComputeScore: Raw -34068.548031 + Penalty 294.982309 = -33773.565722 Iteration 6Q: 3 clusters Score -33773.57 nChanged 110 ComputeScore: Raw -34188.091257 + Penalty 294.982309 = -33893.108948 Iteration 7Q: 3 clusters Score -33893.11 nChanged 54 ComputeScore: Raw -34242.472142 + Penalty 294.982309 = -33947.489833 Iteration 8Q: 3 clusters Score -33947.49 nChanged 35 ComputeScore: Raw -34283.806932 + Penalty 294.982309 = -33988.824623 Iteration 9Q: 3 clusters Score -33988.82 nChanged 19 ComputeScore: Raw -34303.484041 + Penalty 294.982309 = -34008.501732 Iteration 10Q: 3 clusters Score -34008.5 nChanged 11 ComputeScore: Raw -34316.651622 + Penalty 294.982309 = -34021.669313 Iteration 11Q: 3 clusters Score -34021.67 nChanged 7 ComputeScore: Raw -34322.081924 + Penalty 294.982309 = -34027.099615 Iteration 12Q: 3 clusters Score -34027.1 nChanged 9 ComputeScore: Raw -34329.956328 + Penalty 294.982309 = -34034.974019 Iteration 13Q: 3 clusters Score -34034.97 nChanged 4 ComputeScore: Raw -34332.908678 + Penalty 294.982309 = -34037.926369 Iteration 14Q: 3 clusters Score -34037.93 nChanged 1 ComputeScore: Raw -34335.277659 + Penalty 294.982309 = -34040.295350 Iteration 15Q: 3 clusters Score -34040.3 nChanged 3 ComputeScore: Raw -34337.843598 + Penalty 294.982309 = -34042.861289 Iteration 16Q: 3 clusters Score -34042.86 nChanged 2 ComputeScore: Raw -34339.364156 + Penalty 294.982309 = -34044.381847 Iteration 17Q: 3 clusters Score -34044.38 nChanged 2 ComputeScore: Raw -34341.078901 + Penalty 294.982309 = -34046.096592 Iteration 18Q: 3 clusters Score -34046.1 nChanged 0 ComputeScore: Raw -34341.078901 + Penalty 294.982309 = -34046.096592 Iteration 19F: 3 clusters Score -34046.1 nChanged 0 Trying to split cluster 22 (328 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4316.255765 + Penalty 104.274245 = -4211.981520 Iteration 0F: 2 clusters Score -4211.982 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4166.332663 + Penalty 208.548490 = -3957.784173 Iteration 0F: 3 clusters Score -3957.784 nChanged 115 ComputeScore: Raw -4235.936983 + Penalty 208.548490 = -4027.388493 Iteration 1F: 3 clusters Score -4027.388 nChanged 26 ComputeScore: Raw -4254.574733 + Penalty 208.548490 = -4046.026244 Iteration 2F: 3 clusters Score -4046.026 nChanged 15 ComputeScore: Raw -4265.856993 + Penalty 208.548490 = -4057.308503 Iteration 3Q: 3 clusters Score -4057.309 nChanged 11 ComputeScore: Raw -4271.435812 + Penalty 208.548490 = -4062.887322 Iteration 4Q: 3 clusters Score -4062.887 nChanged 7 ComputeScore: Raw -4275.339721 + Penalty 208.548490 = -4066.791231 Iteration 5Q: 3 clusters Score -4066.791 nChanged 7 ComputeScore: Raw -4279.575406 + Penalty 208.548490 = -4071.026916 Iteration 6Q: 3 clusters Score -4071.027 nChanged 8 ComputeScore: Raw -4283.272894 + Penalty 208.548490 = -4074.724404 Iteration 7Q: 3 clusters Score -4074.724 nChanged 4 ComputeScore: Raw -4286.647579 + Penalty 208.548490 = -4078.099089 Iteration 8Q: 3 clusters Score -4078.099 nChanged 3 ComputeScore: Raw -4287.913068 + Penalty 208.548490 = -4079.364578 Iteration 9Q: 3 clusters Score -4079.365 nChanged 6 ComputeScore: Raw -4290.239231 + Penalty 208.548490 = -4081.690742 Iteration 10Q: 3 clusters Score -4081.691 nChanged 7 ComputeScore: Raw -4293.422717 + Penalty 208.548490 = -4084.874227 Iteration 11Q: 3 clusters Score -4084.874 nChanged 5 ComputeScore: Raw -4295.862317 + Penalty 208.548490 = -4087.313827 Iteration 12Q: 3 clusters Score -4087.314 nChanged 6 ComputeScore: Raw -4299.307117 + Penalty 208.548490 = -4090.758627 Iteration 13Q: 3 clusters Score -4090.759 nChanged 7 ComputeScore: Raw -4303.866893 + Penalty 208.548490 = -4095.318403 Iteration 14Q: 3 clusters Score -4095.318 nChanged 4 ComputeScore: Raw -4306.142253 + Penalty 208.548490 = -4097.593763 Iteration 15Q: 3 clusters Score -4097.594 nChanged 1 ComputeScore: Raw -4308.072709 + Penalty 208.548490 = -4099.524220 Iteration 16Q: 3 clusters Score -4099.524 nChanged 4 ComputeScore: Raw -4310.296676 + Penalty 208.548490 = -4101.748186 Iteration 17Q: 3 clusters Score -4101.748 nChanged 2 ComputeScore: Raw -4311.567030 + Penalty 208.548490 = -4103.018540 Iteration 18Q: 3 clusters Score -4103.019 nChanged 2 ComputeScore: Raw -4311.932864 + Penalty 208.548490 = -4103.384374 Iteration 19Q: 3 clusters Score -4103.384 nChanged 0 ComputeScore: Raw -4311.932864 + Penalty 208.548490 = -4103.384374 Iteration 20F: 3 clusters Score -4103.384 nChanged 0 Trying to split cluster 23 (254 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3858.352544 + Penalty 99.672017 = -3758.680527 Iteration 0F: 2 clusters Score -3758.681 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3744.696561 + Penalty 199.344034 = -3545.352527 Iteration 0F: 3 clusters Score -3545.353 nChanged 88 ComputeScore: Raw -3801.642161 + Penalty 199.344034 = -3602.298127 Iteration 1F: 3 clusters Score -3602.298 nChanged 20 ComputeScore: Raw -3815.799234 + Penalty 199.344034 = -3616.455201 Iteration 2F: 3 clusters Score -3616.455 nChanged 12 ComputeScore: Raw -3825.041764 + Penalty 199.344034 = -3625.697731 Iteration 3Q: 3 clusters Score -3625.698 nChanged 10 ComputeScore: Raw -3830.792241 + Penalty 199.344034 = -3631.448207 Iteration 4Q: 3 clusters Score -3631.448 nChanged 4 ComputeScore: Raw -3834.568353 + Penalty 199.344034 = -3635.224319 Iteration 5Q: 3 clusters Score -3635.224 nChanged 5 ComputeScore: Raw -3844.525863 + Penalty 199.344034 = -3645.181829 Iteration 6Q: 3 clusters Score -3645.182 nChanged 6 ComputeScore: Raw -3848.812419 + Penalty 199.344034 = -3649.468385 Iteration 7Q: 3 clusters Score -3649.468 nChanged 4 ComputeScore: Raw -3851.778149 + Penalty 199.344034 = -3652.434115 Iteration 8Q: 3 clusters Score -3652.434 nChanged 3 ComputeScore: Raw -3853.628069 + Penalty 199.344034 = -3654.284035 Iteration 9Q: 3 clusters Score -3654.284 nChanged 4 ComputeScore: Raw -3854.778352 + Penalty 199.344034 = -3655.434318 Iteration 10Q: 3 clusters Score -3655.434 nChanged 2 ComputeScore: Raw -3855.112270 + Penalty 199.344034 = -3655.768236 Iteration 11Q: 3 clusters Score -3655.768 nChanged 0 ComputeScore: Raw -3855.112270 + Penalty 199.344034 = -3655.768236 Iteration 12F: 3 clusters Score -3655.768 nChanged 0 Trying to split cluster 24 (277 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3920.731054 + Penalty 101.232315 = -3819.498739 Iteration 0F: 2 clusters Score -3819.499 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3801.424211 + Penalty 202.464630 = -3598.959580 Iteration 0F: 3 clusters Score -3598.96 nChanged 101 ComputeScore: Raw -3873.017297 + Penalty 202.464630 = -3670.552666 Iteration 1F: 3 clusters Score -3670.553 nChanged 26 ComputeScore: Raw -3892.873189 + Penalty 202.464630 = -3690.408559 Iteration 2F: 3 clusters Score -3690.409 nChanged 11 ComputeScore: Raw -3899.219721 + Penalty 202.464630 = -3696.755091 Iteration 3Q: 3 clusters Score -3696.755 nChanged 7 ComputeScore: Raw -3902.276117 + Penalty 202.464630 = -3699.811487 Iteration 4Q: 3 clusters Score -3699.811 nChanged 4 ComputeScore: Raw -3903.575463 + Penalty 202.464630 = -3701.110833 Iteration 5Q: 3 clusters Score -3701.111 nChanged 2 ComputeScore: Raw -3904.993217 + Penalty 202.464630 = -3702.528586 Iteration 6Q: 3 clusters Score -3702.529 nChanged 1 ComputeScore: Raw -3905.659945 + Penalty 202.464630 = -3703.195315 Iteration 7Q: 3 clusters Score -3703.195 nChanged 4 ComputeScore: Raw -3907.671530 + Penalty 202.464630 = -3705.206900 Iteration 8Q: 3 clusters Score -3705.207 nChanged 1 ComputeScore: Raw -3907.770203 + Penalty 202.464630 = -3705.305573 Iteration 9Q: 3 clusters Score -3705.306 nChanged 1 ComputeScore: Raw -3907.965146 + Penalty 202.464630 = -3705.500515 Iteration 10Q: 3 clusters Score -3705.501 nChanged 3 ComputeScore: Raw -3910.021707 + Penalty 202.464630 = -3707.557077 Iteration 11Q: 3 clusters Score -3707.557 nChanged 7 ComputeScore: Raw -3917.264399 + Penalty 202.464630 = -3714.799768 Iteration 12Q: 3 clusters Score -3714.8 nChanged 4 ComputeScore: Raw -3920.020629 + Penalty 202.464630 = -3717.555999 Iteration 13Q: 3 clusters Score -3717.556 nChanged 3 ComputeScore: Raw -3922.464633 + Penalty 202.464630 = -3720.000003 Iteration 14Q: 3 clusters Score -3720 nChanged 2 ComputeScore: Raw -3924.044590 + Penalty 202.464630 = -3721.579960 Iteration 15Q: 3 clusters Score -3721.58 nChanged 1 ComputeScore: Raw -3924.288550 + Penalty 202.464630 = -3721.823919 Iteration 16Q: 3 clusters Score -3721.824 nChanged 0 ComputeScore: Raw -3924.288550 + Penalty 202.464630 = -3721.823919 Iteration 17F: 3 clusters Score -3721.824 nChanged 0 Trying to split cluster 25 (2584 points) Assigned 2 initial classes randomly. ComputeScore: Raw -27792.001672 + Penalty 141.427690 = -27650.573982 Iteration 0F: 2 clusters Score -27650.57 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -26208.004530 + Penalty 282.855379 = -25925.149151 Iteration 0F: 3 clusters Score -25925.15 nChanged 1178 ComputeScore: Raw -27010.421832 + Penalty 282.855379 = -26727.566453 Iteration 1F: 3 clusters Score -26727.57 nChanged 224 ComputeScore: Raw -27168.305552 + Penalty 282.855379 = -26885.450173 Iteration 2F: 3 clusters Score -26885.45 nChanged 209 ComputeScore: Raw -27374.207475 + Penalty 282.855379 = -27091.352096 Iteration 3F: 3 clusters Score -27091.35 nChanged 198 ComputeScore: Raw -27581.122791 + Penalty 282.855379 = -27298.267412 Iteration 4F: 3 clusters Score -27298.27 nChanged 113 ComputeScore: Raw -27693.798830 + Penalty 282.855379 = -27410.943451 Iteration 5Q: 3 clusters Score -27410.94 nChanged 60 ComputeScore: Raw -27755.058681 + Penalty 282.855379 = -27472.203302 Iteration 6Q: 3 clusters Score -27472.2 nChanged 28 ComputeScore: Raw -27786.408257 + Penalty 282.855379 = -27503.552878 Iteration 7Q: 3 clusters Score -27503.55 nChanged 7 ComputeScore: Raw -27807.029816 + Penalty 282.855379 = -27524.174437 Iteration 8Q: 3 clusters Score -27524.17 nChanged 0 ComputeScore: Raw -27807.029816 + Penalty 282.855379 = -27524.174437 Iteration 9F: 3 clusters Score -27524.17 nChanged 0 Trying to split cluster 26 (209 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3052.529513 + Penalty 96.162017 = -2956.367496 Iteration 0F: 2 clusters Score -2956.367 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2957.256714 + Penalty 192.324033 = -2764.932681 Iteration 0F: 3 clusters Score -2764.933 nChanged 76 ComputeScore: Raw -3001.512638 + Penalty 192.324033 = -2809.188605 Iteration 1F: 3 clusters Score -2809.189 nChanged 5 ComputeScore: Raw -3004.696008 + Penalty 192.324033 = -2812.371974 Iteration 2Q: 3 clusters Score -2812.372 nChanged 5 ComputeScore: Raw -3009.930289 + Penalty 192.324033 = -2817.606256 Iteration 3Q: 3 clusters Score -2817.606 nChanged 6 ComputeScore: Raw -3013.321240 + Penalty 192.324033 = -2820.997206 Iteration 4Q: 3 clusters Score -2820.997 nChanged 3 ComputeScore: Raw -3018.863882 + Penalty 192.324033 = -2826.539849 Iteration 5Q: 3 clusters Score -2826.54 nChanged 4 ComputeScore: Raw -3021.172102 + Penalty 192.324033 = -2828.848069 Iteration 6Q: 3 clusters Score -2828.848 nChanged 4 ComputeScore: Raw -3023.182465 + Penalty 192.324033 = -2830.858432 Iteration 7Q: 3 clusters Score -2830.858 nChanged 4 ComputeScore: Raw -3025.736558 + Penalty 192.324033 = -2833.412525 Iteration 8Q: 3 clusters Score -2833.413 nChanged 4 ComputeScore: Raw -3027.444837 + Penalty 192.324033 = -2835.120804 Iteration 9Q: 3 clusters Score -2835.121 nChanged 4 ComputeScore: Raw -3028.954738 + Penalty 192.324033 = -2836.630705 Iteration 10Q: 3 clusters Score -2836.631 nChanged 2 ComputeScore: Raw -3031.889696 + Penalty 192.324033 = -2839.565663 Iteration 11Q: 3 clusters Score -2839.566 nChanged 1 ComputeScore: Raw -3034.322588 + Penalty 192.324033 = -2841.998554 Iteration 12Q: 3 clusters Score -2841.999 nChanged 2 ComputeScore: Raw -3035.040398 + Penalty 192.324033 = -2842.716365 Iteration 13Q: 3 clusters Score -2842.716 nChanged 2 ComputeScore: Raw -3037.008502 + Penalty 192.324033 = -2844.684469 Iteration 14Q: 3 clusters Score -2844.684 nChanged 2 ComputeScore: Raw -3038.840734 + Penalty 192.324033 = -2846.516701 Iteration 15Q: 3 clusters Score -2846.517 nChanged 2 ComputeScore: Raw -3040.112070 + Penalty 192.324033 = -2847.788037 Iteration 16Q: 3 clusters Score -2847.788 nChanged 2 ComputeScore: Raw -3041.048905 + Penalty 192.324033 = -2848.724872 Iteration 17Q: 3 clusters Score -2848.725 nChanged 2 ComputeScore: Raw -3041.849794 + Penalty 192.324033 = -2849.525761 Iteration 18Q: 3 clusters Score -2849.526 nChanged 2 ComputeScore: Raw -3042.673910 + Penalty 192.324033 = -2850.349877 Iteration 19Q: 3 clusters Score -2850.35 nChanged 0 ComputeScore: Raw -3042.673910 + Penalty 192.324033 = -2850.349877 Iteration 20F: 3 clusters Score -2850.35 nChanged 0 Trying to split cluster 27 (303 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4511.207493 + Penalty 102.847190 = -4408.360302 Iteration 0F: 2 clusters Score -4408.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4372.783159 + Penalty 205.694381 = -4167.088778 Iteration 0F: 3 clusters Score -4167.089 nChanged 105 ComputeScore: Raw -4446.120623 + Penalty 205.694381 = -4240.426242 Iteration 1F: 3 clusters Score -4240.426 nChanged 19 ComputeScore: Raw -4463.496066 + Penalty 205.694381 = -4257.801685 Iteration 2F: 3 clusters Score -4257.802 nChanged 16 ComputeScore: Raw -4476.699428 + Penalty 205.694381 = -4271.005047 Iteration 3F: 3 clusters Score -4271.005 nChanged 13 ComputeScore: Raw -4489.563769 + Penalty 205.694381 = -4283.869388 Iteration 4Q: 3 clusters Score -4283.869 nChanged 10 ComputeScore: Raw -4495.870239 + Penalty 205.694381 = -4290.175858 Iteration 5Q: 3 clusters Score -4290.176 nChanged 6 ComputeScore: Raw -4500.978789 + Penalty 205.694381 = -4295.284408 Iteration 6Q: 3 clusters Score -4295.284 nChanged 7 ComputeScore: Raw -4507.414514 + Penalty 205.694381 = -4301.720133 Iteration 7Q: 3 clusters Score -4301.72 nChanged 1 ComputeScore: Raw -4508.163562 + Penalty 205.694381 = -4302.469181 Iteration 8Q: 3 clusters Score -4302.469 nChanged 0 ComputeScore: Raw -4508.163562 + Penalty 205.694381 = -4302.469181 Iteration 9F: 3 clusters Score -4302.469 nChanged 0 Trying to split cluster 28 (349 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4429.099529 + Penalty 105.391295 = -4323.708235 Iteration 0F: 2 clusters Score -4323.708 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4246.970489 + Penalty 210.782589 = -4036.187899 Iteration 0F: 3 clusters Score -4036.188 nChanged 150 ComputeScore: Raw -4353.900185 + Penalty 210.782589 = -4143.117596 Iteration 1F: 3 clusters Score -4143.118 nChanged 22 ComputeScore: Raw -4372.337794 + Penalty 210.782589 = -4161.555205 Iteration 2F: 3 clusters Score -4161.555 nChanged 16 ComputeScore: Raw -4381.393653 + Penalty 210.782589 = -4170.611064 Iteration 3Q: 3 clusters Score -4170.611 nChanged 6 ComputeScore: Raw -4386.014232 + Penalty 210.782589 = -4175.231642 Iteration 4Q: 3 clusters Score -4175.232 nChanged 6 ComputeScore: Raw -4393.074338 + Penalty 210.782589 = -4182.291749 Iteration 5Q: 3 clusters Score -4182.292 nChanged 9 ComputeScore: Raw -4402.118504 + Penalty 210.782589 = -4191.335915 Iteration 6Q: 3 clusters Score -4191.336 nChanged 14 ComputeScore: Raw -4409.756451 + Penalty 210.782589 = -4198.973862 Iteration 7Q: 3 clusters Score -4198.974 nChanged 8 ComputeScore: Raw -4417.828995 + Penalty 210.782589 = -4207.046406 Iteration 8Q: 3 clusters Score -4207.046 nChanged 11 ComputeScore: Raw -4433.081141 + Penalty 210.782589 = -4222.298551 Iteration 9Q: 3 clusters Score -4222.299 nChanged 7 ComputeScore: Raw -4438.165155 + Penalty 210.782589 = -4227.382565 Iteration 10Q: 3 clusters Score -4227.383 nChanged 5 ComputeScore: Raw -4440.425493 + Penalty 210.782589 = -4229.642904 Iteration 11Q: 3 clusters Score -4229.643 nChanged 2 ComputeScore: Raw -4441.087379 + Penalty 210.782589 = -4230.304790 Iteration 12Q: 3 clusters Score -4230.305 nChanged 1 ComputeScore: Raw -4441.435313 + Penalty 210.782589 = -4230.652724 Iteration 13Q: 3 clusters Score -4230.653 nChanged 0 ComputeScore: Raw -4441.435313 + Penalty 210.782589 = -4230.652724 Iteration 14F: 3 clusters Score -4230.653 nChanged 0 Trying to split cluster 29 (270 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3711.233580 + Penalty 100.771595 = -3610.461984 Iteration 0F: 2 clusters Score -3610.462 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3590.736966 + Penalty 201.543191 = -3389.193775 Iteration 0F: 3 clusters Score -3389.194 nChanged 97 ComputeScore: Raw -3680.759823 + Penalty 201.543191 = -3479.216632 Iteration 1F: 3 clusters Score -3479.217 nChanged 18 ComputeScore: Raw -3702.438885 + Penalty 201.543191 = -3500.895694 Iteration 2F: 3 clusters Score -3500.896 nChanged 15 ComputeScore: Raw -3715.291765 + Penalty 201.543191 = -3513.748575 Iteration 3F: 3 clusters Score -3513.749 nChanged 9 ComputeScore: Raw -3722.526633 + Penalty 201.543191 = -3520.983442 Iteration 4Q: 3 clusters Score -3520.983 nChanged 9 ComputeScore: Raw -3730.896309 + Penalty 201.543191 = -3529.353118 Iteration 5Q: 3 clusters Score -3529.353 nChanged 9 ComputeScore: Raw -3735.629969 + Penalty 201.543191 = -3534.086779 Iteration 6Q: 3 clusters Score -3534.087 nChanged 7 ComputeScore: Raw -3738.239860 + Penalty 201.543191 = -3536.696670 Iteration 7Q: 3 clusters Score -3536.697 nChanged 5 ComputeScore: Raw -3740.433940 + Penalty 201.543191 = -3538.890750 Iteration 8Q: 3 clusters Score -3538.891 nChanged 1 ComputeScore: Raw -3741.596406 + Penalty 201.543191 = -3540.053215 Iteration 9Q: 3 clusters Score -3540.053 nChanged 4 ComputeScore: Raw -3743.524014 + Penalty 201.543191 = -3541.980823 Iteration 10Q: 3 clusters Score -3541.981 nChanged 1 ComputeScore: Raw -3743.771769 + Penalty 201.543191 = -3542.228579 Iteration 11Q: 3 clusters Score -3542.229 nChanged 1 ComputeScore: Raw -3743.902012 + Penalty 201.543191 = -3542.358821 Iteration 12Q: 3 clusters Score -3542.359 nChanged 1 ComputeScore: Raw -3743.945329 + Penalty 201.543191 = -3542.402138 Iteration 13Q: 3 clusters Score -3542.402 nChanged 0 ComputeScore: Raw -3743.945329 + Penalty 201.543191 = -3542.402138 Iteration 14F: 3 clusters Score -3542.402 nChanged 0 Trying to split cluster 30 (470 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6670.502912 + Penalty 110.749189 = -6559.753723 Iteration 0F: 2 clusters Score -6559.754 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6446.917211 + Penalty 221.498377 = -6225.418834 Iteration 0F: 3 clusters Score -6225.419 nChanged 194 ComputeScore: Raw -6577.978901 + Penalty 221.498377 = -6356.480524 Iteration 1F: 3 clusters Score -6356.481 nChanged 31 ComputeScore: Raw -6600.270069 + Penalty 221.498377 = -6378.771692 Iteration 2F: 3 clusters Score -6378.772 nChanged 23 ComputeScore: Raw -6613.936059 + Penalty 221.498377 = -6392.437682 Iteration 3Q: 3 clusters Score -6392.438 nChanged 17 ComputeScore: Raw -6626.968899 + Penalty 221.498377 = -6405.470522 Iteration 4Q: 3 clusters Score -6405.471 nChanged 16 ComputeScore: Raw -6641.295597 + Penalty 221.498377 = -6419.797220 Iteration 5Q: 3 clusters Score -6419.797 nChanged 13 ComputeScore: Raw -6653.993009 + Penalty 221.498377 = -6432.494632 Iteration 6Q: 3 clusters Score -6432.495 nChanged 7 ComputeScore: Raw -6657.553392 + Penalty 221.498377 = -6436.055015 Iteration 7Q: 3 clusters Score -6436.055 nChanged 5 ComputeScore: Raw -6660.741536 + Penalty 221.498377 = -6439.243159 Iteration 8Q: 3 clusters Score -6439.243 nChanged 5 ComputeScore: Raw -6663.052414 + Penalty 221.498377 = -6441.554037 Iteration 9Q: 3 clusters Score -6441.554 nChanged 2 ComputeScore: Raw -6664.190337 + Penalty 221.498377 = -6442.691960 Iteration 10Q: 3 clusters Score -6442.692 nChanged 3 ComputeScore: Raw -6666.373321 + Penalty 221.498377 = -6444.874944 Iteration 11Q: 3 clusters Score -6444.875 nChanged 4 ComputeScore: Raw -6669.605915 + Penalty 221.498377 = -6448.107538 Iteration 12Q: 3 clusters Score -6448.108 nChanged 4 ComputeScore: Raw -6671.482841 + Penalty 221.498377 = -6449.984464 Iteration 13Q: 3 clusters Score -6449.984 nChanged 2 ComputeScore: Raw -6672.952581 + Penalty 221.498377 = -6451.454204 Iteration 14Q: 3 clusters Score -6451.454 nChanged 2 ComputeScore: Raw -6673.844673 + Penalty 221.498377 = -6452.346296 Iteration 15Q: 3 clusters Score -6452.346 nChanged 0 ComputeScore: Raw -6673.844673 + Penalty 221.498377 = -6452.346296 Iteration 16F: 3 clusters Score -6452.346 nChanged 0 Trying to split cluster 31 (824 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10384.809961 + Penalty 120.855070 = -10263.954892 Iteration 0F: 2 clusters Score -10263.95 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9926.754646 + Penalty 241.710139 = -9685.044507 Iteration 0F: 3 clusters Score -9685.045 nChanged 356 ComputeScore: Raw -10133.088688 + Penalty 241.710139 = -9891.378548 Iteration 1F: 3 clusters Score -9891.379 nChanged 63 ComputeScore: Raw -10166.682225 + Penalty 241.710139 = -9924.972086 Iteration 2F: 3 clusters Score -9924.972 nChanged 52 ComputeScore: Raw -10197.872200 + Penalty 241.710139 = -9956.162061 Iteration 3F: 3 clusters Score -9956.162 nChanged 43 ComputeScore: Raw -10217.318933 + Penalty 241.710139 = -9975.608794 Iteration 4F: 3 clusters Score -9975.609 nChanged 27 ComputeScore: Raw -10233.702190 + Penalty 241.710139 = -9991.992051 Iteration 5Q: 3 clusters Score -9991.992 nChanged 31 ComputeScore: Raw -10252.975592 + Penalty 241.710139 = -10011.265453 Iteration 6Q: 3 clusters Score -10011.27 nChanged 22 ComputeScore: Raw -10266.302255 + Penalty 241.710139 = -10024.592116 Iteration 7Q: 3 clusters Score -10024.59 nChanged 18 ComputeScore: Raw -10275.777877 + Penalty 241.710139 = -10034.067738 Iteration 8Q: 3 clusters Score -10034.07 nChanged 22 ComputeScore: Raw -10295.271780 + Penalty 241.710139 = -10053.561641 Iteration 9Q: 3 clusters Score -10053.56 nChanged 32 ComputeScore: Raw -10313.159701 + Penalty 241.710139 = -10071.449561 Iteration 10Q: 3 clusters Score -10071.45 nChanged 18 ComputeScore: Raw -10321.248957 + Penalty 241.710139 = -10079.538818 Iteration 11Q: 3 clusters Score -10079.54 nChanged 13 ComputeScore: Raw -10327.929615 + Penalty 241.710139 = -10086.219476 Iteration 12Q: 3 clusters Score -10086.22 nChanged 15 ComputeScore: Raw -10336.514425 + Penalty 241.710139 = -10094.804286 Iteration 13Q: 3 clusters Score -10094.8 nChanged 14 ComputeScore: Raw -10347.355794 + Penalty 241.710139 = -10105.645655 Iteration 14Q: 3 clusters Score -10105.65 nChanged 12 ComputeScore: Raw -10362.226856 + Penalty 241.710139 = -10120.516717 Iteration 15Q: 3 clusters Score -10120.52 nChanged 14 ComputeScore: Raw -10375.523017 + Penalty 241.710139 = -10133.812878 Iteration 16Q: 3 clusters Score -10133.81 nChanged 7 ComputeScore: Raw -10381.292095 + Penalty 241.710139 = -10139.581956 Iteration 17Q: 3 clusters Score -10139.58 nChanged 7 ComputeScore: Raw -10386.212556 + Penalty 241.710139 = -10144.502417 Iteration 18Q: 3 clusters Score -10144.5 nChanged 6 ComputeScore: Raw -10392.844952 + Penalty 241.710139 = -10151.134813 Iteration 19Q: 3 clusters Score -10151.13 nChanged 4 ComputeScore: Raw -10396.058485 + Penalty 241.710139 = -10154.348346 Iteration 20F: 3 clusters Score -10154.35 nChanged 6 ComputeScore: Raw -10399.632536 + Penalty 241.710139 = -10157.922397 Iteration 21Q: 3 clusters Score -10157.92 nChanged 4 ComputeScore: Raw -10404.548501 + Penalty 241.710139 = -10162.838362 Iteration 22Q: 3 clusters Score -10162.84 nChanged 6 ComputeScore: Raw -10409.220837 + Penalty 241.710139 = -10167.510698 Iteration 23Q: 3 clusters Score -10167.51 nChanged 4 ComputeScore: Raw -10411.022218 + Penalty 241.710139 = -10169.312079 Iteration 24Q: 3 clusters Score -10169.31 nChanged 3 ComputeScore: Raw -10415.835472 + Penalty 241.710139 = -10174.125333 Iteration 25Q: 3 clusters Score -10174.13 nChanged 3 ComputeScore: Raw -10417.064055 + Penalty 241.710139 = -10175.353916 Iteration 26Q: 3 clusters Score -10175.35 nChanged 2 ComputeScore: Raw -10417.334224 + Penalty 241.710139 = -10175.624085 Iteration 27Q: 3 clusters Score -10175.62 nChanged 0 ComputeScore: Raw -10417.334224 + Penalty 241.710139 = -10175.624085 Iteration 28F: 3 clusters Score -10175.62 nChanged 0 Trying to split cluster 32 (153 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2200.542939 + Penalty 90.547883 = -2109.995056 Iteration 0F: 2 clusters Score -2109.995 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2146.022174 + Penalty 181.095765 = -1964.926409 Iteration 0F: 3 clusters Score -1964.926 nChanged 47 ComputeScore: Raw -2182.137051 + Penalty 181.095765 = -2001.041286 Iteration 1F: 3 clusters Score -2001.041 nChanged 15 ComputeScore: Raw -2206.531050 + Penalty 181.095765 = -2025.435285 Iteration 2F: 3 clusters Score -2025.435 nChanged 7 ComputeScore: Raw -2215.741324 + Penalty 181.095765 = -2034.645559 Iteration 3Q: 3 clusters Score -2034.646 nChanged 4 ComputeScore: Raw -2221.769807 + Penalty 181.095765 = -2040.674041 Iteration 4Q: 3 clusters Score -2040.674 nChanged 4 ComputeScore: Raw -2228.820600 + Penalty 181.095765 = -2047.724834 Iteration 5Q: 3 clusters Score -2047.725 nChanged 5 ComputeScore: Raw -2249.601946 + Penalty 181.095765 = -2068.506181 Iteration 6Q: 3 clusters Score -2068.506 nChanged 5 ComputeScore: Raw -2275.857929 + Penalty 181.095765 = -2094.762164 Iteration 7Q: 3 clusters Score -2094.762 nChanged 4 ComputeScore: Raw -2299.125468 + Penalty 181.095765 = -2118.029702 Iteration 8Q: 3 clusters Score -2118.03 nChanged 2 ComputeScore: Raw -2302.711507 + Penalty 181.095765 = -2121.615742 Iteration 9Q: 3 clusters Score -2121.616 nChanged 1 ComputeScore: Raw -2303.905058 + Penalty 181.095765 = -2122.809292 Iteration 10Q: 3 clusters Score -2122.809 nChanged 1 ComputeScore: Raw -2306.722996 + Penalty 181.095765 = -2125.627231 Iteration 11Q: 3 clusters Score -2125.627 nChanged 2 ComputeScore: Raw -2316.921176 + Penalty 181.095765 = -2135.825410 Iteration 12Q: 3 clusters Score -2135.825 nChanged 2 ComputeScore: Raw -2342.586405 + Penalty 181.095765 = -2161.490640 Iteration 13Q: 3 clusters Score -2161.491 nChanged 1 ComputeScore: Raw -2366.498517 + Penalty 181.095765 = -2185.402752 Iteration 14Q: 3 clusters Score -2185.403 nChanged 0 ComputeScore: Raw -2366.498517 + Penalty 181.095765 = -2185.402752 Iteration 15F: 3 clusters Score -2185.403 nChanged 0 ComputeScore: Raw -541703.071874 + Penalty 7128.026750 = -534575.045124Splitting cluster 32 changes total score from -534612.747452 to -534575.045124 So it's not getting split. Trying to split cluster 33 (467 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5968.271349 + Penalty 110.633927 = -5857.637422 Iteration 0F: 2 clusters Score -5857.637 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5724.243891 + Penalty 221.267853 = -5502.976038 Iteration 0F: 3 clusters Score -5502.976 nChanged 193 ComputeScore: Raw -5820.967312 + Penalty 221.267853 = -5599.699459 Iteration 1F: 3 clusters Score -5599.699 nChanged 32 ComputeScore: Raw -5840.669153 + Penalty 221.267853 = -5619.401300 Iteration 2F: 3 clusters Score -5619.401 nChanged 25 ComputeScore: Raw -5863.225407 + Penalty 221.267853 = -5641.957554 Iteration 3F: 3 clusters Score -5641.958 nChanged 30 ComputeScore: Raw -5882.812844 + Penalty 221.267853 = -5661.544991 Iteration 4F: 3 clusters Score -5661.545 nChanged 18 ComputeScore: Raw -5893.350359 + Penalty 221.267853 = -5672.082505 Iteration 5Q: 3 clusters Score -5672.083 nChanged 10 ComputeScore: Raw -5898.568352 + Penalty 221.267853 = -5677.300499 Iteration 6Q: 3 clusters Score -5677.3 nChanged 8 ComputeScore: Raw -5903.883272 + Penalty 221.267853 = -5682.615419 Iteration 7Q: 3 clusters Score -5682.615 nChanged 7 ComputeScore: Raw -5907.567360 + Penalty 221.267853 = -5686.299507 Iteration 8Q: 3 clusters Score -5686.3 nChanged 3 ComputeScore: Raw -5908.221649 + Penalty 221.267853 = -5686.953796 Iteration 9Q: 3 clusters Score -5686.954 nChanged 1 ComputeScore: Raw -5908.488689 + Penalty 221.267853 = -5687.220835 Iteration 10Q: 3 clusters Score -5687.221 nChanged 0 ComputeScore: Raw -5908.488689 + Penalty 221.267853 = -5687.220835 Iteration 11F: 3 clusters Score -5687.221 nChanged 0 Trying to split cluster 34 (466 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6334.076908 + Penalty 110.595341 = -6223.481567 Iteration 0F: 2 clusters Score -6223.482 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6092.583224 + Penalty 221.190683 = -5871.392541 Iteration 0F: 3 clusters Score -5871.393 nChanged 193 ComputeScore: Raw -6182.853191 + Penalty 221.190683 = -5961.662508 Iteration 1F: 3 clusters Score -5961.663 nChanged 37 ComputeScore: Raw -6206.939349 + Penalty 221.190683 = -5985.748667 Iteration 2F: 3 clusters Score -5985.749 nChanged 29 ComputeScore: Raw -6233.767610 + Penalty 221.190683 = -6012.576927 Iteration 3F: 3 clusters Score -6012.577 nChanged 32 ComputeScore: Raw -6263.281755 + Penalty 221.190683 = -6042.091072 Iteration 4F: 3 clusters Score -6042.091 nChanged 19 ComputeScore: Raw -6287.954960 + Penalty 221.190683 = -6066.764277 Iteration 5Q: 3 clusters Score -6066.764 nChanged 16 ComputeScore: Raw -6301.136196 + Penalty 221.190683 = -6079.945513 Iteration 6Q: 3 clusters Score -6079.946 nChanged 15 ComputeScore: Raw -6317.348338 + Penalty 221.190683 = -6096.157655 Iteration 7Q: 3 clusters Score -6096.158 nChanged 9 ComputeScore: Raw -6324.652836 + Penalty 221.190683 = -6103.462154 Iteration 8Q: 3 clusters Score -6103.462 nChanged 9 ComputeScore: Raw -6331.426624 + Penalty 221.190683 = -6110.235941 Iteration 9Q: 3 clusters Score -6110.236 nChanged 6 ComputeScore: Raw -6338.484307 + Penalty 221.190683 = -6117.293624 Iteration 10Q: 3 clusters Score -6117.294 nChanged 4 ComputeScore: Raw -6343.271373 + Penalty 221.190683 = -6122.080691 Iteration 11Q: 3 clusters Score -6122.081 nChanged 3 ComputeScore: Raw -6346.277648 + Penalty 221.190683 = -6125.086965 Iteration 12Q: 3 clusters Score -6125.087 nChanged 2 ComputeScore: Raw -6348.589362 + Penalty 221.190683 = -6127.398679 Iteration 13Q: 3 clusters Score -6127.399 nChanged 3 ComputeScore: Raw -6351.126532 + Penalty 221.190683 = -6129.935850 Iteration 14Q: 3 clusters Score -6129.936 nChanged 1 ComputeScore: Raw -6352.290077 + Penalty 221.190683 = -6131.099395 Iteration 15Q: 3 clusters Score -6131.099 nChanged 1 ComputeScore: Raw -6353.252168 + Penalty 221.190683 = -6132.061485 Iteration 16Q: 3 clusters Score -6132.061 nChanged 0 ComputeScore: Raw -6353.252168 + Penalty 221.190683 = -6132.061485 Iteration 17F: 3 clusters Score -6132.061 nChanged 0 10->35 Clusters: Score -534612.747452, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 11 clusters... --- Clustering full data set of 81988 points --- Assigned 11 initial classes randomly. ConsiderDeletion: Deleting Class 10. Lose 87.423235 but Gain 203.657907 ComputeScore: Raw -299245.878021 + Penalty 1832.921164 = -297412.956857Iteration 0F: 10 clusters Score -297413 nChanged 73026 ConsiderDeletion: ComputeScore: Raw -420109.291020 + Penalty 1832.921164 = -418276.369856Iteration 1F: 10 clusters Score -418276.4 nChanged 14656 ConsiderDeletion: ComputeScore: Raw -432631.988508 + Penalty 1832.921164 = -430799.067344Iteration 2F: 10 clusters Score -430799.1 nChanged 10876 ConsiderDeletion: ComputeScore: Raw -442310.472748 + Penalty 1832.921164 = -440477.551584Iteration 3F: 10 clusters Score -440477.6 nChanged 9176 ConsiderDeletion: ComputeScore: Raw -450762.194314 + Penalty 1832.921164 = -448929.273150Iteration 4F: 10 clusters Score -448929.3 nChanged 7897 ConsiderDeletion: ComputeScore: Raw -458043.723703 + Penalty 1832.921164 = -456210.802539Iteration 5F: 10 clusters Score -456210.8 nChanged 6526 ConsiderDeletion: ComputeScore: Raw -463785.224813 + Penalty 1832.921164 = -461952.303649Iteration 6F: 10 clusters Score -461952.3 nChanged 5349 ConsiderDeletion: ComputeScore: Raw -468240.837623 + Penalty 1832.921164 = -466407.916459Iteration 7F: 10 clusters Score -466407.9 nChanged 4422 ConsiderDeletion: Deleting Class 8. Lose 188.062385 but Gain 203.657907 ComputeScore: Raw -471871.400864 + Penalty 1629.263257 = -470242.137607Iteration 8F: 9 clusters Score -470242.1 nChanged 3856 ConsiderDeletion: Deleting Class 1. Lose 106.691975 but Gain 203.657907 ComputeScore: Raw -475557.030966 + Penalty 1425.605350 = -474131.425616Iteration 9Q: 8 clusters Score -474131.4 nChanged 3404 ConsiderDeletion: ComputeScore: Raw -478891.067229 + Penalty 1425.605350 = -477465.461879Iteration 10Q: 8 clusters Score -477465.5 nChanged 3044 ConsiderDeletion: ComputeScore: Raw -481591.370355 + Penalty 1425.605350 = -480165.765005Iteration 11Q: 8 clusters Score -480165.8 nChanged 2721 ConsiderDeletion: ComputeScore: Raw -483732.291616 + Penalty 1425.605350 = -482306.686266Iteration 12Q: 8 clusters Score -482306.7 nChanged 2502 ConsiderDeletion: ComputeScore: Raw -485605.507199 + Penalty 1425.605350 = -484179.901849Iteration 13Q: 8 clusters Score -484179.9 nChanged 2343 ConsiderDeletion: ComputeScore: Raw -488019.125031 + Penalty 1425.605350 = -486593.519681Iteration 14Q: 8 clusters Score -486593.5 nChanged 2239 ConsiderDeletion: ComputeScore: Raw -491546.873784 + Penalty 1425.605350 = -490121.268434Iteration 15Q: 8 clusters Score -490121.3 nChanged 2058 ConsiderDeletion: Deleting Class 4. Lose 169.063771 but Gain 203.657907 ComputeScore: Raw -495860.398110 + Penalty 1221.947443 = -494638.450667Iteration 16Q: 7 clusters Score -494638.5 nChanged 1911 ConsiderDeletion: ComputeScore: Raw -499051.773572 + Penalty 1221.947443 = -497829.826129Iteration 17Q: 7 clusters Score -497829.8 nChanged 1792 ConsiderDeletion: ComputeScore: Raw -500332.992644 + Penalty 1221.947443 = -499111.045201Iteration 18Q: 7 clusters Score -499111 nChanged 1383 ConsiderDeletion: ComputeScore: Raw -501253.055327 + Penalty 1221.947443 = -500031.107884Iteration 19Q: 7 clusters Score -500031.1 nChanged 1038 ConsiderDeletion: ComputeScore: Raw -502354.580089 + Penalty 1221.947443 = -501132.632646Iteration 20F: 7 clusters Score -501132.6 nChanged 1167 ConsiderDeletion: ComputeScore: Raw -503118.014784 + Penalty 1221.947443 = -501896.067341Iteration 21Q: 7 clusters Score -501896.1 nChanged 831 ConsiderDeletion: ComputeScore: Raw -503490.003997 + Penalty 1221.947443 = -502268.056554Iteration 22Q: 7 clusters Score -502268.1 nChanged 680 ConsiderDeletion: ComputeScore: Raw -503780.550797 + Penalty 1221.947443 = -502558.603354Iteration 23Q: 7 clusters Score -502558.6 nChanged 606 ConsiderDeletion: ComputeScore: Raw -504048.376277 + Penalty 1221.947443 = -502826.428834Iteration 24Q: 7 clusters Score -502826.4 nChanged 584 ConsiderDeletion: ComputeScore: Raw -504367.221817 + Penalty 1221.947443 = -503145.274375Iteration 25Q: 7 clusters Score -503145.3 nChanged 662 ConsiderDeletion: ComputeScore: Raw -504775.121944 + Penalty 1221.947443 = -503553.174501Iteration 26Q: 7 clusters Score -503553.2 nChanged 787 ConsiderDeletion: ComputeScore: Raw -505308.718322 + Penalty 1221.947443 = -504086.770879Iteration 27Q: 7 clusters Score -504086.8 nChanged 849 ConsiderDeletion: ComputeScore: Raw -505859.986208 + Penalty 1221.947443 = -504638.038766Iteration 28Q: 7 clusters Score -504638 nChanged 852 ConsiderDeletion: ComputeScore: Raw -506344.109159 + Penalty 1221.947443 = -505122.161717Iteration 29Q: 7 clusters Score -505122.2 nChanged 777 ConsiderDeletion: ComputeScore: Raw -506709.775612 + Penalty 1221.947443 = -505487.828169Iteration 30Q: 7 clusters Score -505487.8 nChanged 598 ConsiderDeletion: ComputeScore: Raw -506930.147056 + Penalty 1221.947443 = -505708.199614Iteration 31Q: 7 clusters Score -505708.2 nChanged 388 ConsiderDeletion: ComputeScore: Raw -507051.674031 + Penalty 1221.947443 = -505829.726588Iteration 32Q: 7 clusters Score -505829.7 nChanged 247 ConsiderDeletion: ComputeScore: Raw -507119.767478 + Penalty 1221.947443 = -505897.820035Iteration 33Q: 7 clusters Score -505897.8 nChanged 149 ConsiderDeletion: ComputeScore: Raw -507153.790259 + Penalty 1221.947443 = -505931.842816Iteration 34Q: 7 clusters Score -505931.8 nChanged 86 ConsiderDeletion: ComputeScore: Raw -507177.670046 + Penalty 1221.947443 = -505955.722603Iteration 35Q: 7 clusters Score -505955.7 nChanged 71 ConsiderDeletion: ComputeScore: Raw -507194.536342 + Penalty 1221.947443 = -505972.588899Iteration 36Q: 7 clusters Score -505972.6 nChanged 48 ConsiderDeletion: ComputeScore: Raw -507202.525190 + Penalty 1221.947443 = -505980.577747Iteration 37Q: 7 clusters Score -505980.6 nChanged 26 ConsiderDeletion: ComputeScore: Raw -507207.242723 + Penalty 1221.947443 = -505985.295280Iteration 38Q: 7 clusters Score -505985.3 nChanged 14 ComputeScore: Raw -507207.242723 + Penalty 1221.947443 = -505985.295280Trying to split cluster 2 (152 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1852.521767 + Penalty 90.429849 = -1762.091917 Iteration 0F: 2 clusters Score -1762.092 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1799.919117 + Penalty 180.859699 = -1619.059419 Iteration 0F: 3 clusters Score -1619.059 nChanged 46 ComputeScore: Raw -1838.695575 + Penalty 180.859699 = -1657.835877 Iteration 1F: 3 clusters Score -1657.836 nChanged 7 ComputeScore: Raw -1853.289488 + Penalty 180.859699 = -1672.429789 Iteration 2Q: 3 clusters Score -1672.43 nChanged 7 ComputeScore: Raw -1861.160564 + Penalty 180.859699 = -1680.300866 Iteration 3Q: 3 clusters Score -1680.301 nChanged 4 ComputeScore: Raw -1865.740760 + Penalty 180.859699 = -1684.881061 Iteration 4Q: 3 clusters Score -1684.881 nChanged 4 ComputeScore: Raw -1869.052027 + Penalty 180.859699 = -1688.192329 Iteration 5Q: 3 clusters Score -1688.192 nChanged 0 ComputeScore: Raw -1869.052027 + Penalty 180.859699 = -1688.192329 Iteration 6F: 3 clusters Score -1688.192 nChanged 0 Trying to split cluster 3 (12597 points) Assigned 2 initial classes randomly. ComputeScore: Raw -97254.917400 + Penalty 169.941851 = -97084.975549 Iteration 0F: 2 clusters Score -97084.98 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -89060.483882 + Penalty 339.883703 = -88720.600179 Iteration 0F: 3 clusters Score -88720.6 nChanged 6060 ComputeScore: Raw -93281.510952 + Penalty 339.883703 = -92941.627250 Iteration 1F: 3 clusters Score -92941.63 nChanged 1114 ComputeScore: Raw -94279.691057 + Penalty 339.883703 = -93939.807354 Iteration 2F: 3 clusters Score -93939.81 nChanged 1136 ComputeScore: Raw -95511.725141 + Penalty 339.883703 = -95171.841438 Iteration 3F: 3 clusters Score -95171.84 nChanged 1045 ComputeScore: Raw -96885.972529 + Penalty 339.883703 = -96546.088826 Iteration 4F: 3 clusters Score -96546.09 nChanged 897 ComputeScore: Raw -98039.426772 + Penalty 339.883703 = -97699.543069 Iteration 5F: 3 clusters Score -97699.54 nChanged 666 ComputeScore: Raw -98779.643737 + Penalty 339.883703 = -98439.760034 Iteration 6F: 3 clusters Score -98439.76 nChanged 428 ComputeScore: Raw -99121.711368 + Penalty 339.883703 = -98781.827665 Iteration 7Q: 3 clusters Score -98781.83 nChanged 300 ComputeScore: Raw -99292.827850 + Penalty 339.883703 = -98952.944147 Iteration 8Q: 3 clusters Score -98952.94 nChanged 198 ComputeScore: Raw -99367.209188 + Penalty 339.883703 = -99027.325485 Iteration 9Q: 3 clusters Score -99027.33 nChanged 123 ComputeScore: Raw -99390.956194 + Penalty 339.883703 = -99051.072491 Iteration 10Q: 3 clusters Score -99051.07 nChanged 58 ComputeScore: Raw -99398.796132 + Penalty 339.883703 = -99058.912429 Iteration 11Q: 3 clusters Score -99058.91 nChanged 49 ComputeScore: Raw -99403.767370 + Penalty 339.883703 = -99063.883667 Iteration 12Q: 3 clusters Score -99063.88 nChanged 31 ComputeScore: Raw -99406.389536 + Penalty 339.883703 = -99066.505833 Iteration 13Q: 3 clusters Score -99066.51 nChanged 20 ComputeScore: Raw -99408.114591 + Penalty 339.883703 = -99068.230888 Iteration 14Q: 3 clusters Score -99068.23 nChanged 19 ComputeScore: Raw -99409.318674 + Penalty 339.883703 = -99069.434971 Iteration 15Q: 3 clusters Score -99069.43 nChanged 22 ComputeScore: Raw -99410.841324 + Penalty 339.883703 = -99070.957621 Iteration 16Q: 3 clusters Score -99070.96 nChanged 23 ComputeScore: Raw -99412.195638 + Penalty 339.883703 = -99072.311935 Iteration 17Q: 3 clusters Score -99072.31 nChanged 22 ComputeScore: Raw -99413.201856 + Penalty 339.883703 = -99073.318153 Iteration 18Q: 3 clusters Score -99073.32 nChanged 16 ComputeScore: Raw -99413.750318 + Penalty 339.883703 = -99073.866615 Iteration 19Q: 3 clusters Score -99073.87 nChanged 13 ComputeScore: Raw -99414.279985 + Penalty 339.883703 = -99074.396282 Iteration 20F: 3 clusters Score -99074.4 nChanged 9 ComputeScore: Raw -99414.583590 + Penalty 339.883703 = -99074.699887 Iteration 21Q: 3 clusters Score -99074.7 nChanged 6 ComputeScore: Raw -99414.665450 + Penalty 339.883703 = -99074.781748 Iteration 22Q: 3 clusters Score -99074.78 nChanged 2 ComputeScore: Raw -99414.677187 + Penalty 339.883703 = -99074.793484 Iteration 23Q: 3 clusters Score -99074.79 nChanged 1 ComputeScore: Raw -99414.698103 + Penalty 339.883703 = -99074.814400 Iteration 24Q: 3 clusters Score -99074.81 nChanged 1 ComputeScore: Raw -99414.706970 + Penalty 339.883703 = -99074.823267 Iteration 25Q: 3 clusters Score -99074.82 nChanged 1 ComputeScore: Raw -99414.716055 + Penalty 339.883703 = -99074.832352 Iteration 26Q: 3 clusters Score -99074.83 nChanged 2 ComputeScore: Raw -99414.733983 + Penalty 339.883703 = -99074.850280 Iteration 27Q: 3 clusters Score -99074.85 nChanged 2 ComputeScore: Raw -99414.764965 + Penalty 339.883703 = -99074.881262 Iteration 28Q: 3 clusters Score -99074.88 nChanged 4 ComputeScore: Raw -99414.813532 + Penalty 339.883703 = -99074.929829 Iteration 29Q: 3 clusters Score -99074.93 nChanged 3 ComputeScore: Raw -99414.880410 + Penalty 339.883703 = -99074.996707 Iteration 30Q: 3 clusters Score -99075 nChanged 1 ComputeScore: Raw -99414.893782 + Penalty 339.883703 = -99075.010079 Iteration 31Q: 3 clusters Score -99075.01 nChanged 4 ComputeScore: Raw -99414.943629 + Penalty 339.883703 = -99075.059926 Iteration 32Q: 3 clusters Score -99075.06 nChanged 3 ComputeScore: Raw -99414.969563 + Penalty 339.883703 = -99075.085861 Iteration 33Q: 3 clusters Score -99075.09 nChanged 1 ComputeScore: Raw -99414.972954 + Penalty 339.883703 = -99075.089251 Iteration 34Q: 3 clusters Score -99075.09 nChanged 1 ComputeScore: Raw -99414.987765 + Penalty 339.883703 = -99075.104062 Iteration 35Q: 3 clusters Score -99075.1 nChanged 1 ComputeScore: Raw -99414.993475 + Penalty 339.883703 = -99075.109772 Iteration 36Q: 3 clusters Score -99075.11 nChanged 0 ComputeScore: Raw -99414.993475 + Penalty 339.883703 = -99075.109772 Iteration 37F: 3 clusters Score -99075.11 nChanged 0 ComputeScore: Raw -509369.110456 + Penalty 1425.605350 = -507943.505106Splitting cluster 3 changes total score from -505985.295280 to -507943.505106 So it's getting split into cluster 1. Trying to split cluster 5 (10917 points) Assigned 2 initial classes randomly. ComputeScore: Raw -89345.713374 + Penalty 167.365377 = -89178.347997 Iteration 0F: 2 clusters Score -89178.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -82107.219578 + Penalty 334.730754 = -81772.488824 Iteration 0F: 3 clusters Score -81772.49 nChanged 5358 ComputeScore: Raw -85171.080732 + Penalty 334.730754 = -84836.349979 Iteration 1F: 3 clusters Score -84836.35 nChanged 623 ComputeScore: Raw -85463.716854 + Penalty 334.730754 = -85128.986100 Iteration 2F: 3 clusters Score -85128.99 nChanged 629 ComputeScore: Raw -85799.717565 + Penalty 334.730754 = -85464.986812 Iteration 3F: 3 clusters Score -85464.99 nChanged 620 ComputeScore: Raw -86197.996691 + Penalty 334.730754 = -85863.265937 Iteration 4F: 3 clusters Score -85863.27 nChanged 669 ComputeScore: Raw -86680.395742 + Penalty 334.730754 = -86345.664988 Iteration 5F: 3 clusters Score -86345.66 nChanged 696 ComputeScore: Raw -87199.199897 + Penalty 334.730754 = -86864.469144 Iteration 6F: 3 clusters Score -86864.47 nChanged 653 ComputeScore: Raw -87712.176882 + Penalty 334.730754 = -87377.446128 Iteration 7F: 3 clusters Score -87377.45 nChanged 535 ComputeScore: Raw -88147.954697 + Penalty 334.730754 = -87813.223944 Iteration 8Q: 3 clusters Score -87813.22 nChanged 413 ComputeScore: Raw -88482.280251 + Penalty 334.730754 = -88147.549497 Iteration 9Q: 3 clusters Score -88147.55 nChanged 348 ComputeScore: Raw -88772.019462 + Penalty 334.730754 = -88437.288709 Iteration 10Q: 3 clusters Score -88437.29 nChanged 285 ComputeScore: Raw -89016.974557 + Penalty 334.730754 = -88682.243804 Iteration 11Q: 3 clusters Score -88682.24 nChanged 248 ComputeScore: Raw -89203.804955 + Penalty 334.730754 = -88869.074201 Iteration 12Q: 3 clusters Score -88869.07 nChanged 223 ComputeScore: Raw -89329.870570 + Penalty 334.730754 = -88995.139816 Iteration 13Q: 3 clusters Score -88995.14 nChanged 161 ComputeScore: Raw -89383.415550 + Penalty 334.730754 = -89048.684797 Iteration 14Q: 3 clusters Score -89048.68 nChanged 100 ComputeScore: Raw -89411.741564 + Penalty 334.730754 = -89077.010810 Iteration 15Q: 3 clusters Score -89077.01 nChanged 82 ComputeScore: Raw -89436.804885 + Penalty 334.730754 = -89102.074132 Iteration 16Q: 3 clusters Score -89102.07 nChanged 91 ComputeScore: Raw -89468.118303 + Penalty 334.730754 = -89133.387549 Iteration 17Q: 3 clusters Score -89133.39 nChanged 96 ComputeScore: Raw -89499.239467 + Penalty 334.730754 = -89164.508714 Iteration 18Q: 3 clusters Score -89164.51 nChanged 92 ComputeScore: Raw -89525.767872 + Penalty 334.730754 = -89191.037118 Iteration 19Q: 3 clusters Score -89191.04 nChanged 92 ComputeScore: Raw -89566.783836 + Penalty 334.730754 = -89232.053083 Iteration 20F: 3 clusters Score -89232.05 nChanged 104 ComputeScore: Raw -89635.145499 + Penalty 334.730754 = -89300.414746 Iteration 21Q: 3 clusters Score -89300.41 nChanged 126 ComputeScore: Raw -89730.061631 + Penalty 334.730754 = -89395.330878 Iteration 22Q: 3 clusters Score -89395.33 nChanged 153 ComputeScore: Raw -89840.470413 + Penalty 334.730754 = -89505.739660 Iteration 23Q: 3 clusters Score -89505.74 nChanged 144 ComputeScore: Raw -89919.225329 + Penalty 334.730754 = -89584.494576 Iteration 24Q: 3 clusters Score -89584.49 nChanged 116 ComputeScore: Raw -89961.274032 + Penalty 334.730754 = -89626.543278 Iteration 25Q: 3 clusters Score -89626.54 nChanged 87 ComputeScore: Raw -89985.896917 + Penalty 334.730754 = -89651.166163 Iteration 26Q: 3 clusters Score -89651.17 nChanged 67 ComputeScore: Raw -89998.665770 + Penalty 334.730754 = -89663.935017 Iteration 27Q: 3 clusters Score -89663.94 nChanged 49 ComputeScore: Raw -90004.505928 + Penalty 334.730754 = -89669.775175 Iteration 28Q: 3 clusters Score -89669.78 nChanged 24 ComputeScore: Raw -90005.974569 + Penalty 334.730754 = -89671.243816 Iteration 29Q: 3 clusters Score -89671.24 nChanged 17 ComputeScore: Raw -90006.644615 + Penalty 334.730754 = -89671.913862 Iteration 30Q: 3 clusters Score -89671.91 nChanged 8 ComputeScore: Raw -90006.843622 + Penalty 334.730754 = -89672.112868 Iteration 31Q: 3 clusters Score -89672.11 nChanged 7 ComputeScore: Raw -90006.990266 + Penalty 334.730754 = -89672.259513 Iteration 32Q: 3 clusters Score -89672.26 nChanged 4 ComputeScore: Raw -90007.036110 + Penalty 334.730754 = -89672.305357 Iteration 33Q: 3 clusters Score -89672.31 nChanged 1 ComputeScore: Raw -90007.078813 + Penalty 334.730754 = -89672.348059 Iteration 34Q: 3 clusters Score -89672.35 nChanged 1 ComputeScore: Raw -90007.088209 + Penalty 334.730754 = -89672.357455 Iteration 35Q: 3 clusters Score -89672.36 nChanged 1 ComputeScore: Raw -90007.095966 + Penalty 334.730754 = -89672.365212 Iteration 36Q: 3 clusters Score -89672.37 nChanged 0 ComputeScore: Raw -90007.095966 + Penalty 334.730754 = -89672.365212 Iteration 37F: 3 clusters Score -89672.37 nChanged 0 ComputeScore: Raw -510030.493048 + Penalty 1629.263257 = -508401.229791Splitting cluster 5 changes total score from -505985.295280 to -508401.229791 So it's getting split into cluster 4. Trying to split cluster 6 (41783 points) Assigned 2 initial classes randomly. ComputeScore: Raw -286255.295691 + Penalty 191.524407 = -286063.771284 Iteration 0F: 2 clusters Score -286063.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -258067.271071 + Penalty 383.048814 = -257684.222256 Iteration 0F: 3 clusters Score -257684.2 nChanged 20534 ComputeScore: Raw -272692.992607 + Penalty 383.048814 = -272309.943793 Iteration 1F: 3 clusters Score -272309.9 nChanged 3203 ComputeScore: Raw -275295.291575 + Penalty 383.048814 = -274912.242761 Iteration 2F: 3 clusters Score -274912.2 nChanged 2970 ComputeScore: Raw -278647.477748 + Penalty 383.048814 = -278264.428934 Iteration 3F: 3 clusters Score -278264.4 nChanged 2519 ComputeScore: Raw -281549.654913 + Penalty 383.048814 = -281166.606099 Iteration 4F: 3 clusters Score -281166.6 nChanged 1938 ComputeScore: Raw -283415.683743 + Penalty 383.048814 = -283032.634929 Iteration 5Q: 3 clusters Score -283032.6 nChanged 1391 ComputeScore: Raw -284790.236430 + Penalty 383.048814 = -284407.187616 Iteration 6Q: 3 clusters Score -284407.2 nChanged 1043 ComputeScore: Raw -285934.122270 + Penalty 383.048814 = -285551.073456 Iteration 7Q: 3 clusters Score -285551.1 nChanged 795 ComputeScore: Raw -286718.353580 + Penalty 383.048814 = -286335.304766 Iteration 8Q: 3 clusters Score -286335.3 nChanged 570 ComputeScore: Raw -287020.207952 + Penalty 383.048814 = -286637.159138 Iteration 9Q: 3 clusters Score -286637.2 nChanged 304 ComputeScore: Raw -287109.271589 + Penalty 383.048814 = -286726.222775 Iteration 10Q: 3 clusters Score -286726.2 nChanged 189 ComputeScore: Raw -287148.859022 + Penalty 383.048814 = -286765.810207 Iteration 11Q: 3 clusters Score -286765.8 nChanged 136 ComputeScore: Raw -287170.659333 + Penalty 383.048814 = -286787.610519 Iteration 12Q: 3 clusters Score -286787.6 nChanged 111 ComputeScore: Raw -287185.174593 + Penalty 383.048814 = -286802.125779 Iteration 13Q: 3 clusters Score -286802.1 nChanged 89 ComputeScore: Raw -287193.412639 + Penalty 383.048814 = -286810.363824 Iteration 14Q: 3 clusters Score -286810.4 nChanged 68 ComputeScore: Raw -287199.367493 + Penalty 383.048814 = -286816.318679 Iteration 15Q: 3 clusters Score -286816.3 nChanged 58 ComputeScore: Raw -287203.466770 + Penalty 383.048814 = -286820.417956 Iteration 16Q: 3 clusters Score -286820.4 nChanged 48 ComputeScore: Raw -287206.091158 + Penalty 383.048814 = -286823.042344 Iteration 17Q: 3 clusters Score -286823 nChanged 40 ComputeScore: Raw -287207.846045 + Penalty 383.048814 = -286824.797231 Iteration 18Q: 3 clusters Score -286824.8 nChanged 32 ComputeScore: Raw -287209.043272 + Penalty 383.048814 = -286825.994458 Iteration 19Q: 3 clusters Score -286826 nChanged 19 ComputeScore: Raw -287211.151488 + Penalty 383.048814 = -286828.102674 Iteration 20F: 3 clusters Score -286828.1 nChanged 13 ComputeScore: Raw -287211.358685 + Penalty 383.048814 = -286828.309871 Iteration 21Q: 3 clusters Score -286828.3 nChanged 9 ComputeScore: Raw -287211.553958 + Penalty 383.048814 = -286828.505144 Iteration 22Q: 3 clusters Score -286828.5 nChanged 10 ComputeScore: Raw -287211.734748 + Penalty 383.048814 = -286828.685934 Iteration 23Q: 3 clusters Score -286828.7 nChanged 15 ComputeScore: Raw -287212.024647 + Penalty 383.048814 = -286828.975833 Iteration 24Q: 3 clusters Score -286829 nChanged 11 ComputeScore: Raw -287212.252981 + Penalty 383.048814 = -286829.204167 Iteration 25Q: 3 clusters Score -286829.2 nChanged 9 ComputeScore: Raw -287212.356462 + Penalty 383.048814 = -286829.307648 Iteration 26Q: 3 clusters Score -286829.3 nChanged 8 ComputeScore: Raw -287212.423103 + Penalty 383.048814 = -286829.374289 Iteration 27Q: 3 clusters Score -286829.4 nChanged 5 ComputeScore: Raw -287212.477302 + Penalty 383.048814 = -286829.428488 Iteration 28Q: 3 clusters Score -286829.4 nChanged 4 ComputeScore: Raw -287212.510115 + Penalty 383.048814 = -286829.461301 Iteration 29Q: 3 clusters Score -286829.5 nChanged 0 ComputeScore: Raw -287212.510115 + Penalty 383.048814 = -286829.461301 Iteration 30F: 3 clusters Score -286829.5 nChanged 0 ComputeScore: Raw -510987.707473 + Penalty 1832.921164 = -509154.786308Splitting cluster 6 changes total score from -505985.295280 to -509154.786308 So it's getting split into cluster 8. Trying to split cluster 7 (15995 points) Assigned 2 initial classes randomly. ComputeScore: Raw -129665.138567 + Penalty 174.240566 = -129490.898001 Iteration 0F: 2 clusters Score -129490.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -119098.508589 + Penalty 348.481132 = -118750.027457 Iteration 0F: 3 clusters Score -118750 nChanged 7822 ComputeScore: Raw -124446.161083 + Penalty 348.481132 = -124097.679951 Iteration 1F: 3 clusters Score -124097.7 nChanged 1056 ComputeScore: Raw -124929.024198 + Penalty 348.481132 = -124580.543066 Iteration 2F: 3 clusters Score -124580.5 nChanged 980 ComputeScore: Raw -125392.448720 + Penalty 348.481132 = -125043.967587 Iteration 3F: 3 clusters Score -125044 nChanged 885 ComputeScore: Raw -125865.173340 + Penalty 348.481132 = -125516.692208 Iteration 4F: 3 clusters Score -125516.7 nChanged 886 ComputeScore: Raw -126476.671586 + Penalty 348.481132 = -126128.190453 Iteration 5F: 3 clusters Score -126128.2 nChanged 912 ComputeScore: Raw -127219.451773 + Penalty 348.481132 = -126870.970641 Iteration 6F: 3 clusters Score -126871 nChanged 813 ComputeScore: Raw -127995.515117 + Penalty 348.481132 = -127647.033985 Iteration 7F: 3 clusters Score -127647 nChanged 593 ComputeScore: Raw -128690.373825 + Penalty 348.481132 = -128341.892692 Iteration 8Q: 3 clusters Score -128341.9 nChanged 341 ComputeScore: Raw -129183.032408 + Penalty 348.481132 = -128834.551276 Iteration 9Q: 3 clusters Score -128834.6 nChanged 210 ComputeScore: Raw -129507.688729 + Penalty 348.481132 = -129159.207597 Iteration 10Q: 3 clusters Score -129159.2 nChanged 129 ComputeScore: Raw -129682.888169 + Penalty 348.481132 = -129334.407037 Iteration 11Q: 3 clusters Score -129334.4 nChanged 80 ComputeScore: Raw -129758.752446 + Penalty 348.481132 = -129410.271314 Iteration 12Q: 3 clusters Score -129410.3 nChanged 59 ComputeScore: Raw -129801.963270 + Penalty 348.481132 = -129453.482138 Iteration 13Q: 3 clusters Score -129453.5 nChanged 51 ComputeScore: Raw -129836.625972 + Penalty 348.481132 = -129488.144840 Iteration 14Q: 3 clusters Score -129488.1 nChanged 43 ComputeScore: Raw -129854.319538 + Penalty 348.481132 = -129505.838406 Iteration 15Q: 3 clusters Score -129505.8 nChanged 33 ComputeScore: Raw -129862.887651 + Penalty 348.481132 = -129514.406519 Iteration 16Q: 3 clusters Score -129514.4 nChanged 22 ComputeScore: Raw -129869.081292 + Penalty 348.481132 = -129520.600160 Iteration 17Q: 3 clusters Score -129520.6 nChanged 15 ComputeScore: Raw -129871.410536 + Penalty 348.481132 = -129522.929404 Iteration 18Q: 3 clusters Score -129522.9 nChanged 5 ComputeScore: Raw -129871.798439 + Penalty 348.481132 = -129523.317306 Iteration 19Q: 3 clusters Score -129523.3 nChanged 2 ComputeScore: Raw -129871.835085 + Penalty 348.481132 = -129523.353952 Iteration 20F: 3 clusters Score -129523.4 nChanged 2 ComputeScore: Raw -129871.926187 + Penalty 348.481132 = -129523.445054 Iteration 21Q: 3 clusters Score -129523.4 nChanged 2 ComputeScore: Raw -129872.026104 + Penalty 348.481132 = -129523.544972 Iteration 22Q: 3 clusters Score -129523.5 nChanged 2 ComputeScore: Raw -129872.246573 + Penalty 348.481132 = -129523.765441 Iteration 23Q: 3 clusters Score -129523.8 nChanged 3 ComputeScore: Raw -129872.404415 + Penalty 348.481132 = -129523.923282 Iteration 24Q: 3 clusters Score -129523.9 nChanged 2 ComputeScore: Raw -129872.449932 + Penalty 348.481132 = -129523.968800 Iteration 25Q: 3 clusters Score -129524 nChanged 1 ComputeScore: Raw -129872.475701 + Penalty 348.481132 = -129523.994568 Iteration 26Q: 3 clusters Score -129524 nChanged 0 ComputeScore: Raw -129872.475701 + Penalty 348.481132 = -129523.994568 Iteration 27F: 3 clusters Score -129524 nChanged 0 ComputeScore: Raw -511195.044607 + Penalty 2036.579071 = -509158.465535Splitting cluster 7 changes total score from -505985.295280 to -509158.465535 So it's getting split into cluster 10. Trying to split cluster 9 (541 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6445.535201 + Penalty 113.281547 = -6332.253654 Iteration 0F: 2 clusters Score -6332.254 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6155.414811 + Penalty 226.563094 = -5928.851717 Iteration 0F: 3 clusters Score -5928.852 nChanged 222 ComputeScore: Raw -6277.564781 + Penalty 226.563094 = -6051.001687 Iteration 1F: 3 clusters Score -6051.002 nChanged 38 ComputeScore: Raw -6298.988894 + Penalty 226.563094 = -6072.425799 Iteration 2F: 3 clusters Score -6072.426 nChanged 26 ComputeScore: Raw -6311.361284 + Penalty 226.563094 = -6084.798190 Iteration 3Q: 3 clusters Score -6084.798 nChanged 19 ComputeScore: Raw -6320.917301 + Penalty 226.563094 = -6094.354207 Iteration 4Q: 3 clusters Score -6094.354 nChanged 14 ComputeScore: Raw -6328.929746 + Penalty 226.563094 = -6102.366652 Iteration 5Q: 3 clusters Score -6102.367 nChanged 13 ComputeScore: Raw -6338.094066 + Penalty 226.563094 = -6111.530972 Iteration 6Q: 3 clusters Score -6111.531 nChanged 22 ComputeScore: Raw -6348.499629 + Penalty 226.563094 = -6121.936535 Iteration 7Q: 3 clusters Score -6121.937 nChanged 13 ComputeScore: Raw -6354.506381 + Penalty 226.563094 = -6127.943287 Iteration 8Q: 3 clusters Score -6127.943 nChanged 17 ComputeScore: Raw -6364.221080 + Penalty 226.563094 = -6137.657986 Iteration 9Q: 3 clusters Score -6137.658 nChanged 14 ComputeScore: Raw -6372.679875 + Penalty 226.563094 = -6146.116781 Iteration 10Q: 3 clusters Score -6146.117 nChanged 17 ComputeScore: Raw -6383.651817 + Penalty 226.563094 = -6157.088723 Iteration 11Q: 3 clusters Score -6157.089 nChanged 22 ComputeScore: Raw -6399.808673 + Penalty 226.563094 = -6173.245579 Iteration 12Q: 3 clusters Score -6173.246 nChanged 18 ComputeScore: Raw -6412.600700 + Penalty 226.563094 = -6186.037606 Iteration 13Q: 3 clusters Score -6186.038 nChanged 12 ComputeScore: Raw -6421.855747 + Penalty 226.563094 = -6195.292653 Iteration 14Q: 3 clusters Score -6195.293 nChanged 12 ComputeScore: Raw -6435.814629 + Penalty 226.563094 = -6209.251535 Iteration 15Q: 3 clusters Score -6209.252 nChanged 11 ComputeScore: Raw -6452.293982 + Penalty 226.563094 = -6225.730888 Iteration 16Q: 3 clusters Score -6225.731 nChanged 5 ComputeScore: Raw -6457.846820 + Penalty 226.563094 = -6231.283726 Iteration 17Q: 3 clusters Score -6231.284 nChanged 2 ComputeScore: Raw -6458.989984 + Penalty 226.563094 = -6232.426890 Iteration 18Q: 3 clusters Score -6232.427 nChanged 1 ComputeScore: Raw -6459.444756 + Penalty 226.563094 = -6232.881662 Iteration 19Q: 3 clusters Score -6232.882 nChanged 1 ComputeScore: Raw -6460.535343 + Penalty 226.563094 = -6233.972249 Iteration 20F: 3 clusters Score -6233.972 nChanged 0 ConsiderDeletion: ComputeScore: Raw -512229.551432 + Penalty 2036.579071 = -510192.972360Iteration 39Q: 11 clusters Score -510193 nChanged 1045 ConsiderDeletion: Deleting Class 2. Lose 179.759089 but Gain 203.657907 ComputeScore: Raw -513085.651682 + Penalty 1832.921164 = -511252.730517Iteration 40F: 10 clusters Score -511252.7 nChanged 942 ConsiderDeletion: ComputeScore: Raw -513762.138163 + Penalty 1832.921164 = -511929.216999Iteration 41Q: 10 clusters Score -511929.2 nChanged 559 ConsiderDeletion: ComputeScore: Raw -514083.130879 + Penalty 1832.921164 = -512250.209715Iteration 42Q: 10 clusters Score -512250.2 nChanged 446 ConsiderDeletion: ComputeScore: Raw -514315.503455 + Penalty 1832.921164 = -512482.582291Iteration 43Q: 10 clusters Score -512482.6 nChanged 378 ConsiderDeletion: ComputeScore: Raw -514474.067286 + Penalty 1832.921164 = -512641.146122Iteration 44Q: 10 clusters Score -512641.1 nChanged 263 ConsiderDeletion: ComputeScore: Raw -514551.978447 + Penalty 1832.921164 = -512719.057283Iteration 45Q: 10 clusters Score -512719.1 nChanged 212 ConsiderDeletion: ComputeScore: Raw -514618.416163 + Penalty 1832.921164 = -512785.494999Iteration 46Q: 10 clusters Score -512785.5 nChanged 173 ConsiderDeletion: ComputeScore: Raw -514673.270320 + Penalty 1832.921164 = -512840.349155Iteration 47Q: 10 clusters Score -512840.3 nChanged 140 ConsiderDeletion: ComputeScore: Raw -514714.892577 + Penalty 1832.921164 = -512881.971412Iteration 48Q: 10 clusters Score -512882 nChanged 120 ConsiderDeletion: ComputeScore: Raw -514743.699371 + Penalty 1832.921164 = -512910.778206Iteration 49Q: 10 clusters Score -512910.8 nChanged 115 ConsiderDeletion: ComputeScore: Raw -514766.776660 + Penalty 1832.921164 = -512933.855496Iteration 50Q: 10 clusters Score -512933.9 nChanged 93 ConsiderDeletion: ComputeScore: Raw -514784.511927 + Penalty 1832.921164 = -512951.590763Iteration 51Q: 10 clusters Score -512951.6 nChanged 101 ConsiderDeletion: ComputeScore: Raw -514797.071666 + Penalty 1832.921164 = -512964.150502Iteration 52Q: 10 clusters Score -512964.2 nChanged 79 ConsiderDeletion: ComputeScore: Raw -514806.056478 + Penalty 1832.921164 = -512973.135314Iteration 53Q: 10 clusters Score -512973.1 nChanged 52 ConsiderDeletion: ComputeScore: Raw -514811.816585 + Penalty 1832.921164 = -512978.895421Iteration 54Q: 10 clusters Score -512978.9 nChanged 52 ConsiderDeletion: ComputeScore: Raw -514818.760346 + Penalty 1832.921164 = -512985.839181Iteration 55Q: 10 clusters Score -512985.8 nChanged 56 ConsiderDeletion: ComputeScore: Raw -514827.936450 + Penalty 1832.921164 = -512995.015286Iteration 56Q: 10 clusters Score -512995 nChanged 56 ConsiderDeletion: ComputeScore: Raw -514836.498290 + Penalty 1832.921164 = -513003.577125Iteration 57Q: 10 clusters Score -513003.6 nChanged 47 ConsiderDeletion: ComputeScore: Raw -514846.316304 + Penalty 1832.921164 = -513013.395140Iteration 58Q: 10 clusters Score -513013.4 nChanged 56 ConsiderDeletion: ComputeScore: Raw -514857.748535 + Penalty 1832.921164 = -513024.827371Iteration 59Q: 10 clusters Score -513024.8 nChanged 50 ConsiderDeletion: ComputeScore: Raw -515045.219710 + Penalty 1832.921164 = -513212.298546Iteration 60F: 10 clusters Score -513212.3 nChanged 218 ConsiderDeletion: ComputeScore: Raw -515248.129009 + Penalty 1832.921164 = -513415.207845Iteration 61Q: 10 clusters Score -513415.2 nChanged 259 ConsiderDeletion: ComputeScore: Raw -515395.585150 + Penalty 1832.921164 = -513562.663986Iteration 62Q: 10 clusters Score -513562.7 nChanged 262 ConsiderDeletion: ComputeScore: Raw -515520.944230 + Penalty 1832.921164 = -513688.023066Iteration 63Q: 10 clusters Score -513688 nChanged 242 ConsiderDeletion: ComputeScore: Raw -515621.192004 + Penalty 1832.921164 = -513788.270839Iteration 64Q: 10 clusters Score -513788.3 nChanged 185 ConsiderDeletion: ComputeScore: Raw -515663.092205 + Penalty 1832.921164 = -513830.171041Iteration 65Q: 10 clusters Score -513830.2 nChanged 144 ConsiderDeletion: ComputeScore: Raw -515691.395602 + Penalty 1832.921164 = -513858.474438Iteration 66Q: 10 clusters Score -513858.5 nChanged 136 ConsiderDeletion: ComputeScore: Raw -515708.318873 + Penalty 1832.921164 = -513875.397709Iteration 67Q: 10 clusters Score -513875.4 nChanged 77 ConsiderDeletion: ComputeScore: Raw -515714.422600 + Penalty 1832.921164 = -513881.501436Iteration 68Q: 10 clusters Score -513881.5 nChanged 55 ConsiderDeletion: ComputeScore: Raw -515719.037682 + Penalty 1832.921164 = -513886.116517Iteration 69Q: 10 clusters Score -513886.1 nChanged 64 ConsiderDeletion: ComputeScore: Raw -515723.742332 + Penalty 1832.921164 = -513890.821168Iteration 70Q: 10 clusters Score -513890.8 nChanged 53 ConsiderDeletion: ComputeScore: Raw -515726.959087 + Penalty 1832.921164 = -513894.037923Iteration 71Q: 10 clusters Score -513894 nChanged 44 ConsiderDeletion: ComputeScore: Raw -515729.215380 + Penalty 1832.921164 = -513896.294216Iteration 72Q: 10 clusters Score -513896.3 nChanged 42 ConsiderDeletion: ComputeScore: Raw -515731.088376 + Penalty 1832.921164 = -513898.167212Iteration 73Q: 10 clusters Score -513898.2 nChanged 26 ConsiderDeletion: ComputeScore: Raw -515732.567714 + Penalty 1832.921164 = -513899.646550Iteration 74Q: 10 clusters Score -513899.6 nChanged 27 ConsiderDeletion: ComputeScore: Raw -515734.029389 + Penalty 1832.921164 = -513901.108225Iteration 75Q: 10 clusters Score -513901.1 nChanged 25 ConsiderDeletion: ComputeScore: Raw -515735.057048 + Penalty 1832.921164 = -513902.135884Iteration 76Q: 10 clusters Score -513902.1 nChanged 18 ConsiderDeletion: ComputeScore: Raw -515735.642728 + Penalty 1832.921164 = -513902.721564Iteration 77Q: 10 clusters Score -513902.7 nChanged 19 ConsiderDeletion: ComputeScore: Raw -515736.229008 + Penalty 1832.921164 = -513903.307844Iteration 78Q: 10 clusters Score -513903.3 nChanged 16 ComputeScore: Raw -515736.229008 + Penalty 1832.921164 = -513903.307844Trying to split cluster 1 (5984 points) Assigned 2 initial classes randomly. ComputeScore: Raw -52583.860649 + Penalty 156.543201 = -52427.317447 Iteration 0F: 2 clusters Score -52427.32 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -48820.079624 + Penalty 313.086403 = -48506.993222 Iteration 0F: 3 clusters Score -48506.99 nChanged 2810 ComputeScore: Raw -50573.377063 + Penalty 313.086403 = -50260.290660 Iteration 1F: 3 clusters Score -50260.29 nChanged 403 ComputeScore: Raw -50770.906889 + Penalty 313.086403 = -50457.820486 Iteration 2F: 3 clusters Score -50457.82 nChanged 378 ComputeScore: Raw -50965.024432 + Penalty 313.086403 = -50651.938029 Iteration 3F: 3 clusters Score -50651.94 nChanged 351 ComputeScore: Raw -51168.899338 + Penalty 313.086403 = -50855.812935 Iteration 4F: 3 clusters Score -50855.81 nChanged 340 ComputeScore: Raw -51444.049864 + Penalty 313.086403 = -51130.963462 Iteration 5F: 3 clusters Score -51130.96 nChanged 335 ComputeScore: Raw -51749.042199 + Penalty 313.086403 = -51435.955796 Iteration 6F: 3 clusters Score -51435.96 nChanged 278 ComputeScore: Raw -51990.937783 + Penalty 313.086403 = -51677.851380 Iteration 7Q: 3 clusters Score -51677.85 nChanged 202 ComputeScore: Raw -52149.358425 + Penalty 313.086403 = -51836.272022 Iteration 8Q: 3 clusters Score -51836.27 nChanged 153 ComputeScore: Raw -52260.065000 + Penalty 313.086403 = -51946.978597 Iteration 9Q: 3 clusters Score -51946.98 nChanged 137 ComputeScore: Raw -52360.165964 + Penalty 313.086403 = -52047.079561 Iteration 10Q: 3 clusters Score -52047.08 nChanged 119 ComputeScore: Raw -52448.992729 + Penalty 313.086403 = -52135.906326 Iteration 11Q: 3 clusters Score -52135.91 nChanged 87 ComputeScore: Raw -52506.405793 + Penalty 313.086403 = -52193.319391 Iteration 12Q: 3 clusters Score -52193.32 nChanged 65 ComputeScore: Raw -52544.926398 + Penalty 313.086403 = -52231.839995 Iteration 13Q: 3 clusters Score -52231.84 nChanged 51 ComputeScore: Raw -52576.415481 + Penalty 313.086403 = -52263.329078 Iteration 14Q: 3 clusters Score -52263.33 nChanged 28 ComputeScore: Raw -52598.308177 + Penalty 313.086403 = -52285.221774 Iteration 15Q: 3 clusters Score -52285.22 nChanged 27 ComputeScore: Raw -52612.813236 + Penalty 313.086403 = -52299.726834 Iteration 16Q: 3 clusters Score -52299.73 nChanged 15 ComputeScore: Raw -52621.752270 + Penalty 313.086403 = -52308.665867 Iteration 17Q: 3 clusters Score -52308.67 nChanged 15 ComputeScore: Raw -52628.083716 + Penalty 313.086403 = -52314.997313 Iteration 18Q: 3 clusters Score -52315 nChanged 9 ComputeScore: Raw -52632.354909 + Penalty 313.086403 = -52319.268506 Iteration 19Q: 3 clusters Score -52319.27 nChanged 7 ComputeScore: Raw -52634.923446 + Penalty 313.086403 = -52321.837044 Iteration 20F: 3 clusters Score -52321.84 nChanged 8 ComputeScore: Raw -52637.860183 + Penalty 313.086403 = -52324.773781 Iteration 21Q: 3 clusters Score -52324.77 nChanged 7 ComputeScore: Raw -52639.689041 + Penalty 313.086403 = -52326.602639 Iteration 22Q: 3 clusters Score -52326.6 nChanged 3 ComputeScore: Raw -52641.071095 + Penalty 313.086403 = -52327.984692 Iteration 23Q: 3 clusters Score -52327.98 nChanged 4 ComputeScore: Raw -52643.314076 + Penalty 313.086403 = -52330.227673 Iteration 24Q: 3 clusters Score -52330.23 nChanged 4 ComputeScore: Raw -52648.598128 + Penalty 313.086403 = -52335.511725 Iteration 25Q: 3 clusters Score -52335.51 nChanged 4 ComputeScore: Raw -52652.809298 + Penalty 313.086403 = -52339.722895 Iteration 26Q: 3 clusters Score -52339.72 nChanged 5 ComputeScore: Raw -52654.628891 + Penalty 313.086403 = -52341.542488 Iteration 27Q: 3 clusters Score -52341.54 nChanged 3 ComputeScore: Raw -52655.512148 + Penalty 313.086403 = -52342.425745 Iteration 28Q: 3 clusters Score -52342.43 nChanged 3 ComputeScore: Raw -52658.072378 + Penalty 313.086403 = -52344.985975 Iteration 29Q: 3 clusters Score -52344.99 nChanged 2 ComputeScore: Raw -52658.570142 + Penalty 313.086403 = -52345.483740 Iteration 30Q: 3 clusters Score -52345.48 nChanged 0 ComputeScore: Raw -52658.570142 + Penalty 313.086403 = -52345.483740 Iteration 31F: 3 clusters Score -52345.48 nChanged 0 Trying to split cluster 3 (6859 points) Assigned 2 initial classes randomly. ComputeScore: Raw -57623.579026 + Penalty 158.999705 = -57464.579321 Iteration 0F: 2 clusters Score -57464.58 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -53206.412805 + Penalty 317.999410 = -52888.413395 Iteration 0F: 3 clusters Score -52888.41 nChanged 3186 ComputeScore: Raw -55370.215542 + Penalty 317.999410 = -55052.216133 Iteration 1F: 3 clusters Score -55052.22 nChanged 618 ComputeScore: Raw -55846.739195 + Penalty 317.999410 = -55528.739785 Iteration 2F: 3 clusters Score -55528.74 nChanged 579 ComputeScore: Raw -56369.475063 + Penalty 317.999410 = -56051.475653 Iteration 3F: 3 clusters Score -56051.48 nChanged 528 ComputeScore: Raw -56805.451384 + Penalty 317.999410 = -56487.451974 Iteration 4F: 3 clusters Score -56487.45 nChanged 394 ComputeScore: Raw -57165.194161 + Penalty 317.999410 = -56847.194751 Iteration 5F: 3 clusters Score -56847.19 nChanged 287 ComputeScore: Raw -57472.741584 + Penalty 317.999410 = -57154.742174 Iteration 6Q: 3 clusters Score -57154.74 nChanged 211 ComputeScore: Raw -57688.718590 + Penalty 317.999410 = -57370.719181 Iteration 7Q: 3 clusters Score -57370.72 nChanged 121 ComputeScore: Raw -57783.980453 + Penalty 317.999410 = -57465.981043 Iteration 8Q: 3 clusters Score -57465.98 nChanged 65 ComputeScore: Raw -57833.964227 + Penalty 317.999410 = -57515.964817 Iteration 9Q: 3 clusters Score -57515.96 nChanged 61 ComputeScore: Raw -57871.992009 + Penalty 317.999410 = -57553.992599 Iteration 10Q: 3 clusters Score -57553.99 nChanged 37 ComputeScore: Raw -57891.277690 + Penalty 317.999410 = -57573.278280 Iteration 11Q: 3 clusters Score -57573.28 nChanged 31 ComputeScore: Raw -57907.650522 + Penalty 317.999410 = -57589.651112 Iteration 12Q: 3 clusters Score -57589.65 nChanged 21 ComputeScore: Raw -57915.869294 + Penalty 317.999410 = -57597.869884 Iteration 13Q: 3 clusters Score -57597.87 nChanged 23 ComputeScore: Raw -57926.671991 + Penalty 317.999410 = -57608.672581 Iteration 14Q: 3 clusters Score -57608.67 nChanged 20 ComputeScore: Raw -57939.544465 + Penalty 317.999410 = -57621.545055 Iteration 15Q: 3 clusters Score -57621.55 nChanged 18 ComputeScore: Raw -57953.306957 + Penalty 317.999410 = -57635.307547 Iteration 16Q: 3 clusters Score -57635.31 nChanged 13 ComputeScore: Raw -57963.402623 + Penalty 317.999410 = -57645.403214 Iteration 17Q: 3 clusters Score -57645.4 nChanged 13 ComputeScore: Raw -57970.411120 + Penalty 317.999410 = -57652.411710 Iteration 18Q: 3 clusters Score -57652.41 nChanged 8 ComputeScore: Raw -57972.571057 + Penalty 317.999410 = -57654.571648 Iteration 19Q: 3 clusters Score -57654.57 nChanged 5 ComputeScore: Raw -57973.506728 + Penalty 317.999410 = -57655.507318 Iteration 20F: 3 clusters Score -57655.51 nChanged 2 ComputeScore: Raw -57973.755721 + Penalty 317.999410 = -57655.756311 Iteration 21Q: 3 clusters Score -57655.76 nChanged 1 ComputeScore: Raw -57973.849263 + Penalty 317.999410 = -57655.849854 Iteration 22Q: 3 clusters Score -57655.85 nChanged 1 ComputeScore: Raw -57974.245806 + Penalty 317.999410 = -57656.246396 Iteration 23Q: 3 clusters Score -57656.25 nChanged 1 ComputeScore: Raw -57974.387921 + Penalty 317.999410 = -57656.388512 Iteration 24Q: 3 clusters Score -57656.39 nChanged 0 ComputeScore: Raw -57974.387921 + Penalty 317.999410 = -57656.388512 Iteration 25F: 3 clusters Score -57656.39 nChanged 0 ComputeScore: Raw -516087.460788 + Penalty 2036.579071 = -514050.881717Splitting cluster 3 changes total score from -513903.307844 to -514050.881717 So it's getting split into cluster 2. Trying to split cluster 4 (4642 points) Assigned 2 initial classes randomly. ComputeScore: Raw -40862.413588 + Penalty 151.972211 = -40710.441377 Iteration 0F: 2 clusters Score -40710.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37997.702507 + Penalty 303.944421 = -37693.758086 Iteration 0F: 3 clusters Score -37693.76 nChanged 2176 ComputeScore: Raw -39292.112552 + Penalty 303.944421 = -38988.168131 Iteration 1F: 3 clusters Score -38988.17 nChanged 321 ComputeScore: Raw -39480.980967 + Penalty 303.944421 = -39177.036546 Iteration 2F: 3 clusters Score -39177.04 nChanged 293 ComputeScore: Raw -39700.796789 + Penalty 303.944421 = -39396.852368 Iteration 3F: 3 clusters Score -39396.85 nChanged 241 ComputeScore: Raw -39863.151656 + Penalty 303.944421 = -39559.207235 Iteration 4F: 3 clusters Score -39559.21 nChanged 198 ComputeScore: Raw -40002.898103 + Penalty 303.944421 = -39698.953682 Iteration 5Q: 3 clusters Score -39698.95 nChanged 196 ComputeScore: Raw -40121.486953 + Penalty 303.944421 = -39817.542532 Iteration 6Q: 3 clusters Score -39817.54 nChanged 187 ComputeScore: Raw -40212.582343 + Penalty 303.944421 = -39908.637921 Iteration 7Q: 3 clusters Score -39908.64 nChanged 160 ComputeScore: Raw -40288.519588 + Penalty 303.944421 = -39984.575167 Iteration 8Q: 3 clusters Score -39984.58 nChanged 139 ComputeScore: Raw -40350.413178 + Penalty 303.944421 = -40046.468757 Iteration 9Q: 3 clusters Score -40046.47 nChanged 110 ComputeScore: Raw -40391.800491 + Penalty 303.944421 = -40087.856070 Iteration 10Q: 3 clusters Score -40087.86 nChanged 104 ComputeScore: Raw -40425.410603 + Penalty 303.944421 = -40121.466182 Iteration 11Q: 3 clusters Score -40121.47 nChanged 105 ComputeScore: Raw -40463.243015 + Penalty 303.944421 = -40159.298594 Iteration 12Q: 3 clusters Score -40159.3 nChanged 104 ComputeScore: Raw -40506.029354 + Penalty 303.944421 = -40202.084933 Iteration 13Q: 3 clusters Score -40202.08 nChanged 113 ComputeScore: Raw -40564.806966 + Penalty 303.944421 = -40260.862545 Iteration 14Q: 3 clusters Score -40260.86 nChanged 108 ComputeScore: Raw -40613.909381 + Penalty 303.944421 = -40309.964960 Iteration 15Q: 3 clusters Score -40309.96 nChanged 101 ComputeScore: Raw -40665.704249 + Penalty 303.944421 = -40361.759828 Iteration 16Q: 3 clusters Score -40361.76 nChanged 77 ComputeScore: Raw -40702.833192 + Penalty 303.944421 = -40398.888771 Iteration 17Q: 3 clusters Score -40398.89 nChanged 75 ComputeScore: Raw -40744.939819 + Penalty 303.944421 = -40440.995398 Iteration 18Q: 3 clusters Score -40441 nChanged 69 ComputeScore: Raw -40782.069210 + Penalty 303.944421 = -40478.124789 Iteration 19Q: 3 clusters Score -40478.12 nChanged 45 ComputeScore: Raw -40806.262916 + Penalty 303.944421 = -40502.318495 Iteration 20F: 3 clusters Score -40502.32 nChanged 46 ComputeScore: Raw -40828.976555 + Penalty 303.944421 = -40525.032134 Iteration 21Q: 3 clusters Score -40525.03 nChanged 38 ComputeScore: Raw -40845.641317 + Penalty 303.944421 = -40541.696896 Iteration 22Q: 3 clusters Score -40541.7 nChanged 38 ComputeScore: Raw -40860.766227 + Penalty 303.944421 = -40556.821806 Iteration 23Q: 3 clusters Score -40556.82 nChanged 32 ComputeScore: Raw -40872.278264 + Penalty 303.944421 = -40568.333843 Iteration 24Q: 3 clusters Score -40568.33 nChanged 20 ComputeScore: Raw -40879.798599 + Penalty 303.944421 = -40575.854178 Iteration 25Q: 3 clusters Score -40575.85 nChanged 16 ComputeScore: Raw -40884.344957 + Penalty 303.944421 = -40580.400536 Iteration 26Q: 3 clusters Score -40580.4 nChanged 15 ComputeScore: Raw -40890.319022 + Penalty 303.944421 = -40586.374601 Iteration 27Q: 3 clusters Score -40586.37 nChanged 17 ComputeScore: Raw -40898.207022 + Penalty 303.944421 = -40594.262601 Iteration 28Q: 3 clusters Score -40594.26 nChanged 16 ComputeScore: Raw -40906.614327 + Penalty 303.944421 = -40602.669906 Iteration 29Q: 3 clusters Score -40602.67 nChanged 11 ComputeScore: Raw -40910.922666 + Penalty 303.944421 = -40606.978245 Iteration 30Q: 3 clusters Score -40606.98 nChanged 10 ComputeScore: Raw -40913.431701 + Penalty 303.944421 = -40609.487280 Iteration 31Q: 3 clusters Score -40609.49 nChanged 7 ComputeScore: Raw -40916.719422 + Penalty 303.944421 = -40612.775001 Iteration 32Q: 3 clusters Score -40612.78 nChanged 7 ComputeScore: Raw -40920.746838 + Penalty 303.944421 = -40616.802417 Iteration 33Q: 3 clusters Score -40616.8 nChanged 8 ComputeScore: Raw -40923.334093 + Penalty 303.944421 = -40619.389672 Iteration 34Q: 3 clusters Score -40619.39 nChanged 3 ComputeScore: Raw -40923.996112 + Penalty 303.944421 = -40620.051691 Iteration 35Q: 3 clusters Score -40620.05 nChanged 1 ComputeScore: Raw -40924.601111 + Penalty 303.944421 = -40620.656690 Iteration 36Q: 3 clusters Score -40620.66 nChanged 2 ComputeScore: Raw -40925.104366 + Penalty 303.944421 = -40621.159945 Iteration 37Q: 3 clusters Score -40621.16 nChanged 0 ComputeScore: Raw -40925.104366 + Penalty 303.944421 = -40621.159945 Iteration 38F: 3 clusters Score -40621.16 nChanged 0 Trying to split cluster 5 (8005 points) Assigned 2 initial classes randomly. ComputeScore: Raw -68645.245663 + Penalty 161.780789 = -68483.464874 Iteration 0F: 2 clusters Score -68483.46 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -63479.136761 + Penalty 323.561579 = -63155.575182 Iteration 0F: 3 clusters Score -63155.58 nChanged 3753 ComputeScore: Raw -66362.137542 + Penalty 323.561579 = -66038.575964 Iteration 1F: 3 clusters Score -66038.58 nChanged 467 ComputeScore: Raw -66808.651911 + Penalty 323.561579 = -66485.090333 Iteration 2F: 3 clusters Score -66485.09 nChanged 489 ComputeScore: Raw -67295.999747 + Penalty 323.561579 = -66972.438169 Iteration 3F: 3 clusters Score -66972.44 nChanged 435 ComputeScore: Raw -67706.340900 + Penalty 323.561579 = -67382.779322 Iteration 4F: 3 clusters Score -67382.78 nChanged 324 ComputeScore: Raw -67955.745894 + Penalty 323.561579 = -67632.184316 Iteration 5Q: 3 clusters Score -67632.18 nChanged 226 ComputeScore: Raw -68119.700899 + Penalty 323.561579 = -67796.139320 Iteration 6Q: 3 clusters Score -67796.14 nChanged 225 ComputeScore: Raw -68262.557402 + Penalty 323.561579 = -67938.995824 Iteration 7Q: 3 clusters Score -67939 nChanged 202 ComputeScore: Raw -68401.893112 + Penalty 323.561579 = -68078.331533 Iteration 8Q: 3 clusters Score -68078.33 nChanged 194 ComputeScore: Raw -68557.602921 + Penalty 323.561579 = -68234.041342 Iteration 9Q: 3 clusters Score -68234.04 nChanged 189 ComputeScore: Raw -68708.055321 + Penalty 323.561579 = -68384.493743 Iteration 10Q: 3 clusters Score -68384.49 nChanged 165 ComputeScore: Raw -68805.507686 + Penalty 323.561579 = -68481.946107 Iteration 11Q: 3 clusters Score -68481.95 nChanged 114 ComputeScore: Raw -68850.485773 + Penalty 323.561579 = -68526.924195 Iteration 12Q: 3 clusters Score -68526.92 nChanged 78 ComputeScore: Raw -68872.272840 + Penalty 323.561579 = -68548.711261 Iteration 13Q: 3 clusters Score -68548.71 nChanged 45 ComputeScore: Raw -68880.230901 + Penalty 323.561579 = -68556.669322 Iteration 14Q: 3 clusters Score -68556.67 nChanged 24 ComputeScore: Raw -68883.308016 + Penalty 323.561579 = -68559.746437 Iteration 15Q: 3 clusters Score -68559.75 nChanged 15 ComputeScore: Raw -68884.135784 + Penalty 323.561579 = -68560.574205 Iteration 16Q: 3 clusters Score -68560.57 nChanged 2 ComputeScore: Raw -68884.194137 + Penalty 323.561579 = -68560.632559 Iteration 17Q: 3 clusters Score -68560.63 nChanged 1 ComputeScore: Raw -68884.212962 + Penalty 323.561579 = -68560.651384 Iteration 18Q: 3 clusters Score -68560.65 nChanged 1 ComputeScore: Raw -68884.230210 + Penalty 323.561579 = -68560.668631 Iteration 19Q: 3 clusters Score -68560.67 nChanged 1 ComputeScore: Raw -68888.198624 + Penalty 323.561579 = -68564.637045 Iteration 20F: 3 clusters Score -68564.64 nChanged 6 ComputeScore: Raw -68888.953488 + Penalty 323.561579 = -68565.391910 Iteration 21Q: 3 clusters Score -68565.39 nChanged 9 ComputeScore: Raw -68889.525434 + Penalty 323.561579 = -68565.963855 Iteration 22Q: 3 clusters Score -68565.96 nChanged 5 ComputeScore: Raw -68889.703883 + Penalty 323.561579 = -68566.142305 Iteration 23Q: 3 clusters Score -68566.14 nChanged 5 ComputeScore: Raw -68889.849391 + Penalty 323.561579 = -68566.287813 Iteration 24Q: 3 clusters Score -68566.29 nChanged 4 ComputeScore: Raw -68890.079365 + Penalty 323.561579 = -68566.517786 Iteration 25Q: 3 clusters Score -68566.52 nChanged 3 ComputeScore: Raw -68890.272927 + Penalty 323.561579 = -68566.711348 Iteration 26Q: 3 clusters Score -68566.71 nChanged 0 ComputeScore: Raw -68890.272927 + Penalty 323.561579 = -68566.711348 Iteration 27F: 3 clusters Score -68566.71 nChanged 0 ComputeScore: Raw -516332.488052 + Penalty 2240.236978 = -514092.251073Splitting cluster 5 changes total score from -513903.307844 to -514092.251073 So it's getting split into cluster 11. Trying to split cluster 6 (6837 points) Assigned 2 initial classes randomly. ComputeScore: Raw -59334.476541 + Penalty 158.941878 = -59175.534663 Iteration 0F: 2 clusters Score -59175.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -55007.522920 + Penalty 317.883755 = -54689.639165 Iteration 0F: 3 clusters Score -54689.64 nChanged 3211 ComputeScore: Raw -57356.327053 + Penalty 317.883755 = -57038.443297 Iteration 1F: 3 clusters Score -57038.44 nChanged 588 ComputeScore: Raw -57795.750222 + Penalty 317.883755 = -57477.866466 Iteration 2F: 3 clusters Score -57477.87 nChanged 502 ComputeScore: Raw -58218.536926 + Penalty 317.883755 = -57900.653171 Iteration 3F: 3 clusters Score -57900.65 nChanged 412 ComputeScore: Raw -58589.379384 + Penalty 317.883755 = -58271.495629 Iteration 4F: 3 clusters Score -58271.5 nChanged 318 ComputeScore: Raw -58887.355761 + Penalty 317.883755 = -58569.472005 Iteration 5Q: 3 clusters Score -58569.47 nChanged 219 ComputeScore: Raw -59083.952099 + Penalty 317.883755 = -58766.068344 Iteration 6Q: 3 clusters Score -58766.07 nChanged 144 ComputeScore: Raw -59207.739556 + Penalty 317.883755 = -58889.855801 Iteration 7Q: 3 clusters Score -58889.86 nChanged 91 ComputeScore: Raw -59288.650483 + Penalty 317.883755 = -58970.766728 Iteration 8Q: 3 clusters Score -58970.77 nChanged 47 ComputeScore: Raw -59330.582184 + Penalty 317.883755 = -59012.698428 Iteration 9Q: 3 clusters Score -59012.7 nChanged 18 ComputeScore: Raw -59346.151043 + Penalty 317.883755 = -59028.267288 Iteration 10Q: 3 clusters Score -59028.27 nChanged 11 ComputeScore: Raw -59358.507725 + Penalty 317.883755 = -59040.623970 Iteration 11Q: 3 clusters Score -59040.62 nChanged 6 ComputeScore: Raw -59361.516067 + Penalty 317.883755 = -59043.632312 Iteration 12Q: 3 clusters Score -59043.63 nChanged 4 ComputeScore: Raw -59362.925009 + Penalty 317.883755 = -59045.041254 Iteration 13Q: 3 clusters Score -59045.04 nChanged 1 ComputeScore: Raw -59364.493087 + Penalty 317.883755 = -59046.609332 Iteration 14Q: 3 clusters Score -59046.61 nChanged 1 ComputeScore: Raw -59364.554636 + Penalty 317.883755 = -59046.670880 Iteration 15Q: 3 clusters Score -59046.67 nChanged 0 ComputeScore: Raw -59364.554636 + Penalty 317.883755 = -59046.670880 Iteration 16F: 3 clusters Score -59046.67 nChanged 0 Trying to split cluster 7 (15707 points) Assigned 2 initial classes randomly. ComputeScore: Raw -128079.809122 + Penalty 173.913512 = -127905.895611 Iteration 0F: 2 clusters Score -127905.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -117812.798330 + Penalty 347.827023 = -117464.971307 Iteration 0F: 3 clusters Score -117465 nChanged 7601 ComputeScore: Raw -122667.767580 + Penalty 347.827023 = -122319.940557 Iteration 1F: 3 clusters Score -122319.9 nChanged 1040 ComputeScore: Raw -123153.182684 + Penalty 347.827023 = -122805.355661 Iteration 2F: 3 clusters Score -122805.4 nChanged 1052 ComputeScore: Raw -123773.598244 + Penalty 347.827023 = -123425.771221 Iteration 3F: 3 clusters Score -123425.8 nChanged 1130 ComputeScore: Raw -124656.038889 + Penalty 347.827023 = -124308.211866 Iteration 4F: 3 clusters Score -124308.2 nChanged 1170 ComputeScore: Raw -125726.970391 + Penalty 347.827023 = -125379.143368 Iteration 5F: 3 clusters Score -125379.1 nChanged 1006 ComputeScore: Raw -126758.301726 + Penalty 347.827023 = -126410.474703 Iteration 6F: 3 clusters Score -126410.5 nChanged 753 ComputeScore: Raw -127550.886292 + Penalty 347.827023 = -127203.059269 Iteration 7Q: 3 clusters Score -127203.1 nChanged 376 ComputeScore: Raw -127920.793295 + Penalty 347.827023 = -127572.966272 Iteration 8Q: 3 clusters Score -127573 nChanged 130 ComputeScore: Raw -128040.106286 + Penalty 347.827023 = -127692.279263 Iteration 9Q: 3 clusters Score -127692.3 nChanged 39 ComputeScore: Raw -128075.830156 + Penalty 347.827023 = -127728.003133 Iteration 10Q: 3 clusters Score -127728 nChanged 8 ComputeScore: Raw -128083.152260 + Penalty 347.827023 = -127735.325237 Iteration 11Q: 3 clusters Score -127735.3 nChanged 8 ComputeScore: Raw -128093.001472 + Penalty 347.827023 = -127745.174449 Iteration 12Q: 3 clusters Score -127745.2 nChanged 1 ComputeScore: Raw -128093.840798 + Penalty 347.827023 = -127746.013775 Iteration 13Q: 3 clusters Score -127746 nChanged 1 ComputeScore: Raw -128095.433782 + Penalty 347.827023 = -127747.606759 Iteration 14Q: 3 clusters Score -127747.6 nChanged 1 ComputeScore: Raw -128096.231238 + Penalty 347.827023 = -127748.404215 Iteration 15Q: 3 clusters Score -127748.4 nChanged 1 ComputeScore: Raw -128097.059054 + Penalty 347.827023 = -127749.232030 Iteration 16Q: 3 clusters Score -127749.2 nChanged 1 ComputeScore: Raw -128098.155452 + Penalty 347.827023 = -127750.328429 Iteration 17Q: 3 clusters Score -127750.3 nChanged 1 ComputeScore: Raw -128098.710407 + Penalty 347.827023 = -127750.883384 Iteration 18Q: 3 clusters Score -127750.9 nChanged 0 ComputeScore: Raw -128098.710407 + Penalty 347.827023 = -127750.883384 Iteration 19F: 3 clusters Score -127750.9 nChanged 0 Trying to split cluster 8 (31658 points) Assigned 2 initial classes randomly. ComputeScore: Raw -232588.787913 + Penalty 186.529431 = -232402.258482 Iteration 0F: 2 clusters Score -232402.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -211614.712732 + Penalty 373.058862 = -211241.653870 Iteration 0F: 3 clusters Score -211241.7 nChanged 15336 ComputeScore: Raw -222318.923425 + Penalty 373.058862 = -221945.864564 Iteration 1F: 3 clusters Score -221945.9 nChanged 2272 ComputeScore: Raw -224399.311893 + Penalty 373.058862 = -224026.253031 Iteration 2F: 3 clusters Score -224026.3 nChanged 2168 ComputeScore: Raw -227143.178627 + Penalty 373.058862 = -226770.119766 Iteration 3F: 3 clusters Score -226770.1 nChanged 1984 ComputeScore: Raw -229518.806341 + Penalty 373.058862 = -229145.747479 Iteration 4F: 3 clusters Score -229145.7 nChanged 1541 ComputeScore: Raw -230756.708938 + Penalty 373.058862 = -230383.650076 Iteration 5Q: 3 clusters Score -230383.7 nChanged 987 ComputeScore: Raw -231295.881470 + Penalty 373.058862 = -230922.822608 Iteration 6Q: 3 clusters Score -230922.8 nChanged 714 ComputeScore: Raw -231648.294055 + Penalty 373.058862 = -231275.235193 Iteration 7Q: 3 clusters Score -231275.2 nChanged 651 ComputeScore: Raw -231956.535170 + Penalty 373.058862 = -231583.476308 Iteration 8Q: 3 clusters Score -231583.5 nChanged 636 ComputeScore: Raw -232287.051151 + Penalty 373.058862 = -231913.992289 Iteration 9Q: 3 clusters Score -231914 nChanged 639 ComputeScore: Raw -232612.685027 + Penalty 373.058862 = -232239.626165 Iteration 10Q: 3 clusters Score -232239.6 nChanged 570 ComputeScore: Raw -232881.183688 + Penalty 373.058862 = -232508.124826 Iteration 11Q: 3 clusters Score -232508.1 nChanged 544 ComputeScore: Raw -233148.570873 + Penalty 373.058862 = -232775.512011 Iteration 12Q: 3 clusters Score -232775.5 nChanged 546 ComputeScore: Raw -233414.817669 + Penalty 373.058862 = -233041.758807 Iteration 13Q: 3 clusters Score -233041.8 nChanged 590 ComputeScore: Raw -233738.144066 + Penalty 373.058862 = -233365.085204 Iteration 14Q: 3 clusters Score -233365.1 nChanged 630 ComputeScore: Raw -234154.163181 + Penalty 373.058862 = -233781.104320 Iteration 15Q: 3 clusters Score -233781.1 nChanged 717 ComputeScore: Raw -234780.584176 + Penalty 373.058862 = -234407.525314 Iteration 16Q: 3 clusters Score -234407.5 nChanged 826 ComputeScore: Raw -235597.425600 + Penalty 373.058862 = -235224.366738 Iteration 17Q: 3 clusters Score -235224.4 nChanged 658 ComputeScore: Raw -236110.776452 + Penalty 373.058862 = -235737.717590 Iteration 18Q: 3 clusters Score -235737.7 nChanged 424 ComputeScore: Raw -236322.918944 + Penalty 373.058862 = -235949.860083 Iteration 19Q: 3 clusters Score -235949.9 nChanged 259 ComputeScore: Raw -236396.828860 + Penalty 373.058862 = -236023.769999 Iteration 20F: 3 clusters Score -236023.8 nChanged 163 ComputeScore: Raw -236420.738813 + Penalty 373.058862 = -236047.679952 Iteration 21Q: 3 clusters Score -236047.7 nChanged 91 ComputeScore: Raw -236428.359266 + Penalty 373.058862 = -236055.300404 Iteration 22Q: 3 clusters Score -236055.3 nChanged 66 ComputeScore: Raw -236432.532454 + Penalty 373.058862 = -236059.473592 Iteration 23Q: 3 clusters Score -236059.5 nChanged 46 ComputeScore: Raw -236434.625002 + Penalty 373.058862 = -236061.566140 Iteration 24Q: 3 clusters Score -236061.6 nChanged 27 ComputeScore: Raw -236435.223896 + Penalty 373.058862 = -236062.165034 Iteration 25Q: 3 clusters Score -236062.2 nChanged 13 ComputeScore: Raw -236435.406219 + Penalty 373.058862 = -236062.347357 Iteration 26Q: 3 clusters Score -236062.3 nChanged 7 ComputeScore: Raw -236435.486115 + Penalty 373.058862 = -236062.427253 Iteration 27Q: 3 clusters Score -236062.4 nChanged 5 ComputeScore: Raw -236435.554167 + Penalty 373.058862 = -236062.495305 Iteration 28Q: 3 clusters Score -236062.5 nChanged 4 ComputeScore: Raw -236435.591436 + Penalty 373.058862 = -236062.532575 Iteration 29Q: 3 clusters Score -236062.5 nChanged 4 ComputeScore: Raw -236435.609325 + Penalty 373.058862 = -236062.550463 Iteration 30Q: 3 clusters Score -236062.6 nChanged 1 ComputeScore: Raw -236435.615399 + Penalty 373.058862 = -236062.556538 Iteration 31Q: 3 clusters Score -236062.6 nChanged 0 ComputeScore: Raw -236435.615399 + Penalty 373.058862 = -236062.556538 Iteration 32F: 3 clusters Score -236062.6 nChanged 0 ComputeScore: Raw -520179.315538 + Penalty 2443.894886 = -517735.420653Splitting cluster 8 changes total score from -513903.307844 to -517735.420653 So it's getting split into cluster 12. Trying to split cluster 9 (1386 points) Assigned 2 initial classes randomly. ComputeScore: Raw -16103.215077 + Penalty 130.215189 = -15972.999887 Iteration 0F: 2 clusters Score -15973 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -15304.655713 + Penalty 260.430378 = -15044.225335 Iteration 0F: 3 clusters Score -15044.23 nChanged 607 ComputeScore: Raw -15683.351621 + Penalty 260.430378 = -15422.921242 Iteration 1F: 3 clusters Score -15422.92 nChanged 126 ComputeScore: Raw -15773.056453 + Penalty 260.430378 = -15512.626074 Iteration 2F: 3 clusters Score -15512.63 nChanged 138 ComputeScore: Raw -15901.981407 + Penalty 260.430378 = -15641.551029 Iteration 3F: 3 clusters Score -15641.55 nChanged 117 ComputeScore: Raw -16061.962189 + Penalty 260.430378 = -15801.531810 Iteration 4F: 3 clusters Score -15801.53 nChanged 80 ComputeScore: Raw -16203.741528 + Penalty 260.430378 = -15943.311149 Iteration 5F: 3 clusters Score -15943.31 nChanged 45 ComputeScore: Raw -16307.665150 + Penalty 260.430378 = -16047.234772 Iteration 6Q: 3 clusters Score -16047.23 nChanged 33 ComputeScore: Raw -16429.296706 + Penalty 260.430378 = -16168.866327 Iteration 7Q: 3 clusters Score -16168.87 nChanged 7 ComputeScore: Raw -16452.913282 + Penalty 260.430378 = -16192.482903 Iteration 8Q: 3 clusters Score -16192.48 nChanged 1 ComputeScore: Raw -16453.174630 + Penalty 260.430378 = -16192.744252 Iteration 9Q: 3 clusters Score -16192.74 nChanged 0 ComputeScore: Raw -16453.174630 + Penalty 260.430378 = -16192.744252 Iteration 10F: 3 clusters Score -16192.74 nChanged 0 ComputeScore: Raw -520529.275092 + Penalty 2647.552793 = -517881.722299Splitting cluster 9 changes total score from -513903.307844 to -517881.722299 So it's getting split into cluster 13. Trying to split cluster 10 (906 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7381.208256 + Penalty 122.562708 = -7258.645549 Iteration 0F: 2 clusters Score -7258.646 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6869.388252 + Penalty 245.125415 = -6624.262837 Iteration 0F: 3 clusters Score -6624.263 nChanged 388 ComputeScore: Raw -7139.338136 + Penalty 245.125415 = -6894.212721 Iteration 1F: 3 clusters Score -6894.213 nChanged 69 ComputeScore: Raw -7196.352106 + Penalty 245.125415 = -6951.226691 Iteration 2F: 3 clusters Score -6951.227 nChanged 61 ComputeScore: Raw -7262.698868 + Penalty 245.125415 = -7017.573453 Iteration 3F: 3 clusters Score -7017.573 nChanged 48 ComputeScore: Raw -7303.434763 + Penalty 245.125415 = -7058.309348 Iteration 4F: 3 clusters Score -7058.309 nChanged 30 ComputeScore: Raw -7337.821234 + Penalty 245.125415 = -7092.695819 Iteration 5Q: 3 clusters Score -7092.696 nChanged 19 ComputeScore: Raw -7355.673938 + Penalty 245.125415 = -7110.548523 Iteration 6Q: 3 clusters Score -7110.549 nChanged 13 ComputeScore: Raw -7372.484313 + Penalty 245.125415 = -7127.358898 Iteration 7Q: 3 clusters Score -7127.359 nChanged 11 ComputeScore: Raw -7382.794885 + Penalty 245.125415 = -7137.669470 Iteration 8Q: 3 clusters Score -7137.669 nChanged 7 ComputeScore: Raw -7394.944441 + Penalty 245.125415 = -7149.819026 Iteration 9Q: 3 clusters Score -7149.819 nChanged 8 ComputeScore: Raw -7408.360183 + Penalty 245.125415 = -7163.234768 Iteration 10Q: 3 clusters Score -7163.235 nChanged 5 ComputeScore: Raw -7412.179871 + Penalty 245.125415 = -7167.054456 Iteration 11Q: 3 clusters Score -7167.054 nChanged 3 ComputeScore: Raw -7414.645447 + Penalty 245.125415 = -7169.520032 Iteration 12Q: 3 clusters Score -7169.52 nChanged 3 ComputeScore: Raw -7416.564360 + Penalty 245.125415 = -7171.438945 Iteration 13Q: 3 clusters Score -7171.439 nChanged 2 ComputeScore: Raw -7420.388373 + Penalty 245.125415 = -7175.262958 Iteration 14Q: 3 clusters Score -7175.263 nChanged 2 ComputeScore: Raw -7421.366696 + Penalty 245.125415 = -7176.241281 Iteration 15Q: 3 clusters Score -7176.241 nChanged 0 ComputeScore: Raw -7421.366696 + Penalty 245.125415 = -7176.241281 Iteration 16F: 3 clusters Score -7176.241 nChanged 0 ConsiderDeletion: ComputeScore: Raw -521081.487609 + Penalty 2647.552793 = -518433.934817Iteration 79Q: 14 clusters Score -518433.9 nChanged 616 ConsiderDeletion: ComputeScore: Raw -521464.948177 + Penalty 2647.552793 = -518817.395385Iteration 80F: 14 clusters Score -518817.4 nChanged 548 ConsiderDeletion: ComputeScore: Raw -521662.506802 + Penalty 2647.552793 = -519014.954010Iteration 81Q: 14 clusters Score -519015 nChanged 320 ConsiderDeletion: ComputeScore: Raw -521739.256745 + Penalty 2647.552793 = -519091.703952Iteration 82Q: 14 clusters Score -519091.7 nChanged 267 ConsiderDeletion: ComputeScore: Raw -521803.955677 + Penalty 2647.552793 = -519156.402885Iteration 83Q: 14 clusters Score -519156.4 nChanged 222 ConsiderDeletion: ComputeScore: Raw -521847.060707 + Penalty 2647.552793 = -519199.507914Iteration 84Q: 14 clusters Score -519199.5 nChanged 161 ConsiderDeletion: ComputeScore: Raw -521874.569300 + Penalty 2647.552793 = -519227.016507Iteration 85Q: 14 clusters Score -519227 nChanged 130 ConsiderDeletion: ComputeScore: Raw -521895.182270 + Penalty 2647.552793 = -519247.629477Iteration 86Q: 14 clusters Score -519247.6 nChanged 122 ConsiderDeletion: ComputeScore: Raw -521913.447913 + Penalty 2647.552793 = -519265.895121Iteration 87Q: 14 clusters Score -519265.9 nChanged 119 ConsiderDeletion: ComputeScore: Raw -521929.151605 + Penalty 2647.552793 = -519281.598812Iteration 88Q: 14 clusters Score -519281.6 nChanged 102 ConsiderDeletion: ComputeScore: Raw -521945.370759 + Penalty 2647.552793 = -519297.817966Iteration 89Q: 14 clusters Score -519297.8 nChanged 99 ConsiderDeletion: ComputeScore: Raw -521961.737437 + Penalty 2647.552793 = -519314.184644Iteration 90Q: 14 clusters Score -519314.2 nChanged 89 ConsiderDeletion: ComputeScore: Raw -521975.032008 + Penalty 2647.552793 = -519327.479216Iteration 91Q: 14 clusters Score -519327.5 nChanged 93 ConsiderDeletion: ComputeScore: Raw -521990.809217 + Penalty 2647.552793 = -519343.256424Iteration 92Q: 14 clusters Score -519343.3 nChanged 111 ConsiderDeletion: ComputeScore: Raw -522014.816697 + Penalty 2647.552793 = -519367.263904Iteration 93Q: 14 clusters Score -519367.3 nChanged 130 ConsiderDeletion: ComputeScore: Raw -522054.923389 + Penalty 2647.552793 = -519407.370596Iteration 94Q: 14 clusters Score -519407.4 nChanged 158 ConsiderDeletion: ComputeScore: Raw -522115.904883 + Penalty 2647.552793 = -519468.352090Iteration 95Q: 14 clusters Score -519468.4 nChanged 192 ConsiderDeletion: ComputeScore: Raw -522194.180369 + Penalty 2647.552793 = -519546.627577Iteration 96Q: 14 clusters Score -519546.6 nChanged 236 ConsiderDeletion: ComputeScore: Raw -522302.711307 + Penalty 2647.552793 = -519655.158514Iteration 97Q: 14 clusters Score -519655.2 nChanged 289 ConsiderDeletion: ComputeScore: Raw -522444.549012 + Penalty 2647.552793 = -519796.996219Iteration 98Q: 14 clusters Score -519797 nChanged 332 ConsiderDeletion: ComputeScore: Raw -522618.892064 + Penalty 2647.552793 = -519971.339272Iteration 99Q: 14 clusters Score -519971.3 nChanged 355 ConsiderDeletion: ComputeScore: Raw -522859.001011 + Penalty 2647.552793 = -520211.448218Iteration 100F: 14 clusters Score -520211.4 nChanged 444 ConsiderDeletion: ComputeScore: Raw -523116.161866 + Penalty 2647.552793 = -520468.609074Iteration 101Q: 14 clusters Score -520468.6 nChanged 448 ConsiderDeletion: ComputeScore: Raw -523346.326416 + Penalty 2647.552793 = -520698.773623Iteration 102Q: 14 clusters Score -520698.8 nChanged 486 ConsiderDeletion: ComputeScore: Raw -523589.398462 + Penalty 2647.552793 = -520941.845669Iteration 103Q: 14 clusters Score -520941.8 nChanged 458 ConsiderDeletion: ComputeScore: Raw -523833.775298 + Penalty 2647.552793 = -521186.222505Iteration 104Q: 14 clusters Score -521186.2 nChanged 497 ConsiderDeletion: ComputeScore: Raw -524099.489391 + Penalty 2647.552793 = -521451.936599Iteration 105Q: 14 clusters Score -521451.9 nChanged 493 ConsiderDeletion: ComputeScore: Raw -524360.394673 + Penalty 2647.552793 = -521712.841881Iteration 106Q: 14 clusters Score -521712.8 nChanged 428 ConsiderDeletion: ComputeScore: Raw -524555.490495 + Penalty 2647.552793 = -521907.937703Iteration 107Q: 14 clusters Score -521907.9 nChanged 356 ConsiderDeletion: ComputeScore: Raw -524690.174738 + Penalty 2647.552793 = -522042.621945Iteration 108Q: 14 clusters Score -522042.6 nChanged 295 ConsiderDeletion: ComputeScore: Raw -524771.788500 + Penalty 2647.552793 = -522124.235707Iteration 109Q: 14 clusters Score -522124.2 nChanged 191 ConsiderDeletion: ComputeScore: Raw -524801.631221 + Penalty 2647.552793 = -522154.078428Iteration 110Q: 14 clusters Score -522154.1 nChanged 130 ConsiderDeletion: ComputeScore: Raw -524816.938918 + Penalty 2647.552793 = -522169.386125Iteration 111Q: 14 clusters Score -522169.4 nChanged 92 ConsiderDeletion: ComputeScore: Raw -524825.569532 + Penalty 2647.552793 = -522178.016739Iteration 112Q: 14 clusters Score -522178 nChanged 74 ConsiderDeletion: ComputeScore: Raw -524830.860589 + Penalty 2647.552793 = -522183.307796Iteration 113Q: 14 clusters Score -522183.3 nChanged 57 ConsiderDeletion: ComputeScore: Raw -524834.076776 + Penalty 2647.552793 = -522186.523983Iteration 114Q: 14 clusters Score -522186.5 nChanged 40 ConsiderDeletion: ComputeScore: Raw -524836.039754 + Penalty 2647.552793 = -522188.486961Iteration 115Q: 14 clusters Score -522188.5 nChanged 19 ConsiderDeletion: ComputeScore: Raw -524837.169130 + Penalty 2647.552793 = -522189.616337Iteration 116Q: 14 clusters Score -522189.6 nChanged 24 ConsiderDeletion: ComputeScore: Raw -524837.966897 + Penalty 2647.552793 = -522190.414104Iteration 117Q: 14 clusters Score -522190.4 nChanged 12 ConsiderDeletion: ComputeScore: Raw -524838.395153 + Penalty 2647.552793 = -522190.842360Iteration 118Q: 14 clusters Score -522190.8 nChanged 12 ComputeScore: Raw -524838.395153 + Penalty 2647.552793 = -522190.842360Trying to split cluster 1 (6119 points) Assigned 2 initial classes randomly. ComputeScore: Raw -53662.303314 + Penalty 156.944771 = -53505.358543 Iteration 0F: 2 clusters Score -53505.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -49811.547932 + Penalty 313.889543 = -49497.658389 Iteration 0F: 3 clusters Score -49497.66 nChanged 2904 ComputeScore: Raw -51557.301674 + Penalty 313.889543 = -51243.412131 Iteration 1F: 3 clusters Score -51243.41 nChanged 384 ComputeScore: Raw -51763.890593 + Penalty 313.889543 = -51450.001051 Iteration 2F: 3 clusters Score -51450 nChanged 477 ComputeScore: Raw -52090.459189 + Penalty 313.889543 = -51776.569647 Iteration 3F: 3 clusters Score -51776.57 nChanged 469 ComputeScore: Raw -52448.382186 + Penalty 313.889543 = -52134.492643 Iteration 4F: 3 clusters Score -52134.49 nChanged 404 ComputeScore: Raw -52795.117597 + Penalty 313.889543 = -52481.228054 Iteration 5F: 3 clusters Score -52481.23 nChanged 350 ComputeScore: Raw -53157.017667 + Penalty 313.889543 = -52843.128124 Iteration 6F: 3 clusters Score -52843.13 nChanged 234 ComputeScore: Raw -53402.278553 + Penalty 313.889543 = -53088.389011 Iteration 7Q: 3 clusters Score -53088.39 nChanged 138 ComputeScore: Raw -53539.192517 + Penalty 313.889543 = -53225.302974 Iteration 8Q: 3 clusters Score -53225.3 nChanged 85 ComputeScore: Raw -53605.971533 + Penalty 313.889543 = -53292.081991 Iteration 9Q: 3 clusters Score -53292.08 nChanged 55 ComputeScore: Raw -53646.872405 + Penalty 313.889543 = -53332.982862 Iteration 10Q: 3 clusters Score -53332.98 nChanged 39 ComputeScore: Raw -53674.628225 + Penalty 313.889543 = -53360.738683 Iteration 11Q: 3 clusters Score -53360.74 nChanged 26 ComputeScore: Raw -53687.844208 + Penalty 313.889543 = -53373.954665 Iteration 12Q: 3 clusters Score -53373.95 nChanged 13 ComputeScore: Raw -53692.486813 + Penalty 313.889543 = -53378.597270 Iteration 13Q: 3 clusters Score -53378.6 nChanged 8 ComputeScore: Raw -53695.950363 + Penalty 313.889543 = -53382.060820 Iteration 14Q: 3 clusters Score -53382.06 nChanged 5 ComputeScore: Raw -53697.802095 + Penalty 313.889543 = -53383.912552 Iteration 15Q: 3 clusters Score -53383.91 nChanged 1 ComputeScore: Raw -53698.109591 + Penalty 313.889543 = -53384.220048 Iteration 16Q: 3 clusters Score -53384.22 nChanged 1 ComputeScore: Raw -53698.249222 + Penalty 313.889543 = -53384.359680 Iteration 17Q: 3 clusters Score -53384.36 nChanged 0 ComputeScore: Raw -53698.249222 + Penalty 313.889543 = -53384.359680 Iteration 18F: 3 clusters Score -53384.36 nChanged 0 Trying to split cluster 2 (244 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2137.220539 + Penalty 98.949028 = -2038.271511 Iteration 0F: 2 clusters Score -2038.272 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2020.395199 + Penalty 197.898056 = -1822.497143 Iteration 0F: 3 clusters Score -1822.497 nChanged 92 ComputeScore: Raw -2090.774194 + Penalty 197.898056 = -1892.876138 Iteration 1F: 3 clusters Score -1892.876 nChanged 18 ComputeScore: Raw -2121.273270 + Penalty 197.898056 = -1923.375214 Iteration 2F: 3 clusters Score -1923.375 nChanged 11 ComputeScore: Raw -2129.166330 + Penalty 197.898056 = -1931.268273 Iteration 3Q: 3 clusters Score -1931.268 nChanged 6 ComputeScore: Raw -2136.700881 + Penalty 197.898056 = -1938.802824 Iteration 4Q: 3 clusters Score -1938.803 nChanged 5 ComputeScore: Raw -2144.875348 + Penalty 197.898056 = -1946.977292 Iteration 5Q: 3 clusters Score -1946.977 nChanged 9 ComputeScore: Raw -2155.551981 + Penalty 197.898056 = -1957.653925 Iteration 6Q: 3 clusters Score -1957.654 nChanged 6 ComputeScore: Raw -2159.758573 + Penalty 197.898056 = -1961.860516 Iteration 7Q: 3 clusters Score -1961.861 nChanged 4 ComputeScore: Raw -2162.588380 + Penalty 197.898056 = -1964.690324 Iteration 8Q: 3 clusters Score -1964.69 nChanged 3 ComputeScore: Raw -2166.188586 + Penalty 197.898056 = -1968.290530 Iteration 9Q: 3 clusters Score -1968.291 nChanged 4 ComputeScore: Raw -2170.396850 + Penalty 197.898056 = -1972.498794 Iteration 10Q: 3 clusters Score -1972.499 nChanged 4 ComputeScore: Raw -2172.495188 + Penalty 197.898056 = -1974.597132 Iteration 11Q: 3 clusters Score -1974.597 nChanged 4 ComputeScore: Raw -2174.812146 + Penalty 197.898056 = -1976.914090 Iteration 12Q: 3 clusters Score -1976.914 nChanged 2 ComputeScore: Raw -2175.612587 + Penalty 197.898056 = -1977.714531 Iteration 13Q: 3 clusters Score -1977.715 nChanged 0 ComputeScore: Raw -2175.612587 + Penalty 197.898056 = -1977.714531 Iteration 14F: 3 clusters Score -1977.715 nChanged 0 Trying to split cluster 3 (6475 points) Assigned 2 initial classes randomly. ComputeScore: Raw -55829.438957 + Penalty 157.962670 = -55671.476287 Iteration 0F: 2 clusters Score -55671.48 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -51647.045472 + Penalty 315.925340 = -51331.120132 Iteration 0F: 3 clusters Score -51331.12 nChanged 3073 ComputeScore: Raw -53499.225630 + Penalty 315.925340 = -53183.300291 Iteration 1F: 3 clusters Score -53183.3 nChanged 410 ComputeScore: Raw -53797.849220 + Penalty 315.925340 = -53481.923880 Iteration 2F: 3 clusters Score -53481.92 nChanged 463 ComputeScore: Raw -54179.022537 + Penalty 315.925340 = -53863.097197 Iteration 3F: 3 clusters Score -53863.1 nChanged 486 ComputeScore: Raw -54616.608366 + Penalty 315.925340 = -54300.683026 Iteration 4F: 3 clusters Score -54300.68 nChanged 466 ComputeScore: Raw -55041.429077 + Penalty 315.925340 = -54725.503737 Iteration 5F: 3 clusters Score -54725.5 nChanged 329 ComputeScore: Raw -55344.804373 + Penalty 315.925340 = -55028.879034 Iteration 6F: 3 clusters Score -55028.88 nChanged 230 ComputeScore: Raw -55538.609205 + Penalty 315.925340 = -55222.683865 Iteration 7Q: 3 clusters Score -55222.68 nChanged 148 ComputeScore: Raw -55676.911370 + Penalty 315.925340 = -55360.986030 Iteration 8Q: 3 clusters Score -55360.99 nChanged 89 ComputeScore: Raw -55762.473817 + Penalty 315.925340 = -55446.548477 Iteration 9Q: 3 clusters Score -55446.55 nChanged 44 ComputeScore: Raw -55806.521693 + Penalty 315.925340 = -55490.596354 Iteration 10Q: 3 clusters Score -55490.6 nChanged 27 ComputeScore: Raw -55831.159698 + Penalty 315.925340 = -55515.234358 Iteration 11Q: 3 clusters Score -55515.23 nChanged 13 ComputeScore: Raw -55839.921915 + Penalty 315.925340 = -55523.996575 Iteration 12Q: 3 clusters Score -55524 nChanged 9 ComputeScore: Raw -55844.486061 + Penalty 315.925340 = -55528.560721 Iteration 13Q: 3 clusters Score -55528.56 nChanged 9 ComputeScore: Raw -55848.484188 + Penalty 315.925340 = -55532.558848 Iteration 14Q: 3 clusters Score -55532.56 nChanged 9 ComputeScore: Raw -55853.125517 + Penalty 315.925340 = -55537.200177 Iteration 15Q: 3 clusters Score -55537.2 nChanged 11 ComputeScore: Raw -55865.030375 + Penalty 315.925340 = -55549.105035 Iteration 16Q: 3 clusters Score -55549.11 nChanged 7 ComputeScore: Raw -55870.602671 + Penalty 315.925340 = -55554.677331 Iteration 17Q: 3 clusters Score -55554.68 nChanged 4 ComputeScore: Raw -55873.654004 + Penalty 315.925340 = -55557.728664 Iteration 18Q: 3 clusters Score -55557.73 nChanged 3 ComputeScore: Raw -55876.863906 + Penalty 315.925340 = -55560.938566 Iteration 19Q: 3 clusters Score -55560.94 nChanged 5 ComputeScore: Raw -55879.772356 + Penalty 315.925340 = -55563.847016 Iteration 20F: 3 clusters Score -55563.85 nChanged 4 ComputeScore: Raw -55881.265140 + Penalty 315.925340 = -55565.339801 Iteration 21Q: 3 clusters Score -55565.34 nChanged 4 ComputeScore: Raw -55882.246410 + Penalty 315.925340 = -55566.321070 Iteration 22Q: 3 clusters Score -55566.32 nChanged 2 ComputeScore: Raw -55883.194268 + Penalty 315.925340 = -55567.268928 Iteration 23Q: 3 clusters Score -55567.27 nChanged 1 ComputeScore: Raw -55883.560603 + Penalty 315.925340 = -55567.635263 Iteration 24Q: 3 clusters Score -55567.64 nChanged 0 ComputeScore: Raw -55883.560603 + Penalty 315.925340 = -55567.635263 Iteration 25F: 3 clusters Score -55567.64 nChanged 0 Trying to split cluster 4 (4742 points) Assigned 2 initial classes randomly. ComputeScore: Raw -41732.528369 + Penalty 152.355857 = -41580.172513 Iteration 0F: 2 clusters Score -41580.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -38780.630331 + Penalty 304.711714 = -38475.918618 Iteration 0F: 3 clusters Score -38475.92 nChanged 2235 ComputeScore: Raw -40576.756198 + Penalty 304.711714 = -40272.044485 Iteration 1F: 3 clusters Score -40272.04 nChanged 490 ComputeScore: Raw -40948.775834 + Penalty 304.711714 = -40644.064121 Iteration 2F: 3 clusters Score -40644.06 nChanged 384 ComputeScore: Raw -41252.461618 + Penalty 304.711714 = -40947.749905 Iteration 3F: 3 clusters Score -40947.75 nChanged 263 ComputeScore: Raw -41452.452654 + Penalty 304.711714 = -41147.740940 Iteration 4F: 3 clusters Score -41147.74 nChanged 171 ComputeScore: Raw -41587.897930 + Penalty 304.711714 = -41283.186217 Iteration 5Q: 3 clusters Score -41283.19 nChanged 137 ComputeScore: Raw -41698.817048 + Penalty 304.711714 = -41394.105334 Iteration 6Q: 3 clusters Score -41394.11 nChanged 94 ComputeScore: Raw -41765.629653 + Penalty 304.711714 = -41460.917939 Iteration 7Q: 3 clusters Score -41460.92 nChanged 70 ComputeScore: Raw -41812.440653 + Penalty 304.711714 = -41507.728940 Iteration 8Q: 3 clusters Score -41507.73 nChanged 52 ComputeScore: Raw -41849.892271 + Penalty 304.711714 = -41545.180557 Iteration 9Q: 3 clusters Score -41545.18 nChanged 36 ComputeScore: Raw -41884.728165 + Penalty 304.711714 = -41580.016452 Iteration 10Q: 3 clusters Score -41580.02 nChanged 23 ComputeScore: Raw -41914.641411 + Penalty 304.711714 = -41609.929698 Iteration 11Q: 3 clusters Score -41609.93 nChanged 11 ComputeScore: Raw -41924.911133 + Penalty 304.711714 = -41620.199419 Iteration 12Q: 3 clusters Score -41620.2 nChanged 6 ComputeScore: Raw -41927.850883 + Penalty 304.711714 = -41623.139170 Iteration 13Q: 3 clusters Score -41623.14 nChanged 4 ComputeScore: Raw -41935.884288 + Penalty 304.711714 = -41631.172575 Iteration 14Q: 3 clusters Score -41631.17 nChanged 5 ComputeScore: Raw -41938.532053 + Penalty 304.711714 = -41633.820339 Iteration 15Q: 3 clusters Score -41633.82 nChanged 2 ComputeScore: Raw -41938.862803 + Penalty 304.711714 = -41634.151090 Iteration 16Q: 3 clusters Score -41634.15 nChanged 0 ComputeScore: Raw -41938.862803 + Penalty 304.711714 = -41634.151090 Iteration 17F: 3 clusters Score -41634.15 nChanged 0 ComputeScore: Raw -525044.941229 + Penalty 2851.210700 = -522193.730530Splitting cluster 4 changes total score from -522190.842360 to -522193.730530 So it's getting split into cluster 14. Trying to split cluster 5 (2278 points) Assigned 2 initial classes randomly. ComputeScore: Raw -23254.649662 + Penalty 139.158957 = -23115.490706 Iteration 0F: 2 clusters Score -23115.49 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21848.268892 + Penalty 278.317913 = -21569.950979 Iteration 0F: 3 clusters Score -21569.95 nChanged 1021 ComputeScore: Raw -22438.154316 + Penalty 278.317913 = -22159.836403 Iteration 1F: 3 clusters Score -22159.84 nChanged 119 ComputeScore: Raw -22489.939782 + Penalty 278.317913 = -22211.621869 Iteration 2F: 3 clusters Score -22211.62 nChanged 106 ComputeScore: Raw -22550.988850 + Penalty 278.317913 = -22272.670937 Iteration 3Q: 3 clusters Score -22272.67 nChanged 115 ComputeScore: Raw -22620.151347 + Penalty 278.317913 = -22341.833434 Iteration 4F: 3 clusters Score -22341.83 nChanged 115 ComputeScore: Raw -22679.344782 + Penalty 278.317913 = -22401.026868 Iteration 5F: 3 clusters Score -22401.03 nChanged 112 ComputeScore: Raw -22743.071898 + Penalty 278.317913 = -22464.753985 Iteration 6Q: 3 clusters Score -22464.75 nChanged 116 ComputeScore: Raw -22815.594252 + Penalty 278.317913 = -22537.276338 Iteration 7F: 3 clusters Score -22537.28 nChanged 111 ComputeScore: Raw -22876.961715 + Penalty 278.317913 = -22598.643801 Iteration 8Q: 3 clusters Score -22598.64 nChanged 89 ComputeScore: Raw -22914.642955 + Penalty 278.317913 = -22636.325042 Iteration 9Q: 3 clusters Score -22636.33 nChanged 67 ComputeScore: Raw -22937.754889 + Penalty 278.317913 = -22659.436976 Iteration 10Q: 3 clusters Score -22659.44 nChanged 37 ComputeScore: Raw -22946.700785 + Penalty 278.317913 = -22668.382872 Iteration 11Q: 3 clusters Score -22668.38 nChanged 31 ComputeScore: Raw -22951.483036 + Penalty 278.317913 = -22673.165123 Iteration 12Q: 3 clusters Score -22673.17 nChanged 25 ComputeScore: Raw -22957.102889 + Penalty 278.317913 = -22678.784976 Iteration 13Q: 3 clusters Score -22678.78 nChanged 24 ComputeScore: Raw -22961.450098 + Penalty 278.317913 = -22683.132185 Iteration 14Q: 3 clusters Score -22683.13 nChanged 18 ComputeScore: Raw -22963.569207 + Penalty 278.317913 = -22685.251294 Iteration 15Q: 3 clusters Score -22685.25 nChanged 11 ComputeScore: Raw -22964.206933 + Penalty 278.317913 = -22685.889019 Iteration 16Q: 3 clusters Score -22685.89 nChanged 5 ComputeScore: Raw -22964.632824 + Penalty 278.317913 = -22686.314911 Iteration 17Q: 3 clusters Score -22686.31 nChanged 5 ComputeScore: Raw -22965.032206 + Penalty 278.317913 = -22686.714293 Iteration 18Q: 3 clusters Score -22686.71 nChanged 7 ComputeScore: Raw -22965.630993 + Penalty 278.317913 = -22687.313080 Iteration 19Q: 3 clusters Score -22687.31 nChanged 8 ComputeScore: Raw -22966.918882 + Penalty 278.317913 = -22688.600969 Iteration 20F: 3 clusters Score -22688.6 nChanged 14 ComputeScore: Raw -22969.749188 + Penalty 278.317913 = -22691.431275 Iteration 21Q: 3 clusters Score -22691.43 nChanged 20 ComputeScore: Raw -22974.069150 + Penalty 278.317913 = -22695.751236 Iteration 22Q: 3 clusters Score -22695.75 nChanged 24 ComputeScore: Raw -22978.522567 + Penalty 278.317913 = -22700.204654 Iteration 23Q: 3 clusters Score -22700.2 nChanged 13 ComputeScore: Raw -22980.492281 + Penalty 278.317913 = -22702.174368 Iteration 24Q: 3 clusters Score -22702.17 nChanged 8 ComputeScore: Raw -22981.772544 + Penalty 278.317913 = -22703.454631 Iteration 25Q: 3 clusters Score -22703.45 nChanged 7 ComputeScore: Raw -22982.301181 + Penalty 278.317913 = -22703.983267 Iteration 26Q: 3 clusters Score -22703.98 nChanged 6 ComputeScore: Raw -22983.361326 + Penalty 278.317913 = -22705.043412 Iteration 27Q: 3 clusters Score -22705.04 nChanged 10 ComputeScore: Raw -22984.302867 + Penalty 278.317913 = -22705.984954 Iteration 28Q: 3 clusters Score -22705.98 nChanged 9 ComputeScore: Raw -22985.773889 + Penalty 278.317913 = -22707.455976 Iteration 29Q: 3 clusters Score -22707.46 nChanged 15 ComputeScore: Raw -22988.053411 + Penalty 278.317913 = -22709.735497 Iteration 30Q: 3 clusters Score -22709.74 nChanged 11 ComputeScore: Raw -22989.900248 + Penalty 278.317913 = -22711.582335 Iteration 31Q: 3 clusters Score -22711.58 nChanged 19 ComputeScore: Raw -22993.704859 + Penalty 278.317913 = -22715.386946 Iteration 32Q: 3 clusters Score -22715.39 nChanged 19 ComputeScore: Raw -22997.871976 + Penalty 278.317913 = -22719.554063 Iteration 33Q: 3 clusters Score -22719.55 nChanged 20 ComputeScore: Raw -23002.616240 + Penalty 278.317913 = -22724.298327 Iteration 34Q: 3 clusters Score -22724.3 nChanged 19 ComputeScore: Raw -23006.912726 + Penalty 278.317913 = -22728.594813 Iteration 35Q: 3 clusters Score -22728.59 nChanged 15 ComputeScore: Raw -23010.768050 + Penalty 278.317913 = -22732.450137 Iteration 36Q: 3 clusters Score -22732.45 nChanged 24 ComputeScore: Raw -23016.817396 + Penalty 278.317913 = -22738.499482 Iteration 37Q: 3 clusters Score -22738.5 nChanged 23 ComputeScore: Raw -23022.472078 + Penalty 278.317913 = -22744.154165 Iteration 38Q: 3 clusters Score -22744.15 nChanged 25 ComputeScore: Raw -23029.599097 + Penalty 278.317913 = -22751.281184 Iteration 39Q: 3 clusters Score -22751.28 nChanged 24 ComputeScore: Raw -23034.680617 + Penalty 278.317913 = -22756.362704 Iteration 40F: 3 clusters Score -22756.36 nChanged 31 ComputeScore: Raw -23043.053611 + Penalty 278.317913 = -22764.735698 Iteration 41Q: 3 clusters Score -22764.74 nChanged 23 ComputeScore: Raw -23049.510640 + Penalty 278.317913 = -22771.192727 Iteration 42Q: 3 clusters Score -22771.19 nChanged 29 ComputeScore: Raw -23058.474635 + Penalty 278.317913 = -22780.156721 Iteration 43Q: 3 clusters Score -22780.16 nChanged 26 ComputeScore: Raw -23070.635738 + Penalty 278.317913 = -22792.317825 Iteration 44Q: 3 clusters Score -22792.32 nChanged 27 ComputeScore: Raw -23082.432729 + Penalty 278.317913 = -22804.114816 Iteration 45Q: 3 clusters Score -22804.11 nChanged 28 ComputeScore: Raw -23092.204675 + Penalty 278.317913 = -22813.886762 Iteration 46Q: 3 clusters Score -22813.89 nChanged 24 ComputeScore: Raw -23099.089495 + Penalty 278.317913 = -22820.771582 Iteration 47Q: 3 clusters Score -22820.77 nChanged 25 ComputeScore: Raw -23107.198683 + Penalty 278.317913 = -22828.880770 Iteration 48Q: 3 clusters Score -22828.88 nChanged 28 ComputeScore: Raw -23116.640054 + Penalty 278.317913 = -22838.322141 Iteration 49Q: 3 clusters Score -22838.32 nChanged 24 ComputeScore: Raw -23125.405225 + Penalty 278.317913 = -22847.087311 Iteration 50Q: 3 clusters Score -22847.09 nChanged 29 ComputeScore: Raw -23138.946799 + Penalty 278.317913 = -22860.628886 Iteration 51Q: 3 clusters Score -22860.63 nChanged 27 ComputeScore: Raw -23153.572660 + Penalty 278.317913 = -22875.254747 Iteration 52Q: 3 clusters Score -22875.25 nChanged 24 ComputeScore: Raw -23164.462862 + Penalty 278.317913 = -22886.144949 Iteration 53Q: 3 clusters Score -22886.14 nChanged 17 ComputeScore: Raw -23172.225244 + Penalty 278.317913 = -22893.907331 Iteration 54Q: 3 clusters Score -22893.91 nChanged 12 ComputeScore: Raw -23177.717920 + Penalty 278.317913 = -22899.400007 Iteration 55Q: 3 clusters Score -22899.4 nChanged 10 ComputeScore: Raw -23183.676117 + Penalty 278.317913 = -22905.358204 Iteration 56Q: 3 clusters Score -22905.36 nChanged 17 ComputeScore: Raw -23190.065303 + Penalty 278.317913 = -22911.747390 Iteration 57Q: 3 clusters Score -22911.75 nChanged 9 ComputeScore: Raw -23192.578189 + Penalty 278.317913 = -22914.260276 Iteration 58Q: 3 clusters Score -22914.26 nChanged 8 ComputeScore: Raw -23195.663394 + Penalty 278.317913 = -22917.345481 Iteration 59Q: 3 clusters Score -22917.35 nChanged 6 ComputeScore: Raw -23197.550572 + Penalty 278.317913 = -22919.232659 Iteration 60F: 3 clusters Score -22919.23 nChanged 7 ComputeScore: Raw -23198.933786 + Penalty 278.317913 = -22920.615873 Iteration 61Q: 3 clusters Score -22920.62 nChanged 6 ComputeScore: Raw -23200.836507 + Penalty 278.317913 = -22922.518593 Iteration 62Q: 3 clusters Score -22922.52 nChanged 5 ComputeScore: Raw -23201.816459 + Penalty 278.317913 = -22923.498545 Iteration 63Q: 3 clusters Score -22923.5 nChanged 5 ComputeScore: Raw -23202.856499 + Penalty 278.317913 = -22924.538586 Iteration 64Q: 3 clusters Score -22924.54 nChanged 2 ComputeScore: Raw -23203.776847 + Penalty 278.317913 = -22925.458934 Iteration 65Q: 3 clusters Score -22925.46 nChanged 2 ComputeScore: Raw -23204.157868 + Penalty 278.317913 = -22925.839955 Iteration 66Q: 3 clusters Score -22925.84 nChanged 4 ComputeScore: Raw -23205.047902 + Penalty 278.317913 = -22926.729989 Iteration 67Q: 3 clusters Score -22926.73 nChanged 2 ComputeScore: Raw -23205.424045 + Penalty 278.317913 = -22927.106132 Iteration 68Q: 3 clusters Score -22927.11 nChanged 3 ComputeScore: Raw -23205.997594 + Penalty 278.317913 = -22927.679681 Iteration 69Q: 3 clusters Score -22927.68 nChanged 1 ComputeScore: Raw -23206.246573 + Penalty 278.317913 = -22927.928660 Iteration 70Q: 3 clusters Score -22927.93 nChanged 2 ComputeScore: Raw -23206.515043 + Penalty 278.317913 = -22928.197130 Iteration 71Q: 3 clusters Score -22928.2 nChanged 4 ComputeScore: Raw -23208.148623 + Penalty 278.317913 = -22929.830710 Iteration 72Q: 3 clusters Score -22929.83 nChanged 3 ComputeScore: Raw -23209.454335 + Penalty 278.317913 = -22931.136422 Iteration 73Q: 3 clusters Score -22931.14 nChanged 6 ComputeScore: Raw -23211.005959 + Penalty 278.317913 = -22932.688046 Iteration 74Q: 3 clusters Score -22932.69 nChanged 5 ComputeScore: Raw -23212.230131 + Penalty 278.317913 = -22933.912218 Iteration 75Q: 3 clusters Score -22933.91 nChanged 7 ComputeScore: Raw -23214.550988 + Penalty 278.317913 = -22936.233075 Iteration 76Q: 3 clusters Score -22936.23 nChanged 5 ComputeScore: Raw -23216.217121 + Penalty 278.317913 = -22937.899208 Iteration 77Q: 3 clusters Score -22937.9 nChanged 6 ComputeScore: Raw -23219.762906 + Penalty 278.317913 = -22941.444993 Iteration 78Q: 3 clusters Score -22941.44 nChanged 9 ComputeScore: Raw -23224.631215 + Penalty 278.317913 = -22946.313302 Iteration 79Q: 3 clusters Score -22946.31 nChanged 11 ComputeScore: Raw -23229.430357 + Penalty 278.317913 = -22951.112444 Iteration 80F: 3 clusters Score -22951.11 nChanged 13 ComputeScore: Raw -23238.206971 + Penalty 278.317913 = -22959.889058 Iteration 81Q: 3 clusters Score -22959.89 nChanged 10 ComputeScore: Raw -23244.676044 + Penalty 278.317913 = -22966.358131 Iteration 82Q: 3 clusters Score -22966.36 nChanged 5 ComputeScore: Raw -23245.773582 + Penalty 278.317913 = -22967.455669 Iteration 83Q: 3 clusters Score -22967.46 nChanged 2 ComputeScore: Raw -23246.146127 + Penalty 278.317913 = -22967.828214 Iteration 84Q: 3 clusters Score -22967.83 nChanged 2 ComputeScore: Raw -23247.176044 + Penalty 278.317913 = -22968.858131 Iteration 85Q: 3 clusters Score -22968.86 nChanged 2 ComputeScore: Raw -23248.719835 + Penalty 278.317913 = -22970.401922 Iteration 86Q: 3 clusters Score -22970.4 nChanged 2 ComputeScore: Raw -23249.995564 + Penalty 278.317913 = -22971.677651 Iteration 87Q: 3 clusters Score -22971.68 nChanged 1 ComputeScore: Raw -23250.634104 + Penalty 278.317913 = -22972.316191 Iteration 88Q: 3 clusters Score -22972.32 nChanged 3 ComputeScore: Raw -23252.297321 + Penalty 278.317913 = -22973.979408 Iteration 89Q: 3 clusters Score -22973.98 nChanged 3 ComputeScore: Raw -23253.073507 + Penalty 278.317913 = -22974.755594 Iteration 90Q: 3 clusters Score -22974.76 nChanged 3 ComputeScore: Raw -23254.329499 + Penalty 278.317913 = -22976.011586 Iteration 91Q: 3 clusters Score -22976.01 nChanged 1 ComputeScore: Raw -23254.492494 + Penalty 278.317913 = -22976.174581 Iteration 92Q: 3 clusters Score -22976.17 nChanged 0 ComputeScore: Raw -23254.492494 + Penalty 278.317913 = -22976.174581 Iteration 93F: 3 clusters Score -22976.17 nChanged 0 Trying to split cluster 6 (10325 points) Assigned 2 initial classes randomly. ComputeScore: Raw -85020.110414 + Penalty 166.361822 = -84853.748592 Iteration 0F: 2 clusters Score -84853.75 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -78255.039390 + Penalty 332.723643 = -77922.315747 Iteration 0F: 3 clusters Score -77922.32 nChanged 4954 ComputeScore: Raw -81602.932928 + Penalty 332.723643 = -81270.209284 Iteration 1F: 3 clusters Score -81270.21 nChanged 905 ComputeScore: Raw -82174.707206 + Penalty 332.723643 = -81841.983563 Iteration 2F: 3 clusters Score -81841.98 nChanged 802 ComputeScore: Raw -82729.902930 + Penalty 332.723643 = -82397.179287 Iteration 3F: 3 clusters Score -82397.18 nChanged 683 ComputeScore: Raw -83272.910804 + Penalty 332.723643 = -82940.187161 Iteration 4F: 3 clusters Score -82940.19 nChanged 584 ComputeScore: Raw -83822.954182 + Penalty 332.723643 = -83490.230539 Iteration 5F: 3 clusters Score -83490.23 nChanged 415 ComputeScore: Raw -84225.292771 + Penalty 332.723643 = -83892.569128 Iteration 6Q: 3 clusters Score -83892.57 nChanged 274 ComputeScore: Raw -84467.850671 + Penalty 332.723643 = -84135.127028 Iteration 7Q: 3 clusters Score -84135.13 nChanged 171 ComputeScore: Raw -84594.594403 + Penalty 332.723643 = -84261.870760 Iteration 8Q: 3 clusters Score -84261.87 nChanged 118 ComputeScore: Raw -84674.179848 + Penalty 332.723643 = -84341.456205 Iteration 9Q: 3 clusters Score -84341.46 nChanged 109 ComputeScore: Raw -84763.626803 + Penalty 332.723643 = -84430.903160 Iteration 10Q: 3 clusters Score -84430.9 nChanged 108 ComputeScore: Raw -84871.565574 + Penalty 332.723643 = -84538.841931 Iteration 11Q: 3 clusters Score -84538.84 nChanged 68 ComputeScore: Raw -84928.743317 + Penalty 332.723643 = -84596.019674 Iteration 12Q: 3 clusters Score -84596.02 nChanged 46 ComputeScore: Raw -84957.546594 + Penalty 332.723643 = -84624.822951 Iteration 13Q: 3 clusters Score -84624.82 nChanged 48 ComputeScore: Raw -84984.605444 + Penalty 332.723643 = -84651.881801 Iteration 14Q: 3 clusters Score -84651.88 nChanged 48 ComputeScore: Raw -85007.365847 + Penalty 332.723643 = -84674.642204 Iteration 15Q: 3 clusters Score -84674.64 nChanged 37 ComputeScore: Raw -85028.197708 + Penalty 332.723643 = -84695.474065 Iteration 16Q: 3 clusters Score -84695.47 nChanged 37 ComputeScore: Raw -85045.136751 + Penalty 332.723643 = -84712.413108 Iteration 17Q: 3 clusters Score -84712.41 nChanged 22 ComputeScore: Raw -85056.136267 + Penalty 332.723643 = -84723.412624 Iteration 18Q: 3 clusters Score -84723.41 nChanged 27 ComputeScore: Raw -85072.243477 + Penalty 332.723643 = -84739.519834 Iteration 19Q: 3 clusters Score -84739.52 nChanged 23 ComputeScore: Raw -85087.546752 + Penalty 332.723643 = -84754.823109 Iteration 20F: 3 clusters Score -84754.82 nChanged 20 ComputeScore: Raw -85107.797300 + Penalty 332.723643 = -84775.073657 Iteration 21Q: 3 clusters Score -84775.07 nChanged 16 ComputeScore: Raw -85122.940930 + Penalty 332.723643 = -84790.217287 Iteration 22Q: 3 clusters Score -84790.22 nChanged 11 ComputeScore: Raw -85125.694591 + Penalty 332.723643 = -84792.970948 Iteration 23Q: 3 clusters Score -84792.97 nChanged 2 ComputeScore: Raw -85126.000131 + Penalty 332.723643 = -84793.276488 Iteration 24Q: 3 clusters Score -84793.28 nChanged 2 ComputeScore: Raw -85126.232030 + Penalty 332.723643 = -84793.508387 Iteration 25Q: 3 clusters Score -84793.51 nChanged 0 ComputeScore: Raw -85126.232030 + Penalty 332.723643 = -84793.508387 Iteration 26F: 3 clusters Score -84793.51 nChanged 0 Trying to split cluster 7 (16038 points) Assigned 2 initial classes randomly. ComputeScore: Raw -129906.440331 + Penalty 174.288891 = -129732.151439 Iteration 0F: 2 clusters Score -129732.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -119373.912570 + Penalty 348.577783 = -119025.334788 Iteration 0F: 3 clusters Score -119025.3 nChanged 7736 ComputeScore: Raw -123935.735799 + Penalty 348.577783 = -123587.158016 Iteration 1F: 3 clusters Score -123587.2 nChanged 705 ComputeScore: Raw -124165.258432 + Penalty 348.577783 = -123816.680649 Iteration 2Q: 3 clusters Score -123816.7 nChanged 741 ComputeScore: Raw -124429.654889 + Penalty 348.577783 = -124081.077107 Iteration 3Q: 3 clusters Score -124081.1 nChanged 711 ComputeScore: Raw -124653.185180 + Penalty 348.577783 = -124304.607398 Iteration 4Q: 3 clusters Score -124304.6 nChanged 636 ComputeScore: Raw -124853.568509 + Penalty 348.577783 = -124504.990727 Iteration 5Q: 3 clusters Score -124505 nChanged 573 ComputeScore: Raw -125028.553323 + Penalty 348.577783 = -124679.975541 Iteration 6Q: 3 clusters Score -124680 nChanged 514 ComputeScore: Raw -125196.036293 + Penalty 348.577783 = -124847.458510 Iteration 7Q: 3 clusters Score -124847.5 nChanged 520 ComputeScore: Raw -125377.956540 + Penalty 348.577783 = -125029.378758 Iteration 8Q: 3 clusters Score -125029.4 nChanged 579 ComputeScore: Raw -125638.012000 + Penalty 348.577783 = -125289.434217 Iteration 9Q: 3 clusters Score -125289.4 nChanged 695 ComputeScore: Raw -126031.703272 + Penalty 348.577783 = -125683.125489 Iteration 10Q: 3 clusters Score -125683.1 nChanged 790 ComputeScore: Raw -126548.689634 + Penalty 348.577783 = -126200.111851 Iteration 11Q: 3 clusters Score -126200.1 nChanged 808 ComputeScore: Raw -127097.239431 + Penalty 348.577783 = -126748.661648 Iteration 12F: 3 clusters Score -126748.7 nChanged 744 ComputeScore: Raw -127611.155223 + Penalty 348.577783 = -127262.577441 Iteration 13Q: 3 clusters Score -127262.6 nChanged 668 ComputeScore: Raw -128016.301498 + Penalty 348.577783 = -127667.723716 Iteration 14Q: 3 clusters Score -127667.7 nChanged 596 ComputeScore: Raw -128349.295922 + Penalty 348.577783 = -128000.718140 Iteration 15Q: 3 clusters Score -128000.7 nChanged 497 ComputeScore: Raw -128593.412006 + Penalty 348.577783 = -128244.834224 Iteration 16Q: 3 clusters Score -128244.8 nChanged 443 ComputeScore: Raw -128818.370030 + Penalty 348.577783 = -128469.792248 Iteration 17Q: 3 clusters Score -128469.8 nChanged 408 ComputeScore: Raw -129049.707864 + Penalty 348.577783 = -128701.130081 Iteration 18Q: 3 clusters Score -128701.1 nChanged 368 ComputeScore: Raw -129286.037463 + Penalty 348.577783 = -128937.459680 Iteration 19Q: 3 clusters Score -128937.5 nChanged 308 ComputeScore: Raw -129510.654847 + Penalty 348.577783 = -129162.077065 Iteration 20F: 3 clusters Score -129162.1 nChanged 222 ComputeScore: Raw -129681.867595 + Penalty 348.577783 = -129333.289812 Iteration 21Q: 3 clusters Score -129333.3 nChanged 141 ComputeScore: Raw -129777.292436 + Penalty 348.577783 = -129428.714653 Iteration 22Q: 3 clusters Score -129428.7 nChanged 98 ComputeScore: Raw -129839.439528 + Penalty 348.577783 = -129490.861746 Iteration 23Q: 3 clusters Score -129490.9 nChanged 52 ComputeScore: Raw -129865.832364 + Penalty 348.577783 = -129517.254581 Iteration 24Q: 3 clusters Score -129517.3 nChanged 44 ComputeScore: Raw -129884.077470 + Penalty 348.577783 = -129535.499687 Iteration 25Q: 3 clusters Score -129535.5 nChanged 31 ComputeScore: Raw -129901.595391 + Penalty 348.577783 = -129553.017608 Iteration 26Q: 3 clusters Score -129553 nChanged 39 ComputeScore: Raw -129922.027506 + Penalty 348.577783 = -129573.449723 Iteration 27Q: 3 clusters Score -129573.4 nChanged 31 ComputeScore: Raw -129934.458393 + Penalty 348.577783 = -129585.880610 Iteration 28Q: 3 clusters Score -129585.9 nChanged 22 ComputeScore: Raw -129944.418871 + Penalty 348.577783 = -129595.841088 Iteration 29Q: 3 clusters Score -129595.8 nChanged 24 ComputeScore: Raw -129957.101330 + Penalty 348.577783 = -129608.523548 Iteration 30Q: 3 clusters Score -129608.5 nChanged 21 ComputeScore: Raw -129964.501451 + Penalty 348.577783 = -129615.923668 Iteration 31Q: 3 clusters Score -129615.9 nChanged 17 ComputeScore: Raw -129971.408601 + Penalty 348.577783 = -129622.830818 Iteration 32Q: 3 clusters Score -129622.8 nChanged 15 ComputeScore: Raw -129979.082057 + Penalty 348.577783 = -129630.504274 Iteration 33Q: 3 clusters Score -129630.5 nChanged 18 ComputeScore: Raw -129989.009219 + Penalty 348.577783 = -129640.431436 Iteration 34Q: 3 clusters Score -129640.4 nChanged 16 ComputeScore: Raw -130002.729838 + Penalty 348.577783 = -129654.152055 Iteration 35Q: 3 clusters Score -129654.2 nChanged 22 ComputeScore: Raw -130030.934516 + Penalty 348.577783 = -129682.356734 Iteration 36Q: 3 clusters Score -129682.4 nChanged 32 ComputeScore: Raw -130066.003940 + Penalty 348.577783 = -129717.426157 Iteration 37Q: 3 clusters Score -129717.4 nChanged 32 ComputeScore: Raw -130095.426465 + Penalty 348.577783 = -129746.848682 Iteration 38Q: 3 clusters Score -129746.8 nChanged 33 ComputeScore: Raw -130119.321250 + Penalty 348.577783 = -129770.743468 Iteration 39Q: 3 clusters Score -129770.7 nChanged 27 ComputeScore: Raw -130147.575820 + Penalty 348.577783 = -129798.998038 Iteration 40F: 3 clusters Score -129799 nChanged 34 ComputeScore: Raw -130175.830344 + Penalty 348.577783 = -129827.252562 Iteration 41Q: 3 clusters Score -129827.3 nChanged 37 ComputeScore: Raw -130205.121563 + Penalty 348.577783 = -129856.543780 Iteration 42Q: 3 clusters Score -129856.5 nChanged 31 ComputeScore: Raw -130230.075174 + Penalty 348.577783 = -129881.497391 Iteration 43Q: 3 clusters Score -129881.5 nChanged 28 ComputeScore: Raw -130247.200623 + Penalty 348.577783 = -129898.622841 Iteration 44Q: 3 clusters Score -129898.6 nChanged 29 ComputeScore: Raw -130260.201148 + Penalty 348.577783 = -129911.623366 Iteration 45Q: 3 clusters Score -129911.6 nChanged 14 ComputeScore: Raw -130265.291540 + Penalty 348.577783 = -129916.713757 Iteration 46Q: 3 clusters Score -129916.7 nChanged 10 ComputeScore: Raw -130266.933463 + Penalty 348.577783 = -129918.355680 Iteration 47Q: 3 clusters Score -129918.4 nChanged 4 ComputeScore: Raw -130267.277554 + Penalty 348.577783 = -129918.699771 Iteration 48Q: 3 clusters Score -129918.7 nChanged 1 ComputeScore: Raw -130267.505795 + Penalty 348.577783 = -129918.928012 Iteration 49Q: 3 clusters Score -129918.9 nChanged 1 ComputeScore: Raw -130267.655060 + Penalty 348.577783 = -129919.077278 Iteration 50Q: 3 clusters Score -129919.1 nChanged 1 ComputeScore: Raw -130267.941125 + Penalty 348.577783 = -129919.363343 Iteration 51Q: 3 clusters Score -129919.4 nChanged 3 ComputeScore: Raw -130268.401848 + Penalty 348.577783 = -129919.824066 Iteration 52Q: 3 clusters Score -129919.8 nChanged 1 ComputeScore: Raw -130268.627973 + Penalty 348.577783 = -129920.050190 Iteration 53Q: 3 clusters Score -129920.1 nChanged 1 ComputeScore: Raw -130268.690427 + Penalty 348.577783 = -129920.112644 Iteration 54Q: 3 clusters Score -129920.1 nChanged 0 ComputeScore: Raw -130275.011261 + Penalty 348.577783 = -129926.433478 Iteration 55F: 3 clusters Score -129926.4 nChanged 6 ComputeScore: Raw -130277.645089 + Penalty 348.577783 = -129929.067307 Iteration 56Q: 3 clusters Score -129929.1 nChanged 4 ComputeScore: Raw -130278.522494 + Penalty 348.577783 = -129929.944711 Iteration 57Q: 3 clusters Score -129929.9 nChanged 0 ComputeScore: Raw -130278.522494 + Penalty 348.577783 = -129929.944711 Iteration 58F: 3 clusters Score -129929.9 nChanged 0 ComputeScore: Raw -525417.023393 + Penalty 3054.868607 = -522362.154786Splitting cluster 7 changes total score from -522190.842360 to -522362.154786 So it's getting split into cluster 15. Trying to split cluster 8 (10569 points) Assigned 2 initial classes randomly. ComputeScore: Raw -94868.189254 + Penalty 166.782248 = -94701.407006 Iteration 0F: 2 clusters Score -94701.41 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -88009.098707 + Penalty 333.564497 = -87675.534210 Iteration 0F: 3 clusters Score -87675.53 nChanged 5088 ComputeScore: Raw -91622.446653 + Penalty 333.564497 = -91288.882156 Iteration 1F: 3 clusters Score -91288.88 nChanged 824 ComputeScore: Raw -92109.765737 + Penalty 333.564497 = -91776.201240 Iteration 2F: 3 clusters Score -91776.2 nChanged 699 ComputeScore: Raw -92568.035984 + Penalty 333.564497 = -92234.471488 Iteration 3F: 3 clusters Score -92234.47 nChanged 614 ComputeScore: Raw -93125.785184 + Penalty 333.564497 = -92792.220687 Iteration 4F: 3 clusters Score -92792.22 nChanged 485 ComputeScore: Raw -93646.558698 + Penalty 333.564497 = -93312.994201 Iteration 5Q: 3 clusters Score -93312.99 nChanged 372 ComputeScore: Raw -93903.296026 + Penalty 333.564497 = -93569.731529 Iteration 6Q: 3 clusters Score -93569.73 nChanged 249 ComputeScore: Raw -94011.909775 + Penalty 333.564497 = -93678.345278 Iteration 7Q: 3 clusters Score -93678.35 nChanged 189 ComputeScore: Raw -94089.614156 + Penalty 333.564497 = -93756.049659 Iteration 8Q: 3 clusters Score -93756.05 nChanged 177 ComputeScore: Raw -94161.747506 + Penalty 333.564497 = -93828.183009 Iteration 9Q: 3 clusters Score -93828.18 nChanged 166 ComputeScore: Raw -94227.088515 + Penalty 333.564497 = -93893.524018 Iteration 10Q: 3 clusters Score -93893.52 nChanged 159 ComputeScore: Raw -94284.571795 + Penalty 333.564497 = -93951.007299 Iteration 11Q: 3 clusters Score -93951.01 nChanged 167 ComputeScore: Raw -94348.426381 + Penalty 333.564497 = -94014.861884 Iteration 12Q: 3 clusters Score -94014.86 nChanged 154 ComputeScore: Raw -94407.408640 + Penalty 333.564497 = -94073.844144 Iteration 13Q: 3 clusters Score -94073.84 nChanged 163 ComputeScore: Raw -94468.460805 + Penalty 333.564497 = -94134.896308 Iteration 14Q: 3 clusters Score -94134.9 nChanged 151 ComputeScore: Raw -94528.962465 + Penalty 333.564497 = -94195.397968 Iteration 15Q: 3 clusters Score -94195.4 nChanged 151 ComputeScore: Raw -94591.049259 + Penalty 333.564497 = -94257.484762 Iteration 16Q: 3 clusters Score -94257.48 nChanged 133 ComputeScore: Raw -94647.656573 + Penalty 333.564497 = -94314.092076 Iteration 17Q: 3 clusters Score -94314.09 nChanged 124 ComputeScore: Raw -94702.093329 + Penalty 333.564497 = -94368.528832 Iteration 18Q: 3 clusters Score -94368.53 nChanged 99 ComputeScore: Raw -94738.015322 + Penalty 333.564497 = -94404.450825 Iteration 19Q: 3 clusters Score -94404.45 nChanged 81 ComputeScore: Raw -94770.526006 + Penalty 333.564497 = -94436.961509 Iteration 20F: 3 clusters Score -94436.96 nChanged 75 ComputeScore: Raw -94801.072585 + Penalty 333.564497 = -94467.508088 Iteration 21Q: 3 clusters Score -94467.51 nChanged 72 ComputeScore: Raw -94830.355503 + Penalty 333.564497 = -94496.791006 Iteration 22Q: 3 clusters Score -94496.79 nChanged 74 ComputeScore: Raw -94863.390588 + Penalty 333.564497 = -94529.826091 Iteration 23Q: 3 clusters Score -94529.83 nChanged 54 ComputeScore: Raw -94884.954376 + Penalty 333.564497 = -94551.389880 Iteration 24Q: 3 clusters Score -94551.39 nChanged 42 ComputeScore: Raw -94900.605137 + Penalty 333.564497 = -94567.040640 Iteration 25Q: 3 clusters Score -94567.04 nChanged 37 ComputeScore: Raw -94918.054479 + Penalty 333.564497 = -94584.489982 Iteration 26Q: 3 clusters Score -94584.49 nChanged 28 ComputeScore: Raw -94928.320237 + Penalty 333.564497 = -94594.755740 Iteration 27Q: 3 clusters Score -94594.76 nChanged 18 ComputeScore: Raw -94933.303777 + Penalty 333.564497 = -94599.739280 Iteration 28Q: 3 clusters Score -94599.74 nChanged 15 ComputeScore: Raw -94936.312780 + Penalty 333.564497 = -94602.748283 Iteration 29Q: 3 clusters Score -94602.75 nChanged 15 ComputeScore: Raw -94939.108445 + Penalty 333.564497 = -94605.543948 Iteration 30Q: 3 clusters Score -94605.54 nChanged 15 ComputeScore: Raw -94943.705722 + Penalty 333.564497 = -94610.141225 Iteration 31Q: 3 clusters Score -94610.14 nChanged 14 ComputeScore: Raw -94949.137778 + Penalty 333.564497 = -94615.573281 Iteration 32Q: 3 clusters Score -94615.57 nChanged 14 ComputeScore: Raw -94953.142083 + Penalty 333.564497 = -94619.577586 Iteration 33Q: 3 clusters Score -94619.58 nChanged 7 ComputeScore: Raw -94955.276019 + Penalty 333.564497 = -94621.711523 Iteration 34Q: 3 clusters Score -94621.71 nChanged 9 ComputeScore: Raw -94964.029016 + Penalty 333.564497 = -94630.464519 Iteration 35Q: 3 clusters Score -94630.46 nChanged 12 ComputeScore: Raw -94986.843406 + Penalty 333.564497 = -94653.278910 Iteration 36Q: 3 clusters Score -94653.28 nChanged 13 ComputeScore: Raw -94998.764834 + Penalty 333.564497 = -94665.200337 Iteration 37Q: 3 clusters Score -94665.2 nChanged 14 ComputeScore: Raw -95006.470642 + Penalty 333.564497 = -94672.906146 Iteration 38Q: 3 clusters Score -94672.91 nChanged 12 ComputeScore: Raw -95009.602275 + Penalty 333.564497 = -94676.037779 Iteration 39Q: 3 clusters Score -94676.04 nChanged 6 ComputeScore: Raw -95010.665967 + Penalty 333.564497 = -94677.101470 Iteration 40F: 3 clusters Score -94677.1 nChanged 5 ComputeScore: Raw -95013.807972 + Penalty 333.564497 = -94680.243475 Iteration 41Q: 3 clusters Score -94680.24 nChanged 6 ComputeScore: Raw -95017.259160 + Penalty 333.564497 = -94683.694664 Iteration 42Q: 3 clusters Score -94683.69 nChanged 9 ComputeScore: Raw -95019.567685 + Penalty 333.564497 = -94686.003188 Iteration 43Q: 3 clusters Score -94686 nChanged 4 ComputeScore: Raw -95019.963059 + Penalty 333.564497 = -94686.398562 Iteration 44Q: 3 clusters Score -94686.4 nChanged 1 ComputeScore: Raw -95020.034459 + Penalty 333.564497 = -94686.469962 Iteration 45Q: 3 clusters Score -94686.47 nChanged 2 ComputeScore: Raw -95020.185362 + Penalty 333.564497 = -94686.620865 Iteration 46Q: 3 clusters Score -94686.62 nChanged 0 ComputeScore: Raw -95020.185362 + Penalty 333.564497 = -94686.620865 Iteration 47F: 3 clusters Score -94686.62 nChanged 0 Trying to split cluster 9 (1569 points) Assigned 2 initial classes randomly. ComputeScore: Raw -18649.071002 + Penalty 132.447488 = -18516.623515 Iteration 0F: 2 clusters Score -18516.62 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -17703.754788 + Penalty 264.894975 = -17438.859813 Iteration 0F: 3 clusters Score -17438.86 nChanged 713 ComputeScore: Raw -18159.049552 + Penalty 264.894975 = -17894.154577 Iteration 1F: 3 clusters Score -17894.15 nChanged 86 ComputeScore: Raw -18213.395200 + Penalty 264.894975 = -17948.500225 Iteration 2F: 3 clusters Score -17948.5 nChanged 86 ComputeScore: Raw -18290.690301 + Penalty 264.894975 = -18025.795326 Iteration 3F: 3 clusters Score -18025.8 nChanged 85 ComputeScore: Raw -18364.416128 + Penalty 264.894975 = -18099.521153 Iteration 4F: 3 clusters Score -18099.52 nChanged 72 ComputeScore: Raw -18442.724581 + Penalty 264.894975 = -18177.829606 Iteration 5Q: 3 clusters Score -18177.83 nChanged 70 ComputeScore: Raw -18519.141181 + Penalty 264.894975 = -18254.246206 Iteration 6Q: 3 clusters Score -18254.25 nChanged 79 ComputeScore: Raw -18620.866038 + Penalty 264.894975 = -18355.971063 Iteration 7F: 3 clusters Score -18355.97 nChanged 80 ComputeScore: Raw -18763.141322 + Penalty 264.894975 = -18498.246346 Iteration 8F: 3 clusters Score -18498.25 nChanged 77 ComputeScore: Raw -18912.978782 + Penalty 264.894975 = -18648.083807 Iteration 9Q: 3 clusters Score -18648.08 nChanged 52 ComputeScore: Raw -19010.519970 + Penalty 264.894975 = -18745.624995 Iteration 10Q: 3 clusters Score -18745.62 nChanged 41 ComputeScore: Raw -19090.279944 + Penalty 264.894975 = -18825.384969 Iteration 11Q: 3 clusters Score -18825.38 nChanged 23 ComputeScore: Raw -19126.845616 + Penalty 264.894975 = -18861.950641 Iteration 12Q: 3 clusters Score -18861.95 nChanged 11 ComputeScore: Raw -19137.467033 + Penalty 264.894975 = -18872.572058 Iteration 13Q: 3 clusters Score -18872.57 nChanged 3 ComputeScore: Raw -19137.951607 + Penalty 264.894975 = -18873.056632 Iteration 14Q: 3 clusters Score -18873.06 nChanged 0 ComputeScore: Raw -19137.951607 + Penalty 264.894975 = -18873.056632 Iteration 15F: 3 clusters Score -18873.06 nChanged 0 ComputeScore: Raw -525905.903998 + Penalty 3258.526514 = -522647.377483Splitting cluster 9 changes total score from -522190.842360 to -522647.377483 So it's getting split into cluster 16. Trying to split cluster 10 (1030 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8168.496886 + Penalty 124.871653 = -8043.625233 Iteration 0F: 2 clusters Score -8043.625 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7591.120729 + Penalty 249.743307 = -7341.377422 Iteration 0F: 3 clusters Score -7341.377 nChanged 441 ComputeScore: Raw -7847.089073 + Penalty 249.743307 = -7597.345766 Iteration 1F: 3 clusters Score -7597.346 nChanged 78 ComputeScore: Raw -7897.691886 + Penalty 249.743307 = -7647.948579 Iteration 2F: 3 clusters Score -7647.949 nChanged 66 ComputeScore: Raw -7935.401309 + Penalty 249.743307 = -7685.658002 Iteration 3F: 3 clusters Score -7685.658 nChanged 53 ComputeScore: Raw -7977.138919 + Penalty 249.743307 = -7727.395612 Iteration 4F: 3 clusters Score -7727.396 nChanged 54 ComputeScore: Raw -8020.980990 + Penalty 249.743307 = -7771.237683 Iteration 5F: 3 clusters Score -7771.238 nChanged 52 ComputeScore: Raw -8053.984357 + Penalty 249.743307 = -7804.241050 Iteration 6F: 3 clusters Score -7804.241 nChanged 40 ComputeScore: Raw -8071.336123 + Penalty 249.743307 = -7821.592816 Iteration 7Q: 3 clusters Score -7821.593 nChanged 29 ComputeScore: Raw -8083.452641 + Penalty 249.743307 = -7833.709334 Iteration 8Q: 3 clusters Score -7833.709 nChanged 27 ComputeScore: Raw -8097.877435 + Penalty 249.743307 = -7848.134128 Iteration 9Q: 3 clusters Score -7848.134 nChanged 25 ComputeScore: Raw -8110.055793 + Penalty 249.743307 = -7860.312486 Iteration 10Q: 3 clusters Score -7860.312 nChanged 18 ComputeScore: Raw -8122.195373 + Penalty 249.743307 = -7872.452066 Iteration 11Q: 3 clusters Score -7872.452 nChanged 24 ComputeScore: Raw -8136.438085 + Penalty 249.743307 = -7886.694779 Iteration 12Q: 3 clusters Score -7886.695 nChanged 21 ComputeScore: Raw -8151.581865 + Penalty 249.743307 = -7901.838559 Iteration 13Q: 3 clusters Score -7901.839 nChanged 26 ComputeScore: Raw -8168.406033 + Penalty 249.743307 = -7918.662726 Iteration 14Q: 3 clusters Score -7918.663 nChanged 22 ComputeScore: Raw -8182.084777 + Penalty 249.743307 = -7932.341470 Iteration 15Q: 3 clusters Score -7932.341 nChanged 19 ComputeScore: Raw -8193.167189 + Penalty 249.743307 = -7943.423882 Iteration 16Q: 3 clusters Score -7943.424 nChanged 21 ComputeScore: Raw -8203.836314 + Penalty 249.743307 = -7954.093007 Iteration 17Q: 3 clusters Score -7954.093 nChanged 14 ComputeScore: Raw -8209.089408 + Penalty 249.743307 = -7959.346101 Iteration 18Q: 3 clusters Score -7959.346 nChanged 6 ComputeScore: Raw -8211.745368 + Penalty 249.743307 = -7962.002061 Iteration 19Q: 3 clusters Score -7962.002 nChanged 5 ComputeScore: Raw -8213.367172 + Penalty 249.743307 = -7963.623865 Iteration 20F: 3 clusters Score -7963.624 nChanged 6 ComputeScore: Raw -8214.428848 + Penalty 249.743307 = -7964.685541 Iteration 21Q: 3 clusters Score -7964.686 nChanged 3 ComputeScore: Raw -8214.785624 + Penalty 249.743307 = -7965.042317 Iteration 22Q: 3 clusters Score -7965.042 nChanged 2 ComputeScore: Raw -8215.163458 + Penalty 249.743307 = -7965.420151 Iteration 23Q: 3 clusters Score -7965.42 nChanged 2 ComputeScore: Raw -8215.537310 + Penalty 249.743307 = -7965.794003 Iteration 24Q: 3 clusters Score -7965.794 nChanged 1 ComputeScore: Raw -8215.612718 + Penalty 249.743307 = -7965.869411 Iteration 25Q: 3 clusters Score -7965.869 nChanged 0 ComputeScore: Raw -8215.612718 + Penalty 249.743307 = -7965.869411 Iteration 26F: 3 clusters Score -7965.869 nChanged 0 Trying to split cluster 11 (5498 points) Assigned 2 initial classes randomly. ComputeScore: Raw -48818.942940 + Penalty 155.018514 = -48663.924426 Iteration 0F: 2 clusters Score -48663.92 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -45304.353898 + Penalty 310.037028 = -44994.316870 Iteration 0F: 3 clusters Score -44994.32 nChanged 2577 ComputeScore: Raw -46993.590378 + Penalty 310.037028 = -46683.553350 Iteration 1F: 3 clusters Score -46683.55 nChanged 320 ComputeScore: Raw -47161.573158 + Penalty 310.037028 = -46851.536129 Iteration 2F: 3 clusters Score -46851.54 nChanged 303 ComputeScore: Raw -47295.444917 + Penalty 310.037028 = -46985.407889 Iteration 3F: 3 clusters Score -46985.41 nChanged 281 ComputeScore: Raw -47417.357800 + Penalty 310.037028 = -47107.320772 Iteration 4F: 3 clusters Score -47107.32 nChanged 232 ComputeScore: Raw -47548.798127 + Penalty 310.037028 = -47238.761099 Iteration 5Q: 3 clusters Score -47238.76 nChanged 245 ComputeScore: Raw -47745.675736 + Penalty 310.037028 = -47435.638708 Iteration 6Q: 3 clusters Score -47435.64 nChanged 217 ComputeScore: Raw -47915.976104 + Penalty 310.037028 = -47605.939076 Iteration 7Q: 3 clusters Score -47605.94 nChanged 183 ComputeScore: Raw -48025.409861 + Penalty 310.037028 = -47715.372833 Iteration 8Q: 3 clusters Score -47715.37 nChanged 151 ComputeScore: Raw -48106.710100 + Penalty 310.037028 = -47796.673072 Iteration 9Q: 3 clusters Score -47796.67 nChanged 133 ComputeScore: Raw -48207.272868 + Penalty 310.037028 = -47897.235840 Iteration 10Q: 3 clusters Score -47897.24 nChanged 135 ComputeScore: Raw -48313.500032 + Penalty 310.037028 = -48003.463004 Iteration 11Q: 3 clusters Score -48003.46 nChanged 130 ComputeScore: Raw -48388.219338 + Penalty 310.037028 = -48078.182310 Iteration 12Q: 3 clusters Score -48078.18 nChanged 100 ComputeScore: Raw -48432.754978 + Penalty 310.037028 = -48122.717950 Iteration 13Q: 3 clusters Score -48122.72 nChanged 86 ComputeScore: Raw -48467.424030 + Penalty 310.037028 = -48157.387002 Iteration 14Q: 3 clusters Score -48157.39 nChanged 87 ComputeScore: Raw -48500.644523 + Penalty 310.037028 = -48190.607495 Iteration 15Q: 3 clusters Score -48190.61 nChanged 75 ComputeScore: Raw -48527.755055 + Penalty 310.037028 = -48217.718027 Iteration 16Q: 3 clusters Score -48217.72 nChanged 82 ComputeScore: Raw -48567.111860 + Penalty 310.037028 = -48257.074832 Iteration 17Q: 3 clusters Score -48257.07 nChanged 109 ComputeScore: Raw -48621.926811 + Penalty 310.037028 = -48311.889783 Iteration 18Q: 3 clusters Score -48311.89 nChanged 108 ComputeScore: Raw -48676.892552 + Penalty 310.037028 = -48366.855524 Iteration 19Q: 3 clusters Score -48366.86 nChanged 96 ComputeScore: Raw -48732.537587 + Penalty 310.037028 = -48422.500559 Iteration 20F: 3 clusters Score -48422.5 nChanged 98 ComputeScore: Raw -48775.557783 + Penalty 310.037028 = -48465.520755 Iteration 21Q: 3 clusters Score -48465.52 nChanged 86 ComputeScore: Raw -48809.264546 + Penalty 310.037028 = -48499.227518 Iteration 22Q: 3 clusters Score -48499.23 nChanged 66 ComputeScore: Raw -48831.931830 + Penalty 310.037028 = -48521.894802 Iteration 23Q: 3 clusters Score -48521.89 nChanged 63 ComputeScore: Raw -48852.301322 + Penalty 310.037028 = -48542.264294 Iteration 24Q: 3 clusters Score -48542.26 nChanged 68 ComputeScore: Raw -48876.417693 + Penalty 310.037028 = -48566.380665 Iteration 25Q: 3 clusters Score -48566.38 nChanged 75 ComputeScore: Raw -48906.197202 + Penalty 310.037028 = -48596.160174 Iteration 26Q: 3 clusters Score -48596.16 nChanged 78 ComputeScore: Raw -48938.605023 + Penalty 310.037028 = -48628.567995 Iteration 27Q: 3 clusters Score -48628.57 nChanged 69 ComputeScore: Raw -48968.212523 + Penalty 310.037028 = -48658.175495 Iteration 28Q: 3 clusters Score -48658.18 nChanged 75 ComputeScore: Raw -49004.718675 + Penalty 310.037028 = -48694.681646 Iteration 29Q: 3 clusters Score -48694.68 nChanged 81 ComputeScore: Raw -49055.702508 + Penalty 310.037028 = -48745.665480 Iteration 30Q: 3 clusters Score -48745.67 nChanged 91 ComputeScore: Raw -49107.886335 + Penalty 310.037028 = -48797.849307 Iteration 31Q: 3 clusters Score -48797.85 nChanged 76 ComputeScore: Raw -49148.023609 + Penalty 310.037028 = -48837.986581 Iteration 32Q: 3 clusters Score -48837.99 nChanged 58 ComputeScore: Raw -49169.855915 + Penalty 310.037028 = -48859.818887 Iteration 33Q: 3 clusters Score -48859.82 nChanged 46 ComputeScore: Raw -49184.687358 + Penalty 310.037028 = -48874.650330 Iteration 34Q: 3 clusters Score -48874.65 nChanged 41 ComputeScore: Raw -49197.129134 + Penalty 310.037028 = -48887.092106 Iteration 35Q: 3 clusters Score -48887.09 nChanged 47 ComputeScore: Raw -49211.654880 + Penalty 310.037028 = -48901.617852 Iteration 36Q: 3 clusters Score -48901.62 nChanged 48 ComputeScore: Raw -49228.367143 + Penalty 310.037028 = -48918.330114 Iteration 37Q: 3 clusters Score -48918.33 nChanged 49 ComputeScore: Raw -49245.927582 + Penalty 310.037028 = -48935.890554 Iteration 38Q: 3 clusters Score -48935.89 nChanged 47 ComputeScore: Raw -49268.198639 + Penalty 310.037028 = -48958.161611 Iteration 39Q: 3 clusters Score -48958.16 nChanged 54 ComputeScore: Raw -49314.325790 + Penalty 310.037028 = -49004.288762 Iteration 40F: 3 clusters Score -49004.29 nChanged 71 ComputeScore: Raw -49367.344522 + Penalty 310.037028 = -49057.307493 Iteration 41Q: 3 clusters Score -49057.31 nChanged 26 ComputeScore: Raw -49373.695070 + Penalty 310.037028 = -49063.658042 Iteration 42Q: 3 clusters Score -49063.66 nChanged 13 ComputeScore: Raw -49375.026684 + Penalty 310.037028 = -49064.989656 Iteration 43Q: 3 clusters Score -49064.99 nChanged 2 ComputeScore: Raw -49375.133626 + Penalty 310.037028 = -49065.096598 Iteration 44Q: 3 clusters Score -49065.1 nChanged 0 ComputeScore: Raw -49375.133626 + Penalty 310.037028 = -49065.096598 Iteration 45F: 3 clusters Score -49065.1 nChanged 0 ComputeScore: Raw -526462.094684 + Penalty 3462.184421 = -522999.910263Splitting cluster 11 changes total score from -522190.842360 to -522999.910263 So it's getting split into cluster 17. Trying to split cluster 12 (16348 points) Assigned 2 initial classes randomly. ComputeScore: Raw -133732.391776 + Penalty 174.633495 = -133557.758281 Iteration 0F: 2 clusters Score -133557.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -123007.425845 + Penalty 349.266990 = -122658.158855 Iteration 0F: 3 clusters Score -122658.2 nChanged 7937 ComputeScore: Raw -128102.199874 + Penalty 349.266990 = -127752.932884 Iteration 1F: 3 clusters Score -127752.9 nChanged 966 ComputeScore: Raw -128656.818397 + Penalty 349.266990 = -128307.551407 Iteration 2F: 3 clusters Score -128307.6 nChanged 1061 ComputeScore: Raw -129403.825502 + Penalty 349.266990 = -129054.558512 Iteration 3F: 3 clusters Score -129054.6 nChanged 1003 ComputeScore: Raw -130191.358058 + Penalty 349.266990 = -129842.091067 Iteration 4F: 3 clusters Score -129842.1 nChanged 848 ComputeScore: Raw -130756.705870 + Penalty 349.266990 = -130407.438880 Iteration 5F: 3 clusters Score -130407.4 nChanged 635 ComputeScore: Raw -131034.388580 + Penalty 349.266990 = -130685.121590 Iteration 6Q: 3 clusters Score -130685.1 nChanged 417 ComputeScore: Raw -131153.206098 + Penalty 349.266990 = -130803.939107 Iteration 7Q: 3 clusters Score -130803.9 nChanged 313 ComputeScore: Raw -131233.516143 + Penalty 349.266990 = -130884.249153 Iteration 8Q: 3 clusters Score -130884.2 nChanged 264 ComputeScore: Raw -131298.276606 + Penalty 349.266990 = -130949.009615 Iteration 9Q: 3 clusters Score -130949 nChanged 282 ComputeScore: Raw -131366.753430 + Penalty 349.266990 = -131017.486440 Iteration 10Q: 3 clusters Score -131017.5 nChanged 294 ComputeScore: Raw -131444.505044 + Penalty 349.266990 = -131095.238054 Iteration 11Q: 3 clusters Score -131095.2 nChanged 320 ComputeScore: Raw -131541.894023 + Penalty 349.266990 = -131192.627033 Iteration 12Q: 3 clusters Score -131192.6 nChanged 339 ComputeScore: Raw -131648.514291 + Penalty 349.266990 = -131299.247301 Iteration 13Q: 3 clusters Score -131299.2 nChanged 324 ComputeScore: Raw -131761.418875 + Penalty 349.266990 = -131412.151884 Iteration 14Q: 3 clusters Score -131412.2 nChanged 375 ComputeScore: Raw -131899.737548 + Penalty 349.266990 = -131550.470558 Iteration 15Q: 3 clusters Score -131550.5 nChanged 363 ComputeScore: Raw -132043.674430 + Penalty 349.266990 = -131694.407439 Iteration 16Q: 3 clusters Score -131694.4 nChanged 362 ComputeScore: Raw -132198.237421 + Penalty 349.266990 = -131848.970430 Iteration 17Q: 3 clusters Score -131849 nChanged 352 ComputeScore: Raw -132359.213556 + Penalty 349.266990 = -132009.946566 Iteration 18Q: 3 clusters Score -132009.9 nChanged 356 ComputeScore: Raw -132537.784662 + Penalty 349.266990 = -132188.517672 Iteration 19Q: 3 clusters Score -132188.5 nChanged 347 ComputeScore: Raw -132725.749806 + Penalty 349.266990 = -132376.482816 Iteration 20F: 3 clusters Score -132376.5 nChanged 343 ComputeScore: Raw -132939.319499 + Penalty 349.266990 = -132590.052508 Iteration 21Q: 3 clusters Score -132590.1 nChanged 318 ComputeScore: Raw -133145.105719 + Penalty 349.266990 = -132795.838728 Iteration 22Q: 3 clusters Score -132795.8 nChanged 258 ComputeScore: Raw -133322.925477 + Penalty 349.266990 = -132973.658487 Iteration 23Q: 3 clusters Score -132973.7 nChanged 217 ComputeScore: Raw -133481.557084 + Penalty 349.266990 = -133132.290093 Iteration 24Q: 3 clusters Score -133132.3 nChanged 161 ComputeScore: Raw -133603.113580 + Penalty 349.266990 = -133253.846590 Iteration 25Q: 3 clusters Score -133253.8 nChanged 113 ComputeScore: Raw -133685.482530 + Penalty 349.266990 = -133336.215539 Iteration 26Q: 3 clusters Score -133336.2 nChanged 52 ComputeScore: Raw -133729.187696 + Penalty 349.266990 = -133379.920706 Iteration 27Q: 3 clusters Score -133379.9 nChanged 27 ComputeScore: Raw -133767.808625 + Penalty 349.266990 = -133418.541635 Iteration 28Q: 3 clusters Score -133418.5 nChanged 11 ComputeScore: Raw -133789.294131 + Penalty 349.266990 = -133440.027141 Iteration 29Q: 3 clusters Score -133440 nChanged 3 ComputeScore: Raw -133796.549762 + Penalty 349.266990 = -133447.282771 Iteration 30Q: 3 clusters Score -133447.3 nChanged 4 ComputeScore: Raw -133799.297958 + Penalty 349.266990 = -133450.030967 Iteration 31Q: 3 clusters Score -133450 nChanged 2 ComputeScore: Raw -133800.041853 + Penalty 349.266990 = -133450.774863 Iteration 32Q: 3 clusters Score -133450.8 nChanged 1 ComputeScore: Raw -133800.449070 + Penalty 349.266990 = -133451.182079 Iteration 33Q: 3 clusters Score -133451.2 nChanged 0 ComputeScore: Raw -133800.449070 + Penalty 349.266990 = -133451.182079 Iteration 34F: 3 clusters Score -133451.2 nChanged 0 Trying to split cluster 13 (747 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9173.579030 + Penalty 119.089173 = -9054.489857 Iteration 0F: 2 clusters Score -9054.49 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8767.918582 + Penalty 238.178347 = -8529.740235 Iteration 0F: 3 clusters Score -8529.74 nChanged 307 ComputeScore: Raw -8968.702191 + Penalty 238.178347 = -8730.523844 Iteration 1F: 3 clusters Score -8730.524 nChanged 56 ComputeScore: Raw -9008.980705 + Penalty 238.178347 = -8770.802359 Iteration 2F: 3 clusters Score -8770.802 nChanged 44 ComputeScore: Raw -9037.448728 + Penalty 238.178347 = -8799.270381 Iteration 3F: 3 clusters Score -8799.27 nChanged 38 ComputeScore: Raw -9056.228341 + Penalty 238.178347 = -8818.049994 Iteration 4F: 3 clusters Score -8818.05 nChanged 19 ComputeScore: Raw -9066.135376 + Penalty 238.178347 = -8827.957029 Iteration 5Q: 3 clusters Score -8827.957 nChanged 16 ComputeScore: Raw -9072.806154 + Penalty 238.178347 = -8834.627807 Iteration 6Q: 3 clusters Score -8834.628 nChanged 14 ComputeScore: Raw -9077.983941 + Penalty 238.178347 = -8839.805594 Iteration 7Q: 3 clusters Score -8839.806 nChanged 12 ComputeScore: Raw -9081.272847 + Penalty 238.178347 = -8843.094500 Iteration 8Q: 3 clusters Score -8843.095 nChanged 13 ComputeScore: Raw -9085.865126 + Penalty 238.178347 = -8847.686779 Iteration 9Q: 3 clusters Score -8847.687 nChanged 11 ComputeScore: Raw -9088.954178 + Penalty 238.178347 = -8850.775831 Iteration 10Q: 3 clusters Score -8850.776 nChanged 14 ComputeScore: Raw -9094.450691 + Penalty 238.178347 = -8856.272345 Iteration 11Q: 3 clusters Score -8856.272 nChanged 16 ComputeScore: Raw -9104.120328 + Penalty 238.178347 = -8865.941982 Iteration 12Q: 3 clusters Score -8865.942 nChanged 22 ComputeScore: Raw -9118.291420 + Penalty 238.178347 = -8880.113073 Iteration 13Q: 3 clusters Score -8880.113 nChanged 25 ComputeScore: Raw -9147.425989 + Penalty 238.178347 = -8909.247642 Iteration 14Q: 3 clusters Score -8909.248 nChanged 33 ComputeScore: Raw -9211.051391 + Penalty 238.178347 = -8972.873044 Iteration 15Q: 3 clusters Score -8972.873 nChanged 34 ComputeScore: Raw -9333.100005 + Penalty 238.178347 = -9094.921659 Iteration 16Q: 3 clusters Score -9094.922 nChanged 33 ComputeScore: Raw -9416.683647 + Penalty 238.178347 = -9178.505301 Iteration 17Q: 3 clusters Score -9178.505 nChanged 20 ComputeScore: Raw -9484.832286 + Penalty 238.178347 = -9246.653939 Iteration 18Q: 3 clusters Score -9246.654 nChanged 21 ComputeScore: Raw -9622.237598 + Penalty 238.178347 = -9384.059251 Iteration 19Q: 3 clusters Score -9384.059 nChanged 8 ComputeScore: Raw -9716.917531 + Penalty 238.178347 = -9478.739184 Iteration 20F: 3 clusters Score -9478.739 nChanged 2 ComputeScore: Raw -9741.271384 + Penalty 238.178347 = -9503.093037 Iteration 21Q: 3 clusters Score -9503.093 nChanged 0 ComputeScore: Raw -9741.271384 + Penalty 238.178347 = -9503.093037 Iteration 22F: 3 clusters Score -9503.093 nChanged 0 ComputeScore: Raw -527029.787038 + Penalty 3665.842328 = -523363.944709Splitting cluster 13 changes total score from -522190.842360 to -523363.944709 So it's getting split into cluster 18. ConsiderDeletion: ComputeScore: Raw -527224.084462 + Penalty 3665.842328 = -523558.242133Iteration 119Q: 19 clusters Score -523558.2 nChanged 246 ConsiderDeletion: ComputeScore: Raw -527461.515805 + Penalty 3665.842328 = -523795.673477Iteration 120F: 19 clusters Score -523795.7 nChanged 225 ConsiderDeletion: ComputeScore: Raw -527563.958745 + Penalty 3665.842328 = -523898.116416Iteration 121Q: 19 clusters Score -523898.1 nChanged 147 ConsiderDeletion: ComputeScore: Raw -527616.638275 + Penalty 3665.842328 = -523950.795946Iteration 122Q: 19 clusters Score -523950.8 nChanged 104 ConsiderDeletion: ComputeScore: Raw -527641.525109 + Penalty 3665.842328 = -523975.682780Iteration 123Q: 19 clusters Score -523975.7 nChanged 75 ConsiderDeletion: ComputeScore: Raw -527653.084654 + Penalty 3665.842328 = -523987.242325Iteration 124Q: 19 clusters Score -523987.2 nChanged 54 ConsiderDeletion: ComputeScore: Raw -527660.256415 + Penalty 3665.842328 = -523994.414086Iteration 125Q: 19 clusters Score -523994.4 nChanged 36 ConsiderDeletion: ComputeScore: Raw -527664.242383 + Penalty 3665.842328 = -523998.400054Iteration 126Q: 19 clusters Score -523998.4 nChanged 31 ConsiderDeletion: ComputeScore: Raw -527667.009365 + Penalty 3665.842328 = -524001.167037Iteration 127Q: 19 clusters Score -524001.2 nChanged 27 ConsiderDeletion: ComputeScore: Raw -527669.444571 + Penalty 3665.842328 = -524003.602243Iteration 128Q: 19 clusters Score -524003.6 nChanged 25 ConsiderDeletion: ComputeScore: Raw -527671.896934 + Penalty 3665.842328 = -524006.054606Iteration 129Q: 19 clusters Score -524006.1 nChanged 23 ConsiderDeletion: ComputeScore: Raw -527676.214237 + Penalty 3665.842328 = -524010.371908Iteration 130Q: 19 clusters Score -524010.4 nChanged 22 ConsiderDeletion: ComputeScore: Raw -527679.836511 + Penalty 3665.842328 = -524013.994183Iteration 131Q: 19 clusters Score -524014 nChanged 21 ConsiderDeletion: ComputeScore: Raw -527682.770759 + Penalty 3665.842328 = -524016.928431Iteration 132Q: 19 clusters Score -524016.9 nChanged 20 ConsiderDeletion: ComputeScore: Raw -527685.091036 + Penalty 3665.842328 = -524019.248707Iteration 133Q: 19 clusters Score -524019.2 nChanged 19 ConsiderDeletion: ComputeScore: Raw -527686.703067 + Penalty 3665.842328 = -524020.860738Iteration 134Q: 19 clusters Score -524020.9 nChanged 14 ConsiderDeletion: ComputeScore: Raw -527687.607752 + Penalty 3665.842328 = -524021.765424Iteration 135Q: 19 clusters Score -524021.8 nChanged 8 ConsiderDeletion: ComputeScore: Raw -527688.009164 + Penalty 3665.842328 = -524022.166835Iteration 136Q: 19 clusters Score -524022.2 nChanged 6 ConsiderDeletion: ComputeScore: Raw -527688.196975 + Penalty 3665.842328 = -524022.354647Iteration 137Q: 19 clusters Score -524022.4 nChanged 6 ConsiderDeletion: ComputeScore: Raw -527688.612965 + Penalty 3665.842328 = -524022.770637Iteration 138Q: 19 clusters Score -524022.8 nChanged 7 ConsiderDeletion: ComputeScore: Raw -527688.828937 + Penalty 3665.842328 = -524022.986608Iteration 139Q: 19 clusters Score -524023 nChanged 3 ConsiderDeletion: ComputeScore: Raw -527688.936975 + Penalty 3665.842328 = -524023.094646Iteration 140F: 19 clusters Score -524023.1 nChanged 4 ConsiderDeletion: ComputeScore: Raw -527688.979282 + Penalty 3665.842328 = -524023.136953Iteration 141Q: 19 clusters Score -524023.1 nChanged 3 ConsiderDeletion: ComputeScore: Raw -527689.046110 + Penalty 3665.842328 = -524023.203781Iteration 142Q: 19 clusters Score -524023.2 nChanged 2 ConsiderDeletion: ComputeScore: Raw -527689.094547 + Penalty 3665.842328 = -524023.252218Iteration 143Q: 19 clusters Score -524023.3 nChanged 2 ConsiderDeletion: ComputeScore: Raw -527689.147379 + Penalty 3665.842328 = -524023.305051Iteration 144Q: 19 clusters Score -524023.3 nChanged 2 ConsiderDeletion: ComputeScore: Raw -527689.173394 + Penalty 3665.842328 = -524023.331065Iteration 145Q: 19 clusters Score -524023.3 nChanged 1 ConsiderDeletion: ComputeScore: Raw -527689.223618 + Penalty 3665.842328 = -524023.381289Iteration 146Q: 19 clusters Score -524023.4 nChanged 1 ConsiderDeletion: ComputeScore: Raw -527689.234379 + Penalty 3665.842328 = -524023.392051Iteration 147Q: 19 clusters Score -524023.4 nChanged 0 ConsiderDeletion: ComputeScore: Raw -527689.234379 + Penalty 3665.842328 = -524023.392051Iteration 148F: 19 clusters Score -524023.4 nChanged 0 ComputeScore: Raw -527689.234379 + Penalty 3665.842328 = -524023.392051Trying to split cluster 1 (6046 points) Assigned 2 initial classes randomly. ComputeScore: Raw -53098.472475 + Penalty 156.728739 = -52941.743736 Iteration 0F: 2 clusters Score -52941.74 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -49229.975978 + Penalty 313.457478 = -48916.518500 Iteration 0F: 3 clusters Score -48916.52 nChanged 2869 ComputeScore: Raw -51220.742421 + Penalty 313.457478 = -50907.284943 Iteration 1F: 3 clusters Score -50907.28 nChanged 408 ComputeScore: Raw -51514.847341 + Penalty 313.457478 = -51201.389863 Iteration 2F: 3 clusters Score -51201.39 nChanged 396 ComputeScore: Raw -51810.345257 + Penalty 313.457478 = -51496.887779 Iteration 3F: 3 clusters Score -51496.89 nChanged 356 ComputeScore: Raw -52061.204614 + Penalty 313.457478 = -51747.747136 Iteration 4F: 3 clusters Score -51747.75 nChanged 303 ComputeScore: Raw -52240.929198 + Penalty 313.457478 = -51927.471720 Iteration 5F: 3 clusters Score -51927.47 nChanged 241 ComputeScore: Raw -52372.419467 + Penalty 313.457478 = -52058.961989 Iteration 6Q: 3 clusters Score -52058.96 nChanged 196 ComputeScore: Raw -52490.942550 + Penalty 313.457478 = -52177.485071 Iteration 7Q: 3 clusters Score -52177.49 nChanged 173 ComputeScore: Raw -52602.555663 + Penalty 313.457478 = -52289.098185 Iteration 8Q: 3 clusters Score -52289.1 nChanged 152 ComputeScore: Raw -52700.865425 + Penalty 313.457478 = -52387.407946 Iteration 9Q: 3 clusters Score -52387.41 nChanged 140 ComputeScore: Raw -52791.260990 + Penalty 313.457478 = -52477.803511 Iteration 10Q: 3 clusters Score -52477.8 nChanged 107 ComputeScore: Raw -52854.025172 + Penalty 313.457478 = -52540.567694 Iteration 11Q: 3 clusters Score -52540.57 nChanged 93 ComputeScore: Raw -52913.520014 + Penalty 313.457478 = -52600.062536 Iteration 12Q: 3 clusters Score -52600.06 nChanged 74 ComputeScore: Raw -52966.116037 + Penalty 313.457478 = -52652.658558 Iteration 13Q: 3 clusters Score -52652.66 nChanged 55 ComputeScore: Raw -53009.396189 + Penalty 313.457478 = -52695.938710 Iteration 14Q: 3 clusters Score -52695.94 nChanged 35 ComputeScore: Raw -53039.586276 + Penalty 313.457478 = -52726.128798 Iteration 15Q: 3 clusters Score -52726.13 nChanged 31 ComputeScore: Raw -53060.705128 + Penalty 313.457478 = -52747.247650 Iteration 16Q: 3 clusters Score -52747.25 nChanged 20 ComputeScore: Raw -53074.559328 + Penalty 313.457478 = -52761.101850 Iteration 17Q: 3 clusters Score -52761.1 nChanged 13 ComputeScore: Raw -53082.845282 + Penalty 313.457478 = -52769.387804 Iteration 18Q: 3 clusters Score -52769.39 nChanged 11 ComputeScore: Raw -53086.902732 + Penalty 313.457478 = -52773.445254 Iteration 19Q: 3 clusters Score -52773.45 nChanged 6 ComputeScore: Raw -53089.435964 + Penalty 313.457478 = -52775.978485 Iteration 20F: 3 clusters Score -52775.98 nChanged 7 ComputeScore: Raw -53092.340793 + Penalty 313.457478 = -52778.883315 Iteration 21Q: 3 clusters Score -52778.88 nChanged 5 ComputeScore: Raw -53094.190203 + Penalty 313.457478 = -52780.732725 Iteration 22Q: 3 clusters Score -52780.73 nChanged 6 ComputeScore: Raw -53096.061001 + Penalty 313.457478 = -52782.603522 Iteration 23Q: 3 clusters Score -52782.6 nChanged 9 ComputeScore: Raw -53101.975657 + Penalty 313.457478 = -52788.518178 Iteration 24Q: 3 clusters Score -52788.52 nChanged 6 ComputeScore: Raw -53104.717353 + Penalty 313.457478 = -52791.259875 Iteration 25Q: 3 clusters Score -52791.26 nChanged 7 ComputeScore: Raw -53108.182263 + Penalty 313.457478 = -52794.724785 Iteration 26Q: 3 clusters Score -52794.72 nChanged 4 ComputeScore: Raw -53110.056436 + Penalty 313.457478 = -52796.598958 Iteration 27Q: 3 clusters Score -52796.6 nChanged 4 ComputeScore: Raw -53114.388910 + Penalty 313.457478 = -52800.931432 Iteration 28Q: 3 clusters Score -52800.93 nChanged 5 ComputeScore: Raw -53117.299776 + Penalty 313.457478 = -52803.842298 Iteration 29Q: 3 clusters Score -52803.84 nChanged 1 ComputeScore: Raw -53117.376793 + Penalty 313.457478 = -52803.919315 Iteration 30Q: 3 clusters Score -52803.92 nChanged 0 ComputeScore: Raw -53117.376793 + Penalty 313.457478 = -52803.919315 Iteration 31F: 3 clusters Score -52803.92 nChanged 0 Trying to split cluster 2 (244 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2137.220539 + Penalty 98.949028 = -2038.271511 Iteration 0F: 2 clusters Score -2038.272 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2043.014351 + Penalty 197.898056 = -1845.116295 Iteration 0F: 3 clusters Score -1845.116 nChanged 85 ComputeScore: Raw -2144.475032 + Penalty 197.898056 = -1946.576976 Iteration 1F: 3 clusters Score -1946.577 nChanged 11 ComputeScore: Raw -2152.801878 + Penalty 197.898056 = -1954.903822 Iteration 2Q: 3 clusters Score -1954.904 nChanged 6 ComputeScore: Raw -2154.679779 + Penalty 197.898056 = -1956.781723 Iteration 3Q: 3 clusters Score -1956.782 nChanged 0 ComputeScore: Raw -2154.679779 + Penalty 197.898056 = -1956.781723 Iteration 4F: 3 clusters Score -1956.782 nChanged 0 Trying to split cluster 3 (6458 points) Assigned 2 initial classes randomly. ComputeScore: Raw -55686.558517 + Penalty 157.915349 = -55528.643168 Iteration 0F: 2 clusters Score -55528.64 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -51530.115054 + Penalty 315.830698 = -51214.284355 Iteration 0F: 3 clusters Score -51214.28 nChanged 3051 ComputeScore: Raw -53370.456168 + Penalty 315.830698 = -53054.625470 Iteration 1F: 3 clusters Score -53054.63 nChanged 408 ComputeScore: Raw -53560.041609 + Penalty 315.830698 = -53244.210911 Iteration 2F: 3 clusters Score -53244.21 nChanged 407 ComputeScore: Raw -53823.867171 + Penalty 315.830698 = -53508.036473 Iteration 3F: 3 clusters Score -53508.04 nChanged 418 ComputeScore: Raw -54134.207591 + Penalty 315.830698 = -53818.376892 Iteration 4F: 3 clusters Score -53818.38 nChanged 427 ComputeScore: Raw -54524.068568 + Penalty 315.830698 = -54208.237870 Iteration 5F: 3 clusters Score -54208.24 nChanged 378 ComputeScore: Raw -54841.374317 + Penalty 315.830698 = -54525.543619 Iteration 6F: 3 clusters Score -54525.54 nChanged 333 ComputeScore: Raw -55111.715146 + Penalty 315.830698 = -54795.884448 Iteration 7F: 3 clusters Score -54795.88 nChanged 282 ComputeScore: Raw -55377.165407 + Penalty 315.830698 = -55061.334708 Iteration 8Q: 3 clusters Score -55061.33 nChanged 254 ComputeScore: Raw -55635.162762 + Penalty 315.830698 = -55319.332064 Iteration 9Q: 3 clusters Score -55319.33 nChanged 229 ComputeScore: Raw -55896.601994 + Penalty 315.830698 = -55580.771296 Iteration 10Q: 3 clusters Score -55580.77 nChanged 242 ComputeScore: Raw -56207.363137 + Penalty 315.830698 = -55891.532439 Iteration 11Q: 3 clusters Score -55891.53 nChanged 234 ComputeScore: Raw -56606.000197 + Penalty 315.830698 = -56290.169499 Iteration 12Q: 3 clusters Score -56290.17 nChanged 242 ComputeScore: Raw -57024.448941 + Penalty 315.830698 = -56708.618243 Iteration 13Q: 3 clusters Score -56708.62 nChanged 206 ComputeScore: Raw -57380.828885 + Penalty 315.830698 = -57064.998186 Iteration 14Q: 3 clusters Score -57065 nChanged 176 ComputeScore: Raw -57582.967900 + Penalty 315.830698 = -57267.137202 Iteration 15Q: 3 clusters Score -57267.14 nChanged 121 ComputeScore: Raw -57666.082528 + Penalty 315.830698 = -57350.251830 Iteration 16Q: 3 clusters Score -57350.25 nChanged 61 ComputeScore: Raw -57684.187576 + Penalty 315.830698 = -57368.356877 Iteration 17Q: 3 clusters Score -57368.36 nChanged 28 ComputeScore: Raw -57692.975840 + Penalty 315.830698 = -57377.145142 Iteration 18Q: 3 clusters Score -57377.15 nChanged 15 ComputeScore: Raw -57694.335587 + Penalty 315.830698 = -57378.504889 Iteration 19Q: 3 clusters Score -57378.5 nChanged 6 ComputeScore: Raw -57719.856594 + Penalty 315.830698 = -57404.025896 Iteration 20F: 3 clusters Score -57404.03 nChanged 16 ComputeScore: Raw -57724.181366 + Penalty 315.830698 = -57408.350668 Iteration 21Q: 3 clusters Score -57408.35 nChanged 14 ComputeScore: Raw -57725.276805 + Penalty 315.830698 = -57409.446106 Iteration 22Q: 3 clusters Score -57409.45 nChanged 2 ComputeScore: Raw -57725.314422 + Penalty 315.830698 = -57409.483724 Iteration 23Q: 3 clusters Score -57409.48 nChanged 0 ComputeScore: Raw -57725.314422 + Penalty 315.830698 = -57409.483724 Iteration 24F: 3 clusters Score -57409.48 nChanged 0 ComputeScore: Raw -529727.990285 + Penalty 3869.500236 = -525858.490049Splitting cluster 3 changes total score from -524023.392051 to -525858.490049 So it's getting split into cluster 19. Trying to split cluster 4 (4771 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42633.299236 + Penalty 152.465602 = -42480.833634 Iteration 0F: 2 clusters Score -42480.83 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39629.916788 + Penalty 304.931203 = -39324.985585 Iteration 0F: 3 clusters Score -39324.99 nChanged 2232 ComputeScore: Raw -41163.850144 + Penalty 304.931203 = -40858.918941 Iteration 1F: 3 clusters Score -40858.92 nChanged 324 ComputeScore: Raw -41306.000884 + Penalty 304.931203 = -41001.069680 Iteration 2F: 3 clusters Score -41001.07 nChanged 258 ComputeScore: Raw -41415.287222 + Penalty 304.931203 = -41110.356019 Iteration 3F: 3 clusters Score -41110.36 nChanged 245 ComputeScore: Raw -41556.533535 + Penalty 304.931203 = -41251.602332 Iteration 4F: 3 clusters Score -41251.6 nChanged 264 ComputeScore: Raw -41749.455110 + Penalty 304.931203 = -41444.523907 Iteration 5F: 3 clusters Score -41444.52 nChanged 269 ComputeScore: Raw -41968.848180 + Penalty 304.931203 = -41663.916976 Iteration 6F: 3 clusters Score -41663.92 nChanged 252 ComputeScore: Raw -42184.850177 + Penalty 304.931203 = -41879.918974 Iteration 7F: 3 clusters Score -41879.92 nChanged 206 ComputeScore: Raw -42378.115113 + Penalty 304.931203 = -42073.183910 Iteration 8Q: 3 clusters Score -42073.18 nChanged 153 ComputeScore: Raw -42522.706830 + Penalty 304.931203 = -42217.775627 Iteration 9Q: 3 clusters Score -42217.78 nChanged 76 ComputeScore: Raw -42596.313932 + Penalty 304.931203 = -42291.382729 Iteration 10Q: 3 clusters Score -42291.38 nChanged 43 ComputeScore: Raw -42631.470412 + Penalty 304.931203 = -42326.539208 Iteration 11Q: 3 clusters Score -42326.54 nChanged 20 ComputeScore: Raw -42644.019508 + Penalty 304.931203 = -42339.088305 Iteration 12Q: 3 clusters Score -42339.09 nChanged 20 ComputeScore: Raw -42658.148995 + Penalty 304.931203 = -42353.217792 Iteration 13Q: 3 clusters Score -42353.22 nChanged 10 ComputeScore: Raw -42664.625885 + Penalty 304.931203 = -42359.694681 Iteration 14Q: 3 clusters Score -42359.69 nChanged 14 ComputeScore: Raw -42674.070059 + Penalty 304.931203 = -42369.138855 Iteration 15Q: 3 clusters Score -42369.14 nChanged 6 ComputeScore: Raw -42680.030726 + Penalty 304.931203 = -42375.099522 Iteration 16Q: 3 clusters Score -42375.1 nChanged 2 ComputeScore: Raw -42683.654453 + Penalty 304.931203 = -42378.723249 Iteration 17Q: 3 clusters Score -42378.72 nChanged 3 ComputeScore: Raw -42685.709487 + Penalty 304.931203 = -42380.778283 Iteration 18Q: 3 clusters Score -42380.78 nChanged 0 ComputeScore: Raw -42685.709487 + Penalty 304.931203 = -42380.778283 Iteration 19F: 3 clusters Score -42380.78 nChanged 0 Trying to split cluster 5 (2578 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25741.576642 + Penalty 141.385845 = -25600.190797 Iteration 0F: 2 clusters Score -25600.19 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24205.395135 + Penalty 282.771691 = -23922.623445 Iteration 0F: 3 clusters Score -23922.62 nChanged 1186 ComputeScore: Raw -24900.919885 + Penalty 282.771691 = -24618.148194 Iteration 1F: 3 clusters Score -24618.15 nChanged 142 ComputeScore: Raw -24965.766697 + Penalty 282.771691 = -24682.995006 Iteration 2F: 3 clusters Score -24683 nChanged 131 ComputeScore: Raw -25028.372134 + Penalty 282.771691 = -24745.600443 Iteration 3F: 3 clusters Score -24745.6 nChanged 122 ComputeScore: Raw -25090.042999 + Penalty 282.771691 = -24807.271309 Iteration 4Q: 3 clusters Score -24807.27 nChanged 124 ComputeScore: Raw -25157.293504 + Penalty 282.771691 = -24874.521813 Iteration 5Q: 3 clusters Score -24874.52 nChanged 125 ComputeScore: Raw -25233.427857 + Penalty 282.771691 = -24950.656166 Iteration 6Q: 3 clusters Score -24950.66 nChanged 108 ComputeScore: Raw -25292.857212 + Penalty 282.771691 = -25010.085522 Iteration 7Q: 3 clusters Score -25010.09 nChanged 101 ComputeScore: Raw -25343.270220 + Penalty 282.771691 = -25060.498529 Iteration 8Q: 3 clusters Score -25060.5 nChanged 78 ComputeScore: Raw -25373.034682 + Penalty 282.771691 = -25090.262991 Iteration 9Q: 3 clusters Score -25090.26 nChanged 55 ComputeScore: Raw -25389.488999 + Penalty 282.771691 = -25106.717308 Iteration 10Q: 3 clusters Score -25106.72 nChanged 40 ComputeScore: Raw -25410.056736 + Penalty 282.771691 = -25127.285046 Iteration 11Q: 3 clusters Score -25127.29 nChanged 53 ComputeScore: Raw -25442.147893 + Penalty 282.771691 = -25159.376202 Iteration 12Q: 3 clusters Score -25159.38 nChanged 54 ComputeScore: Raw -25474.807054 + Penalty 282.771691 = -25192.035364 Iteration 13Q: 3 clusters Score -25192.04 nChanged 54 ComputeScore: Raw -25501.865654 + Penalty 282.771691 = -25219.093963 Iteration 14Q: 3 clusters Score -25219.09 nChanged 45 ComputeScore: Raw -25521.920748 + Penalty 282.771691 = -25239.149058 Iteration 15Q: 3 clusters Score -25239.15 nChanged 40 ComputeScore: Raw -25539.799959 + Penalty 282.771691 = -25257.028269 Iteration 16Q: 3 clusters Score -25257.03 nChanged 34 ComputeScore: Raw -25557.087570 + Penalty 282.771691 = -25274.315880 Iteration 17Q: 3 clusters Score -25274.32 nChanged 32 ComputeScore: Raw -25573.031290 + Penalty 282.771691 = -25290.259600 Iteration 18Q: 3 clusters Score -25290.26 nChanged 30 ComputeScore: Raw -25581.650475 + Penalty 282.771691 = -25298.878785 Iteration 19Q: 3 clusters Score -25298.88 nChanged 27 ComputeScore: Raw -25590.031822 + Penalty 282.771691 = -25307.260132 Iteration 20F: 3 clusters Score -25307.26 nChanged 20 ComputeScore: Raw -25597.034025 + Penalty 282.771691 = -25314.262334 Iteration 21Q: 3 clusters Score -25314.26 nChanged 19 ComputeScore: Raw -25603.053572 + Penalty 282.771691 = -25320.281881 Iteration 22Q: 3 clusters Score -25320.28 nChanged 19 ComputeScore: Raw -25607.767087 + Penalty 282.771691 = -25324.995396 Iteration 23Q: 3 clusters Score -25325 nChanged 15 ComputeScore: Raw -25612.352371 + Penalty 282.771691 = -25329.580681 Iteration 24Q: 3 clusters Score -25329.58 nChanged 19 ComputeScore: Raw -25617.870923 + Penalty 282.771691 = -25335.099233 Iteration 25Q: 3 clusters Score -25335.1 nChanged 15 ComputeScore: Raw -25622.524217 + Penalty 282.771691 = -25339.752526 Iteration 26Q: 3 clusters Score -25339.75 nChanged 17 ComputeScore: Raw -25628.059922 + Penalty 282.771691 = -25345.288231 Iteration 27Q: 3 clusters Score -25345.29 nChanged 14 ComputeScore: Raw -25631.896019 + Penalty 282.771691 = -25349.124329 Iteration 28Q: 3 clusters Score -25349.12 nChanged 14 ComputeScore: Raw -25636.427781 + Penalty 282.771691 = -25353.656090 Iteration 29Q: 3 clusters Score -25353.66 nChanged 17 ComputeScore: Raw -25642.744000 + Penalty 282.771691 = -25359.972309 Iteration 30Q: 3 clusters Score -25359.97 nChanged 17 ComputeScore: Raw -25648.943043 + Penalty 282.771691 = -25366.171352 Iteration 31Q: 3 clusters Score -25366.17 nChanged 16 ComputeScore: Raw -25654.033656 + Penalty 282.771691 = -25371.261965 Iteration 32Q: 3 clusters Score -25371.26 nChanged 17 ComputeScore: Raw -25660.330154 + Penalty 282.771691 = -25377.558463 Iteration 33Q: 3 clusters Score -25377.56 nChanged 19 ComputeScore: Raw -25668.486924 + Penalty 282.771691 = -25385.715234 Iteration 34Q: 3 clusters Score -25385.72 nChanged 19 ComputeScore: Raw -25676.688645 + Penalty 282.771691 = -25393.916955 Iteration 35Q: 3 clusters Score -25393.92 nChanged 19 ComputeScore: Raw -25686.559841 + Penalty 282.771691 = -25403.788150 Iteration 36Q: 3 clusters Score -25403.79 nChanged 17 ComputeScore: Raw -25696.721600 + Penalty 282.771691 = -25413.949909 Iteration 37Q: 3 clusters Score -25413.95 nChanged 20 ComputeScore: Raw -25706.722861 + Penalty 282.771691 = -25423.951170 Iteration 38Q: 3 clusters Score -25423.95 nChanged 19 ComputeScore: Raw -25715.177432 + Penalty 282.771691 = -25432.405741 Iteration 39Q: 3 clusters Score -25432.41 nChanged 19 ComputeScore: Raw -25724.171899 + Penalty 282.771691 = -25441.400208 Iteration 40F: 3 clusters Score -25441.4 nChanged 16 ComputeScore: Raw -25730.863430 + Penalty 282.771691 = -25448.091739 Iteration 41Q: 3 clusters Score -25448.09 nChanged 10 ComputeScore: Raw -25734.161296 + Penalty 282.771691 = -25451.389605 Iteration 42Q: 3 clusters Score -25451.39 nChanged 9 ComputeScore: Raw -25737.845835 + Penalty 282.771691 = -25455.074144 Iteration 43Q: 3 clusters Score -25455.07 nChanged 10 ComputeScore: Raw -25742.235617 + Penalty 282.771691 = -25459.463927 Iteration 44Q: 3 clusters Score -25459.46 nChanged 9 ComputeScore: Raw -25745.158851 + Penalty 282.771691 = -25462.387160 Iteration 45Q: 3 clusters Score -25462.39 nChanged 8 ComputeScore: Raw -25747.914657 + Penalty 282.771691 = -25465.142966 Iteration 46Q: 3 clusters Score -25465.14 nChanged 9 ComputeScore: Raw -25752.976128 + Penalty 282.771691 = -25470.204437 Iteration 47Q: 3 clusters Score -25470.2 nChanged 6 ComputeScore: Raw -25755.093880 + Penalty 282.771691 = -25472.322190 Iteration 48Q: 3 clusters Score -25472.32 nChanged 4 ComputeScore: Raw -25755.872439 + Penalty 282.771691 = -25473.100749 Iteration 49Q: 3 clusters Score -25473.1 nChanged 2 ComputeScore: Raw -25756.908045 + Penalty 282.771691 = -25474.136355 Iteration 50Q: 3 clusters Score -25474.14 nChanged 3 ComputeScore: Raw -25757.845040 + Penalty 282.771691 = -25475.073349 Iteration 51Q: 3 clusters Score -25475.07 nChanged 3 ComputeScore: Raw -25759.108729 + Penalty 282.771691 = -25476.337039 Iteration 52Q: 3 clusters Score -25476.34 nChanged 3 ComputeScore: Raw -25760.014329 + Penalty 282.771691 = -25477.242639 Iteration 53Q: 3 clusters Score -25477.24 nChanged 1 ComputeScore: Raw -25760.163264 + Penalty 282.771691 = -25477.391574 Iteration 54Q: 3 clusters Score -25477.39 nChanged 1 ComputeScore: Raw -25760.291531 + Penalty 282.771691 = -25477.519841 Iteration 55Q: 3 clusters Score -25477.52 nChanged 1 ComputeScore: Raw -25760.372976 + Penalty 282.771691 = -25477.601285 Iteration 56Q: 3 clusters Score -25477.6 nChanged 2 ComputeScore: Raw -25761.325880 + Penalty 282.771691 = -25478.554189 Iteration 57Q: 3 clusters Score -25478.55 nChanged 2 ComputeScore: Raw -25762.528467 + Penalty 282.771691 = -25479.756776 Iteration 58Q: 3 clusters Score -25479.76 nChanged 3 ComputeScore: Raw -25764.111658 + Penalty 282.771691 = -25481.339967 Iteration 59Q: 3 clusters Score -25481.34 nChanged 3 ComputeScore: Raw -25765.012150 + Penalty 282.771691 = -25482.240460 Iteration 60F: 3 clusters Score -25482.24 nChanged 3 ComputeScore: Raw -25765.543697 + Penalty 282.771691 = -25482.772006 Iteration 61Q: 3 clusters Score -25482.77 nChanged 1 ComputeScore: Raw -25766.033935 + Penalty 282.771691 = -25483.262245 Iteration 62Q: 3 clusters Score -25483.26 nChanged 2 ComputeScore: Raw -25766.787454 + Penalty 282.771691 = -25484.015764 Iteration 63Q: 3 clusters Score -25484.02 nChanged 0 ComputeScore: Raw -25766.787454 + Penalty 282.771691 = -25484.015764 Iteration 64F: 3 clusters Score -25484.02 nChanged 0 Trying to split cluster 6 (10254 points) Assigned 2 initial classes randomly. ComputeScore: Raw -84707.091865 + Penalty 166.237617 = -84540.854248 Iteration 0F: 2 clusters Score -84540.85 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -78022.460184 + Penalty 332.475233 = -77689.984950 Iteration 0F: 3 clusters Score -77689.98 nChanged 4964 ComputeScore: Raw -81132.794626 + Penalty 332.475233 = -80800.319392 Iteration 1F: 3 clusters Score -80800.32 nChanged 557 ComputeScore: Raw -81424.559835 + Penalty 332.475233 = -81092.084602 Iteration 2F: 3 clusters Score -81092.08 nChanged 580 ComputeScore: Raw -81765.899239 + Penalty 332.475233 = -81433.424005 Iteration 3F: 3 clusters Score -81433.42 nChanged 644 ComputeScore: Raw -82202.433388 + Penalty 332.475233 = -81869.958154 Iteration 4F: 3 clusters Score -81869.96 nChanged 639 ComputeScore: Raw -82677.540727 + Penalty 332.475233 = -82345.065493 Iteration 5F: 3 clusters Score -82345.07 nChanged 554 ComputeScore: Raw -82992.621729 + Penalty 332.475233 = -82660.146496 Iteration 6F: 3 clusters Score -82660.15 nChanged 427 ComputeScore: Raw -83165.847338 + Penalty 332.475233 = -82833.372105 Iteration 7Q: 3 clusters Score -82833.37 nChanged 276 ComputeScore: Raw -83265.633741 + Penalty 332.475233 = -82933.158507 Iteration 8Q: 3 clusters Score -82933.16 nChanged 244 ComputeScore: Raw -83355.189629 + Penalty 332.475233 = -83022.714396 Iteration 9Q: 3 clusters Score -83022.71 nChanged 245 ComputeScore: Raw -83451.827767 + Penalty 332.475233 = -83119.352534 Iteration 10Q: 3 clusters Score -83119.35 nChanged 227 ComputeScore: Raw -83539.086416 + Penalty 332.475233 = -83206.611182 Iteration 11Q: 3 clusters Score -83206.61 nChanged 207 ComputeScore: Raw -83612.088696 + Penalty 332.475233 = -83279.613462 Iteration 12Q: 3 clusters Score -83279.61 nChanged 178 ComputeScore: Raw -83685.940933 + Penalty 332.475233 = -83353.465699 Iteration 13Q: 3 clusters Score -83353.47 nChanged 208 ComputeScore: Raw -83784.296376 + Penalty 332.475233 = -83451.821142 Iteration 14Q: 3 clusters Score -83451.82 nChanged 196 ComputeScore: Raw -83884.345437 + Penalty 332.475233 = -83551.870204 Iteration 15Q: 3 clusters Score -83551.87 nChanged 194 ComputeScore: Raw -83989.911088 + Penalty 332.475233 = -83657.435854 Iteration 16Q: 3 clusters Score -83657.44 nChanged 180 ComputeScore: Raw -84085.877599 + Penalty 332.475233 = -83753.402365 Iteration 17Q: 3 clusters Score -83753.4 nChanged 168 ComputeScore: Raw -84178.334924 + Penalty 332.475233 = -83845.859691 Iteration 18Q: 3 clusters Score -83845.86 nChanged 143 ComputeScore: Raw -84258.185841 + Penalty 332.475233 = -83925.710608 Iteration 19Q: 3 clusters Score -83925.71 nChanged 117 ComputeScore: Raw -84316.090002 + Penalty 332.475233 = -83983.614769 Iteration 20F: 3 clusters Score -83983.61 nChanged 90 ComputeScore: Raw -84354.072311 + Penalty 332.475233 = -84021.597077 Iteration 21Q: 3 clusters Score -84021.6 nChanged 80 ComputeScore: Raw -84390.549595 + Penalty 332.475233 = -84058.074361 Iteration 22Q: 3 clusters Score -84058.07 nChanged 71 ComputeScore: Raw -84428.927437 + Penalty 332.475233 = -84096.452204 Iteration 23Q: 3 clusters Score -84096.45 nChanged 75 ComputeScore: Raw -84474.080163 + Penalty 332.475233 = -84141.604930 Iteration 24Q: 3 clusters Score -84141.6 nChanged 83 ComputeScore: Raw -84536.778828 + Penalty 332.475233 = -84204.303595 Iteration 25Q: 3 clusters Score -84204.3 nChanged 63 ComputeScore: Raw -84587.408472 + Penalty 332.475233 = -84254.933238 Iteration 26Q: 3 clusters Score -84254.93 nChanged 50 ComputeScore: Raw -84624.298354 + Penalty 332.475233 = -84291.823121 Iteration 27Q: 3 clusters Score -84291.82 nChanged 45 ComputeScore: Raw -84655.349562 + Penalty 332.475233 = -84322.874328 Iteration 28Q: 3 clusters Score -84322.87 nChanged 35 ComputeScore: Raw -84678.484125 + Penalty 332.475233 = -84346.008891 Iteration 29Q: 3 clusters Score -84346.01 nChanged 23 ComputeScore: Raw -84690.936594 + Penalty 332.475233 = -84358.461360 Iteration 30Q: 3 clusters Score -84358.46 nChanged 20 ComputeScore: Raw -84701.141846 + Penalty 332.475233 = -84368.666612 Iteration 31Q: 3 clusters Score -84368.67 nChanged 13 ComputeScore: Raw -84709.439319 + Penalty 332.475233 = -84376.964086 Iteration 32Q: 3 clusters Score -84376.96 nChanged 15 ComputeScore: Raw -84717.120956 + Penalty 332.475233 = -84384.645723 Iteration 33Q: 3 clusters Score -84384.65 nChanged 14 ComputeScore: Raw -84724.231636 + Penalty 332.475233 = -84391.756402 Iteration 34Q: 3 clusters Score -84391.76 nChanged 11 ComputeScore: Raw -84731.027673 + Penalty 332.475233 = -84398.552440 Iteration 35Q: 3 clusters Score -84398.55 nChanged 11 ComputeScore: Raw -84738.368921 + Penalty 332.475233 = -84405.893687 Iteration 36Q: 3 clusters Score -84405.89 nChanged 11 ComputeScore: Raw -84745.409626 + Penalty 332.475233 = -84412.934393 Iteration 37Q: 3 clusters Score -84412.93 nChanged 7 ComputeScore: Raw -84748.578441 + Penalty 332.475233 = -84416.103207 Iteration 38Q: 3 clusters Score -84416.1 nChanged 3 ComputeScore: Raw -84751.506041 + Penalty 332.475233 = -84419.030808 Iteration 39Q: 3 clusters Score -84419.03 nChanged 1 ComputeScore: Raw -84751.849002 + Penalty 332.475233 = -84419.373769 Iteration 40F: 3 clusters Score -84419.37 nChanged 0 Trying to split cluster 7 (15662 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127437.108002 + Penalty 173.861868 = -127263.246134 Iteration 0F: 2 clusters Score -127263.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -117153.425405 + Penalty 347.723736 = -116805.701669 Iteration 0F: 3 clusters Score -116805.7 nChanged 7501 ComputeScore: Raw -122563.130359 + Penalty 347.723736 = -122215.406623 Iteration 1F: 3 clusters Score -122215.4 nChanged 1316 ComputeScore: Raw -123481.667882 + Penalty 347.723736 = -123133.944145 Iteration 2F: 3 clusters Score -123133.9 nChanged 1216 ComputeScore: Raw -124478.925481 + Penalty 347.723736 = -124131.201744 Iteration 3F: 3 clusters Score -124131.2 nChanged 1047 ComputeScore: Raw -125477.275166 + Penalty 347.723736 = -125129.551430 Iteration 4F: 3 clusters Score -125129.6 nChanged 837 ComputeScore: Raw -126333.080601 + Penalty 347.723736 = -125985.356865 Iteration 5F: 3 clusters Score -125985.4 nChanged 542 ComputeScore: Raw -126837.191326 + Penalty 347.723736 = -126489.467589 Iteration 6Q: 3 clusters Score -126489.5 nChanged 331 ComputeScore: Raw -127120.351230 + Penalty 347.723736 = -126772.627494 Iteration 7Q: 3 clusters Score -126772.6 nChanged 176 ComputeScore: Raw -127267.759005 + Penalty 347.723736 = -126920.035269 Iteration 8Q: 3 clusters Score -126920 nChanged 98 ComputeScore: Raw -127340.112005 + Penalty 347.723736 = -126992.388268 Iteration 9Q: 3 clusters Score -126992.4 nChanged 57 ComputeScore: Raw -127379.956148 + Penalty 347.723736 = -127032.232412 Iteration 10Q: 3 clusters Score -127032.2 nChanged 36 ComputeScore: Raw -127407.734322 + Penalty 347.723736 = -127060.010586 Iteration 11Q: 3 clusters Score -127060 nChanged 33 ComputeScore: Raw -127432.641406 + Penalty 347.723736 = -127084.917670 Iteration 12Q: 3 clusters Score -127084.9 nChanged 12 ComputeScore: Raw -127443.050085 + Penalty 347.723736 = -127095.326349 Iteration 13Q: 3 clusters Score -127095.3 nChanged 10 ComputeScore: Raw -127447.887835 + Penalty 347.723736 = -127100.164099 Iteration 14Q: 3 clusters Score -127100.2 nChanged 9 ComputeScore: Raw -127451.833436 + Penalty 347.723736 = -127104.109700 Iteration 15Q: 3 clusters Score -127104.1 nChanged 5 ComputeScore: Raw -127454.340214 + Penalty 347.723736 = -127106.616477 Iteration 16Q: 3 clusters Score -127106.6 nChanged 4 ComputeScore: Raw -127455.357575 + Penalty 347.723736 = -127107.633839 Iteration 17Q: 3 clusters Score -127107.6 nChanged 1 ComputeScore: Raw -127456.580243 + Penalty 347.723736 = -127108.856506 Iteration 18Q: 3 clusters Score -127108.9 nChanged 1 ComputeScore: Raw -127456.937625 + Penalty 347.723736 = -127109.213889 Iteration 19Q: 3 clusters Score -127109.2 nChanged 0 ComputeScore: Raw -127456.937625 + Penalty 347.723736 = -127109.213889 Iteration 20F: 3 clusters Score -127109.2 nChanged 0 Trying to split cluster 8 (10562 points) Assigned 2 initial classes randomly. ComputeScore: Raw -94809.777751 + Penalty 166.770323 = -94643.007428 Iteration 0F: 2 clusters Score -94643.01 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -87895.543794 + Penalty 333.540646 = -87562.003148 Iteration 0F: 3 clusters Score -87562 nChanged 5158 ComputeScore: Raw -91031.119940 + Penalty 333.540646 = -90697.579294 Iteration 1F: 3 clusters Score -90697.58 nChanged 669 ComputeScore: Raw -91484.757892 + Penalty 333.540646 = -91151.217246 Iteration 2F: 3 clusters Score -91151.22 nChanged 847 ComputeScore: Raw -92272.197040 + Penalty 333.540646 = -91938.656394 Iteration 3F: 3 clusters Score -91938.66 nChanged 779 ComputeScore: Raw -93147.338078 + Penalty 333.540646 = -92813.797432 Iteration 4F: 3 clusters Score -92813.8 nChanged 590 ComputeScore: Raw -93784.207285 + Penalty 333.540646 = -93450.666640 Iteration 5F: 3 clusters Score -93450.67 nChanged 487 ComputeScore: Raw -94111.581742 + Penalty 333.540646 = -93778.041097 Iteration 6Q: 3 clusters Score -93778.04 nChanged 349 ComputeScore: Raw -94222.281577 + Penalty 333.540646 = -93888.740932 Iteration 7Q: 3 clusters Score -93888.74 nChanged 201 ComputeScore: Raw -94275.094609 + Penalty 333.540646 = -93941.553963 Iteration 8Q: 3 clusters Score -93941.55 nChanged 146 ComputeScore: Raw -94319.478601 + Penalty 333.540646 = -93985.937955 Iteration 9Q: 3 clusters Score -93985.94 nChanged 160 ComputeScore: Raw -94375.245583 + Penalty 333.540646 = -94041.704938 Iteration 10Q: 3 clusters Score -94041.7 nChanged 153 ComputeScore: Raw -94434.604013 + Penalty 333.540646 = -94101.063367 Iteration 11Q: 3 clusters Score -94101.06 nChanged 165 ComputeScore: Raw -94494.381347 + Penalty 333.540646 = -94160.840701 Iteration 12Q: 3 clusters Score -94160.84 nChanged 160 ComputeScore: Raw -94562.404813 + Penalty 333.540646 = -94228.864167 Iteration 13Q: 3 clusters Score -94228.86 nChanged 189 ComputeScore: Raw -94651.522007 + Penalty 333.540646 = -94317.981361 Iteration 14Q: 3 clusters Score -94317.98 nChanged 195 ComputeScore: Raw -94750.013456 + Penalty 333.540646 = -94416.472811 Iteration 15Q: 3 clusters Score -94416.47 nChanged 226 ComputeScore: Raw -94852.087247 + Penalty 333.540646 = -94518.546601 Iteration 16Q: 3 clusters Score -94518.55 nChanged 207 ComputeScore: Raw -94939.912501 + Penalty 333.540646 = -94606.371855 Iteration 17Q: 3 clusters Score -94606.37 nChanged 190 ComputeScore: Raw -95020.549264 + Penalty 333.540646 = -94687.008619 Iteration 18Q: 3 clusters Score -94687.01 nChanged 237 ComputeScore: Raw -95133.530464 + Penalty 333.540646 = -94799.989819 Iteration 19Q: 3 clusters Score -94799.99 nChanged 293 ComputeScore: Raw -95319.194935 + Penalty 333.540646 = -94985.654289 Iteration 20F: 3 clusters Score -94985.65 nChanged 343 ComputeScore: Raw -95610.333827 + Penalty 333.540646 = -95276.793181 Iteration 21Q: 3 clusters Score -95276.79 nChanged 387 ComputeScore: Raw -96021.411558 + Penalty 333.540646 = -95687.870912 Iteration 22Q: 3 clusters Score -95687.87 nChanged 291 ComputeScore: Raw -96295.660727 + Penalty 333.540646 = -95962.120082 Iteration 23Q: 3 clusters Score -95962.12 nChanged 154 ComputeScore: Raw -96362.283123 + Penalty 333.540646 = -96028.742478 Iteration 24Q: 3 clusters Score -96028.74 nChanged 71 ComputeScore: Raw -96379.037570 + Penalty 333.540646 = -96045.496925 Iteration 25Q: 3 clusters Score -96045.5 nChanged 37 ComputeScore: Raw -96384.114617 + Penalty 333.540646 = -96050.573971 Iteration 26Q: 3 clusters Score -96050.57 nChanged 22 ComputeScore: Raw -96386.151937 + Penalty 333.540646 = -96052.611291 Iteration 27Q: 3 clusters Score -96052.61 nChanged 14 ComputeScore: Raw -96387.311747 + Penalty 333.540646 = -96053.771101 Iteration 28Q: 3 clusters Score -96053.77 nChanged 13 ComputeScore: Raw -96387.825798 + Penalty 333.540646 = -96054.285152 Iteration 29Q: 3 clusters Score -96054.29 nChanged 5 ComputeScore: Raw -96387.943786 + Penalty 333.540646 = -96054.403141 Iteration 30Q: 3 clusters Score -96054.4 nChanged 1 ComputeScore: Raw -96387.997298 + Penalty 333.540646 = -96054.456652 Iteration 31Q: 3 clusters Score -96054.46 nChanged 3 ComputeScore: Raw -96388.164449 + Penalty 333.540646 = -96054.623803 Iteration 32Q: 3 clusters Score -96054.62 nChanged 4 ComputeScore: Raw -96388.239107 + Penalty 333.540646 = -96054.698461 Iteration 33Q: 3 clusters Score -96054.7 nChanged 1 ComputeScore: Raw -96388.248994 + Penalty 333.540646 = -96054.708349 Iteration 34Q: 3 clusters Score -96054.71 nChanged 1 ComputeScore: Raw -96388.261152 + Penalty 333.540646 = -96054.720506 Iteration 35Q: 3 clusters Score -96054.72 nChanged 0 ComputeScore: Raw -96388.261152 + Penalty 333.540646 = -96054.720506 Iteration 36F: 3 clusters Score -96054.72 nChanged 0 ComputeScore: Raw -531306.473685 + Penalty 4073.158143 = -527233.315543Splitting cluster 8 changes total score from -524023.392051 to -527233.315543 So it's getting split into cluster 20. Trying to split cluster 9 (744 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9761.205866 + Penalty 119.016739 = -9642.189127 Iteration 0F: 2 clusters Score -9642.189 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9359.953965 + Penalty 238.033477 = -9121.920488 Iteration 0F: 3 clusters Score -9121.92 nChanged 314 ComputeScore: Raw -9570.463745 + Penalty 238.033477 = -9332.430268 Iteration 1F: 3 clusters Score -9332.43 nChanged 52 ComputeScore: Raw -9610.038688 + Penalty 238.033477 = -9372.005210 Iteration 2F: 3 clusters Score -9372.005 nChanged 44 ComputeScore: Raw -9640.900476 + Penalty 238.033477 = -9402.866998 Iteration 3F: 3 clusters Score -9402.867 nChanged 34 ComputeScore: Raw -9663.878559 + Penalty 238.033477 = -9425.845082 Iteration 4Q: 3 clusters Score -9425.845 nChanged 31 ComputeScore: Raw -9685.006864 + Penalty 238.033477 = -9446.973387 Iteration 5Q: 3 clusters Score -9446.973 nChanged 27 ComputeScore: Raw -9699.861284 + Penalty 238.033477 = -9461.827806 Iteration 6Q: 3 clusters Score -9461.828 nChanged 21 ComputeScore: Raw -9711.375712 + Penalty 238.033477 = -9473.342234 Iteration 7Q: 3 clusters Score -9473.342 nChanged 19 ComputeScore: Raw -9722.307911 + Penalty 238.033477 = -9484.274434 Iteration 8Q: 3 clusters Score -9484.274 nChanged 19 ComputeScore: Raw -9733.837623 + Penalty 238.033477 = -9495.804146 Iteration 9Q: 3 clusters Score -9495.804 nChanged 14 ComputeScore: Raw -9740.883484 + Penalty 238.033477 = -9502.850007 Iteration 10Q: 3 clusters Score -9502.85 nChanged 7 ComputeScore: Raw -9745.057177 + Penalty 238.033477 = -9507.023700 Iteration 11Q: 3 clusters Score -9507.024 nChanged 6 ComputeScore: Raw -9748.367041 + Penalty 238.033477 = -9510.333564 Iteration 12Q: 3 clusters Score -9510.334 nChanged 6 ComputeScore: Raw -9752.879700 + Penalty 238.033477 = -9514.846223 Iteration 13Q: 3 clusters Score -9514.846 nChanged 7 ComputeScore: Raw -9755.526843 + Penalty 238.033477 = -9517.493365 Iteration 14Q: 3 clusters Score -9517.493 nChanged 5 ComputeScore: Raw -9758.392074 + Penalty 238.033477 = -9520.358597 Iteration 15Q: 3 clusters Score -9520.359 nChanged 2 ComputeScore: Raw -9759.281814 + Penalty 238.033477 = -9521.248337 Iteration 16Q: 3 clusters Score -9521.248 nChanged 2 ComputeScore: Raw -9759.870666 + Penalty 238.033477 = -9521.837189 Iteration 17Q: 3 clusters Score -9521.837 nChanged 2 ComputeScore: Raw -9760.346580 + Penalty 238.033477 = -9522.313103 Iteration 18Q: 3 clusters Score -9522.313 nChanged 1 ComputeScore: Raw -9760.534482 + Penalty 238.033477 = -9522.501005 Iteration 19Q: 3 clusters Score -9522.501 nChanged 2 ComputeScore: Raw -9761.285714 + Penalty 238.033477 = -9523.252237 Iteration 20F: 3 clusters Score -9523.252 nChanged 3 ComputeScore: Raw -9762.883638 + Penalty 238.033477 = -9524.850161 Iteration 21Q: 3 clusters Score -9524.85 nChanged 2 ComputeScore: Raw -9764.729648 + Penalty 238.033477 = -9526.696171 Iteration 22Q: 3 clusters Score -9526.696 nChanged 1 ComputeScore: Raw -9765.512141 + Penalty 238.033477 = -9527.478663 Iteration 23Q: 3 clusters Score -9527.479 nChanged 0 ComputeScore: Raw -9765.512141 + Penalty 238.033477 = -9527.478663 Iteration 24F: 3 clusters Score -9527.479 nChanged 0 Trying to split cluster 10 (1083 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8540.634462 + Penalty 125.774824 = -8414.859638 Iteration 0F: 2 clusters Score -8414.86 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7906.804774 + Penalty 251.549649 = -7655.255125 Iteration 0F: 3 clusters Score -7655.255 nChanged 475 ComputeScore: Raw -8245.639139 + Penalty 251.549649 = -7994.089491 Iteration 1F: 3 clusters Score -7994.089 nChanged 87 ComputeScore: Raw -8301.347889 + Penalty 251.549649 = -8049.798240 Iteration 2F: 3 clusters Score -8049.798 nChanged 60 ComputeScore: Raw -8352.437032 + Penalty 251.549649 = -8100.887383 Iteration 3F: 3 clusters Score -8100.887 nChanged 49 ComputeScore: Raw -8402.525746 + Penalty 251.549649 = -8150.976097 Iteration 4Q: 3 clusters Score -8150.976 nChanged 35 ComputeScore: Raw -8418.038508 + Penalty 251.549649 = -8166.488859 Iteration 5Q: 3 clusters Score -8166.489 nChanged 21 ComputeScore: Raw -8424.570272 + Penalty 251.549649 = -8173.020624 Iteration 6Q: 3 clusters Score -8173.021 nChanged 21 ComputeScore: Raw -8431.051223 + Penalty 251.549649 = -8179.501574 Iteration 7Q: 3 clusters Score -8179.502 nChanged 16 ComputeScore: Raw -8437.214087 + Penalty 251.549649 = -8185.664438 Iteration 8Q: 3 clusters Score -8185.664 nChanged 18 ComputeScore: Raw -8442.063464 + Penalty 251.549649 = -8190.513815 Iteration 9Q: 3 clusters Score -8190.514 nChanged 15 ComputeScore: Raw -8446.114460 + Penalty 251.549649 = -8194.564811 Iteration 10Q: 3 clusters Score -8194.565 nChanged 14 ComputeScore: Raw -8449.238700 + Penalty 251.549649 = -8197.689051 Iteration 11Q: 3 clusters Score -8197.689 nChanged 13 ComputeScore: Raw -8456.051826 + Penalty 251.549649 = -8204.502177 Iteration 12Q: 3 clusters Score -8204.502 nChanged 18 ComputeScore: Raw -8467.315031 + Penalty 251.549649 = -8215.765382 Iteration 13Q: 3 clusters Score -8215.765 nChanged 18 ComputeScore: Raw -8475.773149 + Penalty 251.549649 = -8224.223500 Iteration 14Q: 3 clusters Score -8224.224 nChanged 20 ComputeScore: Raw -8487.521098 + Penalty 251.549649 = -8235.971449 Iteration 15Q: 3 clusters Score -8235.971 nChanged 16 ComputeScore: Raw -8497.653701 + Penalty 251.549649 = -8246.104052 Iteration 16Q: 3 clusters Score -8246.104 nChanged 20 ComputeScore: Raw -8512.675689 + Penalty 251.549649 = -8261.126040 Iteration 17Q: 3 clusters Score -8261.126 nChanged 24 ComputeScore: Raw -8529.656773 + Penalty 251.549649 = -8278.107124 Iteration 18Q: 3 clusters Score -8278.107 nChanged 21 ComputeScore: Raw -8547.359546 + Penalty 251.549649 = -8295.809898 Iteration 19Q: 3 clusters Score -8295.81 nChanged 23 ComputeScore: Raw -8563.561369 + Penalty 251.549649 = -8312.011720 Iteration 20F: 3 clusters Score -8312.012 nChanged 18 ComputeScore: Raw -8573.381736 + Penalty 251.549649 = -8321.832087 Iteration 21Q: 3 clusters Score -8321.832 nChanged 16 ComputeScore: Raw -8580.783879 + Penalty 251.549649 = -8329.234230 Iteration 22Q: 3 clusters Score -8329.234 nChanged 14 ComputeScore: Raw -8586.817118 + Penalty 251.549649 = -8335.267469 Iteration 23Q: 3 clusters Score -8335.267 nChanged 8 ComputeScore: Raw -8588.621544 + Penalty 251.549649 = -8337.071895 Iteration 24Q: 3 clusters Score -8337.072 nChanged 6 ComputeScore: Raw -8590.443325 + Penalty 251.549649 = -8338.893676 Iteration 25Q: 3 clusters Score -8338.894 nChanged 5 ComputeScore: Raw -8591.695747 + Penalty 251.549649 = -8340.146099 Iteration 26Q: 3 clusters Score -8340.146 nChanged 5 ComputeScore: Raw -8592.295081 + Penalty 251.549649 = -8340.745432 Iteration 27Q: 3 clusters Score -8340.745 nChanged 1 ComputeScore: Raw -8592.325600 + Penalty 251.549649 = -8340.775951 Iteration 28Q: 3 clusters Score -8340.776 nChanged 0 ComputeScore: Raw -8592.325600 + Penalty 251.549649 = -8340.775951 Iteration 29F: 3 clusters Score -8340.776 nChanged 0 Trying to split cluster 11 (3507 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32907.258517 + Penalty 146.925293 = -32760.333225 Iteration 0F: 2 clusters Score -32760.33 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30671.753563 + Penalty 293.850585 = -30377.902978 Iteration 0F: 3 clusters Score -30377.9 nChanged 1638 ComputeScore: Raw -31663.412175 + Penalty 293.850585 = -31369.561590 Iteration 1F: 3 clusters Score -31369.56 nChanged 262 ComputeScore: Raw -31790.347657 + Penalty 293.850585 = -31496.497072 Iteration 2F: 3 clusters Score -31496.5 nChanged 240 ComputeScore: Raw -31935.812167 + Penalty 293.850585 = -31641.961582 Iteration 3F: 3 clusters Score -31641.96 nChanged 233 ComputeScore: Raw -32114.050988 + Penalty 293.850585 = -31820.200403 Iteration 4F: 3 clusters Score -31820.2 nChanged 200 ComputeScore: Raw -32290.105124 + Penalty 293.850585 = -31996.254539 Iteration 5F: 3 clusters Score -31996.25 nChanged 187 ComputeScore: Raw -32444.434351 + Penalty 293.850585 = -32150.583766 Iteration 6F: 3 clusters Score -32150.58 nChanged 125 ComputeScore: Raw -32542.006454 + Penalty 293.850585 = -32248.155869 Iteration 7Q: 3 clusters Score -32248.16 nChanged 85 ComputeScore: Raw -32597.703883 + Penalty 293.850585 = -32303.853298 Iteration 8Q: 3 clusters Score -32303.85 nChanged 60 ComputeScore: Raw -32616.388279 + Penalty 293.850585 = -32322.537694 Iteration 9Q: 3 clusters Score -32322.54 nChanged 55 ComputeScore: Raw -32640.463884 + Penalty 293.850585 = -32346.613299 Iteration 10Q: 3 clusters Score -32346.61 nChanged 59 ComputeScore: Raw -32664.609040 + Penalty 293.850585 = -32370.758454 Iteration 11Q: 3 clusters Score -32370.76 nChanged 53 ComputeScore: Raw -32684.439349 + Penalty 293.850585 = -32390.588764 Iteration 12Q: 3 clusters Score -32390.59 nChanged 44 ComputeScore: Raw -32699.635979 + Penalty 293.850585 = -32405.785394 Iteration 13Q: 3 clusters Score -32405.79 nChanged 41 ComputeScore: Raw -32715.253870 + Penalty 293.850585 = -32421.403285 Iteration 14Q: 3 clusters Score -32421.4 nChanged 48 ComputeScore: Raw -32735.404764 + Penalty 293.850585 = -32441.554179 Iteration 15Q: 3 clusters Score -32441.55 nChanged 53 ComputeScore: Raw -32757.656545 + Penalty 293.850585 = -32463.805960 Iteration 16Q: 3 clusters Score -32463.81 nChanged 46 ComputeScore: Raw -32780.048315 + Penalty 293.850585 = -32486.197730 Iteration 17Q: 3 clusters Score -32486.2 nChanged 41 ComputeScore: Raw -32800.373008 + Penalty 293.850585 = -32506.522423 Iteration 18Q: 3 clusters Score -32506.52 nChanged 35 ComputeScore: Raw -32817.925310 + Penalty 293.850585 = -32524.074725 Iteration 19Q: 3 clusters Score -32524.07 nChanged 28 ComputeScore: Raw -32833.296230 + Penalty 293.850585 = -32539.445645 Iteration 20F: 3 clusters Score -32539.45 nChanged 34 ComputeScore: Raw -32858.818572 + Penalty 293.850585 = -32564.967987 Iteration 21Q: 3 clusters Score -32564.97 nChanged 27 ComputeScore: Raw -32880.989710 + Penalty 293.850585 = -32587.139125 Iteration 22Q: 3 clusters Score -32587.14 nChanged 19 ComputeScore: Raw -32892.182863 + Penalty 293.850585 = -32598.332278 Iteration 23Q: 3 clusters Score -32598.33 nChanged 14 ComputeScore: Raw -32903.237250 + Penalty 293.850585 = -32609.386665 Iteration 24Q: 3 clusters Score -32609.39 nChanged 14 ComputeScore: Raw -32919.527922 + Penalty 293.850585 = -32625.677337 Iteration 25Q: 3 clusters Score -32625.68 nChanged 10 ComputeScore: Raw -32928.866178 + Penalty 293.850585 = -32635.015593 Iteration 26Q: 3 clusters Score -32635.02 nChanged 4 ComputeScore: Raw -32934.562208 + Penalty 293.850585 = -32640.711623 Iteration 27Q: 3 clusters Score -32640.71 nChanged 2 ComputeScore: Raw -32936.804408 + Penalty 293.850585 = -32642.953823 Iteration 28Q: 3 clusters Score -32642.95 nChanged 3 ComputeScore: Raw -32937.504129 + Penalty 293.850585 = -32643.653544 Iteration 29Q: 3 clusters Score -32643.65 nChanged 1 ComputeScore: Raw -32937.791460 + Penalty 293.850585 = -32643.940875 Iteration 30Q: 3 clusters Score -32643.94 nChanged 0 ComputeScore: Raw -32937.791460 + Penalty 293.850585 = -32643.940875 Iteration 31F: 3 clusters Score -32643.94 nChanged 0 Trying to split cluster 12 (16330 points) Assigned 2 initial classes randomly. ComputeScore: Raw -133709.389698 + Penalty 174.613665 = -133534.776033 Iteration 0F: 2 clusters Score -133534.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -122897.176174 + Penalty 349.227331 = -122547.948843 Iteration 0F: 3 clusters Score -122547.9 nChanged 7956 ComputeScore: Raw -128170.737459 + Penalty 349.227331 = -127821.510128 Iteration 1F: 3 clusters Score -127821.5 nChanged 1108 ComputeScore: Raw -128720.163263 + Penalty 349.227331 = -128370.935932 Iteration 2F: 3 clusters Score -128370.9 nChanged 983 ComputeScore: Raw -129419.689148 + Penalty 349.227331 = -129070.461817 Iteration 3F: 3 clusters Score -129070.5 nChanged 969 ComputeScore: Raw -130263.019518 + Penalty 349.227331 = -129913.792187 Iteration 4F: 3 clusters Score -129913.8 nChanged 861 ComputeScore: Raw -130977.263181 + Penalty 349.227331 = -130628.035850 Iteration 5F: 3 clusters Score -130628 nChanged 664 ComputeScore: Raw -131405.190130 + Penalty 349.227331 = -131055.962799 Iteration 6Q: 3 clusters Score -131056 nChanged 505 ComputeScore: Raw -131678.967597 + Penalty 349.227331 = -131329.740266 Iteration 7Q: 3 clusters Score -131329.7 nChanged 431 ComputeScore: Raw -131891.792872 + Penalty 349.227331 = -131542.565541 Iteration 8Q: 3 clusters Score -131542.6 nChanged 401 ComputeScore: Raw -132097.656770 + Penalty 349.227331 = -131748.429440 Iteration 9Q: 3 clusters Score -131748.4 nChanged 401 ComputeScore: Raw -132319.466296 + Penalty 349.227331 = -131970.238965 Iteration 10Q: 3 clusters Score -131970.2 nChanged 375 ComputeScore: Raw -132547.240897 + Penalty 349.227331 = -132198.013566 Iteration 11Q: 3 clusters Score -132198 nChanged 332 ComputeScore: Raw -132762.413524 + Penalty 349.227331 = -132413.186194 Iteration 12Q: 3 clusters Score -132413.2 nChanged 312 ComputeScore: Raw -132977.499555 + Penalty 349.227331 = -132628.272224 Iteration 13Q: 3 clusters Score -132628.3 nChanged 247 ComputeScore: Raw -133165.153302 + Penalty 349.227331 = -132815.925971 Iteration 14Q: 3 clusters Score -132815.9 nChanged 212 ComputeScore: Raw -133352.236330 + Penalty 349.227331 = -133003.008999 Iteration 15Q: 3 clusters Score -133003 nChanged 158 ComputeScore: Raw -133518.926084 + Penalty 349.227331 = -133169.698754 Iteration 16Q: 3 clusters Score -133169.7 nChanged 98 ComputeScore: Raw -133626.134353 + Penalty 349.227331 = -133276.907022 Iteration 17Q: 3 clusters Score -133276.9 nChanged 67 ComputeScore: Raw -133702.090809 + Penalty 349.227331 = -133352.863478 Iteration 18Q: 3 clusters Score -133352.9 nChanged 62 ComputeScore: Raw -133747.978409 + Penalty 349.227331 = -133398.751078 Iteration 19Q: 3 clusters Score -133398.8 nChanged 40 ComputeScore: Raw -133770.085508 + Penalty 349.227331 = -133420.858177 Iteration 20F: 3 clusters Score -133420.9 nChanged 43 ComputeScore: Raw -133787.421886 + Penalty 349.227331 = -133438.194556 Iteration 21Q: 3 clusters Score -133438.2 nChanged 35 ComputeScore: Raw -133801.343144 + Penalty 349.227331 = -133452.115813 Iteration 22Q: 3 clusters Score -133452.1 nChanged 29 ComputeScore: Raw -133813.091806 + Penalty 349.227331 = -133463.864476 Iteration 23Q: 3 clusters Score -133463.9 nChanged 37 ComputeScore: Raw -133828.683008 + Penalty 349.227331 = -133479.455677 Iteration 24Q: 3 clusters Score -133479.5 nChanged 42 ComputeScore: Raw -133849.428240 + Penalty 349.227331 = -133500.200909 Iteration 25Q: 3 clusters Score -133500.2 nChanged 39 ComputeScore: Raw -133869.541424 + Penalty 349.227331 = -133520.314094 Iteration 26Q: 3 clusters Score -133520.3 nChanged 48 ComputeScore: Raw -133895.398199 + Penalty 349.227331 = -133546.170869 Iteration 27Q: 3 clusters Score -133546.2 nChanged 48 ComputeScore: Raw -133918.386105 + Penalty 349.227331 = -133569.158775 Iteration 28Q: 3 clusters Score -133569.2 nChanged 46 ComputeScore: Raw -133937.043239 + Penalty 349.227331 = -133587.815908 Iteration 29Q: 3 clusters Score -133587.8 nChanged 47 ComputeScore: Raw -133956.182601 + Penalty 349.227331 = -133606.955270 Iteration 30Q: 3 clusters Score -133607 nChanged 49 ComputeScore: Raw -133970.198977 + Penalty 349.227331 = -133620.971647 Iteration 31Q: 3 clusters Score -133621 nChanged 33 ComputeScore: Raw -133979.366419 + Penalty 349.227331 = -133630.139088 Iteration 32Q: 3 clusters Score -133630.1 nChanged 37 ComputeScore: Raw -133987.557872 + Penalty 349.227331 = -133638.330541 Iteration 33Q: 3 clusters Score -133638.3 nChanged 25 ComputeScore: Raw -133993.092000 + Penalty 349.227331 = -133643.864669 Iteration 34Q: 3 clusters Score -133643.9 nChanged 20 ComputeScore: Raw -133998.377517 + Penalty 349.227331 = -133649.150186 Iteration 35Q: 3 clusters Score -133649.2 nChanged 20 ComputeScore: Raw -134004.895200 + Penalty 349.227331 = -133655.667869 Iteration 36Q: 3 clusters Score -133655.7 nChanged 20 ComputeScore: Raw -134010.269490 + Penalty 349.227331 = -133661.042159 Iteration 37Q: 3 clusters Score -133661 nChanged 21 ComputeScore: Raw -134016.460385 + Penalty 349.227331 = -133667.233054 Iteration 38Q: 3 clusters Score -133667.2 nChanged 24 ComputeScore: Raw -134022.244160 + Penalty 349.227331 = -133673.016829 Iteration 39Q: 3 clusters Score -133673 nChanged 20 ComputeScore: Raw -134073.351410 + Penalty 349.227331 = -133724.124079 Iteration 40F: 3 clusters Score -133724.1 nChanged 105 ComputeScore: Raw -134146.370952 + Penalty 349.227331 = -133797.143622 Iteration 41Q: 3 clusters Score -133797.1 nChanged 111 ComputeScore: Raw -134220.850005 + Penalty 349.227331 = -133871.622674 Iteration 42Q: 3 clusters Score -133871.6 nChanged 126 ComputeScore: Raw -134300.801276 + Penalty 349.227331 = -133951.573945 Iteration 43Q: 3 clusters Score -133951.6 nChanged 105 ComputeScore: Raw -134357.755016 + Penalty 349.227331 = -134008.527685 Iteration 44Q: 3 clusters Score -134008.5 nChanged 95 ComputeScore: Raw -134391.454588 + Penalty 349.227331 = -134042.227257 Iteration 45Q: 3 clusters Score -134042.2 nChanged 65 ComputeScore: Raw -134407.880084 + Penalty 349.227331 = -134058.652754 Iteration 46Q: 3 clusters Score -134058.7 nChanged 45 ComputeScore: Raw -134418.125516 + Penalty 349.227331 = -134068.898185 Iteration 47Q: 3 clusters Score -134068.9 nChanged 39 ComputeScore: Raw -134423.449027 + Penalty 349.227331 = -134074.221696 Iteration 48Q: 3 clusters Score -134074.2 nChanged 29 ComputeScore: Raw -134426.959894 + Penalty 349.227331 = -134077.732563 Iteration 49Q: 3 clusters Score -134077.7 nChanged 32 ComputeScore: Raw -134431.664216 + Penalty 349.227331 = -134082.436885 Iteration 50Q: 3 clusters Score -134082.4 nChanged 30 ComputeScore: Raw -134434.902025 + Penalty 349.227331 = -134085.674695 Iteration 51Q: 3 clusters Score -134085.7 nChanged 17 ComputeScore: Raw -134436.390413 + Penalty 349.227331 = -134087.163082 Iteration 52Q: 3 clusters Score -134087.2 nChanged 18 ComputeScore: Raw -134437.964759 + Penalty 349.227331 = -134088.737429 Iteration 53Q: 3 clusters Score -134088.7 nChanged 15 ComputeScore: Raw -134438.853944 + Penalty 349.227331 = -134089.626614 Iteration 54Q: 3 clusters Score -134089.6 nChanged 10 ComputeScore: Raw -134439.460557 + Penalty 349.227331 = -134090.233227 Iteration 55Q: 3 clusters Score -134090.2 nChanged 7 ComputeScore: Raw -134439.683861 + Penalty 349.227331 = -134090.456531 Iteration 56Q: 3 clusters Score -134090.5 nChanged 5 ComputeScore: Raw -134439.894832 + Penalty 349.227331 = -134090.667501 Iteration 57Q: 3 clusters Score -134090.7 nChanged 5 ComputeScore: Raw -134440.058057 + Penalty 349.227331 = -134090.830726 Iteration 58Q: 3 clusters Score -134090.8 nChanged 4 ComputeScore: Raw -134440.252350 + Penalty 349.227331 = -134091.025019 Iteration 59Q: 3 clusters Score -134091 nChanged 2 ComputeScore: Raw -134473.690660 + Penalty 349.227331 = -134124.463329 Iteration 60F: 3 clusters Score -134124.5 nChanged 44 ComputeScore: Raw -134498.590715 + Penalty 349.227331 = -134149.363384 Iteration 61Q: 3 clusters Score -134149.4 nChanged 39 ComputeScore: Raw -134507.378914 + Penalty 349.227331 = -134158.151583 Iteration 62Q: 3 clusters Score -134158.2 nChanged 25 ComputeScore: Raw -134511.321770 + Penalty 349.227331 = -134162.094439 Iteration 63Q: 3 clusters Score -134162.1 nChanged 20 ComputeScore: Raw -134513.441906 + Penalty 349.227331 = -134164.214575 Iteration 64Q: 3 clusters Score -134164.2 nChanged 11 ComputeScore: Raw -134514.774001 + Penalty 349.227331 = -134165.546671 Iteration 65Q: 3 clusters Score -134165.5 nChanged 15 ComputeScore: Raw -134516.150363 + Penalty 349.227331 = -134166.923032 Iteration 66Q: 3 clusters Score -134166.9 nChanged 12 ComputeScore: Raw -134517.679294 + Penalty 349.227331 = -134168.451963 Iteration 67Q: 3 clusters Score -134168.5 nChanged 21 ComputeScore: Raw -134519.988421 + Penalty 349.227331 = -134170.761090 Iteration 68Q: 3 clusters Score -134170.8 nChanged 23 ComputeScore: Raw -134523.555758 + Penalty 349.227331 = -134174.328428 Iteration 69Q: 3 clusters Score -134174.3 nChanged 37 ComputeScore: Raw -134532.319593 + Penalty 349.227331 = -134183.092263 Iteration 70Q: 3 clusters Score -134183.1 nChanged 36 ComputeScore: Raw -134539.944171 + Penalty 349.227331 = -134190.716840 Iteration 71Q: 3 clusters Score -134190.7 nChanged 46 ComputeScore: Raw -134553.213969 + Penalty 349.227331 = -134203.986639 Iteration 72Q: 3 clusters Score -134204 nChanged 53 ComputeScore: Raw -134568.940631 + Penalty 349.227331 = -134219.713300 Iteration 73Q: 3 clusters Score -134219.7 nChanged 47 ComputeScore: Raw -134579.040000 + Penalty 349.227331 = -134229.812669 Iteration 74Q: 3 clusters Score -134229.8 nChanged 43 ComputeScore: Raw -134587.974452 + Penalty 349.227331 = -134238.747121 Iteration 75Q: 3 clusters Score -134238.7 nChanged 39 ComputeScore: Raw -134595.504294 + Penalty 349.227331 = -134246.276964 Iteration 76Q: 3 clusters Score -134246.3 nChanged 32 ComputeScore: Raw -134600.036802 + Penalty 349.227331 = -134250.809471 Iteration 77Q: 3 clusters Score -134250.8 nChanged 30 ComputeScore: Raw -134604.117060 + Penalty 349.227331 = -134254.889729 Iteration 78Q: 3 clusters Score -134254.9 nChanged 30 ComputeScore: Raw -134608.327009 + Penalty 349.227331 = -134259.099678 Iteration 79Q: 3 clusters Score -134259.1 nChanged 32 ComputeScore: Raw -134614.515736 + Penalty 349.227331 = -134265.288406 Iteration 80F: 3 clusters Score -134265.3 nChanged 33 ComputeScore: Raw -134619.654970 + Penalty 349.227331 = -134270.427640 Iteration 81Q: 3 clusters Score -134270.4 nChanged 30 ComputeScore: Raw -134623.885038 + Penalty 349.227331 = -134274.657707 Iteration 82Q: 3 clusters Score -134274.7 nChanged 29 ComputeScore: Raw -134627.001319 + Penalty 349.227331 = -134277.773988 Iteration 83Q: 3 clusters Score -134277.8 nChanged 31 ComputeScore: Raw -134630.087348 + Penalty 349.227331 = -134280.860017 Iteration 84Q: 3 clusters Score -134280.9 nChanged 31 ComputeScore: Raw -134633.742129 + Penalty 349.227331 = -134284.514798 Iteration 85Q: 3 clusters Score -134284.5 nChanged 35 ComputeScore: Raw -134637.854747 + Penalty 349.227331 = -134288.627416 Iteration 86Q: 3 clusters Score -134288.6 nChanged 32 ComputeScore: Raw -134640.985520 + Penalty 349.227331 = -134291.758189 Iteration 87Q: 3 clusters Score -134291.8 nChanged 23 ComputeScore: Raw -134643.080833 + Penalty 349.227331 = -134293.853502 Iteration 88Q: 3 clusters Score -134293.9 nChanged 29 ComputeScore: Raw -134645.921655 + Penalty 349.227331 = -134296.694324 Iteration 89Q: 3 clusters Score -134296.7 nChanged 30 ComputeScore: Raw -134649.370282 + Penalty 349.227331 = -134300.142952 Iteration 90Q: 3 clusters Score -134300.1 nChanged 34 ComputeScore: Raw -134652.435783 + Penalty 349.227331 = -134303.208452 Iteration 91Q: 3 clusters Score -134303.2 nChanged 18 ComputeScore: Raw -134653.664332 + Penalty 349.227331 = -134304.437002 Iteration 92Q: 3 clusters Score -134304.4 nChanged 21 ComputeScore: Raw -134655.606611 + Penalty 349.227331 = -134306.379280 Iteration 93Q: 3 clusters Score -134306.4 nChanged 29 ComputeScore: Raw -134658.049065 + Penalty 349.227331 = -134308.821734 Iteration 94Q: 3 clusters Score -134308.8 nChanged 27 ComputeScore: Raw -134659.910754 + Penalty 349.227331 = -134310.683423 Iteration 95Q: 3 clusters Score -134310.7 nChanged 23 ComputeScore: Raw -134661.998782 + Penalty 349.227331 = -134312.771452 Iteration 96Q: 3 clusters Score -134312.8 nChanged 35 ComputeScore: Raw -134666.134509 + Penalty 349.227331 = -134316.907179 Iteration 97Q: 3 clusters Score -134316.9 nChanged 39 ComputeScore: Raw -134670.925913 + Penalty 349.227331 = -134321.698582 Iteration 98Q: 3 clusters Score -134321.7 nChanged 38 ComputeScore: Raw -134675.848587 + Penalty 349.227331 = -134326.621257 Iteration 99Q: 3 clusters Score -134326.6 nChanged 32 ComputeScore: Raw -134679.476209 + Penalty 349.227331 = -134330.248879 Iteration 100F: 3 clusters Score -134330.2 nChanged 36 ComputeScore: Raw -134684.074034 + Penalty 349.227331 = -134334.846704 Iteration 101Q: 3 clusters Score -134334.8 nChanged 42 ComputeScore: Raw -134688.800775 + Penalty 349.227331 = -134339.573444 Iteration 102Q: 3 clusters Score -134339.6 nChanged 37 ComputeScore: Raw -134692.586225 + Penalty 349.227331 = -134343.358894 Iteration 103Q: 3 clusters Score -134343.4 nChanged 45 ComputeScore: Raw -134697.867066 + Penalty 349.227331 = -134348.639735 Iteration 104Q: 3 clusters Score -134348.6 nChanged 40 ComputeScore: Raw -134701.942203 + Penalty 349.227331 = -134352.714873 Iteration 105Q: 3 clusters Score -134352.7 nChanged 41 ComputeScore: Raw -134706.166498 + Penalty 349.227331 = -134356.939167 Iteration 106Q: 3 clusters Score -134356.9 nChanged 37 ComputeScore: Raw -134710.098773 + Penalty 349.227331 = -134360.871442 Iteration 107Q: 3 clusters Score -134360.9 nChanged 36 ComputeScore: Raw -134713.633308 + Penalty 349.227331 = -134364.405977 Iteration 108Q: 3 clusters Score -134364.4 nChanged 35 ComputeScore: Raw -134716.947371 + Penalty 349.227331 = -134367.720041 Iteration 109Q: 3 clusters Score -134367.7 nChanged 38 ComputeScore: Raw -134720.193858 + Penalty 349.227331 = -134370.966528 Iteration 110Q: 3 clusters Score -134371 nChanged 36 ComputeScore: Raw -134723.098017 + Penalty 349.227331 = -134373.870687 Iteration 111Q: 3 clusters Score -134373.9 nChanged 31 ComputeScore: Raw -134725.260047 + Penalty 349.227331 = -134376.032716 Iteration 112Q: 3 clusters Score -134376 nChanged 24 ComputeScore: Raw -134726.699788 + Penalty 349.227331 = -134377.472457 Iteration 113Q: 3 clusters Score -134377.5 nChanged 19 ComputeScore: Raw -134727.970909 + Penalty 349.227331 = -134378.743578 Iteration 114Q: 3 clusters Score -134378.7 nChanged 23 ComputeScore: Raw -134729.447841 + Penalty 349.227331 = -134380.220510 Iteration 115Q: 3 clusters Score -134380.2 nChanged 24 ComputeScore: Raw -134730.756205 + Penalty 349.227331 = -134381.528875 Iteration 116Q: 3 clusters Score -134381.5 nChanged 22 ComputeScore: Raw -134731.767886 + Penalty 349.227331 = -134382.540556 Iteration 117Q: 3 clusters Score -134382.5 nChanged 21 ComputeScore: Raw -134733.054737 + Penalty 349.227331 = -134383.827406 Iteration 118Q: 3 clusters Score -134383.8 nChanged 26 ComputeScore: Raw -134735.118792 + Penalty 349.227331 = -134385.891461 Iteration 119Q: 3 clusters Score -134385.9 nChanged 29 ComputeScore: Raw -134737.164533 + Penalty 349.227331 = -134387.937202 Iteration 120F: 3 clusters Score -134387.9 nChanged 26 ComputeScore: Raw -134738.899525 + Penalty 349.227331 = -134389.672194 Iteration 121Q: 3 clusters Score -134389.7 nChanged 19 ComputeScore: Raw -134739.758066 + Penalty 349.227331 = -134390.530736 Iteration 122Q: 3 clusters Score -134390.5 nChanged 23 ComputeScore: Raw -134740.903343 + Penalty 349.227331 = -134391.676013 Iteration 123Q: 3 clusters Score -134391.7 nChanged 20 ComputeScore: Raw -134741.707337 + Penalty 349.227331 = -134392.480007 Iteration 124Q: 3 clusters Score -134392.5 nChanged 17 ComputeScore: Raw -134742.555247 + Penalty 349.227331 = -134393.327917 Iteration 125Q: 3 clusters Score -134393.3 nChanged 22 ComputeScore: Raw -134743.836597 + Penalty 349.227331 = -134394.609266 Iteration 126Q: 3 clusters Score -134394.6 nChanged 26 ComputeScore: Raw -134745.223996 + Penalty 349.227331 = -134395.996665 Iteration 127Q: 3 clusters Score -134396 nChanged 27 ComputeScore: Raw -134746.768633 + Penalty 349.227331 = -134397.541302 Iteration 128Q: 3 clusters Score -134397.5 nChanged 31 ComputeScore: Raw -134749.500103 + Penalty 349.227331 = -134400.272773 Iteration 129Q: 3 clusters Score -134400.3 nChanged 40 ComputeScore: Raw -134752.828201 + Penalty 349.227331 = -134403.600870 Iteration 130Q: 3 clusters Score -134403.6 nChanged 41 ComputeScore: Raw -134756.286592 + Penalty 349.227331 = -134407.059261 Iteration 131Q: 3 clusters Score -134407.1 nChanged 39 ComputeScore: Raw -134759.947405 + Penalty 349.227331 = -134410.720074 Iteration 132Q: 3 clusters Score -134410.7 nChanged 46 ComputeScore: Raw -134764.606558 + Penalty 349.227331 = -134415.379228 Iteration 133Q: 3 clusters Score -134415.4 nChanged 37 ComputeScore: Raw -134767.582493 + Penalty 349.227331 = -134418.355163 Iteration 134Q: 3 clusters Score -134418.4 nChanged 35 ComputeScore: Raw -134770.360761 + Penalty 349.227331 = -134421.133431 Iteration 135Q: 3 clusters Score -134421.1 nChanged 34 ComputeScore: Raw -134773.453981 + Penalty 349.227331 = -134424.226651 Iteration 136Q: 3 clusters Score -134424.2 nChanged 39 ComputeScore: Raw -134776.548909 + Penalty 349.227331 = -134427.321578 Iteration 137Q: 3 clusters Score -134427.3 nChanged 34 ComputeScore: Raw -134778.929449 + Penalty 349.227331 = -134429.702118 Iteration 138Q: 3 clusters Score -134429.7 nChanged 34 ComputeScore: Raw -134780.567411 + Penalty 349.227331 = -134431.340080 Iteration 139Q: 3 clusters Score -134431.3 nChanged 22 ComputeScore: Raw -134781.577943 + Penalty 349.227331 = -134432.350612 Iteration 140F: 3 clusters Score -134432.4 nChanged 26 ComputeScore: Raw -134783.037702 + Penalty 349.227331 = -134433.810371 Iteration 141Q: 3 clusters Score -134433.8 nChanged 30 ComputeScore: Raw -134784.869926 + Penalty 349.227331 = -134435.642596 Iteration 142Q: 3 clusters Score -134435.6 nChanged 23 ComputeScore: Raw -134786.359277 + Penalty 349.227331 = -134437.131947 Iteration 143Q: 3 clusters Score -134437.1 nChanged 15 ComputeScore: Raw -134787.036468 + Penalty 349.227331 = -134437.809137 Iteration 144Q: 3 clusters Score -134437.8 nChanged 8 ComputeScore: Raw -134787.259464 + Penalty 349.227331 = -134438.032133 Iteration 145Q: 3 clusters Score -134438 nChanged 7 ComputeScore: Raw -134787.403931 + Penalty 349.227331 = -134438.176600 Iteration 146Q: 3 clusters Score -134438.2 nChanged 4 ComputeScore: Raw -134787.465484 + Penalty 349.227331 = -134438.238153 Iteration 147Q: 3 clusters Score -134438.2 nChanged 4 ComputeScore: Raw -134787.676659 + Penalty 349.227331 = -134438.449329 Iteration 148Q: 3 clusters Score -134438.4 nChanged 11 ComputeScore: Raw -134788.069561 + Penalty 349.227331 = -134438.842230 Iteration 149Q: 3 clusters Score -134438.8 nChanged 8 ComputeScore: Raw -134788.294940 + Penalty 349.227331 = -134439.067609 Iteration 150Q: 3 clusters Score -134439.1 nChanged 13 ComputeScore: Raw -134788.746581 + Penalty 349.227331 = -134439.519251 Iteration 151Q: 3 clusters Score -134439.5 nChanged 14 ComputeScore: Raw -134789.203723 + Penalty 349.227331 = -134439.976393 Iteration 152Q: 3 clusters Score -134440 nChanged 8 ComputeScore: Raw -134789.382312 + Penalty 349.227331 = -134440.154982 Iteration 153Q: 3 clusters Score -134440.2 nChanged 14 ComputeScore: Raw -134789.839482 + Penalty 349.227331 = -134440.612151 Iteration 154Q: 3 clusters Score -134440.6 nChanged 9 ComputeScore: Raw -134790.026524 + Penalty 349.227331 = -134440.799193 Iteration 155Q: 3 clusters Score -134440.8 nChanged 6 ComputeScore: Raw -134790.125089 + Penalty 349.227331 = -134440.897758 Iteration 156Q: 3 clusters Score -134440.9 nChanged 5 ComputeScore: Raw -134790.200007 + Penalty 349.227331 = -134440.972676 Iteration 157Q: 3 clusters Score -134441 nChanged 6 ComputeScore: Raw -134790.304262 + Penalty 349.227331 = -134441.076932 Iteration 158Q: 3 clusters Score -134441.1 nChanged 6 ComputeScore: Raw -134790.438160 + Penalty 349.227331 = -134441.210830 Iteration 159Q: 3 clusters Score -134441.2 nChanged 6 ComputeScore: Raw -134790.562238 + Penalty 349.227331 = -134441.334907 Iteration 160F: 3 clusters Score -134441.3 nChanged 3 ComputeScore: Raw -134790.630138 + Penalty 349.227331 = -134441.402807 Iteration 161Q: 3 clusters Score -134441.4 nChanged 4 ComputeScore: Raw -134790.666249 + Penalty 349.227331 = -134441.438919 Iteration 162Q: 3 clusters Score -134441.4 nChanged 0 ComputeScore: Raw -134790.666249 + Penalty 349.227331 = -134441.438919 Iteration 163F: 3 clusters Score -134441.4 nChanged 0 ComputeScore: Raw -532387.750237 + Penalty 4276.816050 = -528110.934187Splitting cluster 12 changes total score from -524023.392051 to -528110.934187 So it's getting split into cluster 21. Trying to split cluster 13 (518 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6906.984589 + Penalty 112.499554 = -6794.485035 Iteration 0F: 2 clusters Score -6794.485 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6646.123891 + Penalty 224.999109 = -6421.124783 Iteration 0F: 3 clusters Score -6421.125 nChanged 211 ComputeScore: Raw -6768.300372 + Penalty 224.999109 = -6543.301263 Iteration 1F: 3 clusters Score -6543.301 nChanged 34 ComputeScore: Raw -6785.690589 + Penalty 224.999109 = -6560.691481 Iteration 2F: 3 clusters Score -6560.691 nChanged 23 ComputeScore: Raw -6798.343566 + Penalty 224.999109 = -6573.344457 Iteration 3Q: 3 clusters Score -6573.344 nChanged 15 ComputeScore: Raw -6809.177600 + Penalty 224.999109 = -6584.178492 Iteration 4Q: 3 clusters Score -6584.178 nChanged 14 ComputeScore: Raw -6821.674823 + Penalty 224.999109 = -6596.675714 Iteration 5Q: 3 clusters Score -6596.676 nChanged 12 ComputeScore: Raw -6830.654028 + Penalty 224.999109 = -6605.654919 Iteration 6Q: 3 clusters Score -6605.655 nChanged 11 ComputeScore: Raw -6838.939690 + Penalty 224.999109 = -6613.940581 Iteration 7Q: 3 clusters Score -6613.941 nChanged 5 ComputeScore: Raw -6843.590839 + Penalty 224.999109 = -6618.591731 Iteration 8Q: 3 clusters Score -6618.592 nChanged 10 ComputeScore: Raw -6850.704410 + Penalty 224.999109 = -6625.705302 Iteration 9Q: 3 clusters Score -6625.705 nChanged 8 ComputeScore: Raw -6855.934988 + Penalty 224.999109 = -6630.935879 Iteration 10Q: 3 clusters Score -6630.936 nChanged 12 ComputeScore: Raw -6863.371736 + Penalty 224.999109 = -6638.372627 Iteration 11Q: 3 clusters Score -6638.373 nChanged 11 ComputeScore: Raw -6867.682696 + Penalty 224.999109 = -6642.683587 Iteration 12Q: 3 clusters Score -6642.684 nChanged 9 ComputeScore: Raw -6871.840449 + Penalty 224.999109 = -6646.841340 Iteration 13Q: 3 clusters Score -6646.841 nChanged 2 ComputeScore: Raw -6872.419106 + Penalty 224.999109 = -6647.419997 Iteration 14Q: 3 clusters Score -6647.42 nChanged 2 ComputeScore: Raw -6873.332115 + Penalty 224.999109 = -6648.333006 Iteration 15Q: 3 clusters Score -6648.333 nChanged 3 ComputeScore: Raw -6873.907891 + Penalty 224.999109 = -6648.908782 Iteration 16Q: 3 clusters Score -6648.909 nChanged 1 ComputeScore: Raw -6873.946414 + Penalty 224.999109 = -6648.947305 Iteration 17Q: 3 clusters Score -6648.947 nChanged 0 ComputeScore: Raw -6873.946414 + Penalty 224.999109 = -6648.947305 Iteration 18F: 3 clusters Score -6648.947 nChanged 0 Trying to split cluster 14 (205 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1686.547453 + Penalty 95.814180 = -1590.733273 Iteration 0F: 2 clusters Score -1590.733 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1598.093477 + Penalty 191.628359 = -1406.465118 Iteration 0F: 3 clusters Score -1406.465 nChanged 79 ComputeScore: Raw -1657.265493 + Penalty 191.628359 = -1465.637134 Iteration 1F: 3 clusters Score -1465.637 nChanged 17 ComputeScore: Raw -1669.520286 + Penalty 191.628359 = -1477.891927 Iteration 2F: 3 clusters Score -1477.892 nChanged 5 ComputeScore: Raw -1675.988099 + Penalty 191.628359 = -1484.359739 Iteration 3Q: 3 clusters Score -1484.36 nChanged 4 ComputeScore: Raw -1681.842968 + Penalty 191.628359 = -1490.214609 Iteration 4Q: 3 clusters Score -1490.215 nChanged 8 ComputeScore: Raw -1685.185751 + Penalty 191.628359 = -1493.557391 Iteration 5Q: 3 clusters Score -1493.557 nChanged 4 ComputeScore: Raw -1687.157071 + Penalty 191.628359 = -1495.528712 Iteration 6Q: 3 clusters Score -1495.529 nChanged 4 ComputeScore: Raw -1689.616744 + Penalty 191.628359 = -1497.988385 Iteration 7Q: 3 clusters Score -1497.988 nChanged 6 ComputeScore: Raw -1695.968260 + Penalty 191.628359 = -1504.339900 Iteration 8Q: 3 clusters Score -1504.34 nChanged 9 ComputeScore: Raw -1705.946682 + Penalty 191.628359 = -1514.318323 Iteration 9Q: 3 clusters Score -1514.318 nChanged 5 ComputeScore: Raw -1713.472786 + Penalty 191.628359 = -1521.844426 Iteration 10Q: 3 clusters Score -1521.844 nChanged 6 ComputeScore: Raw -1720.519221 + Penalty 191.628359 = -1528.890861 Iteration 11Q: 3 clusters Score -1528.891 nChanged 3 ComputeScore: Raw -1724.035972 + Penalty 191.628359 = -1532.407612 Iteration 12Q: 3 clusters Score -1532.408 nChanged 2 ComputeScore: Raw -1725.553982 + Penalty 191.628359 = -1533.925623 Iteration 13Q: 3 clusters Score -1533.926 nChanged 3 ComputeScore: Raw -1728.454670 + Penalty 191.628359 = -1536.826311 Iteration 14Q: 3 clusters Score -1536.826 nChanged 2 ComputeScore: Raw -1729.470445 + Penalty 191.628359 = -1537.842086 Iteration 15Q: 3 clusters Score -1537.842 nChanged 2 ComputeScore: Raw -1737.143170 + Penalty 191.628359 = -1545.514811 Iteration 16Q: 3 clusters Score -1545.515 nChanged 2 ComputeScore: Raw -1741.945096 + Penalty 191.628359 = -1550.316737 Iteration 17Q: 3 clusters Score -1550.317 nChanged 2 ComputeScore: Raw -1743.299502 + Penalty 191.628359 = -1551.671143 Iteration 18Q: 3 clusters Score -1551.671 nChanged 0 ComputeScore: Raw -1743.299502 + Penalty 191.628359 = -1551.671143 Iteration 19F: 3 clusters Score -1551.671 nChanged 0 Trying to split cluster 15 (526 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6262.950290 + Penalty 112.775422 = -6150.174868 Iteration 0F: 2 clusters Score -6150.175 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5987.761509 + Penalty 225.550844 = -5762.210666 Iteration 0F: 3 clusters Score -5762.211 nChanged 220 ComputeScore: Raw -6142.471592 + Penalty 225.550844 = -5916.920748 Iteration 1F: 3 clusters Score -5916.921 nChanged 47 ComputeScore: Raw -6189.814647 + Penalty 225.550844 = -5964.263804 Iteration 2F: 3 clusters Score -5964.264 nChanged 29 ComputeScore: Raw -6220.177356 + Penalty 225.550844 = -5994.626512 Iteration 3F: 3 clusters Score -5994.627 nChanged 16 ComputeScore: Raw -6236.691291 + Penalty 225.550844 = -6011.140447 Iteration 4Q: 3 clusters Score -6011.14 nChanged 12 ComputeScore: Raw -6248.894599 + Penalty 225.550844 = -6023.343756 Iteration 5Q: 3 clusters Score -6023.344 nChanged 10 ComputeScore: Raw -6262.236636 + Penalty 225.550844 = -6036.685793 Iteration 6Q: 3 clusters Score -6036.686 nChanged 5 ComputeScore: Raw -6266.501912 + Penalty 225.550844 = -6040.951069 Iteration 7Q: 3 clusters Score -6040.951 nChanged 6 ComputeScore: Raw -6271.189087 + Penalty 225.550844 = -6045.638243 Iteration 8Q: 3 clusters Score -6045.638 nChanged 5 ComputeScore: Raw -6291.921829 + Penalty 225.550844 = -6066.370985 Iteration 9Q: 3 clusters Score -6066.371 nChanged 9 ComputeScore: Raw -6344.679867 + Penalty 225.550844 = -6119.129023 Iteration 10Q: 3 clusters Score -6119.129 nChanged 16 ComputeScore: Raw -6374.304919 + Penalty 225.550844 = -6148.754075 Iteration 11Q: 3 clusters Score -6148.754 nChanged 17 ComputeScore: Raw -6396.259761 + Penalty 225.550844 = -6170.708917 Iteration 12Q: 3 clusters Score -6170.709 nChanged 15 ComputeScore: Raw -6411.876253 + Penalty 225.550844 = -6186.325409 Iteration 13Q: 3 clusters Score -6186.325 nChanged 13 ComputeScore: Raw -6428.631400 + Penalty 225.550844 = -6203.080556 Iteration 14Q: 3 clusters Score -6203.081 nChanged 14 ComputeScore: Raw -6440.385243 + Penalty 225.550844 = -6214.834400 Iteration 15Q: 3 clusters Score -6214.834 nChanged 11 ComputeScore: Raw -6452.050746 + Penalty 225.550844 = -6226.499902 Iteration 16Q: 3 clusters Score -6226.5 nChanged 5 ComputeScore: Raw -6454.832340 + Penalty 225.550844 = -6229.281497 Iteration 17Q: 3 clusters Score -6229.281 nChanged 3 ComputeScore: Raw -6456.819169 + Penalty 225.550844 = -6231.268325 Iteration 18Q: 3 clusters Score -6231.268 nChanged 3 ComputeScore: Raw -6458.042541 + Penalty 225.550844 = -6232.491697 Iteration 19Q: 3 clusters Score -6232.492 nChanged 1 ComputeScore: Raw -6480.126169 + Penalty 225.550844 = -6254.575326 Iteration 20F: 3 clusters Score -6254.575 nChanged 20 ComputeScore: Raw -6506.668566 + Penalty 225.550844 = -6281.117722 Iteration 21Q: 3 clusters Score -6281.118 nChanged 9 ComputeScore: Raw -6513.636677 + Penalty 225.550844 = -6288.085833 Iteration 22Q: 3 clusters Score -6288.086 nChanged 6 ComputeScore: Raw -6516.895043 + Penalty 225.550844 = -6291.344200 Iteration 23Q: 3 clusters Score -6291.344 nChanged 5 ComputeScore: Raw -6520.345941 + Penalty 225.550844 = -6294.795097 Iteration 24Q: 3 clusters Score -6294.795 nChanged 3 ComputeScore: Raw -6522.195332 + Penalty 225.550844 = -6296.644488 Iteration 25Q: 3 clusters Score -6296.644 nChanged 4 ComputeScore: Raw -6525.542218 + Penalty 225.550844 = -6299.991374 Iteration 26Q: 3 clusters Score -6299.991 nChanged 4 ComputeScore: Raw -6530.762816 + Penalty 225.550844 = -6305.211973 Iteration 27Q: 3 clusters Score -6305.212 nChanged 6 ComputeScore: Raw -6534.588855 + Penalty 225.550844 = -6309.038012 Iteration 28Q: 3 clusters Score -6309.038 nChanged 1 ComputeScore: Raw -6534.918674 + Penalty 225.550844 = -6309.367830 Iteration 29Q: 3 clusters Score -6309.368 nChanged 0 ComputeScore: Raw -6534.918674 + Penalty 225.550844 = -6309.367830 Iteration 30F: 3 clusters Score -6309.368 nChanged 0 ComputeScore: Raw -532659.718621 + Penalty 4480.473957 = -528179.244664Splitting cluster 15 changes total score from -524023.392051 to -528179.244664 So it's getting split into cluster 22. Trying to split cluster 16 (800 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10260.023589 + Penalty 120.323011 = -10139.700578 Iteration 0F: 2 clusters Score -10139.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9819.365251 + Penalty 240.646022 = -9578.719228 Iteration 0F: 3 clusters Score -9578.719 nChanged 345 ComputeScore: Raw -10085.351458 + Penalty 240.646022 = -9844.705435 Iteration 1F: 3 clusters Score -9844.705 nChanged 75 ComputeScore: Raw -10150.602890 + Penalty 240.646022 = -9909.956868 Iteration 2F: 3 clusters Score -9909.957 nChanged 47 ComputeScore: Raw -10194.346510 + Penalty 240.646022 = -9953.700488 Iteration 3F: 3 clusters Score -9953.7 nChanged 34 ComputeScore: Raw -10218.520481 + Penalty 240.646022 = -9977.874459 Iteration 4Q: 3 clusters Score -9977.874 nChanged 25 ComputeScore: Raw -10234.868555 + Penalty 240.646022 = -9994.222533 Iteration 5Q: 3 clusters Score -9994.223 nChanged 23 ComputeScore: Raw -10248.137199 + Penalty 240.646022 = -10007.491177 Iteration 6Q: 3 clusters Score -10007.49 nChanged 15 ComputeScore: Raw -10254.118447 + Penalty 240.646022 = -10013.472425 Iteration 7Q: 3 clusters Score -10013.47 nChanged 12 ComputeScore: Raw -10259.177602 + Penalty 240.646022 = -10018.531580 Iteration 8Q: 3 clusters Score -10018.53 nChanged 10 ComputeScore: Raw -10261.601707 + Penalty 240.646022 = -10020.955685 Iteration 9Q: 3 clusters Score -10020.96 nChanged 9 ComputeScore: Raw -10264.392687 + Penalty 240.646022 = -10023.746664 Iteration 10Q: 3 clusters Score -10023.75 nChanged 7 ComputeScore: Raw -10267.897203 + Penalty 240.646022 = -10027.251181 Iteration 11Q: 3 clusters Score -10027.25 nChanged 6 ComputeScore: Raw -10268.554044 + Penalty 240.646022 = -10027.908022 Iteration 12Q: 3 clusters Score -10027.91 nChanged 1 ComputeScore: Raw -10269.030214 + Penalty 240.646022 = -10028.384192 Iteration 13Q: 3 clusters Score -10028.38 nChanged 1 ComputeScore: Raw -10269.082715 + Penalty 240.646022 = -10028.436693 Iteration 14Q: 3 clusters Score -10028.44 nChanged 0 ComputeScore: Raw -10269.082715 + Penalty 240.646022 = -10028.436693 Iteration 15F: 3 clusters Score -10028.44 nChanged 0 Trying to split cluster 17 (1477 points) Assigned 2 initial classes randomly. ComputeScore: Raw -16145.329029 + Penalty 131.359829 = -16013.969200 Iteration 0F: 2 clusters Score -16013.97 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -15257.007481 + Penalty 262.719658 = -14994.287822 Iteration 0F: 3 clusters Score -14994.29 nChanged 647 ComputeScore: Raw -15641.000024 + Penalty 262.719658 = -15378.280366 Iteration 1F: 3 clusters Score -15378.28 nChanged 107 ComputeScore: Raw -15710.817556 + Penalty 262.719658 = -15448.097897 Iteration 2F: 3 clusters Score -15448.1 nChanged 101 ComputeScore: Raw -15781.397979 + Penalty 262.719658 = -15518.678321 Iteration 3F: 3 clusters Score -15518.68 nChanged 111 ComputeScore: Raw -15862.939112 + Penalty 262.719658 = -15600.219453 Iteration 4F: 3 clusters Score -15600.22 nChanged 80 ComputeScore: Raw -15951.302926 + Penalty 262.719658 = -15688.583268 Iteration 5F: 3 clusters Score -15688.58 nChanged 86 ComputeScore: Raw -16036.852732 + Penalty 262.719658 = -15774.133074 Iteration 6F: 3 clusters Score -15774.13 nChanged 68 ComputeScore: Raw -16102.557560 + Penalty 262.719658 = -15839.837902 Iteration 7Q: 3 clusters Score -15839.84 nChanged 70 ComputeScore: Raw -16159.937346 + Penalty 262.719658 = -15897.217688 Iteration 8Q: 3 clusters Score -15897.22 nChanged 56 ComputeScore: Raw -16211.889275 + Penalty 262.719658 = -15949.169617 Iteration 9Q: 3 clusters Score -15949.17 nChanged 43 ComputeScore: Raw -16262.081146 + Penalty 262.719658 = -15999.361488 Iteration 10Q: 3 clusters Score -15999.36 nChanged 41 ComputeScore: Raw -16322.456242 + Penalty 262.719658 = -16059.736584 Iteration 11Q: 3 clusters Score -16059.74 nChanged 27 ComputeScore: Raw -16349.307866 + Penalty 262.719658 = -16086.588208 Iteration 12Q: 3 clusters Score -16086.59 nChanged 1 ComputeScore: Raw -16349.413073 + Penalty 262.719658 = -16086.693415 Iteration 13Q: 3 clusters Score -16086.69 nChanged 0 ComputeScore: Raw -16349.413073 + Penalty 262.719658 = -16086.693415 Iteration 14F: 3 clusters Score -16086.69 nChanged 0 ComputeScore: Raw -532863.802664 + Penalty 4684.131864 = -528179.670800Splitting cluster 17 changes total score from -524023.392051 to -528179.670800 So it's getting split into cluster 23. Trying to split cluster 18 (223 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3258.247558 + Penalty 97.329092 = -3160.918466 Iteration 0F: 2 clusters Score -3160.918 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3160.529030 + Penalty 194.658184 = -2965.870847 Iteration 0F: 3 clusters Score -2965.871 nChanged 75 ComputeScore: Raw -3206.815572 + Penalty 194.658184 = -3012.157388 Iteration 1F: 3 clusters Score -3012.157 nChanged 16 ComputeScore: Raw -3223.267181 + Penalty 194.658184 = -3028.608997 Iteration 2F: 3 clusters Score -3028.609 nChanged 10 ComputeScore: Raw -3235.435030 + Penalty 194.658184 = -3040.776846 Iteration 3Q: 3 clusters Score -3040.777 nChanged 10 ComputeScore: Raw -3245.443297 + Penalty 194.658184 = -3050.785113 Iteration 4Q: 3 clusters Score -3050.785 nChanged 9 ComputeScore: Raw -3249.865757 + Penalty 194.658184 = -3055.207573 Iteration 5Q: 3 clusters Score -3055.208 nChanged 7 ComputeScore: Raw -3256.250174 + Penalty 194.658184 = -3061.591991 Iteration 6Q: 3 clusters Score -3061.592 nChanged 10 ComputeScore: Raw -3265.753013 + Penalty 194.658184 = -3071.094829 Iteration 7Q: 3 clusters Score -3071.095 nChanged 5 ComputeScore: Raw -3270.415888 + Penalty 194.658184 = -3075.757704 Iteration 8Q: 3 clusters Score -3075.758 nChanged 4 ComputeScore: Raw -3272.032146 + Penalty 194.658184 = -3077.373963 Iteration 9Q: 3 clusters Score -3077.374 nChanged 0 ComputeScore: Raw -3272.032146 + Penalty 194.658184 = -3077.373963 Iteration 10F: 3 clusters Score -3077.374 nChanged 0 ConsiderDeletion: ComputeScore: Raw -533504.614548 + Penalty 4684.131864 = -528820.482684Iteration 149F: 24 clusters Score -528820.5 nChanged 803 ConsiderDeletion: ComputeScore: Raw -533880.283774 + Penalty 4684.131864 = -529196.151910Iteration 150Q: 24 clusters Score -529196.2 nChanged 460 ConsiderDeletion: ComputeScore: Raw -534022.120529 + Penalty 4684.131864 = -529337.988665Iteration 151Q: 24 clusters Score -529338 nChanged 304 ConsiderDeletion: ComputeScore: Raw -534097.211680 + Penalty 4684.131864 = -529413.079816Iteration 152Q: 24 clusters Score -529413.1 nChanged 235 ConsiderDeletion: ComputeScore: Raw -534147.148206 + Penalty 4684.131864 = -529463.016342Iteration 153Q: 24 clusters Score -529463 nChanged 213 ConsiderDeletion: ComputeScore: Raw -534180.836837 + Penalty 4684.131864 = -529496.704973Iteration 154Q: 24 clusters Score -529496.7 nChanged 183 ConsiderDeletion: ComputeScore: Raw -534208.953412 + Penalty 4684.131864 = -529524.821548Iteration 155Q: 24 clusters Score -529524.8 nChanged 174 ConsiderDeletion: ComputeScore: Raw -534236.789839 + Penalty 4684.131864 = -529552.657975Iteration 156Q: 24 clusters Score -529552.7 nChanged 156 ConsiderDeletion: ComputeScore: Raw -534262.618694 + Penalty 4684.131864 = -529578.486830Iteration 157Q: 24 clusters Score -529578.5 nChanged 152 ConsiderDeletion: ComputeScore: Raw -534291.335825 + Penalty 4684.131864 = -529607.203961Iteration 158Q: 24 clusters Score -529607.2 nChanged 172 ComputeScore: Raw -534291.335825 + Penalty 4684.131864 = -529607.203961Trying to split cluster 1 (5118 points) Assigned 2 initial classes randomly. ComputeScore: Raw -45835.627134 + Penalty 153.729342 = -45681.897791 Iteration 0F: 2 clusters Score -45681.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -42567.430299 + Penalty 307.458685 = -42259.971615 Iteration 0F: 3 clusters Score -42259.97 nChanged 2422 ComputeScore: Raw -43956.533867 + Penalty 307.458685 = -43649.075183 Iteration 1F: 3 clusters Score -43649.08 nChanged 339 ComputeScore: Raw -44062.680364 + Penalty 307.458685 = -43755.221679 Iteration 2F: 3 clusters Score -43755.22 nChanged 253 ComputeScore: Raw -44146.655948 + Penalty 307.458685 = -43839.197263 Iteration 3Q: 3 clusters Score -43839.2 nChanged 195 ComputeScore: Raw -44201.770698 + Penalty 307.458685 = -43894.312013 Iteration 4Q: 3 clusters Score -43894.31 nChanged 170 ComputeScore: Raw -44250.386441 + Penalty 307.458685 = -43942.927757 Iteration 5Q: 3 clusters Score -43942.93 nChanged 162 ComputeScore: Raw -44291.572213 + Penalty 307.458685 = -43984.113528 Iteration 6Q: 3 clusters Score -43984.11 nChanged 130 ComputeScore: Raw -44326.144180 + Penalty 307.458685 = -44018.685495 Iteration 7Q: 3 clusters Score -44018.69 nChanged 116 ComputeScore: Raw -44362.566043 + Penalty 307.458685 = -44055.107358 Iteration 8Q: 3 clusters Score -44055.11 nChanged 119 ComputeScore: Raw -44395.871951 + Penalty 307.458685 = -44088.413266 Iteration 9Q: 3 clusters Score -44088.41 nChanged 123 ComputeScore: Raw -44430.329132 + Penalty 307.458685 = -44122.870447 Iteration 10Q: 3 clusters Score -44122.87 nChanged 112 ComputeScore: Raw -44462.682001 + Penalty 307.458685 = -44155.223317 Iteration 11Q: 3 clusters Score -44155.22 nChanged 123 ComputeScore: Raw -44496.022371 + Penalty 307.458685 = -44188.563686 Iteration 12Q: 3 clusters Score -44188.56 nChanged 99 ComputeScore: Raw -44525.740962 + Penalty 307.458685 = -44218.282278 Iteration 13Q: 3 clusters Score -44218.28 nChanged 126 ComputeScore: Raw -44564.265441 + Penalty 307.458685 = -44256.806757 Iteration 14Q: 3 clusters Score -44256.81 nChanged 133 ComputeScore: Raw -44606.993434 + Penalty 307.458685 = -44299.534749 Iteration 15Q: 3 clusters Score -44299.53 nChanged 163 ComputeScore: Raw -44668.457254 + Penalty 307.458685 = -44360.998569 Iteration 16Q: 3 clusters Score -44361 nChanged 168 ComputeScore: Raw -44743.893206 + Penalty 307.458685 = -44436.434522 Iteration 17Q: 3 clusters Score -44436.43 nChanged 201 ComputeScore: Raw -44846.699690 + Penalty 307.458685 = -44539.241005 Iteration 18Q: 3 clusters Score -44539.24 nChanged 234 ComputeScore: Raw -44990.627110 + Penalty 307.458685 = -44683.168425 Iteration 19Q: 3 clusters Score -44683.17 nChanged 228 ComputeScore: Raw -45145.990966 + Penalty 307.458685 = -44838.532281 Iteration 20F: 3 clusters Score -44838.53 nChanged 207 ComputeScore: Raw -45303.189636 + Penalty 307.458685 = -44995.730951 Iteration 21Q: 3 clusters Score -44995.73 nChanged 184 ComputeScore: Raw -45439.217763 + Penalty 307.458685 = -45131.759078 Iteration 22Q: 3 clusters Score -45131.76 nChanged 152 ComputeScore: Raw -45557.474676 + Penalty 307.458685 = -45250.015991 Iteration 23Q: 3 clusters Score -45250.02 nChanged 129 ComputeScore: Raw -45649.771894 + Penalty 307.458685 = -45342.313210 Iteration 24Q: 3 clusters Score -45342.31 nChanged 112 ComputeScore: Raw -45714.086213 + Penalty 307.458685 = -45406.627528 Iteration 25Q: 3 clusters Score -45406.63 nChanged 83 ComputeScore: Raw -45747.076422 + Penalty 307.458685 = -45439.617738 Iteration 26Q: 3 clusters Score -45439.62 nChanged 60 ComputeScore: Raw -45769.634670 + Penalty 307.458685 = -45462.175986 Iteration 27Q: 3 clusters Score -45462.18 nChanged 50 ComputeScore: Raw -45783.155929 + Penalty 307.458685 = -45475.697244 Iteration 28Q: 3 clusters Score -45475.7 nChanged 39 ComputeScore: Raw -45794.378531 + Penalty 307.458685 = -45486.919846 Iteration 29Q: 3 clusters Score -45486.92 nChanged 35 ComputeScore: Raw -45801.749815 + Penalty 307.458685 = -45494.291130 Iteration 30Q: 3 clusters Score -45494.29 nChanged 22 ComputeScore: Raw -45806.490778 + Penalty 307.458685 = -45499.032094 Iteration 31Q: 3 clusters Score -45499.03 nChanged 24 ComputeScore: Raw -45812.582890 + Penalty 307.458685 = -45505.124205 Iteration 32Q: 3 clusters Score -45505.12 nChanged 31 ComputeScore: Raw -45820.473413 + Penalty 307.458685 = -45513.014729 Iteration 33Q: 3 clusters Score -45513.01 nChanged 22 ComputeScore: Raw -45826.858377 + Penalty 307.458685 = -45519.399692 Iteration 34Q: 3 clusters Score -45519.4 nChanged 24 ComputeScore: Raw -45831.646535 + Penalty 307.458685 = -45524.187850 Iteration 35Q: 3 clusters Score -45524.19 nChanged 19 ComputeScore: Raw -45834.780194 + Penalty 307.458685 = -45527.321509 Iteration 36Q: 3 clusters Score -45527.32 nChanged 19 ComputeScore: Raw -45837.529506 + Penalty 307.458685 = -45530.070821 Iteration 37Q: 3 clusters Score -45530.07 nChanged 18 ComputeScore: Raw -45840.412876 + Penalty 307.458685 = -45532.954191 Iteration 38Q: 3 clusters Score -45532.95 nChanged 13 ComputeScore: Raw -45841.177726 + Penalty 307.458685 = -45533.719042 Iteration 39Q: 3 clusters Score -45533.72 nChanged 4 ComputeScore: Raw -45845.247848 + Penalty 307.458685 = -45537.789163 Iteration 40F: 3 clusters Score -45537.79 nChanged 10 ComputeScore: Raw -45847.851491 + Penalty 307.458685 = -45540.392807 Iteration 41Q: 3 clusters Score -45540.39 nChanged 5 ComputeScore: Raw -45848.416631 + Penalty 307.458685 = -45540.957947 Iteration 42Q: 3 clusters Score -45540.96 nChanged 2 ComputeScore: Raw -45848.524233 + Penalty 307.458685 = -45541.065548 Iteration 43Q: 3 clusters Score -45541.07 nChanged 4 ComputeScore: Raw -45848.833538 + Penalty 307.458685 = -45541.374853 Iteration 44Q: 3 clusters Score -45541.37 nChanged 6 ComputeScore: Raw -45849.244843 + Penalty 307.458685 = -45541.786158 Iteration 45Q: 3 clusters Score -45541.79 nChanged 7 ComputeScore: Raw -45849.621674 + Penalty 307.458685 = -45542.162989 Iteration 46Q: 3 clusters Score -45542.16 nChanged 1 ComputeScore: Raw -45849.709911 + Penalty 307.458685 = -45542.251227 Iteration 47Q: 3 clusters Score -45542.25 nChanged 0 ComputeScore: Raw -45849.709911 + Penalty 307.458685 = -45542.251227 Iteration 48F: 3 clusters Score -45542.25 nChanged 0 Trying to split cluster 2 (336 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2823.197446 + Penalty 104.708001 = -2718.489445 Iteration 0F: 2 clusters Score -2718.489 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2652.878820 + Penalty 209.416002 = -2443.462819 Iteration 0F: 3 clusters Score -2443.463 nChanged 131 ComputeScore: Raw -2742.306616 + Penalty 209.416002 = -2532.890614 Iteration 1F: 3 clusters Score -2532.891 nChanged 26 ComputeScore: Raw -2765.852426 + Penalty 209.416002 = -2556.436425 Iteration 2F: 3 clusters Score -2556.436 nChanged 13 ComputeScore: Raw -2775.176994 + Penalty 209.416002 = -2565.760992 Iteration 3Q: 3 clusters Score -2565.761 nChanged 14 ComputeScore: Raw -2786.862619 + Penalty 209.416002 = -2577.446617 Iteration 4Q: 3 clusters Score -2577.447 nChanged 6 ComputeScore: Raw -2791.692407 + Penalty 209.416002 = -2582.276405 Iteration 5Q: 3 clusters Score -2582.276 nChanged 7 ComputeScore: Raw -2802.579925 + Penalty 209.416002 = -2593.163923 Iteration 6Q: 3 clusters Score -2593.164 nChanged 9 ComputeScore: Raw -2818.479700 + Penalty 209.416002 = -2609.063698 Iteration 7Q: 3 clusters Score -2609.064 nChanged 7 ComputeScore: Raw -2832.980237 + Penalty 209.416002 = -2623.564236 Iteration 8Q: 3 clusters Score -2623.564 nChanged 5 ComputeScore: Raw -2836.175078 + Penalty 209.416002 = -2626.759076 Iteration 9Q: 3 clusters Score -2626.759 nChanged 3 ComputeScore: Raw -2838.684494 + Penalty 209.416002 = -2629.268492 Iteration 10Q: 3 clusters Score -2629.268 nChanged 5 ComputeScore: Raw -2844.286045 + Penalty 209.416002 = -2634.870043 Iteration 11Q: 3 clusters Score -2634.87 nChanged 3 ComputeScore: Raw -2846.615774 + Penalty 209.416002 = -2637.199773 Iteration 12Q: 3 clusters Score -2637.2 nChanged 0 ComputeScore: Raw -2846.615774 + Penalty 209.416002 = -2637.199773 Iteration 13F: 3 clusters Score -2637.2 nChanged 0 Trying to split cluster 3 (1911 points) Assigned 2 initial classes randomly. ComputeScore: Raw -20817.212877 + Penalty 135.996875 = -20681.216002 Iteration 0F: 2 clusters Score -20681.22 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -19694.848573 + Penalty 271.993750 = -19422.854823 Iteration 0F: 3 clusters Score -19422.85 nChanged 866 ComputeScore: Raw -20306.777338 + Penalty 271.993750 = -20034.783588 Iteration 1F: 3 clusters Score -20034.78 nChanged 164 ComputeScore: Raw -20560.989447 + Penalty 271.993750 = -20288.995697 Iteration 2F: 3 clusters Score -20289 nChanged 175 ComputeScore: Raw -20798.612158 + Penalty 271.993750 = -20526.618408 Iteration 3F: 3 clusters Score -20526.62 nChanged 155 ComputeScore: Raw -20954.615542 + Penalty 271.993750 = -20682.621792 Iteration 4F: 3 clusters Score -20682.62 nChanged 90 ComputeScore: Raw -21011.200205 + Penalty 271.993750 = -20739.206455 Iteration 5Q: 3 clusters Score -20739.21 nChanged 41 ComputeScore: Raw -21037.925182 + Penalty 271.993750 = -20765.931432 Iteration 6Q: 3 clusters Score -20765.93 nChanged 39 ComputeScore: Raw -21065.159993 + Penalty 271.993750 = -20793.166243 Iteration 7Q: 3 clusters Score -20793.17 nChanged 43 ComputeScore: Raw -21094.906374 + Penalty 271.993750 = -20822.912624 Iteration 8Q: 3 clusters Score -20822.91 nChanged 36 ComputeScore: Raw -21124.891626 + Penalty 271.993750 = -20852.897876 Iteration 9Q: 3 clusters Score -20852.9 nChanged 18 ComputeScore: Raw -21132.670748 + Penalty 271.993750 = -20860.676998 Iteration 10Q: 3 clusters Score -20860.68 nChanged 10 ComputeScore: Raw -21135.120524 + Penalty 271.993750 = -20863.126774 Iteration 11Q: 3 clusters Score -20863.13 nChanged 6 ComputeScore: Raw -21135.766408 + Penalty 271.993750 = -20863.772658 Iteration 12Q: 3 clusters Score -20863.77 nChanged 4 ComputeScore: Raw -21136.191694 + Penalty 271.993750 = -20864.197944 Iteration 13Q: 3 clusters Score -20864.2 nChanged 2 ComputeScore: Raw -21136.394726 + Penalty 271.993750 = -20864.400976 Iteration 14Q: 3 clusters Score -20864.4 nChanged 0 ComputeScore: Raw -21136.394726 + Penalty 271.993750 = -20864.400976 Iteration 15F: 3 clusters Score -20864.4 nChanged 0 ComputeScore: Raw -534630.375891 + Penalty 4887.789771 = -529742.586120Splitting cluster 3 changes total score from -529607.203961 to -529742.586120 So it's getting split into cluster 24. Trying to split cluster 4 (4755 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42436.298211 + Penalty 152.405136 = -42283.893075 Iteration 0F: 2 clusters Score -42283.89 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39372.255399 + Penalty 304.810271 = -39067.445128 Iteration 0F: 3 clusters Score -39067.45 nChanged 2251 ComputeScore: Raw -40722.537310 + Penalty 304.810271 = -40417.727039 Iteration 1F: 3 clusters Score -40417.73 nChanged 309 ComputeScore: Raw -40957.658168 + Penalty 304.810271 = -40652.847897 Iteration 2F: 3 clusters Score -40652.85 nChanged 348 ComputeScore: Raw -41243.798601 + Penalty 304.810271 = -40938.988330 Iteration 3F: 3 clusters Score -40938.99 nChanged 353 ComputeScore: Raw -41514.026702 + Penalty 304.810271 = -41209.216431 Iteration 4F: 3 clusters Score -41209.22 nChanged 281 ComputeScore: Raw -41679.732963 + Penalty 304.810271 = -41374.922692 Iteration 5F: 3 clusters Score -41374.92 nChanged 201 ComputeScore: Raw -41762.134437 + Penalty 304.810271 = -41457.324165 Iteration 6Q: 3 clusters Score -41457.32 nChanged 121 ComputeScore: Raw -41805.235276 + Penalty 304.810271 = -41500.425005 Iteration 7Q: 3 clusters Score -41500.43 nChanged 94 ComputeScore: Raw -41844.680121 + Penalty 304.810271 = -41539.869850 Iteration 8Q: 3 clusters Score -41539.87 nChanged 97 ComputeScore: Raw -41882.733906 + Penalty 304.810271 = -41577.923634 Iteration 9Q: 3 clusters Score -41577.92 nChanged 94 ComputeScore: Raw -41915.221995 + Penalty 304.810271 = -41610.411724 Iteration 10Q: 3 clusters Score -41610.41 nChanged 80 ComputeScore: Raw -41938.498066 + Penalty 304.810271 = -41633.687795 Iteration 11Q: 3 clusters Score -41633.69 nChanged 63 ComputeScore: Raw -41953.708286 + Penalty 304.810271 = -41648.898015 Iteration 12Q: 3 clusters Score -41648.9 nChanged 61 ComputeScore: Raw -41967.308645 + Penalty 304.810271 = -41662.498374 Iteration 13Q: 3 clusters Score -41662.5 nChanged 47 ComputeScore: Raw -41978.030072 + Penalty 304.810271 = -41673.219801 Iteration 14Q: 3 clusters Score -41673.22 nChanged 57 ComputeScore: Raw -41991.808433 + Penalty 304.810271 = -41686.998162 Iteration 15Q: 3 clusters Score -41687 nChanged 48 ComputeScore: Raw -42003.526977 + Penalty 304.810271 = -41698.716706 Iteration 16Q: 3 clusters Score -41698.72 nChanged 60 ComputeScore: Raw -42023.758465 + Penalty 304.810271 = -41718.948194 Iteration 17Q: 3 clusters Score -41718.95 nChanged 68 ComputeScore: Raw -42044.003122 + Penalty 304.810271 = -41739.192851 Iteration 18Q: 3 clusters Score -41739.19 nChanged 62 ComputeScore: Raw -42062.173407 + Penalty 304.810271 = -41757.363136 Iteration 19Q: 3 clusters Score -41757.36 nChanged 66 ComputeScore: Raw -42081.241492 + Penalty 304.810271 = -41776.431221 Iteration 20F: 3 clusters Score -41776.43 nChanged 55 ComputeScore: Raw -42096.042333 + Penalty 304.810271 = -41791.232062 Iteration 21Q: 3 clusters Score -41791.23 nChanged 47 ComputeScore: Raw -42109.881793 + Penalty 304.810271 = -41805.071522 Iteration 22Q: 3 clusters Score -41805.07 nChanged 56 ComputeScore: Raw -42127.659680 + Penalty 304.810271 = -41822.849409 Iteration 23Q: 3 clusters Score -41822.85 nChanged 61 ComputeScore: Raw -42148.580530 + Penalty 304.810271 = -41843.770259 Iteration 24Q: 3 clusters Score -41843.77 nChanged 63 ComputeScore: Raw -42170.018996 + Penalty 304.810271 = -41865.208725 Iteration 25Q: 3 clusters Score -41865.21 nChanged 50 ComputeScore: Raw -42183.763077 + Penalty 304.810271 = -41878.952806 Iteration 26Q: 3 clusters Score -41878.95 nChanged 45 ComputeScore: Raw -42195.644036 + Penalty 304.810271 = -41890.833765 Iteration 27Q: 3 clusters Score -41890.83 nChanged 37 ComputeScore: Raw -42204.334223 + Penalty 304.810271 = -41899.523952 Iteration 28Q: 3 clusters Score -41899.52 nChanged 32 ComputeScore: Raw -42212.374526 + Penalty 304.810271 = -41907.564255 Iteration 29Q: 3 clusters Score -41907.56 nChanged 44 ComputeScore: Raw -42228.161981 + Penalty 304.810271 = -41923.351710 Iteration 30Q: 3 clusters Score -41923.35 nChanged 50 ComputeScore: Raw -42250.535144 + Penalty 304.810271 = -41945.724873 Iteration 31Q: 3 clusters Score -41945.72 nChanged 45 ComputeScore: Raw -42272.226052 + Penalty 304.810271 = -41967.415780 Iteration 32Q: 3 clusters Score -41967.42 nChanged 57 ComputeScore: Raw -42305.154042 + Penalty 304.810271 = -42000.343771 Iteration 33Q: 3 clusters Score -42000.34 nChanged 47 ComputeScore: Raw -42332.858931 + Penalty 304.810271 = -42028.048660 Iteration 34Q: 3 clusters Score -42028.05 nChanged 40 ComputeScore: Raw -42354.382971 + Penalty 304.810271 = -42049.572700 Iteration 35Q: 3 clusters Score -42049.57 nChanged 28 ComputeScore: Raw -42370.943125 + Penalty 304.810271 = -42066.132854 Iteration 36Q: 3 clusters Score -42066.13 nChanged 28 ComputeScore: Raw -42386.894781 + Penalty 304.810271 = -42082.084510 Iteration 37Q: 3 clusters Score -42082.08 nChanged 16 ComputeScore: Raw -42397.658866 + Penalty 304.810271 = -42092.848595 Iteration 38Q: 3 clusters Score -42092.85 nChanged 22 ComputeScore: Raw -42408.848210 + Penalty 304.810271 = -42104.037938 Iteration 39Q: 3 clusters Score -42104.04 nChanged 15 ComputeScore: Raw -42415.901121 + Penalty 304.810271 = -42111.090850 Iteration 40F: 3 clusters Score -42111.09 nChanged 12 ComputeScore: Raw -42420.309385 + Penalty 304.810271 = -42115.499114 Iteration 41Q: 3 clusters Score -42115.5 nChanged 11 ComputeScore: Raw -42424.769187 + Penalty 304.810271 = -42119.958916 Iteration 42Q: 3 clusters Score -42119.96 nChanged 8 ComputeScore: Raw -42428.435127 + Penalty 304.810271 = -42123.624856 Iteration 43Q: 3 clusters Score -42123.62 nChanged 4 ComputeScore: Raw -42429.772222 + Penalty 304.810271 = -42124.961951 Iteration 44Q: 3 clusters Score -42124.96 nChanged 2 ComputeScore: Raw -42430.163963 + Penalty 304.810271 = -42125.353691 Iteration 45Q: 3 clusters Score -42125.35 nChanged 2 ComputeScore: Raw -42430.264690 + Penalty 304.810271 = -42125.454418 Iteration 46Q: 3 clusters Score -42125.45 nChanged 1 ComputeScore: Raw -42430.303973 + Penalty 304.810271 = -42125.493701 Iteration 47Q: 3 clusters Score -42125.49 nChanged 2 ComputeScore: Raw -42430.526253 + Penalty 304.810271 = -42125.715982 Iteration 48Q: 3 clusters Score -42125.72 nChanged 1 ComputeScore: Raw -42431.195195 + Penalty 304.810271 = -42126.384924 Iteration 49Q: 3 clusters Score -42126.38 nChanged 2 ComputeScore: Raw -42431.773952 + Penalty 304.810271 = -42126.963681 Iteration 50Q: 3 clusters Score -42126.96 nChanged 1 ComputeScore: Raw -42432.398802 + Penalty 304.810271 = -42127.588531 Iteration 51Q: 3 clusters Score -42127.59 nChanged 2 ComputeScore: Raw -42432.867784 + Penalty 304.810271 = -42128.057513 Iteration 52Q: 3 clusters Score -42128.06 nChanged 1 ComputeScore: Raw -42433.249409 + Penalty 304.810271 = -42128.439138 Iteration 53Q: 3 clusters Score -42128.44 nChanged 1 ComputeScore: Raw -42433.514287 + Penalty 304.810271 = -42128.704016 Iteration 54Q: 3 clusters Score -42128.7 nChanged 0 ComputeScore: Raw -42433.514287 + Penalty 304.810271 = -42128.704016 Iteration 55F: 3 clusters Score -42128.7 nChanged 0 Trying to split cluster 5 (2571 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25593.788552 + Penalty 141.336904 = -25452.451649 Iteration 0F: 2 clusters Score -25452.45 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24052.769342 + Penalty 282.673807 = -23770.095535 Iteration 0F: 3 clusters Score -23770.1 nChanged 1173 ComputeScore: Raw -24793.421057 + Penalty 282.673807 = -24510.747250 Iteration 1F: 3 clusters Score -24510.75 nChanged 165 ComputeScore: Raw -24913.044180 + Penalty 282.673807 = -24630.370373 Iteration 2F: 3 clusters Score -24630.37 nChanged 152 ComputeScore: Raw -25031.732179 + Penalty 282.673807 = -24749.058372 Iteration 3F: 3 clusters Score -24749.06 nChanged 158 ComputeScore: Raw -25143.493147 + Penalty 282.673807 = -24860.819339 Iteration 4F: 3 clusters Score -24860.82 nChanged 135 ComputeScore: Raw -25247.224571 + Penalty 282.673807 = -24964.550763 Iteration 5F: 3 clusters Score -24964.55 nChanged 127 ComputeScore: Raw -25344.123697 + Penalty 282.673807 = -25061.449890 Iteration 6Q: 3 clusters Score -25061.45 nChanged 93 ComputeScore: Raw -25408.481807 + Penalty 282.673807 = -25125.808000 Iteration 7Q: 3 clusters Score -25125.81 nChanged 78 ComputeScore: Raw -25461.697594 + Penalty 282.673807 = -25179.023787 Iteration 8Q: 3 clusters Score -25179.02 nChanged 60 ComputeScore: Raw -25505.639002 + Penalty 282.673807 = -25222.965195 Iteration 9Q: 3 clusters Score -25222.97 nChanged 36 ComputeScore: Raw -25528.695217 + Penalty 282.673807 = -25246.021409 Iteration 10Q: 3 clusters Score -25246.02 nChanged 24 ComputeScore: Raw -25545.451936 + Penalty 282.673807 = -25262.778129 Iteration 11Q: 3 clusters Score -25262.78 nChanged 24 ComputeScore: Raw -25562.140918 + Penalty 282.673807 = -25279.467111 Iteration 12Q: 3 clusters Score -25279.47 nChanged 17 ComputeScore: Raw -25572.198244 + Penalty 282.673807 = -25289.524436 Iteration 13Q: 3 clusters Score -25289.52 nChanged 11 ComputeScore: Raw -25578.469997 + Penalty 282.673807 = -25295.796189 Iteration 14Q: 3 clusters Score -25295.8 nChanged 7 ComputeScore: Raw -25582.999869 + Penalty 282.673807 = -25300.326062 Iteration 15Q: 3 clusters Score -25300.33 nChanged 9 ComputeScore: Raw -25588.087681 + Penalty 282.673807 = -25305.413874 Iteration 16Q: 3 clusters Score -25305.41 nChanged 5 ComputeScore: Raw -25591.340671 + Penalty 282.673807 = -25308.666863 Iteration 17Q: 3 clusters Score -25308.67 nChanged 6 ComputeScore: Raw -25596.386768 + Penalty 282.673807 = -25313.712961 Iteration 18Q: 3 clusters Score -25313.71 nChanged 6 ComputeScore: Raw -25602.030764 + Penalty 282.673807 = -25319.356957 Iteration 19Q: 3 clusters Score -25319.36 nChanged 4 ComputeScore: Raw -25603.862075 + Penalty 282.673807 = -25321.188268 Iteration 20F: 3 clusters Score -25321.19 nChanged 0 Trying to split cluster 6 (10628 points) Assigned 2 initial classes randomly. ComputeScore: Raw -87020.101442 + Penalty 166.882452 = -86853.218990 Iteration 0F: 2 clusters Score -86853.22 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -80067.937450 + Penalty 333.764903 = -79734.172547 Iteration 0F: 3 clusters Score -79734.17 nChanged 5122 ComputeScore: Raw -83303.546321 + Penalty 333.764903 = -82969.781418 Iteration 1F: 3 clusters Score -82969.78 nChanged 711 ComputeScore: Raw -83714.327662 + Penalty 333.764903 = -83380.562759 Iteration 2F: 3 clusters Score -83380.56 nChanged 697 ComputeScore: Raw -84272.105753 + Penalty 333.764903 = -83938.340850 Iteration 3F: 3 clusters Score -83938.34 nChanged 680 ComputeScore: Raw -84774.306475 + Penalty 333.764903 = -84440.541572 Iteration 4F: 3 clusters Score -84440.54 nChanged 545 ComputeScore: Raw -85056.354330 + Penalty 333.764903 = -84722.589427 Iteration 5F: 3 clusters Score -84722.59 nChanged 375 ComputeScore: Raw -85165.728976 + Penalty 333.764903 = -84831.964073 Iteration 6Q: 3 clusters Score -84831.96 nChanged 208 ComputeScore: Raw -85205.721767 + Penalty 333.764903 = -84871.956864 Iteration 7Q: 3 clusters Score -84871.96 nChanged 138 ComputeScore: Raw -85229.189853 + Penalty 333.764903 = -84895.424950 Iteration 8Q: 3 clusters Score -84895.42 nChanged 118 ComputeScore: Raw -85245.771047 + Penalty 333.764903 = -84912.006144 Iteration 9Q: 3 clusters Score -84912.01 nChanged 90 ComputeScore: Raw -85260.611277 + Penalty 333.764903 = -84926.846374 Iteration 10Q: 3 clusters Score -84926.85 nChanged 90 ComputeScore: Raw -85273.354994 + Penalty 333.764903 = -84939.590091 Iteration 11Q: 3 clusters Score -84939.59 nChanged 70 ComputeScore: Raw -85283.377875 + Penalty 333.764903 = -84949.612972 Iteration 12Q: 3 clusters Score -84949.61 nChanged 70 ComputeScore: Raw -85294.416768 + Penalty 333.764903 = -84960.651865 Iteration 13Q: 3 clusters Score -84960.65 nChanged 84 ComputeScore: Raw -85309.576699 + Penalty 333.764903 = -84975.811795 Iteration 14Q: 3 clusters Score -84975.81 nChanged 94 ComputeScore: Raw -85327.194965 + Penalty 333.764903 = -84993.430062 Iteration 15Q: 3 clusters Score -84993.43 nChanged 99 ComputeScore: Raw -85347.742135 + Penalty 333.764903 = -85013.977232 Iteration 16Q: 3 clusters Score -85013.98 nChanged 112 ComputeScore: Raw -85370.815925 + Penalty 333.764903 = -85037.051022 Iteration 17Q: 3 clusters Score -85037.05 nChanged 116 ComputeScore: Raw -85394.551944 + Penalty 333.764903 = -85060.787041 Iteration 18Q: 3 clusters Score -85060.79 nChanged 109 ComputeScore: Raw -85416.393609 + Penalty 333.764903 = -85082.628706 Iteration 19Q: 3 clusters Score -85082.63 nChanged 100 ComputeScore: Raw -85436.802491 + Penalty 333.764903 = -85103.037588 Iteration 20F: 3 clusters Score -85103.04 nChanged 100 ComputeScore: Raw -85451.299178 + Penalty 333.764903 = -85117.534275 Iteration 21Q: 3 clusters Score -85117.53 nChanged 67 ComputeScore: Raw -85460.222130 + Penalty 333.764903 = -85126.457227 Iteration 22Q: 3 clusters Score -85126.46 nChanged 64 ComputeScore: Raw -85467.051880 + Penalty 333.764903 = -85133.286977 Iteration 23Q: 3 clusters Score -85133.29 nChanged 55 ComputeScore: Raw -85473.692129 + Penalty 333.764903 = -85139.927226 Iteration 24Q: 3 clusters Score -85139.93 nChanged 61 ComputeScore: Raw -85481.658455 + Penalty 333.764903 = -85147.893551 Iteration 25Q: 3 clusters Score -85147.89 nChanged 62 ComputeScore: Raw -85488.536534 + Penalty 333.764903 = -85154.771631 Iteration 26Q: 3 clusters Score -85154.77 nChanged 53 ComputeScore: Raw -85494.438119 + Penalty 333.764903 = -85160.673216 Iteration 27Q: 3 clusters Score -85160.67 nChanged 58 ComputeScore: Raw -85499.277265 + Penalty 333.764903 = -85165.512362 Iteration 28Q: 3 clusters Score -85165.51 nChanged 48 ComputeScore: Raw -85504.071160 + Penalty 333.764903 = -85170.306257 Iteration 29Q: 3 clusters Score -85170.31 nChanged 50 ComputeScore: Raw -85509.399191 + Penalty 333.764903 = -85175.634288 Iteration 30Q: 3 clusters Score -85175.63 nChanged 56 ComputeScore: Raw -85515.291818 + Penalty 333.764903 = -85181.526915 Iteration 31Q: 3 clusters Score -85181.53 nChanged 58 ComputeScore: Raw -85520.842057 + Penalty 333.764903 = -85187.077154 Iteration 32Q: 3 clusters Score -85187.08 nChanged 53 ComputeScore: Raw -85526.047274 + Penalty 333.764903 = -85192.282371 Iteration 33Q: 3 clusters Score -85192.28 nChanged 56 ComputeScore: Raw -85531.067191 + Penalty 333.764903 = -85197.302288 Iteration 34Q: 3 clusters Score -85197.3 nChanged 56 ComputeScore: Raw -85536.307463 + Penalty 333.764903 = -85202.542560 Iteration 35Q: 3 clusters Score -85202.54 nChanged 57 ComputeScore: Raw -85540.596129 + Penalty 333.764903 = -85206.831226 Iteration 36Q: 3 clusters Score -85206.83 nChanged 35 ComputeScore: Raw -85542.949613 + Penalty 333.764903 = -85209.184710 Iteration 37Q: 3 clusters Score -85209.18 nChanged 44 ComputeScore: Raw -85546.765679 + Penalty 333.764903 = -85213.000776 Iteration 38Q: 3 clusters Score -85213 nChanged 50 ComputeScore: Raw -85551.018426 + Penalty 333.764903 = -85217.253523 Iteration 39Q: 3 clusters Score -85217.25 nChanged 53 ComputeScore: Raw -85557.075496 + Penalty 333.764903 = -85223.310593 Iteration 40F: 3 clusters Score -85223.31 nChanged 74 ComputeScore: Raw -85567.883740 + Penalty 333.764903 = -85234.118837 Iteration 41Q: 3 clusters Score -85234.12 nChanged 91 ComputeScore: Raw -85582.493982 + Penalty 333.764903 = -85248.729079 Iteration 42Q: 3 clusters Score -85248.73 nChanged 99 ComputeScore: Raw -85600.486366 + Penalty 333.764903 = -85266.721463 Iteration 43Q: 3 clusters Score -85266.72 nChanged 104 ComputeScore: Raw -85619.125784 + Penalty 333.764903 = -85285.360881 Iteration 44Q: 3 clusters Score -85285.36 nChanged 96 ComputeScore: Raw -85634.082639 + Penalty 333.764903 = -85300.317736 Iteration 45Q: 3 clusters Score -85300.32 nChanged 102 ComputeScore: Raw -85652.981419 + Penalty 333.764903 = -85319.216516 Iteration 46Q: 3 clusters Score -85319.22 nChanged 128 ComputeScore: Raw -85684.737353 + Penalty 333.764903 = -85350.972450 Iteration 47Q: 3 clusters Score -85350.97 nChanged 145 ComputeScore: Raw -85729.012516 + Penalty 333.764903 = -85395.247613 Iteration 48Q: 3 clusters Score -85395.25 nChanged 171 ComputeScore: Raw -85786.136721 + Penalty 333.764903 = -85452.371818 Iteration 49Q: 3 clusters Score -85452.37 nChanged 176 ComputeScore: Raw -85854.301971 + Penalty 333.764903 = -85520.537068 Iteration 50Q: 3 clusters Score -85520.54 nChanged 208 ComputeScore: Raw -85953.677667 + Penalty 333.764903 = -85619.912764 Iteration 51Q: 3 clusters Score -85619.91 nChanged 212 ComputeScore: Raw -86050.096006 + Penalty 333.764903 = -85716.331103 Iteration 52Q: 3 clusters Score -85716.33 nChanged 205 ComputeScore: Raw -86152.372788 + Penalty 333.764903 = -85818.607885 Iteration 53Q: 3 clusters Score -85818.61 nChanged 189 ComputeScore: Raw -86246.462413 + Penalty 333.764903 = -85912.697510 Iteration 54Q: 3 clusters Score -85912.7 nChanged 199 ComputeScore: Raw -86373.797937 + Penalty 333.764903 = -86040.033034 Iteration 55Q: 3 clusters Score -86040.03 nChanged 237 ComputeScore: Raw -86551.465126 + Penalty 333.764903 = -86217.700223 Iteration 56Q: 3 clusters Score -86217.7 nChanged 183 ComputeScore: Raw -86690.796615 + Penalty 333.764903 = -86357.031712 Iteration 57Q: 3 clusters Score -86357.03 nChanged 155 ComputeScore: Raw -86823.217921 + Penalty 333.764903 = -86489.453018 Iteration 58Q: 3 clusters Score -86489.45 nChanged 120 ComputeScore: Raw -86921.645384 + Penalty 333.764903 = -86587.880481 Iteration 59Q: 3 clusters Score -86587.88 nChanged 69 ComputeScore: Raw -86981.726158 + Penalty 333.764903 = -86647.961255 Iteration 60F: 3 clusters Score -86647.96 nChanged 53 ComputeScore: Raw -87023.708440 + Penalty 333.764903 = -86689.943537 Iteration 61Q: 3 clusters Score -86689.94 nChanged 21 ComputeScore: Raw -87037.386927 + Penalty 333.764903 = -86703.622024 Iteration 62Q: 3 clusters Score -86703.62 nChanged 14 ComputeScore: Raw -87047.664555 + Penalty 333.764903 = -86713.899652 Iteration 63Q: 3 clusters Score -86713.9 nChanged 11 ComputeScore: Raw -87053.418137 + Penalty 333.764903 = -86719.653234 Iteration 64Q: 3 clusters Score -86719.65 nChanged 3 ComputeScore: Raw -87056.894838 + Penalty 333.764903 = -86723.129935 Iteration 65Q: 3 clusters Score -86723.13 nChanged 1 ComputeScore: Raw -87057.270737 + Penalty 333.764903 = -86723.505834 Iteration 66Q: 3 clusters Score -86723.51 nChanged 0 ComputeScore: Raw -87057.270737 + Penalty 333.764903 = -86723.505834 Iteration 67F: 3 clusters Score -86723.51 nChanged 0 Trying to split cluster 7 (15626 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127187.605876 + Penalty 173.820447 = -127013.785430 Iteration 0F: 2 clusters Score -127013.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -116873.942876 + Penalty 347.640893 = -116526.301983 Iteration 0F: 3 clusters Score -116526.3 nChanged 7540 ComputeScore: Raw -121592.438126 + Penalty 347.640893 = -121244.797233 Iteration 1F: 3 clusters Score -121244.8 nChanged 911 ComputeScore: Raw -121939.891501 + Penalty 347.640893 = -121592.250608 Iteration 2F: 3 clusters Score -121592.3 nChanged 809 ComputeScore: Raw -122337.727339 + Penalty 347.640893 = -121990.086446 Iteration 3F: 3 clusters Score -121990.1 nChanged 853 ComputeScore: Raw -122877.245355 + Penalty 347.640893 = -122529.604462 Iteration 4F: 3 clusters Score -122529.6 nChanged 820 ComputeScore: Raw -123517.776570 + Penalty 347.640893 = -123170.135677 Iteration 5F: 3 clusters Score -123170.1 nChanged 745 ComputeScore: Raw -124176.470628 + Penalty 347.640893 = -123828.829735 Iteration 6Q: 3 clusters Score -123828.8 nChanged 663 ComputeScore: Raw -124686.770505 + Penalty 347.640893 = -124339.129612 Iteration 7Q: 3 clusters Score -124339.1 nChanged 500 ComputeScore: Raw -124992.879974 + Penalty 347.640893 = -124645.239081 Iteration 8Q: 3 clusters Score -124645.2 nChanged 424 ComputeScore: Raw -125209.119891 + Penalty 347.640893 = -124861.478998 Iteration 9Q: 3 clusters Score -124861.5 nChanged 408 ComputeScore: Raw -125413.899048 + Penalty 347.640893 = -125066.258155 Iteration 10Q: 3 clusters Score -125066.3 nChanged 398 ComputeScore: Raw -125621.637150 + Penalty 347.640893 = -125273.996257 Iteration 11Q: 3 clusters Score -125274 nChanged 400 ComputeScore: Raw -125860.268212 + Penalty 347.640893 = -125512.627319 Iteration 12Q: 3 clusters Score -125512.6 nChanged 411 ComputeScore: Raw -126134.342024 + Penalty 347.640893 = -125786.701131 Iteration 13Q: 3 clusters Score -125786.7 nChanged 356 ComputeScore: Raw -126385.804210 + Penalty 347.640893 = -126038.163317 Iteration 14Q: 3 clusters Score -126038.2 nChanged 296 ComputeScore: Raw -126601.607512 + Penalty 347.640893 = -126253.966619 Iteration 15Q: 3 clusters Score -126254 nChanged 237 ComputeScore: Raw -126782.388838 + Penalty 347.640893 = -126434.747945 Iteration 16Q: 3 clusters Score -126434.7 nChanged 179 ComputeScore: Raw -126922.754281 + Penalty 347.640893 = -126575.113388 Iteration 17Q: 3 clusters Score -126575.1 nChanged 139 ComputeScore: Raw -127040.537230 + Penalty 347.640893 = -126692.896337 Iteration 18Q: 3 clusters Score -126692.9 nChanged 91 ComputeScore: Raw -127116.404197 + Penalty 347.640893 = -126768.763304 Iteration 19Q: 3 clusters Score -126768.8 nChanged 58 ComputeScore: Raw -127160.154521 + Penalty 347.640893 = -126812.513628 Iteration 20F: 3 clusters Score -126812.5 nChanged 33 ComputeScore: Raw -127190.117342 + Penalty 347.640893 = -126842.476449 Iteration 21Q: 3 clusters Score -126842.5 nChanged 18 ComputeScore: Raw -127203.152635 + Penalty 347.640893 = -126855.511742 Iteration 22Q: 3 clusters Score -126855.5 nChanged 7 ComputeScore: Raw -127208.582143 + Penalty 347.640893 = -126860.941250 Iteration 23Q: 3 clusters Score -126860.9 nChanged 3 ComputeScore: Raw -127210.833517 + Penalty 347.640893 = -126863.192624 Iteration 24Q: 3 clusters Score -126863.2 nChanged 3 ComputeScore: Raw -127211.646807 + Penalty 347.640893 = -126864.005914 Iteration 25Q: 3 clusters Score -126864 nChanged 1 ComputeScore: Raw -127211.760287 + Penalty 347.640893 = -126864.119394 Iteration 26Q: 3 clusters Score -126864.1 nChanged 1 ComputeScore: Raw -127212.007400 + Penalty 347.640893 = -126864.366507 Iteration 27Q: 3 clusters Score -126864.4 nChanged 2 ComputeScore: Raw -127212.552788 + Penalty 347.640893 = -126864.911895 Iteration 28Q: 3 clusters Score -126864.9 nChanged 2 ComputeScore: Raw -127212.984976 + Penalty 347.640893 = -126865.344083 Iteration 29Q: 3 clusters Score -126865.3 nChanged 2 ComputeScore: Raw -127213.652165 + Penalty 347.640893 = -126866.011272 Iteration 30Q: 3 clusters Score -126866 nChanged 1 ComputeScore: Raw -127214.160546 + Penalty 347.640893 = -126866.519653 Iteration 31Q: 3 clusters Score -126866.5 nChanged 1 ComputeScore: Raw -127214.831477 + Penalty 347.640893 = -126867.190584 Iteration 32Q: 3 clusters Score -126867.2 nChanged 3 ComputeScore: Raw -127215.955598 + Penalty 347.640893 = -126868.314705 Iteration 33Q: 3 clusters Score -126868.3 nChanged 0 ComputeScore: Raw -127215.955598 + Penalty 347.640893 = -126868.314705 Iteration 34F: 3 clusters Score -126868.3 nChanged 0 Trying to split cluster 8 (6587 points) Assigned 2 initial classes randomly. ComputeScore: Raw -62085.937456 + Penalty 158.271359 = -61927.666097 Iteration 0F: 2 clusters Score -61927.67 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -57880.158349 + Penalty 316.542718 = -57563.615631 Iteration 0F: 3 clusters Score -57563.62 nChanged 3114 ComputeScore: Raw -59698.332752 + Penalty 316.542718 = -59381.790034 Iteration 1F: 3 clusters Score -59381.79 nChanged 389 ComputeScore: Raw -59848.957167 + Penalty 316.542718 = -59532.414449 Iteration 2F: 3 clusters Score -59532.41 nChanged 362 ComputeScore: Raw -59987.873805 + Penalty 316.542718 = -59671.331087 Iteration 3F: 3 clusters Score -59671.33 nChanged 341 ComputeScore: Raw -60143.661559 + Penalty 316.542718 = -59827.118841 Iteration 4F: 3 clusters Score -59827.12 nChanged 367 ComputeScore: Raw -60340.792465 + Penalty 316.542718 = -60024.249747 Iteration 5F: 3 clusters Score -60024.25 nChanged 399 ComputeScore: Raw -60583.601237 + Penalty 316.542718 = -60267.058519 Iteration 6F: 3 clusters Score -60267.06 nChanged 413 ComputeScore: Raw -60867.978499 + Penalty 316.542718 = -60551.435781 Iteration 7F: 3 clusters Score -60551.44 nChanged 382 ComputeScore: Raw -61177.621066 + Penalty 316.542718 = -60861.078347 Iteration 8F: 3 clusters Score -60861.08 nChanged 356 ComputeScore: Raw -61506.518486 + Penalty 316.542718 = -61189.975768 Iteration 9F: 3 clusters Score -61189.98 nChanged 304 ComputeScore: Raw -61818.043901 + Penalty 316.542718 = -61501.501183 Iteration 10Q: 3 clusters Score -61501.5 nChanged 176 ComputeScore: Raw -62015.901245 + Penalty 316.542718 = -61699.358526 Iteration 11Q: 3 clusters Score -61699.36 nChanged 61 ComputeScore: Raw -62066.657096 + Penalty 316.542718 = -61750.114377 Iteration 12Q: 3 clusters Score -61750.11 nChanged 28 ComputeScore: Raw -62085.206415 + Penalty 316.542718 = -61768.663697 Iteration 13Q: 3 clusters Score -61768.66 nChanged 14 ComputeScore: Raw -62091.750712 + Penalty 316.542718 = -61775.207993 Iteration 14Q: 3 clusters Score -61775.21 nChanged 8 ComputeScore: Raw -62096.166631 + Penalty 316.542718 = -61779.623913 Iteration 15Q: 3 clusters Score -61779.62 nChanged 6 ComputeScore: Raw -62099.703637 + Penalty 316.542718 = -61783.160919 Iteration 16Q: 3 clusters Score -61783.16 nChanged 3 ComputeScore: Raw -62101.037896 + Penalty 316.542718 = -61784.495177 Iteration 17Q: 3 clusters Score -61784.5 nChanged 3 ComputeScore: Raw -62103.079001 + Penalty 316.542718 = -61786.536283 Iteration 18Q: 3 clusters Score -61786.54 nChanged 8 ComputeScore: Raw -62108.897064 + Penalty 316.542718 = -61792.354346 Iteration 19Q: 3 clusters Score -61792.35 nChanged 3 ComputeScore: Raw -62109.526339 + Penalty 316.542718 = -61792.983621 Iteration 20F: 3 clusters Score -61792.98 nChanged 2 ComputeScore: Raw -62110.269705 + Penalty 316.542718 = -61793.726987 Iteration 21Q: 3 clusters Score -61793.73 nChanged 2 ComputeScore: Raw -62112.216639 + Penalty 316.542718 = -61795.673920 Iteration 22Q: 3 clusters Score -61795.67 nChanged 1 ComputeScore: Raw -62112.663966 + Penalty 316.542718 = -61796.121248 Iteration 23Q: 3 clusters Score -61796.12 nChanged 0 ComputeScore: Raw -62112.663966 + Penalty 316.542718 = -61796.121248 Iteration 24F: 3 clusters Score -61796.12 nChanged 0 Trying to split cluster 9 (744 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9761.205866 + Penalty 119.016739 = -9642.189127 Iteration 0F: 2 clusters Score -9642.189 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9353.771474 + Penalty 238.033477 = -9115.737997 Iteration 0F: 3 clusters Score -9115.738 nChanged 330 ComputeScore: Raw -9532.232417 + Penalty 238.033477 = -9294.198940 Iteration 1F: 3 clusters Score -9294.199 nChanged 66 ComputeScore: Raw -9574.777101 + Penalty 238.033477 = -9336.743624 Iteration 2F: 3 clusters Score -9336.744 nChanged 56 ComputeScore: Raw -9613.931929 + Penalty 238.033477 = -9375.898452 Iteration 3F: 3 clusters Score -9375.898 nChanged 49 ComputeScore: Raw -9656.597448 + Penalty 238.033477 = -9418.563971 Iteration 4F: 3 clusters Score -9418.564 nChanged 42 ComputeScore: Raw -9691.757552 + Penalty 238.033477 = -9453.724075 Iteration 5F: 3 clusters Score -9453.724 nChanged 30 ComputeScore: Raw -9715.174872 + Penalty 238.033477 = -9477.141395 Iteration 6Q: 3 clusters Score -9477.141 nChanged 20 ComputeScore: Raw -9730.769272 + Penalty 238.033477 = -9492.735794 Iteration 7Q: 3 clusters Score -9492.736 nChanged 13 ComputeScore: Raw -9742.314528 + Penalty 238.033477 = -9504.281051 Iteration 8Q: 3 clusters Score -9504.281 nChanged 9 ComputeScore: Raw -9753.816740 + Penalty 238.033477 = -9515.783262 Iteration 9Q: 3 clusters Score -9515.783 nChanged 5 ComputeScore: Raw -9761.231644 + Penalty 238.033477 = -9523.198167 Iteration 10Q: 3 clusters Score -9523.198 nChanged 3 ComputeScore: Raw -9765.279150 + Penalty 238.033477 = -9527.245672 Iteration 11Q: 3 clusters Score -9527.246 nChanged 0 ComputeScore: Raw -9765.279150 + Penalty 238.033477 = -9527.245672 Iteration 12F: 3 clusters Score -9527.246 nChanged 0 Trying to split cluster 10 (1098 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8627.792839 + Penalty 126.022421 = -8501.770418 Iteration 0F: 2 clusters Score -8501.77 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8030.788165 + Penalty 252.044842 = -7778.743322 Iteration 0F: 3 clusters Score -7778.743 nChanged 452 ComputeScore: Raw -8369.807459 + Penalty 252.044842 = -8117.762616 Iteration 1F: 3 clusters Score -8117.763 nChanged 104 ComputeScore: Raw -8487.839668 + Penalty 252.044842 = -8235.794825 Iteration 2F: 3 clusters Score -8235.795 nChanged 77 ComputeScore: Raw -8570.605722 + Penalty 252.044842 = -8318.560880 Iteration 3F: 3 clusters Score -8318.561 nChanged 50 ComputeScore: Raw -8615.424101 + Penalty 252.044842 = -8363.379258 Iteration 4Q: 3 clusters Score -8363.379 nChanged 32 ComputeScore: Raw -8636.032664 + Penalty 252.044842 = -8383.987821 Iteration 5Q: 3 clusters Score -8383.988 nChanged 14 ComputeScore: Raw -8643.439661 + Penalty 252.044842 = -8391.394819 Iteration 6Q: 3 clusters Score -8391.395 nChanged 11 ComputeScore: Raw -8647.850263 + Penalty 252.044842 = -8395.805421 Iteration 7Q: 3 clusters Score -8395.805 nChanged 9 ComputeScore: Raw -8651.595170 + Penalty 252.044842 = -8399.550328 Iteration 8Q: 3 clusters Score -8399.55 nChanged 6 ComputeScore: Raw -8653.894595 + Penalty 252.044842 = -8401.849753 Iteration 9Q: 3 clusters Score -8401.85 nChanged 3 ComputeScore: Raw -8654.529144 + Penalty 252.044842 = -8402.484302 Iteration 10Q: 3 clusters Score -8402.484 nChanged 0 ComputeScore: Raw -8654.529144 + Penalty 252.044842 = -8402.484302 Iteration 11F: 3 clusters Score -8402.484 nChanged 0 Trying to split cluster 11 (3511 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32983.333432 + Penalty 146.945811 = -32836.387621 Iteration 0F: 2 clusters Score -32836.39 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30784.754572 + Penalty 293.891622 = -30490.862950 Iteration 0F: 3 clusters Score -30490.86 nChanged 1638 ComputeScore: Raw -31941.275219 + Penalty 293.891622 = -31647.383596 Iteration 1F: 3 clusters Score -31647.38 nChanged 269 ComputeScore: Raw -32218.210121 + Penalty 293.891622 = -31924.318498 Iteration 2F: 3 clusters Score -31924.32 nChanged 225 ComputeScore: Raw -32381.915444 + Penalty 293.891622 = -32088.023822 Iteration 3F: 3 clusters Score -32088.02 nChanged 150 ComputeScore: Raw -32451.744504 + Penalty 293.891622 = -32157.852882 Iteration 4Q: 3 clusters Score -32157.85 nChanged 82 ComputeScore: Raw -32474.583471 + Penalty 293.891622 = -32180.691849 Iteration 5Q: 3 clusters Score -32180.69 nChanged 57 ComputeScore: Raw -32487.482869 + Penalty 293.891622 = -32193.591246 Iteration 6Q: 3 clusters Score -32193.59 nChanged 35 ComputeScore: Raw -32495.978670 + Penalty 293.891622 = -32202.087048 Iteration 7Q: 3 clusters Score -32202.09 nChanged 31 ComputeScore: Raw -32504.840288 + Penalty 293.891622 = -32210.948665 Iteration 8Q: 3 clusters Score -32210.95 nChanged 40 ComputeScore: Raw -32514.663880 + Penalty 293.891622 = -32220.772257 Iteration 9Q: 3 clusters Score -32220.77 nChanged 40 ComputeScore: Raw -32526.147045 + Penalty 293.891622 = -32232.255423 Iteration 10Q: 3 clusters Score -32232.26 nChanged 45 ComputeScore: Raw -32540.466067 + Penalty 293.891622 = -32246.574444 Iteration 11Q: 3 clusters Score -32246.57 nChanged 49 ComputeScore: Raw -32560.513401 + Penalty 293.891622 = -32266.621779 Iteration 12Q: 3 clusters Score -32266.62 nChanged 55 ComputeScore: Raw -32578.550558 + Penalty 293.891622 = -32284.658936 Iteration 13Q: 3 clusters Score -32284.66 nChanged 52 ComputeScore: Raw -32594.825451 + Penalty 293.891622 = -32300.933829 Iteration 14Q: 3 clusters Score -32300.93 nChanged 51 ComputeScore: Raw -32610.496605 + Penalty 293.891622 = -32316.604983 Iteration 15Q: 3 clusters Score -32316.6 nChanged 47 ComputeScore: Raw -32622.344129 + Penalty 293.891622 = -32328.452507 Iteration 16Q: 3 clusters Score -32328.45 nChanged 30 ComputeScore: Raw -32627.813472 + Penalty 293.891622 = -32333.921849 Iteration 17Q: 3 clusters Score -32333.92 nChanged 23 ComputeScore: Raw -32632.648170 + Penalty 293.891622 = -32338.756548 Iteration 18Q: 3 clusters Score -32338.76 nChanged 24 ComputeScore: Raw -32638.819431 + Penalty 293.891622 = -32344.927808 Iteration 19Q: 3 clusters Score -32344.93 nChanged 31 ComputeScore: Raw -32647.005409 + Penalty 293.891622 = -32353.113787 Iteration 20F: 3 clusters Score -32353.11 nChanged 31 ComputeScore: Raw -32660.192374 + Penalty 293.891622 = -32366.300752 Iteration 21Q: 3 clusters Score -32366.3 nChanged 51 ComputeScore: Raw -32685.951472 + Penalty 293.891622 = -32392.059850 Iteration 22Q: 3 clusters Score -32392.06 nChanged 62 ComputeScore: Raw -32718.932558 + Penalty 293.891622 = -32425.040936 Iteration 23Q: 3 clusters Score -32425.04 nChanged 49 ComputeScore: Raw -32740.651641 + Penalty 293.891622 = -32446.760019 Iteration 24Q: 3 clusters Score -32446.76 nChanged 46 ComputeScore: Raw -32757.911306 + Penalty 293.891622 = -32464.019684 Iteration 25Q: 3 clusters Score -32464.02 nChanged 39 ComputeScore: Raw -32770.480106 + Penalty 293.891622 = -32476.588484 Iteration 26Q: 3 clusters Score -32476.59 nChanged 35 ComputeScore: Raw -32780.244027 + Penalty 293.891622 = -32486.352405 Iteration 27Q: 3 clusters Score -32486.35 nChanged 30 ComputeScore: Raw -32789.472617 + Penalty 293.891622 = -32495.580994 Iteration 28Q: 3 clusters Score -32495.58 nChanged 29 ComputeScore: Raw -32796.116839 + Penalty 293.891622 = -32502.225217 Iteration 29Q: 3 clusters Score -32502.23 nChanged 21 ComputeScore: Raw -32802.415299 + Penalty 293.891622 = -32508.523677 Iteration 30Q: 3 clusters Score -32508.52 nChanged 22 ComputeScore: Raw -32808.230838 + Penalty 293.891622 = -32514.339216 Iteration 31Q: 3 clusters Score -32514.34 nChanged 20 ComputeScore: Raw -32811.852678 + Penalty 293.891622 = -32517.961056 Iteration 32Q: 3 clusters Score -32517.96 nChanged 10 ComputeScore: Raw -32812.694237 + Penalty 293.891622 = -32518.802615 Iteration 33Q: 3 clusters Score -32518.8 nChanged 5 ComputeScore: Raw -32813.058868 + Penalty 293.891622 = -32519.167246 Iteration 34Q: 3 clusters Score -32519.17 nChanged 3 ComputeScore: Raw -32813.310337 + Penalty 293.891622 = -32519.418715 Iteration 35Q: 3 clusters Score -32519.42 nChanged 2 ComputeScore: Raw -32813.390599 + Penalty 293.891622 = -32519.498976 Iteration 36Q: 3 clusters Score -32519.5 nChanged 4 ComputeScore: Raw -32813.768585 + Penalty 293.891622 = -32519.876963 Iteration 37Q: 3 clusters Score -32519.88 nChanged 7 ComputeScore: Raw -32814.187095 + Penalty 293.891622 = -32520.295473 Iteration 38Q: 3 clusters Score -32520.3 nChanged 4 ComputeScore: Raw -32814.719920 + Penalty 293.891622 = -32520.828297 Iteration 39Q: 3 clusters Score -32520.83 nChanged 7 ComputeScore: Raw -32815.238454 + Penalty 293.891622 = -32521.346831 Iteration 40F: 3 clusters Score -32521.35 nChanged 3 ComputeScore: Raw -32815.341477 + Penalty 293.891622 = -32521.449855 Iteration 41Q: 3 clusters Score -32521.45 nChanged 3 ComputeScore: Raw -32815.566726 + Penalty 293.891622 = -32521.675103 Iteration 42Q: 3 clusters Score -32521.68 nChanged 3 ComputeScore: Raw -32815.722462 + Penalty 293.891622 = -32521.830839 Iteration 43Q: 3 clusters Score -32521.83 nChanged 4 ComputeScore: Raw -32815.902577 + Penalty 293.891622 = -32522.010954 Iteration 44Q: 3 clusters Score -32522.01 nChanged 1 ComputeScore: Raw -32815.915499 + Penalty 293.891622 = -32522.023877 Iteration 45Q: 3 clusters Score -32522.02 nChanged 1 ComputeScore: Raw -32815.927292 + Penalty 293.891622 = -32522.035669 Iteration 46Q: 3 clusters Score -32522.04 nChanged 1 ComputeScore: Raw -32815.942994 + Penalty 293.891622 = -32522.051371 Iteration 47Q: 3 clusters Score -32522.05 nChanged 0 ComputeScore: Raw -32815.942994 + Penalty 293.891622 = -32522.051371 Iteration 48F: 3 clusters Score -32522.05 nChanged 0 Trying to split cluster 12 (4575 points) Assigned 2 initial classes randomly. ComputeScore: Raw -45265.341554 + Penalty 151.710516 = -45113.631039 Iteration 0F: 2 clusters Score -45113.63 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -42360.124684 + Penalty 303.421031 = -42056.703652 Iteration 0F: 3 clusters Score -42056.7 nChanged 2153 ComputeScore: Raw -43693.659383 + Penalty 303.421031 = -43390.238352 Iteration 1F: 3 clusters Score -43390.24 nChanged 315 ComputeScore: Raw -43820.868149 + Penalty 303.421031 = -43517.447118 Iteration 2F: 3 clusters Score -43517.45 nChanged 253 ComputeScore: Raw -43914.863025 + Penalty 303.421031 = -43611.441994 Iteration 3F: 3 clusters Score -43611.44 nChanged 209 ComputeScore: Raw -44018.657591 + Penalty 303.421031 = -43715.236560 Iteration 4Q: 3 clusters Score -43715.24 nChanged 219 ComputeScore: Raw -44143.874596 + Penalty 303.421031 = -43840.453565 Iteration 5Q: 3 clusters Score -43840.45 nChanged 233 ComputeScore: Raw -44323.108200 + Penalty 303.421031 = -44019.687169 Iteration 6F: 3 clusters Score -44019.69 nChanged 274 ComputeScore: Raw -44594.721375 + Penalty 303.421031 = -44291.300344 Iteration 7F: 3 clusters Score -44291.3 nChanged 210 ComputeScore: Raw -44861.382119 + Penalty 303.421031 = -44557.961088 Iteration 8Q: 3 clusters Score -44557.96 nChanged 134 ComputeScore: Raw -45060.026671 + Penalty 303.421031 = -44756.605640 Iteration 9Q: 3 clusters Score -44756.61 nChanged 72 ComputeScore: Raw -45112.361333 + Penalty 303.421031 = -44808.940302 Iteration 10Q: 3 clusters Score -44808.94 nChanged 50 ComputeScore: Raw -45141.413007 + Penalty 303.421031 = -44837.991976 Iteration 11Q: 3 clusters Score -44837.99 nChanged 46 ComputeScore: Raw -45162.265206 + Penalty 303.421031 = -44858.844175 Iteration 12Q: 3 clusters Score -44858.84 nChanged 28 ComputeScore: Raw -45175.126752 + Penalty 303.421031 = -44871.705721 Iteration 13Q: 3 clusters Score -44871.71 nChanged 25 ComputeScore: Raw -45184.062449 + Penalty 303.421031 = -44880.641417 Iteration 14Q: 3 clusters Score -44880.64 nChanged 24 ComputeScore: Raw -45192.610429 + Penalty 303.421031 = -44889.189398 Iteration 15Q: 3 clusters Score -44889.19 nChanged 23 ComputeScore: Raw -45200.413564 + Penalty 303.421031 = -44896.992533 Iteration 16Q: 3 clusters Score -44896.99 nChanged 20 ComputeScore: Raw -45208.653942 + Penalty 303.421031 = -44905.232911 Iteration 17Q: 3 clusters Score -44905.23 nChanged 23 ComputeScore: Raw -45216.375289 + Penalty 303.421031 = -44912.954258 Iteration 18Q: 3 clusters Score -44912.95 nChanged 19 ComputeScore: Raw -45223.495310 + Penalty 303.421031 = -44920.074279 Iteration 19Q: 3 clusters Score -44920.07 nChanged 25 ComputeScore: Raw -45233.668771 + Penalty 303.421031 = -44930.247740 Iteration 20F: 3 clusters Score -44930.25 nChanged 21 ComputeScore: Raw -45240.635961 + Penalty 303.421031 = -44937.214930 Iteration 21Q: 3 clusters Score -44937.21 nChanged 18 ComputeScore: Raw -45246.797401 + Penalty 303.421031 = -44943.376370 Iteration 22Q: 3 clusters Score -44943.38 nChanged 19 ComputeScore: Raw -45255.033808 + Penalty 303.421031 = -44951.612776 Iteration 23Q: 3 clusters Score -44951.61 nChanged 19 ComputeScore: Raw -45263.872421 + Penalty 303.421031 = -44960.451390 Iteration 24Q: 3 clusters Score -44960.45 nChanged 18 ComputeScore: Raw -45274.243093 + Penalty 303.421031 = -44970.822062 Iteration 25Q: 3 clusters Score -44970.82 nChanged 12 ComputeScore: Raw -45279.997460 + Penalty 303.421031 = -44976.576429 Iteration 26Q: 3 clusters Score -44976.58 nChanged 12 ComputeScore: Raw -45284.524140 + Penalty 303.421031 = -44981.103109 Iteration 27Q: 3 clusters Score -44981.1 nChanged 7 ComputeScore: Raw -45287.198109 + Penalty 303.421031 = -44983.777078 Iteration 28Q: 3 clusters Score -44983.78 nChanged 6 ComputeScore: Raw -45289.228811 + Penalty 303.421031 = -44985.807780 Iteration 29Q: 3 clusters Score -44985.81 nChanged 1 ComputeScore: Raw -45289.626170 + Penalty 303.421031 = -44986.205139 Iteration 30Q: 3 clusters Score -44986.21 nChanged 2 ComputeScore: Raw -45290.859556 + Penalty 303.421031 = -44987.438525 Iteration 31Q: 3 clusters Score -44987.44 nChanged 2 ComputeScore: Raw -45291.797313 + Penalty 303.421031 = -44988.376282 Iteration 32Q: 3 clusters Score -44988.38 nChanged 2 ComputeScore: Raw -45291.945786 + Penalty 303.421031 = -44988.524755 Iteration 33Q: 3 clusters Score -44988.52 nChanged 1 ComputeScore: Raw -45292.384571 + Penalty 303.421031 = -44988.963540 Iteration 34Q: 3 clusters Score -44988.96 nChanged 1 ComputeScore: Raw -45292.447856 + Penalty 303.421031 = -44989.026825 Iteration 35Q: 3 clusters Score -44989.03 nChanged 0 ComputeScore: Raw -45292.447856 + Penalty 303.421031 = -44989.026825 Iteration 36F: 3 clusters Score -44989.03 nChanged 0 Trying to split cluster 13 (518 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6906.984589 + Penalty 112.499554 = -6794.485035 Iteration 0F: 2 clusters Score -6794.485 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6641.059650 + Penalty 224.999109 = -6416.060541 Iteration 0F: 3 clusters Score -6416.061 nChanged 202 ComputeScore: Raw -6768.202703 + Penalty 224.999109 = -6543.203594 Iteration 1F: 3 clusters Score -6543.204 nChanged 52 ComputeScore: Raw -6810.347339 + Penalty 224.999109 = -6585.348231 Iteration 2F: 3 clusters Score -6585.348 nChanged 30 ComputeScore: Raw -6836.829365 + Penalty 224.999109 = -6611.830256 Iteration 3F: 3 clusters Score -6611.83 nChanged 26 ComputeScore: Raw -6863.015784 + Penalty 224.999109 = -6638.016675 Iteration 4F: 3 clusters Score -6638.017 nChanged 22 ComputeScore: Raw -6877.639819 + Penalty 224.999109 = -6652.640711 Iteration 5Q: 3 clusters Score -6652.641 nChanged 13 ComputeScore: Raw -6883.350886 + Penalty 224.999109 = -6658.351778 Iteration 6Q: 3 clusters Score -6658.352 nChanged 3 ComputeScore: Raw -6884.328097 + Penalty 224.999109 = -6659.328988 Iteration 7Q: 3 clusters Score -6659.329 nChanged 1 ComputeScore: Raw -6884.434844 + Penalty 224.999109 = -6659.435735 Iteration 8Q: 3 clusters Score -6659.436 nChanged 0 ComputeScore: Raw -6884.434844 + Penalty 224.999109 = -6659.435735 Iteration 9F: 3 clusters Score -6659.436 nChanged 0 Trying to split cluster 14 (230 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1817.723465 + Penalty 97.885428 = -1719.838038 Iteration 0F: 2 clusters Score -1719.838 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1725.822216 + Penalty 195.770855 = -1530.051361 Iteration 0F: 3 clusters Score -1530.051 nChanged 87 ComputeScore: Raw -1788.353844 + Penalty 195.770855 = -1592.582988 Iteration 1F: 3 clusters Score -1592.583 nChanged 11 ComputeScore: Raw -1793.126447 + Penalty 195.770855 = -1597.355592 Iteration 2Q: 3 clusters Score -1597.356 nChanged 7 ComputeScore: Raw -1797.437113 + Penalty 195.770855 = -1601.666258 Iteration 3Q: 3 clusters Score -1601.666 nChanged 5 ComputeScore: Raw -1802.138789 + Penalty 195.770855 = -1606.367934 Iteration 4Q: 3 clusters Score -1606.368 nChanged 4 ComputeScore: Raw -1806.469008 + Penalty 195.770855 = -1610.698153 Iteration 5Q: 3 clusters Score -1610.698 nChanged 5 ComputeScore: Raw -1810.232000 + Penalty 195.770855 = -1614.461145 Iteration 6Q: 3 clusters Score -1614.461 nChanged 5 ComputeScore: Raw -1815.136183 + Penalty 195.770855 = -1619.365328 Iteration 7Q: 3 clusters Score -1619.365 nChanged 5 ComputeScore: Raw -1819.539860 + Penalty 195.770855 = -1623.769005 Iteration 8Q: 3 clusters Score -1623.769 nChanged 3 ComputeScore: Raw -1822.853172 + Penalty 195.770855 = -1627.082317 Iteration 9Q: 3 clusters Score -1627.082 nChanged 4 ComputeScore: Raw -1824.922731 + Penalty 195.770855 = -1629.151876 Iteration 10Q: 3 clusters Score -1629.152 nChanged 2 ComputeScore: Raw -1825.767019 + Penalty 195.770855 = -1629.996164 Iteration 11Q: 3 clusters Score -1629.996 nChanged 2 ComputeScore: Raw -1826.274503 + Penalty 195.770855 = -1630.503647 Iteration 12Q: 3 clusters Score -1630.504 nChanged 2 ComputeScore: Raw -1826.649352 + Penalty 195.770855 = -1630.878497 Iteration 13Q: 3 clusters Score -1630.878 nChanged 1 ComputeScore: Raw -1826.885669 + Penalty 195.770855 = -1631.114814 Iteration 14Q: 3 clusters Score -1631.115 nChanged 1 ComputeScore: Raw -1828.031203 + Penalty 195.770855 = -1632.260348 Iteration 15Q: 3 clusters Score -1632.26 nChanged 2 ComputeScore: Raw -1831.948273 + Penalty 195.770855 = -1636.177418 Iteration 16Q: 3 clusters Score -1636.177 nChanged 3 ComputeScore: Raw -1838.207606 + Penalty 195.770855 = -1642.436751 Iteration 17Q: 3 clusters Score -1642.437 nChanged 4 ComputeScore: Raw -1843.580320 + Penalty 195.770855 = -1647.809465 Iteration 18Q: 3 clusters Score -1647.809 nChanged 3 ComputeScore: Raw -1848.233971 + Penalty 195.770855 = -1652.463116 Iteration 19Q: 3 clusters Score -1652.463 nChanged 2 ComputeScore: Raw -1851.802257 + Penalty 195.770855 = -1656.031402 Iteration 20F: 3 clusters Score -1656.031 nChanged 2 ComputeScore: Raw -1853.546212 + Penalty 195.770855 = -1657.775357 Iteration 21Q: 3 clusters Score -1657.775 nChanged 0 ComputeScore: Raw -1853.546212 + Penalty 195.770855 = -1657.775357 Iteration 22F: 3 clusters Score -1657.775 nChanged 0 Trying to split cluster 15 (293 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4084.964197 + Penalty 102.243107 = -3982.721090 Iteration 0F: 2 clusters Score -3982.721 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3946.938425 + Penalty 204.486214 = -3742.452211 Iteration 0F: 3 clusters Score -3742.452 nChanged 106 ComputeScore: Raw -4007.310665 + Penalty 204.486214 = -3802.824451 Iteration 1F: 3 clusters Score -3802.824 nChanged 23 ComputeScore: Raw -4024.950630 + Penalty 204.486214 = -3820.464417 Iteration 2F: 3 clusters Score -3820.464 nChanged 14 ComputeScore: Raw -4030.744568 + Penalty 204.486214 = -3826.258354 Iteration 3Q: 3 clusters Score -3826.258 nChanged 4 ComputeScore: Raw -4031.605439 + Penalty 204.486214 = -3827.119225 Iteration 4Q: 3 clusters Score -3827.119 nChanged 1 ComputeScore: Raw -4031.971113 + Penalty 204.486214 = -3827.484899 Iteration 5Q: 3 clusters Score -3827.485 nChanged 3 ComputeScore: Raw -4034.802921 + Penalty 204.486214 = -3830.316707 Iteration 6Q: 3 clusters Score -3830.317 nChanged 3 ComputeScore: Raw -4036.387317 + Penalty 204.486214 = -3831.901103 Iteration 7Q: 3 clusters Score -3831.901 nChanged 3 ComputeScore: Raw -4038.213687 + Penalty 204.486214 = -3833.727473 Iteration 8Q: 3 clusters Score -3833.727 nChanged 4 ComputeScore: Raw -4039.829277 + Penalty 204.486214 = -3835.343064 Iteration 9Q: 3 clusters Score -3835.343 nChanged 4 ComputeScore: Raw -4042.598644 + Penalty 204.486214 = -3838.112430 Iteration 10Q: 3 clusters Score -3838.112 nChanged 2 ComputeScore: Raw -4042.990004 + Penalty 204.486214 = -3838.503790 Iteration 11Q: 3 clusters Score -3838.504 nChanged 0 ComputeScore: Raw -4042.990004 + Penalty 204.486214 = -3838.503790 Iteration 12F: 3 clusters Score -3838.504 nChanged 0 Trying to split cluster 16 (800 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10260.023589 + Penalty 120.323011 = -10139.700578 Iteration 0F: 2 clusters Score -10139.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9808.930985 + Penalty 240.646022 = -9568.284963 Iteration 0F: 3 clusters Score -9568.285 nChanged 359 ComputeScore: Raw -10068.776946 + Penalty 240.646022 = -9828.130924 Iteration 1F: 3 clusters Score -9828.131 nChanged 71 ComputeScore: Raw -10139.176816 + Penalty 240.646022 = -9898.530794 Iteration 2F: 3 clusters Score -9898.531 nChanged 56 ComputeScore: Raw -10199.408662 + Penalty 240.646022 = -9958.762640 Iteration 3F: 3 clusters Score -9958.763 nChanged 36 ComputeScore: Raw -10236.166364 + Penalty 240.646022 = -9995.520342 Iteration 4Q: 3 clusters Score -9995.52 nChanged 31 ComputeScore: Raw -10261.041964 + Penalty 240.646022 = -10020.395942 Iteration 5Q: 3 clusters Score -10020.4 nChanged 15 ComputeScore: Raw -10266.841571 + Penalty 240.646022 = -10026.195549 Iteration 6Q: 3 clusters Score -10026.2 nChanged 9 ComputeScore: Raw -10270.848244 + Penalty 240.646022 = -10030.202222 Iteration 7Q: 3 clusters Score -10030.2 nChanged 8 ComputeScore: Raw -10276.015843 + Penalty 240.646022 = -10035.369820 Iteration 8Q: 3 clusters Score -10035.37 nChanged 6 ComputeScore: Raw -10278.736401 + Penalty 240.646022 = -10038.090379 Iteration 9Q: 3 clusters Score -10038.09 nChanged 7 ComputeScore: Raw -10281.446306 + Penalty 240.646022 = -10040.800284 Iteration 10Q: 3 clusters Score -10040.8 nChanged 3 ComputeScore: Raw -10282.486463 + Penalty 240.646022 = -10041.840441 Iteration 11Q: 3 clusters Score -10041.84 nChanged 4 ComputeScore: Raw -10284.264679 + Penalty 240.646022 = -10043.618657 Iteration 12Q: 3 clusters Score -10043.62 nChanged 2 ComputeScore: Raw -10284.899062 + Penalty 240.646022 = -10044.253040 Iteration 13Q: 3 clusters Score -10044.25 nChanged 1 ComputeScore: Raw -10285.370686 + Penalty 240.646022 = -10044.724664 Iteration 14Q: 3 clusters Score -10044.72 nChanged 2 ComputeScore: Raw -10286.020506 + Penalty 240.646022 = -10045.374484 Iteration 15Q: 3 clusters Score -10045.37 nChanged 3 ComputeScore: Raw -10286.782252 + Penalty 240.646022 = -10046.136230 Iteration 16Q: 3 clusters Score -10046.14 nChanged 4 ComputeScore: Raw -10287.205501 + Penalty 240.646022 = -10046.559478 Iteration 17Q: 3 clusters Score -10046.56 nChanged 1 ComputeScore: Raw -10287.428047 + Penalty 240.646022 = -10046.782025 Iteration 18Q: 3 clusters Score -10046.78 nChanged 0 ComputeScore: Raw -10287.428047 + Penalty 240.646022 = -10046.782025 Iteration 19F: 3 clusters Score -10046.78 nChanged 0 Trying to split cluster 17 (595 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7113.547548 + Penalty 114.994105 = -6998.553443 Iteration 0F: 2 clusters Score -6998.553 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6774.524772 + Penalty 229.988211 = -6544.536562 Iteration 0F: 3 clusters Score -6544.537 nChanged 257 ComputeScore: Raw -6925.621852 + Penalty 229.988211 = -6695.633642 Iteration 1F: 3 clusters Score -6695.634 nChanged 48 ComputeScore: Raw -6942.342863 + Penalty 229.988211 = -6712.354652 Iteration 2F: 3 clusters Score -6712.355 nChanged 20 ComputeScore: Raw -6956.828200 + Penalty 229.988211 = -6726.839990 Iteration 3Q: 3 clusters Score -6726.84 nChanged 19 ComputeScore: Raw -6971.642915 + Penalty 229.988211 = -6741.654704 Iteration 4Q: 3 clusters Score -6741.655 nChanged 23 ComputeScore: Raw -6982.578364 + Penalty 229.988211 = -6752.590153 Iteration 5Q: 3 clusters Score -6752.59 nChanged 16 ComputeScore: Raw -6990.441002 + Penalty 229.988211 = -6760.452792 Iteration 6Q: 3 clusters Score -6760.453 nChanged 19 ComputeScore: Raw -7004.002046 + Penalty 229.988211 = -6774.013835 Iteration 7Q: 3 clusters Score -6774.014 nChanged 21 ComputeScore: Raw -7016.301671 + Penalty 229.988211 = -6786.313460 Iteration 8Q: 3 clusters Score -6786.313 nChanged 27 ComputeScore: Raw -7042.043502 + Penalty 229.988211 = -6812.055292 Iteration 9Q: 3 clusters Score -6812.055 nChanged 26 ComputeScore: Raw -7063.252013 + Penalty 229.988211 = -6833.263802 Iteration 10Q: 3 clusters Score -6833.264 nChanged 20 ComputeScore: Raw -7078.249202 + Penalty 229.988211 = -6848.260992 Iteration 11Q: 3 clusters Score -6848.261 nChanged 19 ComputeScore: Raw -7096.083851 + Penalty 229.988211 = -6866.095640 Iteration 12Q: 3 clusters Score -6866.096 nChanged 10 ComputeScore: Raw -7107.577963 + Penalty 229.988211 = -6877.589752 Iteration 13Q: 3 clusters Score -6877.59 nChanged 8 ComputeScore: Raw -7115.533397 + Penalty 229.988211 = -6885.545186 Iteration 14Q: 3 clusters Score -6885.545 nChanged 5 ComputeScore: Raw -7122.877792 + Penalty 229.988211 = -6892.889582 Iteration 15Q: 3 clusters Score -6892.89 nChanged 4 ComputeScore: Raw -7128.317132 + Penalty 229.988211 = -6898.328921 Iteration 16Q: 3 clusters Score -6898.329 nChanged 1 ComputeScore: Raw -7129.239927 + Penalty 229.988211 = -6899.251717 Iteration 17Q: 3 clusters Score -6899.252 nChanged 0 ComputeScore: Raw -7129.239927 + Penalty 229.988211 = -6899.251717 Iteration 18F: 3 clusters Score -6899.252 nChanged 0 Trying to split cluster 18 (223 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3258.247558 + Penalty 97.329092 = -3160.918466 Iteration 0F: 2 clusters Score -3160.918 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3151.643930 + Penalty 194.658184 = -2956.985746 Iteration 0F: 3 clusters Score -2956.986 nChanged 82 ComputeScore: Raw -3215.140774 + Penalty 194.658184 = -3020.482590 Iteration 1F: 3 clusters Score -3020.483 nChanged 22 ComputeScore: Raw -3236.324444 + Penalty 194.658184 = -3041.666260 Iteration 2F: 3 clusters Score -3041.666 nChanged 13 ComputeScore: Raw -3250.127868 + Penalty 194.658184 = -3055.469685 Iteration 3F: 3 clusters Score -3055.47 nChanged 9 ComputeScore: Raw -3256.804323 + Penalty 194.658184 = -3062.146139 Iteration 4Q: 3 clusters Score -3062.146 nChanged 2 ComputeScore: Raw -3258.145754 + Penalty 194.658184 = -3063.487570 Iteration 5Q: 3 clusters Score -3063.488 nChanged 2 ComputeScore: Raw -3259.412067 + Penalty 194.658184 = -3064.753883 Iteration 6Q: 3 clusters Score -3064.754 nChanged 2 ComputeScore: Raw -3261.305955 + Penalty 194.658184 = -3066.647771 Iteration 7Q: 3 clusters Score -3066.648 nChanged 3 ComputeScore: Raw -3263.145138 + Penalty 194.658184 = -3068.486954 Iteration 8Q: 3 clusters Score -3068.487 nChanged 2 ComputeScore: Raw -3264.067445 + Penalty 194.658184 = -3069.409261 Iteration 9Q: 3 clusters Score -3069.409 nChanged 3 ComputeScore: Raw -3267.236370 + Penalty 194.658184 = -3072.578186 Iteration 10Q: 3 clusters Score -3072.578 nChanged 2 ComputeScore: Raw -3268.726763 + Penalty 194.658184 = -3074.068580 Iteration 11Q: 3 clusters Score -3074.069 nChanged 3 ComputeScore: Raw -3272.134289 + Penalty 194.658184 = -3077.476105 Iteration 12Q: 3 clusters Score -3077.476 nChanged 2 ComputeScore: Raw -3272.635743 + Penalty 194.658184 = -3077.977559 Iteration 13Q: 3 clusters Score -3077.978 nChanged 0 ComputeScore: Raw -3272.635743 + Penalty 194.658184 = -3077.977559 Iteration 14F: 3 clusters Score -3077.978 nChanged 0 Trying to split cluster 19 (5359 points) Assigned 2 initial classes randomly. ComputeScore: Raw -48059.848625 + Penalty 154.557588 = -47905.291037 Iteration 0F: 2 clusters Score -47905.29 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -44636.198518 + Penalty 309.115176 = -44327.083342 Iteration 0F: 3 clusters Score -44327.08 nChanged 2538 ComputeScore: Raw -46445.247077 + Penalty 309.115176 = -46136.131901 Iteration 1F: 3 clusters Score -46136.13 nChanged 414 ComputeScore: Raw -46708.626097 + Penalty 309.115176 = -46399.510921 Iteration 2F: 3 clusters Score -46399.51 nChanged 355 ComputeScore: Raw -46973.050366 + Penalty 309.115176 = -46663.935189 Iteration 3F: 3 clusters Score -46663.94 nChanged 283 ComputeScore: Raw -47232.008165 + Penalty 309.115176 = -46922.892989 Iteration 4F: 3 clusters Score -46922.89 nChanged 274 ComputeScore: Raw -47528.284798 + Penalty 309.115176 = -47219.169622 Iteration 5F: 3 clusters Score -47219.17 nChanged 245 ComputeScore: Raw -47776.786494 + Penalty 309.115176 = -47467.671318 Iteration 6Q: 3 clusters Score -47467.67 nChanged 210 ComputeScore: Raw -48019.887203 + Penalty 309.115176 = -47710.772027 Iteration 7Q: 3 clusters Score -47710.77 nChanged 177 ComputeScore: Raw -48191.779080 + Penalty 309.115176 = -47882.663904 Iteration 8Q: 3 clusters Score -47882.66 nChanged 125 ComputeScore: Raw -48288.727750 + Penalty 309.115176 = -47979.612574 Iteration 9Q: 3 clusters Score -47979.61 nChanged 87 ComputeScore: Raw -48330.245966 + Penalty 309.115176 = -48021.130790 Iteration 10Q: 3 clusters Score -48021.13 nChanged 54 ComputeScore: Raw -48344.688423 + Penalty 309.115176 = -48035.573247 Iteration 11Q: 3 clusters Score -48035.57 nChanged 32 ComputeScore: Raw -48351.283856 + Penalty 309.115176 = -48042.168680 Iteration 12Q: 3 clusters Score -48042.17 nChanged 16 ComputeScore: Raw -48353.256833 + Penalty 309.115176 = -48044.141656 Iteration 13Q: 3 clusters Score -48044.14 nChanged 14 ComputeScore: Raw -48354.741882 + Penalty 309.115176 = -48045.626706 Iteration 14Q: 3 clusters Score -48045.63 nChanged 12 ComputeScore: Raw -48355.872768 + Penalty 309.115176 = -48046.757592 Iteration 15Q: 3 clusters Score -48046.76 nChanged 8 ComputeScore: Raw -48356.329774 + Penalty 309.115176 = -48047.214598 Iteration 16Q: 3 clusters Score -48047.21 nChanged 3 ComputeScore: Raw -48356.535051 + Penalty 309.115176 = -48047.419875 Iteration 17Q: 3 clusters Score -48047.42 nChanged 4 ComputeScore: Raw -48356.861411 + Penalty 309.115176 = -48047.746235 Iteration 18Q: 3 clusters Score -48047.75 nChanged 6 ComputeScore: Raw -48357.238270 + Penalty 309.115176 = -48048.123094 Iteration 19Q: 3 clusters Score -48048.12 nChanged 3 ComputeScore: Raw -48357.462417 + Penalty 309.115176 = -48048.347241 Iteration 20F: 3 clusters Score -48048.35 nChanged 4 ComputeScore: Raw -48357.631774 + Penalty 309.115176 = -48048.516597 Iteration 21Q: 3 clusters Score -48048.52 nChanged 4 ComputeScore: Raw -48357.765677 + Penalty 309.115176 = -48048.650501 Iteration 22Q: 3 clusters Score -48048.65 nChanged 1 ComputeScore: Raw -48357.781381 + Penalty 309.115176 = -48048.666205 Iteration 23Q: 3 clusters Score -48048.67 nChanged 0 ComputeScore: Raw -48357.781381 + Penalty 309.115176 = -48048.666205 Iteration 24F: 3 clusters Score -48048.67 nChanged 0 ComputeScore: Raw -534928.308648 + Penalty 5091.447678 = -529836.860970Splitting cluster 19 changes total score from -529607.203961 to -529836.860970 So it's getting split into cluster 25. Trying to split cluster 20 (3742 points) Assigned 2 initial classes randomly. ComputeScore: Raw -39971.748696 + Penalty 148.092759 = -39823.655937 Iteration 0F: 2 clusters Score -39823.66 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37629.702621 + Penalty 296.185518 = -37333.517102 Iteration 0F: 3 clusters Score -37333.52 nChanged 1745 ComputeScore: Raw -38671.704941 + Penalty 296.185518 = -38375.519423 Iteration 1F: 3 clusters Score -38375.52 nChanged 254 ComputeScore: Raw -38764.918679 + Penalty 296.185518 = -38468.733160 Iteration 2F: 3 clusters Score -38468.73 nChanged 205 ComputeScore: Raw -38838.417850 + Penalty 296.185518 = -38542.232332 Iteration 3F: 3 clusters Score -38542.23 nChanged 185 ComputeScore: Raw -38917.433077 + Penalty 296.185518 = -38621.247559 Iteration 4Q: 3 clusters Score -38621.25 nChanged 190 ComputeScore: Raw -39022.285858 + Penalty 296.185518 = -38726.100339 Iteration 5F: 3 clusters Score -38726.1 nChanged 213 ComputeScore: Raw -39164.749970 + Penalty 296.185518 = -38868.564451 Iteration 6F: 3 clusters Score -38868.56 nChanged 215 ComputeScore: Raw -39333.111486 + Penalty 296.185518 = -39036.925968 Iteration 7F: 3 clusters Score -39036.93 nChanged 225 ComputeScore: Raw -39530.190737 + Penalty 296.185518 = -39234.005218 Iteration 8F: 3 clusters Score -39234.01 nChanged 197 ComputeScore: Raw -39727.223277 + Penalty 296.185518 = -39431.037759 Iteration 9F: 3 clusters Score -39431.04 nChanged 142 ComputeScore: Raw -39873.946128 + Penalty 296.185518 = -39577.760610 Iteration 10Q: 3 clusters Score -39577.76 nChanged 67 ComputeScore: Raw -39939.137107 + Penalty 296.185518 = -39642.951589 Iteration 11Q: 3 clusters Score -39642.95 nChanged 24 ComputeScore: Raw -39970.014922 + Penalty 296.185518 = -39673.829404 Iteration 12Q: 3 clusters Score -39673.83 nChanged 6 ComputeScore: Raw -39983.523251 + Penalty 296.185518 = -39687.337732 Iteration 13Q: 3 clusters Score -39687.34 nChanged 1 ComputeScore: Raw -39986.592988 + Penalty 296.185518 = -39690.407470 Iteration 14Q: 3 clusters Score -39690.41 nChanged 1 ComputeScore: Raw -39990.470653 + Penalty 296.185518 = -39694.285135 Iteration 15Q: 3 clusters Score -39694.29 nChanged 1 ComputeScore: Raw -39990.955889 + Penalty 296.185518 = -39694.770371 Iteration 16Q: 3 clusters Score -39694.77 nChanged 0 ComputeScore: Raw -39990.955889 + Penalty 296.185518 = -39694.770371 Iteration 17F: 3 clusters Score -39694.77 nChanged 0 Trying to split cluster 21 (11604 points) Assigned 2 initial classes randomly. ComputeScore: Raw -98881.187260 + Penalty 168.463893 = -98712.723367 Iteration 0F: 2 clusters Score -98712.72 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -91314.828235 + Penalty 336.927785 = -90977.900449 Iteration 0F: 3 clusters Score -90977.9 nChanged 5572 ComputeScore: Raw -95202.852483 + Penalty 336.927785 = -94865.924698 Iteration 1F: 3 clusters Score -94865.92 nChanged 905 ComputeScore: Raw -95977.195749 + Penalty 336.927785 = -95640.267964 Iteration 2F: 3 clusters Score -95640.27 nChanged 883 ComputeScore: Raw -96948.129454 + Penalty 336.927785 = -96611.201669 Iteration 3F: 3 clusters Score -96611.2 nChanged 621 ComputeScore: Raw -97583.428064 + Penalty 336.927785 = -97246.500279 Iteration 4F: 3 clusters Score -97246.5 nChanged 424 ComputeScore: Raw -97934.792786 + Penalty 336.927785 = -97597.865000 Iteration 5Q: 3 clusters Score -97597.87 nChanged 300 ComputeScore: Raw -98147.947464 + Penalty 336.927785 = -97811.019679 Iteration 6Q: 3 clusters Score -97811.02 nChanged 251 ComputeScore: Raw -98321.658694 + Penalty 336.927785 = -97984.730909 Iteration 7Q: 3 clusters Score -97984.73 nChanged 198 ComputeScore: Raw -98465.424441 + Penalty 336.927785 = -98128.496655 Iteration 8Q: 3 clusters Score -98128.5 nChanged 170 ComputeScore: Raw -98580.442216 + Penalty 336.927785 = -98243.514431 Iteration 9Q: 3 clusters Score -98243.51 nChanged 132 ComputeScore: Raw -98679.292848 + Penalty 336.927785 = -98342.365063 Iteration 10Q: 3 clusters Score -98342.37 nChanged 94 ComputeScore: Raw -98741.159859 + Penalty 336.927785 = -98404.232073 Iteration 11Q: 3 clusters Score -98404.23 nChanged 81 ComputeScore: Raw -98800.132649 + Penalty 336.927785 = -98463.204864 Iteration 12Q: 3 clusters Score -98463.2 nChanged 57 ComputeScore: Raw -98838.527093 + Penalty 336.927785 = -98501.599308 Iteration 13Q: 3 clusters Score -98501.6 nChanged 31 ComputeScore: Raw -98862.592349 + Penalty 336.927785 = -98525.664564 Iteration 14Q: 3 clusters Score -98525.66 nChanged 28 ComputeScore: Raw -98884.298659 + Penalty 336.927785 = -98547.370874 Iteration 15Q: 3 clusters Score -98547.37 nChanged 18 ComputeScore: Raw -98894.293037 + Penalty 336.927785 = -98557.365252 Iteration 16Q: 3 clusters Score -98557.37 nChanged 10 ComputeScore: Raw -98901.320635 + Penalty 336.927785 = -98564.392850 Iteration 17Q: 3 clusters Score -98564.39 nChanged 14 ComputeScore: Raw -98907.778529 + Penalty 336.927785 = -98570.850744 Iteration 18Q: 3 clusters Score -98570.85 nChanged 3 ComputeScore: Raw -98909.254911 + Penalty 336.927785 = -98572.327126 Iteration 19Q: 3 clusters Score -98572.33 nChanged 1 ComputeScore: Raw -98910.126843 + Penalty 336.927785 = -98573.199058 Iteration 20F: 3 clusters Score -98573.2 nChanged 2 ComputeScore: Raw -98911.120513 + Penalty 336.927785 = -98574.192728 Iteration 21Q: 3 clusters Score -98574.19 nChanged 2 ComputeScore: Raw -98911.777319 + Penalty 336.927785 = -98574.849534 Iteration 22Q: 3 clusters Score -98574.85 nChanged 1 ComputeScore: Raw -98911.875305 + Penalty 336.927785 = -98574.947519 Iteration 23Q: 3 clusters Score -98574.95 nChanged 0 ComputeScore: Raw -98911.875305 + Penalty 336.927785 = -98574.947519 Iteration 24F: 3 clusters Score -98574.95 nChanged 0 Trying to split cluster 22 (260 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3371.144635 + Penalty 100.092269 = -3271.052365 Iteration 0F: 2 clusters Score -3271.052 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3257.426407 + Penalty 200.184539 = -3057.241868 Iteration 0F: 3 clusters Score -3057.242 nChanged 94 ComputeScore: Raw -3313.914367 + Penalty 200.184539 = -3113.729828 Iteration 1F: 3 clusters Score -3113.73 nChanged 16 ComputeScore: Raw -3323.679890 + Penalty 200.184539 = -3123.495351 Iteration 2F: 3 clusters Score -3123.495 nChanged 12 ComputeScore: Raw -3336.453986 + Penalty 200.184539 = -3136.269447 Iteration 3Q: 3 clusters Score -3136.269 nChanged 14 ComputeScore: Raw -3347.042297 + Penalty 200.184539 = -3146.857758 Iteration 4F: 3 clusters Score -3146.858 nChanged 11 ComputeScore: Raw -3356.773158 + Penalty 200.184539 = -3156.588619 Iteration 5Q: 3 clusters Score -3156.589 nChanged 9 ComputeScore: Raw -3364.980372 + Penalty 200.184539 = -3164.795833 Iteration 6Q: 3 clusters Score -3164.796 nChanged 7 ComputeScore: Raw -3376.310284 + Penalty 200.184539 = -3176.125745 Iteration 7Q: 3 clusters Score -3176.126 nChanged 6 ComputeScore: Raw -3384.793788 + Penalty 200.184539 = -3184.609249 Iteration 8Q: 3 clusters Score -3184.609 nChanged 6 ComputeScore: Raw -3401.370870 + Penalty 200.184539 = -3201.186332 Iteration 9Q: 3 clusters Score -3201.186 nChanged 10 ComputeScore: Raw -3435.891898 + Penalty 200.184539 = -3235.707359 Iteration 10Q: 3 clusters Score -3235.707 nChanged 9 ComputeScore: Raw -3476.025560 + Penalty 200.184539 = -3275.841022 Iteration 11Q: 3 clusters Score -3275.841 nChanged 2 ComputeScore: Raw -3499.033992 + Penalty 200.184539 = -3298.849453 Iteration 12Q: 3 clusters Score -3298.849 nChanged 2 ComputeScore: Raw -3504.426543 + Penalty 200.184539 = -3304.242004 Iteration 13Q: 3 clusters Score -3304.242 nChanged 0 ComputeScore: Raw -3504.426543 + Penalty 200.184539 = -3304.242004 Iteration 14F: 3 clusters Score -3304.242 nChanged 0 ComputeScore: Raw -535061.590556 + Penalty 5295.105585 = -529766.484971Splitting cluster 22 changes total score from -529607.203961 to -529766.484971 So it's getting split into cluster 26. Trying to split cluster 23 (904 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10524.871627 + Penalty 122.522928 = -10402.348699 Iteration 0F: 2 clusters Score -10402.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10005.867487 + Penalty 245.045857 = -9760.821630 Iteration 0F: 3 clusters Score -9760.822 nChanged 392 ComputeScore: Raw -10250.350814 + Penalty 245.045857 = -10005.304957 Iteration 1F: 3 clusters Score -10005.3 nChanged 59 ComputeScore: Raw -10285.591010 + Penalty 245.045857 = -10040.545153 Iteration 2F: 3 clusters Score -10040.55 nChanged 54 ComputeScore: Raw -10341.315353 + Penalty 245.045857 = -10096.269496 Iteration 3F: 3 clusters Score -10096.27 nChanged 57 ComputeScore: Raw -10414.607289 + Penalty 245.045857 = -10169.561432 Iteration 4F: 3 clusters Score -10169.56 nChanged 61 ComputeScore: Raw -10503.507289 + Penalty 245.045857 = -10258.461432 Iteration 5F: 3 clusters Score -10258.46 nChanged 50 ComputeScore: Raw -10567.962243 + Penalty 245.045857 = -10322.916386 Iteration 6F: 3 clusters Score -10322.92 nChanged 28 ComputeScore: Raw -10605.812487 + Penalty 245.045857 = -10360.766631 Iteration 7Q: 3 clusters Score -10360.77 nChanged 25 ComputeScore: Raw -10636.283938 + Penalty 245.045857 = -10391.238081 Iteration 8Q: 3 clusters Score -10391.24 nChanged 13 ComputeScore: Raw -10651.332183 + Penalty 245.045857 = -10406.286326 Iteration 9Q: 3 clusters Score -10406.29 nChanged 6 ComputeScore: Raw -10654.452061 + Penalty 245.045857 = -10409.406204 Iteration 10Q: 3 clusters Score -10409.41 nChanged 0 ComputeScore: Raw -10654.452061 + Penalty 245.045857 = -10409.406204 Iteration 11F: 3 clusters Score -10409.41 nChanged 0 ComputeScore: Raw -535191.170989 + Penalty 5498.763493 = -529692.407497Splitting cluster 23 changes total score from -529607.203961 to -529692.407497 So it's getting split into cluster 27. ConsiderDeletion: Deleting Class 26. Lose 186.801975 but Gain 203.657907 ComputeScore: Raw -535114.755725 + Penalty 5295.105585 = -529819.650139Iteration 159Q: 27 clusters Score -529819.7 nChanged 331 ConsiderDeletion: ComputeScore: Raw -535244.188379 + Penalty 5295.105585 = -529949.082793Iteration 160F: 27 clusters Score -529949.1 nChanged 150 ConsiderDeletion: ComputeScore: Raw -535270.565521 + Penalty 5295.105585 = -529975.459936Iteration 161Q: 27 clusters Score -529975.5 nChanged 104 ConsiderDeletion: ComputeScore: Raw -535290.011855 + Penalty 5295.105585 = -529994.906270Iteration 162Q: 27 clusters Score -529994.9 nChanged 100 ConsiderDeletion: ComputeScore: Raw -535302.298170 + Penalty 5295.105585 = -530007.192584Iteration 163Q: 27 clusters Score -530007.2 nChanged 80 ConsiderDeletion: ComputeScore: Raw -535310.328885 + Penalty 5295.105585 = -530015.223300Iteration 164Q: 27 clusters Score -530015.2 nChanged 73 ConsiderDeletion: ComputeScore: Raw -535317.078555 + Penalty 5295.105585 = -530021.972970Iteration 165Q: 27 clusters Score -530022 nChanged 66 ConsiderDeletion: ComputeScore: Raw -535323.738126 + Penalty 5295.105585 = -530028.632540Iteration 166Q: 27 clusters Score -530028.6 nChanged 55 ConsiderDeletion: ComputeScore: Raw -535328.405145 + Penalty 5295.105585 = -530033.299559Iteration 167Q: 27 clusters Score -530033.3 nChanged 59 ConsiderDeletion: ComputeScore: Raw -535333.402883 + Penalty 5295.105585 = -530038.297298Iteration 168Q: 27 clusters Score -530038.3 nChanged 53 ConsiderDeletion: ComputeScore: Raw -535337.307620 + Penalty 5295.105585 = -530042.202035Iteration 169Q: 27 clusters Score -530042.2 nChanged 44 ConsiderDeletion: ComputeScore: Raw -535339.624450 + Penalty 5295.105585 = -530044.518864Iteration 170Q: 27 clusters Score -530044.5 nChanged 29 ConsiderDeletion: ComputeScore: Raw -535340.891576 + Penalty 5295.105585 = -530045.785990Iteration 171Q: 27 clusters Score -530045.8 nChanged 17 ConsiderDeletion: ComputeScore: Raw -535341.430623 + Penalty 5295.105585 = -530046.325038Iteration 172Q: 27 clusters Score -530046.3 nChanged 17 ConsiderDeletion: ComputeScore: Raw -535342.257749 + Penalty 5295.105585 = -530047.152164Iteration 173Q: 27 clusters Score -530047.2 nChanged 15 ConsiderDeletion: ComputeScore: Raw -535342.906315 + Penalty 5295.105585 = -530047.800730Iteration 174Q: 27 clusters Score -530047.8 nChanged 13 ConsiderDeletion: ComputeScore: Raw -535343.363549 + Penalty 5295.105585 = -530048.257964Iteration 175Q: 27 clusters Score -530048.3 nChanged 11 ConsiderDeletion: ComputeScore: Raw -535343.661062 + Penalty 5295.105585 = -530048.555476Iteration 176Q: 27 clusters Score -530048.6 nChanged 7 ConsiderDeletion: ComputeScore: Raw -535343.842803 + Penalty 5295.105585 = -530048.737218Iteration 177Q: 27 clusters Score -530048.7 nChanged 7 ConsiderDeletion: ComputeScore: Raw -535344.165887 + Penalty 5295.105585 = -530049.060301Iteration 178Q: 27 clusters Score -530049.1 nChanged 11 ConsiderDeletion: ComputeScore: Raw -535344.692052 + Penalty 5295.105585 = -530049.586466Iteration 179Q: 27 clusters Score -530049.6 nChanged 15 ConsiderDeletion: ComputeScore: Raw -535345.162330 + Penalty 5295.105585 = -530050.056744Iteration 180F: 27 clusters Score -530050.1 nChanged 10 ConsiderDeletion: ComputeScore: Raw -535345.487560 + Penalty 5295.105585 = -530050.381975Iteration 181Q: 27 clusters Score -530050.4 nChanged 7 ConsiderDeletion: ComputeScore: Raw -535345.778523 + Penalty 5295.105585 = -530050.672938Iteration 182Q: 27 clusters Score -530050.7 nChanged 8 ConsiderDeletion: ComputeScore: Raw -535346.006277 + Penalty 5295.105585 = -530050.900691Iteration 183Q: 27 clusters Score -530050.9 nChanged 7 ConsiderDeletion: ComputeScore: Raw -535346.167439 + Penalty 5295.105585 = -530051.061854Iteration 184Q: 27 clusters Score -530051.1 nChanged 2 ConsiderDeletion: ComputeScore: Raw -535346.210704 + Penalty 5295.105585 = -530051.105118Iteration 185Q: 27 clusters Score -530051.1 nChanged 1 ConsiderDeletion: ComputeScore: Raw -535346.217474 + Penalty 5295.105585 = -530051.111889Iteration 186Q: 27 clusters Score -530051.1 nChanged 0 ConsiderDeletion: ComputeScore: Raw -535346.217474 + Penalty 5295.105585 = -530051.111889Iteration 187F: 27 clusters Score -530051.1 nChanged 0 ComputeScore: Raw -535346.217474 + Penalty 5295.105585 = -530051.111889Trying to split cluster 1 (4842 points) Assigned 2 initial classes randomly. ComputeScore: Raw -43774.276890 + Penalty 152.731496 = -43621.545394 Iteration 0F: 2 clusters Score -43621.55 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -40717.991081 + Penalty 305.462993 = -40412.528088 Iteration 0F: 3 clusters Score -40412.53 nChanged 2263 ComputeScore: Raw -42252.979537 + Penalty 305.462993 = -41947.516544 Iteration 1F: 3 clusters Score -41947.52 nChanged 335 ComputeScore: Raw -42511.972649 + Penalty 305.462993 = -42206.509656 Iteration 2F: 3 clusters Score -42206.51 nChanged 300 ComputeScore: Raw -42724.082852 + Penalty 305.462993 = -42418.619859 Iteration 3F: 3 clusters Score -42418.62 nChanged 238 ComputeScore: Raw -42884.153130 + Penalty 305.462993 = -42578.690137 Iteration 4Q: 3 clusters Score -42578.69 nChanged 195 ComputeScore: Raw -42999.227830 + Penalty 305.462993 = -42693.764837 Iteration 5Q: 3 clusters Score -42693.76 nChanged 174 ComputeScore: Raw -43116.832324 + Penalty 305.462993 = -42811.369331 Iteration 6Q: 3 clusters Score -42811.37 nChanged 142 ComputeScore: Raw -43205.043447 + Penalty 305.462993 = -42899.580454 Iteration 7Q: 3 clusters Score -42899.58 nChanged 127 ComputeScore: Raw -43293.059993 + Penalty 305.462993 = -42987.597000 Iteration 8Q: 3 clusters Score -42987.6 nChanged 135 ComputeScore: Raw -43406.554441 + Penalty 305.462993 = -43101.091448 Iteration 9Q: 3 clusters Score -43101.09 nChanged 131 ComputeScore: Raw -43523.517491 + Penalty 305.462993 = -43218.054498 Iteration 10Q: 3 clusters Score -43218.05 nChanged 123 ComputeScore: Raw -43624.219769 + Penalty 305.462993 = -43318.756776 Iteration 11Q: 3 clusters Score -43318.76 nChanged 102 ComputeScore: Raw -43696.811013 + Penalty 305.462993 = -43391.348020 Iteration 12Q: 3 clusters Score -43391.35 nChanged 83 ComputeScore: Raw -43743.591593 + Penalty 305.462993 = -43438.128600 Iteration 13Q: 3 clusters Score -43438.13 nChanged 74 ComputeScore: Raw -43777.218480 + Penalty 305.462993 = -43471.755487 Iteration 14Q: 3 clusters Score -43471.76 nChanged 48 ComputeScore: Raw -43793.560629 + Penalty 305.462993 = -43488.097636 Iteration 15Q: 3 clusters Score -43488.1 nChanged 47 ComputeScore: Raw -43811.036311 + Penalty 305.462993 = -43505.573318 Iteration 16Q: 3 clusters Score -43505.57 nChanged 42 ComputeScore: Raw -43825.609615 + Penalty 305.462993 = -43520.146622 Iteration 17Q: 3 clusters Score -43520.15 nChanged 31 ComputeScore: Raw -43836.015662 + Penalty 305.462993 = -43530.552669 Iteration 18Q: 3 clusters Score -43530.55 nChanged 32 ComputeScore: Raw -43847.004873 + Penalty 305.462993 = -43541.541880 Iteration 19Q: 3 clusters Score -43541.54 nChanged 29 ComputeScore: Raw -43858.989877 + Penalty 305.462993 = -43553.526884 Iteration 20F: 3 clusters Score -43553.53 nChanged 30 ComputeScore: Raw -43868.252204 + Penalty 305.462993 = -43562.789211 Iteration 21Q: 3 clusters Score -43562.79 nChanged 20 ComputeScore: Raw -43873.178600 + Penalty 305.462993 = -43567.715607 Iteration 22Q: 3 clusters Score -43567.72 nChanged 16 ComputeScore: Raw -43876.859080 + Penalty 305.462993 = -43571.396087 Iteration 23Q: 3 clusters Score -43571.4 nChanged 15 ComputeScore: Raw -43879.579993 + Penalty 305.462993 = -43574.117000 Iteration 24Q: 3 clusters Score -43574.12 nChanged 9 ComputeScore: Raw -43880.596678 + Penalty 305.462993 = -43575.133685 Iteration 25Q: 3 clusters Score -43575.13 nChanged 7 ComputeScore: Raw -43881.283515 + Penalty 305.462993 = -43575.820522 Iteration 26Q: 3 clusters Score -43575.82 nChanged 7 ComputeScore: Raw -43882.226649 + Penalty 305.462993 = -43576.763656 Iteration 27Q: 3 clusters Score -43576.76 nChanged 4 ComputeScore: Raw -43882.628396 + Penalty 305.462993 = -43577.165403 Iteration 28Q: 3 clusters Score -43577.17 nChanged 3 ComputeScore: Raw -43882.852607 + Penalty 305.462993 = -43577.389614 Iteration 29Q: 3 clusters Score -43577.39 nChanged 1 ComputeScore: Raw -43882.884943 + Penalty 305.462993 = -43577.421950 Iteration 30Q: 3 clusters Score -43577.42 nChanged 0 ComputeScore: Raw -43882.884943 + Penalty 305.462993 = -43577.421950 Iteration 31F: 3 clusters Score -43577.42 nChanged 0 Trying to split cluster 2 (357 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2989.935372 + Penalty 105.799244 = -2884.136128 Iteration 0F: 2 clusters Score -2884.136 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2828.375820 + Penalty 211.598488 = -2616.777332 Iteration 0F: 3 clusters Score -2616.777 nChanged 138 ComputeScore: Raw -2941.557570 + Penalty 211.598488 = -2729.959081 Iteration 1F: 3 clusters Score -2729.959 nChanged 28 ComputeScore: Raw -2963.915975 + Penalty 211.598488 = -2752.317487 Iteration 2F: 3 clusters Score -2752.317 nChanged 14 ComputeScore: Raw -2970.506204 + Penalty 211.598488 = -2758.907716 Iteration 3Q: 3 clusters Score -2758.908 nChanged 8 ComputeScore: Raw -2973.479659 + Penalty 211.598488 = -2761.881171 Iteration 4Q: 3 clusters Score -2761.881 nChanged 5 ComputeScore: Raw -2975.263700 + Penalty 211.598488 = -2763.665211 Iteration 5Q: 3 clusters Score -2763.665 nChanged 3 ComputeScore: Raw -2976.587794 + Penalty 211.598488 = -2764.989305 Iteration 6Q: 3 clusters Score -2764.989 nChanged 3 ComputeScore: Raw -2978.008709 + Penalty 211.598488 = -2766.410221 Iteration 7Q: 3 clusters Score -2766.41 nChanged 7 ComputeScore: Raw -2984.410441 + Penalty 211.598488 = -2772.811953 Iteration 8Q: 3 clusters Score -2772.812 nChanged 7 ComputeScore: Raw -2991.732804 + Penalty 211.598488 = -2780.134316 Iteration 9Q: 3 clusters Score -2780.134 nChanged 8 ComputeScore: Raw -3000.312129 + Penalty 211.598488 = -2788.713641 Iteration 10Q: 3 clusters Score -2788.714 nChanged 7 ComputeScore: Raw -3004.666685 + Penalty 211.598488 = -2793.068197 Iteration 11Q: 3 clusters Score -2793.068 nChanged 5 ComputeScore: Raw -3008.829576 + Penalty 211.598488 = -2797.231088 Iteration 12Q: 3 clusters Score -2797.231 nChanged 7 ComputeScore: Raw -3012.290899 + Penalty 211.598488 = -2800.692411 Iteration 13Q: 3 clusters Score -2800.692 nChanged 1 ComputeScore: Raw -3012.526575 + Penalty 211.598488 = -2800.928086 Iteration 14Q: 3 clusters Score -2800.928 nChanged 1 ComputeScore: Raw -3012.646540 + Penalty 211.598488 = -2801.048052 Iteration 15Q: 3 clusters Score -2801.048 nChanged 1 ComputeScore: Raw -3013.328950 + Penalty 211.598488 = -2801.730462 Iteration 16Q: 3 clusters Score -2801.73 nChanged 0 ComputeScore: Raw -3013.328950 + Penalty 211.598488 = -2801.730462 Iteration 17F: 3 clusters Score -2801.73 nChanged 0 Trying to split cluster 3 (800 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10554.653449 + Penalty 120.323011 = -10434.330438 Iteration 0F: 2 clusters Score -10434.33 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10132.230927 + Penalty 240.646022 = -9891.584904 Iteration 0F: 3 clusters Score -9891.585 nChanged 323 ComputeScore: Raw -10333.229513 + Penalty 240.646022 = -10092.583491 Iteration 1F: 3 clusters Score -10092.58 nChanged 56 ComputeScore: Raw -10377.982016 + Penalty 240.646022 = -10137.335994 Iteration 2F: 3 clusters Score -10137.34 nChanged 43 ComputeScore: Raw -10415.899431 + Penalty 240.646022 = -10175.253409 Iteration 3F: 3 clusters Score -10175.25 nChanged 39 ComputeScore: Raw -10456.064639 + Penalty 240.646022 = -10215.418617 Iteration 4Q: 3 clusters Score -10215.42 nChanged 38 ComputeScore: Raw -10490.984987 + Penalty 240.646022 = -10250.338965 Iteration 5Q: 3 clusters Score -10250.34 nChanged 26 ComputeScore: Raw -10510.999029 + Penalty 240.646022 = -10270.353007 Iteration 6Q: 3 clusters Score -10270.35 nChanged 25 ComputeScore: Raw -10527.911179 + Penalty 240.646022 = -10287.265157 Iteration 7Q: 3 clusters Score -10287.27 nChanged 12 ComputeScore: Raw -10534.276769 + Penalty 240.646022 = -10293.630746 Iteration 8Q: 3 clusters Score -10293.63 nChanged 7 ComputeScore: Raw -10537.909327 + Penalty 240.646022 = -10297.263305 Iteration 9Q: 3 clusters Score -10297.26 nChanged 3 ComputeScore: Raw -10540.152887 + Penalty 240.646022 = -10299.506865 Iteration 10Q: 3 clusters Score -10299.51 nChanged 5 ComputeScore: Raw -10543.054634 + Penalty 240.646022 = -10302.408612 Iteration 11Q: 3 clusters Score -10302.41 nChanged 4 ComputeScore: Raw -10544.515202 + Penalty 240.646022 = -10303.869180 Iteration 12Q: 3 clusters Score -10303.87 nChanged 4 ComputeScore: Raw -10546.473536 + Penalty 240.646022 = -10305.827514 Iteration 13Q: 3 clusters Score -10305.83 nChanged 4 ComputeScore: Raw -10548.633158 + Penalty 240.646022 = -10307.987136 Iteration 14Q: 3 clusters Score -10307.99 nChanged 8 ComputeScore: Raw -10558.759039 + Penalty 240.646022 = -10318.113017 Iteration 15Q: 3 clusters Score -10318.11 nChanged 11 ComputeScore: Raw -10581.024488 + Penalty 240.646022 = -10340.378465 Iteration 16Q: 3 clusters Score -10340.38 nChanged 11 ComputeScore: Raw -10627.002332 + Penalty 240.646022 = -10386.356310 Iteration 17Q: 3 clusters Score -10386.36 nChanged 7 ComputeScore: Raw -10661.280859 + Penalty 240.646022 = -10420.634837 Iteration 18Q: 3 clusters Score -10420.63 nChanged 6 ComputeScore: Raw -10664.790392 + Penalty 240.646022 = -10424.144370 Iteration 19Q: 3 clusters Score -10424.14 nChanged 9 ComputeScore: Raw -10670.767403 + Penalty 240.646022 = -10430.121381 Iteration 20F: 3 clusters Score -10430.12 nChanged 6 ComputeScore: Raw -10676.399622 + Penalty 240.646022 = -10435.753600 Iteration 21Q: 3 clusters Score -10435.75 nChanged 12 ComputeScore: Raw -10689.108226 + Penalty 240.646022 = -10448.462204 Iteration 22Q: 3 clusters Score -10448.46 nChanged 14 ComputeScore: Raw -10707.719987 + Penalty 240.646022 = -10467.073965 Iteration 23Q: 3 clusters Score -10467.07 nChanged 18 ComputeScore: Raw -10732.613584 + Penalty 240.646022 = -10491.967562 Iteration 24Q: 3 clusters Score -10491.97 nChanged 17 ComputeScore: Raw -10749.756800 + Penalty 240.646022 = -10509.110778 Iteration 25Q: 3 clusters Score -10509.11 nChanged 18 ComputeScore: Raw -10774.167524 + Penalty 240.646022 = -10533.521502 Iteration 26Q: 3 clusters Score -10533.52 nChanged 13 ComputeScore: Raw -10787.349859 + Penalty 240.646022 = -10546.703836 Iteration 27Q: 3 clusters Score -10546.7 nChanged 3 ComputeScore: Raw -10795.648319 + Penalty 240.646022 = -10555.002297 Iteration 28Q: 3 clusters Score -10555 nChanged 4 ComputeScore: Raw -10801.000743 + Penalty 240.646022 = -10560.354720 Iteration 29Q: 3 clusters Score -10560.35 nChanged 1 ComputeScore: Raw -10801.415795 + Penalty 240.646022 = -10560.769773 Iteration 30Q: 3 clusters Score -10560.77 nChanged 0 ComputeScore: Raw -10823.282438 + Penalty 240.646022 = -10582.636416 Iteration 31F: 3 clusters Score -10582.64 nChanged 9 ComputeScore: Raw -10831.779767 + Penalty 240.646022 = -10591.133745 Iteration 32Q: 3 clusters Score -10591.13 nChanged 2 ComputeScore: Raw -10832.447468 + Penalty 240.646022 = -10591.801446 Iteration 33Q: 3 clusters Score -10591.8 nChanged 1 ComputeScore: Raw -10832.668056 + Penalty 240.646022 = -10592.022034 Iteration 34Q: 3 clusters Score -10592.02 nChanged 0 ComputeScore: Raw -10832.668056 + Penalty 240.646022 = -10592.022034 Iteration 35F: 3 clusters Score -10592.02 nChanged 0 ComputeScore: Raw -535624.232082 + Penalty 5498.763493 = -530125.468589Splitting cluster 3 changes total score from -530051.111889 to -530125.468589 So it's getting split into cluster 26. Trying to split cluster 4 (4774 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42506.839732 + Penalty 152.476917 = -42354.362815 Iteration 0F: 2 clusters Score -42354.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39489.639150 + Penalty 304.953833 = -39184.685317 Iteration 0F: 3 clusters Score -39184.69 nChanged 2283 ComputeScore: Raw -41000.024880 + Penalty 304.953833 = -40695.071047 Iteration 1F: 3 clusters Score -40695.07 nChanged 292 ComputeScore: Raw -41136.721262 + Penalty 304.953833 = -40831.767429 Iteration 2F: 3 clusters Score -40831.77 nChanged 245 ComputeScore: Raw -41263.269291 + Penalty 304.953833 = -40958.315458 Iteration 3F: 3 clusters Score -40958.32 nChanged 240 ComputeScore: Raw -41383.023480 + Penalty 304.953833 = -41078.069647 Iteration 4F: 3 clusters Score -41078.07 nChanged 240 ComputeScore: Raw -41504.407549 + Penalty 304.953833 = -41199.453716 Iteration 5F: 3 clusters Score -41199.45 nChanged 210 ComputeScore: Raw -41610.616882 + Penalty 304.953833 = -41305.663049 Iteration 6Q: 3 clusters Score -41305.66 nChanged 194 ComputeScore: Raw -41706.354798 + Penalty 304.953833 = -41401.400964 Iteration 7Q: 3 clusters Score -41401.4 nChanged 154 ComputeScore: Raw -41778.556887 + Penalty 304.953833 = -41473.603054 Iteration 8Q: 3 clusters Score -41473.6 nChanged 128 ComputeScore: Raw -41826.829773 + Penalty 304.953833 = -41521.875940 Iteration 9Q: 3 clusters Score -41521.88 nChanged 88 ComputeScore: Raw -41857.743851 + Penalty 304.953833 = -41552.790018 Iteration 10Q: 3 clusters Score -41552.79 nChanged 62 ComputeScore: Raw -41881.798779 + Penalty 304.953833 = -41576.844946 Iteration 11Q: 3 clusters Score -41576.84 nChanged 63 ComputeScore: Raw -41902.352915 + Penalty 304.953833 = -41597.399082 Iteration 12Q: 3 clusters Score -41597.4 nChanged 64 ComputeScore: Raw -41922.885495 + Penalty 304.953833 = -41617.931662 Iteration 13Q: 3 clusters Score -41617.93 nChanged 65 ComputeScore: Raw -41942.464667 + Penalty 304.953833 = -41637.510834 Iteration 14Q: 3 clusters Score -41637.51 nChanged 69 ComputeScore: Raw -41963.173422 + Penalty 304.953833 = -41658.219589 Iteration 15Q: 3 clusters Score -41658.22 nChanged 79 ComputeScore: Raw -41988.525780 + Penalty 304.953833 = -41683.571947 Iteration 16Q: 3 clusters Score -41683.57 nChanged 66 ComputeScore: Raw -42008.450088 + Penalty 304.953833 = -41703.496255 Iteration 17Q: 3 clusters Score -41703.5 nChanged 70 ComputeScore: Raw -42031.717332 + Penalty 304.953833 = -41726.763499 Iteration 18Q: 3 clusters Score -41726.76 nChanged 66 ComputeScore: Raw -42052.868087 + Penalty 304.953833 = -41747.914254 Iteration 19Q: 3 clusters Score -41747.91 nChanged 72 ComputeScore: Raw -42078.165645 + Penalty 304.953833 = -41773.211812 Iteration 20F: 3 clusters Score -41773.21 nChanged 68 ComputeScore: Raw -42101.397529 + Penalty 304.953833 = -41796.443696 Iteration 21Q: 3 clusters Score -41796.44 nChanged 64 ComputeScore: Raw -42123.336405 + Penalty 304.953833 = -41818.382572 Iteration 22Q: 3 clusters Score -41818.38 nChanged 51 ComputeScore: Raw -42136.283506 + Penalty 304.953833 = -41831.329673 Iteration 23Q: 3 clusters Score -41831.33 nChanged 45 ComputeScore: Raw -42147.758331 + Penalty 304.953833 = -41842.804498 Iteration 24Q: 3 clusters Score -41842.8 nChanged 45 ComputeScore: Raw -42157.700353 + Penalty 304.953833 = -41852.746520 Iteration 25Q: 3 clusters Score -41852.75 nChanged 43 ComputeScore: Raw -42168.206770 + Penalty 304.953833 = -41863.252937 Iteration 26Q: 3 clusters Score -41863.25 nChanged 45 ComputeScore: Raw -42181.358489 + Penalty 304.953833 = -41876.404656 Iteration 27Q: 3 clusters Score -41876.4 nChanged 47 ComputeScore: Raw -42193.223937 + Penalty 304.953833 = -41888.270104 Iteration 28Q: 3 clusters Score -41888.27 nChanged 49 ComputeScore: Raw -42207.529388 + Penalty 304.953833 = -41902.575555 Iteration 29Q: 3 clusters Score -41902.58 nChanged 46 ComputeScore: Raw -42220.666690 + Penalty 304.953833 = -41915.712857 Iteration 30Q: 3 clusters Score -41915.71 nChanged 51 ComputeScore: Raw -42239.363001 + Penalty 304.953833 = -41934.409168 Iteration 31Q: 3 clusters Score -41934.41 nChanged 50 ComputeScore: Raw -42261.176108 + Penalty 304.953833 = -41956.222275 Iteration 32Q: 3 clusters Score -41956.22 nChanged 51 ComputeScore: Raw -42280.146767 + Penalty 304.953833 = -41975.192934 Iteration 33Q: 3 clusters Score -41975.19 nChanged 39 ComputeScore: Raw -42292.862238 + Penalty 304.953833 = -41987.908405 Iteration 34Q: 3 clusters Score -41987.91 nChanged 45 ComputeScore: Raw -42311.688970 + Penalty 304.953833 = -42006.735137 Iteration 35Q: 3 clusters Score -42006.74 nChanged 56 ComputeScore: Raw -42339.190896 + Penalty 304.953833 = -42034.237063 Iteration 36Q: 3 clusters Score -42034.24 nChanged 49 ComputeScore: Raw -42385.136126 + Penalty 304.953833 = -42080.182293 Iteration 37Q: 3 clusters Score -42080.18 nChanged 51 ComputeScore: Raw -42439.878785 + Penalty 304.953833 = -42134.924952 Iteration 38Q: 3 clusters Score -42134.92 nChanged 44 ComputeScore: Raw -42486.560714 + Penalty 304.953833 = -42181.606881 Iteration 39Q: 3 clusters Score -42181.61 nChanged 31 ComputeScore: Raw -42508.669674 + Penalty 304.953833 = -42203.715841 Iteration 40F: 3 clusters Score -42203.72 nChanged 28 ComputeScore: Raw -42522.726094 + Penalty 304.953833 = -42217.772260 Iteration 41Q: 3 clusters Score -42217.77 nChanged 28 ComputeScore: Raw -42531.732792 + Penalty 304.953833 = -42226.778959 Iteration 42Q: 3 clusters Score -42226.78 nChanged 16 ComputeScore: Raw -42535.506507 + Penalty 304.953833 = -42230.552674 Iteration 43Q: 3 clusters Score -42230.55 nChanged 13 ComputeScore: Raw -42537.661931 + Penalty 304.953833 = -42232.708098 Iteration 44Q: 3 clusters Score -42232.71 nChanged 11 ComputeScore: Raw -42539.421528 + Penalty 304.953833 = -42234.467695 Iteration 45Q: 3 clusters Score -42234.47 nChanged 10 ComputeScore: Raw -42540.754760 + Penalty 304.953833 = -42235.800927 Iteration 46Q: 3 clusters Score -42235.8 nChanged 5 ComputeScore: Raw -42541.314738 + Penalty 304.953833 = -42236.360905 Iteration 47Q: 3 clusters Score -42236.36 nChanged 5 ComputeScore: Raw -42542.163807 + Penalty 304.953833 = -42237.209974 Iteration 48Q: 3 clusters Score -42237.21 nChanged 3 ComputeScore: Raw -42542.884170 + Penalty 304.953833 = -42237.930337 Iteration 49Q: 3 clusters Score -42237.93 nChanged 6 ComputeScore: Raw -42543.971755 + Penalty 304.953833 = -42239.017922 Iteration 50Q: 3 clusters Score -42239.02 nChanged 3 ComputeScore: Raw -42544.349546 + Penalty 304.953833 = -42239.395713 Iteration 51Q: 3 clusters Score -42239.4 nChanged 4 ComputeScore: Raw -42544.613438 + Penalty 304.953833 = -42239.659605 Iteration 52Q: 3 clusters Score -42239.66 nChanged 3 ComputeScore: Raw -42544.768181 + Penalty 304.953833 = -42239.814348 Iteration 53Q: 3 clusters Score -42239.81 nChanged 1 ComputeScore: Raw -42544.802996 + Penalty 304.953833 = -42239.849163 Iteration 54Q: 3 clusters Score -42239.85 nChanged 1 ComputeScore: Raw -42544.858106 + Penalty 304.953833 = -42239.904273 Iteration 55Q: 3 clusters Score -42239.9 nChanged 1 ComputeScore: Raw -42544.967881 + Penalty 304.953833 = -42240.014048 Iteration 56Q: 3 clusters Score -42240.01 nChanged 1 ComputeScore: Raw -42545.007549 + Penalty 304.953833 = -42240.053716 Iteration 57Q: 3 clusters Score -42240.05 nChanged 1 ComputeScore: Raw -42545.026922 + Penalty 304.953833 = -42240.073089 Iteration 58Q: 3 clusters Score -42240.07 nChanged 1 ComputeScore: Raw -42545.055767 + Penalty 304.953833 = -42240.101934 Iteration 59Q: 3 clusters Score -42240.1 nChanged 0 ComputeScore: Raw -42545.055767 + Penalty 304.953833 = -42240.101934 Iteration 60F: 3 clusters Score -42240.1 nChanged 0 Trying to split cluster 5 (2591 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25757.064433 + Penalty 141.476385 = -25615.588048 Iteration 0F: 2 clusters Score -25615.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24197.181715 + Penalty 282.952771 = -23914.228944 Iteration 0F: 3 clusters Score -23914.23 nChanged 1173 ComputeScore: Raw -24788.611309 + Penalty 282.952771 = -24505.658538 Iteration 1F: 3 clusters Score -24505.66 nChanged 152 ComputeScore: Raw -24860.410689 + Penalty 282.952771 = -24577.457918 Iteration 2F: 3 clusters Score -24577.46 nChanged 154 ComputeScore: Raw -24953.698055 + Penalty 282.952771 = -24670.745284 Iteration 3F: 3 clusters Score -24670.75 nChanged 165 ComputeScore: Raw -25071.745376 + Penalty 282.952771 = -24788.792606 Iteration 4F: 3 clusters Score -24788.79 nChanged 149 ComputeScore: Raw -25174.708874 + Penalty 282.952771 = -24891.756103 Iteration 5F: 3 clusters Score -24891.76 nChanged 129 ComputeScore: Raw -25252.147129 + Penalty 282.952771 = -24969.194358 Iteration 6Q: 3 clusters Score -24969.19 nChanged 117 ComputeScore: Raw -25308.920025 + Penalty 282.952771 = -25025.967255 Iteration 7Q: 3 clusters Score -25025.97 nChanged 78 ComputeScore: Raw -25339.122296 + Penalty 282.952771 = -25056.169525 Iteration 8Q: 3 clusters Score -25056.17 nChanged 55 ComputeScore: Raw -25356.282749 + Penalty 282.952771 = -25073.329978 Iteration 9Q: 3 clusters Score -25073.33 nChanged 44 ComputeScore: Raw -25371.748055 + Penalty 282.952771 = -25088.795285 Iteration 10Q: 3 clusters Score -25088.8 nChanged 48 ComputeScore: Raw -25392.017875 + Penalty 282.952771 = -25109.065105 Iteration 11Q: 3 clusters Score -25109.07 nChanged 51 ComputeScore: Raw -25414.271839 + Penalty 282.952771 = -25131.319068 Iteration 12Q: 3 clusters Score -25131.32 nChanged 42 ComputeScore: Raw -25430.752383 + Penalty 282.952771 = -25147.799613 Iteration 13Q: 3 clusters Score -25147.8 nChanged 35 ComputeScore: Raw -25438.719041 + Penalty 282.952771 = -25155.766270 Iteration 14Q: 3 clusters Score -25155.77 nChanged 27 ComputeScore: Raw -25448.059766 + Penalty 282.952771 = -25165.106996 Iteration 15Q: 3 clusters Score -25165.11 nChanged 28 ComputeScore: Raw -25458.228692 + Penalty 282.952771 = -25175.275922 Iteration 16Q: 3 clusters Score -25175.28 nChanged 34 ComputeScore: Raw -25473.104951 + Penalty 282.952771 = -25190.152180 Iteration 17Q: 3 clusters Score -25190.15 nChanged 32 ComputeScore: Raw -25484.646046 + Penalty 282.952771 = -25201.693275 Iteration 18Q: 3 clusters Score -25201.69 nChanged 29 ComputeScore: Raw -25493.891610 + Penalty 282.952771 = -25210.938839 Iteration 19Q: 3 clusters Score -25210.94 nChanged 28 ComputeScore: Raw -25502.405538 + Penalty 282.952771 = -25219.452768 Iteration 20F: 3 clusters Score -25219.45 nChanged 22 ComputeScore: Raw -25510.512466 + Penalty 282.952771 = -25227.559696 Iteration 21Q: 3 clusters Score -25227.56 nChanged 25 ComputeScore: Raw -25520.395767 + Penalty 282.952771 = -25237.442997 Iteration 22Q: 3 clusters Score -25237.44 nChanged 28 ComputeScore: Raw -25529.025997 + Penalty 282.952771 = -25246.073227 Iteration 23Q: 3 clusters Score -25246.07 nChanged 25 ComputeScore: Raw -25540.104819 + Penalty 282.952771 = -25257.152048 Iteration 24Q: 3 clusters Score -25257.15 nChanged 34 ComputeScore: Raw -25554.747760 + Penalty 282.952771 = -25271.794990 Iteration 25Q: 3 clusters Score -25271.79 nChanged 34 ComputeScore: Raw -25572.635436 + Penalty 282.952771 = -25289.682665 Iteration 26Q: 3 clusters Score -25289.68 nChanged 29 ComputeScore: Raw -25589.447973 + Penalty 282.952771 = -25306.495202 Iteration 27Q: 3 clusters Score -25306.5 nChanged 30 ComputeScore: Raw -25608.318289 + Penalty 282.952771 = -25325.365518 Iteration 28Q: 3 clusters Score -25325.37 nChanged 30 ComputeScore: Raw -25621.839602 + Penalty 282.952771 = -25338.886831 Iteration 29Q: 3 clusters Score -25338.89 nChanged 33 ComputeScore: Raw -25636.485203 + Penalty 282.952771 = -25353.532433 Iteration 30Q: 3 clusters Score -25353.53 nChanged 30 ComputeScore: Raw -25650.202974 + Penalty 282.952771 = -25367.250203 Iteration 31Q: 3 clusters Score -25367.25 nChanged 26 ComputeScore: Raw -25660.849130 + Penalty 282.952771 = -25377.896360 Iteration 32Q: 3 clusters Score -25377.9 nChanged 30 ComputeScore: Raw -25672.491872 + Penalty 282.952771 = -25389.539102 Iteration 33Q: 3 clusters Score -25389.54 nChanged 24 ComputeScore: Raw -25683.634388 + Penalty 282.952771 = -25400.681617 Iteration 34Q: 3 clusters Score -25400.68 nChanged 23 ComputeScore: Raw -25694.230710 + Penalty 282.952771 = -25411.277940 Iteration 35Q: 3 clusters Score -25411.28 nChanged 19 ComputeScore: Raw -25703.961577 + Penalty 282.952771 = -25421.008807 Iteration 36Q: 3 clusters Score -25421.01 nChanged 18 ComputeScore: Raw -25714.268102 + Penalty 282.952771 = -25431.315331 Iteration 37Q: 3 clusters Score -25431.32 nChanged 25 ComputeScore: Raw -25727.946052 + Penalty 282.952771 = -25444.993282 Iteration 38Q: 3 clusters Score -25444.99 nChanged 22 ComputeScore: Raw -25736.882175 + Penalty 282.952771 = -25453.929405 Iteration 39Q: 3 clusters Score -25453.93 nChanged 18 ComputeScore: Raw -25746.096830 + Penalty 282.952771 = -25463.144060 Iteration 40F: 3 clusters Score -25463.14 nChanged 12 ComputeScore: Raw -25750.756971 + Penalty 282.952771 = -25467.804200 Iteration 41Q: 3 clusters Score -25467.8 nChanged 8 ComputeScore: Raw -25754.033211 + Penalty 282.952771 = -25471.080440 Iteration 42Q: 3 clusters Score -25471.08 nChanged 12 ComputeScore: Raw -25760.064005 + Penalty 282.952771 = -25477.111234 Iteration 43Q: 3 clusters Score -25477.11 nChanged 11 ComputeScore: Raw -25764.790470 + Penalty 282.952771 = -25481.837700 Iteration 44Q: 3 clusters Score -25481.84 nChanged 8 ComputeScore: Raw -25768.112115 + Penalty 282.952771 = -25485.159345 Iteration 45Q: 3 clusters Score -25485.16 nChanged 11 ComputeScore: Raw -25771.975899 + Penalty 282.952771 = -25489.023129 Iteration 46Q: 3 clusters Score -25489.02 nChanged 9 ComputeScore: Raw -25775.732460 + Penalty 282.952771 = -25492.779690 Iteration 47Q: 3 clusters Score -25492.78 nChanged 5 ComputeScore: Raw -25776.980228 + Penalty 282.952771 = -25494.027457 Iteration 48Q: 3 clusters Score -25494.03 nChanged 4 ComputeScore: Raw -25777.553263 + Penalty 282.952771 = -25494.600492 Iteration 49Q: 3 clusters Score -25494.6 nChanged 1 ComputeScore: Raw -25777.861438 + Penalty 282.952771 = -25494.908667 Iteration 50Q: 3 clusters Score -25494.91 nChanged 2 ComputeScore: Raw -25777.983739 + Penalty 282.952771 = -25495.030969 Iteration 51Q: 3 clusters Score -25495.03 nChanged 2 ComputeScore: Raw -25778.242444 + Penalty 282.952771 = -25495.289673 Iteration 52Q: 3 clusters Score -25495.29 nChanged 0 ComputeScore: Raw -25778.242444 + Penalty 282.952771 = -25495.289673 Iteration 53F: 3 clusters Score -25495.29 nChanged 0 Trying to split cluster 6 (10648 points) Assigned 2 initial classes randomly. ComputeScore: Raw -87108.520223 + Penalty 166.916292 = -86941.603930 Iteration 0F: 2 clusters Score -86941.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -80189.713356 + Penalty 333.832585 = -79855.880771 Iteration 0F: 3 clusters Score -79855.88 nChanged 5031 ComputeScore: Raw -83335.093396 + Penalty 333.832585 = -83001.260811 Iteration 1F: 3 clusters Score -83001.26 nChanged 851 ComputeScore: Raw -83844.883016 + Penalty 333.832585 = -83511.050431 Iteration 2F: 3 clusters Score -83511.05 nChanged 911 ComputeScore: Raw -84507.086774 + Penalty 333.832585 = -84173.254189 Iteration 3F: 3 clusters Score -84173.25 nChanged 890 ComputeScore: Raw -85268.365085 + Penalty 333.832585 = -84934.532500 Iteration 4F: 3 clusters Score -84934.53 nChanged 768 ComputeScore: Raw -86017.724982 + Penalty 333.832585 = -85683.892397 Iteration 5F: 3 clusters Score -85683.89 nChanged 568 ComputeScore: Raw -86609.333788 + Penalty 333.832585 = -86275.501203 Iteration 6F: 3 clusters Score -86275.5 nChanged 335 ComputeScore: Raw -86933.458170 + Penalty 333.832585 = -86599.625585 Iteration 7Q: 3 clusters Score -86599.63 nChanged 145 ComputeScore: Raw -87066.568162 + Penalty 333.832585 = -86732.735577 Iteration 8Q: 3 clusters Score -86732.74 nChanged 43 ComputeScore: Raw -87106.342594 + Penalty 333.832585 = -86772.510009 Iteration 9Q: 3 clusters Score -86772.51 nChanged 15 ComputeScore: Raw -87120.088315 + Penalty 333.832585 = -86786.255730 Iteration 10Q: 3 clusters Score -86786.26 nChanged 3 ComputeScore: Raw -87124.033354 + Penalty 333.832585 = -86790.200769 Iteration 11Q: 3 clusters Score -86790.2 nChanged 4 ComputeScore: Raw -87128.665062 + Penalty 333.832585 = -86794.832477 Iteration 12Q: 3 clusters Score -86794.83 nChanged 4 ComputeScore: Raw -87130.381990 + Penalty 333.832585 = -86796.549405 Iteration 13Q: 3 clusters Score -86796.55 nChanged 0 ComputeScore: Raw -87130.381990 + Penalty 333.832585 = -86796.549405 Iteration 14F: 3 clusters Score -86796.55 nChanged 0 Trying to split cluster 7 (15674 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127459.278407 + Penalty 173.875654 = -127285.402753 Iteration 0F: 2 clusters Score -127285.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -117111.156416 + Penalty 347.751308 = -116763.405108 Iteration 0F: 3 clusters Score -116763.4 nChanged 7612 ComputeScore: Raw -121612.378785 + Penalty 347.751308 = -121264.627477 Iteration 1F: 3 clusters Score -121264.6 nChanged 702 ComputeScore: Raw -121856.847348 + Penalty 347.751308 = -121509.096039 Iteration 2Q: 3 clusters Score -121509.1 nChanged 701 ComputeScore: Raw -122125.613529 + Penalty 347.751308 = -121777.862220 Iteration 3Q: 3 clusters Score -121777.9 nChanged 693 ComputeScore: Raw -122430.915849 + Penalty 347.751308 = -122083.164541 Iteration 4Q: 3 clusters Score -122083.2 nChanged 687 ComputeScore: Raw -122785.979949 + Penalty 347.751308 = -122438.228641 Iteration 5Q: 3 clusters Score -122438.2 nChanged 724 ComputeScore: Raw -123247.874620 + Penalty 347.751308 = -122900.123312 Iteration 6Q: 3 clusters Score -122900.1 nChanged 823 ComputeScore: Raw -123845.702598 + Penalty 347.751308 = -123497.951290 Iteration 7F: 3 clusters Score -123498 nChanged 794 ComputeScore: Raw -124302.971374 + Penalty 347.751308 = -123955.220065 Iteration 8F: 3 clusters Score -123955.2 nChanged 589 ComputeScore: Raw -124530.561945 + Penalty 347.751308 = -124182.810636 Iteration 9Q: 3 clusters Score -124182.8 nChanged 347 ComputeScore: Raw -124605.444509 + Penalty 347.751308 = -124257.693200 Iteration 10Q: 3 clusters Score -124257.7 nChanged 187 ComputeScore: Raw -124637.162462 + Penalty 347.751308 = -124289.411153 Iteration 11Q: 3 clusters Score -124289.4 nChanged 144 ComputeScore: Raw -124656.719301 + Penalty 347.751308 = -124308.967993 Iteration 12Q: 3 clusters Score -124309 nChanged 140 ComputeScore: Raw -124675.271280 + Penalty 347.751308 = -124327.519971 Iteration 13Q: 3 clusters Score -124327.5 nChanged 141 ComputeScore: Raw -124696.024756 + Penalty 347.751308 = -124348.273448 Iteration 14Q: 3 clusters Score -124348.3 nChanged 178 ComputeScore: Raw -124725.983266 + Penalty 347.751308 = -124378.231957 Iteration 15Q: 3 clusters Score -124378.2 nChanged 190 ComputeScore: Raw -124759.553277 + Penalty 347.751308 = -124411.801969 Iteration 16Q: 3 clusters Score -124411.8 nChanged 194 ComputeScore: Raw -124791.425578 + Penalty 347.751308 = -124443.674269 Iteration 17Q: 3 clusters Score -124443.7 nChanged 195 ComputeScore: Raw -124823.517305 + Penalty 347.751308 = -124475.765996 Iteration 18Q: 3 clusters Score -124475.8 nChanged 210 ComputeScore: Raw -124862.027851 + Penalty 347.751308 = -124514.276542 Iteration 19Q: 3 clusters Score -124514.3 nChanged 224 ComputeScore: Raw -124908.652404 + Penalty 347.751308 = -124560.901095 Iteration 20F: 3 clusters Score -124560.9 nChanged 256 ComputeScore: Raw -124967.172255 + Penalty 347.751308 = -124619.420946 Iteration 21Q: 3 clusters Score -124619.4 nChanged 268 ComputeScore: Raw -125034.011854 + Penalty 347.751308 = -124686.260545 Iteration 22Q: 3 clusters Score -124686.3 nChanged 297 ComputeScore: Raw -125120.063668 + Penalty 347.751308 = -124772.312360 Iteration 23Q: 3 clusters Score -124772.3 nChanged 300 ComputeScore: Raw -125204.591578 + Penalty 347.751308 = -124856.840269 Iteration 24Q: 3 clusters Score -124856.8 nChanged 280 ComputeScore: Raw -125283.684172 + Penalty 347.751308 = -124935.932863 Iteration 25Q: 3 clusters Score -124935.9 nChanged 282 ComputeScore: Raw -125376.194996 + Penalty 347.751308 = -125028.443687 Iteration 26Q: 3 clusters Score -125028.4 nChanged 336 ComputeScore: Raw -125505.398970 + Penalty 347.751308 = -125157.647662 Iteration 27Q: 3 clusters Score -125157.6 nChanged 334 ComputeScore: Raw -125637.264837 + Penalty 347.751308 = -125289.513529 Iteration 28Q: 3 clusters Score -125289.5 nChanged 322 ComputeScore: Raw -125774.702885 + Penalty 347.751308 = -125426.951576 Iteration 29Q: 3 clusters Score -125427 nChanged 370 ComputeScore: Raw -125957.059832 + Penalty 347.751308 = -125609.308524 Iteration 30Q: 3 clusters Score -125609.3 nChanged 388 ComputeScore: Raw -126163.982352 + Penalty 347.751308 = -125816.231044 Iteration 31Q: 3 clusters Score -125816.2 nChanged 347 ComputeScore: Raw -126374.264152 + Penalty 347.751308 = -126026.512843 Iteration 32Q: 3 clusters Score -126026.5 nChanged 346 ComputeScore: Raw -126613.644759 + Penalty 347.751308 = -126265.893450 Iteration 33Q: 3 clusters Score -126265.9 nChanged 298 ComputeScore: Raw -126835.726242 + Penalty 347.751308 = -126487.974934 Iteration 34Q: 3 clusters Score -126488 nChanged 251 ComputeScore: Raw -127033.844871 + Penalty 347.751308 = -126686.093562 Iteration 35Q: 3 clusters Score -126686.1 nChanged 184 ComputeScore: Raw -127184.186493 + Penalty 347.751308 = -126836.435184 Iteration 36Q: 3 clusters Score -126836.4 nChanged 136 ComputeScore: Raw -127301.869565 + Penalty 347.751308 = -126954.118257 Iteration 37Q: 3 clusters Score -126954.1 nChanged 95 ComputeScore: Raw -127380.132922 + Penalty 347.751308 = -127032.381613 Iteration 38Q: 3 clusters Score -127032.4 nChanged 63 ComputeScore: Raw -127427.918426 + Penalty 347.751308 = -127080.167118 Iteration 39Q: 3 clusters Score -127080.2 nChanged 29 ComputeScore: Raw -127449.968715 + Penalty 347.751308 = -127102.217406 Iteration 40F: 3 clusters Score -127102.2 nChanged 24 ComputeScore: Raw -127468.824456 + Penalty 347.751308 = -127121.073147 Iteration 41Q: 3 clusters Score -127121.1 nChanged 19 ComputeScore: Raw -127486.375310 + Penalty 347.751308 = -127138.624001 Iteration 42Q: 3 clusters Score -127138.6 nChanged 13 ComputeScore: Raw -127498.448572 + Penalty 347.751308 = -127150.697263 Iteration 43Q: 3 clusters Score -127150.7 nChanged 13 ComputeScore: Raw -127509.266374 + Penalty 347.751308 = -127161.515066 Iteration 44Q: 3 clusters Score -127161.5 nChanged 10 ComputeScore: Raw -127517.716569 + Penalty 347.751308 = -127169.965260 Iteration 45Q: 3 clusters Score -127170 nChanged 1 ComputeScore: Raw -127518.235004 + Penalty 347.751308 = -127170.483695 Iteration 46Q: 3 clusters Score -127170.5 nChanged 0 ComputeScore: Raw -127518.235004 + Penalty 347.751308 = -127170.483695 Iteration 47F: 3 clusters Score -127170.5 nChanged 0 Trying to split cluster 8 (6561 points) Assigned 2 initial classes randomly. ComputeScore: Raw -61891.786382 + Penalty 158.200170 = -61733.586212 Iteration 0F: 2 clusters Score -61733.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -57717.958756 + Penalty 316.400339 = -57401.558417 Iteration 0F: 3 clusters Score -57401.56 nChanged 3107 ComputeScore: Raw -59489.816853 + Penalty 316.400339 = -59173.416514 Iteration 1F: 3 clusters Score -59173.42 nChanged 299 ComputeScore: Raw -59647.788543 + Penalty 316.400339 = -59331.388204 Iteration 2Q: 3 clusters Score -59331.39 nChanged 343 ComputeScore: Raw -59867.489998 + Penalty 316.400339 = -59551.089659 Iteration 3F: 3 clusters Score -59551.09 nChanged 378 ComputeScore: Raw -60125.360315 + Penalty 316.400339 = -59808.959976 Iteration 4F: 3 clusters Score -59808.96 nChanged 377 ComputeScore: Raw -60416.204596 + Penalty 316.400339 = -60099.804257 Iteration 5F: 3 clusters Score -60099.8 nChanged 342 ComputeScore: Raw -60657.255398 + Penalty 316.400339 = -60340.855059 Iteration 6F: 3 clusters Score -60340.86 nChanged 277 ComputeScore: Raw -60751.239803 + Penalty 316.400339 = -60434.839464 Iteration 7Q: 3 clusters Score -60434.84 nChanged 146 ComputeScore: Raw -60778.832765 + Penalty 316.400339 = -60462.432426 Iteration 8Q: 3 clusters Score -60462.43 nChanged 84 ComputeScore: Raw -60794.473380 + Penalty 316.400339 = -60478.073041 Iteration 9Q: 3 clusters Score -60478.07 nChanged 70 ComputeScore: Raw -60809.012695 + Penalty 316.400339 = -60492.612356 Iteration 10Q: 3 clusters Score -60492.61 nChanged 72 ComputeScore: Raw -60822.680967 + Penalty 316.400339 = -60506.280627 Iteration 11Q: 3 clusters Score -60506.28 nChanged 66 ComputeScore: Raw -60833.402993 + Penalty 316.400339 = -60517.002654 Iteration 12Q: 3 clusters Score -60517 nChanged 63 ComputeScore: Raw -60842.676462 + Penalty 316.400339 = -60526.276123 Iteration 13Q: 3 clusters Score -60526.28 nChanged 50 ComputeScore: Raw -60850.079622 + Penalty 316.400339 = -60533.679283 Iteration 14Q: 3 clusters Score -60533.68 nChanged 40 ComputeScore: Raw -60854.605952 + Penalty 316.400339 = -60538.205613 Iteration 15Q: 3 clusters Score -60538.21 nChanged 43 ComputeScore: Raw -60858.945895 + Penalty 316.400339 = -60542.545556 Iteration 16Q: 3 clusters Score -60542.55 nChanged 33 ComputeScore: Raw -60863.331499 + Penalty 316.400339 = -60546.931160 Iteration 17Q: 3 clusters Score -60546.93 nChanged 37 ComputeScore: Raw -60867.289323 + Penalty 316.400339 = -60550.888984 Iteration 18Q: 3 clusters Score -60550.89 nChanged 44 ComputeScore: Raw -60872.978332 + Penalty 316.400339 = -60556.577993 Iteration 19Q: 3 clusters Score -60556.58 nChanged 48 ComputeScore: Raw -60878.958895 + Penalty 316.400339 = -60562.558555 Iteration 20F: 3 clusters Score -60562.56 nChanged 40 ComputeScore: Raw -60883.535153 + Penalty 316.400339 = -60567.134814 Iteration 21Q: 3 clusters Score -60567.13 nChanged 38 ComputeScore: Raw -60888.082458 + Penalty 316.400339 = -60571.682119 Iteration 22Q: 3 clusters Score -60571.68 nChanged 36 ComputeScore: Raw -60894.031006 + Penalty 316.400339 = -60577.630667 Iteration 23Q: 3 clusters Score -60577.63 nChanged 53 ComputeScore: Raw -60903.828882 + Penalty 316.400339 = -60587.428543 Iteration 24Q: 3 clusters Score -60587.43 nChanged 59 ComputeScore: Raw -60914.753467 + Penalty 316.400339 = -60598.353128 Iteration 25Q: 3 clusters Score -60598.35 nChanged 68 ComputeScore: Raw -60928.518933 + Penalty 316.400339 = -60612.118594 Iteration 26Q: 3 clusters Score -60612.12 nChanged 69 ComputeScore: Raw -60941.629968 + Penalty 316.400339 = -60625.229629 Iteration 27Q: 3 clusters Score -60625.23 nChanged 60 ComputeScore: Raw -60951.100016 + Penalty 316.400339 = -60634.699677 Iteration 28Q: 3 clusters Score -60634.7 nChanged 68 ComputeScore: Raw -60964.754499 + Penalty 316.400339 = -60648.354160 Iteration 29Q: 3 clusters Score -60648.35 nChanged 77 ComputeScore: Raw -60982.311894 + Penalty 316.400339 = -60665.911555 Iteration 30Q: 3 clusters Score -60665.91 nChanged 83 ComputeScore: Raw -61003.188304 + Penalty 316.400339 = -60686.787965 Iteration 31Q: 3 clusters Score -60686.79 nChanged 91 ComputeScore: Raw -61025.609351 + Penalty 316.400339 = -60709.209012 Iteration 32Q: 3 clusters Score -60709.21 nChanged 90 ComputeScore: Raw -61046.598359 + Penalty 316.400339 = -60730.198020 Iteration 33Q: 3 clusters Score -60730.2 nChanged 81 ComputeScore: Raw -61066.817980 + Penalty 316.400339 = -60750.417641 Iteration 34Q: 3 clusters Score -60750.42 nChanged 104 ComputeScore: Raw -61094.559169 + Penalty 316.400339 = -60778.158829 Iteration 35Q: 3 clusters Score -60778.16 nChanged 99 ComputeScore: Raw -61123.093087 + Penalty 316.400339 = -60806.692747 Iteration 36Q: 3 clusters Score -60806.69 nChanged 103 ComputeScore: Raw -61155.739701 + Penalty 316.400339 = -60839.339362 Iteration 37Q: 3 clusters Score -60839.34 nChanged 106 ComputeScore: Raw -61190.743310 + Penalty 316.400339 = -60874.342971 Iteration 38Q: 3 clusters Score -60874.34 nChanged 116 ComputeScore: Raw -61230.048376 + Penalty 316.400339 = -60913.648037 Iteration 39Q: 3 clusters Score -60913.65 nChanged 113 ComputeScore: Raw -61268.791678 + Penalty 316.400339 = -60952.391339 Iteration 40F: 3 clusters Score -60952.39 nChanged 119 ComputeScore: Raw -61314.000035 + Penalty 316.400339 = -60997.599695 Iteration 41Q: 3 clusters Score -60997.6 nChanged 124 ComputeScore: Raw -61365.280888 + Penalty 316.400339 = -61048.880549 Iteration 42Q: 3 clusters Score -61048.88 nChanged 126 ComputeScore: Raw -61423.037042 + Penalty 316.400339 = -61106.636703 Iteration 43Q: 3 clusters Score -61106.64 nChanged 130 ComputeScore: Raw -61488.886447 + Penalty 316.400339 = -61172.486108 Iteration 44Q: 3 clusters Score -61172.49 nChanged 128 ComputeScore: Raw -61571.112756 + Penalty 316.400339 = -61254.712417 Iteration 45Q: 3 clusters Score -61254.71 nChanged 126 ComputeScore: Raw -61662.477471 + Penalty 316.400339 = -61346.077132 Iteration 46Q: 3 clusters Score -61346.08 nChanged 107 ComputeScore: Raw -61743.006668 + Penalty 316.400339 = -61426.606329 Iteration 47Q: 3 clusters Score -61426.61 nChanged 91 ComputeScore: Raw -61810.296794 + Penalty 316.400339 = -61493.896455 Iteration 48Q: 3 clusters Score -61493.9 nChanged 60 ComputeScore: Raw -61847.546182 + Penalty 316.400339 = -61531.145843 Iteration 49Q: 3 clusters Score -61531.15 nChanged 40 ComputeScore: Raw -61877.222267 + Penalty 316.400339 = -61560.821928 Iteration 50Q: 3 clusters Score -61560.82 nChanged 33 ComputeScore: Raw -61896.497440 + Penalty 316.400339 = -61580.097101 Iteration 51Q: 3 clusters Score -61580.1 nChanged 16 ComputeScore: Raw -61906.630979 + Penalty 316.400339 = -61590.230639 Iteration 52Q: 3 clusters Score -61590.23 nChanged 13 ComputeScore: Raw -61911.718338 + Penalty 316.400339 = -61595.317999 Iteration 53Q: 3 clusters Score -61595.32 nChanged 8 ComputeScore: Raw -61913.837745 + Penalty 316.400339 = -61597.437406 Iteration 54Q: 3 clusters Score -61597.44 nChanged 3 ComputeScore: Raw -61914.296371 + Penalty 316.400339 = -61597.896032 Iteration 55Q: 3 clusters Score -61597.9 nChanged 3 ComputeScore: Raw -61915.131654 + Penalty 316.400339 = -61598.731315 Iteration 56Q: 3 clusters Score -61598.73 nChanged 2 ComputeScore: Raw -61915.755798 + Penalty 316.400339 = -61599.355459 Iteration 57Q: 3 clusters Score -61599.36 nChanged 1 ComputeScore: Raw -61916.072118 + Penalty 316.400339 = -61599.671779 Iteration 58Q: 3 clusters Score -61599.67 nChanged 1 ComputeScore: Raw -61917.046643 + Penalty 316.400339 = -61600.646304 Iteration 59Q: 3 clusters Score -61600.65 nChanged 1 ComputeScore: Raw -61918.035564 + Penalty 316.400339 = -61601.635225 Iteration 60F: 3 clusters Score -61601.64 nChanged 1 ComputeScore: Raw -61918.221802 + Penalty 316.400339 = -61601.821463 Iteration 61Q: 3 clusters Score -61601.82 nChanged 3 ComputeScore: Raw -61919.108074 + Penalty 316.400339 = -61602.707735 Iteration 62Q: 3 clusters Score -61602.71 nChanged 2 ComputeScore: Raw -61920.933218 + Penalty 316.400339 = -61604.532879 Iteration 63Q: 3 clusters Score -61604.53 nChanged 3 ComputeScore: Raw -61921.988828 + Penalty 316.400339 = -61605.588489 Iteration 64Q: 3 clusters Score -61605.59 nChanged 4 ComputeScore: Raw -61924.472518 + Penalty 316.400339 = -61608.072179 Iteration 65Q: 3 clusters Score -61608.07 nChanged 2 ComputeScore: Raw -61924.918827 + Penalty 316.400339 = -61608.518487 Iteration 66Q: 3 clusters Score -61608.52 nChanged 3 ComputeScore: Raw -61927.212143 + Penalty 316.400339 = -61610.811804 Iteration 67Q: 3 clusters Score -61610.81 nChanged 4 ComputeScore: Raw -61930.180848 + Penalty 316.400339 = -61613.780509 Iteration 68Q: 3 clusters Score -61613.78 nChanged 4 ComputeScore: Raw -61932.001249 + Penalty 316.400339 = -61615.600910 Iteration 69Q: 3 clusters Score -61615.6 nChanged 3 ComputeScore: Raw -61932.883058 + Penalty 316.400339 = -61616.482719 Iteration 70Q: 3 clusters Score -61616.48 nChanged 2 ComputeScore: Raw -61933.750158 + Penalty 316.400339 = -61617.349819 Iteration 71Q: 3 clusters Score -61617.35 nChanged 3 ComputeScore: Raw -61934.832363 + Penalty 316.400339 = -61618.432023 Iteration 72Q: 3 clusters Score -61618.43 nChanged 1 ComputeScore: Raw -61934.926407 + Penalty 316.400339 = -61618.526068 Iteration 73Q: 3 clusters Score -61618.53 nChanged 0 ComputeScore: Raw -61934.926407 + Penalty 316.400339 = -61618.526068 Iteration 74F: 3 clusters Score -61618.53 nChanged 0 Trying to split cluster 9 (744 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9761.205866 + Penalty 119.016739 = -9642.189127 Iteration 0F: 2 clusters Score -9642.189 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9341.857548 + Penalty 238.033477 = -9103.824071 Iteration 0F: 3 clusters Score -9103.824 nChanged 312 ComputeScore: Raw -9552.828609 + Penalty 238.033477 = -9314.795132 Iteration 1F: 3 clusters Score -9314.795 nChanged 57 ComputeScore: Raw -9577.461364 + Penalty 238.033477 = -9339.427887 Iteration 2F: 3 clusters Score -9339.428 nChanged 35 ComputeScore: Raw -9593.403866 + Penalty 238.033477 = -9355.370388 Iteration 3Q: 3 clusters Score -9355.37 nChanged 26 ComputeScore: Raw -9609.801038 + Penalty 238.033477 = -9371.767560 Iteration 4Q: 3 clusters Score -9371.768 nChanged 39 ComputeScore: Raw -9637.470033 + Penalty 238.033477 = -9399.436555 Iteration 5F: 3 clusters Score -9399.437 nChanged 37 ComputeScore: Raw -9669.151792 + Penalty 238.033477 = -9431.118315 Iteration 6Q: 3 clusters Score -9431.118 nChanged 32 ComputeScore: Raw -9691.060514 + Penalty 238.033477 = -9453.027037 Iteration 7Q: 3 clusters Score -9453.027 nChanged 21 ComputeScore: Raw -9703.459522 + Penalty 238.033477 = -9465.426045 Iteration 8Q: 3 clusters Score -9465.426 nChanged 25 ComputeScore: Raw -9725.070540 + Penalty 238.033477 = -9487.037063 Iteration 9Q: 3 clusters Score -9487.037 nChanged 21 ComputeScore: Raw -9738.596116 + Penalty 238.033477 = -9500.562638 Iteration 10Q: 3 clusters Score -9500.563 nChanged 18 ComputeScore: Raw -9750.058463 + Penalty 238.033477 = -9512.024985 Iteration 11Q: 3 clusters Score -9512.025 nChanged 10 ComputeScore: Raw -9753.731121 + Penalty 238.033477 = -9515.697643 Iteration 12Q: 3 clusters Score -9515.698 nChanged 2 ComputeScore: Raw -9754.490119 + Penalty 238.033477 = -9516.456642 Iteration 13Q: 3 clusters Score -9516.457 nChanged 1 ComputeScore: Raw -9754.748368 + Penalty 238.033477 = -9516.714890 Iteration 14Q: 3 clusters Score -9516.715 nChanged 2 ComputeScore: Raw -9755.009102 + Penalty 238.033477 = -9516.975625 Iteration 15Q: 3 clusters Score -9516.976 nChanged 2 ComputeScore: Raw -9755.470759 + Penalty 238.033477 = -9517.437282 Iteration 16Q: 3 clusters Score -9517.437 nChanged 2 ComputeScore: Raw -9755.796076 + Penalty 238.033477 = -9517.762599 Iteration 17Q: 3 clusters Score -9517.763 nChanged 2 ComputeScore: Raw -9756.139320 + Penalty 238.033477 = -9518.105843 Iteration 18Q: 3 clusters Score -9518.106 nChanged 2 ComputeScore: Raw -9756.429686 + Penalty 238.033477 = -9518.396209 Iteration 19Q: 3 clusters Score -9518.396 nChanged 1 ComputeScore: Raw -9756.573585 + Penalty 238.033477 = -9518.540107 Iteration 20F: 3 clusters Score -9518.54 nChanged 3 ComputeScore: Raw -9756.969779 + Penalty 238.033477 = -9518.936302 Iteration 21Q: 3 clusters Score -9518.936 nChanged 3 ComputeScore: Raw -9757.480398 + Penalty 238.033477 = -9519.446920 Iteration 22Q: 3 clusters Score -9519.447 nChanged 1 ComputeScore: Raw -9757.862801 + Penalty 238.033477 = -9519.829324 Iteration 23Q: 3 clusters Score -9519.829 nChanged 2 ComputeScore: Raw -9758.136414 + Penalty 238.033477 = -9520.102937 Iteration 24Q: 3 clusters Score -9520.103 nChanged 1 ComputeScore: Raw -9758.200716 + Penalty 238.033477 = -9520.167239 Iteration 25Q: 3 clusters Score -9520.167 nChanged 1 ComputeScore: Raw -9758.292898 + Penalty 238.033477 = -9520.259421 Iteration 26Q: 3 clusters Score -9520.259 nChanged 1 ComputeScore: Raw -9758.390299 + Penalty 238.033477 = -9520.356822 Iteration 27Q: 3 clusters Score -9520.357 nChanged 1 ComputeScore: Raw -9758.428660 + Penalty 238.033477 = -9520.395183 Iteration 28Q: 3 clusters Score -9520.395 nChanged 0 ComputeScore: Raw -9758.428660 + Penalty 238.033477 = -9520.395183 Iteration 29F: 3 clusters Score -9520.395 nChanged 0 Trying to split cluster 10 (1137 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8810.821253 + Penalty 126.650673 = -8684.170580 Iteration 0F: 2 clusters Score -8684.171 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8133.396661 + Penalty 253.301346 = -7880.095315 Iteration 0F: 3 clusters Score -7880.095 nChanged 502 ComputeScore: Raw -8416.366597 + Penalty 253.301346 = -8163.065251 Iteration 1F: 3 clusters Score -8163.065 nChanged 101 ComputeScore: Raw -8488.402154 + Penalty 253.301346 = -8235.100808 Iteration 2F: 3 clusters Score -8235.101 nChanged 85 ComputeScore: Raw -8555.022450 + Penalty 253.301346 = -8301.721104 Iteration 3F: 3 clusters Score -8301.721 nChanged 68 ComputeScore: Raw -8620.786022 + Penalty 253.301346 = -8367.484676 Iteration 4F: 3 clusters Score -8367.485 nChanged 53 ComputeScore: Raw -8666.998981 + Penalty 253.301346 = -8413.697635 Iteration 5Q: 3 clusters Score -8413.698 nChanged 40 ComputeScore: Raw -8694.193627 + Penalty 253.301346 = -8440.892281 Iteration 6Q: 3 clusters Score -8440.892 nChanged 39 ComputeScore: Raw -8720.700687 + Penalty 253.301346 = -8467.399341 Iteration 7Q: 3 clusters Score -8467.399 nChanged 30 ComputeScore: Raw -8743.082637 + Penalty 253.301346 = -8489.781291 Iteration 8Q: 3 clusters Score -8489.781 nChanged 33 ComputeScore: Raw -8766.730099 + Penalty 253.301346 = -8513.428753 Iteration 9Q: 3 clusters Score -8513.429 nChanged 17 ComputeScore: Raw -8776.032247 + Penalty 253.301346 = -8522.730902 Iteration 10Q: 3 clusters Score -8522.731 nChanged 20 ComputeScore: Raw -8789.624779 + Penalty 253.301346 = -8536.323433 Iteration 11Q: 3 clusters Score -8536.323 nChanged 19 ComputeScore: Raw -8797.585235 + Penalty 253.301346 = -8544.283889 Iteration 12Q: 3 clusters Score -8544.284 nChanged 12 ComputeScore: Raw -8800.994711 + Penalty 253.301346 = -8547.693366 Iteration 13Q: 3 clusters Score -8547.693 nChanged 3 ComputeScore: Raw -8801.706050 + Penalty 253.301346 = -8548.404704 Iteration 14Q: 3 clusters Score -8548.405 nChanged 2 ComputeScore: Raw -8802.014085 + Penalty 253.301346 = -8548.712740 Iteration 15Q: 3 clusters Score -8548.713 nChanged 2 ComputeScore: Raw -8802.698069 + Penalty 253.301346 = -8549.396723 Iteration 16Q: 3 clusters Score -8549.397 nChanged 4 ComputeScore: Raw -8803.707407 + Penalty 253.301346 = -8550.406061 Iteration 17Q: 3 clusters Score -8550.406 nChanged 1 ComputeScore: Raw -8803.930335 + Penalty 253.301346 = -8550.628989 Iteration 18Q: 3 clusters Score -8550.629 nChanged 1 ComputeScore: Raw -8804.086406 + Penalty 253.301346 = -8550.785060 Iteration 19Q: 3 clusters Score -8550.785 nChanged 0 ComputeScore: Raw -8804.086406 + Penalty 253.301346 = -8550.785060 Iteration 20F: 3 clusters Score -8550.785 nChanged 0 Trying to split cluster 11 (3509 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32961.373022 + Penalty 146.935555 = -32814.437467 Iteration 0F: 2 clusters Score -32814.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30789.595873 + Penalty 293.871110 = -30495.724764 Iteration 0F: 3 clusters Score -30495.72 nChanged 1637 ComputeScore: Raw -31733.303538 + Penalty 293.871110 = -31439.432429 Iteration 1F: 3 clusters Score -31439.43 nChanged 247 ComputeScore: Raw -31904.510827 + Penalty 293.871110 = -31610.639717 Iteration 2F: 3 clusters Score -31610.64 nChanged 234 ComputeScore: Raw -32057.160490 + Penalty 293.871110 = -31763.289381 Iteration 3F: 3 clusters Score -31763.29 nChanged 209 ComputeScore: Raw -32208.204959 + Penalty 293.871110 = -31914.333849 Iteration 4F: 3 clusters Score -31914.33 nChanged 207 ComputeScore: Raw -32338.786416 + Penalty 293.871110 = -32044.915307 Iteration 5F: 3 clusters Score -32044.92 nChanged 158 ComputeScore: Raw -32422.596918 + Penalty 293.871110 = -32128.725809 Iteration 6Q: 3 clusters Score -32128.73 nChanged 123 ComputeScore: Raw -32486.400710 + Penalty 293.871110 = -32192.529600 Iteration 7Q: 3 clusters Score -32192.53 nChanged 81 ComputeScore: Raw -32523.924011 + Penalty 293.871110 = -32230.052901 Iteration 8Q: 3 clusters Score -32230.05 nChanged 73 ComputeScore: Raw -32552.458345 + Penalty 293.871110 = -32258.587235 Iteration 9Q: 3 clusters Score -32258.59 nChanged 56 ComputeScore: Raw -32579.051352 + Penalty 293.871110 = -32285.180242 Iteration 10Q: 3 clusters Score -32285.18 nChanged 65 ComputeScore: Raw -32606.425695 + Penalty 293.871110 = -32312.554585 Iteration 11Q: 3 clusters Score -32312.55 nChanged 68 ComputeScore: Raw -32633.457843 + Penalty 293.871110 = -32339.586734 Iteration 12Q: 3 clusters Score -32339.59 nChanged 60 ComputeScore: Raw -32665.448451 + Penalty 293.871110 = -32371.577342 Iteration 13Q: 3 clusters Score -32371.58 nChanged 73 ComputeScore: Raw -32702.430557 + Penalty 293.871110 = -32408.559447 Iteration 14Q: 3 clusters Score -32408.56 nChanged 53 ComputeScore: Raw -32722.211676 + Penalty 293.871110 = -32428.340566 Iteration 15Q: 3 clusters Score -32428.34 nChanged 45 ComputeScore: Raw -32734.142306 + Penalty 293.871110 = -32440.271196 Iteration 16Q: 3 clusters Score -32440.27 nChanged 30 ComputeScore: Raw -32741.844485 + Penalty 293.871110 = -32447.973375 Iteration 17Q: 3 clusters Score -32447.97 nChanged 35 ComputeScore: Raw -32749.288171 + Penalty 293.871110 = -32455.417061 Iteration 18Q: 3 clusters Score -32455.42 nChanged 22 ComputeScore: Raw -32753.784074 + Penalty 293.871110 = -32459.912965 Iteration 19Q: 3 clusters Score -32459.91 nChanged 25 ComputeScore: Raw -32759.561427 + Penalty 293.871110 = -32465.690318 Iteration 20F: 3 clusters Score -32465.69 nChanged 22 ComputeScore: Raw -32764.590640 + Penalty 293.871110 = -32470.719530 Iteration 21Q: 3 clusters Score -32470.72 nChanged 21 ComputeScore: Raw -32767.542134 + Penalty 293.871110 = -32473.671024 Iteration 22Q: 3 clusters Score -32473.67 nChanged 14 ComputeScore: Raw -32769.939543 + Penalty 293.871110 = -32476.068434 Iteration 23Q: 3 clusters Score -32476.07 nChanged 14 ComputeScore: Raw -32772.483503 + Penalty 293.871110 = -32478.612393 Iteration 24Q: 3 clusters Score -32478.61 nChanged 12 ComputeScore: Raw -32774.652550 + Penalty 293.871110 = -32480.781441 Iteration 25Q: 3 clusters Score -32480.78 nChanged 13 ComputeScore: Raw -32776.179333 + Penalty 293.871110 = -32482.308224 Iteration 26Q: 3 clusters Score -32482.31 nChanged 13 ComputeScore: Raw -32777.753901 + Penalty 293.871110 = -32483.882792 Iteration 27Q: 3 clusters Score -32483.88 nChanged 11 ComputeScore: Raw -32779.077145 + Penalty 293.871110 = -32485.206035 Iteration 28Q: 3 clusters Score -32485.21 nChanged 8 ComputeScore: Raw -32779.872043 + Penalty 293.871110 = -32486.000934 Iteration 29Q: 3 clusters Score -32486 nChanged 7 ComputeScore: Raw -32780.531635 + Penalty 293.871110 = -32486.660525 Iteration 30Q: 3 clusters Score -32486.66 nChanged 6 ComputeScore: Raw -32781.352538 + Penalty 293.871110 = -32487.481429 Iteration 31Q: 3 clusters Score -32487.48 nChanged 6 ComputeScore: Raw -32782.153196 + Penalty 293.871110 = -32488.282086 Iteration 32Q: 3 clusters Score -32488.28 nChanged 10 ComputeScore: Raw -32783.340710 + Penalty 293.871110 = -32489.469601 Iteration 33Q: 3 clusters Score -32489.47 nChanged 8 ComputeScore: Raw -32784.340205 + Penalty 293.871110 = -32490.469096 Iteration 34Q: 3 clusters Score -32490.47 nChanged 9 ComputeScore: Raw -32785.687114 + Penalty 293.871110 = -32491.816004 Iteration 35Q: 3 clusters Score -32491.82 nChanged 4 ComputeScore: Raw -32785.989783 + Penalty 293.871110 = -32492.118673 Iteration 36Q: 3 clusters Score -32492.12 nChanged 4 ComputeScore: Raw -32786.144422 + Penalty 293.871110 = -32492.273312 Iteration 37Q: 3 clusters Score -32492.27 nChanged 0 ComputeScore: Raw -32786.144422 + Penalty 293.871110 = -32492.273312 Iteration 38F: 3 clusters Score -32492.27 nChanged 0 Trying to split cluster 12 (5043 points) Assigned 2 initial classes randomly. ComputeScore: Raw -49011.253889 + Penalty 153.463616 = -48857.790273 Iteration 0F: 2 clusters Score -48857.79 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -45923.214601 + Penalty 306.927231 = -45616.287370 Iteration 0F: 3 clusters Score -45616.29 nChanged 2336 ComputeScore: Raw -47518.040470 + Penalty 306.927231 = -47211.113239 Iteration 1F: 3 clusters Score -47211.11 nChanged 324 ComputeScore: Raw -47732.944456 + Penalty 306.927231 = -47426.017225 Iteration 2F: 3 clusters Score -47426.02 nChanged 360 ComputeScore: Raw -48040.012109 + Penalty 306.927231 = -47733.084878 Iteration 3F: 3 clusters Score -47733.08 nChanged 358 ComputeScore: Raw -48381.316368 + Penalty 306.927231 = -48074.389136 Iteration 4F: 3 clusters Score -48074.39 nChanged 303 ComputeScore: Raw -48702.310031 + Penalty 306.927231 = -48395.382800 Iteration 5F: 3 clusters Score -48395.38 nChanged 199 ComputeScore: Raw -48909.888016 + Penalty 306.927231 = -48602.960785 Iteration 6Q: 3 clusters Score -48602.96 nChanged 83 ComputeScore: Raw -48989.826827 + Penalty 306.927231 = -48682.899596 Iteration 7Q: 3 clusters Score -48682.9 nChanged 19 ComputeScore: Raw -49010.297456 + Penalty 306.927231 = -48703.370225 Iteration 8Q: 3 clusters Score -48703.37 nChanged 3 ComputeScore: Raw -49020.224621 + Penalty 306.927231 = -48713.297390 Iteration 9Q: 3 clusters Score -48713.3 nChanged 1 ComputeScore: Raw -49024.874893 + Penalty 306.927231 = -48717.947661 Iteration 10Q: 3 clusters Score -48717.95 nChanged 2 ComputeScore: Raw -49033.084764 + Penalty 306.927231 = -48726.157533 Iteration 11Q: 3 clusters Score -48726.16 nChanged 1 ComputeScore: Raw -49033.581422 + Penalty 306.927231 = -48726.654190 Iteration 12Q: 3 clusters Score -48726.65 nChanged 0 ComputeScore: Raw -49033.581422 + Penalty 306.927231 = -48726.654190 Iteration 13F: 3 clusters Score -48726.65 nChanged 0 Trying to split cluster 13 (518 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6906.984589 + Penalty 112.499554 = -6794.485035 Iteration 0F: 2 clusters Score -6794.485 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6609.162678 + Penalty 224.999109 = -6384.163570 Iteration 0F: 3 clusters Score -6384.164 nChanged 218 ComputeScore: Raw -6737.404583 + Penalty 224.999109 = -6512.405474 Iteration 1F: 3 clusters Score -6512.405 nChanged 49 ComputeScore: Raw -6772.399556 + Penalty 224.999109 = -6547.400447 Iteration 2F: 3 clusters Score -6547.4 nChanged 33 ComputeScore: Raw -6801.552368 + Penalty 224.999109 = -6576.553260 Iteration 3F: 3 clusters Score -6576.553 nChanged 31 ComputeScore: Raw -6829.071394 + Penalty 224.999109 = -6604.072285 Iteration 4F: 3 clusters Score -6604.072 nChanged 23 ComputeScore: Raw -6848.784689 + Penalty 224.999109 = -6623.785580 Iteration 5Q: 3 clusters Score -6623.786 nChanged 18 ComputeScore: Raw -6861.871744 + Penalty 224.999109 = -6636.872635 Iteration 6Q: 3 clusters Score -6636.873 nChanged 15 ComputeScore: Raw -6870.490216 + Penalty 224.999109 = -6645.491108 Iteration 7Q: 3 clusters Score -6645.491 nChanged 6 ComputeScore: Raw -6873.072669 + Penalty 224.999109 = -6648.073560 Iteration 8Q: 3 clusters Score -6648.074 nChanged 5 ComputeScore: Raw -6874.908245 + Penalty 224.999109 = -6649.909136 Iteration 9Q: 3 clusters Score -6649.909 nChanged 4 ComputeScore: Raw -6875.928649 + Penalty 224.999109 = -6650.929540 Iteration 10Q: 3 clusters Score -6650.93 nChanged 2 ComputeScore: Raw -6876.152356 + Penalty 224.999109 = -6651.153247 Iteration 11Q: 3 clusters Score -6651.153 nChanged 0 ComputeScore: Raw -6876.152356 + Penalty 224.999109 = -6651.153247 Iteration 12F: 3 clusters Score -6651.153 nChanged 0 Trying to split cluster 14 (216 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1729.127300 + Penalty 96.755011 = -1632.372289 Iteration 0F: 2 clusters Score -1632.372 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1636.693712 + Penalty 193.510023 = -1443.183689 Iteration 0F: 3 clusters Score -1443.184 nChanged 75 ComputeScore: Raw -1720.151288 + Penalty 193.510023 = -1526.641265 Iteration 1F: 3 clusters Score -1526.641 nChanged 19 ComputeScore: Raw -1736.409937 + Penalty 193.510023 = -1542.899914 Iteration 2F: 3 clusters Score -1542.9 nChanged 13 ComputeScore: Raw -1748.339478 + Penalty 193.510023 = -1554.829455 Iteration 3F: 3 clusters Score -1554.829 nChanged 6 ComputeScore: Raw -1756.073051 + Penalty 193.510023 = -1562.563028 Iteration 4Q: 3 clusters Score -1562.563 nChanged 5 ComputeScore: Raw -1767.383445 + Penalty 193.510023 = -1573.873423 Iteration 5Q: 3 clusters Score -1573.873 nChanged 4 ComputeScore: Raw -1772.154958 + Penalty 193.510023 = -1578.644936 Iteration 6Q: 3 clusters Score -1578.645 nChanged 2 ComputeScore: Raw -1773.362076 + Penalty 193.510023 = -1579.852053 Iteration 7Q: 3 clusters Score -1579.852 nChanged 1 ComputeScore: Raw -1775.269936 + Penalty 193.510023 = -1581.759914 Iteration 8Q: 3 clusters Score -1581.76 nChanged 2 ComputeScore: Raw -1777.757983 + Penalty 193.510023 = -1584.247960 Iteration 9Q: 3 clusters Score -1584.248 nChanged 2 ComputeScore: Raw -1779.470732 + Penalty 193.510023 = -1585.960709 Iteration 10Q: 3 clusters Score -1585.961 nChanged 1 ComputeScore: Raw -1780.052589 + Penalty 193.510023 = -1586.542567 Iteration 11Q: 3 clusters Score -1586.543 nChanged 0 ComputeScore: Raw -1780.052589 + Penalty 193.510023 = -1586.542567 Iteration 12F: 3 clusters Score -1586.543 nChanged 0 Trying to split cluster 15 (294 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4093.979780 + Penalty 102.304436 = -3991.675345 Iteration 0F: 2 clusters Score -3991.675 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3949.478817 + Penalty 204.608872 = -3744.869946 Iteration 0F: 3 clusters Score -3744.87 nChanged 111 ComputeScore: Raw -4018.553146 + Penalty 204.608872 = -3813.944275 Iteration 1F: 3 clusters Score -3813.944 nChanged 25 ComputeScore: Raw -4035.929997 + Penalty 204.608872 = -3831.321125 Iteration 2F: 3 clusters Score -3831.321 nChanged 21 ComputeScore: Raw -4051.215990 + Penalty 204.608872 = -3846.607118 Iteration 3F: 3 clusters Score -3846.607 nChanged 14 ComputeScore: Raw -4061.312845 + Penalty 204.608872 = -3856.703973 Iteration 4Q: 3 clusters Score -3856.704 nChanged 15 ComputeScore: Raw -4069.404777 + Penalty 204.608872 = -3864.795905 Iteration 5F: 3 clusters Score -3864.796 nChanged 8 ComputeScore: Raw -4072.525700 + Penalty 204.608872 = -3867.916829 Iteration 6Q: 3 clusters Score -3867.917 nChanged 5 ComputeScore: Raw -4076.030332 + Penalty 204.608872 = -3871.421461 Iteration 7Q: 3 clusters Score -3871.421 nChanged 3 ComputeScore: Raw -4077.071427 + Penalty 204.608872 = -3872.462556 Iteration 8Q: 3 clusters Score -3872.463 nChanged 3 ComputeScore: Raw -4077.742559 + Penalty 204.608872 = -3873.133687 Iteration 9Q: 3 clusters Score -3873.134 nChanged 2 ComputeScore: Raw -4078.464635 + Penalty 204.608872 = -3873.855763 Iteration 10Q: 3 clusters Score -3873.856 nChanged 1 ComputeScore: Raw -4078.824623 + Penalty 204.608872 = -3874.215752 Iteration 11Q: 3 clusters Score -3874.216 nChanged 1 ComputeScore: Raw -4078.951633 + Penalty 204.608872 = -3874.342762 Iteration 12Q: 3 clusters Score -3874.343 nChanged 1 ComputeScore: Raw -4079.125482 + Penalty 204.608872 = -3874.516611 Iteration 13Q: 3 clusters Score -3874.517 nChanged 1 ComputeScore: Raw -4079.226990 + Penalty 204.608872 = -3874.618119 Iteration 14Q: 3 clusters Score -3874.618 nChanged 0 ComputeScore: Raw -4079.226990 + Penalty 204.608872 = -3874.618119 Iteration 15F: 3 clusters Score -3874.618 nChanged 0 Trying to split cluster 16 (801 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10269.903167 + Penalty 120.345497 = -10149.557669 Iteration 0F: 2 clusters Score -10149.56 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9814.667784 + Penalty 240.690994 = -9573.976790 Iteration 0F: 3 clusters Score -9573.977 nChanged 349 ComputeScore: Raw -10010.950342 + Penalty 240.690994 = -9770.259348 Iteration 1F: 3 clusters Score -9770.259 nChanged 57 ComputeScore: Raw -10040.873917 + Penalty 240.690994 = -9800.182923 Iteration 2F: 3 clusters Score -9800.183 nChanged 43 ComputeScore: Raw -10070.082267 + Penalty 240.690994 = -9829.391272 Iteration 3F: 3 clusters Score -9829.391 nChanged 41 ComputeScore: Raw -10100.489564 + Penalty 240.690994 = -9859.798570 Iteration 4F: 3 clusters Score -9859.799 nChanged 52 ComputeScore: Raw -10148.642629 + Penalty 240.690994 = -9907.951635 Iteration 5F: 3 clusters Score -9907.952 nChanged 52 ComputeScore: Raw -10197.510209 + Penalty 240.690994 = -9956.819215 Iteration 6F: 3 clusters Score -9956.819 nChanged 36 ComputeScore: Raw -10233.600488 + Penalty 240.690994 = -9992.909494 Iteration 7Q: 3 clusters Score -9992.909 nChanged 18 ComputeScore: Raw -10251.460562 + Penalty 240.690994 = -10010.769568 Iteration 8Q: 3 clusters Score -10010.77 nChanged 14 ComputeScore: Raw -10268.952848 + Penalty 240.690994 = -10028.261854 Iteration 9Q: 3 clusters Score -10028.26 nChanged 5 ComputeScore: Raw -10278.489861 + Penalty 240.690994 = -10037.798867 Iteration 10Q: 3 clusters Score -10037.8 nChanged 2 ComputeScore: Raw -10286.132697 + Penalty 240.690994 = -10045.441703 Iteration 11Q: 3 clusters Score -10045.44 nChanged 1 ComputeScore: Raw -10287.338851 + Penalty 240.690994 = -10046.647857 Iteration 12Q: 3 clusters Score -10046.65 nChanged 0 ComputeScore: Raw -10287.338851 + Penalty 240.690994 = -10046.647857 Iteration 13F: 3 clusters Score -10046.65 nChanged 0 Trying to split cluster 17 (600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7166.810716 + Penalty 115.144734 = -7051.665982 Iteration 0F: 2 clusters Score -7051.666 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6853.175254 + Penalty 230.289468 = -6622.885786 Iteration 0F: 3 clusters Score -6622.886 nChanged 254 ComputeScore: Raw -6996.523881 + Penalty 230.289468 = -6766.234414 Iteration 1F: 3 clusters Score -6766.234 nChanged 48 ComputeScore: Raw -7039.684456 + Penalty 230.289468 = -6809.394988 Iteration 2F: 3 clusters Score -6809.395 nChanged 40 ComputeScore: Raw -7065.266178 + Penalty 230.289468 = -6834.976711 Iteration 3F: 3 clusters Score -6834.977 nChanged 26 ComputeScore: Raw -7082.577211 + Penalty 230.289468 = -6852.287743 Iteration 4Q: 3 clusters Score -6852.288 nChanged 16 ComputeScore: Raw -7094.686194 + Penalty 230.289468 = -6864.396727 Iteration 5Q: 3 clusters Score -6864.397 nChanged 16 ComputeScore: Raw -7119.487968 + Penalty 230.289468 = -6889.198501 Iteration 6Q: 3 clusters Score -6889.199 nChanged 18 ComputeScore: Raw -7149.355842 + Penalty 230.289468 = -6919.066374 Iteration 7Q: 3 clusters Score -6919.066 nChanged 20 ComputeScore: Raw -7175.541706 + Penalty 230.289468 = -6945.252238 Iteration 8Q: 3 clusters Score -6945.252 nChanged 13 ComputeScore: Raw -7186.512807 + Penalty 230.289468 = -6956.223340 Iteration 9Q: 3 clusters Score -6956.223 nChanged 8 ComputeScore: Raw -7194.804566 + Penalty 230.289468 = -6964.515098 Iteration 10Q: 3 clusters Score -6964.515 nChanged 8 ComputeScore: Raw -7201.661955 + Penalty 230.289468 = -6971.372487 Iteration 11Q: 3 clusters Score -6971.372 nChanged 9 ComputeScore: Raw -7216.988968 + Penalty 230.289468 = -6986.699501 Iteration 12Q: 3 clusters Score -6986.7 nChanged 8 ComputeScore: Raw -7222.844765 + Penalty 230.289468 = -6992.555298 Iteration 13Q: 3 clusters Score -6992.555 nChanged 3 ComputeScore: Raw -7227.461612 + Penalty 230.289468 = -6997.172144 Iteration 14Q: 3 clusters Score -6997.172 nChanged 1 ComputeScore: Raw -7228.610439 + Penalty 230.289468 = -6998.320972 Iteration 15Q: 3 clusters Score -6998.321 nChanged 3 ComputeScore: Raw -7230.167721 + Penalty 230.289468 = -6999.878254 Iteration 16Q: 3 clusters Score -6999.878 nChanged 1 ComputeScore: Raw -7230.332815 + Penalty 230.289468 = -7000.043348 Iteration 17Q: 3 clusters Score -7000.043 nChanged 0 ComputeScore: Raw -7232.920963 + Penalty 230.289468 = -7002.631495 Iteration 18F: 3 clusters Score -7002.631 nChanged 2 ComputeScore: Raw -7234.874888 + Penalty 230.289468 = -7004.585421 Iteration 19Q: 3 clusters Score -7004.585 nChanged 1 ComputeScore: Raw -7235.091412 + Penalty 230.289468 = -7004.801945 Iteration 20F: 3 clusters Score -7004.802 nChanged 0 Trying to split cluster 18 (223 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3258.247558 + Penalty 97.329092 = -3160.918466 Iteration 0F: 2 clusters Score -3160.918 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3151.781243 + Penalty 194.658184 = -2957.123059 Iteration 0F: 3 clusters Score -2957.123 nChanged 78 ComputeScore: Raw -3210.883455 + Penalty 194.658184 = -3016.225271 Iteration 1F: 3 clusters Score -3016.225 nChanged 14 ComputeScore: Raw -3222.481454 + Penalty 194.658184 = -3027.823270 Iteration 2F: 3 clusters Score -3027.823 nChanged 8 ComputeScore: Raw -3227.685718 + Penalty 194.658184 = -3033.027535 Iteration 3Q: 3 clusters Score -3033.028 nChanged 4 ComputeScore: Raw -3231.467883 + Penalty 194.658184 = -3036.809700 Iteration 4Q: 3 clusters Score -3036.81 nChanged 7 ComputeScore: Raw -3242.764217 + Penalty 194.658184 = -3048.106033 Iteration 5Q: 3 clusters Score -3048.106 nChanged 8 ComputeScore: Raw -3253.750018 + Penalty 194.658184 = -3059.091835 Iteration 6Q: 3 clusters Score -3059.092 nChanged 7 ComputeScore: Raw -3266.692006 + Penalty 194.658184 = -3072.033822 Iteration 7Q: 3 clusters Score -3072.034 nChanged 4 ComputeScore: Raw -3271.928410 + Penalty 194.658184 = -3077.270226 Iteration 8Q: 3 clusters Score -3077.27 nChanged 2 ComputeScore: Raw -3279.242116 + Penalty 194.658184 = -3084.583932 Iteration 9Q: 3 clusters Score -3084.584 nChanged 2 ComputeScore: Raw -3283.062335 + Penalty 194.658184 = -3088.404152 Iteration 10Q: 3 clusters Score -3088.404 nChanged 0 ComputeScore: Raw -3283.062335 + Penalty 194.658184 = -3088.404152 Iteration 11F: 3 clusters Score -3088.404 nChanged 0 Trying to split cluster 19 (3378 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32479.110283 + Penalty 146.250704 = -32332.859579 Iteration 0F: 2 clusters Score -32332.86 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30392.639790 + Penalty 292.501408 = -30100.138382 Iteration 0F: 3 clusters Score -30100.14 nChanged 1555 ComputeScore: Raw -31283.006739 + Penalty 292.501408 = -30990.505331 Iteration 1F: 3 clusters Score -30990.51 nChanged 224 ComputeScore: Raw -31374.611364 + Penalty 292.501408 = -31082.109957 Iteration 2F: 3 clusters Score -31082.11 nChanged 186 ComputeScore: Raw -31453.239562 + Penalty 292.501408 = -31160.738154 Iteration 3F: 3 clusters Score -31160.74 nChanged 168 ComputeScore: Raw -31530.718040 + Penalty 292.501408 = -31238.216632 Iteration 4Q: 3 clusters Score -31238.22 nChanged 130 ComputeScore: Raw -31566.763027 + Penalty 292.501408 = -31274.261620 Iteration 5Q: 3 clusters Score -31274.26 nChanged 80 ComputeScore: Raw -31583.884984 + Penalty 292.501408 = -31291.383576 Iteration 6Q: 3 clusters Score -31291.38 nChanged 65 ComputeScore: Raw -31598.479929 + Penalty 292.501408 = -31305.978522 Iteration 7Q: 3 clusters Score -31305.98 nChanged 65 ComputeScore: Raw -31612.910980 + Penalty 292.501408 = -31320.409572 Iteration 8Q: 3 clusters Score -31320.41 nChanged 78 ComputeScore: Raw -31635.485244 + Penalty 292.501408 = -31342.983837 Iteration 9Q: 3 clusters Score -31342.98 nChanged 77 ComputeScore: Raw -31653.150444 + Penalty 292.501408 = -31360.649037 Iteration 10Q: 3 clusters Score -31360.65 nChanged 66 ComputeScore: Raw -31668.780678 + Penalty 292.501408 = -31376.279271 Iteration 11Q: 3 clusters Score -31376.28 nChanged 66 ComputeScore: Raw -31681.736950 + Penalty 292.501408 = -31389.235543 Iteration 12Q: 3 clusters Score -31389.24 nChanged 65 ComputeScore: Raw -31693.082756 + Penalty 292.501408 = -31400.581348 Iteration 13Q: 3 clusters Score -31400.58 nChanged 54 ComputeScore: Raw -31703.670385 + Penalty 292.501408 = -31411.168977 Iteration 14Q: 3 clusters Score -31411.17 nChanged 54 ComputeScore: Raw -31713.903996 + Penalty 292.501408 = -31421.402588 Iteration 15Q: 3 clusters Score -31421.4 nChanged 61 ComputeScore: Raw -31726.212700 + Penalty 292.501408 = -31433.711293 Iteration 16Q: 3 clusters Score -31433.71 nChanged 61 ComputeScore: Raw -31740.855350 + Penalty 292.501408 = -31448.353942 Iteration 17Q: 3 clusters Score -31448.35 nChanged 57 ComputeScore: Raw -31754.849680 + Penalty 292.501408 = -31462.348272 Iteration 18Q: 3 clusters Score -31462.35 nChanged 57 ComputeScore: Raw -31770.234457 + Penalty 292.501408 = -31477.733050 Iteration 19Q: 3 clusters Score -31477.73 nChanged 69 ComputeScore: Raw -31789.294673 + Penalty 292.501408 = -31496.793265 Iteration 20F: 3 clusters Score -31496.79 nChanged 79 ComputeScore: Raw -31814.161053 + Penalty 292.501408 = -31521.659645 Iteration 21Q: 3 clusters Score -31521.66 nChanged 82 ComputeScore: Raw -31840.182460 + Penalty 292.501408 = -31547.681053 Iteration 22Q: 3 clusters Score -31547.68 nChanged 98 ComputeScore: Raw -31873.395539 + Penalty 292.501408 = -31580.894132 Iteration 23Q: 3 clusters Score -31580.89 nChanged 93 ComputeScore: Raw -31905.364721 + Penalty 292.501408 = -31612.863314 Iteration 24Q: 3 clusters Score -31612.86 nChanged 91 ComputeScore: Raw -31941.939469 + Penalty 292.501408 = -31649.438061 Iteration 25Q: 3 clusters Score -31649.44 nChanged 101 ComputeScore: Raw -31987.998624 + Penalty 292.501408 = -31695.497216 Iteration 26Q: 3 clusters Score -31695.5 nChanged 103 ComputeScore: Raw -32037.555191 + Penalty 292.501408 = -31745.053784 Iteration 27Q: 3 clusters Score -31745.05 nChanged 111 ComputeScore: Raw -32098.245073 + Penalty 292.501408 = -31805.743665 Iteration 28Q: 3 clusters Score -31805.74 nChanged 108 ComputeScore: Raw -32165.253700 + Penalty 292.501408 = -31872.752293 Iteration 29Q: 3 clusters Score -31872.75 nChanged 100 ComputeScore: Raw -32225.906635 + Penalty 292.501408 = -31933.405227 Iteration 30Q: 3 clusters Score -31933.41 nChanged 90 ComputeScore: Raw -32284.886195 + Penalty 292.501408 = -31992.384787 Iteration 31Q: 3 clusters Score -31992.38 nChanged 77 ComputeScore: Raw -32331.985769 + Penalty 292.501408 = -32039.484361 Iteration 32Q: 3 clusters Score -32039.48 nChanged 55 ComputeScore: Raw -32367.668818 + Penalty 292.501408 = -32075.167410 Iteration 33Q: 3 clusters Score -32075.17 nChanged 47 ComputeScore: Raw -32401.534678 + Penalty 292.501408 = -32109.033271 Iteration 34Q: 3 clusters Score -32109.03 nChanged 29 ComputeScore: Raw -32417.716372 + Penalty 292.501408 = -32125.214964 Iteration 35Q: 3 clusters Score -32125.21 nChanged 22 ComputeScore: Raw -32432.422740 + Penalty 292.501408 = -32139.921332 Iteration 36Q: 3 clusters Score -32139.92 nChanged 24 ComputeScore: Raw -32450.660093 + Penalty 292.501408 = -32158.158685 Iteration 37Q: 3 clusters Score -32158.16 nChanged 15 ComputeScore: Raw -32466.103336 + Penalty 292.501408 = -32173.601928 Iteration 38Q: 3 clusters Score -32173.6 nChanged 9 ComputeScore: Raw -32473.876887 + Penalty 292.501408 = -32181.375480 Iteration 39Q: 3 clusters Score -32181.38 nChanged 7 ComputeScore: Raw -32482.988844 + Penalty 292.501408 = -32190.487436 Iteration 40F: 3 clusters Score -32190.49 nChanged 5 ComputeScore: Raw -32486.322728 + Penalty 292.501408 = -32193.821321 Iteration 41Q: 3 clusters Score -32193.82 nChanged 6 ComputeScore: Raw -32490.810816 + Penalty 292.501408 = -32198.309409 Iteration 42Q: 3 clusters Score -32198.31 nChanged 8 ComputeScore: Raw -32496.610253 + Penalty 292.501408 = -32204.108845 Iteration 43Q: 3 clusters Score -32204.11 nChanged 8 ComputeScore: Raw -32502.690525 + Penalty 292.501408 = -32210.189117 Iteration 44Q: 3 clusters Score -32210.19 nChanged 3 ComputeScore: Raw -32505.495147 + Penalty 292.501408 = -32212.993740 Iteration 45Q: 3 clusters Score -32212.99 nChanged 4 ComputeScore: Raw -32510.536321 + Penalty 292.501408 = -32218.034913 Iteration 46Q: 3 clusters Score -32218.03 nChanged 4 ComputeScore: Raw -32513.392975 + Penalty 292.501408 = -32220.891567 Iteration 47Q: 3 clusters Score -32220.89 nChanged 3 ComputeScore: Raw -32515.221177 + Penalty 292.501408 = -32222.719770 Iteration 48Q: 3 clusters Score -32222.72 nChanged 4 ComputeScore: Raw -32517.418886 + Penalty 292.501408 = -32224.917478 Iteration 49Q: 3 clusters Score -32224.92 nChanged 1 ComputeScore: Raw -32517.770213 + Penalty 292.501408 = -32225.268806 Iteration 50Q: 3 clusters Score -32225.27 nChanged 1 ComputeScore: Raw -32518.106919 + Penalty 292.501408 = -32225.605512 Iteration 51Q: 3 clusters Score -32225.61 nChanged 1 ComputeScore: Raw -32518.390989 + Penalty 292.501408 = -32225.889582 Iteration 52Q: 3 clusters Score -32225.89 nChanged 2 ComputeScore: Raw -32519.154939 + Penalty 292.501408 = -32226.653532 Iteration 53Q: 3 clusters Score -32226.65 nChanged 0 ComputeScore: Raw -32519.154939 + Penalty 292.501408 = -32226.653532 Iteration 54F: 3 clusters Score -32226.65 nChanged 0 Trying to split cluster 20 (3734 points) Assigned 2 initial classes randomly. ComputeScore: Raw -39911.735038 + Penalty 148.054236 = -39763.680802 Iteration 0F: 2 clusters Score -39763.68 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37626.264559 + Penalty 296.108472 = -37330.156087 Iteration 0F: 3 clusters Score -37330.16 nChanged 1692 ComputeScore: Raw -38847.493263 + Penalty 296.108472 = -38551.384791 Iteration 1F: 3 clusters Score -38551.38 nChanged 274 ComputeScore: Raw -39083.885958 + Penalty 296.108472 = -38787.777486 Iteration 2F: 3 clusters Score -38787.78 nChanged 255 ComputeScore: Raw -39321.657636 + Penalty 296.108472 = -39025.549164 Iteration 3F: 3 clusters Score -39025.55 nChanged 214 ComputeScore: Raw -39513.741372 + Penalty 296.108472 = -39217.632900 Iteration 4F: 3 clusters Score -39217.63 nChanged 153 ComputeScore: Raw -39687.549645 + Penalty 296.108472 = -39391.441174 Iteration 5Q: 3 clusters Score -39391.44 nChanged 127 ComputeScore: Raw -39869.803403 + Penalty 296.108472 = -39573.694931 Iteration 6Q: 3 clusters Score -39573.69 nChanged 120 ComputeScore: Raw -40010.070717 + Penalty 296.108472 = -39713.962245 Iteration 7Q: 3 clusters Score -39713.96 nChanged 90 ComputeScore: Raw -40089.256282 + Penalty 296.108472 = -39793.147810 Iteration 8Q: 3 clusters Score -39793.15 nChanged 63 ComputeScore: Raw -40129.757369 + Penalty 296.108472 = -39833.648898 Iteration 9Q: 3 clusters Score -39833.65 nChanged 58 ComputeScore: Raw -40170.640993 + Penalty 296.108472 = -39874.532522 Iteration 10Q: 3 clusters Score -39874.53 nChanged 71 ComputeScore: Raw -40223.296210 + Penalty 296.108472 = -39927.187738 Iteration 11Q: 3 clusters Score -39927.19 nChanged 74 ComputeScore: Raw -40291.377164 + Penalty 296.108472 = -39995.268693 Iteration 12Q: 3 clusters Score -39995.27 nChanged 85 ComputeScore: Raw -40385.285573 + Penalty 296.108472 = -40089.177101 Iteration 13Q: 3 clusters Score -40089.18 nChanged 55 ComputeScore: Raw -40429.401638 + Penalty 296.108472 = -40133.293166 Iteration 14Q: 3 clusters Score -40133.29 nChanged 31 ComputeScore: Raw -40446.294794 + Penalty 296.108472 = -40150.186322 Iteration 15Q: 3 clusters Score -40150.19 nChanged 6 ComputeScore: Raw -40447.119364 + Penalty 296.108472 = -40151.010893 Iteration 16Q: 3 clusters Score -40151.01 nChanged 0 ComputeScore: Raw -40447.660083 + Penalty 296.108472 = -40151.551611 Iteration 17F: 3 clusters Score -40151.55 nChanged 1 ComputeScore: Raw -40447.799064 + Penalty 296.108472 = -40151.690592 Iteration 18Q: 3 clusters Score -40151.69 nChanged 0 ComputeScore: Raw -40447.799064 + Penalty 296.108472 = -40151.690592 Iteration 19F: 3 clusters Score -40151.69 nChanged 0 ComputeScore: Raw -536160.296107 + Penalty 5702.421400 = -530457.874708Splitting cluster 20 changes total score from -530051.111889 to -530457.874708 So it's getting split into cluster 28. Trying to split cluster 21 (11107 points) Assigned 2 initial classes randomly. ComputeScore: Raw -95523.368959 + Penalty 167.675955 = -95355.693004 Iteration 0F: 2 clusters Score -95355.69 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -88289.364825 + Penalty 335.351909 = -87954.012915 Iteration 0F: 3 clusters Score -87954.01 nChanged 5312 ComputeScore: Raw -91878.250911 + Penalty 335.351909 = -91542.899001 Iteration 1F: 3 clusters Score -91542.9 nChanged 786 ComputeScore: Raw -92363.259531 + Penalty 335.351909 = -92027.907621 Iteration 2F: 3 clusters Score -92027.91 nChanged 873 ComputeScore: Raw -93038.599353 + Penalty 335.351909 = -92703.247444 Iteration 3F: 3 clusters Score -92703.25 nChanged 893 ComputeScore: Raw -93861.067770 + Penalty 335.351909 = -93525.715860 Iteration 4F: 3 clusters Score -93525.72 nChanged 756 ComputeScore: Raw -94627.845679 + Penalty 335.351909 = -94292.493770 Iteration 5F: 3 clusters Score -94292.49 nChanged 521 ComputeScore: Raw -95159.834862 + Penalty 335.351909 = -94824.482953 Iteration 6Q: 3 clusters Score -94824.48 nChanged 233 ComputeScore: Raw -95371.383217 + Penalty 335.351909 = -95036.031308 Iteration 7Q: 3 clusters Score -95036.03 nChanged 111 ComputeScore: Raw -95470.366730 + Penalty 335.351909 = -95135.014821 Iteration 8Q: 3 clusters Score -95135.01 nChanged 38 ComputeScore: Raw -95511.517911 + Penalty 335.351909 = -95176.166002 Iteration 9Q: 3 clusters Score -95176.17 nChanged 18 ComputeScore: Raw -95531.059656 + Penalty 335.351909 = -95195.707746 Iteration 10Q: 3 clusters Score -95195.71 nChanged 9 ComputeScore: Raw -95541.596744 + Penalty 335.351909 = -95206.244835 Iteration 11Q: 3 clusters Score -95206.24 nChanged 3 ComputeScore: Raw -95543.804430 + Penalty 335.351909 = -95208.452520 Iteration 12Q: 3 clusters Score -95208.45 nChanged 2 ComputeScore: Raw -95544.611194 + Penalty 335.351909 = -95209.259284 Iteration 13Q: 3 clusters Score -95209.26 nChanged 1 ComputeScore: Raw -95547.651635 + Penalty 335.351909 = -95212.299725 Iteration 14Q: 3 clusters Score -95212.3 nChanged 1 ComputeScore: Raw -95548.164351 + Penalty 335.351909 = -95212.812442 Iteration 15Q: 3 clusters Score -95212.81 nChanged 1 ComputeScore: Raw -95548.538280 + Penalty 335.351909 = -95213.186370 Iteration 16Q: 3 clusters Score -95213.19 nChanged 0 ComputeScore: Raw -95548.538280 + Penalty 335.351909 = -95213.186370 Iteration 17F: 3 clusters Score -95213.19 nChanged 0 Trying to split cluster 22 (207 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2887.922616 + Penalty 95.988938 = -2791.933677 Iteration 0F: 2 clusters Score -2791.934 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2807.451580 + Penalty 191.977877 = -2615.473703 Iteration 0F: 3 clusters Score -2615.474 nChanged 70 ComputeScore: Raw -2849.703130 + Penalty 191.977877 = -2657.725253 Iteration 1F: 3 clusters Score -2657.725 nChanged 12 ComputeScore: Raw -2858.700131 + Penalty 191.977877 = -2666.722255 Iteration 2F: 3 clusters Score -2666.722 nChanged 6 ComputeScore: Raw -2862.670224 + Penalty 191.977877 = -2670.692347 Iteration 3Q: 3 clusters Score -2670.692 nChanged 4 ComputeScore: Raw -2866.817599 + Penalty 191.977877 = -2674.839723 Iteration 4Q: 3 clusters Score -2674.84 nChanged 4 ComputeScore: Raw -2870.892295 + Penalty 191.977877 = -2678.914419 Iteration 5Q: 3 clusters Score -2678.914 nChanged 7 ComputeScore: Raw -2876.770699 + Penalty 191.977877 = -2684.792823 Iteration 6Q: 3 clusters Score -2684.793 nChanged 7 ComputeScore: Raw -2885.102298 + Penalty 191.977877 = -2693.124422 Iteration 7Q: 3 clusters Score -2693.124 nChanged 6 ComputeScore: Raw -2891.168335 + Penalty 191.977877 = -2699.190459 Iteration 8Q: 3 clusters Score -2699.19 nChanged 3 ComputeScore: Raw -2894.141285 + Penalty 191.977877 = -2702.163409 Iteration 9Q: 3 clusters Score -2702.163 nChanged 1 ComputeScore: Raw -2895.850772 + Penalty 191.977877 = -2703.872896 Iteration 10Q: 3 clusters Score -2703.873 nChanged 1 ComputeScore: Raw -2896.005858 + Penalty 191.977877 = -2704.027982 Iteration 11Q: 3 clusters Score -2704.028 nChanged 1 ComputeScore: Raw -2896.541328 + Penalty 191.977877 = -2704.563451 Iteration 12Q: 3 clusters Score -2704.563 nChanged 1 ComputeScore: Raw -2896.837454 + Penalty 191.977877 = -2704.859578 Iteration 13Q: 3 clusters Score -2704.86 nChanged 1 ComputeScore: Raw -2896.910439 + Penalty 191.977877 = -2704.932562 Iteration 14Q: 3 clusters Score -2704.933 nChanged 0 ComputeScore: Raw -2896.910439 + Penalty 191.977877 = -2704.932562 Iteration 15F: 3 clusters Score -2704.933 nChanged 0 Trying to split cluster 23 (453 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5800.418736 + Penalty 110.086058 = -5690.332678 Iteration 0F: 2 clusters Score -5690.333 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5565.999005 + Penalty 220.172117 = -5345.826888 Iteration 0F: 3 clusters Score -5345.827 nChanged 203 ComputeScore: Raw -5679.872721 + Penalty 220.172117 = -5459.700605 Iteration 1F: 3 clusters Score -5459.701 nChanged 33 ComputeScore: Raw -5704.852612 + Penalty 220.172117 = -5484.680495 Iteration 2F: 3 clusters Score -5484.68 nChanged 26 ComputeScore: Raw -5726.530743 + Penalty 220.172117 = -5506.358626 Iteration 3F: 3 clusters Score -5506.359 nChanged 18 ComputeScore: Raw -5734.143253 + Penalty 220.172117 = -5513.971137 Iteration 4Q: 3 clusters Score -5513.971 nChanged 11 ComputeScore: Raw -5743.284234 + Penalty 220.172117 = -5523.112118 Iteration 5Q: 3 clusters Score -5523.112 nChanged 10 ComputeScore: Raw -5748.836338 + Penalty 220.172117 = -5528.664222 Iteration 6Q: 3 clusters Score -5528.664 nChanged 11 ComputeScore: Raw -5753.946160 + Penalty 220.172117 = -5533.774043 Iteration 7Q: 3 clusters Score -5533.774 nChanged 12 ComputeScore: Raw -5759.914983 + Penalty 220.172117 = -5539.742867 Iteration 8Q: 3 clusters Score -5539.743 nChanged 7 ComputeScore: Raw -5764.029480 + Penalty 220.172117 = -5543.857363 Iteration 9Q: 3 clusters Score -5543.857 nChanged 5 ComputeScore: Raw -5767.990050 + Penalty 220.172117 = -5547.817934 Iteration 10Q: 3 clusters Score -5547.818 nChanged 3 ComputeScore: Raw -5768.932815 + Penalty 220.172117 = -5548.760698 Iteration 11Q: 3 clusters Score -5548.761 nChanged 4 ComputeScore: Raw -5770.456465 + Penalty 220.172117 = -5550.284349 Iteration 12Q: 3 clusters Score -5550.284 nChanged 4 ComputeScore: Raw -5772.842489 + Penalty 220.172117 = -5552.670372 Iteration 13Q: 3 clusters Score -5552.67 nChanged 1 ComputeScore: Raw -5773.030650 + Penalty 220.172117 = -5552.858534 Iteration 14Q: 3 clusters Score -5552.859 nChanged 0 ComputeScore: Raw -5773.030650 + Penalty 220.172117 = -5552.858534 Iteration 15F: 3 clusters Score -5552.859 nChanged 0 Trying to split cluster 24 (1163 points) Assigned 2 initial classes randomly. ComputeScore: Raw -12378.715766 + Penalty 127.057647 = -12251.658119 Iteration 0F: 2 clusters Score -12251.66 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -11711.540907 + Penalty 254.115293 = -11457.425614 Iteration 0F: 3 clusters Score -11457.43 nChanged 508 ComputeScore: Raw -12052.482635 + Penalty 254.115293 = -11798.367341 Iteration 1F: 3 clusters Score -11798.37 nChanged 99 ComputeScore: Raw -12122.645139 + Penalty 254.115293 = -11868.529846 Iteration 2F: 3 clusters Score -11868.53 nChanged 90 ComputeScore: Raw -12203.162929 + Penalty 254.115293 = -11949.047636 Iteration 3F: 3 clusters Score -11949.05 nChanged 80 ComputeScore: Raw -12273.844134 + Penalty 254.115293 = -12019.728841 Iteration 4F: 3 clusters Score -12019.73 nChanged 52 ComputeScore: Raw -12325.747679 + Penalty 254.115293 = -12071.632385 Iteration 5Q: 3 clusters Score -12071.63 nChanged 33 ComputeScore: Raw -12365.636792 + Penalty 254.115293 = -12111.521498 Iteration 6Q: 3 clusters Score -12111.52 nChanged 15 ComputeScore: Raw -12382.413160 + Penalty 254.115293 = -12128.297867 Iteration 7Q: 3 clusters Score -12128.3 nChanged 4 ComputeScore: Raw -12385.989033 + Penalty 254.115293 = -12131.873740 Iteration 8Q: 3 clusters Score -12131.87 nChanged 2 ComputeScore: Raw -12392.173038 + Penalty 254.115293 = -12138.057744 Iteration 9Q: 3 clusters Score -12138.06 nChanged 1 ComputeScore: Raw -12393.735686 + Penalty 254.115293 = -12139.620393 Iteration 10Q: 3 clusters Score -12139.62 nChanged 0 ComputeScore: Raw -12393.735686 + Penalty 254.115293 = -12139.620393 Iteration 11F: 3 clusters Score -12139.62 nChanged 0 Trying to split cluster 25 (2166 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21258.321081 + Penalty 138.251474 = -21120.069607 Iteration 0F: 2 clusters Score -21120.07 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -19956.415277 + Penalty 276.502947 = -19679.912330 Iteration 0F: 3 clusters Score -19679.91 nChanged 965 ComputeScore: Raw -20559.646520 + Penalty 276.502947 = -20283.143573 Iteration 1F: 3 clusters Score -20283.14 nChanged 124 ComputeScore: Raw -20625.820076 + Penalty 276.502947 = -20349.317129 Iteration 2F: 3 clusters Score -20349.32 nChanged 105 ComputeScore: Raw -20691.211528 + Penalty 276.502947 = -20414.708580 Iteration 3Q: 3 clusters Score -20414.71 nChanged 118 ComputeScore: Raw -20769.491771 + Penalty 276.502947 = -20492.988823 Iteration 4F: 3 clusters Score -20492.99 nChanged 104 ComputeScore: Raw -20854.472205 + Penalty 276.502947 = -20577.969257 Iteration 5Q: 3 clusters Score -20577.97 nChanged 101 ComputeScore: Raw -20934.327060 + Penalty 276.502947 = -20657.824113 Iteration 6Q: 3 clusters Score -20657.82 nChanged 103 ComputeScore: Raw -21019.375276 + Penalty 276.502947 = -20742.872329 Iteration 7Q: 3 clusters Score -20742.87 nChanged 86 ComputeScore: Raw -21084.882818 + Penalty 276.502947 = -20808.379871 Iteration 8Q: 3 clusters Score -20808.38 nChanged 70 ComputeScore: Raw -21117.682473 + Penalty 276.502947 = -20841.179525 Iteration 9Q: 3 clusters Score -20841.18 nChanged 40 ComputeScore: Raw -21132.615997 + Penalty 276.502947 = -20856.113050 Iteration 10Q: 3 clusters Score -20856.11 nChanged 25 ComputeScore: Raw -21138.965941 + Penalty 276.502947 = -20862.462994 Iteration 11Q: 3 clusters Score -20862.46 nChanged 17 ComputeScore: Raw -21144.190244 + Penalty 276.502947 = -20867.687297 Iteration 12Q: 3 clusters Score -20867.69 nChanged 17 ComputeScore: Raw -21148.784405 + Penalty 276.502947 = -20872.281458 Iteration 13Q: 3 clusters Score -20872.28 nChanged 16 ComputeScore: Raw -21159.002306 + Penalty 276.502947 = -20882.499359 Iteration 14Q: 3 clusters Score -20882.5 nChanged 32 ComputeScore: Raw -21171.567990 + Penalty 276.502947 = -20895.065042 Iteration 15Q: 3 clusters Score -20895.07 nChanged 30 ComputeScore: Raw -21182.977623 + Penalty 276.502947 = -20906.474676 Iteration 16Q: 3 clusters Score -20906.47 nChanged 18 ComputeScore: Raw -21187.568108 + Penalty 276.502947 = -20911.065160 Iteration 17Q: 3 clusters Score -20911.07 nChanged 10 ComputeScore: Raw -21188.890469 + Penalty 276.502947 = -20912.387521 Iteration 18Q: 3 clusters Score -20912.39 nChanged 6 ComputeScore: Raw -21190.178952 + Penalty 276.502947 = -20913.676005 Iteration 19Q: 3 clusters Score -20913.68 nChanged 2 ComputeScore: Raw -21190.483429 + Penalty 276.502947 = -20913.980481 Iteration 20F: 3 clusters Score -20913.98 nChanged 3 ComputeScore: Raw -21190.843714 + Penalty 276.502947 = -20914.340766 Iteration 21Q: 3 clusters Score -20914.34 nChanged 6 ComputeScore: Raw -21191.699530 + Penalty 276.502947 = -20915.196582 Iteration 22Q: 3 clusters Score -20915.2 nChanged 7 ComputeScore: Raw -21192.672988 + Penalty 276.502947 = -20916.170041 Iteration 23Q: 3 clusters Score -20916.17 nChanged 4 ComputeScore: Raw -21193.162377 + Penalty 276.502947 = -20916.659430 Iteration 24Q: 3 clusters Score -20916.66 nChanged 2 ComputeScore: Raw -21193.437589 + Penalty 276.502947 = -20916.934642 Iteration 25Q: 3 clusters Score -20916.93 nChanged 2 ComputeScore: Raw -21193.819844 + Penalty 276.502947 = -20917.316897 Iteration 26Q: 3 clusters Score -20917.32 nChanged 3 ComputeScore: Raw -21194.284051 + Penalty 276.502947 = -20917.781103 Iteration 27Q: 3 clusters Score -20917.78 nChanged 6 ComputeScore: Raw -21195.432816 + Penalty 276.502947 = -20918.929869 Iteration 28Q: 3 clusters Score -20918.93 nChanged 4 ComputeScore: Raw -21196.087753 + Penalty 276.502947 = -20919.584806 Iteration 29Q: 3 clusters Score -20919.58 nChanged 5 ComputeScore: Raw -21197.175513 + Penalty 276.502947 = -20920.672565 Iteration 30Q: 3 clusters Score -20920.67 nChanged 6 ComputeScore: Raw -21198.105464 + Penalty 276.502947 = -20921.602516 Iteration 31Q: 3 clusters Score -20921.6 nChanged 3 ComputeScore: Raw -21198.408125 + Penalty 276.502947 = -20921.905178 Iteration 32Q: 3 clusters Score -20921.91 nChanged 2 ComputeScore: Raw -21198.564091 + Penalty 276.502947 = -20922.061143 Iteration 33Q: 3 clusters Score -20922.06 nChanged 3 ComputeScore: Raw -21199.102831 + Penalty 276.502947 = -20922.599884 Iteration 34Q: 3 clusters Score -20922.6 nChanged 2 ComputeScore: Raw -21199.304638 + Penalty 276.502947 = -20922.801691 Iteration 35Q: 3 clusters Score -20922.8 nChanged 1 ComputeScore: Raw -21199.393573 + Penalty 276.502947 = -20922.890626 Iteration 36Q: 3 clusters Score -20922.89 nChanged 2 ComputeScore: Raw -21199.524195 + Penalty 276.502947 = -20923.021248 Iteration 37Q: 3 clusters Score -20923.02 nChanged 1 ComputeScore: Raw -21199.603549 + Penalty 276.502947 = -20923.100602 Iteration 38Q: 3 clusters Score -20923.1 nChanged 0 ComputeScore: Raw -21199.603549 + Penalty 276.502947 = -20923.100602 Iteration 39F: 3 clusters Score -20923.1 nChanged 0 Trying to split cluster 27 (448 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5453.945405 + Penalty 109.886278 = -5344.059126 Iteration 0F: 2 clusters Score -5344.059 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5236.885549 + Penalty 219.772556 = -5017.112992 Iteration 0F: 3 clusters Score -5017.113 nChanged 170 ComputeScore: Raw -5332.576147 + Penalty 219.772556 = -5112.803591 Iteration 1F: 3 clusters Score -5112.804 nChanged 28 ComputeScore: Raw -5344.810722 + Penalty 219.772556 = -5125.038165 Iteration 2F: 3 clusters Score -5125.038 nChanged 23 ComputeScore: Raw -5362.608124 + Penalty 219.772556 = -5142.835568 Iteration 3F: 3 clusters Score -5142.836 nChanged 15 ComputeScore: Raw -5373.181500 + Penalty 219.772556 = -5153.408944 Iteration 4Q: 3 clusters Score -5153.409 nChanged 15 ComputeScore: Raw -5379.891357 + Penalty 219.772556 = -5160.118801 Iteration 5Q: 3 clusters Score -5160.119 nChanged 9 ComputeScore: Raw -5385.545231 + Penalty 219.772556 = -5165.772675 Iteration 6Q: 3 clusters Score -5165.773 nChanged 14 ComputeScore: Raw -5394.605941 + Penalty 219.772556 = -5174.833384 Iteration 7Q: 3 clusters Score -5174.833 nChanged 10 ComputeScore: Raw -5402.733612 + Penalty 219.772556 = -5182.961056 Iteration 8Q: 3 clusters Score -5182.961 nChanged 15 ComputeScore: Raw -5413.863942 + Penalty 219.772556 = -5194.091386 Iteration 9Q: 3 clusters Score -5194.091 nChanged 8 ComputeScore: Raw -5416.708139 + Penalty 219.772556 = -5196.935583 Iteration 10Q: 3 clusters Score -5196.936 nChanged 5 ComputeScore: Raw -5418.650487 + Penalty 219.772556 = -5198.877931 Iteration 11Q: 3 clusters Score -5198.878 nChanged 7 ComputeScore: Raw -5421.579685 + Penalty 219.772556 = -5201.807128 Iteration 12Q: 3 clusters Score -5201.807 nChanged 4 ComputeScore: Raw -5423.207045 + Penalty 219.772556 = -5203.434489 Iteration 13Q: 3 clusters Score -5203.434 nChanged 4 ComputeScore: Raw -5424.451784 + Penalty 219.772556 = -5204.679228 Iteration 14Q: 3 clusters Score -5204.679 nChanged 4 ComputeScore: Raw -5425.348771 + Penalty 219.772556 = -5205.576214 Iteration 15Q: 3 clusters Score -5205.576 nChanged 3 ComputeScore: Raw -5426.034287 + Penalty 219.772556 = -5206.261731 Iteration 16Q: 3 clusters Score -5206.262 nChanged 1 ComputeScore: Raw -5426.158796 + Penalty 219.772556 = -5206.386239 Iteration 17Q: 3 clusters Score -5206.386 nChanged 1 ComputeScore: Raw -5426.523139 + Penalty 219.772556 = -5206.750583 Iteration 18Q: 3 clusters Score -5206.751 nChanged 0 ComputeScore: Raw -5426.523139 + Penalty 219.772556 = -5206.750583 Iteration 19F: 3 clusters Score -5206.751 nChanged 0 ConsiderDeletion: ComputeScore: Raw -536319.257987 + Penalty 5702.421400 = -530616.836588Iteration 188F: 29 clusters Score -530616.8 nChanged 198 ConsiderDeletion: ComputeScore: Raw -536390.631208 + Penalty 5702.421400 = -530688.209808Iteration 189Q: 29 clusters Score -530688.2 nChanged 77 ConsiderDeletion: ComputeScore: Raw -536405.155807 + Penalty 5702.421400 = -530702.734407Iteration 190Q: 29 clusters Score -530702.7 nChanged 39 ConsiderDeletion: ComputeScore: Raw -536412.636526 + Penalty 5702.421400 = -530710.215127Iteration 191Q: 29 clusters Score -530710.2 nChanged 20 ConsiderDeletion: ComputeScore: Raw -536415.945603 + Penalty 5702.421400 = -530713.524203Iteration 192Q: 29 clusters Score -530713.5 nChanged 12 ConsiderDeletion: ComputeScore: Raw -536417.974786 + Penalty 5702.421400 = -530715.553386Iteration 193Q: 29 clusters Score -530715.6 nChanged 10 ConsiderDeletion: ComputeScore: Raw -536418.690051 + Penalty 5702.421400 = -530716.268652Iteration 194Q: 29 clusters Score -530716.3 nChanged 6 ConsiderDeletion: ComputeScore: Raw -536419.377628 + Penalty 5702.421400 = -530716.956228Iteration 195Q: 29 clusters Score -530717 nChanged 7 ConsiderDeletion: ComputeScore: Raw -536421.171552 + Penalty 5702.421400 = -530718.750153Iteration 196Q: 29 clusters Score -530718.8 nChanged 12 ConsiderDeletion: ComputeScore: Raw -536424.623343 + Penalty 5702.421400 = -530722.201943Iteration 197Q: 29 clusters Score -530722.2 nChanged 12 ConsiderDeletion: ComputeScore: Raw -536428.086166 + Penalty 5702.421400 = -530725.664766Iteration 198Q: 29 clusters Score -530725.7 nChanged 20 ComputeScore: Raw -536428.086166 + Penalty 5702.421400 = -530725.664766Trying to split cluster 1 (4842 points) Assigned 2 initial classes randomly. ComputeScore: Raw -43774.276890 + Penalty 152.731496 = -43621.545394 Iteration 0F: 2 clusters Score -43621.55 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -40714.997523 + Penalty 305.462993 = -40409.534530 Iteration 0F: 3 clusters Score -40409.53 nChanged 2298 ComputeScore: Raw -42299.041104 + Penalty 305.462993 = -41993.578111 Iteration 1F: 3 clusters Score -41993.58 nChanged 412 ComputeScore: Raw -42613.648719 + Penalty 305.462993 = -42308.185726 Iteration 2F: 3 clusters Score -42308.19 nChanged 361 ComputeScore: Raw -42946.456049 + Penalty 305.462993 = -42640.993056 Iteration 3F: 3 clusters Score -42640.99 nChanged 303 ComputeScore: Raw -43288.532467 + Penalty 305.462993 = -42983.069474 Iteration 4F: 3 clusters Score -42983.07 nChanged 205 ComputeScore: Raw -43561.189077 + Penalty 305.462993 = -43255.726084 Iteration 5Q: 3 clusters Score -43255.73 nChanged 90 ComputeScore: Raw -43689.706234 + Penalty 305.462993 = -43384.243241 Iteration 6Q: 3 clusters Score -43384.24 nChanged 45 ComputeScore: Raw -43731.800403 + Penalty 305.462993 = -43426.337410 Iteration 7Q: 3 clusters Score -43426.34 nChanged 26 ComputeScore: Raw -43754.751166 + Penalty 305.462993 = -43449.288173 Iteration 8Q: 3 clusters Score -43449.29 nChanged 19 ComputeScore: Raw -43772.837108 + Penalty 305.462993 = -43467.374115 Iteration 9Q: 3 clusters Score -43467.37 nChanged 16 ComputeScore: Raw -43791.003750 + Penalty 305.462993 = -43485.540757 Iteration 10Q: 3 clusters Score -43485.54 nChanged 13 ComputeScore: Raw -43799.605099 + Penalty 305.462993 = -43494.142106 Iteration 11Q: 3 clusters Score -43494.14 nChanged 12 ComputeScore: Raw -43808.757208 + Penalty 305.462993 = -43503.294215 Iteration 12Q: 3 clusters Score -43503.29 nChanged 11 ComputeScore: Raw -43824.574347 + Penalty 305.462993 = -43519.111354 Iteration 13Q: 3 clusters Score -43519.11 nChanged 12 ComputeScore: Raw -43843.925412 + Penalty 305.462993 = -43538.462419 Iteration 14Q: 3 clusters Score -43538.46 nChanged 10 ComputeScore: Raw -43853.544387 + Penalty 305.462993 = -43548.081394 Iteration 15Q: 3 clusters Score -43548.08 nChanged 8 ComputeScore: Raw -43857.031215 + Penalty 305.462993 = -43551.568222 Iteration 16Q: 3 clusters Score -43551.57 nChanged 7 ComputeScore: Raw -43859.423285 + Penalty 305.462993 = -43553.960292 Iteration 17Q: 3 clusters Score -43553.96 nChanged 3 ComputeScore: Raw -43860.337850 + Penalty 305.462993 = -43554.874857 Iteration 18Q: 3 clusters Score -43554.87 nChanged 5 ComputeScore: Raw -43862.780441 + Penalty 305.462993 = -43557.317448 Iteration 19Q: 3 clusters Score -43557.32 nChanged 12 ComputeScore: Raw -43871.717236 + Penalty 305.462993 = -43566.254243 Iteration 20F: 3 clusters Score -43566.25 nChanged 13 ComputeScore: Raw -43879.651631 + Penalty 305.462993 = -43574.188638 Iteration 21Q: 3 clusters Score -43574.19 nChanged 10 ComputeScore: Raw -43884.089253 + Penalty 305.462993 = -43578.626260 Iteration 22Q: 3 clusters Score -43578.63 nChanged 8 ComputeScore: Raw -43888.878496 + Penalty 305.462993 = -43583.415503 Iteration 23Q: 3 clusters Score -43583.42 nChanged 10 ComputeScore: Raw -43895.261287 + Penalty 305.462993 = -43589.798294 Iteration 24Q: 3 clusters Score -43589.8 nChanged 13 ComputeScore: Raw -43909.958500 + Penalty 305.462993 = -43604.495507 Iteration 25Q: 3 clusters Score -43604.5 nChanged 12 ComputeScore: Raw -43922.927773 + Penalty 305.462993 = -43617.464780 Iteration 26Q: 3 clusters Score -43617.46 nChanged 21 ComputeScore: Raw -43980.840956 + Penalty 305.462993 = -43675.377963 Iteration 27Q: 3 clusters Score -43675.38 nChanged 20 ComputeScore: Raw -44061.772173 + Penalty 305.462993 = -43756.309180 Iteration 28Q: 3 clusters Score -43756.31 nChanged 33 ComputeScore: Raw -44122.271672 + Penalty 305.462993 = -43816.808679 Iteration 29Q: 3 clusters Score -43816.81 nChanged 38 ComputeScore: Raw -44154.307327 + Penalty 305.462993 = -43848.844334 Iteration 30Q: 3 clusters Score -43848.84 nChanged 17 ComputeScore: Raw -44160.150840 + Penalty 305.462993 = -43854.687848 Iteration 31Q: 3 clusters Score -43854.69 nChanged 8 ComputeScore: Raw -44161.999015 + Penalty 305.462993 = -43856.536022 Iteration 32Q: 3 clusters Score -43856.54 nChanged 2 ComputeScore: Raw -44162.263027 + Penalty 305.462993 = -43856.800034 Iteration 33Q: 3 clusters Score -43856.8 nChanged 1 ComputeScore: Raw -44162.331565 + Penalty 305.462993 = -43856.868572 Iteration 34Q: 3 clusters Score -43856.87 nChanged 2 ComputeScore: Raw -44162.612859 + Penalty 305.462993 = -43857.149866 Iteration 35Q: 3 clusters Score -43857.15 nChanged 0 ComputeScore: Raw -44177.951070 + Penalty 305.462993 = -43872.488077 Iteration 36F: 3 clusters Score -43872.49 nChanged 25 ComputeScore: Raw -44195.859744 + Penalty 305.462993 = -43890.396751 Iteration 37Q: 3 clusters Score -43890.4 nChanged 15 ComputeScore: Raw -44201.543331 + Penalty 305.462993 = -43896.080338 Iteration 38Q: 3 clusters Score -43896.08 nChanged 5 ComputeScore: Raw -44203.286737 + Penalty 305.462993 = -43897.823744 Iteration 39Q: 3 clusters Score -43897.82 nChanged 5 ComputeScore: Raw -44204.669349 + Penalty 305.462993 = -43899.206356 Iteration 40F: 3 clusters Score -43899.21 nChanged 4 ComputeScore: Raw -44205.193255 + Penalty 305.462993 = -43899.730262 Iteration 41Q: 3 clusters Score -43899.73 nChanged 0 ComputeScore: Raw -44205.193255 + Penalty 305.462993 = -43899.730262 Iteration 42F: 3 clusters Score -43899.73 nChanged 0 ComputeScore: Raw -536861.646497 + Penalty 5906.079307 = -530955.567190Splitting cluster 1 changes total score from -530725.664766 to -530955.567190 So it's getting split into cluster 29. Trying to split cluster 2 (356 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2978.953087 + Penalty 105.748753 = -2873.204334 Iteration 0F: 2 clusters Score -2873.204 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2800.852257 + Penalty 211.497506 = -2589.354751 Iteration 0F: 3 clusters Score -2589.355 nChanged 136 ComputeScore: Raw -2897.064593 + Penalty 211.497506 = -2685.567087 Iteration 1F: 3 clusters Score -2685.567 nChanged 32 ComputeScore: Raw -2925.270651 + Penalty 211.497506 = -2713.773144 Iteration 2F: 3 clusters Score -2713.773 nChanged 16 ComputeScore: Raw -2944.962868 + Penalty 211.497506 = -2733.465362 Iteration 3Q: 3 clusters Score -2733.465 nChanged 17 ComputeScore: Raw -2960.452415 + Penalty 211.497506 = -2748.954908 Iteration 4Q: 3 clusters Score -2748.955 nChanged 17 ComputeScore: Raw -2969.421690 + Penalty 211.497506 = -2757.924184 Iteration 5Q: 3 clusters Score -2757.924 nChanged 6 ComputeScore: Raw -2971.140751 + Penalty 211.497506 = -2759.643245 Iteration 6Q: 3 clusters Score -2759.643 nChanged 1 ComputeScore: Raw -2972.008260 + Penalty 211.497506 = -2760.510753 Iteration 7Q: 3 clusters Score -2760.511 nChanged 5 ComputeScore: Raw -2975.309808 + Penalty 211.497506 = -2763.812302 Iteration 8Q: 3 clusters Score -2763.812 nChanged 4 ComputeScore: Raw -2976.883682 + Penalty 211.497506 = -2765.386175 Iteration 9Q: 3 clusters Score -2765.386 nChanged 9 ComputeScore: Raw -2983.068370 + Penalty 211.497506 = -2771.570864 Iteration 10Q: 3 clusters Score -2771.571 nChanged 8 ComputeScore: Raw -2988.352991 + Penalty 211.497506 = -2776.855484 Iteration 11Q: 3 clusters Score -2776.855 nChanged 6 ComputeScore: Raw -2993.188578 + Penalty 211.497506 = -2781.691072 Iteration 12Q: 3 clusters Score -2781.691 nChanged 9 ComputeScore: Raw -3000.743574 + Penalty 211.497506 = -2789.246068 Iteration 13Q: 3 clusters Score -2789.246 nChanged 8 ComputeScore: Raw -3007.124236 + Penalty 211.497506 = -2795.626730 Iteration 14Q: 3 clusters Score -2795.627 nChanged 9 ComputeScore: Raw -3011.829689 + Penalty 211.497506 = -2800.332182 Iteration 15Q: 3 clusters Score -2800.332 nChanged 3 ComputeScore: Raw -3012.522675 + Penalty 211.497506 = -2801.025169 Iteration 16Q: 3 clusters Score -2801.025 nChanged 0 ComputeScore: Raw -3012.837485 + Penalty 211.497506 = -2801.339979 Iteration 17F: 3 clusters Score -2801.34 nChanged 1 ComputeScore: Raw -3014.481722 + Penalty 211.497506 = -2802.984215 Iteration 18Q: 3 clusters Score -2802.984 nChanged 4 ComputeScore: Raw -3016.875687 + Penalty 211.497506 = -2805.378181 Iteration 19Q: 3 clusters Score -2805.378 nChanged 3 ComputeScore: Raw -3017.803839 + Penalty 211.497506 = -2806.306332 Iteration 20F: 3 clusters Score -2806.306 nChanged 3 ComputeScore: Raw -3018.592536 + Penalty 211.497506 = -2807.095029 Iteration 21Q: 3 clusters Score -2807.095 nChanged 2 ComputeScore: Raw -3020.205626 + Penalty 211.497506 = -2808.708120 Iteration 22Q: 3 clusters Score -2808.708 nChanged 2 ComputeScore: Raw -3026.688010 + Penalty 211.497506 = -2815.190504 Iteration 23Q: 3 clusters Score -2815.191 nChanged 4 ComputeScore: Raw -3031.310427 + Penalty 211.497506 = -2819.812920 Iteration 24Q: 3 clusters Score -2819.813 nChanged 6 ComputeScore: Raw -3035.787882 + Penalty 211.497506 = -2824.290376 Iteration 25Q: 3 clusters Score -2824.29 nChanged 1 ComputeScore: Raw -3036.083902 + Penalty 211.497506 = -2824.586396 Iteration 26Q: 3 clusters Score -2824.586 nChanged 1 ComputeScore: Raw -3036.298672 + Penalty 211.497506 = -2824.801166 Iteration 27Q: 3 clusters Score -2824.801 nChanged 1 ComputeScore: Raw -3036.879324 + Penalty 211.497506 = -2825.381817 Iteration 28Q: 3 clusters Score -2825.382 nChanged 0 ComputeScore: Raw -3036.879324 + Penalty 211.497506 = -2825.381817 Iteration 29F: 3 clusters Score -2825.382 nChanged 0 Trying to split cluster 3 (282 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4277.494922 + Penalty 101.554327 = -4175.940595 Iteration 0F: 2 clusters Score -4175.941 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4146.258728 + Penalty 203.108655 = -3943.150073 Iteration 0F: 3 clusters Score -3943.15 nChanged 109 ComputeScore: Raw -4229.357433 + Penalty 203.108655 = -4026.248778 Iteration 1F: 3 clusters Score -4026.249 nChanged 21 ComputeScore: Raw -4239.741758 + Penalty 203.108655 = -4036.633104 Iteration 2F: 3 clusters Score -4036.633 nChanged 9 ComputeScore: Raw -4244.511793 + Penalty 203.108655 = -4041.403138 Iteration 3Q: 3 clusters Score -4041.403 nChanged 5 ComputeScore: Raw -4247.183786 + Penalty 203.108655 = -4044.075131 Iteration 4Q: 3 clusters Score -4044.075 nChanged 0 ComputeScore: Raw -4247.183786 + Penalty 203.108655 = -4044.075131 Iteration 5F: 3 clusters Score -4044.075 nChanged 0 Trying to split cluster 4 (4774 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42506.839732 + Penalty 152.476917 = -42354.362815 Iteration 0F: 2 clusters Score -42354.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39562.924244 + Penalty 304.953833 = -39257.970411 Iteration 0F: 3 clusters Score -39257.97 nChanged 2266 ComputeScore: Raw -41053.818468 + Penalty 304.953833 = -40748.864635 Iteration 1F: 3 clusters Score -40748.86 nChanged 392 ComputeScore: Raw -41310.735869 + Penalty 304.953833 = -41005.782036 Iteration 2F: 3 clusters Score -41005.78 nChanged 340 ComputeScore: Raw -41514.788402 + Penalty 304.953833 = -41209.834569 Iteration 3F: 3 clusters Score -41209.83 nChanged 263 ComputeScore: Raw -41709.545531 + Penalty 304.953833 = -41404.591698 Iteration 4F: 3 clusters Score -41404.59 nChanged 236 ComputeScore: Raw -41905.475052 + Penalty 304.953833 = -41600.521219 Iteration 5Q: 3 clusters Score -41600.52 nChanged 183 ComputeScore: Raw -42058.611018 + Penalty 304.953833 = -41753.657185 Iteration 6Q: 3 clusters Score -41753.66 nChanged 132 ComputeScore: Raw -42167.125357 + Penalty 304.953833 = -41862.171524 Iteration 7Q: 3 clusters Score -41862.17 nChanged 113 ComputeScore: Raw -42258.783717 + Penalty 304.953833 = -41953.829884 Iteration 8Q: 3 clusters Score -41953.83 nChanged 71 ComputeScore: Raw -42321.276938 + Penalty 304.953833 = -42016.323104 Iteration 9Q: 3 clusters Score -42016.32 nChanged 53 ComputeScore: Raw -42374.364135 + Penalty 304.953833 = -42069.410302 Iteration 10Q: 3 clusters Score -42069.41 nChanged 43 ComputeScore: Raw -42406.162583 + Penalty 304.953833 = -42101.208750 Iteration 11Q: 3 clusters Score -42101.21 nChanged 38 ComputeScore: Raw -42427.516905 + Penalty 304.953833 = -42122.563072 Iteration 12Q: 3 clusters Score -42122.56 nChanged 28 ComputeScore: Raw -42445.304294 + Penalty 304.953833 = -42140.350460 Iteration 13Q: 3 clusters Score -42140.35 nChanged 31 ComputeScore: Raw -42460.591099 + Penalty 304.953833 = -42155.637266 Iteration 14Q: 3 clusters Score -42155.64 nChanged 24 ComputeScore: Raw -42472.678024 + Penalty 304.953833 = -42167.724191 Iteration 15Q: 3 clusters Score -42167.72 nChanged 20 ComputeScore: Raw -42481.705164 + Penalty 304.953833 = -42176.751331 Iteration 16Q: 3 clusters Score -42176.75 nChanged 15 ComputeScore: Raw -42485.794243 + Penalty 304.953833 = -42180.840410 Iteration 17Q: 3 clusters Score -42180.84 nChanged 9 ComputeScore: Raw -42488.672586 + Penalty 304.953833 = -42183.718753 Iteration 18Q: 3 clusters Score -42183.72 nChanged 10 ComputeScore: Raw -42493.344028 + Penalty 304.953833 = -42188.390195 Iteration 19Q: 3 clusters Score -42188.39 nChanged 9 ComputeScore: Raw -42497.247964 + Penalty 304.953833 = -42192.294131 Iteration 20F: 3 clusters Score -42192.29 nChanged 11 ComputeScore: Raw -42504.020203 + Penalty 304.953833 = -42199.066370 Iteration 21Q: 3 clusters Score -42199.07 nChanged 11 ComputeScore: Raw -42509.279840 + Penalty 304.953833 = -42204.326006 Iteration 22Q: 3 clusters Score -42204.33 nChanged 7 ComputeScore: Raw -42511.810792 + Penalty 304.953833 = -42206.856959 Iteration 23Q: 3 clusters Score -42206.86 nChanged 2 ComputeScore: Raw -42512.807165 + Penalty 304.953833 = -42207.853332 Iteration 24Q: 3 clusters Score -42207.85 nChanged 3 ComputeScore: Raw -42513.714725 + Penalty 304.953833 = -42208.760892 Iteration 25Q: 3 clusters Score -42208.76 nChanged 4 ComputeScore: Raw -42514.814404 + Penalty 304.953833 = -42209.860571 Iteration 26Q: 3 clusters Score -42209.86 nChanged 3 ComputeScore: Raw -42516.271993 + Penalty 304.953833 = -42211.318160 Iteration 27Q: 3 clusters Score -42211.32 nChanged 2 ComputeScore: Raw -42519.051888 + Penalty 304.953833 = -42214.098054 Iteration 28Q: 3 clusters Score -42214.1 nChanged 2 ComputeScore: Raw -42520.654562 + Penalty 304.953833 = -42215.700729 Iteration 29Q: 3 clusters Score -42215.7 nChanged 4 ComputeScore: Raw -42522.648798 + Penalty 304.953833 = -42217.694964 Iteration 30Q: 3 clusters Score -42217.69 nChanged 3 ComputeScore: Raw -42524.780544 + Penalty 304.953833 = -42219.826711 Iteration 31Q: 3 clusters Score -42219.83 nChanged 4 ComputeScore: Raw -42526.332269 + Penalty 304.953833 = -42221.378436 Iteration 32Q: 3 clusters Score -42221.38 nChanged 3 ComputeScore: Raw -42527.374104 + Penalty 304.953833 = -42222.420271 Iteration 33Q: 3 clusters Score -42222.42 nChanged 2 ComputeScore: Raw -42527.646872 + Penalty 304.953833 = -42222.693039 Iteration 34Q: 3 clusters Score -42222.69 nChanged 1 ComputeScore: Raw -42528.143473 + Penalty 304.953833 = -42223.189640 Iteration 35Q: 3 clusters Score -42223.19 nChanged 2 ComputeScore: Raw -42529.588674 + Penalty 304.953833 = -42224.634841 Iteration 36Q: 3 clusters Score -42224.63 nChanged 4 ComputeScore: Raw -42530.855319 + Penalty 304.953833 = -42225.901486 Iteration 37Q: 3 clusters Score -42225.9 nChanged 1 ComputeScore: Raw -42530.998732 + Penalty 304.953833 = -42226.044899 Iteration 38Q: 3 clusters Score -42226.04 nChanged 1 ComputeScore: Raw -42531.185622 + Penalty 304.953833 = -42226.231789 Iteration 39Q: 3 clusters Score -42226.23 nChanged 1 ComputeScore: Raw -42531.603482 + Penalty 304.953833 = -42226.649649 Iteration 40F: 3 clusters Score -42226.65 nChanged 1 ComputeScore: Raw -42533.116852 + Penalty 304.953833 = -42228.163019 Iteration 41Q: 3 clusters Score -42228.16 nChanged 3 ComputeScore: Raw -42533.892328 + Penalty 304.953833 = -42228.938495 Iteration 42Q: 3 clusters Score -42228.94 nChanged 1 ComputeScore: Raw -42534.541014 + Penalty 304.953833 = -42229.587181 Iteration 43Q: 3 clusters Score -42229.59 nChanged 0 ComputeScore: Raw -42534.541014 + Penalty 304.953833 = -42229.587181 Iteration 44F: 3 clusters Score -42229.59 nChanged 0 Trying to split cluster 5 (2591 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25757.064433 + Penalty 141.476385 = -25615.588048 Iteration 0F: 2 clusters Score -25615.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24178.519855 + Penalty 282.952771 = -23895.567084 Iteration 0F: 3 clusters Score -23895.57 nChanged 1183 ComputeScore: Raw -24869.291617 + Penalty 282.952771 = -24586.338846 Iteration 1F: 3 clusters Score -24586.34 nChanged 178 ComputeScore: Raw -24997.841208 + Penalty 282.952771 = -24714.888438 Iteration 2F: 3 clusters Score -24714.89 nChanged 170 ComputeScore: Raw -25112.028592 + Penalty 282.952771 = -24829.075821 Iteration 3F: 3 clusters Score -24829.08 nChanged 156 ComputeScore: Raw -25220.222182 + Penalty 282.952771 = -24937.269412 Iteration 4F: 3 clusters Score -24937.27 nChanged 141 ComputeScore: Raw -25300.140326 + Penalty 282.952771 = -25017.187555 Iteration 5F: 3 clusters Score -25017.19 nChanged 85 ComputeScore: Raw -25327.053616 + Penalty 282.952771 = -25044.100845 Iteration 6Q: 3 clusters Score -25044.1 nChanged 53 ComputeScore: Raw -25342.921385 + Penalty 282.952771 = -25059.968615 Iteration 7Q: 3 clusters Score -25059.97 nChanged 31 ComputeScore: Raw -25353.594303 + Penalty 282.952771 = -25070.641532 Iteration 8Q: 3 clusters Score -25070.64 nChanged 33 ComputeScore: Raw -25362.292394 + Penalty 282.952771 = -25079.339623 Iteration 9Q: 3 clusters Score -25079.34 nChanged 31 ComputeScore: Raw -25371.813336 + Penalty 282.952771 = -25088.860565 Iteration 10Q: 3 clusters Score -25088.86 nChanged 34 ComputeScore: Raw -25383.526333 + Penalty 282.952771 = -25100.573563 Iteration 11Q: 3 clusters Score -25100.57 nChanged 41 ComputeScore: Raw -25396.252203 + Penalty 282.952771 = -25113.299432 Iteration 12Q: 3 clusters Score -25113.3 nChanged 38 ComputeScore: Raw -25408.010298 + Penalty 282.952771 = -25125.057527 Iteration 13Q: 3 clusters Score -25125.06 nChanged 39 ComputeScore: Raw -25418.849212 + Penalty 282.952771 = -25135.896441 Iteration 14Q: 3 clusters Score -25135.9 nChanged 33 ComputeScore: Raw -25426.990263 + Penalty 282.952771 = -25144.037493 Iteration 15Q: 3 clusters Score -25144.04 nChanged 35 ComputeScore: Raw -25435.743694 + Penalty 282.952771 = -25152.790924 Iteration 16Q: 3 clusters Score -25152.79 nChanged 35 ComputeScore: Raw -25446.403301 + Penalty 282.952771 = -25163.450530 Iteration 17Q: 3 clusters Score -25163.45 nChanged 53 ComputeScore: Raw -25466.570101 + Penalty 282.952771 = -25183.617330 Iteration 18Q: 3 clusters Score -25183.62 nChanged 45 ComputeScore: Raw -25482.016462 + Penalty 282.952771 = -25199.063691 Iteration 19Q: 3 clusters Score -25199.06 nChanged 43 ComputeScore: Raw -25496.981341 + Penalty 282.952771 = -25214.028570 Iteration 20F: 3 clusters Score -25214.03 nChanged 44 ComputeScore: Raw -25512.364915 + Penalty 282.952771 = -25229.412144 Iteration 21Q: 3 clusters Score -25229.41 nChanged 40 ComputeScore: Raw -25526.930210 + Penalty 282.952771 = -25243.977439 Iteration 22Q: 3 clusters Score -25243.98 nChanged 39 ComputeScore: Raw -25542.625054 + Penalty 282.952771 = -25259.672283 Iteration 23Q: 3 clusters Score -25259.67 nChanged 38 ComputeScore: Raw -25558.030231 + Penalty 282.952771 = -25275.077461 Iteration 24Q: 3 clusters Score -25275.08 nChanged 35 ComputeScore: Raw -25569.057228 + Penalty 282.952771 = -25286.104458 Iteration 25Q: 3 clusters Score -25286.1 nChanged 22 ComputeScore: Raw -25576.753167 + Penalty 282.952771 = -25293.800396 Iteration 26Q: 3 clusters Score -25293.8 nChanged 27 ComputeScore: Raw -25586.191504 + Penalty 282.952771 = -25303.238734 Iteration 27Q: 3 clusters Score -25303.24 nChanged 23 ComputeScore: Raw -25599.767678 + Penalty 282.952771 = -25316.814908 Iteration 28Q: 3 clusters Score -25316.81 nChanged 22 ComputeScore: Raw -25609.264922 + Penalty 282.952771 = -25326.312152 Iteration 29Q: 3 clusters Score -25326.31 nChanged 19 ComputeScore: Raw -25616.182361 + Penalty 282.952771 = -25333.229591 Iteration 30Q: 3 clusters Score -25333.23 nChanged 20 ComputeScore: Raw -25624.542752 + Penalty 282.952771 = -25341.589982 Iteration 31Q: 3 clusters Score -25341.59 nChanged 20 ComputeScore: Raw -25633.297585 + Penalty 282.952771 = -25350.344814 Iteration 32Q: 3 clusters Score -25350.34 nChanged 17 ComputeScore: Raw -25640.732078 + Penalty 282.952771 = -25357.779307 Iteration 33Q: 3 clusters Score -25357.78 nChanged 22 ComputeScore: Raw -25649.503961 + Penalty 282.952771 = -25366.551191 Iteration 34Q: 3 clusters Score -25366.55 nChanged 24 ComputeScore: Raw -25663.256068 + Penalty 282.952771 = -25380.303298 Iteration 35Q: 3 clusters Score -25380.3 nChanged 24 ComputeScore: Raw -25678.791224 + Penalty 282.952771 = -25395.838453 Iteration 36Q: 3 clusters Score -25395.84 nChanged 25 ComputeScore: Raw -25698.738925 + Penalty 282.952771 = -25415.786154 Iteration 37Q: 3 clusters Score -25415.79 nChanged 20 ComputeScore: Raw -25714.617271 + Penalty 282.952771 = -25431.664500 Iteration 38Q: 3 clusters Score -25431.66 nChanged 14 ComputeScore: Raw -25728.474595 + Penalty 282.952771 = -25445.521825 Iteration 39Q: 3 clusters Score -25445.52 nChanged 13 ComputeScore: Raw -25741.663601 + Penalty 282.952771 = -25458.710830 Iteration 40F: 3 clusters Score -25458.71 nChanged 10 ComputeScore: Raw -25748.245074 + Penalty 282.952771 = -25465.292303 Iteration 41Q: 3 clusters Score -25465.29 nChanged 8 ComputeScore: Raw -25754.289599 + Penalty 282.952771 = -25471.336828 Iteration 42Q: 3 clusters Score -25471.34 nChanged 3 ComputeScore: Raw -25755.878940 + Penalty 282.952771 = -25472.926170 Iteration 43Q: 3 clusters Score -25472.93 nChanged 2 ComputeScore: Raw -25756.585856 + Penalty 282.952771 = -25473.633085 Iteration 44Q: 3 clusters Score -25473.63 nChanged 3 ComputeScore: Raw -25758.014789 + Penalty 282.952771 = -25475.062019 Iteration 45Q: 3 clusters Score -25475.06 nChanged 4 ComputeScore: Raw -25759.505213 + Penalty 282.952771 = -25476.552442 Iteration 46Q: 3 clusters Score -25476.55 nChanged 1 ComputeScore: Raw -25759.785765 + Penalty 282.952771 = -25476.832994 Iteration 47Q: 3 clusters Score -25476.83 nChanged 0 ComputeScore: Raw -25759.785765 + Penalty 282.952771 = -25476.832994 Iteration 48F: 3 clusters Score -25476.83 nChanged 0 Trying to split cluster 6 (10651 points) Assigned 2 initial classes randomly. ComputeScore: Raw -87053.799562 + Penalty 166.921363 = -86886.878199 Iteration 0F: 2 clusters Score -86886.88 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -80040.789999 + Penalty 333.842726 = -79706.947272 Iteration 0F: 3 clusters Score -79706.95 nChanged 5143 ComputeScore: Raw -83343.209862 + Penalty 333.842726 = -83009.367136 Iteration 1F: 3 clusters Score -83009.37 nChanged 837 ComputeScore: Raw -84027.145651 + Penalty 333.842726 = -83693.302924 Iteration 2F: 3 clusters Score -83693.3 nChanged 934 ComputeScore: Raw -84960.553467 + Penalty 333.842726 = -84626.710741 Iteration 3F: 3 clusters Score -84626.71 nChanged 746 ComputeScore: Raw -85582.025930 + Penalty 333.842726 = -85248.183204 Iteration 4F: 3 clusters Score -85248.18 nChanged 452 ComputeScore: Raw -85830.014080 + Penalty 333.842726 = -85496.171354 Iteration 5Q: 3 clusters Score -85496.17 nChanged 290 ComputeScore: Raw -85959.300036 + Penalty 333.842726 = -85625.457310 Iteration 6Q: 3 clusters Score -85625.46 nChanged 225 ComputeScore: Raw -86059.318591 + Penalty 333.842726 = -85725.475864 Iteration 7Q: 3 clusters Score -85725.48 nChanged 192 ComputeScore: Raw -86140.962743 + Penalty 333.842726 = -85807.120016 Iteration 8Q: 3 clusters Score -85807.12 nChanged 176 ComputeScore: Raw -86204.606437 + Penalty 333.842726 = -85870.763711 Iteration 9Q: 3 clusters Score -85870.76 nChanged 136 ComputeScore: Raw -86249.301553 + Penalty 333.842726 = -85915.458827 Iteration 10Q: 3 clusters Score -85915.46 nChanged 121 ComputeScore: Raw -86290.136893 + Penalty 333.842726 = -85956.294167 Iteration 11Q: 3 clusters Score -85956.29 nChanged 130 ComputeScore: Raw -86335.115691 + Penalty 333.842726 = -86001.272965 Iteration 12Q: 3 clusters Score -86001.27 nChanged 113 ComputeScore: Raw -86373.734656 + Penalty 333.842726 = -86039.891930 Iteration 13Q: 3 clusters Score -86039.89 nChanged 97 ComputeScore: Raw -86407.852373 + Penalty 333.842726 = -86074.009647 Iteration 14Q: 3 clusters Score -86074.01 nChanged 108 ComputeScore: Raw -86448.528733 + Penalty 333.842726 = -86114.686007 Iteration 15Q: 3 clusters Score -86114.69 nChanged 100 ComputeScore: Raw -86486.423229 + Penalty 333.842726 = -86152.580502 Iteration 16Q: 3 clusters Score -86152.58 nChanged 98 ComputeScore: Raw -86527.694043 + Penalty 333.842726 = -86193.851317 Iteration 17Q: 3 clusters Score -86193.85 nChanged 105 ComputeScore: Raw -86577.945844 + Penalty 333.842726 = -86244.103118 Iteration 18Q: 3 clusters Score -86244.1 nChanged 101 ComputeScore: Raw -86623.794790 + Penalty 333.842726 = -86289.952064 Iteration 19Q: 3 clusters Score -86289.95 nChanged 95 ComputeScore: Raw -86662.237240 + Penalty 333.842726 = -86328.394514 Iteration 20F: 3 clusters Score -86328.39 nChanged 85 ComputeScore: Raw -86699.347082 + Penalty 333.842726 = -86365.504356 Iteration 21Q: 3 clusters Score -86365.5 nChanged 84 ComputeScore: Raw -86743.653830 + Penalty 333.842726 = -86409.811103 Iteration 22Q: 3 clusters Score -86409.81 nChanged 77 ComputeScore: Raw -86788.277662 + Penalty 333.842726 = -86454.434936 Iteration 23Q: 3 clusters Score -86454.43 nChanged 84 ComputeScore: Raw -86840.037826 + Penalty 333.842726 = -86506.195099 Iteration 24Q: 3 clusters Score -86506.2 nChanged 71 ComputeScore: Raw -86882.463871 + Penalty 333.842726 = -86548.621145 Iteration 25Q: 3 clusters Score -86548.62 nChanged 55 ComputeScore: Raw -86920.497428 + Penalty 333.842726 = -86586.654702 Iteration 26Q: 3 clusters Score -86586.65 nChanged 51 ComputeScore: Raw -86950.322509 + Penalty 333.842726 = -86616.479783 Iteration 27Q: 3 clusters Score -86616.48 nChanged 47 ComputeScore: Raw -86975.905817 + Penalty 333.842726 = -86642.063091 Iteration 28Q: 3 clusters Score -86642.06 nChanged 38 ComputeScore: Raw -86999.277811 + Penalty 333.842726 = -86665.435085 Iteration 29Q: 3 clusters Score -86665.44 nChanged 22 ComputeScore: Raw -87009.514313 + Penalty 333.842726 = -86675.671587 Iteration 30Q: 3 clusters Score -86675.67 nChanged 19 ComputeScore: Raw -87016.314671 + Penalty 333.842726 = -86682.471945 Iteration 31Q: 3 clusters Score -86682.47 nChanged 16 ComputeScore: Raw -87020.599675 + Penalty 333.842726 = -86686.756949 Iteration 32Q: 3 clusters Score -86686.76 nChanged 15 ComputeScore: Raw -87026.248367 + Penalty 333.842726 = -86692.405640 Iteration 33Q: 3 clusters Score -86692.41 nChanged 13 ComputeScore: Raw -87031.441141 + Penalty 333.842726 = -86697.598414 Iteration 34Q: 3 clusters Score -86697.6 nChanged 12 ComputeScore: Raw -87042.667097 + Penalty 333.842726 = -86708.824371 Iteration 35Q: 3 clusters Score -86708.82 nChanged 16 ComputeScore: Raw -87054.932452 + Penalty 333.842726 = -86721.089726 Iteration 36Q: 3 clusters Score -86721.09 nChanged 14 ComputeScore: Raw -87062.534934 + Penalty 333.842726 = -86728.692208 Iteration 37Q: 3 clusters Score -86728.69 nChanged 10 ComputeScore: Raw -87067.490459 + Penalty 333.842726 = -86733.647733 Iteration 38Q: 3 clusters Score -86733.65 nChanged 11 ComputeScore: Raw -87072.376292 + Penalty 333.842726 = -86738.533565 Iteration 39Q: 3 clusters Score -86738.53 nChanged 11 ComputeScore: Raw -87076.278666 + Penalty 333.842726 = -86742.435940 Iteration 40F: 3 clusters Score -86742.44 nChanged 5 ComputeScore: Raw -87078.505621 + Penalty 333.842726 = -86744.662894 Iteration 41Q: 3 clusters Score -86744.66 nChanged 5 ComputeScore: Raw -87080.364432 + Penalty 333.842726 = -86746.521705 Iteration 42Q: 3 clusters Score -86746.52 nChanged 7 ComputeScore: Raw -87083.223304 + Penalty 333.842726 = -86749.380578 Iteration 43Q: 3 clusters Score -86749.38 nChanged 6 ComputeScore: Raw -87085.745506 + Penalty 333.842726 = -86751.902779 Iteration 44Q: 3 clusters Score -86751.9 nChanged 6 ComputeScore: Raw -87090.018691 + Penalty 333.842726 = -86756.175965 Iteration 45Q: 3 clusters Score -86756.18 nChanged 6 ComputeScore: Raw -87093.473976 + Penalty 333.842726 = -86759.631250 Iteration 46Q: 3 clusters Score -86759.63 nChanged 4 ComputeScore: Raw -87095.543827 + Penalty 333.842726 = -86761.701101 Iteration 47Q: 3 clusters Score -86761.7 nChanged 6 ComputeScore: Raw -87102.345223 + Penalty 333.842726 = -86768.502496 Iteration 48Q: 3 clusters Score -86768.5 nChanged 7 ComputeScore: Raw -87109.514910 + Penalty 333.842726 = -86775.672184 Iteration 49Q: 3 clusters Score -86775.67 nChanged 8 ComputeScore: Raw -87123.396145 + Penalty 333.842726 = -86789.553418 Iteration 50Q: 3 clusters Score -86789.55 nChanged 5 ComputeScore: Raw -87130.302794 + Penalty 333.842726 = -86796.460067 Iteration 51Q: 3 clusters Score -86796.46 nChanged 6 ComputeScore: Raw -87135.912431 + Penalty 333.842726 = -86802.069705 Iteration 52Q: 3 clusters Score -86802.07 nChanged 4 ComputeScore: Raw -87137.897496 + Penalty 333.842726 = -86804.054770 Iteration 53Q: 3 clusters Score -86804.05 nChanged 4 ComputeScore: Raw -87140.703934 + Penalty 333.842726 = -86806.861208 Iteration 54Q: 3 clusters Score -86806.86 nChanged 2 ComputeScore: Raw -87141.307393 + Penalty 333.842726 = -86807.464667 Iteration 55Q: 3 clusters Score -86807.46 nChanged 1 ComputeScore: Raw -87141.580841 + Penalty 333.842726 = -86807.738114 Iteration 56Q: 3 clusters Score -86807.74 nChanged 2 ComputeScore: Raw -87143.414171 + Penalty 333.842726 = -86809.571445 Iteration 57Q: 3 clusters Score -86809.57 nChanged 1 ComputeScore: Raw -87145.322909 + Penalty 333.842726 = -86811.480183 Iteration 58Q: 3 clusters Score -86811.48 nChanged 2 ComputeScore: Raw -87146.100406 + Penalty 333.842726 = -86812.257679 Iteration 59Q: 3 clusters Score -86812.26 nChanged 0 ComputeScore: Raw -87146.100406 + Penalty 333.842726 = -86812.257679 Iteration 60F: 3 clusters Score -86812.26 nChanged 0 Trying to split cluster 7 (15670 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127443.825084 + Penalty 173.871060 = -127269.954024 Iteration 0F: 2 clusters Score -127270 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -117099.226661 + Penalty 347.742120 = -116751.484541 Iteration 0F: 3 clusters Score -116751.5 nChanged 7545 ComputeScore: Raw -121701.906789 + Penalty 347.742120 = -121354.164668 Iteration 1F: 3 clusters Score -121354.2 nChanged 681 ComputeScore: Raw -121909.635711 + Penalty 347.742120 = -121561.893591 Iteration 2Q: 3 clusters Score -121561.9 nChanged 602 ComputeScore: Raw -122117.305132 + Penalty 347.742120 = -121769.563012 Iteration 3Q: 3 clusters Score -121769.6 nChanged 608 ComputeScore: Raw -122350.220230 + Penalty 347.742120 = -122002.478110 Iteration 4Q: 3 clusters Score -122002.5 nChanged 576 ComputeScore: Raw -122583.067793 + Penalty 347.742120 = -122235.325673 Iteration 5Q: 3 clusters Score -122235.3 nChanged 578 ComputeScore: Raw -122843.029902 + Penalty 347.742120 = -122495.287782 Iteration 6Q: 3 clusters Score -122495.3 nChanged 662 ComputeScore: Raw -123181.367267 + Penalty 347.742120 = -122833.625147 Iteration 7Q: 3 clusters Score -122833.6 nChanged 747 ComputeScore: Raw -123636.201303 + Penalty 347.742120 = -123288.459182 Iteration 8Q: 3 clusters Score -123288.5 nChanged 889 ComputeScore: Raw -124229.223776 + Penalty 347.742120 = -123881.481655 Iteration 9F: 3 clusters Score -123881.5 nChanged 1000 ComputeScore: Raw -124932.219670 + Penalty 347.742120 = -124584.477550 Iteration 10F: 3 clusters Score -124584.5 nChanged 1015 ComputeScore: Raw -125692.570553 + Penalty 347.742120 = -125344.828433 Iteration 11F: 3 clusters Score -125344.8 nChanged 873 ComputeScore: Raw -126331.712736 + Penalty 347.742120 = -125983.970616 Iteration 12F: 3 clusters Score -125984 nChanged 649 ComputeScore: Raw -126785.179204 + Penalty 347.742120 = -126437.437084 Iteration 13Q: 3 clusters Score -126437.4 nChanged 433 ComputeScore: Raw -127070.169380 + Penalty 347.742120 = -126722.427260 Iteration 14Q: 3 clusters Score -126722.4 nChanged 280 ComputeScore: Raw -127255.535280 + Penalty 347.742120 = -126907.793159 Iteration 15Q: 3 clusters Score -126907.8 nChanged 153 ComputeScore: Raw -127347.437895 + Penalty 347.742120 = -126999.695775 Iteration 16Q: 3 clusters Score -126999.7 nChanged 95 ComputeScore: Raw -127403.655911 + Penalty 347.742120 = -127055.913791 Iteration 17Q: 3 clusters Score -127055.9 nChanged 51 ComputeScore: Raw -127425.742798 + Penalty 347.742120 = -127078.000678 Iteration 18Q: 3 clusters Score -127078 nChanged 27 ComputeScore: Raw -127437.883908 + Penalty 347.742120 = -127090.141788 Iteration 19Q: 3 clusters Score -127090.1 nChanged 26 ComputeScore: Raw -127449.127402 + Penalty 347.742120 = -127101.385282 Iteration 20F: 3 clusters Score -127101.4 nChanged 14 ComputeScore: Raw -127454.353888 + Penalty 347.742120 = -127106.611768 Iteration 21Q: 3 clusters Score -127106.6 nChanged 11 ComputeScore: Raw -127458.988603 + Penalty 347.742120 = -127111.246483 Iteration 22Q: 3 clusters Score -127111.2 nChanged 12 ComputeScore: Raw -127462.424292 + Penalty 347.742120 = -127114.682172 Iteration 23Q: 3 clusters Score -127114.7 nChanged 4 ComputeScore: Raw -127463.397765 + Penalty 347.742120 = -127115.655645 Iteration 24Q: 3 clusters Score -127115.7 nChanged 4 ComputeScore: Raw -127465.100253 + Penalty 347.742120 = -127117.358133 Iteration 25Q: 3 clusters Score -127117.4 nChanged 5 ComputeScore: Raw -127467.390066 + Penalty 347.742120 = -127119.647946 Iteration 26Q: 3 clusters Score -127119.6 nChanged 5 ComputeScore: Raw -127469.181759 + Penalty 347.742120 = -127121.439639 Iteration 27Q: 3 clusters Score -127121.4 nChanged 6 ComputeScore: Raw -127470.572424 + Penalty 347.742120 = -127122.830304 Iteration 28Q: 3 clusters Score -127122.8 nChanged 2 ComputeScore: Raw -127471.038395 + Penalty 347.742120 = -127123.296275 Iteration 29Q: 3 clusters Score -127123.3 nChanged 1 ComputeScore: Raw -127471.327017 + Penalty 347.742120 = -127123.584897 Iteration 30Q: 3 clusters Score -127123.6 nChanged 2 ComputeScore: Raw -127471.706114 + Penalty 347.742120 = -127123.963994 Iteration 31Q: 3 clusters Score -127124 nChanged 1 ComputeScore: Raw -127471.916096 + Penalty 347.742120 = -127124.173976 Iteration 32Q: 3 clusters Score -127124.2 nChanged 1 ComputeScore: Raw -127472.493510 + Penalty 347.742120 = -127124.751390 Iteration 33Q: 3 clusters Score -127124.8 nChanged 3 ComputeScore: Raw -127473.354064 + Penalty 347.742120 = -127125.611944 Iteration 34Q: 3 clusters Score -127125.6 nChanged 0 ComputeScore: Raw -127473.354064 + Penalty 347.742120 = -127125.611944 Iteration 35F: 3 clusters Score -127125.6 nChanged 0 Trying to split cluster 8 (6508 points) Assigned 2 initial classes randomly. ComputeScore: Raw -61479.756142 + Penalty 158.054174 = -61321.701968 Iteration 0F: 2 clusters Score -61321.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -57354.968961 + Penalty 316.108349 = -57038.860612 Iteration 0F: 3 clusters Score -57038.86 nChanged 3072 ComputeScore: Raw -59177.728334 + Penalty 316.108349 = -58861.619985 Iteration 1F: 3 clusters Score -58861.62 nChanged 402 ComputeScore: Raw -59401.229490 + Penalty 316.108349 = -59085.121141 Iteration 2F: 3 clusters Score -59085.12 nChanged 440 ComputeScore: Raw -59681.878158 + Penalty 316.108349 = -59365.769809 Iteration 3F: 3 clusters Score -59365.77 nChanged 443 ComputeScore: Raw -59998.228009 + Penalty 316.108349 = -59682.119660 Iteration 4F: 3 clusters Score -59682.12 nChanged 391 ComputeScore: Raw -60296.224925 + Penalty 316.108349 = -59980.116576 Iteration 5F: 3 clusters Score -59980.12 nChanged 333 ComputeScore: Raw -60578.965165 + Penalty 316.108349 = -60262.856816 Iteration 6F: 3 clusters Score -60262.86 nChanged 261 ComputeScore: Raw -60838.873746 + Penalty 316.108349 = -60522.765398 Iteration 7Q: 3 clusters Score -60522.77 nChanged 202 ComputeScore: Raw -61002.531275 + Penalty 316.108349 = -60686.422926 Iteration 8Q: 3 clusters Score -60686.42 nChanged 139 ComputeScore: Raw -61094.381305 + Penalty 316.108349 = -60778.272956 Iteration 9Q: 3 clusters Score -60778.27 nChanged 116 ComputeScore: Raw -61162.847717 + Penalty 316.108349 = -60846.739369 Iteration 10Q: 3 clusters Score -60846.74 nChanged 100 ComputeScore: Raw -61213.327842 + Penalty 316.108349 = -60897.219493 Iteration 11Q: 3 clusters Score -60897.22 nChanged 88 ComputeScore: Raw -61256.524242 + Penalty 316.108349 = -60940.415893 Iteration 12Q: 3 clusters Score -60940.42 nChanged 79 ComputeScore: Raw -61302.199147 + Penalty 316.108349 = -60986.090798 Iteration 13Q: 3 clusters Score -60986.09 nChanged 81 ComputeScore: Raw -61353.126015 + Penalty 316.108349 = -61037.017666 Iteration 14Q: 3 clusters Score -61037.02 nChanged 77 ComputeScore: Raw -61403.368748 + Penalty 316.108349 = -61087.260399 Iteration 15Q: 3 clusters Score -61087.26 nChanged 55 ComputeScore: Raw -61435.598656 + Penalty 316.108349 = -61119.490307 Iteration 16Q: 3 clusters Score -61119.49 nChanged 34 ComputeScore: Raw -61454.120874 + Penalty 316.108349 = -61138.012525 Iteration 17Q: 3 clusters Score -61138.01 nChanged 29 ComputeScore: Raw -61470.781308 + Penalty 316.108349 = -61154.672960 Iteration 18Q: 3 clusters Score -61154.67 nChanged 26 ComputeScore: Raw -61484.663793 + Penalty 316.108349 = -61168.555444 Iteration 19Q: 3 clusters Score -61168.56 nChanged 23 ComputeScore: Raw -61498.759638 + Penalty 316.108349 = -61182.651289 Iteration 20F: 3 clusters Score -61182.65 nChanged 19 ComputeScore: Raw -61511.023184 + Penalty 316.108349 = -61194.914835 Iteration 21Q: 3 clusters Score -61194.91 nChanged 12 ComputeScore: Raw -61515.772286 + Penalty 316.108349 = -61199.663938 Iteration 22Q: 3 clusters Score -61199.66 nChanged 9 ComputeScore: Raw -61519.382046 + Penalty 316.108349 = -61203.273697 Iteration 23Q: 3 clusters Score -61203.27 nChanged 1 ComputeScore: Raw -61519.572036 + Penalty 316.108349 = -61203.463687 Iteration 24Q: 3 clusters Score -61203.46 nChanged 1 ComputeScore: Raw -61519.904339 + Penalty 316.108349 = -61203.795990 Iteration 25Q: 3 clusters Score -61203.8 nChanged 2 ComputeScore: Raw -61520.174093 + Penalty 316.108349 = -61204.065744 Iteration 26Q: 3 clusters Score -61204.07 nChanged 1 ComputeScore: Raw -61520.348106 + Penalty 316.108349 = -61204.239757 Iteration 27Q: 3 clusters Score -61204.24 nChanged 0 ComputeScore: Raw -61520.348106 + Penalty 316.108349 = -61204.239757 Iteration 28F: 3 clusters Score -61204.24 nChanged 0 Trying to split cluster 9 (740 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9722.743647 + Penalty 118.919703 = -9603.823944 Iteration 0F: 2 clusters Score -9603.824 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9302.478900 + Penalty 237.839407 = -9064.639493 Iteration 0F: 3 clusters Score -9064.639 nChanged 318 ComputeScore: Raw -9507.056014 + Penalty 237.839407 = -9269.216608 Iteration 1F: 3 clusters Score -9269.217 nChanged 91 ComputeScore: Raw -9588.108839 + Penalty 237.839407 = -9350.269432 Iteration 2F: 3 clusters Score -9350.269 nChanged 63 ComputeScore: Raw -9645.769964 + Penalty 237.839407 = -9407.930557 Iteration 3F: 3 clusters Score -9407.931 nChanged 38 ComputeScore: Raw -9694.786100 + Penalty 237.839407 = -9456.946694 Iteration 4F: 3 clusters Score -9456.947 nChanged 25 ComputeScore: Raw -9733.768561 + Penalty 237.839407 = -9495.929154 Iteration 5Q: 3 clusters Score -9495.929 nChanged 20 ComputeScore: Raw -9764.266483 + Penalty 237.839407 = -9526.427076 Iteration 6Q: 3 clusters Score -9526.427 nChanged 16 ComputeScore: Raw -9781.497076 + Penalty 237.839407 = -9543.657669 Iteration 7Q: 3 clusters Score -9543.658 nChanged 14 ComputeScore: Raw -9803.799163 + Penalty 237.839407 = -9565.959757 Iteration 8Q: 3 clusters Score -9565.96 nChanged 18 ComputeScore: Raw -9819.490767 + Penalty 237.839407 = -9581.651360 Iteration 9Q: 3 clusters Score -9581.651 nChanged 7 ComputeScore: Raw -9824.342960 + Penalty 237.839407 = -9586.503553 Iteration 10Q: 3 clusters Score -9586.504 nChanged 2 ComputeScore: Raw -9824.908876 + Penalty 237.839407 = -9587.069469 Iteration 11Q: 3 clusters Score -9587.069 nChanged 2 ComputeScore: Raw -9825.708983 + Penalty 237.839407 = -9587.869576 Iteration 12Q: 3 clusters Score -9587.87 nChanged 0 ComputeScore: Raw -9825.708983 + Penalty 237.839407 = -9587.869576 Iteration 13F: 3 clusters Score -9587.87 nChanged 0 Trying to split cluster 10 (1137 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8810.821253 + Penalty 126.650673 = -8684.170580 Iteration 0F: 2 clusters Score -8684.171 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8146.089237 + Penalty 253.301346 = -7892.787892 Iteration 0F: 3 clusters Score -7892.788 nChanged 502 ComputeScore: Raw -8447.328052 + Penalty 253.301346 = -8194.026706 Iteration 1F: 3 clusters Score -8194.027 nChanged 65 ComputeScore: Raw -8473.332502 + Penalty 253.301346 = -8220.031157 Iteration 2F: 3 clusters Score -8220.031 nChanged 38 ComputeScore: Raw -8493.174319 + Penalty 253.301346 = -8239.872973 Iteration 3Q: 3 clusters Score -8239.873 nChanged 47 ComputeScore: Raw -8520.992446 + Penalty 253.301346 = -8267.691100 Iteration 4Q: 3 clusters Score -8267.691 nChanged 60 ComputeScore: Raw -8557.020707 + Penalty 253.301346 = -8303.719361 Iteration 5F: 3 clusters Score -8303.719 nChanged 51 ComputeScore: Raw -8601.394836 + Penalty 253.301346 = -8348.093491 Iteration 6Q: 3 clusters Score -8348.093 nChanged 53 ComputeScore: Raw -8648.193302 + Penalty 253.301346 = -8394.891956 Iteration 7Q: 3 clusters Score -8394.892 nChanged 53 ComputeScore: Raw -8688.578980 + Penalty 253.301346 = -8435.277634 Iteration 8Q: 3 clusters Score -8435.278 nChanged 54 ComputeScore: Raw -8731.276825 + Penalty 253.301346 = -8477.975479 Iteration 9Q: 3 clusters Score -8477.975 nChanged 48 ComputeScore: Raw -8766.442482 + Penalty 253.301346 = -8513.141136 Iteration 10Q: 3 clusters Score -8513.141 nChanged 37 ComputeScore: Raw -8789.791498 + Penalty 253.301346 = -8536.490153 Iteration 11Q: 3 clusters Score -8536.49 nChanged 29 ComputeScore: Raw -8804.110252 + Penalty 253.301346 = -8550.808906 Iteration 12Q: 3 clusters Score -8550.809 nChanged 23 ComputeScore: Raw -8815.525478 + Penalty 253.301346 = -8562.224133 Iteration 13Q: 3 clusters Score -8562.224 nChanged 29 ComputeScore: Raw -8826.684808 + Penalty 253.301346 = -8573.383462 Iteration 14Q: 3 clusters Score -8573.383 nChanged 23 ComputeScore: Raw -8834.221549 + Penalty 253.301346 = -8580.920204 Iteration 15Q: 3 clusters Score -8580.92 nChanged 18 ComputeScore: Raw -8837.758873 + Penalty 253.301346 = -8584.457528 Iteration 16Q: 3 clusters Score -8584.458 nChanged 13 ComputeScore: Raw -8841.431964 + Penalty 253.301346 = -8588.130618 Iteration 17Q: 3 clusters Score -8588.131 nChanged 12 ComputeScore: Raw -8844.083506 + Penalty 253.301346 = -8590.782160 Iteration 18Q: 3 clusters Score -8590.782 nChanged 8 ComputeScore: Raw -8845.598732 + Penalty 253.301346 = -8592.297386 Iteration 19Q: 3 clusters Score -8592.297 nChanged 5 ComputeScore: Raw -8846.019102 + Penalty 253.301346 = -8592.717757 Iteration 20F: 3 clusters Score -8592.718 nChanged 1 ComputeScore: Raw -8846.077824 + Penalty 253.301346 = -8592.776478 Iteration 21Q: 3 clusters Score -8592.776 nChanged 0 ComputeScore: Raw -8846.077824 + Penalty 253.301346 = -8592.776478 Iteration 22F: 3 clusters Score -8592.776 nChanged 0 Trying to split cluster 11 (3509 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32961.373022 + Penalty 146.935555 = -32814.437467 Iteration 0F: 2 clusters Score -32814.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30796.646879 + Penalty 293.871110 = -30502.775769 Iteration 0F: 3 clusters Score -30502.78 nChanged 1625 ComputeScore: Raw -31734.782507 + Penalty 293.871110 = -31440.911397 Iteration 1F: 3 clusters Score -31440.91 nChanged 237 ComputeScore: Raw -31889.616556 + Penalty 293.871110 = -31595.745446 Iteration 2F: 3 clusters Score -31595.75 nChanged 253 ComputeScore: Raw -32062.392202 + Penalty 293.871110 = -31768.521092 Iteration 3F: 3 clusters Score -31768.52 nChanged 221 ComputeScore: Raw -32223.416873 + Penalty 293.871110 = -31929.545764 Iteration 4F: 3 clusters Score -31929.55 nChanged 188 ComputeScore: Raw -32375.981980 + Penalty 293.871110 = -32082.110871 Iteration 5F: 3 clusters Score -32082.11 nChanged 167 ComputeScore: Raw -32508.484696 + Penalty 293.871110 = -32214.613586 Iteration 6Q: 3 clusters Score -32214.61 nChanged 110 ComputeScore: Raw -32567.942258 + Penalty 293.871110 = -32274.071148 Iteration 7Q: 3 clusters Score -32274.07 nChanged 86 ComputeScore: Raw -32612.814581 + Penalty 293.871110 = -32318.943471 Iteration 8Q: 3 clusters Score -32318.94 nChanged 74 ComputeScore: Raw -32650.450925 + Penalty 293.871110 = -32356.579815 Iteration 9Q: 3 clusters Score -32356.58 nChanged 72 ComputeScore: Raw -32686.175755 + Penalty 293.871110 = -32392.304646 Iteration 10Q: 3 clusters Score -32392.3 nChanged 72 ComputeScore: Raw -32723.343420 + Penalty 293.871110 = -32429.472310 Iteration 11Q: 3 clusters Score -32429.47 nChanged 70 ComputeScore: Raw -32757.017580 + Penalty 293.871110 = -32463.146471 Iteration 12Q: 3 clusters Score -32463.15 nChanged 55 ComputeScore: Raw -32784.597985 + Penalty 293.871110 = -32490.726875 Iteration 13Q: 3 clusters Score -32490.73 nChanged 52 ComputeScore: Raw -32812.183006 + Penalty 293.871110 = -32518.311897 Iteration 14Q: 3 clusters Score -32518.31 nChanged 41 ComputeScore: Raw -32834.190850 + Penalty 293.871110 = -32540.319740 Iteration 15Q: 3 clusters Score -32540.32 nChanged 35 ComputeScore: Raw -32849.762256 + Penalty 293.871110 = -32555.891146 Iteration 16Q: 3 clusters Score -32555.89 nChanged 32 ComputeScore: Raw -32862.489470 + Penalty 293.871110 = -32568.618361 Iteration 17Q: 3 clusters Score -32568.62 nChanged 21 ComputeScore: Raw -32870.289990 + Penalty 293.871110 = -32576.418880 Iteration 18Q: 3 clusters Score -32576.42 nChanged 22 ComputeScore: Raw -32879.533666 + Penalty 293.871110 = -32585.662556 Iteration 19Q: 3 clusters Score -32585.66 nChanged 23 ComputeScore: Raw -32892.747319 + Penalty 293.871110 = -32598.876210 Iteration 20F: 3 clusters Score -32598.88 nChanged 21 ComputeScore: Raw -32908.669325 + Penalty 293.871110 = -32614.798216 Iteration 21Q: 3 clusters Score -32614.8 nChanged 21 ComputeScore: Raw -32926.571739 + Penalty 293.871110 = -32632.700630 Iteration 22Q: 3 clusters Score -32632.7 nChanged 14 ComputeScore: Raw -32936.209166 + Penalty 293.871110 = -32642.338057 Iteration 23Q: 3 clusters Score -32642.34 nChanged 13 ComputeScore: Raw -32942.744073 + Penalty 293.871110 = -32648.872963 Iteration 24Q: 3 clusters Score -32648.87 nChanged 8 ComputeScore: Raw -32949.323050 + Penalty 293.871110 = -32655.451941 Iteration 25Q: 3 clusters Score -32655.45 nChanged 9 ComputeScore: Raw -32956.589032 + Penalty 293.871110 = -32662.717923 Iteration 26Q: 3 clusters Score -32662.72 nChanged 8 ComputeScore: Raw -32964.503847 + Penalty 293.871110 = -32670.632738 Iteration 27Q: 3 clusters Score -32670.63 nChanged 8 ComputeScore: Raw -32972.418250 + Penalty 293.871110 = -32678.547141 Iteration 28Q: 3 clusters Score -32678.55 nChanged 4 ComputeScore: Raw -32974.656543 + Penalty 293.871110 = -32680.785434 Iteration 29Q: 3 clusters Score -32680.79 nChanged 2 ComputeScore: Raw -32976.058522 + Penalty 293.871110 = -32682.187413 Iteration 30Q: 3 clusters Score -32682.19 nChanged 3 ComputeScore: Raw -32977.024988 + Penalty 293.871110 = -32683.153878 Iteration 31Q: 3 clusters Score -32683.15 nChanged 3 ComputeScore: Raw -32980.333814 + Penalty 293.871110 = -32686.462704 Iteration 32Q: 3 clusters Score -32686.46 nChanged 4 ComputeScore: Raw -32984.426382 + Penalty 293.871110 = -32690.555273 Iteration 33Q: 3 clusters Score -32690.56 nChanged 3 ComputeScore: Raw -32987.696540 + Penalty 293.871110 = -32693.825430 Iteration 34Q: 3 clusters Score -32693.83 nChanged 2 ComputeScore: Raw -32988.263495 + Penalty 293.871110 = -32694.392385 Iteration 35Q: 3 clusters Score -32694.39 nChanged 0 ComputeScore: Raw -32988.263495 + Penalty 293.871110 = -32694.392385 Iteration 36F: 3 clusters Score -32694.39 nChanged 0 Trying to split cluster 12 (5045 points) Assigned 2 initial classes randomly. ComputeScore: Raw -49020.829505 + Penalty 153.470753 = -48867.358752 Iteration 0F: 2 clusters Score -48867.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -45824.256320 + Penalty 306.941506 = -45517.314815 Iteration 0F: 3 clusters Score -45517.31 nChanged 2357 ComputeScore: Raw -47351.290458 + Penalty 306.941506 = -47044.348952 Iteration 1F: 3 clusters Score -47044.35 nChanged 264 ComputeScore: Raw -47465.175378 + Penalty 306.941506 = -47158.233872 Iteration 2F: 3 clusters Score -47158.23 nChanged 254 ComputeScore: Raw -47597.578358 + Penalty 306.941506 = -47290.636852 Iteration 3F: 3 clusters Score -47290.64 nChanged 230 ComputeScore: Raw -47753.755157 + Penalty 306.941506 = -47446.813652 Iteration 4Q: 3 clusters Score -47446.81 nChanged 239 ComputeScore: Raw -47947.617770 + Penalty 306.941506 = -47640.676264 Iteration 5Q: 3 clusters Score -47640.68 nChanged 264 ComputeScore: Raw -48163.848101 + Penalty 306.941506 = -47856.906596 Iteration 6F: 3 clusters Score -47856.91 nChanged 233 ComputeScore: Raw -48323.372290 + Penalty 306.941506 = -48016.430784 Iteration 7Q: 3 clusters Score -48016.43 nChanged 171 ComputeScore: Raw -48414.562021 + Penalty 306.941506 = -48107.620516 Iteration 8Q: 3 clusters Score -48107.62 nChanged 136 ComputeScore: Raw -48484.879537 + Penalty 306.941506 = -48177.938032 Iteration 9Q: 3 clusters Score -48177.94 nChanged 155 ComputeScore: Raw -48585.980782 + Penalty 306.941506 = -48279.039277 Iteration 10Q: 3 clusters Score -48279.04 nChanged 135 ComputeScore: Raw -48676.926088 + Penalty 306.941506 = -48369.984583 Iteration 11Q: 3 clusters Score -48369.98 nChanged 116 ComputeScore: Raw -48759.746533 + Penalty 306.941506 = -48452.805027 Iteration 12Q: 3 clusters Score -48452.81 nChanged 93 ComputeScore: Raw -48826.904523 + Penalty 306.941506 = -48519.963018 Iteration 13Q: 3 clusters Score -48519.96 nChanged 81 ComputeScore: Raw -48889.441727 + Penalty 306.941506 = -48582.500222 Iteration 14Q: 3 clusters Score -48582.5 nChanged 58 ComputeScore: Raw -48931.392561 + Penalty 306.941506 = -48624.451056 Iteration 15Q: 3 clusters Score -48624.45 nChanged 38 ComputeScore: Raw -48959.303438 + Penalty 306.941506 = -48652.361932 Iteration 16Q: 3 clusters Score -48652.36 nChanged 34 ComputeScore: Raw -48986.260507 + Penalty 306.941506 = -48679.319002 Iteration 17Q: 3 clusters Score -48679.32 nChanged 26 ComputeScore: Raw -49005.430496 + Penalty 306.941506 = -48698.488990 Iteration 18Q: 3 clusters Score -48698.49 nChanged 18 ComputeScore: Raw -49019.891475 + Penalty 306.941506 = -48712.949969 Iteration 19Q: 3 clusters Score -48712.95 nChanged 15 ComputeScore: Raw -49029.210908 + Penalty 306.941506 = -48722.269403 Iteration 20F: 3 clusters Score -48722.27 nChanged 12 ComputeScore: Raw -49035.792888 + Penalty 306.941506 = -48728.851382 Iteration 21Q: 3 clusters Score -48728.85 nChanged 7 ComputeScore: Raw -49040.019710 + Penalty 306.941506 = -48733.078205 Iteration 22Q: 3 clusters Score -48733.08 nChanged 6 ComputeScore: Raw -49042.894411 + Penalty 306.941506 = -48735.952906 Iteration 23Q: 3 clusters Score -48735.95 nChanged 6 ComputeScore: Raw -49045.245566 + Penalty 306.941506 = -48738.304060 Iteration 24Q: 3 clusters Score -48738.3 nChanged 4 ComputeScore: Raw -49047.252870 + Penalty 306.941506 = -48740.311364 Iteration 25Q: 3 clusters Score -48740.31 nChanged 3 ComputeScore: Raw -49049.250350 + Penalty 306.941506 = -48742.308845 Iteration 26Q: 3 clusters Score -48742.31 nChanged 1 ComputeScore: Raw -49049.381906 + Penalty 306.941506 = -48742.440400 Iteration 27Q: 3 clusters Score -48742.44 nChanged 1 ComputeScore: Raw -49049.624103 + Penalty 306.941506 = -48742.682597 Iteration 28Q: 3 clusters Score -48742.68 nChanged 1 ComputeScore: Raw -49050.742471 + Penalty 306.941506 = -48743.800965 Iteration 29Q: 3 clusters Score -48743.8 nChanged 3 ComputeScore: Raw -49052.078809 + Penalty 306.941506 = -48745.137303 Iteration 30Q: 3 clusters Score -48745.14 nChanged 1 ComputeScore: Raw -49052.203846 + Penalty 306.941506 = -48745.262340 Iteration 31Q: 3 clusters Score -48745.26 nChanged 0 ComputeScore: Raw -49052.203846 + Penalty 306.941506 = -48745.262340 Iteration 32F: 3 clusters Score -48745.26 nChanged 0 Trying to split cluster 13 (518 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6906.984589 + Penalty 112.499554 = -6794.485035 Iteration 0F: 2 clusters Score -6794.485 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6639.258402 + Penalty 224.999109 = -6414.259293 Iteration 0F: 3 clusters Score -6414.259 nChanged 209 ComputeScore: Raw -6784.360544 + Penalty 224.999109 = -6559.361435 Iteration 1F: 3 clusters Score -6559.361 nChanged 42 ComputeScore: Raw -6824.031643 + Penalty 224.999109 = -6599.032534 Iteration 2F: 3 clusters Score -6599.033 nChanged 39 ComputeScore: Raw -6861.010834 + Penalty 224.999109 = -6636.011725 Iteration 3F: 3 clusters Score -6636.012 nChanged 19 ComputeScore: Raw -6881.822733 + Penalty 224.999109 = -6656.823625 Iteration 4Q: 3 clusters Score -6656.824 nChanged 13 ComputeScore: Raw -6898.148829 + Penalty 224.999109 = -6673.149721 Iteration 5Q: 3 clusters Score -6673.15 nChanged 10 ComputeScore: Raw -6908.007415 + Penalty 224.999109 = -6683.008307 Iteration 6Q: 3 clusters Score -6683.008 nChanged 3 ComputeScore: Raw -6914.003004 + Penalty 224.999109 = -6689.003895 Iteration 7Q: 3 clusters Score -6689.004 nChanged 3 ComputeScore: Raw -6924.644763 + Penalty 224.999109 = -6699.645655 Iteration 8Q: 3 clusters Score -6699.646 nChanged 1 ComputeScore: Raw -6926.296719 + Penalty 224.999109 = -6701.297611 Iteration 9Q: 3 clusters Score -6701.298 nChanged 0 ComputeScore: Raw -6926.296719 + Penalty 224.999109 = -6701.297611 Iteration 10F: 3 clusters Score -6701.298 nChanged 0 Trying to split cluster 14 (216 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1729.127300 + Penalty 96.755011 = -1632.372289 Iteration 0F: 2 clusters Score -1632.372 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1641.227475 + Penalty 193.510023 = -1447.717452 Iteration 0F: 3 clusters Score -1447.717 nChanged 83 ComputeScore: Raw -1715.015981 + Penalty 193.510023 = -1521.505959 Iteration 1F: 3 clusters Score -1521.506 nChanged 15 ComputeScore: Raw -1726.750321 + Penalty 193.510023 = -1533.240298 Iteration 2F: 3 clusters Score -1533.24 nChanged 8 ComputeScore: Raw -1731.275196 + Penalty 193.510023 = -1537.765173 Iteration 3Q: 3 clusters Score -1537.765 nChanged 7 ComputeScore: Raw -1737.479931 + Penalty 193.510023 = -1543.969909 Iteration 4Q: 3 clusters Score -1543.97 nChanged 8 ComputeScore: Raw -1740.489513 + Penalty 193.510023 = -1546.979490 Iteration 5Q: 3 clusters Score -1546.979 nChanged 3 ComputeScore: Raw -1741.737472 + Penalty 193.510023 = -1548.227450 Iteration 6Q: 3 clusters Score -1548.227 nChanged 2 ComputeScore: Raw -1743.353075 + Penalty 193.510023 = -1549.843052 Iteration 7Q: 3 clusters Score -1549.843 nChanged 1 ComputeScore: Raw -1743.465908 + Penalty 193.510023 = -1549.955886 Iteration 8Q: 3 clusters Score -1549.956 nChanged 2 ComputeScore: Raw -1744.755408 + Penalty 193.510023 = -1551.245385 Iteration 9Q: 3 clusters Score -1551.245 nChanged 2 ComputeScore: Raw -1745.472583 + Penalty 193.510023 = -1551.962560 Iteration 10Q: 3 clusters Score -1551.963 nChanged 1 ComputeScore: Raw -1745.885995 + Penalty 193.510023 = -1552.375972 Iteration 11Q: 3 clusters Score -1552.376 nChanged 0 ComputeScore: Raw -1745.885995 + Penalty 193.510023 = -1552.375972 Iteration 12F: 3 clusters Score -1552.376 nChanged 0 Trying to split cluster 15 (294 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4093.979780 + Penalty 102.304436 = -3991.675345 Iteration 0F: 2 clusters Score -3991.675 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3952.211653 + Penalty 204.608872 = -3747.602781 Iteration 0F: 3 clusters Score -3747.603 nChanged 113 ComputeScore: Raw -4030.822447 + Penalty 204.608872 = -3826.213575 Iteration 1F: 3 clusters Score -3826.214 nChanged 27 ComputeScore: Raw -4046.824822 + Penalty 204.608872 = -3842.215950 Iteration 2F: 3 clusters Score -3842.216 nChanged 13 ComputeScore: Raw -4052.736040 + Penalty 204.608872 = -3848.127168 Iteration 3Q: 3 clusters Score -3848.127 nChanged 3 ComputeScore: Raw -4053.934892 + Penalty 204.608872 = -3849.326021 Iteration 4Q: 3 clusters Score -3849.326 nChanged 1 ComputeScore: Raw -4054.474617 + Penalty 204.608872 = -3849.865745 Iteration 5Q: 3 clusters Score -3849.866 nChanged 1 ComputeScore: Raw -4055.266107 + Penalty 204.608872 = -3850.657235 Iteration 6Q: 3 clusters Score -3850.657 nChanged 1 ComputeScore: Raw -4055.613029 + Penalty 204.608872 = -3851.004157 Iteration 7Q: 3 clusters Score -3851.004 nChanged 0 ComputeScore: Raw -4055.613029 + Penalty 204.608872 = -3851.004157 Iteration 8F: 3 clusters Score -3851.004 nChanged 0 Trying to split cluster 16 (801 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10269.903167 + Penalty 120.345497 = -10149.557669 Iteration 0F: 2 clusters Score -10149.56 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9804.860530 + Penalty 240.690994 = -9564.169536 Iteration 0F: 3 clusters Score -9564.17 nChanged 342 ComputeScore: Raw -10005.804739 + Penalty 240.690994 = -9765.113745 Iteration 1F: 3 clusters Score -9765.114 nChanged 71 ComputeScore: Raw -10042.194952 + Penalty 240.690994 = -9801.503958 Iteration 2F: 3 clusters Score -9801.504 nChanged 42 ComputeScore: Raw -10065.619215 + Penalty 240.690994 = -9824.928221 Iteration 3F: 3 clusters Score -9824.928 nChanged 32 ComputeScore: Raw -10082.842607 + Penalty 240.690994 = -9842.151613 Iteration 4Q: 3 clusters Score -9842.152 nChanged 31 ComputeScore: Raw -10099.474961 + Penalty 240.690994 = -9858.783967 Iteration 5Q: 3 clusters Score -9858.784 nChanged 29 ComputeScore: Raw -10110.568197 + Penalty 240.690994 = -9869.877203 Iteration 6Q: 3 clusters Score -9869.877 nChanged 27 ComputeScore: Raw -10126.133476 + Penalty 240.690994 = -9885.442482 Iteration 7Q: 3 clusters Score -9885.442 nChanged 24 ComputeScore: Raw -10141.407868 + Penalty 240.690994 = -9900.716874 Iteration 8Q: 3 clusters Score -9900.717 nChanged 22 ComputeScore: Raw -10154.971655 + Penalty 240.690994 = -9914.280661 Iteration 9Q: 3 clusters Score -9914.281 nChanged 28 ComputeScore: Raw -10172.536915 + Penalty 240.690994 = -9931.845921 Iteration 10Q: 3 clusters Score -9931.846 nChanged 27 ComputeScore: Raw -10188.773756 + Penalty 240.690994 = -9948.082762 Iteration 11Q: 3 clusters Score -9948.083 nChanged 16 ComputeScore: Raw -10200.355518 + Penalty 240.690994 = -9959.664524 Iteration 12Q: 3 clusters Score -9959.665 nChanged 14 ComputeScore: Raw -10205.265264 + Penalty 240.690994 = -9964.574270 Iteration 13Q: 3 clusters Score -9964.574 nChanged 9 ComputeScore: Raw -10208.645994 + Penalty 240.690994 = -9967.955000 Iteration 14Q: 3 clusters Score -9967.955 nChanged 10 ComputeScore: Raw -10212.890851 + Penalty 240.690994 = -9972.199857 Iteration 15Q: 3 clusters Score -9972.2 nChanged 9 ComputeScore: Raw -10217.114836 + Penalty 240.690994 = -9976.423842 Iteration 16Q: 3 clusters Score -9976.424 nChanged 5 ComputeScore: Raw -10219.301306 + Penalty 240.690994 = -9978.610312 Iteration 17Q: 3 clusters Score -9978.61 nChanged 4 ComputeScore: Raw -10221.504294 + Penalty 240.690994 = -9980.813300 Iteration 18Q: 3 clusters Score -9980.813 nChanged 6 ComputeScore: Raw -10223.242752 + Penalty 240.690994 = -9982.551758 Iteration 19Q: 3 clusters Score -9982.552 nChanged 7 ComputeScore: Raw -10224.671872 + Penalty 240.690994 = -9983.980878 Iteration 20F: 3 clusters Score -9983.981 nChanged 5 ComputeScore: Raw -10226.071157 + Penalty 240.690994 = -9985.380163 Iteration 21Q: 3 clusters Score -9985.38 nChanged 4 ComputeScore: Raw -10226.922884 + Penalty 240.690994 = -9986.231890 Iteration 22Q: 3 clusters Score -9986.232 nChanged 3 ComputeScore: Raw -10227.727451 + Penalty 240.690994 = -9987.036457 Iteration 23Q: 3 clusters Score -9987.036 nChanged 2 ComputeScore: Raw -10228.058151 + Penalty 240.690994 = -9987.367157 Iteration 24Q: 3 clusters Score -9987.367 nChanged 2 ComputeScore: Raw -10228.746823 + Penalty 240.690994 = -9988.055829 Iteration 25Q: 3 clusters Score -9988.056 nChanged 3 ComputeScore: Raw -10229.243154 + Penalty 240.690994 = -9988.552160 Iteration 26Q: 3 clusters Score -9988.552 nChanged 1 ComputeScore: Raw -10229.402778 + Penalty 240.690994 = -9988.711784 Iteration 27Q: 3 clusters Score -9988.712 nChanged 1 ComputeScore: Raw -10229.495618 + Penalty 240.690994 = -9988.804624 Iteration 28Q: 3 clusters Score -9988.805 nChanged 0 ComputeScore: Raw -10229.495618 + Penalty 240.690994 = -9988.804624 Iteration 29F: 3 clusters Score -9988.805 nChanged 0 Trying to split cluster 17 (600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7166.810716 + Penalty 115.144734 = -7051.665982 Iteration 0F: 2 clusters Score -7051.666 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6855.867552 + Penalty 230.289468 = -6625.578084 Iteration 0F: 3 clusters Score -6625.578 nChanged 218 ComputeScore: Raw -6985.657769 + Penalty 230.289468 = -6755.368302 Iteration 1F: 3 clusters Score -6755.368 nChanged 41 ComputeScore: Raw -7008.235623 + Penalty 230.289468 = -6777.946156 Iteration 2F: 3 clusters Score -6777.946 nChanged 39 ComputeScore: Raw -7040.181728 + Penalty 230.289468 = -6809.892260 Iteration 3F: 3 clusters Score -6809.892 nChanged 44 ComputeScore: Raw -7089.873554 + Penalty 230.289468 = -6859.584086 Iteration 4F: 3 clusters Score -6859.584 nChanged 28 ComputeScore: Raw -7114.402873 + Penalty 230.289468 = -6884.113405 Iteration 5Q: 3 clusters Score -6884.113 nChanged 16 ComputeScore: Raw -7130.420591 + Penalty 230.289468 = -6900.131123 Iteration 6Q: 3 clusters Score -6900.131 nChanged 11 ComputeScore: Raw -7139.401290 + Penalty 230.289468 = -6909.111823 Iteration 7Q: 3 clusters Score -6909.112 nChanged 8 ComputeScore: Raw -7146.664262 + Penalty 230.289468 = -6916.374795 Iteration 8Q: 3 clusters Score -6916.375 nChanged 8 ComputeScore: Raw -7155.024127 + Penalty 230.289468 = -6924.734660 Iteration 9Q: 3 clusters Score -6924.735 nChanged 5 ComputeScore: Raw -7157.756669 + Penalty 230.289468 = -6927.467201 Iteration 10Q: 3 clusters Score -6927.467 nChanged 5 ComputeScore: Raw -7160.440760 + Penalty 230.289468 = -6930.151292 Iteration 11Q: 3 clusters Score -6930.151 nChanged 4 ComputeScore: Raw -7163.549705 + Penalty 230.289468 = -6933.260237 Iteration 12Q: 3 clusters Score -6933.26 nChanged 4 ComputeScore: Raw -7166.423056 + Penalty 230.289468 = -6936.133589 Iteration 13Q: 3 clusters Score -6936.134 nChanged 4 ComputeScore: Raw -7168.632298 + Penalty 230.289468 = -6938.342830 Iteration 14Q: 3 clusters Score -6938.343 nChanged 2 ComputeScore: Raw -7170.455814 + Penalty 230.289468 = -6940.166347 Iteration 15Q: 3 clusters Score -6940.166 nChanged 5 ComputeScore: Raw -7177.712033 + Penalty 230.289468 = -6947.422565 Iteration 16Q: 3 clusters Score -6947.423 nChanged 4 ComputeScore: Raw -7181.491737 + Penalty 230.289468 = -6951.202270 Iteration 17Q: 3 clusters Score -6951.202 nChanged 2 ComputeScore: Raw -7182.384139 + Penalty 230.289468 = -6952.094671 Iteration 18Q: 3 clusters Score -6952.095 nChanged 2 ComputeScore: Raw -7183.665146 + Penalty 230.289468 = -6953.375678 Iteration 19Q: 3 clusters Score -6953.376 nChanged 2 ComputeScore: Raw -7185.535060 + Penalty 230.289468 = -6955.245593 Iteration 20F: 3 clusters Score -6955.246 nChanged 1 ComputeScore: Raw -7186.565305 + Penalty 230.289468 = -6956.275837 Iteration 21Q: 3 clusters Score -6956.276 nChanged 0 ComputeScore: Raw -7186.565305 + Penalty 230.289468 = -6956.275837 Iteration 22F: 3 clusters Score -6956.276 nChanged 0 Trying to split cluster 18 (223 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3258.247558 + Penalty 97.329092 = -3160.918466 Iteration 0F: 2 clusters Score -3160.918 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3164.229573 + Penalty 194.658184 = -2969.571389 Iteration 0F: 3 clusters Score -2969.571 nChanged 82 ComputeScore: Raw -3224.606363 + Penalty 194.658184 = -3029.948179 Iteration 1F: 3 clusters Score -3029.948 nChanged 23 ComputeScore: Raw -3238.256639 + Penalty 194.658184 = -3043.598456 Iteration 2F: 3 clusters Score -3043.598 nChanged 10 ComputeScore: Raw -3245.600869 + Penalty 194.658184 = -3050.942685 Iteration 3Q: 3 clusters Score -3050.943 nChanged 6 ComputeScore: Raw -3251.284698 + Penalty 194.658184 = -3056.626515 Iteration 4Q: 3 clusters Score -3056.627 nChanged 7 ComputeScore: Raw -3259.172860 + Penalty 194.658184 = -3064.514676 Iteration 5Q: 3 clusters Score -3064.515 nChanged 3 ComputeScore: Raw -3260.978389 + Penalty 194.658184 = -3066.320205 Iteration 6Q: 3 clusters Score -3066.32 nChanged 2 ComputeScore: Raw -3261.737350 + Penalty 194.658184 = -3067.079166 Iteration 7Q: 3 clusters Score -3067.079 nChanged 1 ComputeScore: Raw -3262.806023 + Penalty 194.658184 = -3068.147840 Iteration 8Q: 3 clusters Score -3068.148 nChanged 0 ComputeScore: Raw -3262.806023 + Penalty 194.658184 = -3068.147840 Iteration 9F: 3 clusters Score -3068.148 nChanged 0 Trying to split cluster 19 (3378 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32479.110283 + Penalty 146.250704 = -32332.859579 Iteration 0F: 2 clusters Score -32332.86 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30382.782910 + Penalty 292.501408 = -30090.281502 Iteration 0F: 3 clusters Score -30090.28 nChanged 1546 ComputeScore: Raw -31464.170024 + Penalty 292.501408 = -31171.668617 Iteration 1F: 3 clusters Score -31171.67 nChanged 228 ComputeScore: Raw -31577.541579 + Penalty 292.501408 = -31285.040172 Iteration 2F: 3 clusters Score -31285.04 nChanged 176 ComputeScore: Raw -31642.345804 + Penalty 292.501408 = -31349.844396 Iteration 3F: 3 clusters Score -31349.84 nChanged 121 ComputeScore: Raw -31694.611512 + Penalty 292.501408 = -31402.110104 Iteration 4Q: 3 clusters Score -31402.11 nChanged 102 ComputeScore: Raw -31727.892636 + Penalty 292.501408 = -31435.391228 Iteration 5Q: 3 clusters Score -31435.39 nChanged 90 ComputeScore: Raw -31760.062870 + Penalty 292.501408 = -31467.561462 Iteration 6Q: 3 clusters Score -31467.56 nChanged 84 ComputeScore: Raw -31796.108084 + Penalty 292.501408 = -31503.606676 Iteration 7Q: 3 clusters Score -31503.61 nChanged 95 ComputeScore: Raw -31832.763204 + Penalty 292.501408 = -31540.261796 Iteration 8Q: 3 clusters Score -31540.26 nChanged 99 ComputeScore: Raw -31872.793350 + Penalty 292.501408 = -31580.291943 Iteration 9Q: 3 clusters Score -31580.29 nChanged 129 ComputeScore: Raw -31930.373917 + Penalty 292.501408 = -31637.872509 Iteration 10Q: 3 clusters Score -31637.87 nChanged 142 ComputeScore: Raw -32006.327528 + Penalty 292.501408 = -31713.826120 Iteration 11Q: 3 clusters Score -31713.83 nChanged 156 ComputeScore: Raw -32092.409467 + Penalty 292.501408 = -31799.908059 Iteration 12Q: 3 clusters Score -31799.91 nChanged 151 ComputeScore: Raw -32174.505793 + Penalty 292.501408 = -31882.004386 Iteration 13Q: 3 clusters Score -31882 nChanged 134 ComputeScore: Raw -32245.577764 + Penalty 292.501408 = -31953.076356 Iteration 14Q: 3 clusters Score -31953.08 nChanged 102 ComputeScore: Raw -32292.431068 + Penalty 292.501408 = -31999.929660 Iteration 15Q: 3 clusters Score -31999.93 nChanged 93 ComputeScore: Raw -32334.780108 + Penalty 292.501408 = -32042.278701 Iteration 16Q: 3 clusters Score -32042.28 nChanged 76 ComputeScore: Raw -32368.927841 + Penalty 292.501408 = -32076.426433 Iteration 17Q: 3 clusters Score -32076.43 nChanged 56 ComputeScore: Raw -32391.619149 + Penalty 292.501408 = -32099.117741 Iteration 18Q: 3 clusters Score -32099.12 nChanged 45 ComputeScore: Raw -32415.895492 + Penalty 292.501408 = -32123.394085 Iteration 19Q: 3 clusters Score -32123.39 nChanged 39 ComputeScore: Raw -32438.792088 + Penalty 292.501408 = -32146.290680 Iteration 20F: 3 clusters Score -32146.29 nChanged 27 ComputeScore: Raw -32452.731194 + Penalty 292.501408 = -32160.229787 Iteration 21Q: 3 clusters Score -32160.23 nChanged 16 ComputeScore: Raw -32462.557404 + Penalty 292.501408 = -32170.055997 Iteration 22Q: 3 clusters Score -32170.06 nChanged 18 ComputeScore: Raw -32476.347697 + Penalty 292.501408 = -32183.846290 Iteration 23Q: 3 clusters Score -32183.85 nChanged 17 ComputeScore: Raw -32489.442619 + Penalty 292.501408 = -32196.941211 Iteration 24Q: 3 clusters Score -32196.94 nChanged 12 ComputeScore: Raw -32496.661137 + Penalty 292.501408 = -32204.159729 Iteration 25Q: 3 clusters Score -32204.16 nChanged 8 ComputeScore: Raw -32501.197528 + Penalty 292.501408 = -32208.696121 Iteration 26Q: 3 clusters Score -32208.7 nChanged 4 ComputeScore: Raw -32503.068380 + Penalty 292.501408 = -32210.566973 Iteration 27Q: 3 clusters Score -32210.57 nChanged 4 ComputeScore: Raw -32504.670277 + Penalty 292.501408 = -32212.168870 Iteration 28Q: 3 clusters Score -32212.17 nChanged 3 ComputeScore: Raw -32505.916693 + Penalty 292.501408 = -32213.415286 Iteration 29Q: 3 clusters Score -32213.42 nChanged 2 ComputeScore: Raw -32506.452361 + Penalty 292.501408 = -32213.950954 Iteration 30Q: 3 clusters Score -32213.95 nChanged 0 ComputeScore: Raw -32506.452361 + Penalty 292.501408 = -32213.950954 Iteration 31F: 3 clusters Score -32213.95 nChanged 0 Trying to split cluster 20 (1877 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22218.110127 + Penalty 135.673741 = -22082.436387 Iteration 0F: 2 clusters Score -22082.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21072.280292 + Penalty 271.347481 = -20800.932810 Iteration 0F: 3 clusters Score -20800.93 nChanged 878 ComputeScore: Raw -21677.590451 + Penalty 271.347481 = -21406.242970 Iteration 1F: 3 clusters Score -21406.24 nChanged 181 ComputeScore: Raw -21836.191396 + Penalty 271.347481 = -21564.843914 Iteration 2F: 3 clusters Score -21564.84 nChanged 158 ComputeScore: Raw -21993.045414 + Penalty 271.347481 = -21721.697933 Iteration 3F: 3 clusters Score -21721.7 nChanged 114 ComputeScore: Raw -22118.828686 + Penalty 271.347481 = -21847.481204 Iteration 4F: 3 clusters Score -21847.48 nChanged 59 ComputeScore: Raw -22178.988223 + Penalty 271.347481 = -21907.640742 Iteration 5Q: 3 clusters Score -21907.64 nChanged 23 ComputeScore: Raw -22204.514533 + Penalty 271.347481 = -21933.167051 Iteration 6Q: 3 clusters Score -21933.17 nChanged 17 ComputeScore: Raw -22229.312554 + Penalty 271.347481 = -21957.965073 Iteration 7Q: 3 clusters Score -21957.97 nChanged 3 ComputeScore: Raw -22237.321110 + Penalty 271.347481 = -21965.973629 Iteration 8Q: 3 clusters Score -21965.97 nChanged 2 ComputeScore: Raw -22238.753761 + Penalty 271.347481 = -21967.406280 Iteration 9Q: 3 clusters Score -21967.41 nChanged 0 ComputeScore: Raw -22238.753761 + Penalty 271.347481 = -21967.406280 Iteration 10F: 3 clusters Score -21967.41 nChanged 0 Trying to split cluster 21 (11107 points) Assigned 2 initial classes randomly. ComputeScore: Raw -95523.368959 + Penalty 167.675955 = -95355.693004 Iteration 0F: 2 clusters Score -95355.69 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -88159.460163 + Penalty 335.351909 = -87824.108254 Iteration 0F: 3 clusters Score -87824.11 nChanged 5451 ComputeScore: Raw -91340.397702 + Penalty 335.351909 = -91005.045793 Iteration 1F: 3 clusters Score -91005.05 nChanged 719 ComputeScore: Raw -91798.156627 + Penalty 335.351909 = -91462.804717 Iteration 2F: 3 clusters Score -91462.8 nChanged 921 ComputeScore: Raw -92533.434457 + Penalty 335.351909 = -92198.082547 Iteration 3F: 3 clusters Score -92198.08 nChanged 964 ComputeScore: Raw -93371.615232 + Penalty 335.351909 = -93036.263322 Iteration 4F: 3 clusters Score -93036.26 nChanged 837 ComputeScore: Raw -94151.200252 + Penalty 335.351909 = -93815.848342 Iteration 5F: 3 clusters Score -93815.85 nChanged 614 ComputeScore: Raw -94726.967719 + Penalty 335.351909 = -94391.615810 Iteration 6F: 3 clusters Score -94391.62 nChanged 418 ComputeScore: Raw -95126.460383 + Penalty 335.351909 = -94791.108474 Iteration 7Q: 3 clusters Score -94791.11 nChanged 249 ComputeScore: Raw -95374.768107 + Penalty 335.351909 = -95039.416198 Iteration 8Q: 3 clusters Score -95039.42 nChanged 119 ComputeScore: Raw -95492.562628 + Penalty 335.351909 = -95157.210718 Iteration 9Q: 3 clusters Score -95157.21 nChanged 43 ComputeScore: Raw -95535.058268 + Penalty 335.351909 = -95199.706359 Iteration 10Q: 3 clusters Score -95199.71 nChanged 16 ComputeScore: Raw -95555.276001 + Penalty 335.351909 = -95219.924092 Iteration 11Q: 3 clusters Score -95219.92 nChanged 11 ComputeScore: Raw -95560.749436 + Penalty 335.351909 = -95225.397527 Iteration 12Q: 3 clusters Score -95225.4 nChanged 5 ComputeScore: Raw -95563.235365 + Penalty 335.351909 = -95227.883455 Iteration 13Q: 3 clusters Score -95227.88 nChanged 3 ComputeScore: Raw -95564.284909 + Penalty 335.351909 = -95228.933000 Iteration 14Q: 3 clusters Score -95228.93 nChanged 2 ComputeScore: Raw -95565.519762 + Penalty 335.351909 = -95230.167852 Iteration 15Q: 3 clusters Score -95230.17 nChanged 2 ComputeScore: Raw -95566.381770 + Penalty 335.351909 = -95231.029861 Iteration 16Q: 3 clusters Score -95231.03 nChanged 1 ComputeScore: Raw -95567.108839 + Penalty 335.351909 = -95231.756930 Iteration 17Q: 3 clusters Score -95231.76 nChanged 2 ComputeScore: Raw -95568.718422 + Penalty 335.351909 = -95233.366513 Iteration 18Q: 3 clusters Score -95233.37 nChanged 3 ComputeScore: Raw -95571.171560 + Penalty 335.351909 = -95235.819651 Iteration 19Q: 3 clusters Score -95235.82 nChanged 2 ComputeScore: Raw -95572.678699 + Penalty 335.351909 = -95237.326790 Iteration 20F: 3 clusters Score -95237.33 nChanged 2 ComputeScore: Raw -95572.933438 + Penalty 335.351909 = -95237.581528 Iteration 21Q: 3 clusters Score -95237.58 nChanged 0 ComputeScore: Raw -95572.933438 + Penalty 335.351909 = -95237.581528 Iteration 22F: 3 clusters Score -95237.58 nChanged 0 Trying to split cluster 22 (207 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2887.922616 + Penalty 95.988938 = -2791.933677 Iteration 0F: 2 clusters Score -2791.934 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2803.626748 + Penalty 191.977877 = -2611.648872 Iteration 0F: 3 clusters Score -2611.649 nChanged 72 ComputeScore: Raw -2848.250785 + Penalty 191.977877 = -2656.272908 Iteration 1F: 3 clusters Score -2656.273 nChanged 12 ComputeScore: Raw -2856.204358 + Penalty 191.977877 = -2664.226482 Iteration 2F: 3 clusters Score -2664.226 nChanged 5 ComputeScore: Raw -2857.485684 + Penalty 191.977877 = -2665.507807 Iteration 3Q: 3 clusters Score -2665.508 nChanged 3 ComputeScore: Raw -2861.528083 + Penalty 191.977877 = -2669.550206 Iteration 4Q: 3 clusters Score -2669.55 nChanged 6 ComputeScore: Raw -2867.009923 + Penalty 191.977877 = -2675.032046 Iteration 5Q: 3 clusters Score -2675.032 nChanged 2 ComputeScore: Raw -2867.403034 + Penalty 191.977877 = -2675.425158 Iteration 6Q: 3 clusters Score -2675.425 nChanged 0 ComputeScore: Raw -2867.403034 + Penalty 191.977877 = -2675.425158 Iteration 7F: 3 clusters Score -2675.425 nChanged 0 Trying to split cluster 23 (453 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5800.418736 + Penalty 110.086058 = -5690.332678 Iteration 0F: 2 clusters Score -5690.333 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5553.562175 + Penalty 220.172117 = -5333.390059 Iteration 0F: 3 clusters Score -5333.39 nChanged 175 ComputeScore: Raw -5668.313852 + Penalty 220.172117 = -5448.141735 Iteration 1F: 3 clusters Score -5448.142 nChanged 41 ComputeScore: Raw -5694.114386 + Penalty 220.172117 = -5473.942270 Iteration 2F: 3 clusters Score -5473.942 nChanged 25 ComputeScore: Raw -5711.646189 + Penalty 220.172117 = -5491.474072 Iteration 3F: 3 clusters Score -5491.474 nChanged 23 ComputeScore: Raw -5729.501859 + Penalty 220.172117 = -5509.329743 Iteration 4F: 3 clusters Score -5509.33 nChanged 19 ComputeScore: Raw -5746.691463 + Penalty 220.172117 = -5526.519346 Iteration 5Q: 3 clusters Score -5526.519 nChanged 18 ComputeScore: Raw -5762.306897 + Penalty 220.172117 = -5542.134780 Iteration 6Q: 3 clusters Score -5542.135 nChanged 15 ComputeScore: Raw -5775.719416 + Penalty 220.172117 = -5555.547299 Iteration 7Q: 3 clusters Score -5555.547 nChanged 10 ComputeScore: Raw -5786.396049 + Penalty 220.172117 = -5566.223933 Iteration 8Q: 3 clusters Score -5566.224 nChanged 2 ComputeScore: Raw -5788.867810 + Penalty 220.172117 = -5568.695693 Iteration 9Q: 3 clusters Score -5568.696 nChanged 3 ComputeScore: Raw -5790.950281 + Penalty 220.172117 = -5570.778164 Iteration 10Q: 3 clusters Score -5570.778 nChanged 1 ComputeScore: Raw -5791.327980 + Penalty 220.172117 = -5571.155863 Iteration 11Q: 3 clusters Score -5571.156 nChanged 0 ComputeScore: Raw -5791.327980 + Penalty 220.172117 = -5571.155863 Iteration 12F: 3 clusters Score -5571.156 nChanged 0 Trying to split cluster 24 (1049 points) Assigned 2 initial classes randomly. ComputeScore: Raw -11006.211616 + Penalty 125.200667 = -10881.010949 Iteration 0F: 2 clusters Score -10881.01 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10401.367697 + Penalty 250.401334 = -10150.966363 Iteration 0F: 3 clusters Score -10150.97 nChanged 465 ComputeScore: Raw -10652.460071 + Penalty 250.401334 = -10402.058737 Iteration 1F: 3 clusters Score -10402.06 nChanged 71 ComputeScore: Raw -10684.062997 + Penalty 250.401334 = -10433.661663 Iteration 2F: 3 clusters Score -10433.66 nChanged 61 ComputeScore: Raw -10709.424350 + Penalty 250.401334 = -10459.023016 Iteration 3F: 3 clusters Score -10459.02 nChanged 38 ComputeScore: Raw -10723.975109 + Penalty 250.401334 = -10473.573775 Iteration 4Q: 3 clusters Score -10473.57 nChanged 32 ComputeScore: Raw -10741.932685 + Penalty 250.401334 = -10491.531351 Iteration 5Q: 3 clusters Score -10491.53 nChanged 32 ComputeScore: Raw -10759.243990 + Penalty 250.401334 = -10508.842656 Iteration 6Q: 3 clusters Score -10508.84 nChanged 32 ComputeScore: Raw -10782.621476 + Penalty 250.401334 = -10532.220142 Iteration 7Q: 3 clusters Score -10532.22 nChanged 37 ComputeScore: Raw -10807.810725 + Penalty 250.401334 = -10557.409391 Iteration 8Q: 3 clusters Score -10557.41 nChanged 46 ComputeScore: Raw -10848.012425 + Penalty 250.401334 = -10597.611092 Iteration 9Q: 3 clusters Score -10597.61 nChanged 47 ComputeScore: Raw -10888.572571 + Penalty 250.401334 = -10638.171237 Iteration 10Q: 3 clusters Score -10638.17 nChanged 39 ComputeScore: Raw -10923.122995 + Penalty 250.401334 = -10672.721661 Iteration 11Q: 3 clusters Score -10672.72 nChanged 34 ComputeScore: Raw -10954.812634 + Penalty 250.401334 = -10704.411300 Iteration 12Q: 3 clusters Score -10704.41 nChanged 19 ComputeScore: Raw -10972.500152 + Penalty 250.401334 = -10722.098818 Iteration 13Q: 3 clusters Score -10722.1 nChanged 12 ComputeScore: Raw -10986.733857 + Penalty 250.401334 = -10736.332523 Iteration 14Q: 3 clusters Score -10736.33 nChanged 9 ComputeScore: Raw -10995.882358 + Penalty 250.401334 = -10745.481024 Iteration 15Q: 3 clusters Score -10745.48 nChanged 8 ComputeScore: Raw -11006.432615 + Penalty 250.401334 = -10756.031281 Iteration 16Q: 3 clusters Score -10756.03 nChanged 5 ComputeScore: Raw -11011.372103 + Penalty 250.401334 = -10760.970770 Iteration 17Q: 3 clusters Score -10760.97 nChanged 1 ComputeScore: Raw -11011.945034 + Penalty 250.401334 = -10761.543700 Iteration 18Q: 3 clusters Score -10761.54 nChanged 0 ComputeScore: Raw -11012.100962 + Penalty 250.401334 = -10761.699628 Iteration 19F: 3 clusters Score -10761.7 nChanged 1 ComputeScore: Raw -11016.209219 + Penalty 250.401334 = -10765.807885 Iteration 20F: 3 clusters Score -10765.81 nChanged 0 Trying to split cluster 25 (2168 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21275.382028 + Penalty 138.268087 = -21137.113942 Iteration 0F: 2 clusters Score -21137.11 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -19955.400436 + Penalty 276.536173 = -19678.864263 Iteration 0F: 3 clusters Score -19678.86 nChanged 976 ComputeScore: Raw -20538.355736 + Penalty 276.536173 = -20261.819563 Iteration 1F: 3 clusters Score -20261.82 nChanged 143 ComputeScore: Raw -20598.648686 + Penalty 276.536173 = -20322.112513 Iteration 2F: 3 clusters Score -20322.11 nChanged 129 ComputeScore: Raw -20649.481405 + Penalty 276.536173 = -20372.945232 Iteration 3F: 3 clusters Score -20372.95 nChanged 89 ComputeScore: Raw -20683.179509 + Penalty 276.536173 = -20406.643336 Iteration 4Q: 3 clusters Score -20406.64 nChanged 95 ComputeScore: Raw -20722.313820 + Penalty 276.536173 = -20445.777647 Iteration 5Q: 3 clusters Score -20445.78 nChanged 94 ComputeScore: Raw -20770.676916 + Penalty 276.536173 = -20494.140743 Iteration 6Q: 3 clusters Score -20494.14 nChanged 92 ComputeScore: Raw -20820.884588 + Penalty 276.536173 = -20544.348415 Iteration 7Q: 3 clusters Score -20544.35 nChanged 95 ComputeScore: Raw -20893.459883 + Penalty 276.536173 = -20616.923710 Iteration 8Q: 3 clusters Score -20616.92 nChanged 91 ComputeScore: Raw -20969.002796 + Penalty 276.536173 = -20692.466623 Iteration 9Q: 3 clusters Score -20692.47 nChanged 83 ComputeScore: Raw -21045.369220 + Penalty 276.536173 = -20768.833047 Iteration 10Q: 3 clusters Score -20768.83 nChanged 61 ComputeScore: Raw -21098.206053 + Penalty 276.536173 = -20821.669880 Iteration 11Q: 3 clusters Score -20821.67 nChanged 50 ComputeScore: Raw -21140.591092 + Penalty 276.536173 = -20864.054919 Iteration 12Q: 3 clusters Score -20864.05 nChanged 49 ComputeScore: Raw -21175.788569 + Penalty 276.536173 = -20899.252396 Iteration 13Q: 3 clusters Score -20899.25 nChanged 34 ComputeScore: Raw -21200.262450 + Penalty 276.536173 = -20923.726277 Iteration 14Q: 3 clusters Score -20923.73 nChanged 23 ComputeScore: Raw -21216.013464 + Penalty 276.536173 = -20939.477291 Iteration 15Q: 3 clusters Score -20939.48 nChanged 26 ComputeScore: Raw -21239.241225 + Penalty 276.536173 = -20962.705052 Iteration 16Q: 3 clusters Score -20962.71 nChanged 25 ComputeScore: Raw -21266.864536 + Penalty 276.536173 = -20990.328363 Iteration 17Q: 3 clusters Score -20990.33 nChanged 11 ComputeScore: Raw -21279.648905 + Penalty 276.536173 = -21003.112732 Iteration 18Q: 3 clusters Score -21003.11 nChanged 8 ComputeScore: Raw -21285.363763 + Penalty 276.536173 = -21008.827590 Iteration 19Q: 3 clusters Score -21008.83 nChanged 6 ComputeScore: Raw -21287.553870 + Penalty 276.536173 = -21011.017697 Iteration 20F: 3 clusters Score -21011.02 nChanged 3 ComputeScore: Raw -21288.456941 + Penalty 276.536173 = -21011.920768 Iteration 21Q: 3 clusters Score -21011.92 nChanged 1 ComputeScore: Raw -21288.605809 + Penalty 276.536173 = -21012.069636 Iteration 22Q: 3 clusters Score -21012.07 nChanged 1 ComputeScore: Raw -21289.074853 + Penalty 276.536173 = -21012.538680 Iteration 23Q: 3 clusters Score -21012.54 nChanged 0 ComputeScore: Raw -21289.074853 + Penalty 276.536173 = -21012.538680 Iteration 24F: 3 clusters Score -21012.54 nChanged 0 Trying to split cluster 26 (631 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8586.350292 + Penalty 116.051506 = -8470.298787 Iteration 0F: 2 clusters Score -8470.299 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8252.739950 + Penalty 232.103011 = -8020.636939 Iteration 0F: 3 clusters Score -8020.637 nChanged 256 ComputeScore: Raw -8442.167103 + Penalty 232.103011 = -8210.064092 Iteration 1F: 3 clusters Score -8210.064 nChanged 58 ComputeScore: Raw -8494.034585 + Penalty 232.103011 = -8261.931574 Iteration 2F: 3 clusters Score -8261.932 nChanged 50 ComputeScore: Raw -8544.443005 + Penalty 232.103011 = -8312.339994 Iteration 3F: 3 clusters Score -8312.34 nChanged 43 ComputeScore: Raw -8605.911823 + Penalty 232.103011 = -8373.808811 Iteration 4F: 3 clusters Score -8373.809 nChanged 33 ComputeScore: Raw -8686.505932 + Penalty 232.103011 = -8454.402921 Iteration 5F: 3 clusters Score -8454.403 nChanged 35 ComputeScore: Raw -8719.460836 + Penalty 232.103011 = -8487.357825 Iteration 6F: 3 clusters Score -8487.358 nChanged 20 ComputeScore: Raw -8736.440099 + Penalty 232.103011 = -8504.337088 Iteration 7Q: 3 clusters Score -8504.337 nChanged 14 ComputeScore: Raw -8748.942467 + Penalty 232.103011 = -8516.839456 Iteration 8Q: 3 clusters Score -8516.839 nChanged 17 ComputeScore: Raw -8773.727709 + Penalty 232.103011 = -8541.624698 Iteration 9Q: 3 clusters Score -8541.625 nChanged 13 ComputeScore: Raw -8790.611012 + Penalty 232.103011 = -8558.508001 Iteration 10Q: 3 clusters Score -8558.508 nChanged 16 ComputeScore: Raw -8817.532066 + Penalty 232.103011 = -8585.429055 Iteration 11Q: 3 clusters Score -8585.429 nChanged 20 ComputeScore: Raw -8874.826629 + Penalty 232.103011 = -8642.723618 Iteration 12Q: 3 clusters Score -8642.724 nChanged 15 ComputeScore: Raw -8960.176164 + Penalty 232.103011 = -8728.073153 Iteration 13Q: 3 clusters Score -8728.073 nChanged 5 ComputeScore: Raw -8992.498104 + Penalty 232.103011 = -8760.395093 Iteration 14Q: 3 clusters Score -8760.395 nChanged 1 ComputeScore: Raw -8998.361100 + Penalty 232.103011 = -8766.258089 Iteration 15Q: 3 clusters Score -8766.258 nChanged 1 ComputeScore: Raw -9004.021280 + Penalty 232.103011 = -8771.918269 Iteration 16Q: 3 clusters Score -8771.918 nChanged 0 ComputeScore: Raw -9004.021280 + Penalty 232.103011 = -8771.918269 Iteration 17F: 3 clusters Score -8771.918 nChanged 0 ComputeScore: Raw -537279.317484 + Penalty 6109.737214 = -531169.580270Splitting cluster 26 changes total score from -530725.664766 to -531169.580270 So it's getting split into cluster 30. Trying to split cluster 27 (448 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5453.945405 + Penalty 109.886278 = -5344.059126 Iteration 0F: 2 clusters Score -5344.059 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5222.696533 + Penalty 219.772556 = -5002.923977 Iteration 0F: 3 clusters Score -5002.924 nChanged 187 ComputeScore: Raw -5338.024091 + Penalty 219.772556 = -5118.251534 Iteration 1F: 3 clusters Score -5118.252 nChanged 35 ComputeScore: Raw -5352.872122 + Penalty 219.772556 = -5133.099565 Iteration 2F: 3 clusters Score -5133.1 nChanged 17 ComputeScore: Raw -5366.833202 + Penalty 219.772556 = -5147.060646 Iteration 3Q: 3 clusters Score -5147.061 nChanged 11 ComputeScore: Raw -5375.544059 + Penalty 219.772556 = -5155.771503 Iteration 4Q: 3 clusters Score -5155.772 nChanged 12 ComputeScore: Raw -5384.281296 + Penalty 219.772556 = -5164.508740 Iteration 5Q: 3 clusters Score -5164.509 nChanged 14 ComputeScore: Raw -5393.721015 + Penalty 219.772556 = -5173.948458 Iteration 6Q: 3 clusters Score -5173.948 nChanged 8 ComputeScore: Raw -5397.882452 + Penalty 219.772556 = -5178.109896 Iteration 7Q: 3 clusters Score -5178.11 nChanged 8 ComputeScore: Raw -5401.451492 + Penalty 219.772556 = -5181.678936 Iteration 8Q: 3 clusters Score -5181.679 nChanged 4 ComputeScore: Raw -5403.270509 + Penalty 219.772556 = -5183.497953 Iteration 9Q: 3 clusters Score -5183.498 nChanged 5 ComputeScore: Raw -5405.920024 + Penalty 219.772556 = -5186.147468 Iteration 10Q: 3 clusters Score -5186.147 nChanged 6 ComputeScore: Raw -5407.912454 + Penalty 219.772556 = -5188.139898 Iteration 11Q: 3 clusters Score -5188.14 nChanged 2 ComputeScore: Raw -5408.380869 + Penalty 219.772556 = -5188.608313 Iteration 12Q: 3 clusters Score -5188.608 nChanged 3 ComputeScore: Raw -5409.375654 + Penalty 219.772556 = -5189.603098 Iteration 13Q: 3 clusters Score -5189.603 nChanged 5 ComputeScore: Raw -5412.670295 + Penalty 219.772556 = -5192.897739 Iteration 14Q: 3 clusters Score -5192.898 nChanged 6 ComputeScore: Raw -5416.521109 + Penalty 219.772556 = -5196.748552 Iteration 15Q: 3 clusters Score -5196.749 nChanged 5 ComputeScore: Raw -5420.000537 + Penalty 219.772556 = -5200.227981 Iteration 16Q: 3 clusters Score -5200.228 nChanged 6 ComputeScore: Raw -5423.406058 + Penalty 219.772556 = -5203.633502 Iteration 17Q: 3 clusters Score -5203.634 nChanged 8 ComputeScore: Raw -5431.120586 + Penalty 219.772556 = -5211.348029 Iteration 18Q: 3 clusters Score -5211.348 nChanged 6 ComputeScore: Raw -5440.138709 + Penalty 219.772556 = -5220.366152 Iteration 19Q: 3 clusters Score -5220.366 nChanged 11 ComputeScore: Raw -5449.724485 + Penalty 219.772556 = -5229.951928 Iteration 20F: 3 clusters Score -5229.952 nChanged 10 ComputeScore: Raw -5463.417259 + Penalty 219.772556 = -5243.644703 Iteration 21Q: 3 clusters Score -5243.645 nChanged 10 ComputeScore: Raw -5475.192261 + Penalty 219.772556 = -5255.419704 Iteration 22Q: 3 clusters Score -5255.42 nChanged 8 ComputeScore: Raw -5484.207331 + Penalty 219.772556 = -5264.434774 Iteration 23Q: 3 clusters Score -5264.435 nChanged 9 ComputeScore: Raw -5496.462520 + Penalty 219.772556 = -5276.689963 Iteration 24Q: 3 clusters Score -5276.69 nChanged 8 ComputeScore: Raw -5506.028866 + Penalty 219.772556 = -5286.256310 Iteration 25Q: 3 clusters Score -5286.256 nChanged 5 ComputeScore: Raw -5511.319668 + Penalty 219.772556 = -5291.547112 Iteration 26Q: 3 clusters Score -5291.547 nChanged 7 ComputeScore: Raw -5518.748139 + Penalty 219.772556 = -5298.975582 Iteration 27Q: 3 clusters Score -5298.976 nChanged 4 ComputeScore: Raw -5522.767893 + Penalty 219.772556 = -5302.995337 Iteration 28Q: 3 clusters Score -5302.995 nChanged 4 ComputeScore: Raw -5524.786887 + Penalty 219.772556 = -5305.014331 Iteration 29Q: 3 clusters Score -5305.014 nChanged 3 ComputeScore: Raw -5526.923269 + Penalty 219.772556 = -5307.150713 Iteration 30Q: 3 clusters Score -5307.151 nChanged 3 ComputeScore: Raw -5528.036519 + Penalty 219.772556 = -5308.263963 Iteration 31Q: 3 clusters Score -5308.264 nChanged 1 ComputeScore: Raw -5528.210241 + Penalty 219.772556 = -5308.437684 Iteration 32Q: 3 clusters Score -5308.438 nChanged 0 ComputeScore: Raw -5528.210241 + Penalty 219.772556 = -5308.437684 Iteration 33F: 3 clusters Score -5308.438 nChanged 0 Trying to split cluster 28 (1913 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21586.946293 + Penalty 136.015703 = -21450.930589 Iteration 0F: 2 clusters Score -21450.93 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -20420.615740 + Penalty 272.031407 = -20148.584333 Iteration 0F: 3 clusters Score -20148.58 nChanged 865 ComputeScore: Raw -20978.976750 + Penalty 272.031407 = -20706.945343 Iteration 1F: 3 clusters Score -20706.95 nChanged 131 ComputeScore: Raw -21065.096749 + Penalty 272.031407 = -20793.065343 Iteration 2F: 3 clusters Score -20793.07 nChanged 100 ComputeScore: Raw -21167.659815 + Penalty 272.031407 = -20895.628408 Iteration 3F: 3 clusters Score -20895.63 nChanged 97 ComputeScore: Raw -21262.283710 + Penalty 272.031407 = -20990.252303 Iteration 4F: 3 clusters Score -20990.25 nChanged 80 ComputeScore: Raw -21319.660371 + Penalty 272.031407 = -21047.628964 Iteration 5Q: 3 clusters Score -21047.63 nChanged 74 ComputeScore: Raw -21365.339420 + Penalty 272.031407 = -21093.308013 Iteration 6Q: 3 clusters Score -21093.31 nChanged 47 ComputeScore: Raw -21429.041970 + Penalty 272.031407 = -21157.010563 Iteration 7Q: 3 clusters Score -21157.01 nChanged 47 ComputeScore: Raw -21536.497052 + Penalty 272.031407 = -21264.465645 Iteration 8Q: 3 clusters Score -21264.47 nChanged 48 ComputeScore: Raw -21586.595013 + Penalty 272.031407 = -21314.563606 Iteration 9Q: 3 clusters Score -21314.56 nChanged 46 ComputeScore: Raw -21617.648498 + Penalty 272.031407 = -21345.617091 Iteration 10Q: 3 clusters Score -21345.62 nChanged 38 ComputeScore: Raw -21640.099208 + Penalty 272.031407 = -21368.067801 Iteration 11Q: 3 clusters Score -21368.07 nChanged 40 ComputeScore: Raw -21662.609301 + Penalty 272.031407 = -21390.577894 Iteration 12Q: 3 clusters Score -21390.58 nChanged 34 ComputeScore: Raw -21686.090016 + Penalty 272.031407 = -21414.058609 Iteration 13Q: 3 clusters Score -21414.06 nChanged 45 ComputeScore: Raw -21727.993841 + Penalty 272.031407 = -21455.962434 Iteration 14Q: 3 clusters Score -21455.96 nChanged 52 ComputeScore: Raw -21777.633115 + Penalty 272.031407 = -21505.601708 Iteration 15Q: 3 clusters Score -21505.6 nChanged 43 ComputeScore: Raw -21818.644550 + Penalty 272.031407 = -21546.613143 Iteration 16Q: 3 clusters Score -21546.61 nChanged 21 ComputeScore: Raw -21842.301316 + Penalty 272.031407 = -21570.269909 Iteration 17Q: 3 clusters Score -21570.27 nChanged 13 ComputeScore: Raw -21854.605607 + Penalty 272.031407 = -21582.574200 Iteration 18Q: 3 clusters Score -21582.57 nChanged 5 ComputeScore: Raw -21855.740468 + Penalty 272.031407 = -21583.709061 Iteration 19Q: 3 clusters Score -21583.71 nChanged 3 ComputeScore: Raw -21860.083086 + Penalty 272.031407 = -21588.051679 Iteration 20F: 3 clusters Score -21588.05 nChanged 2 ComputeScore: Raw -21860.410080 + Penalty 272.031407 = -21588.378673 Iteration 21Q: 3 clusters Score -21588.38 nChanged 0 ComputeScore: Raw -21860.410080 + Penalty 272.031407 = -21588.378673 Iteration 22F: 3 clusters Score -21588.38 nChanged 0 ComputeScore: Raw -537552.781272 + Penalty 6313.395121 = -531239.386151Splitting cluster 28 changes total score from -530725.664766 to -531239.386151 So it's getting split into cluster 31. ConsiderDeletion: ComputeScore: Raw -537660.766217 + Penalty 6313.395121 = -531347.371095Iteration 199Q: 32 clusters Score -531347.4 nChanged 159 ConsiderDeletion: ComputeScore: Raw -537747.647268 + Penalty 6313.395121 = -531434.252147Iteration 200F: 32 clusters Score -531434.3 nChanged 112 ConsiderDeletion: ComputeScore: Raw -537776.652997 + Penalty 6313.395121 = -531463.257875Iteration 201Q: 32 clusters Score -531463.3 nChanged 62 ConsiderDeletion: ComputeScore: Raw -537789.677688 + Penalty 6313.395121 = -531476.282567Iteration 202Q: 32 clusters Score -531476.3 nChanged 56 ConsiderDeletion: ComputeScore: Raw -537797.727815 + Penalty 6313.395121 = -531484.332694Iteration 203Q: 32 clusters Score -531484.3 nChanged 50 ConsiderDeletion: ComputeScore: Raw -537803.436989 + Penalty 6313.395121 = -531490.041868Iteration 204Q: 32 clusters Score -531490 nChanged 41 ConsiderDeletion: ComputeScore: Raw -537808.532693 + Penalty 6313.395121 = -531495.137572Iteration 205Q: 32 clusters Score -531495.1 nChanged 37 ConsiderDeletion: ComputeScore: Raw -537811.755543 + Penalty 6313.395121 = -531498.360422Iteration 206Q: 32 clusters Score -531498.4 nChanged 26 ConsiderDeletion: ComputeScore: Raw -537813.970216 + Penalty 6313.395121 = -531500.575094Iteration 207Q: 32 clusters Score -531500.6 nChanged 19 ConsiderDeletion: ComputeScore: Raw -537815.552249 + Penalty 6313.395121 = -531502.157128Iteration 208Q: 32 clusters Score -531502.2 nChanged 16 ConsiderDeletion: ComputeScore: Raw -537816.633026 + Penalty 6313.395121 = -531503.237905Iteration 209Q: 32 clusters Score -531503.2 nChanged 12 ConsiderDeletion: ComputeScore: Raw -537817.324198 + Penalty 6313.395121 = -531503.929077Iteration 210Q: 32 clusters Score -531503.9 nChanged 9 ConsiderDeletion: ComputeScore: Raw -537817.686448 + Penalty 6313.395121 = -531504.291327Iteration 211Q: 32 clusters Score -531504.3 nChanged 3 ConsiderDeletion: ComputeScore: Raw -537817.765768 + Penalty 6313.395121 = -531504.370647Iteration 212Q: 32 clusters Score -531504.4 nChanged 2 ConsiderDeletion: ComputeScore: Raw -537817.807704 + Penalty 6313.395121 = -531504.412583Iteration 213Q: 32 clusters Score -531504.4 nChanged 2 ConsiderDeletion: ComputeScore: Raw -537817.862303 + Penalty 6313.395121 = -531504.467182Iteration 214Q: 32 clusters Score -531504.5 nChanged 1 ConsiderDeletion: ComputeScore: Raw -537817.871954 + Penalty 6313.395121 = -531504.476833Iteration 215Q: 32 clusters Score -531504.5 nChanged 0 ConsiderDeletion: ComputeScore: Raw -537817.871954 + Penalty 6313.395121 = -531504.476833Iteration 216F: 32 clusters Score -531504.5 nChanged 0 ComputeScore: Raw -537817.871954 + Penalty 6313.395121 = -531504.476833Trying to split cluster 1 (386 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5071.983740 + Penalty 107.205073 = -4964.778667 Iteration 0F: 2 clusters Score -4964.779 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4870.962400 + Penalty 214.410145 = -4656.552255 Iteration 0F: 3 clusters Score -4656.552 nChanged 159 ComputeScore: Raw -4968.370064 + Penalty 214.410145 = -4753.959918 Iteration 1F: 3 clusters Score -4753.96 nChanged 27 ComputeScore: Raw -4997.483497 + Penalty 214.410145 = -4783.073352 Iteration 2F: 3 clusters Score -4783.073 nChanged 24 ComputeScore: Raw -5015.488413 + Penalty 214.410145 = -4801.078267 Iteration 3F: 3 clusters Score -4801.078 nChanged 11 ComputeScore: Raw -5027.517711 + Penalty 214.410145 = -4813.107565 Iteration 4Q: 3 clusters Score -4813.108 nChanged 11 ComputeScore: Raw -5046.500262 + Penalty 214.410145 = -4832.090117 Iteration 5Q: 3 clusters Score -4832.09 nChanged 13 ComputeScore: Raw -5059.437344 + Penalty 214.410145 = -4845.027199 Iteration 6Q: 3 clusters Score -4845.027 nChanged 13 ComputeScore: Raw -5073.465086 + Penalty 214.410145 = -4859.054941 Iteration 7Q: 3 clusters Score -4859.055 nChanged 7 ComputeScore: Raw -5081.183736 + Penalty 214.410145 = -4866.773591 Iteration 8Q: 3 clusters Score -4866.774 nChanged 6 ComputeScore: Raw -5085.396974 + Penalty 214.410145 = -4870.986829 Iteration 9Q: 3 clusters Score -4870.987 nChanged 6 ComputeScore: Raw -5089.135196 + Penalty 214.410145 = -4874.725050 Iteration 10Q: 3 clusters Score -4874.725 nChanged 5 ComputeScore: Raw -5092.633828 + Penalty 214.410145 = -4878.223682 Iteration 11Q: 3 clusters Score -4878.224 nChanged 3 ComputeScore: Raw -5095.671953 + Penalty 214.410145 = -4881.261807 Iteration 12Q: 3 clusters Score -4881.262 nChanged 3 ComputeScore: Raw -5099.125136 + Penalty 214.410145 = -4884.714991 Iteration 13Q: 3 clusters Score -4884.715 nChanged 2 ComputeScore: Raw -5104.436269 + Penalty 214.410145 = -4890.026123 Iteration 14Q: 3 clusters Score -4890.026 nChanged 5 ComputeScore: Raw -5109.100682 + Penalty 214.410145 = -4894.690536 Iteration 15Q: 3 clusters Score -4894.691 nChanged 3 ComputeScore: Raw -5110.512345 + Penalty 214.410145 = -4896.102200 Iteration 16Q: 3 clusters Score -4896.102 nChanged 0 ComputeScore: Raw -5110.512345 + Penalty 214.410145 = -4896.102200 Iteration 17F: 3 clusters Score -4896.102 nChanged 0 Trying to split cluster 2 (358 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2983.986276 + Penalty 105.849594 = -2878.136682 Iteration 0F: 2 clusters Score -2878.137 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2800.199561 + Penalty 211.699188 = -2588.500374 Iteration 0F: 3 clusters Score -2588.5 nChanged 140 ComputeScore: Raw -2887.775063 + Penalty 211.699188 = -2676.075875 Iteration 1F: 3 clusters Score -2676.076 nChanged 23 ComputeScore: Raw -2899.909976 + Penalty 211.699188 = -2688.210789 Iteration 2F: 3 clusters Score -2688.211 nChanged 20 ComputeScore: Raw -2912.953512 + Penalty 211.699188 = -2701.254324 Iteration 3F: 3 clusters Score -2701.254 nChanged 18 ComputeScore: Raw -2930.046201 + Penalty 211.699188 = -2718.347013 Iteration 4F: 3 clusters Score -2718.347 nChanged 21 ComputeScore: Raw -2951.302241 + Penalty 211.699188 = -2739.603054 Iteration 5F: 3 clusters Score -2739.603 nChanged 21 ComputeScore: Raw -2969.688510 + Penalty 211.699188 = -2757.989322 Iteration 6F: 3 clusters Score -2757.989 nChanged 14 ComputeScore: Raw -2987.897500 + Penalty 211.699188 = -2776.198312 Iteration 7Q: 3 clusters Score -2776.198 nChanged 17 ComputeScore: Raw -3004.036666 + Penalty 211.699188 = -2792.337478 Iteration 8Q: 3 clusters Score -2792.337 nChanged 11 ComputeScore: Raw -3013.744210 + Penalty 211.699188 = -2802.045022 Iteration 9Q: 3 clusters Score -2802.045 nChanged 6 ComputeScore: Raw -3023.167467 + Penalty 211.699188 = -2811.468279 Iteration 10Q: 3 clusters Score -2811.468 nChanged 8 ComputeScore: Raw -3033.012962 + Penalty 211.699188 = -2821.313775 Iteration 11Q: 3 clusters Score -2821.314 nChanged 9 ComputeScore: Raw -3038.433485 + Penalty 211.699188 = -2826.734298 Iteration 12Q: 3 clusters Score -2826.734 nChanged 4 ComputeScore: Raw -3040.603451 + Penalty 211.699188 = -2828.904263 Iteration 13Q: 3 clusters Score -2828.904 nChanged 3 ComputeScore: Raw -3041.694366 + Penalty 211.699188 = -2829.995178 Iteration 14Q: 3 clusters Score -2829.995 nChanged 1 ComputeScore: Raw -3042.029465 + Penalty 211.699188 = -2830.330278 Iteration 15Q: 3 clusters Score -2830.33 nChanged 0 ComputeScore: Raw -3042.029465 + Penalty 211.699188 = -2830.330278 Iteration 16F: 3 clusters Score -2830.33 nChanged 0 Trying to split cluster 3 (286 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4323.149462 + Penalty 101.807853 = -4221.341610 Iteration 0F: 2 clusters Score -4221.342 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4179.784826 + Penalty 203.615705 = -3976.169121 Iteration 0F: 3 clusters Score -3976.169 nChanged 108 ComputeScore: Raw -4265.322281 + Penalty 203.615705 = -4061.706575 Iteration 1F: 3 clusters Score -4061.707 nChanged 17 ComputeScore: Raw -4281.196359 + Penalty 203.615705 = -4077.580654 Iteration 2F: 3 clusters Score -4077.581 nChanged 12 ComputeScore: Raw -4288.387739 + Penalty 203.615705 = -4084.772034 Iteration 3Q: 3 clusters Score -4084.772 nChanged 8 ComputeScore: Raw -4292.958422 + Penalty 203.615705 = -4089.342717 Iteration 4Q: 3 clusters Score -4089.343 nChanged 6 ComputeScore: Raw -4297.756203 + Penalty 203.615705 = -4094.140498 Iteration 5Q: 3 clusters Score -4094.14 nChanged 8 ComputeScore: Raw -4301.420107 + Penalty 203.615705 = -4097.804402 Iteration 6Q: 3 clusters Score -4097.804 nChanged 5 ComputeScore: Raw -4304.704500 + Penalty 203.615705 = -4101.088795 Iteration 7Q: 3 clusters Score -4101.089 nChanged 5 ComputeScore: Raw -4307.243815 + Penalty 203.615705 = -4103.628110 Iteration 8Q: 3 clusters Score -4103.628 nChanged 6 ComputeScore: Raw -4311.588691 + Penalty 203.615705 = -4107.972986 Iteration 9Q: 3 clusters Score -4107.973 nChanged 3 ComputeScore: Raw -4313.911961 + Penalty 203.615705 = -4110.296255 Iteration 10Q: 3 clusters Score -4110.296 nChanged 1 ComputeScore: Raw -4314.070674 + Penalty 203.615705 = -4110.454969 Iteration 11Q: 3 clusters Score -4110.455 nChanged 0 ComputeScore: Raw -4314.070674 + Penalty 203.615705 = -4110.454969 Iteration 12F: 3 clusters Score -4110.455 nChanged 0 Trying to split cluster 4 (4774 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42506.839732 + Penalty 152.476917 = -42354.362815 Iteration 0F: 2 clusters Score -42354.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39584.005124 + Penalty 304.953833 = -39279.051291 Iteration 0F: 3 clusters Score -39279.05 nChanged 2175 ComputeScore: Raw -40715.908904 + Penalty 304.953833 = -40410.955071 Iteration 1F: 3 clusters Score -40410.96 nChanged 411 ComputeScore: Raw -40968.620376 + Penalty 304.953833 = -40663.666543 Iteration 2F: 3 clusters Score -40663.67 nChanged 453 ComputeScore: Raw -41262.209259 + Penalty 304.953833 = -40957.255426 Iteration 3F: 3 clusters Score -40957.26 nChanged 391 ComputeScore: Raw -41587.413647 + Penalty 304.953833 = -41282.459813 Iteration 4F: 3 clusters Score -41282.46 nChanged 376 ComputeScore: Raw -41943.245665 + Penalty 304.953833 = -41638.291832 Iteration 5F: 3 clusters Score -41638.29 nChanged 275 ComputeScore: Raw -42214.542398 + Penalty 304.953833 = -41909.588565 Iteration 6F: 3 clusters Score -41909.59 nChanged 188 ComputeScore: Raw -42396.717632 + Penalty 304.953833 = -42091.763799 Iteration 7Q: 3 clusters Score -42091.76 nChanged 96 ComputeScore: Raw -42487.608825 + Penalty 304.953833 = -42182.654992 Iteration 8Q: 3 clusters Score -42182.65 nChanged 30 ComputeScore: Raw -42514.926402 + Penalty 304.953833 = -42209.972569 Iteration 9Q: 3 clusters Score -42209.97 nChanged 12 ComputeScore: Raw -42526.614554 + Penalty 304.953833 = -42221.660721 Iteration 10Q: 3 clusters Score -42221.66 nChanged 8 ComputeScore: Raw -42536.937771 + Penalty 304.953833 = -42231.983938 Iteration 11Q: 3 clusters Score -42231.98 nChanged 7 ComputeScore: Raw -42541.933343 + Penalty 304.953833 = -42236.979510 Iteration 12Q: 3 clusters Score -42236.98 nChanged 3 ComputeScore: Raw -42548.818039 + Penalty 304.953833 = -42243.864206 Iteration 13Q: 3 clusters Score -42243.86 nChanged 0 ComputeScore: Raw -42548.818039 + Penalty 304.953833 = -42243.864206 Iteration 14F: 3 clusters Score -42243.86 nChanged 0 Trying to split cluster 5 (2591 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25757.064433 + Penalty 141.476385 = -25615.588048 Iteration 0F: 2 clusters Score -25615.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24179.233538 + Penalty 282.952771 = -23896.280767 Iteration 0F: 3 clusters Score -23896.28 nChanged 1168 ComputeScore: Raw -24776.515033 + Penalty 282.952771 = -24493.562263 Iteration 1F: 3 clusters Score -24493.56 nChanged 155 ComputeScore: Raw -24822.327700 + Penalty 282.952771 = -24539.374929 Iteration 2F: 3 clusters Score -24539.37 nChanged 132 ComputeScore: Raw -24863.009514 + Penalty 282.952771 = -24580.056743 Iteration 3F: 3 clusters Score -24580.06 nChanged 121 ComputeScore: Raw -24910.892807 + Penalty 282.952771 = -24627.940036 Iteration 4Q: 3 clusters Score -24627.94 nChanged 125 ComputeScore: Raw -24964.312943 + Penalty 282.952771 = -24681.360172 Iteration 5Q: 3 clusters Score -24681.36 nChanged 118 ComputeScore: Raw -25034.082159 + Penalty 282.952771 = -24751.129389 Iteration 6Q: 3 clusters Score -24751.13 nChanged 128 ComputeScore: Raw -25121.437365 + Penalty 282.952771 = -24838.484595 Iteration 7Q: 3 clusters Score -24838.48 nChanged 136 ComputeScore: Raw -25236.989662 + Penalty 282.952771 = -24954.036892 Iteration 8F: 3 clusters Score -24954.04 nChanged 120 ComputeScore: Raw -25346.231752 + Penalty 282.952771 = -25063.278982 Iteration 9Q: 3 clusters Score -25063.28 nChanged 117 ComputeScore: Raw -25475.626263 + Penalty 282.952771 = -25192.673492 Iteration 10Q: 3 clusters Score -25192.67 nChanged 92 ComputeScore: Raw -25575.072733 + Penalty 282.952771 = -25292.119962 Iteration 11Q: 3 clusters Score -25292.12 nChanged 64 ComputeScore: Raw -25642.772802 + Penalty 282.952771 = -25359.820031 Iteration 12Q: 3 clusters Score -25359.82 nChanged 37 ComputeScore: Raw -25675.035708 + Penalty 282.952771 = -25392.082937 Iteration 13Q: 3 clusters Score -25392.08 nChanged 25 ComputeScore: Raw -25690.259973 + Penalty 282.952771 = -25407.307203 Iteration 14Q: 3 clusters Score -25407.31 nChanged 23 ComputeScore: Raw -25703.222020 + Penalty 282.952771 = -25420.269249 Iteration 15Q: 3 clusters Score -25420.27 nChanged 13 ComputeScore: Raw -25709.442925 + Penalty 282.952771 = -25426.490155 Iteration 16Q: 3 clusters Score -25426.49 nChanged 8 ComputeScore: Raw -25715.358022 + Penalty 282.952771 = -25432.405251 Iteration 17Q: 3 clusters Score -25432.41 nChanged 13 ComputeScore: Raw -25722.256332 + Penalty 282.952771 = -25439.303561 Iteration 18Q: 3 clusters Score -25439.3 nChanged 10 ComputeScore: Raw -25728.257727 + Penalty 282.952771 = -25445.304956 Iteration 19Q: 3 clusters Score -25445.3 nChanged 6 ComputeScore: Raw -25730.817203 + Penalty 282.952771 = -25447.864432 Iteration 20F: 3 clusters Score -25447.86 nChanged 6 ComputeScore: Raw -25734.127366 + Penalty 282.952771 = -25451.174596 Iteration 21Q: 3 clusters Score -25451.17 nChanged 6 ComputeScore: Raw -25737.813402 + Penalty 282.952771 = -25454.860632 Iteration 22Q: 3 clusters Score -25454.86 nChanged 8 ComputeScore: Raw -25745.721397 + Penalty 282.952771 = -25462.768627 Iteration 23Q: 3 clusters Score -25462.77 nChanged 8 ComputeScore: Raw -25752.121899 + Penalty 282.952771 = -25469.169128 Iteration 24Q: 3 clusters Score -25469.17 nChanged 8 ComputeScore: Raw -25757.282329 + Penalty 282.952771 = -25474.329558 Iteration 25Q: 3 clusters Score -25474.33 nChanged 4 ComputeScore: Raw -25759.098058 + Penalty 282.952771 = -25476.145287 Iteration 26Q: 3 clusters Score -25476.15 nChanged 4 ComputeScore: Raw -25762.698661 + Penalty 282.952771 = -25479.745890 Iteration 27Q: 3 clusters Score -25479.75 nChanged 1 ComputeScore: Raw -25762.870359 + Penalty 282.952771 = -25479.917588 Iteration 28Q: 3 clusters Score -25479.92 nChanged 0 ComputeScore: Raw -25762.870359 + Penalty 282.952771 = -25479.917588 Iteration 29F: 3 clusters Score -25479.92 nChanged 0 Trying to split cluster 6 (10656 points) Assigned 2 initial classes randomly. ComputeScore: Raw -87144.165704 + Penalty 166.929811 = -86977.235893 Iteration 0F: 2 clusters Score -86977.24 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -80198.370870 + Penalty 333.859622 = -79864.511248 Iteration 0F: 3 clusters Score -79864.51 nChanged 5106 ComputeScore: Raw -84104.036926 + Penalty 333.859622 = -83770.177304 Iteration 1F: 3 clusters Score -83770.18 nChanged 942 ComputeScore: Raw -84993.077665 + Penalty 333.859622 = -84659.218043 Iteration 2F: 3 clusters Score -84659.22 nChanged 843 ComputeScore: Raw -85888.835424 + Penalty 333.859622 = -85554.975802 Iteration 3F: 3 clusters Score -85554.98 nChanged 620 ComputeScore: Raw -86555.693072 + Penalty 333.859622 = -86221.833450 Iteration 4F: 3 clusters Score -86221.83 nChanged 363 ComputeScore: Raw -86888.613828 + Penalty 333.859622 = -86554.754206 Iteration 5Q: 3 clusters Score -86554.75 nChanged 160 ComputeScore: Raw -87022.941304 + Penalty 333.859622 = -86689.081681 Iteration 6Q: 3 clusters Score -86689.08 nChanged 79 ComputeScore: Raw -87087.148546 + Penalty 333.859622 = -86753.288924 Iteration 7Q: 3 clusters Score -86753.29 nChanged 42 ComputeScore: Raw -87116.920492 + Penalty 333.859622 = -86783.060870 Iteration 8Q: 3 clusters Score -86783.06 nChanged 23 ComputeScore: Raw -87134.418355 + Penalty 333.859622 = -86800.558733 Iteration 9Q: 3 clusters Score -86800.56 nChanged 15 ComputeScore: Raw -87152.758781 + Penalty 333.859622 = -86818.899158 Iteration 10Q: 3 clusters Score -86818.9 nChanged 7 ComputeScore: Raw -87159.750116 + Penalty 333.859622 = -86825.890494 Iteration 11Q: 3 clusters Score -86825.89 nChanged 2 ComputeScore: Raw -87160.974082 + Penalty 333.859622 = -86827.114460 Iteration 12Q: 3 clusters Score -86827.11 nChanged 1 ComputeScore: Raw -87164.241439 + Penalty 333.859622 = -86830.381817 Iteration 13Q: 3 clusters Score -86830.38 nChanged 1 ComputeScore: Raw -87164.696035 + Penalty 333.859622 = -86830.836413 Iteration 14Q: 3 clusters Score -86830.84 nChanged 0 ComputeScore: Raw -87164.696035 + Penalty 333.859622 = -86830.836413 Iteration 15F: 3 clusters Score -86830.84 nChanged 0 Trying to split cluster 7 (15674 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127441.273672 + Penalty 173.875654 = -127267.398018 Iteration 0F: 2 clusters Score -127267.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -117115.049952 + Penalty 347.751308 = -116767.298643 Iteration 0F: 3 clusters Score -116767.3 nChanged 7668 ComputeScore: Raw -122498.834966 + Penalty 347.751308 = -122151.083658 Iteration 1F: 3 clusters Score -122151.1 nChanged 1096 ComputeScore: Raw -123202.958729 + Penalty 347.751308 = -122855.207420 Iteration 2F: 3 clusters Score -122855.2 nChanged 1017 ComputeScore: Raw -123860.666423 + Penalty 347.751308 = -123512.915115 Iteration 3F: 3 clusters Score -123512.9 nChanged 872 ComputeScore: Raw -124427.196800 + Penalty 347.751308 = -124079.445491 Iteration 4F: 3 clusters Score -124079.4 nChanged 769 ComputeScore: Raw -124880.769082 + Penalty 347.751308 = -124533.017773 Iteration 5Q: 3 clusters Score -124533 nChanged 646 ComputeScore: Raw -125272.185113 + Penalty 347.751308 = -124924.433804 Iteration 6Q: 3 clusters Score -124924.4 nChanged 539 ComputeScore: Raw -125560.837785 + Penalty 347.751308 = -125213.086477 Iteration 7Q: 3 clusters Score -125213.1 nChanged 406 ComputeScore: Raw -125784.586750 + Penalty 347.751308 = -125436.835441 Iteration 8Q: 3 clusters Score -125436.8 nChanged 361 ComputeScore: Raw -125978.961676 + Penalty 347.751308 = -125631.210367 Iteration 9Q: 3 clusters Score -125631.2 nChanged 326 ComputeScore: Raw -126163.270102 + Penalty 347.751308 = -125815.518794 Iteration 10Q: 3 clusters Score -125815.5 nChanged 308 ComputeScore: Raw -126302.513688 + Penalty 347.751308 = -125954.762379 Iteration 11Q: 3 clusters Score -125954.8 nChanged 264 ComputeScore: Raw -126408.836844 + Penalty 347.751308 = -126061.085536 Iteration 12Q: 3 clusters Score -126061.1 nChanged 195 ComputeScore: Raw -126473.569512 + Penalty 347.751308 = -126125.818203 Iteration 13Q: 3 clusters Score -126125.8 nChanged 158 ComputeScore: Raw -126514.009651 + Penalty 347.751308 = -126166.258343 Iteration 14Q: 3 clusters Score -126166.3 nChanged 143 ComputeScore: Raw -126545.226121 + Penalty 347.751308 = -126197.474812 Iteration 15Q: 3 clusters Score -126197.5 nChanged 127 ComputeScore: Raw -126566.305937 + Penalty 347.751308 = -126218.554628 Iteration 16Q: 3 clusters Score -126218.6 nChanged 82 ComputeScore: Raw -126575.270462 + Penalty 347.751308 = -126227.519154 Iteration 17Q: 3 clusters Score -126227.5 nChanged 58 ComputeScore: Raw -126581.811568 + Penalty 347.751308 = -126234.060260 Iteration 18Q: 3 clusters Score -126234.1 nChanged 61 ComputeScore: Raw -126590.486379 + Penalty 347.751308 = -126242.735070 Iteration 19Q: 3 clusters Score -126242.7 nChanged 54 ComputeScore: Raw -126596.182355 + Penalty 347.751308 = -126248.431047 Iteration 20F: 3 clusters Score -126248.4 nChanged 36 ComputeScore: Raw -126598.359938 + Penalty 347.751308 = -126250.608630 Iteration 21Q: 3 clusters Score -126250.6 nChanged 19 ComputeScore: Raw -126599.586401 + Penalty 347.751308 = -126251.835092 Iteration 22Q: 3 clusters Score -126251.8 nChanged 23 ComputeScore: Raw -126600.868890 + Penalty 347.751308 = -126253.117581 Iteration 23Q: 3 clusters Score -126253.1 nChanged 23 ComputeScore: Raw -126602.483622 + Penalty 347.751308 = -126254.732313 Iteration 24Q: 3 clusters Score -126254.7 nChanged 28 ComputeScore: Raw -126604.305945 + Penalty 347.751308 = -126256.554637 Iteration 25Q: 3 clusters Score -126256.6 nChanged 22 ComputeScore: Raw -126605.999540 + Penalty 347.751308 = -126258.248232 Iteration 26Q: 3 clusters Score -126258.2 nChanged 27 ComputeScore: Raw -126608.126498 + Penalty 347.751308 = -126260.375190 Iteration 27Q: 3 clusters Score -126260.4 nChanged 30 ComputeScore: Raw -126610.479046 + Penalty 347.751308 = -126262.727738 Iteration 28Q: 3 clusters Score -126262.7 nChanged 32 ComputeScore: Raw -126613.148662 + Penalty 347.751308 = -126265.397354 Iteration 29Q: 3 clusters Score -126265.4 nChanged 27 ComputeScore: Raw -126615.372245 + Penalty 347.751308 = -126267.620937 Iteration 30Q: 3 clusters Score -126267.6 nChanged 34 ComputeScore: Raw -126619.079771 + Penalty 347.751308 = -126271.328463 Iteration 31Q: 3 clusters Score -126271.3 nChanged 36 ComputeScore: Raw -126624.196452 + Penalty 347.751308 = -126276.445144 Iteration 32Q: 3 clusters Score -126276.4 nChanged 37 ComputeScore: Raw -126629.350130 + Penalty 347.751308 = -126281.598821 Iteration 33Q: 3 clusters Score -126281.6 nChanged 35 ComputeScore: Raw -126633.442505 + Penalty 347.751308 = -126285.691196 Iteration 34Q: 3 clusters Score -126285.7 nChanged 45 ComputeScore: Raw -126639.108812 + Penalty 347.751308 = -126291.357504 Iteration 35Q: 3 clusters Score -126291.4 nChanged 45 ComputeScore: Raw -126647.358951 + Penalty 347.751308 = -126299.607642 Iteration 36Q: 3 clusters Score -126299.6 nChanged 59 ComputeScore: Raw -126659.158536 + Penalty 347.751308 = -126311.407228 Iteration 37Q: 3 clusters Score -126311.4 nChanged 69 ComputeScore: Raw -126670.421761 + Penalty 347.751308 = -126322.670452 Iteration 38Q: 3 clusters Score -126322.7 nChanged 60 ComputeScore: Raw -126679.341949 + Penalty 347.751308 = -126331.590640 Iteration 39Q: 3 clusters Score -126331.6 nChanged 48 ComputeScore: Raw -126687.685911 + Penalty 347.751308 = -126339.934603 Iteration 40F: 3 clusters Score -126339.9 nChanged 48 ComputeScore: Raw -126695.925175 + Penalty 347.751308 = -126348.173866 Iteration 41Q: 3 clusters Score -126348.2 nChanged 54 ComputeScore: Raw -126705.081479 + Penalty 347.751308 = -126357.330171 Iteration 42Q: 3 clusters Score -126357.3 nChanged 57 ComputeScore: Raw -126715.183686 + Penalty 347.751308 = -126367.432377 Iteration 43Q: 3 clusters Score -126367.4 nChanged 53 ComputeScore: Raw -126724.230812 + Penalty 347.751308 = -126376.479504 Iteration 44Q: 3 clusters Score -126376.5 nChanged 49 ComputeScore: Raw -126732.294957 + Penalty 347.751308 = -126384.543648 Iteration 45Q: 3 clusters Score -126384.5 nChanged 52 ComputeScore: Raw -126739.910286 + Penalty 347.751308 = -126392.158978 Iteration 46Q: 3 clusters Score -126392.2 nChanged 37 ComputeScore: Raw -126744.265399 + Penalty 347.751308 = -126396.514091 Iteration 47Q: 3 clusters Score -126396.5 nChanged 43 ComputeScore: Raw -126748.221775 + Penalty 347.751308 = -126400.470466 Iteration 48Q: 3 clusters Score -126400.5 nChanged 34 ComputeScore: Raw -126750.468088 + Penalty 347.751308 = -126402.716779 Iteration 49Q: 3 clusters Score -126402.7 nChanged 20 ComputeScore: Raw -126751.530134 + Penalty 347.751308 = -126403.778825 Iteration 50Q: 3 clusters Score -126403.8 nChanged 10 ComputeScore: Raw -126751.938286 + Penalty 347.751308 = -126404.186978 Iteration 51Q: 3 clusters Score -126404.2 nChanged 12 ComputeScore: Raw -126752.296288 + Penalty 347.751308 = -126404.544980 Iteration 52Q: 3 clusters Score -126404.5 nChanged 9 ComputeScore: Raw -126752.540485 + Penalty 347.751308 = -126404.789176 Iteration 53Q: 3 clusters Score -126404.8 nChanged 6 ComputeScore: Raw -126752.898087 + Penalty 347.751308 = -126405.146779 Iteration 54Q: 3 clusters Score -126405.1 nChanged 9 ComputeScore: Raw -126753.210133 + Penalty 347.751308 = -126405.458825 Iteration 55Q: 3 clusters Score -126405.5 nChanged 5 ComputeScore: Raw -126753.338975 + Penalty 347.751308 = -126405.587667 Iteration 56Q: 3 clusters Score -126405.6 nChanged 8 ComputeScore: Raw -126753.870998 + Penalty 347.751308 = -126406.119690 Iteration 57Q: 3 clusters Score -126406.1 nChanged 15 ComputeScore: Raw -126754.978908 + Penalty 347.751308 = -126407.227599 Iteration 58Q: 3 clusters Score -126407.2 nChanged 14 ComputeScore: Raw -126755.797211 + Penalty 347.751308 = -126408.045903 Iteration 59Q: 3 clusters Score -126408 nChanged 9 ComputeScore: Raw -126756.123600 + Penalty 347.751308 = -126408.372292 Iteration 60F: 3 clusters Score -126408.4 nChanged 11 ComputeScore: Raw -126756.437590 + Penalty 347.751308 = -126408.686282 Iteration 61Q: 3 clusters Score -126408.7 nChanged 5 ComputeScore: Raw -126756.724878 + Penalty 347.751308 = -126408.973570 Iteration 62Q: 3 clusters Score -126409 nChanged 8 ComputeScore: Raw -126756.979585 + Penalty 347.751308 = -126409.228277 Iteration 63Q: 3 clusters Score -126409.2 nChanged 6 ComputeScore: Raw -126757.093022 + Penalty 347.751308 = -126409.341713 Iteration 64Q: 3 clusters Score -126409.3 nChanged 5 ComputeScore: Raw -126757.203447 + Penalty 347.751308 = -126409.452139 Iteration 65Q: 3 clusters Score -126409.5 nChanged 3 ComputeScore: Raw -126757.257641 + Penalty 347.751308 = -126409.506332 Iteration 66Q: 3 clusters Score -126409.5 nChanged 2 ComputeScore: Raw -126757.302760 + Penalty 347.751308 = -126409.551452 Iteration 67Q: 3 clusters Score -126409.6 nChanged 4 ComputeScore: Raw -126757.370319 + Penalty 347.751308 = -126409.619010 Iteration 68Q: 3 clusters Score -126409.6 nChanged 7 ComputeScore: Raw -126757.507296 + Penalty 347.751308 = -126409.755988 Iteration 69Q: 3 clusters Score -126409.8 nChanged 1 ComputeScore: Raw -126757.527802 + Penalty 347.751308 = -126409.776494 Iteration 70Q: 3 clusters Score -126409.8 nChanged 2 ComputeScore: Raw -126757.542136 + Penalty 347.751308 = -126409.790827 Iteration 71Q: 3 clusters Score -126409.8 nChanged 1 ComputeScore: Raw -126757.552642 + Penalty 347.751308 = -126409.801333 Iteration 72Q: 3 clusters Score -126409.8 nChanged 2 ComputeScore: Raw -126757.572390 + Penalty 347.751308 = -126409.821082 Iteration 73Q: 3 clusters Score -126409.8 nChanged 3 ComputeScore: Raw -126757.593447 + Penalty 347.751308 = -126409.842139 Iteration 74Q: 3 clusters Score -126409.8 nChanged 1 ComputeScore: Raw -126757.600870 + Penalty 347.751308 = -126409.849562 Iteration 75Q: 3 clusters Score -126409.8 nChanged 0 ComputeScore: Raw -126757.600870 + Penalty 347.751308 = -126409.849562 Iteration 76F: 3 clusters Score -126409.8 nChanged 0 Trying to split cluster 8 (6557 points) Assigned 2 initial classes randomly. ComputeScore: Raw -61929.253132 + Penalty 158.189192 = -61771.063939 Iteration 0F: 2 clusters Score -61771.06 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -57885.201302 + Penalty 316.378385 = -57568.822918 Iteration 0F: 3 clusters Score -57568.82 nChanged 3035 ComputeScore: Raw -60197.020969 + Penalty 316.378385 = -59880.642584 Iteration 1F: 3 clusters Score -59880.64 nChanged 590 ComputeScore: Raw -60743.596075 + Penalty 316.378385 = -60427.217691 Iteration 2F: 3 clusters Score -60427.22 nChanged 528 ComputeScore: Raw -61278.516112 + Penalty 316.378385 = -60962.137727 Iteration 3F: 3 clusters Score -60962.14 nChanged 348 ComputeScore: Raw -61618.638910 + Penalty 316.378385 = -61302.260525 Iteration 4F: 3 clusters Score -61302.26 nChanged 195 ComputeScore: Raw -61801.699848 + Penalty 316.378385 = -61485.321464 Iteration 5Q: 3 clusters Score -61485.32 nChanged 99 ComputeScore: Raw -61906.431991 + Penalty 316.378385 = -61590.053607 Iteration 6Q: 3 clusters Score -61590.05 nChanged 31 ComputeScore: Raw -61942.709617 + Penalty 316.378385 = -61626.331232 Iteration 7Q: 3 clusters Score -61626.33 nChanged 12 ComputeScore: Raw -61957.358196 + Penalty 316.378385 = -61640.979811 Iteration 8Q: 3 clusters Score -61640.98 nChanged 8 ComputeScore: Raw -61965.696119 + Penalty 316.378385 = -61649.317734 Iteration 9Q: 3 clusters Score -61649.32 nChanged 5 ComputeScore: Raw -61970.777226 + Penalty 316.378385 = -61654.398842 Iteration 10Q: 3 clusters Score -61654.4 nChanged 2 ComputeScore: Raw -61971.623637 + Penalty 316.378385 = -61655.245252 Iteration 11Q: 3 clusters Score -61655.25 nChanged 1 ComputeScore: Raw -61971.805654 + Penalty 316.378385 = -61655.427270 Iteration 12Q: 3 clusters Score -61655.43 nChanged 0 ComputeScore: Raw -61971.805654 + Penalty 316.378385 = -61655.427270 Iteration 13F: 3 clusters Score -61655.43 nChanged 0 Trying to split cluster 9 (740 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9722.743647 + Penalty 118.919703 = -9603.823944 Iteration 0F: 2 clusters Score -9603.824 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9313.318878 + Penalty 237.839407 = -9075.479471 Iteration 0F: 3 clusters Score -9075.479 nChanged 310 ComputeScore: Raw -9479.027679 + Penalty 237.839407 = -9241.188272 Iteration 1F: 3 clusters Score -9241.188 nChanged 75 ComputeScore: Raw -9527.359716 + Penalty 237.839407 = -9289.520309 Iteration 2F: 3 clusters Score -9289.52 nChanged 54 ComputeScore: Raw -9559.353605 + Penalty 237.839407 = -9321.514198 Iteration 3F: 3 clusters Score -9321.514 nChanged 35 ComputeScore: Raw -9579.732633 + Penalty 237.839407 = -9341.893226 Iteration 4Q: 3 clusters Score -9341.893 nChanged 32 ComputeScore: Raw -9597.489180 + Penalty 237.839407 = -9359.649774 Iteration 5Q: 3 clusters Score -9359.65 nChanged 24 ComputeScore: Raw -9613.588049 + Penalty 237.839407 = -9375.748642 Iteration 6Q: 3 clusters Score -9375.749 nChanged 28 ComputeScore: Raw -9631.264101 + Penalty 237.839407 = -9393.424695 Iteration 7Q: 3 clusters Score -9393.425 nChanged 25 ComputeScore: Raw -9647.117468 + Penalty 237.839407 = -9409.278061 Iteration 8Q: 3 clusters Score -9409.278 nChanged 19 ComputeScore: Raw -9659.992359 + Penalty 237.839407 = -9422.152952 Iteration 9Q: 3 clusters Score -9422.153 nChanged 18 ComputeScore: Raw -9671.438174 + Penalty 237.839407 = -9433.598768 Iteration 10Q: 3 clusters Score -9433.599 nChanged 12 ComputeScore: Raw -9682.900357 + Penalty 237.839407 = -9445.060950 Iteration 11Q: 3 clusters Score -9445.061 nChanged 9 ComputeScore: Raw -9689.185708 + Penalty 237.839407 = -9451.346301 Iteration 12Q: 3 clusters Score -9451.346 nChanged 10 ComputeScore: Raw -9702.453065 + Penalty 237.839407 = -9464.613658 Iteration 13Q: 3 clusters Score -9464.614 nChanged 7 ComputeScore: Raw -9712.392180 + Penalty 237.839407 = -9474.552774 Iteration 14Q: 3 clusters Score -9474.553 nChanged 5 ComputeScore: Raw -9721.378920 + Penalty 237.839407 = -9483.539514 Iteration 15Q: 3 clusters Score -9483.54 nChanged 9 ComputeScore: Raw -9735.503978 + Penalty 237.839407 = -9497.664572 Iteration 16Q: 3 clusters Score -9497.665 nChanged 4 ComputeScore: Raw -9740.595143 + Penalty 237.839407 = -9502.755737 Iteration 17Q: 3 clusters Score -9502.756 nChanged 1 ComputeScore: Raw -9742.748486 + Penalty 237.839407 = -9504.909080 Iteration 18Q: 3 clusters Score -9504.909 nChanged 0 ComputeScore: Raw -9742.748486 + Penalty 237.839407 = -9504.909080 Iteration 19F: 3 clusters Score -9504.909 nChanged 0 Trying to split cluster 10 (1191 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9096.046932 + Penalty 127.485874 = -8968.561058 Iteration 0F: 2 clusters Score -8968.561 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8422.863334 + Penalty 254.971748 = -8167.891586 Iteration 0F: 3 clusters Score -8167.892 nChanged 535 ComputeScore: Raw -8718.945252 + Penalty 254.971748 = -8463.973504 Iteration 1F: 3 clusters Score -8463.974 nChanged 79 ComputeScore: Raw -8750.265064 + Penalty 254.971748 = -8495.293315 Iteration 2F: 3 clusters Score -8495.293 nChanged 59 ComputeScore: Raw -8778.521809 + Penalty 254.971748 = -8523.550060 Iteration 3Q: 3 clusters Score -8523.55 nChanged 52 ComputeScore: Raw -8797.414885 + Penalty 254.971748 = -8542.443137 Iteration 4Q: 3 clusters Score -8542.443 nChanged 37 ComputeScore: Raw -8816.079019 + Penalty 254.971748 = -8561.107271 Iteration 5Q: 3 clusters Score -8561.107 nChanged 40 ComputeScore: Raw -8840.666327 + Penalty 254.971748 = -8585.694578 Iteration 6Q: 3 clusters Score -8585.695 nChanged 46 ComputeScore: Raw -8875.075594 + Penalty 254.971748 = -8620.103845 Iteration 7Q: 3 clusters Score -8620.104 nChanged 43 ComputeScore: Raw -8910.368576 + Penalty 254.971748 = -8655.396828 Iteration 8Q: 3 clusters Score -8655.397 nChanged 46 ComputeScore: Raw -8950.489425 + Penalty 254.971748 = -8695.517676 Iteration 9Q: 3 clusters Score -8695.518 nChanged 50 ComputeScore: Raw -8982.493651 + Penalty 254.971748 = -8727.521903 Iteration 10Q: 3 clusters Score -8727.522 nChanged 38 ComputeScore: Raw -8995.986995 + Penalty 254.971748 = -8741.015247 Iteration 11Q: 3 clusters Score -8741.015 nChanged 20 ComputeScore: Raw -8999.851208 + Penalty 254.971748 = -8744.879460 Iteration 12Q: 3 clusters Score -8744.879 nChanged 10 ComputeScore: Raw -9002.515696 + Penalty 254.971748 = -8747.543947 Iteration 13Q: 3 clusters Score -8747.544 nChanged 5 ComputeScore: Raw -9004.012767 + Penalty 254.971748 = -8749.041018 Iteration 14Q: 3 clusters Score -8749.041 nChanged 7 ComputeScore: Raw -9004.816823 + Penalty 254.971748 = -8749.845074 Iteration 15Q: 3 clusters Score -8749.845 nChanged 5 ComputeScore: Raw -9005.404524 + Penalty 254.971748 = -8750.432775 Iteration 16Q: 3 clusters Score -8750.433 nChanged 4 ComputeScore: Raw -9005.953431 + Penalty 254.971748 = -8750.981682 Iteration 17Q: 3 clusters Score -8750.982 nChanged 4 ComputeScore: Raw -9007.201034 + Penalty 254.971748 = -8752.229285 Iteration 18Q: 3 clusters Score -8752.229 nChanged 9 ComputeScore: Raw -9009.759628 + Penalty 254.971748 = -8754.787880 Iteration 19Q: 3 clusters Score -8754.788 nChanged 10 ComputeScore: Raw -9011.287780 + Penalty 254.971748 = -8756.316031 Iteration 20F: 3 clusters Score -8756.316 nChanged 8 ComputeScore: Raw -9013.053416 + Penalty 254.971748 = -8758.081668 Iteration 21Q: 3 clusters Score -8758.082 nChanged 15 ComputeScore: Raw -9017.417192 + Penalty 254.971748 = -8762.445444 Iteration 22Q: 3 clusters Score -8762.445 nChanged 15 ComputeScore: Raw -9023.258633 + Penalty 254.971748 = -8768.286885 Iteration 23Q: 3 clusters Score -8768.287 nChanged 16 ComputeScore: Raw -9031.578750 + Penalty 254.971748 = -8776.607002 Iteration 24Q: 3 clusters Score -8776.607 nChanged 20 ComputeScore: Raw -9040.168728 + Penalty 254.971748 = -8785.196980 Iteration 25Q: 3 clusters Score -8785.197 nChanged 13 ComputeScore: Raw -9044.895716 + Penalty 254.971748 = -8789.923968 Iteration 26Q: 3 clusters Score -8789.924 nChanged 14 ComputeScore: Raw -9052.530121 + Penalty 254.971748 = -8797.558373 Iteration 27Q: 3 clusters Score -8797.558 nChanged 15 ComputeScore: Raw -9060.923276 + Penalty 254.971748 = -8805.951528 Iteration 28Q: 3 clusters Score -8805.952 nChanged 18 ComputeScore: Raw -9068.286368 + Penalty 254.971748 = -8813.314620 Iteration 29Q: 3 clusters Score -8813.315 nChanged 13 ComputeScore: Raw -9073.856643 + Penalty 254.971748 = -8818.884894 Iteration 30Q: 3 clusters Score -8818.885 nChanged 17 ComputeScore: Raw -9084.040974 + Penalty 254.971748 = -8829.069225 Iteration 31Q: 3 clusters Score -8829.069 nChanged 19 ComputeScore: Raw -9096.047689 + Penalty 254.971748 = -8841.075940 Iteration 32Q: 3 clusters Score -8841.076 nChanged 17 ComputeScore: Raw -9107.630165 + Penalty 254.971748 = -8852.658417 Iteration 33Q: 3 clusters Score -8852.658 nChanged 14 ComputeScore: Raw -9113.561455 + Penalty 254.971748 = -8858.589706 Iteration 34Q: 3 clusters Score -8858.59 nChanged 15 ComputeScore: Raw -9120.438089 + Penalty 254.971748 = -8865.466340 Iteration 35Q: 3 clusters Score -8865.466 nChanged 9 ComputeScore: Raw -9124.502009 + Penalty 254.971748 = -8869.530260 Iteration 36Q: 3 clusters Score -8869.53 nChanged 8 ComputeScore: Raw -9127.453055 + Penalty 254.971748 = -8872.481306 Iteration 37Q: 3 clusters Score -8872.481 nChanged 3 ComputeScore: Raw -9128.623550 + Penalty 254.971748 = -8873.651802 Iteration 38Q: 3 clusters Score -8873.652 nChanged 1 ComputeScore: Raw -9129.073347 + Penalty 254.971748 = -8874.101598 Iteration 39Q: 3 clusters Score -8874.102 nChanged 2 ComputeScore: Raw -9129.290885 + Penalty 254.971748 = -8874.319137 Iteration 40F: 3 clusters Score -8874.319 nChanged 0 Trying to split cluster 11 (3509 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32961.373022 + Penalty 146.935555 = -32814.437467 Iteration 0F: 2 clusters Score -32814.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30834.047822 + Penalty 293.871110 = -30540.176713 Iteration 0F: 3 clusters Score -30540.18 nChanged 1591 ComputeScore: Raw -31833.881326 + Penalty 293.871110 = -31540.010216 Iteration 1F: 3 clusters Score -31540.01 nChanged 330 ComputeScore: Raw -32101.246700 + Penalty 293.871110 = -31807.375590 Iteration 2F: 3 clusters Score -31807.38 nChanged 349 ComputeScore: Raw -32436.311177 + Penalty 293.871110 = -32142.440068 Iteration 3F: 3 clusters Score -32142.44 nChanged 268 ComputeScore: Raw -32722.024960 + Penalty 293.871110 = -32428.153851 Iteration 4F: 3 clusters Score -32428.15 nChanged 158 ComputeScore: Raw -32892.453871 + Penalty 293.871110 = -32598.582762 Iteration 5Q: 3 clusters Score -32598.58 nChanged 55 ComputeScore: Raw -32964.981976 + Penalty 293.871110 = -32671.110866 Iteration 6Q: 3 clusters Score -32671.11 nChanged 8 ComputeScore: Raw -32997.283213 + Penalty 293.871110 = -32703.412103 Iteration 7Q: 3 clusters Score -32703.41 nChanged 3 ComputeScore: Raw -33006.263354 + Penalty 293.871110 = -32712.392245 Iteration 8Q: 3 clusters Score -32712.39 nChanged 0 ComputeScore: Raw -33006.263354 + Penalty 293.871110 = -32712.392245 Iteration 9F: 3 clusters Score -32712.39 nChanged 0 Trying to split cluster 12 (5047 points) Assigned 2 initial classes randomly. ComputeScore: Raw -49038.330650 + Penalty 153.477887 = -48884.852763 Iteration 0F: 2 clusters Score -48884.85 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -45808.448538 + Penalty 306.955774 = -45501.492764 Iteration 0F: 3 clusters Score -45501.49 nChanged 2386 ComputeScore: Raw -47343.427997 + Penalty 306.955774 = -47036.472222 Iteration 1F: 3 clusters Score -47036.47 nChanged 325 ComputeScore: Raw -47591.357053 + Penalty 306.955774 = -47284.401278 Iteration 2F: 3 clusters Score -47284.4 nChanged 308 ComputeScore: Raw -47865.895657 + Penalty 306.955774 = -47558.939883 Iteration 3F: 3 clusters Score -47558.94 nChanged 282 ComputeScore: Raw -48076.436852 + Penalty 306.955774 = -47769.481077 Iteration 4F: 3 clusters Score -47769.48 nChanged 236 ComputeScore: Raw -48192.424911 + Penalty 306.955774 = -47885.469137 Iteration 5Q: 3 clusters Score -47885.47 nChanged 160 ComputeScore: Raw -48251.891696 + Penalty 306.955774 = -47944.935922 Iteration 6Q: 3 clusters Score -47944.94 nChanged 116 ComputeScore: Raw -48288.019326 + Penalty 306.955774 = -47981.063551 Iteration 7Q: 3 clusters Score -47981.06 nChanged 95 ComputeScore: Raw -48319.738487 + Penalty 306.955774 = -48012.782712 Iteration 8Q: 3 clusters Score -48012.78 nChanged 93 ComputeScore: Raw -48349.174998 + Penalty 306.955774 = -48042.219223 Iteration 9Q: 3 clusters Score -48042.22 nChanged 83 ComputeScore: Raw -48382.100440 + Penalty 306.955774 = -48075.144665 Iteration 10Q: 3 clusters Score -48075.14 nChanged 100 ComputeScore: Raw -48428.549998 + Penalty 306.955774 = -48121.594223 Iteration 11Q: 3 clusters Score -48121.59 nChanged 110 ComputeScore: Raw -48478.054195 + Penalty 306.955774 = -48171.098421 Iteration 12Q: 3 clusters Score -48171.1 nChanged 105 ComputeScore: Raw -48527.012415 + Penalty 306.955774 = -48220.056641 Iteration 13Q: 3 clusters Score -48220.06 nChanged 99 ComputeScore: Raw -48576.539890 + Penalty 306.955774 = -48269.584116 Iteration 14Q: 3 clusters Score -48269.58 nChanged 110 ComputeScore: Raw -48638.173464 + Penalty 306.955774 = -48331.217690 Iteration 15Q: 3 clusters Score -48331.22 nChanged 105 ComputeScore: Raw -48700.879830 + Penalty 306.955774 = -48393.924056 Iteration 16Q: 3 clusters Score -48393.92 nChanged 97 ComputeScore: Raw -48755.493025 + Penalty 306.955774 = -48448.537251 Iteration 17Q: 3 clusters Score -48448.54 nChanged 65 ComputeScore: Raw -48796.199620 + Penalty 306.955774 = -48489.243846 Iteration 18Q: 3 clusters Score -48489.24 nChanged 73 ComputeScore: Raw -48844.237725 + Penalty 306.955774 = -48537.281951 Iteration 19Q: 3 clusters Score -48537.28 nChanged 56 ComputeScore: Raw -48883.259297 + Penalty 306.955774 = -48576.303522 Iteration 20F: 3 clusters Score -48576.3 nChanged 54 ComputeScore: Raw -48918.681862 + Penalty 306.955774 = -48611.726088 Iteration 21Q: 3 clusters Score -48611.73 nChanged 36 ComputeScore: Raw -48938.367192 + Penalty 306.955774 = -48631.411418 Iteration 22Q: 3 clusters Score -48631.41 nChanged 35 ComputeScore: Raw -48966.033204 + Penalty 306.955774 = -48659.077430 Iteration 23Q: 3 clusters Score -48659.08 nChanged 32 ComputeScore: Raw -48988.985424 + Penalty 306.955774 = -48682.029650 Iteration 24Q: 3 clusters Score -48682.03 nChanged 33 ComputeScore: Raw -49015.408393 + Penalty 306.955774 = -48708.452619 Iteration 25Q: 3 clusters Score -48708.45 nChanged 20 ComputeScore: Raw -49027.587167 + Penalty 306.955774 = -48720.631392 Iteration 26Q: 3 clusters Score -48720.63 nChanged 11 ComputeScore: Raw -49036.638677 + Penalty 306.955774 = -48729.682903 Iteration 27Q: 3 clusters Score -48729.68 nChanged 5 ComputeScore: Raw -49038.733663 + Penalty 306.955774 = -48731.777888 Iteration 28Q: 3 clusters Score -48731.78 nChanged 5 ComputeScore: Raw -49042.712072 + Penalty 306.955774 = -48735.756298 Iteration 29Q: 3 clusters Score -48735.76 nChanged 3 ComputeScore: Raw -49046.144282 + Penalty 306.955774 = -48739.188508 Iteration 30Q: 3 clusters Score -48739.19 nChanged 1 ComputeScore: Raw -49046.966836 + Penalty 306.955774 = -48740.011062 Iteration 31Q: 3 clusters Score -48740.01 nChanged 2 ComputeScore: Raw -49049.729925 + Penalty 306.955774 = -48742.774151 Iteration 32Q: 3 clusters Score -48742.77 nChanged 2 ComputeScore: Raw -49052.829736 + Penalty 306.955774 = -48745.873962 Iteration 33Q: 3 clusters Score -48745.87 nChanged 3 ComputeScore: Raw -49055.433882 + Penalty 306.955774 = -48748.478108 Iteration 34Q: 3 clusters Score -48748.48 nChanged 1 ComputeScore: Raw -49055.632366 + Penalty 306.955774 = -48748.676592 Iteration 35Q: 3 clusters Score -48748.68 nChanged 1 ComputeScore: Raw -49055.856600 + Penalty 306.955774 = -48748.900826 Iteration 36Q: 3 clusters Score -48748.9 nChanged 0 ComputeScore: Raw -49055.856600 + Penalty 306.955774 = -48748.900826 Iteration 37F: 3 clusters Score -48748.9 nChanged 0 Trying to split cluster 13 (518 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6906.984589 + Penalty 112.499554 = -6794.485035 Iteration 0F: 2 clusters Score -6794.485 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6635.702407 + Penalty 224.999109 = -6410.703299 Iteration 0F: 3 clusters Score -6410.703 nChanged 200 ComputeScore: Raw -6754.601284 + Penalty 224.999109 = -6529.602175 Iteration 1F: 3 clusters Score -6529.602 nChanged 36 ComputeScore: Raw -6773.049217 + Penalty 224.999109 = -6548.050108 Iteration 2F: 3 clusters Score -6548.05 nChanged 18 ComputeScore: Raw -6785.456303 + Penalty 224.999109 = -6560.457194 Iteration 3Q: 3 clusters Score -6560.457 nChanged 17 ComputeScore: Raw -6794.877952 + Penalty 224.999109 = -6569.878843 Iteration 4Q: 3 clusters Score -6569.879 nChanged 10 ComputeScore: Raw -6798.451732 + Penalty 224.999109 = -6573.452624 Iteration 5Q: 3 clusters Score -6573.453 nChanged 4 ComputeScore: Raw -6801.283017 + Penalty 224.999109 = -6576.283909 Iteration 6Q: 3 clusters Score -6576.284 nChanged 7 ComputeScore: Raw -6805.157607 + Penalty 224.999109 = -6580.158498 Iteration 7Q: 3 clusters Score -6580.158 nChanged 7 ComputeScore: Raw -6806.853137 + Penalty 224.999109 = -6581.854028 Iteration 8Q: 3 clusters Score -6581.854 nChanged 2 ComputeScore: Raw -6807.084938 + Penalty 224.999109 = -6582.085829 Iteration 9Q: 3 clusters Score -6582.086 nChanged 0 ComputeScore: Raw -6807.084938 + Penalty 224.999109 = -6582.085829 Iteration 10F: 3 clusters Score -6582.086 nChanged 0 Trying to split cluster 14 (217 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1733.386818 + Penalty 96.838152 = -1636.548665 Iteration 0F: 2 clusters Score -1636.549 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1649.394219 + Penalty 193.676305 = -1455.717915 Iteration 0F: 3 clusters Score -1455.718 nChanged 75 ComputeScore: Raw -1711.466097 + Penalty 193.676305 = -1517.789792 Iteration 1F: 3 clusters Score -1517.79 nChanged 17 ComputeScore: Raw -1725.185584 + Penalty 193.676305 = -1531.509280 Iteration 2F: 3 clusters Score -1531.509 nChanged 10 ComputeScore: Raw -1731.452433 + Penalty 193.676305 = -1537.776128 Iteration 3Q: 3 clusters Score -1537.776 nChanged 8 ComputeScore: Raw -1739.654215 + Penalty 193.676305 = -1545.977911 Iteration 4Q: 3 clusters Score -1545.978 nChanged 9 ComputeScore: Raw -1749.882268 + Penalty 193.676305 = -1556.205964 Iteration 5Q: 3 clusters Score -1556.206 nChanged 11 ComputeScore: Raw -1760.257657 + Penalty 193.676305 = -1566.581353 Iteration 6F: 3 clusters Score -1566.581 nChanged 9 ComputeScore: Raw -1778.403196 + Penalty 193.676305 = -1584.726891 Iteration 7Q: 3 clusters Score -1584.727 nChanged 4 ComputeScore: Raw -1784.638422 + Penalty 193.676305 = -1590.962117 Iteration 8Q: 3 clusters Score -1590.962 nChanged 2 ComputeScore: Raw -1788.009341 + Penalty 193.676305 = -1594.333036 Iteration 9Q: 3 clusters Score -1594.333 nChanged 1 ComputeScore: Raw -1788.181472 + Penalty 193.676305 = -1594.505168 Iteration 10Q: 3 clusters Score -1594.505 nChanged 1 ComputeScore: Raw -1788.328897 + Penalty 193.676305 = -1594.652592 Iteration 11Q: 3 clusters Score -1594.653 nChanged 0 ComputeScore: Raw -1788.328897 + Penalty 193.676305 = -1594.652592 Iteration 12F: 3 clusters Score -1594.653 nChanged 0 Trying to split cluster 15 (294 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4093.979780 + Penalty 102.304436 = -3991.675345 Iteration 0F: 2 clusters Score -3991.675 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3953.071265 + Penalty 204.608872 = -3748.462393 Iteration 0F: 3 clusters Score -3748.462 nChanged 106 ComputeScore: Raw -4022.049728 + Penalty 204.608872 = -3817.440857 Iteration 1F: 3 clusters Score -3817.441 nChanged 18 ComputeScore: Raw -4033.589357 + Penalty 204.608872 = -3828.980485 Iteration 2F: 3 clusters Score -3828.98 nChanged 9 ComputeScore: Raw -4037.585495 + Penalty 204.608872 = -3832.976624 Iteration 3Q: 3 clusters Score -3832.977 nChanged 7 ComputeScore: Raw -4043.361308 + Penalty 204.608872 = -3838.752437 Iteration 4Q: 3 clusters Score -3838.752 nChanged 9 ComputeScore: Raw -4050.638531 + Penalty 204.608872 = -3846.029660 Iteration 5Q: 3 clusters Score -3846.03 nChanged 8 ComputeScore: Raw -4056.074534 + Penalty 204.608872 = -3851.465662 Iteration 6Q: 3 clusters Score -3851.466 nChanged 6 ComputeScore: Raw -4061.142975 + Penalty 204.608872 = -3856.534103 Iteration 7Q: 3 clusters Score -3856.534 nChanged 11 ComputeScore: Raw -4068.463778 + Penalty 204.608872 = -3863.854906 Iteration 8Q: 3 clusters Score -3863.855 nChanged 8 ComputeScore: Raw -4074.394709 + Penalty 204.608872 = -3869.785837 Iteration 9Q: 3 clusters Score -3869.786 nChanged 10 ComputeScore: Raw -4081.985359 + Penalty 204.608872 = -3877.376487 Iteration 10Q: 3 clusters Score -3877.376 nChanged 7 ComputeScore: Raw -4085.983025 + Penalty 204.608872 = -3881.374153 Iteration 11Q: 3 clusters Score -3881.374 nChanged 2 ComputeScore: Raw -4086.397662 + Penalty 204.608872 = -3881.788791 Iteration 12Q: 3 clusters Score -3881.789 nChanged 2 ComputeScore: Raw -4087.114020 + Penalty 204.608872 = -3882.505148 Iteration 13Q: 3 clusters Score -3882.505 nChanged 0 ComputeScore: Raw -4087.114020 + Penalty 204.608872 = -3882.505148 Iteration 14F: 3 clusters Score -3882.505 nChanged 0 Trying to split cluster 16 (803 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10288.496942 + Penalty 120.390385 = -10168.106557 Iteration 0F: 2 clusters Score -10168.11 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9841.735192 + Penalty 240.780770 = -9600.954422 Iteration 0F: 3 clusters Score -9600.954 nChanged 337 ComputeScore: Raw -10036.906254 + Penalty 240.780770 = -9796.125485 Iteration 1F: 3 clusters Score -9796.125 nChanged 59 ComputeScore: Raw -10070.428178 + Penalty 240.780770 = -9829.647408 Iteration 2F: 3 clusters Score -9829.647 nChanged 59 ComputeScore: Raw -10109.676437 + Penalty 240.780770 = -9868.895668 Iteration 3F: 3 clusters Score -9868.896 nChanged 53 ComputeScore: Raw -10156.440556 + Penalty 240.780770 = -9915.659786 Iteration 4F: 3 clusters Score -9915.66 nChanged 39 ComputeScore: Raw -10209.252186 + Penalty 240.780770 = -9968.471416 Iteration 5Q: 3 clusters Score -9968.471 nChanged 35 ComputeScore: Raw -10291.246986 + Penalty 240.780770 = -10050.466217 Iteration 6Q: 3 clusters Score -10050.47 nChanged 24 ComputeScore: Raw -10334.568979 + Penalty 240.780770 = -10093.788209 Iteration 7Q: 3 clusters Score -10093.79 nChanged 18 ComputeScore: Raw -10366.908204 + Penalty 240.780770 = -10126.127435 Iteration 8Q: 3 clusters Score -10126.13 nChanged 11 ComputeScore: Raw -10387.493221 + Penalty 240.780770 = -10146.712451 Iteration 9Q: 3 clusters Score -10146.71 nChanged 6 ComputeScore: Raw -10396.298611 + Penalty 240.780770 = -10155.517841 Iteration 10Q: 3 clusters Score -10155.52 nChanged 4 ComputeScore: Raw -10398.678535 + Penalty 240.780770 = -10157.897765 Iteration 11Q: 3 clusters Score -10157.9 nChanged 7 ComputeScore: Raw -10401.306482 + Penalty 240.780770 = -10160.525712 Iteration 12Q: 3 clusters Score -10160.53 nChanged 4 ComputeScore: Raw -10402.751231 + Penalty 240.780770 = -10161.970462 Iteration 13Q: 3 clusters Score -10161.97 nChanged 2 ComputeScore: Raw -10403.632787 + Penalty 240.780770 = -10162.852018 Iteration 14Q: 3 clusters Score -10162.85 nChanged 1 ComputeScore: Raw -10403.819078 + Penalty 240.780770 = -10163.038308 Iteration 15Q: 3 clusters Score -10163.04 nChanged 0 ComputeScore: Raw -10403.819078 + Penalty 240.780770 = -10163.038308 Iteration 16F: 3 clusters Score -10163.04 nChanged 0 Trying to split cluster 17 (600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7166.810716 + Penalty 115.144734 = -7051.665982 Iteration 0F: 2 clusters Score -7051.666 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6841.794452 + Penalty 230.289468 = -6611.504985 Iteration 0F: 3 clusters Score -6611.505 nChanged 271 ComputeScore: Raw -6977.643097 + Penalty 230.289468 = -6747.353630 Iteration 1F: 3 clusters Score -6747.354 nChanged 52 ComputeScore: Raw -7010.963877 + Penalty 230.289468 = -6780.674409 Iteration 2F: 3 clusters Score -6780.674 nChanged 34 ComputeScore: Raw -7027.202316 + Penalty 230.289468 = -6796.912849 Iteration 3F: 3 clusters Score -6796.913 nChanged 21 ComputeScore: Raw -7039.547373 + Penalty 230.289468 = -6809.257905 Iteration 4Q: 3 clusters Score -6809.258 nChanged 28 ComputeScore: Raw -7057.140074 + Penalty 230.289468 = -6826.850606 Iteration 5Q: 3 clusters Score -6826.851 nChanged 26 ComputeScore: Raw -7078.941396 + Penalty 230.289468 = -6848.651929 Iteration 6Q: 3 clusters Score -6848.652 nChanged 21 ComputeScore: Raw -7099.572645 + Penalty 230.289468 = -6869.283177 Iteration 7Q: 3 clusters Score -6869.283 nChanged 17 ComputeScore: Raw -7111.674077 + Penalty 230.289468 = -6881.384610 Iteration 8Q: 3 clusters Score -6881.385 nChanged 19 ComputeScore: Raw -7118.173330 + Penalty 230.289468 = -6887.883862 Iteration 9Q: 3 clusters Score -6887.884 nChanged 6 ComputeScore: Raw -7120.448097 + Penalty 230.289468 = -6890.158629 Iteration 10Q: 3 clusters Score -6890.159 nChanged 6 ComputeScore: Raw -7122.123979 + Penalty 230.289468 = -6891.834511 Iteration 11Q: 3 clusters Score -6891.835 nChanged 6 ComputeScore: Raw -7123.605496 + Penalty 230.289468 = -6893.316029 Iteration 12Q: 3 clusters Score -6893.316 nChanged 2 ComputeScore: Raw -7123.990285 + Penalty 230.289468 = -6893.700818 Iteration 13Q: 3 clusters Score -6893.701 nChanged 1 ComputeScore: Raw -7124.177567 + Penalty 230.289468 = -6893.888100 Iteration 14Q: 3 clusters Score -6893.888 nChanged 2 ComputeScore: Raw -7124.554797 + Penalty 230.289468 = -6894.265329 Iteration 15Q: 3 clusters Score -6894.265 nChanged 3 ComputeScore: Raw -7125.456048 + Penalty 230.289468 = -6895.166580 Iteration 16Q: 3 clusters Score -6895.167 nChanged 2 ComputeScore: Raw -7125.789535 + Penalty 230.289468 = -6895.500068 Iteration 17Q: 3 clusters Score -6895.5 nChanged 2 ComputeScore: Raw -7126.086654 + Penalty 230.289468 = -6895.797186 Iteration 18Q: 3 clusters Score -6895.797 nChanged 0 ComputeScore: Raw -7126.086654 + Penalty 230.289468 = -6895.797186 Iteration 19F: 3 clusters Score -6895.797 nChanged 0 Trying to split cluster 18 (223 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3258.247558 + Penalty 97.329092 = -3160.918466 Iteration 0F: 2 clusters Score -3160.918 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3154.363159 + Penalty 194.658184 = -2959.704975 Iteration 0F: 3 clusters Score -2959.705 nChanged 86 ComputeScore: Raw -3205.257187 + Penalty 194.658184 = -3010.599003 Iteration 1F: 3 clusters Score -3010.599 nChanged 17 ComputeScore: Raw -3218.668718 + Penalty 194.658184 = -3024.010534 Iteration 2F: 3 clusters Score -3024.011 nChanged 14 ComputeScore: Raw -3232.828580 + Penalty 194.658184 = -3038.170396 Iteration 3F: 3 clusters Score -3038.17 nChanged 8 ComputeScore: Raw -3239.135067 + Penalty 194.658184 = -3044.476883 Iteration 4Q: 3 clusters Score -3044.477 nChanged 3 ComputeScore: Raw -3243.282756 + Penalty 194.658184 = -3048.624572 Iteration 5Q: 3 clusters Score -3048.625 nChanged 6 ComputeScore: Raw -3245.351428 + Penalty 194.658184 = -3050.693244 Iteration 6Q: 3 clusters Score -3050.693 nChanged 2 ComputeScore: Raw -3249.611322 + Penalty 194.658184 = -3054.953138 Iteration 7Q: 3 clusters Score -3054.953 nChanged 3 ComputeScore: Raw -3252.150945 + Penalty 194.658184 = -3057.492761 Iteration 8Q: 3 clusters Score -3057.493 nChanged 3 ComputeScore: Raw -3253.529819 + Penalty 194.658184 = -3058.871636 Iteration 9Q: 3 clusters Score -3058.872 nChanged 4 ComputeScore: Raw -3255.476037 + Penalty 194.658184 = -3060.817854 Iteration 10Q: 3 clusters Score -3060.818 nChanged 3 ComputeScore: Raw -3257.283180 + Penalty 194.658184 = -3062.624996 Iteration 11Q: 3 clusters Score -3062.625 nChanged 2 ComputeScore: Raw -3258.532503 + Penalty 194.658184 = -3063.874319 Iteration 12Q: 3 clusters Score -3063.874 nChanged 2 ComputeScore: Raw -3260.346781 + Penalty 194.658184 = -3065.688597 Iteration 13Q: 3 clusters Score -3065.689 nChanged 1 ComputeScore: Raw -3260.884826 + Penalty 194.658184 = -3066.226642 Iteration 14Q: 3 clusters Score -3066.227 nChanged 0 ComputeScore: Raw -3260.884826 + Penalty 194.658184 = -3066.226642 Iteration 15F: 3 clusters Score -3066.227 nChanged 0 Trying to split cluster 19 (3384 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32531.809934 + Penalty 146.282647 = -32385.527287 Iteration 0F: 2 clusters Score -32385.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30432.104005 + Penalty 292.565294 = -30139.538711 Iteration 0F: 3 clusters Score -30139.54 nChanged 1561 ComputeScore: Raw -31322.021884 + Penalty 292.565294 = -31029.456590 Iteration 1F: 3 clusters Score -31029.46 nChanged 167 ComputeScore: Raw -31381.025933 + Penalty 292.565294 = -31088.460639 Iteration 2Q: 3 clusters Score -31088.46 nChanged 151 ComputeScore: Raw -31445.672123 + Penalty 292.565294 = -31153.106829 Iteration 3Q: 3 clusters Score -31153.11 nChanged 165 ComputeScore: Raw -31522.135811 + Penalty 292.565294 = -31229.570517 Iteration 4Q: 3 clusters Score -31229.57 nChanged 160 ComputeScore: Raw -31613.206896 + Penalty 292.565294 = -31320.641602 Iteration 5Q: 3 clusters Score -31320.64 nChanged 186 ComputeScore: Raw -31722.667523 + Penalty 292.565294 = -31430.102229 Iteration 6F: 3 clusters Score -31430.1 nChanged 181 ComputeScore: Raw -31822.883606 + Penalty 292.565294 = -31530.318312 Iteration 7F: 3 clusters Score -31530.32 nChanged 135 ComputeScore: Raw -31894.836502 + Penalty 292.565294 = -31602.271208 Iteration 8Q: 3 clusters Score -31602.27 nChanged 105 ComputeScore: Raw -31951.514290 + Penalty 292.565294 = -31658.948996 Iteration 9Q: 3 clusters Score -31658.95 nChanged 85 ComputeScore: Raw -31991.883304 + Penalty 292.565294 = -31699.318010 Iteration 10Q: 3 clusters Score -31699.32 nChanged 82 ComputeScore: Raw -32027.101041 + Penalty 292.565294 = -31734.535747 Iteration 11Q: 3 clusters Score -31734.54 nChanged 79 ComputeScore: Raw -32058.542800 + Penalty 292.565294 = -31765.977506 Iteration 12Q: 3 clusters Score -31765.98 nChanged 77 ComputeScore: Raw -32090.471404 + Penalty 292.565294 = -31797.906110 Iteration 13Q: 3 clusters Score -31797.91 nChanged 79 ComputeScore: Raw -32122.045671 + Penalty 292.565294 = -31829.480377 Iteration 14Q: 3 clusters Score -31829.48 nChanged 67 ComputeScore: Raw -32149.379006 + Penalty 292.565294 = -31856.813712 Iteration 15Q: 3 clusters Score -31856.81 nChanged 71 ComputeScore: Raw -32183.885126 + Penalty 292.565294 = -31891.319832 Iteration 16Q: 3 clusters Score -31891.32 nChanged 70 ComputeScore: Raw -32220.965060 + Penalty 292.565294 = -31928.399766 Iteration 17Q: 3 clusters Score -31928.4 nChanged 70 ComputeScore: Raw -32259.553228 + Penalty 292.565294 = -31966.987934 Iteration 18Q: 3 clusters Score -31966.99 nChanged 70 ComputeScore: Raw -32297.555963 + Penalty 292.565294 = -32004.990670 Iteration 19Q: 3 clusters Score -32004.99 nChanged 62 ComputeScore: Raw -32332.938256 + Penalty 292.565294 = -32040.372962 Iteration 20F: 3 clusters Score -32040.37 nChanged 59 ComputeScore: Raw -32366.524008 + Penalty 292.565294 = -32073.958714 Iteration 21Q: 3 clusters Score -32073.96 nChanged 51 ComputeScore: Raw -32400.505325 + Penalty 292.565294 = -32107.940031 Iteration 22Q: 3 clusters Score -32107.94 nChanged 42 ComputeScore: Raw -32429.466728 + Penalty 292.565294 = -32136.901434 Iteration 23Q: 3 clusters Score -32136.9 nChanged 45 ComputeScore: Raw -32463.739436 + Penalty 292.565294 = -32171.174142 Iteration 24Q: 3 clusters Score -32171.17 nChanged 30 ComputeScore: Raw -32483.700881 + Penalty 292.565294 = -32191.135587 Iteration 25Q: 3 clusters Score -32191.14 nChanged 22 ComputeScore: Raw -32500.779793 + Penalty 292.565294 = -32208.214499 Iteration 26Q: 3 clusters Score -32208.21 nChanged 16 ComputeScore: Raw -32508.430560 + Penalty 292.565294 = -32215.865266 Iteration 27Q: 3 clusters Score -32215.87 nChanged 9 ComputeScore: Raw -32514.154268 + Penalty 292.565294 = -32221.588974 Iteration 28Q: 3 clusters Score -32221.59 nChanged 11 ComputeScore: Raw -32520.282566 + Penalty 292.565294 = -32227.717272 Iteration 29Q: 3 clusters Score -32227.72 nChanged 8 ComputeScore: Raw -32523.781761 + Penalty 292.565294 = -32231.216467 Iteration 30Q: 3 clusters Score -32231.22 nChanged 8 ComputeScore: Raw -32529.363892 + Penalty 292.565294 = -32236.798598 Iteration 31Q: 3 clusters Score -32236.8 nChanged 6 ComputeScore: Raw -32532.378587 + Penalty 292.565294 = -32239.813293 Iteration 32Q: 3 clusters Score -32239.81 nChanged 3 ComputeScore: Raw -32534.826630 + Penalty 292.565294 = -32242.261337 Iteration 33Q: 3 clusters Score -32242.26 nChanged 3 ComputeScore: Raw -32537.971445 + Penalty 292.565294 = -32245.406151 Iteration 34Q: 3 clusters Score -32245.41 nChanged 3 ComputeScore: Raw -32541.817381 + Penalty 292.565294 = -32249.252087 Iteration 35Q: 3 clusters Score -32249.25 nChanged 2 ComputeScore: Raw -32543.254666 + Penalty 292.565294 = -32250.689372 Iteration 36Q: 3 clusters Score -32250.69 nChanged 2 ComputeScore: Raw -32545.096162 + Penalty 292.565294 = -32252.530868 Iteration 37Q: 3 clusters Score -32252.53 nChanged 1 ComputeScore: Raw -32547.746650 + Penalty 292.565294 = -32255.181356 Iteration 38Q: 3 clusters Score -32255.18 nChanged 1 ComputeScore: Raw -32552.277779 + Penalty 292.565294 = -32259.712485 Iteration 39Q: 3 clusters Score -32259.71 nChanged 1 ComputeScore: Raw -32555.325484 + Penalty 292.565294 = -32262.760190 Iteration 40F: 3 clusters Score -32262.76 nChanged 2 ComputeScore: Raw -32556.928414 + Penalty 292.565294 = -32264.363120 Iteration 41Q: 3 clusters Score -32264.36 nChanged 1 ComputeScore: Raw -32557.193439 + Penalty 292.565294 = -32264.628145 Iteration 42Q: 3 clusters Score -32264.63 nChanged 0 ComputeScore: Raw -32557.193439 + Penalty 292.565294 = -32264.628145 Iteration 43F: 3 clusters Score -32264.63 nChanged 0 Trying to split cluster 20 (1880 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22245.687197 + Penalty 135.702487 = -22109.984710 Iteration 0F: 2 clusters Score -22109.98 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21093.216311 + Penalty 271.404974 = -20821.811337 Iteration 0F: 3 clusters Score -20821.81 nChanged 872 ComputeScore: Raw -21612.128123 + Penalty 271.404974 = -21340.723149 Iteration 1F: 3 clusters Score -21340.72 nChanged 126 ComputeScore: Raw -21672.119254 + Penalty 271.404974 = -21400.714280 Iteration 2F: 3 clusters Score -21400.71 nChanged 96 ComputeScore: Raw -21712.272528 + Penalty 271.404974 = -21440.867554 Iteration 3F: 3 clusters Score -21440.87 nChanged 77 ComputeScore: Raw -21741.711742 + Penalty 271.404974 = -21470.306768 Iteration 4Q: 3 clusters Score -21470.31 nChanged 70 ComputeScore: Raw -21767.494193 + Penalty 271.404974 = -21496.089219 Iteration 5Q: 3 clusters Score -21496.09 nChanged 65 ComputeScore: Raw -21792.437514 + Penalty 271.404974 = -21521.032540 Iteration 6Q: 3 clusters Score -21521.03 nChanged 52 ComputeScore: Raw -21811.618393 + Penalty 271.404974 = -21540.213419 Iteration 7Q: 3 clusters Score -21540.21 nChanged 52 ComputeScore: Raw -21824.739641 + Penalty 271.404974 = -21553.334667 Iteration 8Q: 3 clusters Score -21553.33 nChanged 36 ComputeScore: Raw -21835.352149 + Penalty 271.404974 = -21563.947175 Iteration 9Q: 3 clusters Score -21563.95 nChanged 33 ComputeScore: Raw -21847.417370 + Penalty 271.404974 = -21576.012396 Iteration 10Q: 3 clusters Score -21576.01 nChanged 30 ComputeScore: Raw -21858.654678 + Penalty 271.404974 = -21587.249704 Iteration 11Q: 3 clusters Score -21587.25 nChanged 37 ComputeScore: Raw -21875.995242 + Penalty 271.404974 = -21604.590268 Iteration 12Q: 3 clusters Score -21604.59 nChanged 40 ComputeScore: Raw -21897.146507 + Penalty 271.404974 = -21625.741533 Iteration 13Q: 3 clusters Score -21625.74 nChanged 40 ComputeScore: Raw -21917.607571 + Penalty 271.404974 = -21646.202597 Iteration 14Q: 3 clusters Score -21646.2 nChanged 50 ComputeScore: Raw -21946.681161 + Penalty 271.404974 = -21675.276187 Iteration 15Q: 3 clusters Score -21675.28 nChanged 46 ComputeScore: Raw -21967.370932 + Penalty 271.404974 = -21695.965958 Iteration 16Q: 3 clusters Score -21695.97 nChanged 42 ComputeScore: Raw -21985.881507 + Penalty 271.404974 = -21714.476533 Iteration 17Q: 3 clusters Score -21714.48 nChanged 43 ComputeScore: Raw -22006.358076 + Penalty 271.404974 = -21734.953102 Iteration 18Q: 3 clusters Score -21734.95 nChanged 39 ComputeScore: Raw -22021.385283 + Penalty 271.404974 = -21749.980309 Iteration 19Q: 3 clusters Score -21749.98 nChanged 25 ComputeScore: Raw -22032.022578 + Penalty 271.404974 = -21760.617604 Iteration 20F: 3 clusters Score -21760.62 nChanged 34 ComputeScore: Raw -22048.424280 + Penalty 271.404974 = -21777.019306 Iteration 21Q: 3 clusters Score -21777.02 nChanged 32 ComputeScore: Raw -22068.988421 + Penalty 271.404974 = -21797.583447 Iteration 22Q: 3 clusters Score -21797.58 nChanged 33 ComputeScore: Raw -22085.765663 + Penalty 271.404974 = -21814.360689 Iteration 23Q: 3 clusters Score -21814.36 nChanged 31 ComputeScore: Raw -22103.620245 + Penalty 271.404974 = -21832.215271 Iteration 24Q: 3 clusters Score -21832.22 nChanged 27 ComputeScore: Raw -22116.992528 + Penalty 271.404974 = -21845.587554 Iteration 25Q: 3 clusters Score -21845.59 nChanged 17 ComputeScore: Raw -22121.770727 + Penalty 271.404974 = -21850.365753 Iteration 26Q: 3 clusters Score -21850.37 nChanged 14 ComputeScore: Raw -22124.955615 + Penalty 271.404974 = -21853.550640 Iteration 27Q: 3 clusters Score -21853.55 nChanged 11 ComputeScore: Raw -22127.481147 + Penalty 271.404974 = -21856.076173 Iteration 28Q: 3 clusters Score -21856.08 nChanged 12 ComputeScore: Raw -22130.796497 + Penalty 271.404974 = -21859.391523 Iteration 29Q: 3 clusters Score -21859.39 nChanged 10 ComputeScore: Raw -22133.069425 + Penalty 271.404974 = -21861.664451 Iteration 30Q: 3 clusters Score -21861.66 nChanged 5 ComputeScore: Raw -22134.860590 + Penalty 271.404974 = -21863.455616 Iteration 31Q: 3 clusters Score -21863.46 nChanged 6 ComputeScore: Raw -22138.307090 + Penalty 271.404974 = -21866.902116 Iteration 32Q: 3 clusters Score -21866.9 nChanged 8 ComputeScore: Raw -22141.034663 + Penalty 271.404974 = -21869.629689 Iteration 33Q: 3 clusters Score -21869.63 nChanged 9 ComputeScore: Raw -22143.170775 + Penalty 271.404974 = -21871.765801 Iteration 34Q: 3 clusters Score -21871.77 nChanged 7 ComputeScore: Raw -22145.119344 + Penalty 271.404974 = -21873.714370 Iteration 35Q: 3 clusters Score -21873.71 nChanged 7 ComputeScore: Raw -22147.851973 + Penalty 271.404974 = -21876.446999 Iteration 36Q: 3 clusters Score -21876.45 nChanged 6 ComputeScore: Raw -22149.207825 + Penalty 271.404974 = -21877.802851 Iteration 37Q: 3 clusters Score -21877.8 nChanged 11 ComputeScore: Raw -22153.215240 + Penalty 271.404974 = -21881.810266 Iteration 38Q: 3 clusters Score -21881.81 nChanged 14 ComputeScore: Raw -22161.301019 + Penalty 271.404974 = -21889.896045 Iteration 39Q: 3 clusters Score -21889.9 nChanged 15 ComputeScore: Raw -22172.070361 + Penalty 271.404974 = -21900.665387 Iteration 40F: 3 clusters Score -21900.67 nChanged 14 ComputeScore: Raw -22180.467070 + Penalty 271.404974 = -21909.062096 Iteration 41Q: 3 clusters Score -21909.06 nChanged 12 ComputeScore: Raw -22185.653810 + Penalty 271.404974 = -21914.248836 Iteration 42Q: 3 clusters Score -21914.25 nChanged 11 ComputeScore: Raw -22189.238907 + Penalty 271.404974 = -21917.833933 Iteration 43Q: 3 clusters Score -21917.83 nChanged 6 ComputeScore: Raw -22191.245321 + Penalty 271.404974 = -21919.840346 Iteration 44Q: 3 clusters Score -21919.84 nChanged 7 ComputeScore: Raw -22193.777033 + Penalty 271.404974 = -21922.372059 Iteration 45Q: 3 clusters Score -21922.37 nChanged 3 ComputeScore: Raw -22194.512948 + Penalty 271.404974 = -21923.107974 Iteration 46Q: 3 clusters Score -21923.11 nChanged 0 ComputeScore: Raw -22194.512948 + Penalty 271.404974 = -21923.107974 Iteration 47F: 3 clusters Score -21923.11 nChanged 0 Trying to split cluster 21 (11105 points) Assigned 2 initial classes randomly. ComputeScore: Raw -95517.079756 + Penalty 167.672713 = -95349.407043 Iteration 0F: 2 clusters Score -95349.41 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -88242.079605 + Penalty 335.345427 = -87906.734179 Iteration 0F: 3 clusters Score -87906.73 nChanged 5383 ComputeScore: Raw -92087.732983 + Penalty 335.345427 = -91752.387557 Iteration 1F: 3 clusters Score -91752.39 nChanged 894 ComputeScore: Raw -92850.811986 + Penalty 335.345427 = -92515.466560 Iteration 2F: 3 clusters Score -92515.47 nChanged 963 ComputeScore: Raw -93723.729937 + Penalty 335.345427 = -93388.384511 Iteration 3F: 3 clusters Score -93388.38 nChanged 841 ComputeScore: Raw -94520.091035 + Penalty 335.345427 = -94184.745608 Iteration 4F: 3 clusters Score -94184.75 nChanged 581 ComputeScore: Raw -95046.161681 + Penalty 335.345427 = -94710.816255 Iteration 5F: 3 clusters Score -94710.82 nChanged 292 ComputeScore: Raw -95283.264488 + Penalty 335.345427 = -94947.919061 Iteration 6Q: 3 clusters Score -94947.92 nChanged 161 ComputeScore: Raw -95402.966564 + Penalty 335.345427 = -95067.621137 Iteration 7Q: 3 clusters Score -95067.62 nChanged 81 ComputeScore: Raw -95453.378903 + Penalty 335.345427 = -95118.033477 Iteration 8Q: 3 clusters Score -95118.03 nChanged 45 ComputeScore: Raw -95481.513106 + Penalty 335.345427 = -95146.167679 Iteration 9Q: 3 clusters Score -95146.17 nChanged 27 ComputeScore: Raw -95497.201073 + Penalty 335.345427 = -95161.855647 Iteration 10Q: 3 clusters Score -95161.86 nChanged 15 ComputeScore: Raw -95507.437511 + Penalty 335.345427 = -95172.092085 Iteration 11Q: 3 clusters Score -95172.09 nChanged 9 ComputeScore: Raw -95512.848305 + Penalty 335.345427 = -95177.502879 Iteration 12Q: 3 clusters Score -95177.5 nChanged 10 ComputeScore: Raw -95519.590284 + Penalty 335.345427 = -95184.244858 Iteration 13Q: 3 clusters Score -95184.24 nChanged 5 ComputeScore: Raw -95524.635107 + Penalty 335.345427 = -95189.289681 Iteration 14Q: 3 clusters Score -95189.29 nChanged 4 ComputeScore: Raw -95526.814488 + Penalty 335.345427 = -95191.469062 Iteration 15Q: 3 clusters Score -95191.47 nChanged 2 ComputeScore: Raw -95528.129114 + Penalty 335.345427 = -95192.783687 Iteration 16Q: 3 clusters Score -95192.78 nChanged 2 ComputeScore: Raw -95528.798797 + Penalty 335.345427 = -95193.453371 Iteration 17Q: 3 clusters Score -95193.45 nChanged 0 ComputeScore: Raw -95528.798797 + Penalty 335.345427 = -95193.453371 Iteration 18F: 3 clusters Score -95193.45 nChanged 0 Trying to split cluster 22 (210 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2921.370214 + Penalty 96.247936 = -2825.122279 Iteration 0F: 2 clusters Score -2825.122 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2819.289662 + Penalty 192.495871 = -2626.793791 Iteration 0F: 3 clusters Score -2626.794 nChanged 80 ComputeScore: Raw -2876.796284 + Penalty 192.495871 = -2684.300413 Iteration 1F: 3 clusters Score -2684.3 nChanged 22 ComputeScore: Raw -2904.255329 + Penalty 192.495871 = -2711.759458 Iteration 2F: 3 clusters Score -2711.759 nChanged 12 ComputeScore: Raw -2914.387963 + Penalty 192.495871 = -2721.892092 Iteration 3F: 3 clusters Score -2721.892 nChanged 3 ComputeScore: Raw -2917.818049 + Penalty 192.495871 = -2725.322178 Iteration 4Q: 3 clusters Score -2725.322 nChanged 1 ComputeScore: Raw -2918.596909 + Penalty 192.495871 = -2726.101037 Iteration 5Q: 3 clusters Score -2726.101 nChanged 2 ComputeScore: Raw -2920.420158 + Penalty 192.495871 = -2727.924287 Iteration 6Q: 3 clusters Score -2727.924 nChanged 5 ComputeScore: Raw -2926.233308 + Penalty 192.495871 = -2733.737436 Iteration 7Q: 3 clusters Score -2733.737 nChanged 2 ComputeScore: Raw -2931.397343 + Penalty 192.495871 = -2738.901472 Iteration 8Q: 3 clusters Score -2738.901 nChanged 3 ComputeScore: Raw -2934.601080 + Penalty 192.495871 = -2742.105209 Iteration 9Q: 3 clusters Score -2742.105 nChanged 2 ComputeScore: Raw -2938.582887 + Penalty 192.495871 = -2746.087015 Iteration 10Q: 3 clusters Score -2746.087 nChanged 1 ComputeScore: Raw -2939.771389 + Penalty 192.495871 = -2747.275518 Iteration 11Q: 3 clusters Score -2747.276 nChanged 1 ComputeScore: Raw -2940.556826 + Penalty 192.495871 = -2748.060955 Iteration 12Q: 3 clusters Score -2748.061 nChanged 0 ComputeScore: Raw -2940.556826 + Penalty 192.495871 = -2748.060955 Iteration 13F: 3 clusters Score -2748.061 nChanged 0 Trying to split cluster 23 (453 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5800.418736 + Penalty 110.086058 = -5690.332678 Iteration 0F: 2 clusters Score -5690.333 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5565.734893 + Penalty 220.172117 = -5345.562776 Iteration 0F: 3 clusters Score -5345.563 nChanged 180 ComputeScore: Raw -5679.514865 + Penalty 220.172117 = -5459.342748 Iteration 1F: 3 clusters Score -5459.343 nChanged 25 ComputeScore: Raw -5693.545362 + Penalty 220.172117 = -5473.373246 Iteration 2F: 3 clusters Score -5473.373 nChanged 16 ComputeScore: Raw -5710.752602 + Penalty 220.172117 = -5490.580486 Iteration 3Q: 3 clusters Score -5490.58 nChanged 21 ComputeScore: Raw -5726.718657 + Penalty 220.172117 = -5506.546541 Iteration 4Q: 3 clusters Score -5506.547 nChanged 11 ComputeScore: Raw -5734.081767 + Penalty 220.172117 = -5513.909650 Iteration 5Q: 3 clusters Score -5513.91 nChanged 13 ComputeScore: Raw -5743.533437 + Penalty 220.172117 = -5523.361321 Iteration 6Q: 3 clusters Score -5523.361 nChanged 11 ComputeScore: Raw -5750.684353 + Penalty 220.172117 = -5530.512237 Iteration 7Q: 3 clusters Score -5530.512 nChanged 7 ComputeScore: Raw -5753.597511 + Penalty 220.172117 = -5533.425395 Iteration 8Q: 3 clusters Score -5533.425 nChanged 7 ComputeScore: Raw -5756.703205 + Penalty 220.172117 = -5536.531088 Iteration 9Q: 3 clusters Score -5536.531 nChanged 7 ComputeScore: Raw -5762.209561 + Penalty 220.172117 = -5542.037445 Iteration 10Q: 3 clusters Score -5542.037 nChanged 8 ComputeScore: Raw -5765.199648 + Penalty 220.172117 = -5545.027532 Iteration 11Q: 3 clusters Score -5545.028 nChanged 3 ComputeScore: Raw -5766.192994 + Penalty 220.172117 = -5546.020878 Iteration 12Q: 3 clusters Score -5546.021 nChanged 4 ComputeScore: Raw -5768.669781 + Penalty 220.172117 = -5548.497665 Iteration 13Q: 3 clusters Score -5548.498 nChanged 5 ComputeScore: Raw -5772.337227 + Penalty 220.172117 = -5552.165111 Iteration 14Q: 3 clusters Score -5552.165 nChanged 4 ComputeScore: Raw -5775.151352 + Penalty 220.172117 = -5554.979236 Iteration 15Q: 3 clusters Score -5554.979 nChanged 5 ComputeScore: Raw -5777.625089 + Penalty 220.172117 = -5557.452972 Iteration 16Q: 3 clusters Score -5557.453 nChanged 5 ComputeScore: Raw -5781.043173 + Penalty 220.172117 = -5560.871057 Iteration 17Q: 3 clusters Score -5560.871 nChanged 3 ComputeScore: Raw -5782.790407 + Penalty 220.172117 = -5562.618291 Iteration 18Q: 3 clusters Score -5562.618 nChanged 1 ComputeScore: Raw -5783.016538 + Penalty 220.172117 = -5562.844421 Iteration 19Q: 3 clusters Score -5562.844 nChanged 1 ComputeScore: Raw -5783.163803 + Penalty 220.172117 = -5562.991686 Iteration 20F: 3 clusters Score -5562.992 nChanged 0 Trying to split cluster 24 (943 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9915.633393 + Penalty 123.283193 = -9792.350200 Iteration 0F: 2 clusters Score -9792.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9386.861477 + Penalty 246.566386 = -9140.295091 Iteration 0F: 3 clusters Score -9140.295 nChanged 416 ComputeScore: Raw -9620.885555 + Penalty 246.566386 = -9374.319169 Iteration 1F: 3 clusters Score -9374.319 nChanged 75 ComputeScore: Raw -9663.147670 + Penalty 246.566386 = -9416.581283 Iteration 2F: 3 clusters Score -9416.581 nChanged 55 ComputeScore: Raw -9695.092775 + Penalty 246.566386 = -9448.526389 Iteration 3F: 3 clusters Score -9448.526 nChanged 59 ComputeScore: Raw -9744.430801 + Penalty 246.566386 = -9497.864415 Iteration 4F: 3 clusters Score -9497.864 nChanged 66 ComputeScore: Raw -9807.113613 + Penalty 246.566386 = -9560.547226 Iteration 5F: 3 clusters Score -9560.547 nChanged 57 ComputeScore: Raw -9866.368930 + Penalty 246.566386 = -9619.802544 Iteration 6F: 3 clusters Score -9619.803 nChanged 33 ComputeScore: Raw -9896.470678 + Penalty 246.566386 = -9649.904292 Iteration 7Q: 3 clusters Score -9649.904 nChanged 17 ComputeScore: Raw -9912.515411 + Penalty 246.566386 = -9665.949025 Iteration 8Q: 3 clusters Score -9665.949 nChanged 8 ComputeScore: Raw -9918.921337 + Penalty 246.566386 = -9672.354951 Iteration 9Q: 3 clusters Score -9672.355 nChanged 5 ComputeScore: Raw -9924.222880 + Penalty 246.566386 = -9677.656494 Iteration 10Q: 3 clusters Score -9677.656 nChanged 4 ComputeScore: Raw -9928.894358 + Penalty 246.566386 = -9682.327972 Iteration 11Q: 3 clusters Score -9682.328 nChanged 2 ComputeScore: Raw -9933.010522 + Penalty 246.566386 = -9686.444136 Iteration 12Q: 3 clusters Score -9686.444 nChanged 1 ComputeScore: Raw -9934.223353 + Penalty 246.566386 = -9687.656967 Iteration 13Q: 3 clusters Score -9687.657 nChanged 0 ComputeScore: Raw -9934.223353 + Penalty 246.566386 = -9687.656967 Iteration 14F: 3 clusters Score -9687.657 nChanged 0 Trying to split cluster 25 (2173 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21309.482403 + Penalty 138.309552 = -21171.172851 Iteration 0F: 2 clusters Score -21171.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -19959.010789 + Penalty 276.619103 = -19682.391686 Iteration 0F: 3 clusters Score -19682.39 nChanged 1018 ComputeScore: Raw -20572.870654 + Penalty 276.619103 = -20296.251551 Iteration 1F: 3 clusters Score -20296.25 nChanged 187 ComputeScore: Raw -20708.483395 + Penalty 276.619103 = -20431.864292 Iteration 2F: 3 clusters Score -20431.86 nChanged 188 ComputeScore: Raw -20847.164463 + Penalty 276.619103 = -20570.545360 Iteration 3F: 3 clusters Score -20570.55 nChanged 161 ComputeScore: Raw -20976.851173 + Penalty 276.619103 = -20700.232070 Iteration 4F: 3 clusters Score -20700.23 nChanged 127 ComputeScore: Raw -21082.194466 + Penalty 276.619103 = -20805.575363 Iteration 5F: 3 clusters Score -20805.58 nChanged 93 ComputeScore: Raw -21156.811179 + Penalty 276.619103 = -20880.192076 Iteration 6Q: 3 clusters Score -20880.19 nChanged 76 ComputeScore: Raw -21223.544232 + Penalty 276.619103 = -20946.925129 Iteration 7Q: 3 clusters Score -20946.93 nChanged 46 ComputeScore: Raw -21264.177228 + Penalty 276.619103 = -20987.558125 Iteration 8Q: 3 clusters Score -20987.56 nChanged 29 ComputeScore: Raw -21288.682405 + Penalty 276.619103 = -21012.063302 Iteration 9Q: 3 clusters Score -21012.06 nChanged 14 ComputeScore: Raw -21303.770044 + Penalty 276.619103 = -21027.150940 Iteration 10Q: 3 clusters Score -21027.15 nChanged 12 ComputeScore: Raw -21318.942838 + Penalty 276.619103 = -21042.323734 Iteration 11Q: 3 clusters Score -21042.32 nChanged 5 ComputeScore: Raw -21324.871898 + Penalty 276.619103 = -21048.252795 Iteration 12Q: 3 clusters Score -21048.25 nChanged 2 ComputeScore: Raw -21325.717056 + Penalty 276.619103 = -21049.097953 Iteration 13Q: 3 clusters Score -21049.1 nChanged 1 ComputeScore: Raw -21326.996067 + Penalty 276.619103 = -21050.376963 Iteration 14Q: 3 clusters Score -21050.38 nChanged 3 ComputeScore: Raw -21329.379207 + Penalty 276.619103 = -21052.760104 Iteration 15Q: 3 clusters Score -21052.76 nChanged 3 ComputeScore: Raw -21330.981062 + Penalty 276.619103 = -21054.361959 Iteration 16Q: 3 clusters Score -21054.36 nChanged 4 ComputeScore: Raw -21333.076954 + Penalty 276.619103 = -21056.457851 Iteration 17Q: 3 clusters Score -21056.46 nChanged 3 ComputeScore: Raw -21340.963157 + Penalty 276.619103 = -21064.344054 Iteration 18Q: 3 clusters Score -21064.34 nChanged 2 ComputeScore: Raw -21343.301541 + Penalty 276.619103 = -21066.682437 Iteration 19Q: 3 clusters Score -21066.68 nChanged 0 ComputeScore: Raw -21343.301541 + Penalty 276.619103 = -21066.682437 Iteration 20F: 3 clusters Score -21066.68 nChanged 0 Trying to split cluster 26 (451 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6508.050172 + Penalty 110.006412 = -6398.043760 Iteration 0F: 2 clusters Score -6398.044 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6281.805089 + Penalty 220.012824 = -6061.792264 Iteration 0F: 3 clusters Score -6061.792 nChanged 186 ComputeScore: Raw -6380.172140 + Penalty 220.012824 = -6160.159316 Iteration 1F: 3 clusters Score -6160.159 nChanged 29 ComputeScore: Raw -6401.895961 + Penalty 220.012824 = -6181.883137 Iteration 2F: 3 clusters Score -6181.883 nChanged 22 ComputeScore: Raw -6415.012586 + Penalty 220.012824 = -6194.999762 Iteration 3Q: 3 clusters Score -6195 nChanged 20 ComputeScore: Raw -6428.890323 + Penalty 220.012824 = -6208.877499 Iteration 4Q: 3 clusters Score -6208.877 nChanged 11 ComputeScore: Raw -6441.285663 + Penalty 220.012824 = -6221.272839 Iteration 5Q: 3 clusters Score -6221.273 nChanged 13 ComputeScore: Raw -6453.014394 + Penalty 220.012824 = -6233.001569 Iteration 6Q: 3 clusters Score -6233.002 nChanged 15 ComputeScore: Raw -6462.280243 + Penalty 220.012824 = -6242.267419 Iteration 7Q: 3 clusters Score -6242.267 nChanged 9 ComputeScore: Raw -6466.106425 + Penalty 220.012824 = -6246.093601 Iteration 8Q: 3 clusters Score -6246.094 nChanged 7 ComputeScore: Raw -6470.156038 + Penalty 220.012824 = -6250.143213 Iteration 9Q: 3 clusters Score -6250.143 nChanged 9 ComputeScore: Raw -6476.530474 + Penalty 220.012824 = -6256.517650 Iteration 10Q: 3 clusters Score -6256.518 nChanged 5 ComputeScore: Raw -6483.218514 + Penalty 220.012824 = -6263.205690 Iteration 11Q: 3 clusters Score -6263.206 nChanged 8 ComputeScore: Raw -6486.220522 + Penalty 220.012824 = -6266.207698 Iteration 12Q: 3 clusters Score -6266.208 nChanged 3 ComputeScore: Raw -6486.658888 + Penalty 220.012824 = -6266.646064 Iteration 13Q: 3 clusters Score -6266.646 nChanged 1 ComputeScore: Raw -6487.492418 + Penalty 220.012824 = -6267.479594 Iteration 14Q: 3 clusters Score -6267.48 nChanged 3 ComputeScore: Raw -6490.933640 + Penalty 220.012824 = -6270.920816 Iteration 15Q: 3 clusters Score -6270.921 nChanged 3 ComputeScore: Raw -6493.439397 + Penalty 220.012824 = -6273.426573 Iteration 16Q: 3 clusters Score -6273.427 nChanged 2 ComputeScore: Raw -6494.577079 + Penalty 220.012824 = -6274.564255 Iteration 17Q: 3 clusters Score -6274.564 nChanged 3 ComputeScore: Raw -6503.484077 + Penalty 220.012824 = -6283.471253 Iteration 18Q: 3 clusters Score -6283.471 nChanged 6 ComputeScore: Raw -6512.290407 + Penalty 220.012824 = -6292.277583 Iteration 19Q: 3 clusters Score -6292.278 nChanged 4 ComputeScore: Raw -6517.593753 + Penalty 220.012824 = -6297.580929 Iteration 20F: 3 clusters Score -6297.581 nChanged 3 ComputeScore: Raw -6519.144485 + Penalty 220.012824 = -6299.131661 Iteration 21Q: 3 clusters Score -6299.132 nChanged 0 ComputeScore: Raw -6519.144485 + Penalty 220.012824 = -6299.131661 Iteration 22F: 3 clusters Score -6299.132 nChanged 0 Trying to split cluster 27 (448 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5453.945405 + Penalty 109.886278 = -5344.059126 Iteration 0F: 2 clusters Score -5344.059 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5216.327133 + Penalty 219.772556 = -4996.554576 Iteration 0F: 3 clusters Score -4996.555 nChanged 168 ComputeScore: Raw -5358.463176 + Penalty 219.772556 = -5138.690619 Iteration 1F: 3 clusters Score -5138.691 nChanged 32 ComputeScore: Raw -5378.767697 + Penalty 219.772556 = -5158.995140 Iteration 2F: 3 clusters Score -5158.995 nChanged 19 ComputeScore: Raw -5390.654402 + Penalty 219.772556 = -5170.881846 Iteration 3Q: 3 clusters Score -5170.882 nChanged 19 ComputeScore: Raw -5405.298286 + Penalty 219.772556 = -5185.525730 Iteration 4Q: 3 clusters Score -5185.526 nChanged 18 ComputeScore: Raw -5425.180736 + Penalty 219.772556 = -5205.408179 Iteration 5Q: 3 clusters Score -5205.408 nChanged 17 ComputeScore: Raw -5437.803843 + Penalty 219.772556 = -5218.031286 Iteration 6Q: 3 clusters Score -5218.031 nChanged 6 ComputeScore: Raw -5444.798320 + Penalty 219.772556 = -5225.025764 Iteration 7Q: 3 clusters Score -5225.026 nChanged 8 ComputeScore: Raw -5459.451377 + Penalty 219.772556 = -5239.678820 Iteration 8Q: 3 clusters Score -5239.679 nChanged 3 ComputeScore: Raw -5461.915953 + Penalty 219.772556 = -5242.143397 Iteration 9Q: 3 clusters Score -5242.143 nChanged 2 ComputeScore: Raw -5462.608485 + Penalty 219.772556 = -5242.835929 Iteration 10Q: 3 clusters Score -5242.836 nChanged 0 ComputeScore: Raw -5462.608485 + Penalty 219.772556 = -5242.835929 Iteration 11F: 3 clusters Score -5242.836 nChanged 0 Trying to split cluster 28 (1113 points) Assigned 2 initial classes randomly. ComputeScore: Raw -13235.902328 + Penalty 126.266658 = -13109.635669 Iteration 0F: 2 clusters Score -13109.64 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -12587.287688 + Penalty 252.533317 = -12334.754371 Iteration 0F: 3 clusters Score -12334.75 nChanged 507 ComputeScore: Raw -12882.860648 + Penalty 252.533317 = -12630.327331 Iteration 1F: 3 clusters Score -12630.33 nChanged 83 ComputeScore: Raw -12936.694945 + Penalty 252.533317 = -12684.161628 Iteration 2F: 3 clusters Score -12684.16 nChanged 73 ComputeScore: Raw -12993.829020 + Penalty 252.533317 = -12741.295703 Iteration 3F: 3 clusters Score -12741.3 nChanged 67 ComputeScore: Raw -13046.954653 + Penalty 252.533317 = -12794.421337 Iteration 4F: 3 clusters Score -12794.42 nChanged 55 ComputeScore: Raw -13101.089721 + Penalty 252.533317 = -12848.556404 Iteration 5Q: 3 clusters Score -12848.56 nChanged 41 ComputeScore: Raw -13153.464069 + Penalty 252.533317 = -12900.930752 Iteration 6Q: 3 clusters Score -12900.93 nChanged 33 ComputeScore: Raw -13196.171168 + Penalty 252.533317 = -12943.637851 Iteration 7Q: 3 clusters Score -12943.64 nChanged 32 ComputeScore: Raw -13238.050751 + Penalty 252.533317 = -12985.517434 Iteration 8Q: 3 clusters Score -12985.52 nChanged 23 ComputeScore: Raw -13271.807665 + Penalty 252.533317 = -13019.274348 Iteration 9Q: 3 clusters Score -13019.27 nChanged 34 ComputeScore: Raw -13366.827353 + Penalty 252.533317 = -13114.294037 Iteration 10Q: 3 clusters Score -13114.29 nChanged 20 ComputeScore: Raw -13476.601405 + Penalty 252.533317 = -13224.068088 Iteration 11Q: 3 clusters Score -13224.07 nChanged 7 ComputeScore: Raw -13512.005422 + Penalty 252.533317 = -13259.472105 Iteration 12Q: 3 clusters Score -13259.47 nChanged 3 ComputeScore: Raw -13514.750240 + Penalty 252.533317 = -13262.216923 Iteration 13Q: 3 clusters Score -13262.22 nChanged 0 ComputeScore: Raw -13514.750240 + Penalty 252.533317 = -13262.216923 Iteration 14F: 3 clusters Score -13262.22 nChanged 0 ComputeScore: Raw -538096.719866 + Penalty 6517.053028 = -531579.666838Splitting cluster 28 changes total score from -531504.476833 to -531579.666838 So it's getting split into cluster 32. Trying to split cluster 29 (4416 points) Assigned 2 initial classes randomly. ComputeScore: Raw -40531.738349 + Penalty 151.073813 = -40380.664536 Iteration 0F: 2 clusters Score -40380.66 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37774.037625 + Penalty 302.147625 = -37471.889999 Iteration 0F: 3 clusters Score -37471.89 nChanged 2080 ComputeScore: Raw -39016.171074 + Penalty 302.147625 = -38714.023449 Iteration 1F: 3 clusters Score -38714.02 nChanged 313 ComputeScore: Raw -39226.512656 + Penalty 302.147625 = -38924.365031 Iteration 2F: 3 clusters Score -38924.37 nChanged 316 ComputeScore: Raw -39462.135791 + Penalty 302.147625 = -39159.988166 Iteration 3F: 3 clusters Score -39159.99 nChanged 290 ComputeScore: Raw -39667.937492 + Penalty 302.147625 = -39365.789867 Iteration 4F: 3 clusters Score -39365.79 nChanged 220 ComputeScore: Raw -39770.765033 + Penalty 302.147625 = -39468.617407 Iteration 5Q: 3 clusters Score -39468.62 nChanged 130 ComputeScore: Raw -39821.783021 + Penalty 302.147625 = -39519.635395 Iteration 6Q: 3 clusters Score -39519.64 nChanged 98 ComputeScore: Raw -39865.626625 + Penalty 302.147625 = -39563.479000 Iteration 7Q: 3 clusters Score -39563.48 nChanged 108 ComputeScore: Raw -39916.104656 + Penalty 302.147625 = -39613.957031 Iteration 8Q: 3 clusters Score -39613.96 nChanged 110 ComputeScore: Raw -39986.609921 + Penalty 302.147625 = -39684.462296 Iteration 9Q: 3 clusters Score -39684.46 nChanged 146 ComputeScore: Raw -40112.169662 + Penalty 302.147625 = -39810.022037 Iteration 10Q: 3 clusters Score -39810.02 nChanged 137 ComputeScore: Raw -40238.741838 + Penalty 302.147625 = -39936.594213 Iteration 11Q: 3 clusters Score -39936.59 nChanged 136 ComputeScore: Raw -40349.255696 + Penalty 302.147625 = -40047.108071 Iteration 12Q: 3 clusters Score -40047.11 nChanged 119 ComputeScore: Raw -40432.525122 + Penalty 302.147625 = -40130.377496 Iteration 13Q: 3 clusters Score -40130.38 nChanged 92 ComputeScore: Raw -40499.357223 + Penalty 302.147625 = -40197.209598 Iteration 14Q: 3 clusters Score -40197.21 nChanged 76 ComputeScore: Raw -40547.521931 + Penalty 302.147625 = -40245.374306 Iteration 15Q: 3 clusters Score -40245.37 nChanged 49 ComputeScore: Raw -40562.985432 + Penalty 302.147625 = -40260.837807 Iteration 16Q: 3 clusters Score -40260.84 nChanged 30 ComputeScore: Raw -40572.697550 + Penalty 302.147625 = -40270.549925 Iteration 17Q: 3 clusters Score -40270.55 nChanged 17 ComputeScore: Raw -40581.181248 + Penalty 302.147625 = -40279.033623 Iteration 18Q: 3 clusters Score -40279.03 nChanged 13 ComputeScore: Raw -40584.840113 + Penalty 302.147625 = -40282.692488 Iteration 19Q: 3 clusters Score -40282.69 nChanged 13 ComputeScore: Raw -40592.393886 + Penalty 302.147625 = -40290.246261 Iteration 20F: 3 clusters Score -40290.25 nChanged 12 ComputeScore: Raw -40593.846653 + Penalty 302.147625 = -40291.699028 Iteration 21Q: 3 clusters Score -40291.7 nChanged 12 ComputeScore: Raw -40595.255243 + Penalty 302.147625 = -40293.107617 Iteration 22Q: 3 clusters Score -40293.11 nChanged 12 ComputeScore: Raw -40596.245634 + Penalty 302.147625 = -40294.098009 Iteration 23Q: 3 clusters Score -40294.1 nChanged 9 ComputeScore: Raw -40596.786011 + Penalty 302.147625 = -40294.638386 Iteration 24Q: 3 clusters Score -40294.64 nChanged 4 ComputeScore: Raw -40596.867396 + Penalty 302.147625 = -40294.719771 Iteration 25Q: 3 clusters Score -40294.72 nChanged 0 ComputeScore: Raw -40596.867396 + Penalty 302.147625 = -40294.719771 Iteration 26F: 3 clusters Score -40294.72 nChanged 0 Trying to split cluster 30 (245 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3757.546391 + Penalty 99.022648 = -3658.523743 Iteration 0F: 2 clusters Score -3658.524 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3631.450098 + Penalty 198.045296 = -3433.404803 Iteration 0F: 3 clusters Score -3433.405 nChanged 101 ComputeScore: Raw -3700.568469 + Penalty 198.045296 = -3502.523173 Iteration 1F: 3 clusters Score -3502.523 nChanged 18 ComputeScore: Raw -3710.639442 + Penalty 198.045296 = -3512.594147 Iteration 2F: 3 clusters Score -3512.594 nChanged 8 ComputeScore: Raw -3716.389718 + Penalty 198.045296 = -3518.344423 Iteration 3Q: 3 clusters Score -3518.344 nChanged 8 ComputeScore: Raw -3721.265551 + Penalty 198.045296 = -3523.220255 Iteration 4Q: 3 clusters Score -3523.22 nChanged 6 ComputeScore: Raw -3723.915855 + Penalty 198.045296 = -3525.870559 Iteration 5Q: 3 clusters Score -3525.871 nChanged 4 ComputeScore: Raw -3724.730894 + Penalty 198.045296 = -3526.685598 Iteration 6Q: 3 clusters Score -3526.686 nChanged 3 ComputeScore: Raw -3725.269212 + Penalty 198.045296 = -3527.223916 Iteration 7Q: 3 clusters Score -3527.224 nChanged 1 ComputeScore: Raw -3725.818692 + Penalty 198.045296 = -3527.773396 Iteration 8Q: 3 clusters Score -3527.773 nChanged 2 ComputeScore: Raw -3726.182396 + Penalty 198.045296 = -3528.137100 Iteration 9Q: 3 clusters Score -3528.137 nChanged 1 ComputeScore: Raw -3726.416784 + Penalty 198.045296 = -3528.371488 Iteration 10Q: 3 clusters Score -3528.371 nChanged 0 ComputeScore: Raw -3726.416784 + Penalty 198.045296 = -3528.371488 Iteration 11F: 3 clusters Score -3528.371 nChanged 0 Trying to split cluster 31 (743 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9310.474738 + Penalty 118.992529 = -9191.482209 Iteration 0F: 2 clusters Score -9191.482 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8941.822377 + Penalty 237.985058 = -8703.837320 Iteration 0F: 3 clusters Score -8703.837 nChanged 287 ComputeScore: Raw -9102.054101 + Penalty 237.985058 = -8864.069043 Iteration 1F: 3 clusters Score -8864.069 nChanged 54 ComputeScore: Raw -9139.834072 + Penalty 237.985058 = -8901.849015 Iteration 2F: 3 clusters Score -8901.849 nChanged 42 ComputeScore: Raw -9168.649922 + Penalty 237.985058 = -8930.664864 Iteration 3F: 3 clusters Score -8930.665 nChanged 36 ComputeScore: Raw -9195.705499 + Penalty 237.985058 = -8957.720441 Iteration 4Q: 3 clusters Score -8957.72 nChanged 32 ComputeScore: Raw -9216.791703 + Penalty 237.985058 = -8978.806646 Iteration 5Q: 3 clusters Score -8978.807 nChanged 28 ComputeScore: Raw -9238.282672 + Penalty 237.985058 = -9000.297615 Iteration 6Q: 3 clusters Score -9000.298 nChanged 27 ComputeScore: Raw -9258.832180 + Penalty 237.985058 = -9020.847122 Iteration 7Q: 3 clusters Score -9020.847 nChanged 17 ComputeScore: Raw -9271.656907 + Penalty 237.985058 = -9033.671849 Iteration 8Q: 3 clusters Score -9033.672 nChanged 15 ComputeScore: Raw -9285.746470 + Penalty 237.985058 = -9047.761413 Iteration 9Q: 3 clusters Score -9047.761 nChanged 11 ComputeScore: Raw -9302.817953 + Penalty 237.985058 = -9064.832895 Iteration 10Q: 3 clusters Score -9064.833 nChanged 7 ComputeScore: Raw -9314.407889 + Penalty 237.985058 = -9076.422832 Iteration 11Q: 3 clusters Score -9076.423 nChanged 2 ComputeScore: Raw -9321.146356 + Penalty 237.985058 = -9083.161298 Iteration 12Q: 3 clusters Score -9083.161 nChanged 0 ComputeScore: Raw -9321.146356 + Penalty 237.985058 = -9083.161298 Iteration 13F: 3 clusters Score -9083.161 nChanged 0 ConsiderDeletion: ComputeScore: Raw -538166.809764 + Penalty 6517.053028 = -531649.756736Iteration 217F: 33 clusters Score -531649.8 nChanged 64 ConsiderDeletion: ComputeScore: Raw -538297.382481 + Penalty 6517.053028 = -531780.329452Iteration 218Q: 33 clusters Score -531780.3 nChanged 39 ConsiderDeletion: ComputeScore: Raw -538338.059041 + Penalty 6517.053028 = -531821.006013Iteration 219Q: 33 clusters Score -531821 nChanged 17 ConsiderDeletion: ComputeScore: Raw -538340.889511 + Penalty 6517.053028 = -531823.836483Iteration 220F: 33 clusters Score -531823.8 nChanged 1 ConsiderDeletion: ComputeScore: Raw -538340.941199 + Penalty 6517.053028 = -531823.888171Iteration 221Q: 33 clusters Score -531823.9 nChanged 0 ConsiderDeletion: ComputeScore: Raw -538340.941199 + Penalty 6517.053028 = -531823.888171Iteration 222F: 33 clusters Score -531823.9 nChanged 0 ComputeScore: Raw -538340.941199 + Penalty 6517.053028 = -531823.888171Trying to split cluster 1 (386 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5071.983740 + Penalty 107.205073 = -4964.778667 Iteration 0F: 2 clusters Score -4964.779 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4871.993406 + Penalty 214.410145 = -4657.583261 Iteration 0F: 3 clusters Score -4657.583 nChanged 154 ComputeScore: Raw -5000.123918 + Penalty 214.410145 = -4785.713772 Iteration 1F: 3 clusters Score -4785.714 nChanged 27 ComputeScore: Raw -5025.538580 + Penalty 214.410145 = -4811.128435 Iteration 2F: 3 clusters Score -4811.128 nChanged 11 ComputeScore: Raw -5038.856025 + Penalty 214.410145 = -4824.445880 Iteration 3Q: 3 clusters Score -4824.446 nChanged 9 ComputeScore: Raw -5047.300880 + Penalty 214.410145 = -4832.890735 Iteration 4Q: 3 clusters Score -4832.891 nChanged 8 ComputeScore: Raw -5055.655144 + Penalty 214.410145 = -4841.244998 Iteration 5Q: 3 clusters Score -4841.245 nChanged 6 ComputeScore: Raw -5062.505227 + Penalty 214.410145 = -4848.095082 Iteration 6Q: 3 clusters Score -4848.095 nChanged 3 ComputeScore: Raw -5064.792572 + Penalty 214.410145 = -4850.382427 Iteration 7Q: 3 clusters Score -4850.382 nChanged 5 ComputeScore: Raw -5068.993197 + Penalty 214.410145 = -4854.583052 Iteration 8Q: 3 clusters Score -4854.583 nChanged 4 ComputeScore: Raw -5071.419674 + Penalty 214.410145 = -4857.009529 Iteration 9Q: 3 clusters Score -4857.01 nChanged 4 ComputeScore: Raw -5073.646427 + Penalty 214.410145 = -4859.236282 Iteration 10Q: 3 clusters Score -4859.236 nChanged 3 ComputeScore: Raw -5074.919817 + Penalty 214.410145 = -4860.509671 Iteration 11Q: 3 clusters Score -4860.51 nChanged 3 ComputeScore: Raw -5077.499002 + Penalty 214.410145 = -4863.088856 Iteration 12Q: 3 clusters Score -4863.089 nChanged 2 ComputeScore: Raw -5077.925551 + Penalty 214.410145 = -4863.515406 Iteration 13Q: 3 clusters Score -4863.515 nChanged 2 ComputeScore: Raw -5078.429131 + Penalty 214.410145 = -4864.018985 Iteration 14Q: 3 clusters Score -4864.019 nChanged 1 ComputeScore: Raw -5079.043530 + Penalty 214.410145 = -4864.633385 Iteration 15Q: 3 clusters Score -4864.633 nChanged 1 ComputeScore: Raw -5079.615743 + Penalty 214.410145 = -4865.205597 Iteration 16Q: 3 clusters Score -4865.206 nChanged 1 ComputeScore: Raw -5079.785239 + Penalty 214.410145 = -4865.375094 Iteration 17Q: 3 clusters Score -4865.375 nChanged 0 ComputeScore: Raw -5079.785239 + Penalty 214.410145 = -4865.375094 Iteration 18F: 3 clusters Score -4865.375 nChanged 0 Trying to split cluster 2 (358 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2983.986276 + Penalty 105.849594 = -2878.136682 Iteration 0F: 2 clusters Score -2878.137 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2811.109096 + Penalty 211.699188 = -2599.409908 Iteration 0F: 3 clusters Score -2599.41 nChanged 140 ComputeScore: Raw -2908.143503 + Penalty 211.699188 = -2696.444315 Iteration 1F: 3 clusters Score -2696.444 nChanged 24 ComputeScore: Raw -2921.754108 + Penalty 211.699188 = -2710.054921 Iteration 2F: 3 clusters Score -2710.055 nChanged 14 ComputeScore: Raw -2932.024133 + Penalty 211.699188 = -2720.324945 Iteration 3Q: 3 clusters Score -2720.325 nChanged 9 ComputeScore: Raw -2939.264657 + Penalty 211.699188 = -2727.565470 Iteration 4Q: 3 clusters Score -2727.565 nChanged 8 ComputeScore: Raw -2947.629066 + Penalty 211.699188 = -2735.929879 Iteration 5Q: 3 clusters Score -2735.93 nChanged 9 ComputeScore: Raw -2954.230599 + Penalty 211.699188 = -2742.531412 Iteration 6Q: 3 clusters Score -2742.531 nChanged 5 ComputeScore: Raw -2956.766207 + Penalty 211.699188 = -2745.067020 Iteration 7Q: 3 clusters Score -2745.067 nChanged 7 ComputeScore: Raw -2959.584917 + Penalty 211.699188 = -2747.885729 Iteration 8Q: 3 clusters Score -2747.886 nChanged 4 ComputeScore: Raw -2961.950014 + Penalty 211.699188 = -2750.250826 Iteration 9Q: 3 clusters Score -2750.251 nChanged 7 ComputeScore: Raw -2965.564812 + Penalty 211.699188 = -2753.865625 Iteration 10Q: 3 clusters Score -2753.866 nChanged 4 ComputeScore: Raw -2969.310604 + Penalty 211.699188 = -2757.611417 Iteration 11Q: 3 clusters Score -2757.611 nChanged 9 ComputeScore: Raw -2977.024980 + Penalty 211.699188 = -2765.325793 Iteration 12Q: 3 clusters Score -2765.326 nChanged 10 ComputeScore: Raw -2995.615822 + Penalty 211.699188 = -2783.916635 Iteration 13Q: 3 clusters Score -2783.917 nChanged 15 ComputeScore: Raw -3014.879702 + Penalty 211.699188 = -2803.180514 Iteration 14Q: 3 clusters Score -2803.181 nChanged 15 ComputeScore: Raw -3023.303776 + Penalty 211.699188 = -2811.604588 Iteration 15Q: 3 clusters Score -2811.605 nChanged 6 ComputeScore: Raw -3027.994235 + Penalty 211.699188 = -2816.295048 Iteration 16Q: 3 clusters Score -2816.295 nChanged 6 ComputeScore: Raw -3031.875211 + Penalty 211.699188 = -2820.176024 Iteration 17Q: 3 clusters Score -2820.176 nChanged 3 ComputeScore: Raw -3033.019816 + Penalty 211.699188 = -2821.320628 Iteration 18Q: 3 clusters Score -2821.321 nChanged 1 ComputeScore: Raw -3033.381756 + Penalty 211.699188 = -2821.682569 Iteration 19Q: 3 clusters Score -2821.683 nChanged 2 ComputeScore: Raw -3034.525284 + Penalty 211.699188 = -2822.826097 Iteration 20F: 3 clusters Score -2822.826 nChanged 0 Trying to split cluster 3 (286 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4323.149462 + Penalty 101.807853 = -4221.341610 Iteration 0F: 2 clusters Score -4221.342 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4186.784876 + Penalty 203.615705 = -3983.169170 Iteration 0F: 3 clusters Score -3983.169 nChanged 115 ComputeScore: Raw -4262.461956 + Penalty 203.615705 = -4058.846251 Iteration 1F: 3 clusters Score -4058.846 nChanged 18 ComputeScore: Raw -4278.045910 + Penalty 203.615705 = -4074.430205 Iteration 2F: 3 clusters Score -4074.43 nChanged 13 ComputeScore: Raw -4294.180381 + Penalty 203.615705 = -4090.564676 Iteration 3Q: 3 clusters Score -4090.565 nChanged 10 ComputeScore: Raw -4303.184185 + Penalty 203.615705 = -4099.568479 Iteration 4Q: 3 clusters Score -4099.568 nChanged 8 ComputeScore: Raw -4309.998117 + Penalty 203.615705 = -4106.382412 Iteration 5Q: 3 clusters Score -4106.382 nChanged 5 ComputeScore: Raw -4314.446231 + Penalty 203.615705 = -4110.830525 Iteration 6Q: 3 clusters Score -4110.831 nChanged 4 ComputeScore: Raw -4315.624792 + Penalty 203.615705 = -4112.009086 Iteration 7Q: 3 clusters Score -4112.009 nChanged 4 ComputeScore: Raw -4319.114975 + Penalty 203.615705 = -4115.499270 Iteration 8Q: 3 clusters Score -4115.499 nChanged 4 ComputeScore: Raw -4320.771896 + Penalty 203.615705 = -4117.156191 Iteration 9Q: 3 clusters Score -4117.156 nChanged 0 ComputeScore: Raw -4320.771896 + Penalty 203.615705 = -4117.156191 Iteration 10F: 3 clusters Score -4117.156 nChanged 0 Trying to split cluster 4 (4774 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42506.839732 + Penalty 152.476917 = -42354.362815 Iteration 0F: 2 clusters Score -42354.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39524.882410 + Penalty 304.953833 = -39219.928577 Iteration 0F: 3 clusters Score -39219.93 nChanged 2196 ComputeScore: Raw -40973.329893 + Penalty 304.953833 = -40668.376060 Iteration 1F: 3 clusters Score -40668.38 nChanged 303 ComputeScore: Raw -41141.166103 + Penalty 304.953833 = -40836.212270 Iteration 2F: 3 clusters Score -40836.21 nChanged 283 ComputeScore: Raw -41314.933127 + Penalty 304.953833 = -41009.979294 Iteration 3F: 3 clusters Score -41009.98 nChanged 261 ComputeScore: Raw -41478.692947 + Penalty 304.953833 = -41173.739114 Iteration 4F: 3 clusters Score -41173.74 nChanged 241 ComputeScore: Raw -41603.815354 + Penalty 304.953833 = -41298.861521 Iteration 5F: 3 clusters Score -41298.86 nChanged 153 ComputeScore: Raw -41654.116673 + Penalty 304.953833 = -41349.162840 Iteration 6Q: 3 clusters Score -41349.16 nChanged 92 ComputeScore: Raw -41676.704394 + Penalty 304.953833 = -41371.750561 Iteration 7Q: 3 clusters Score -41371.75 nChanged 57 ComputeScore: Raw -41688.722730 + Penalty 304.953833 = -41383.768897 Iteration 8Q: 3 clusters Score -41383.77 nChanged 55 ComputeScore: Raw -41702.291632 + Penalty 304.953833 = -41397.337799 Iteration 9Q: 3 clusters Score -41397.34 nChanged 76 ComputeScore: Raw -41728.215199 + Penalty 304.953833 = -41423.261366 Iteration 10Q: 3 clusters Score -41423.26 nChanged 75 ComputeScore: Raw -41754.470626 + Penalty 304.953833 = -41449.516793 Iteration 11Q: 3 clusters Score -41449.52 nChanged 74 ComputeScore: Raw -41782.172073 + Penalty 304.953833 = -41477.218240 Iteration 12Q: 3 clusters Score -41477.22 nChanged 101 ComputeScore: Raw -41820.105719 + Penalty 304.953833 = -41515.151886 Iteration 13Q: 3 clusters Score -41515.15 nChanged 98 ComputeScore: Raw -41854.236326 + Penalty 304.953833 = -41549.282493 Iteration 14Q: 3 clusters Score -41549.28 nChanged 92 ComputeScore: Raw -41896.903223 + Penalty 304.953833 = -41591.949390 Iteration 15Q: 3 clusters Score -41591.95 nChanged 94 ComputeScore: Raw -41944.801941 + Penalty 304.953833 = -41639.848108 Iteration 16Q: 3 clusters Score -41639.85 nChanged 105 ComputeScore: Raw -41994.570402 + Penalty 304.953833 = -41689.616569 Iteration 17Q: 3 clusters Score -41689.62 nChanged 109 ComputeScore: Raw -42042.069744 + Penalty 304.953833 = -41737.115911 Iteration 18Q: 3 clusters Score -41737.12 nChanged 116 ComputeScore: Raw -42095.103947 + Penalty 304.953833 = -41790.150114 Iteration 19Q: 3 clusters Score -41790.15 nChanged 95 ComputeScore: Raw -42134.849598 + Penalty 304.953833 = -41829.895765 Iteration 20F: 3 clusters Score -41829.9 nChanged 78 ComputeScore: Raw -42162.434790 + Penalty 304.953833 = -41857.480957 Iteration 21Q: 3 clusters Score -41857.48 nChanged 55 ComputeScore: Raw -42180.379694 + Penalty 304.953833 = -41875.425861 Iteration 22Q: 3 clusters Score -41875.43 nChanged 57 ComputeScore: Raw -42200.601814 + Penalty 304.953833 = -41895.647981 Iteration 23Q: 3 clusters Score -41895.65 nChanged 62 ComputeScore: Raw -42224.050865 + Penalty 304.953833 = -41919.097032 Iteration 24Q: 3 clusters Score -41919.1 nChanged 53 ComputeScore: Raw -42242.113077 + Penalty 304.953833 = -41937.159244 Iteration 25Q: 3 clusters Score -41937.16 nChanged 51 ComputeScore: Raw -42260.925609 + Penalty 304.953833 = -41955.971776 Iteration 26Q: 3 clusters Score -41955.97 nChanged 52 ComputeScore: Raw -42283.069872 + Penalty 304.953833 = -41978.116039 Iteration 27Q: 3 clusters Score -41978.12 nChanged 59 ComputeScore: Raw -42312.347354 + Penalty 304.953833 = -42007.393521 Iteration 28Q: 3 clusters Score -42007.39 nChanged 55 ComputeScore: Raw -42337.936643 + Penalty 304.953833 = -42032.982810 Iteration 29Q: 3 clusters Score -42032.98 nChanged 49 ComputeScore: Raw -42359.994849 + Penalty 304.953833 = -42055.041016 Iteration 30Q: 3 clusters Score -42055.04 nChanged 40 ComputeScore: Raw -42377.511461 + Penalty 304.953833 = -42072.557628 Iteration 31Q: 3 clusters Score -42072.56 nChanged 35 ComputeScore: Raw -42391.329495 + Penalty 304.953833 = -42086.375662 Iteration 32Q: 3 clusters Score -42086.38 nChanged 33 ComputeScore: Raw -42403.447953 + Penalty 304.953833 = -42098.494120 Iteration 33Q: 3 clusters Score -42098.49 nChanged 30 ComputeScore: Raw -42412.652968 + Penalty 304.953833 = -42107.699135 Iteration 34Q: 3 clusters Score -42107.7 nChanged 26 ComputeScore: Raw -42420.752094 + Penalty 304.953833 = -42115.798261 Iteration 35Q: 3 clusters Score -42115.8 nChanged 22 ComputeScore: Raw -42429.507305 + Penalty 304.953833 = -42124.553471 Iteration 36Q: 3 clusters Score -42124.55 nChanged 27 ComputeScore: Raw -42443.416111 + Penalty 304.953833 = -42138.462278 Iteration 37Q: 3 clusters Score -42138.46 nChanged 32 ComputeScore: Raw -42459.944413 + Penalty 304.953833 = -42154.990580 Iteration 38Q: 3 clusters Score -42154.99 nChanged 30 ComputeScore: Raw -42480.707287 + Penalty 304.953833 = -42175.753454 Iteration 39Q: 3 clusters Score -42175.75 nChanged 25 ComputeScore: Raw -42498.152536 + Penalty 304.953833 = -42193.198703 Iteration 40F: 3 clusters Score -42193.2 nChanged 22 ComputeScore: Raw -42511.087230 + Penalty 304.953833 = -42206.133397 Iteration 41Q: 3 clusters Score -42206.13 nChanged 17 ComputeScore: Raw -42518.659380 + Penalty 304.953833 = -42213.705547 Iteration 42Q: 3 clusters Score -42213.71 nChanged 13 ComputeScore: Raw -42524.065598 + Penalty 304.953833 = -42219.111765 Iteration 43Q: 3 clusters Score -42219.11 nChanged 9 ComputeScore: Raw -42529.385002 + Penalty 304.953833 = -42224.431169 Iteration 44Q: 3 clusters Score -42224.43 nChanged 7 ComputeScore: Raw -42532.848435 + Penalty 304.953833 = -42227.894602 Iteration 45Q: 3 clusters Score -42227.89 nChanged 4 ComputeScore: Raw -42534.059136 + Penalty 304.953833 = -42229.105303 Iteration 46Q: 3 clusters Score -42229.11 nChanged 3 ComputeScore: Raw -42535.786706 + Penalty 304.953833 = -42230.832873 Iteration 47Q: 3 clusters Score -42230.83 nChanged 4 ComputeScore: Raw -42537.329741 + Penalty 304.953833 = -42232.375908 Iteration 48Q: 3 clusters Score -42232.38 nChanged 4 ComputeScore: Raw -42538.652107 + Penalty 304.953833 = -42233.698274 Iteration 49Q: 3 clusters Score -42233.7 nChanged 5 ComputeScore: Raw -42539.580527 + Penalty 304.953833 = -42234.626694 Iteration 50Q: 3 clusters Score -42234.63 nChanged 1 ComputeScore: Raw -42539.712502 + Penalty 304.953833 = -42234.758669 Iteration 51Q: 3 clusters Score -42234.76 nChanged 1 ComputeScore: Raw -42540.106516 + Penalty 304.953833 = -42235.152683 Iteration 52Q: 3 clusters Score -42235.15 nChanged 2 ComputeScore: Raw -42541.332095 + Penalty 304.953833 = -42236.378262 Iteration 53Q: 3 clusters Score -42236.38 nChanged 1 ComputeScore: Raw -42541.561784 + Penalty 304.953833 = -42236.607951 Iteration 54Q: 3 clusters Score -42236.61 nChanged 1 ComputeScore: Raw -42541.696182 + Penalty 304.953833 = -42236.742349 Iteration 55Q: 3 clusters Score -42236.74 nChanged 0 ComputeScore: Raw -42541.696182 + Penalty 304.953833 = -42236.742349 Iteration 56F: 3 clusters Score -42236.74 nChanged 0 Trying to split cluster 5 (2591 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25757.064433 + Penalty 141.476385 = -25615.588048 Iteration 0F: 2 clusters Score -25615.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24157.917993 + Penalty 282.952771 = -23874.965222 Iteration 0F: 3 clusters Score -23874.97 nChanged 1175 ComputeScore: Raw -24879.854084 + Penalty 282.952771 = -24596.901313 Iteration 1F: 3 clusters Score -24596.9 nChanged 175 ComputeScore: Raw -24983.608217 + Penalty 282.952771 = -24700.655447 Iteration 2F: 3 clusters Score -24700.66 nChanged 189 ComputeScore: Raw -25124.166148 + Penalty 282.952771 = -24841.213377 Iteration 3F: 3 clusters Score -24841.21 nChanged 172 ComputeScore: Raw -25260.194091 + Penalty 282.952771 = -24977.241320 Iteration 4F: 3 clusters Score -24977.24 nChanged 162 ComputeScore: Raw -25414.976340 + Penalty 282.952771 = -25132.023570 Iteration 5F: 3 clusters Score -25132.02 nChanged 133 ComputeScore: Raw -25536.263640 + Penalty 282.952771 = -25253.310869 Iteration 6F: 3 clusters Score -25253.31 nChanged 104 ComputeScore: Raw -25630.749925 + Penalty 282.952771 = -25347.797155 Iteration 7Q: 3 clusters Score -25347.8 nChanged 73 ComputeScore: Raw -25697.640688 + Penalty 282.952771 = -25414.687917 Iteration 8Q: 3 clusters Score -25414.69 nChanged 42 ComputeScore: Raw -25741.154670 + Penalty 282.952771 = -25458.201899 Iteration 9Q: 3 clusters Score -25458.2 nChanged 21 ComputeScore: Raw -25765.480224 + Penalty 282.952771 = -25482.527454 Iteration 10Q: 3 clusters Score -25482.53 nChanged 17 ComputeScore: Raw -25779.256692 + Penalty 282.952771 = -25496.303922 Iteration 11Q: 3 clusters Score -25496.3 nChanged 6 ComputeScore: Raw -25784.461628 + Penalty 282.952771 = -25501.508858 Iteration 12Q: 3 clusters Score -25501.51 nChanged 4 ComputeScore: Raw -25788.368574 + Penalty 282.952771 = -25505.415803 Iteration 13Q: 3 clusters Score -25505.42 nChanged 1 ComputeScore: Raw -25788.658042 + Penalty 282.952771 = -25505.705272 Iteration 14Q: 3 clusters Score -25505.71 nChanged 1 ComputeScore: Raw -25788.664379 + Penalty 282.952771 = -25505.711609 Iteration 15Q: 3 clusters Score -25505.71 nChanged 0 ComputeScore: Raw -25788.664379 + Penalty 282.952771 = -25505.711609 Iteration 16F: 3 clusters Score -25505.71 nChanged 0 Trying to split cluster 6 (10660 points) Assigned 2 initial classes randomly. ComputeScore: Raw -87175.839590 + Penalty 166.936567 = -87008.903024 Iteration 0F: 2 clusters Score -87008.9 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -80182.408519 + Penalty 333.873133 = -79848.535385 Iteration 0F: 3 clusters Score -79848.54 nChanged 5176 ComputeScore: Raw -83258.763867 + Penalty 333.873133 = -82924.890734 Iteration 1F: 3 clusters Score -82924.89 nChanged 624 ComputeScore: Raw -83704.075695 + Penalty 333.873133 = -83370.202562 Iteration 2F: 3 clusters Score -83370.2 nChanged 727 ComputeScore: Raw -84396.144817 + Penalty 333.873133 = -84062.271684 Iteration 3F: 3 clusters Score -84062.27 nChanged 709 ComputeScore: Raw -84950.491185 + Penalty 333.873133 = -84616.618052 Iteration 4F: 3 clusters Score -84616.62 nChanged 583 ComputeScore: Raw -85399.162487 + Penalty 333.873133 = -85065.289354 Iteration 5F: 3 clusters Score -85065.29 nChanged 484 ComputeScore: Raw -85782.373571 + Penalty 333.873133 = -85448.500438 Iteration 6Q: 3 clusters Score -85448.5 nChanged 408 ComputeScore: Raw -86115.119132 + Penalty 333.873133 = -85781.245998 Iteration 7Q: 3 clusters Score -85781.25 nChanged 307 ComputeScore: Raw -86258.887584 + Penalty 333.873133 = -85925.014451 Iteration 8Q: 3 clusters Score -85925.01 nChanged 227 ComputeScore: Raw -86336.205433 + Penalty 333.873133 = -86002.332300 Iteration 9Q: 3 clusters Score -86002.33 nChanged 165 ComputeScore: Raw -86392.218837 + Penalty 333.873133 = -86058.345703 Iteration 10Q: 3 clusters Score -86058.35 nChanged 153 ComputeScore: Raw -86455.149567 + Penalty 333.873133 = -86121.276434 Iteration 11Q: 3 clusters Score -86121.28 nChanged 168 ComputeScore: Raw -86547.131221 + Penalty 333.873133 = -86213.258087 Iteration 12Q: 3 clusters Score -86213.26 nChanged 199 ComputeScore: Raw -86695.205288 + Penalty 333.873133 = -86361.332155 Iteration 13Q: 3 clusters Score -86361.33 nChanged 240 ComputeScore: Raw -86907.022604 + Penalty 333.873133 = -86573.149471 Iteration 14Q: 3 clusters Score -86573.15 nChanged 271 ComputeScore: Raw -87120.593797 + Penalty 333.873133 = -86786.720664 Iteration 15Q: 3 clusters Score -86786.72 nChanged 239 ComputeScore: Raw -87296.413585 + Penalty 333.873133 = -86962.540452 Iteration 16Q: 3 clusters Score -86962.54 nChanged 180 ComputeScore: Raw -87391.636765 + Penalty 333.873133 = -87057.763632 Iteration 17Q: 3 clusters Score -87057.76 nChanged 165 ComputeScore: Raw -87464.334350 + Penalty 333.873133 = -87130.461217 Iteration 18Q: 3 clusters Score -87130.46 nChanged 124 ComputeScore: Raw -87510.723553 + Penalty 333.873133 = -87176.850420 Iteration 19Q: 3 clusters Score -87176.85 nChanged 83 ComputeScore: Raw -87566.862319 + Penalty 333.873133 = -87232.989186 Iteration 20F: 3 clusters Score -87232.99 nChanged 92 ComputeScore: Raw -87594.452422 + Penalty 333.873133 = -87260.579289 Iteration 21Q: 3 clusters Score -87260.58 nChanged 80 ComputeScore: Raw -87608.759320 + Penalty 333.873133 = -87274.886187 Iteration 22Q: 3 clusters Score -87274.89 nChanged 50 ComputeScore: Raw -87615.319071 + Penalty 333.873133 = -87281.445937 Iteration 23Q: 3 clusters Score -87281.45 nChanged 44 ComputeScore: Raw -87621.173818 + Penalty 333.873133 = -87287.300685 Iteration 24Q: 3 clusters Score -87287.3 nChanged 35 ComputeScore: Raw -87624.499319 + Penalty 333.873133 = -87290.626186 Iteration 25Q: 3 clusters Score -87290.63 nChanged 25 ComputeScore: Raw -87626.330989 + Penalty 333.873133 = -87292.457856 Iteration 26Q: 3 clusters Score -87292.46 nChanged 17 ComputeScore: Raw -87627.639458 + Penalty 333.873133 = -87293.766325 Iteration 27Q: 3 clusters Score -87293.77 nChanged 12 ComputeScore: Raw -87628.105512 + Penalty 333.873133 = -87294.232379 Iteration 28Q: 3 clusters Score -87294.23 nChanged 5 ComputeScore: Raw -87628.167336 + Penalty 333.873133 = -87294.294203 Iteration 29Q: 3 clusters Score -87294.29 nChanged 0 ComputeScore: Raw -87628.167336 + Penalty 333.873133 = -87294.294203 Iteration 30F: 3 clusters Score -87294.29 nChanged 0 ComputeScore: Raw -538793.268945 + Penalty 6720.710935 = -532072.558010Splitting cluster 6 changes total score from -531823.888171 to -532072.558010 So it's getting split into cluster 33. Trying to split cluster 7 (15674 points) Assigned 2 initial classes randomly. ComputeScore: Raw -127441.273672 + Penalty 173.875654 = -127267.398018 Iteration 0F: 2 clusters Score -127267.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -117091.033332 + Penalty 347.751308 = -116743.282024 Iteration 0F: 3 clusters Score -116743.3 nChanged 7504 ComputeScore: Raw -121751.350454 + Penalty 347.751308 = -121403.599145 Iteration 1F: 3 clusters Score -121403.6 nChanged 1067 ComputeScore: Raw -122366.969584 + Penalty 347.751308 = -122019.218276 Iteration 2F: 3 clusters Score -122019.2 nChanged 1055 ComputeScore: Raw -123125.568212 + Penalty 347.751308 = -122777.816903 Iteration 3F: 3 clusters Score -122777.8 nChanged 996 ComputeScore: Raw -124136.854074 + Penalty 347.751308 = -123789.102766 Iteration 4F: 3 clusters Score -123789.1 nChanged 1049 ComputeScore: Raw -125131.793632 + Penalty 347.751308 = -124784.042324 Iteration 5F: 3 clusters Score -124784 nChanged 805 ComputeScore: Raw -125645.331899 + Penalty 347.751308 = -125297.580591 Iteration 6F: 3 clusters Score -125297.6 nChanged 494 ComputeScore: Raw -125865.208410 + Penalty 347.751308 = -125517.457101 Iteration 7Q: 3 clusters Score -125517.5 nChanged 355 ComputeScore: Raw -126024.901470 + Penalty 347.751308 = -125677.150162 Iteration 8Q: 3 clusters Score -125677.2 nChanged 287 ComputeScore: Raw -126160.176352 + Penalty 347.751308 = -125812.425044 Iteration 9Q: 3 clusters Score -125812.4 nChanged 268 ComputeScore: Raw -126281.138823 + Penalty 347.751308 = -125933.387514 Iteration 10Q: 3 clusters Score -125933.4 nChanged 228 ComputeScore: Raw -126383.307038 + Penalty 347.751308 = -126035.555730 Iteration 11Q: 3 clusters Score -126035.6 nChanged 236 ComputeScore: Raw -126496.971854 + Penalty 347.751308 = -126149.220546 Iteration 12Q: 3 clusters Score -126149.2 nChanged 215 ComputeScore: Raw -126601.412740 + Penalty 347.751308 = -126253.661432 Iteration 13Q: 3 clusters Score -126253.7 nChanged 201 ComputeScore: Raw -126694.534764 + Penalty 347.751308 = -126346.783455 Iteration 14Q: 3 clusters Score -126346.8 nChanged 155 ComputeScore: Raw -126734.988346 + Penalty 347.751308 = -126387.237038 Iteration 15Q: 3 clusters Score -126387.2 nChanged 95 ComputeScore: Raw -126751.241905 + Penalty 347.751308 = -126403.490597 Iteration 16Q: 3 clusters Score -126403.5 nChanged 46 ComputeScore: Raw -126754.984871 + Penalty 347.751308 = -126407.233563 Iteration 17Q: 3 clusters Score -126407.2 nChanged 29 ComputeScore: Raw -126756.195803 + Penalty 347.751308 = -126408.444494 Iteration 18Q: 3 clusters Score -126408.4 nChanged 21 ComputeScore: Raw -126757.008863 + Penalty 347.751308 = -126409.257554 Iteration 19Q: 3 clusters Score -126409.3 nChanged 13 ComputeScore: Raw -126757.352305 + Penalty 347.751308 = -126409.600997 Iteration 20F: 3 clusters Score -126409.6 nChanged 6 ComputeScore: Raw -126757.441823 + Penalty 347.751308 = -126409.690514 Iteration 21Q: 3 clusters Score -126409.7 nChanged 3 ComputeScore: Raw -126757.517596 + Penalty 347.751308 = -126409.766288 Iteration 22Q: 3 clusters Score -126409.8 nChanged 2 ComputeScore: Raw -126757.527334 + Penalty 347.751308 = -126409.776026 Iteration 23Q: 3 clusters Score -126409.8 nChanged 1 ComputeScore: Raw -126757.540787 + Penalty 347.751308 = -126409.789479 Iteration 24Q: 3 clusters Score -126409.8 nChanged 1 ComputeScore: Raw -126757.546827 + Penalty 347.751308 = -126409.795519 Iteration 25Q: 3 clusters Score -126409.8 nChanged 0 ComputeScore: Raw -126757.546827 + Penalty 347.751308 = -126409.795519 Iteration 26F: 3 clusters Score -126409.8 nChanged 0 Trying to split cluster 8 (6609 points) Assigned 2 initial classes randomly. ComputeScore: Raw -62348.205683 + Penalty 158.331377 = -62189.874305 Iteration 0F: 2 clusters Score -62189.87 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -58146.501713 + Penalty 316.662755 = -57829.838958 Iteration 0F: 3 clusters Score -57829.84 nChanged 3097 ComputeScore: Raw -60303.964083 + Penalty 316.662755 = -59987.301328 Iteration 1F: 3 clusters Score -59987.3 nChanged 435 ComputeScore: Raw -60729.241956 + Penalty 316.662755 = -60412.579201 Iteration 2F: 3 clusters Score -60412.58 nChanged 402 ComputeScore: Raw -61341.367751 + Penalty 316.662755 = -61024.704996 Iteration 3F: 3 clusters Score -61024.7 nChanged 374 ComputeScore: Raw -61825.720923 + Penalty 316.662755 = -61509.058168 Iteration 4F: 3 clusters Score -61509.06 nChanged 279 ComputeScore: Raw -62012.298457 + Penalty 316.662755 = -61695.635702 Iteration 5Q: 3 clusters Score -61695.64 nChanged 183 ComputeScore: Raw -62121.537261 + Penalty 316.662755 = -61804.874507 Iteration 6Q: 3 clusters Score -61804.87 nChanged 150 ComputeScore: Raw -62208.823075 + Penalty 316.662755 = -61892.160321 Iteration 7Q: 3 clusters Score -61892.16 nChanged 148 ComputeScore: Raw -62325.926923 + Penalty 316.662755 = -62009.264168 Iteration 8Q: 3 clusters Score -62009.26 nChanged 149 ComputeScore: Raw -62463.538496 + Penalty 316.662755 = -62146.875741 Iteration 9Q: 3 clusters Score -62146.88 nChanged 146 ComputeScore: Raw -62602.532978 + Penalty 316.662755 = -62285.870223 Iteration 10Q: 3 clusters Score -62285.87 nChanged 142 ComputeScore: Raw -62730.437109 + Penalty 316.662755 = -62413.774354 Iteration 11Q: 3 clusters Score -62413.77 nChanged 93 ComputeScore: Raw -62790.521985 + Penalty 316.662755 = -62473.859230 Iteration 12Q: 3 clusters Score -62473.86 nChanged 41 ComputeScore: Raw -62807.200776 + Penalty 316.662755 = -62490.538021 Iteration 13Q: 3 clusters Score -62490.54 nChanged 18 ComputeScore: Raw -62808.995959 + Penalty 316.662755 = -62492.333204 Iteration 14Q: 3 clusters Score -62492.33 nChanged 2 ComputeScore: Raw -62810.420112 + Penalty 316.662755 = -62493.757357 Iteration 15Q: 3 clusters Score -62493.76 nChanged 1 ComputeScore: Raw -62810.463910 + Penalty 316.662755 = -62493.801155 Iteration 16Q: 3 clusters Score -62493.8 nChanged 1 ComputeScore: Raw -62810.513423 + Penalty 316.662755 = -62493.850668 Iteration 17Q: 3 clusters Score -62493.85 nChanged 1 ComputeScore: Raw -62810.527309 + Penalty 316.662755 = -62493.864554 Iteration 18Q: 3 clusters Score -62493.86 nChanged 0 ComputeScore: Raw -62816.496387 + Penalty 316.662755 = -62499.833632 Iteration 19F: 3 clusters Score -62499.83 nChanged 3 ComputeScore: Raw -62816.820643 + Penalty 316.662755 = -62500.157888 Iteration 20F: 3 clusters Score -62500.16 nChanged 0 ComputeScore: Raw -539261.883905 + Penalty 6924.368843 = -532337.515062Splitting cluster 8 changes total score from -531823.888171 to -532337.515062 So it's getting split into cluster 34. Trying to split cluster 9 (740 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9722.743647 + Penalty 118.919703 = -9603.823944 Iteration 0F: 2 clusters Score -9603.824 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9312.391532 + Penalty 237.839407 = -9074.552125 Iteration 0F: 3 clusters Score -9074.552 nChanged 321 ComputeScore: Raw -9520.494710 + Penalty 237.839407 = -9282.655304 Iteration 1F: 3 clusters Score -9282.655 nChanged 56 ComputeScore: Raw -9549.694117 + Penalty 237.839407 = -9311.854710 Iteration 2F: 3 clusters Score -9311.855 nChanged 36 ComputeScore: Raw -9564.468164 + Penalty 237.839407 = -9326.628757 Iteration 3Q: 3 clusters Score -9326.629 nChanged 21 ComputeScore: Raw -9575.555771 + Penalty 237.839407 = -9337.716364 Iteration 4Q: 3 clusters Score -9337.716 nChanged 23 ComputeScore: Raw -9588.216730 + Penalty 237.839407 = -9350.377323 Iteration 5Q: 3 clusters Score -9350.377 nChanged 26 ComputeScore: Raw -9602.479320 + Penalty 237.839407 = -9364.639913 Iteration 6Q: 3 clusters Score -9364.64 nChanged 20 ComputeScore: Raw -9612.334470 + Penalty 237.839407 = -9374.495064 Iteration 7Q: 3 clusters Score -9374.495 nChanged 19 ComputeScore: Raw -9620.355794 + Penalty 237.839407 = -9382.516387 Iteration 8Q: 3 clusters Score -9382.516 nChanged 16 ComputeScore: Raw -9624.710229 + Penalty 237.839407 = -9386.870822 Iteration 9Q: 3 clusters Score -9386.871 nChanged 7 ComputeScore: Raw -9627.042085 + Penalty 237.839407 = -9389.202678 Iteration 10Q: 3 clusters Score -9389.203 nChanged 3 ComputeScore: Raw -9628.453346 + Penalty 237.839407 = -9390.613940 Iteration 11Q: 3 clusters Score -9390.614 nChanged 6 ComputeScore: Raw -9632.041246 + Penalty 237.839407 = -9394.201839 Iteration 12Q: 3 clusters Score -9394.202 nChanged 12 ComputeScore: Raw -9639.263857 + Penalty 237.839407 = -9401.424451 Iteration 13Q: 3 clusters Score -9401.424 nChanged 9 ComputeScore: Raw -9642.670698 + Penalty 237.839407 = -9404.831292 Iteration 14Q: 3 clusters Score -9404.831 nChanged 9 ComputeScore: Raw -9648.724558 + Penalty 237.839407 = -9410.885151 Iteration 15Q: 3 clusters Score -9410.885 nChanged 11 ComputeScore: Raw -9656.862249 + Penalty 237.839407 = -9419.022842 Iteration 16Q: 3 clusters Score -9419.023 nChanged 16 ComputeScore: Raw -9667.210263 + Penalty 237.839407 = -9429.370856 Iteration 17Q: 3 clusters Score -9429.371 nChanged 10 ComputeScore: Raw -9673.026693 + Penalty 237.839407 = -9435.187286 Iteration 18Q: 3 clusters Score -9435.187 nChanged 10 ComputeScore: Raw -9680.312466 + Penalty 237.839407 = -9442.473059 Iteration 19Q: 3 clusters Score -9442.473 nChanged 10 ComputeScore: Raw -9693.269888 + Penalty 237.839407 = -9455.430482 Iteration 20F: 3 clusters Score -9455.43 nChanged 13 ComputeScore: Raw -9707.746426 + Penalty 237.839407 = -9469.907019 Iteration 21Q: 3 clusters Score -9469.907 nChanged 10 ComputeScore: Raw -9721.612566 + Penalty 237.839407 = -9483.773159 Iteration 22Q: 3 clusters Score -9483.773 nChanged 9 ComputeScore: Raw -9737.797538 + Penalty 237.839407 = -9499.958132 Iteration 23Q: 3 clusters Score -9499.958 nChanged 6 ComputeScore: Raw -9755.999774 + Penalty 237.839407 = -9518.160367 Iteration 24Q: 3 clusters Score -9518.16 nChanged 8 ComputeScore: Raw -9777.816608 + Penalty 237.839407 = -9539.977201 Iteration 25Q: 3 clusters Score -9539.977 nChanged 10 ComputeScore: Raw -9790.323008 + Penalty 237.839407 = -9552.483601 Iteration 26Q: 3 clusters Score -9552.484 nChanged 6 ComputeScore: Raw -9798.676440 + Penalty 237.839407 = -9560.837033 Iteration 27Q: 3 clusters Score -9560.837 nChanged 5 ComputeScore: Raw -9802.356184 + Penalty 237.839407 = -9564.516777 Iteration 28Q: 3 clusters Score -9564.517 nChanged 5 ComputeScore: Raw -9806.952418 + Penalty 237.839407 = -9569.113012 Iteration 29Q: 3 clusters Score -9569.113 nChanged 5 ComputeScore: Raw -9810.462607 + Penalty 237.839407 = -9572.623200 Iteration 30Q: 3 clusters Score -9572.623 nChanged 3 ComputeScore: Raw -9812.013685 + Penalty 237.839407 = -9574.174279 Iteration 31Q: 3 clusters Score -9574.174 nChanged 1 ComputeScore: Raw -9812.471238 + Penalty 237.839407 = -9574.631832 Iteration 32Q: 3 clusters Score -9574.632 nChanged 1 ComputeScore: Raw -9812.861763 + Penalty 237.839407 = -9575.022356 Iteration 33Q: 3 clusters Score -9575.022 nChanged 0 ComputeScore: Raw -9812.861763 + Penalty 237.839407 = -9575.022356 Iteration 34F: 3 clusters Score -9575.022 nChanged 0 Trying to split cluster 10 (1191 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9096.046932 + Penalty 127.485874 = -8968.561058 Iteration 0F: 2 clusters Score -8968.561 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8405.015859 + Penalty 254.971748 = -8150.044111 Iteration 0F: 3 clusters Score -8150.044 nChanged 513 ComputeScore: Raw -8784.171273 + Penalty 254.971748 = -8529.199524 Iteration 1F: 3 clusters Score -8529.2 nChanged 128 ComputeScore: Raw -8898.403198 + Penalty 254.971748 = -8643.431449 Iteration 2F: 3 clusters Score -8643.431 nChanged 98 ComputeScore: Raw -8994.705497 + Penalty 254.971748 = -8739.733749 Iteration 3F: 3 clusters Score -8739.734 nChanged 64 ComputeScore: Raw -9054.434729 + Penalty 254.971748 = -8799.462980 Iteration 4F: 3 clusters Score -8799.463 nChanged 46 ComputeScore: Raw -9098.485776 + Penalty 254.971748 = -8843.514028 Iteration 5Q: 3 clusters Score -8843.514 nChanged 25 ComputeScore: Raw -9118.945450 + Penalty 254.971748 = -8863.973701 Iteration 6Q: 3 clusters Score -8863.974 nChanged 12 ComputeScore: Raw -9132.223836 + Penalty 254.971748 = -8877.252088 Iteration 7Q: 3 clusters Score -8877.252 nChanged 12 ComputeScore: Raw -9139.181502 + Penalty 254.971748 = -8884.209753 Iteration 8Q: 3 clusters Score -8884.21 nChanged 6 ComputeScore: Raw -9141.088228 + Penalty 254.971748 = -8886.116480 Iteration 9Q: 3 clusters Score -8886.116 nChanged 3 ComputeScore: Raw -9142.154327 + Penalty 254.971748 = -8887.182579 Iteration 10Q: 3 clusters Score -8887.183 nChanged 1 ComputeScore: Raw -9142.188561 + Penalty 254.971748 = -8887.216812 Iteration 11Q: 3 clusters Score -8887.217 nChanged 0 ComputeScore: Raw -9142.188561 + Penalty 254.971748 = -8887.216812 Iteration 12F: 3 clusters Score -8887.217 nChanged 0 Trying to split cluster 11 (3509 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32961.373022 + Penalty 146.935555 = -32814.437467 Iteration 0F: 2 clusters Score -32814.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30729.437312 + Penalty 293.871110 = -30435.566203 Iteration 0F: 3 clusters Score -30435.57 nChanged 1630 ComputeScore: Raw -31863.044778 + Penalty 293.871110 = -31569.173669 Iteration 1F: 3 clusters Score -31569.17 nChanged 274 ComputeScore: Raw -32061.096441 + Penalty 293.871110 = -31767.225331 Iteration 2F: 3 clusters Score -31767.23 nChanged 276 ComputeScore: Raw -32284.624798 + Penalty 293.871110 = -31990.753688 Iteration 3F: 3 clusters Score -31990.75 nChanged 281 ComputeScore: Raw -32548.320973 + Penalty 293.871110 = -32254.449863 Iteration 4F: 3 clusters Score -32254.45 nChanged 222 ComputeScore: Raw -32753.155340 + Penalty 293.871110 = -32459.284230 Iteration 5F: 3 clusters Score -32459.28 nChanged 117 ComputeScore: Raw -32857.078951 + Penalty 293.871110 = -32563.207842 Iteration 6Q: 3 clusters Score -32563.21 nChanged 63 ComputeScore: Raw -32908.178705 + Penalty 293.871110 = -32614.307596 Iteration 7Q: 3 clusters Score -32614.31 nChanged 31 ComputeScore: Raw -32941.509066 + Penalty 293.871110 = -32647.637956 Iteration 8Q: 3 clusters Score -32647.64 nChanged 19 ComputeScore: Raw -32961.958125 + Penalty 293.871110 = -32668.087016 Iteration 9Q: 3 clusters Score -32668.09 nChanged 9 ComputeScore: Raw -32973.045251 + Penalty 293.871110 = -32679.174141 Iteration 10Q: 3 clusters Score -32679.17 nChanged 5 ComputeScore: Raw -32978.716869 + Penalty 293.871110 = -32684.845759 Iteration 11Q: 3 clusters Score -32684.85 nChanged 4 ComputeScore: Raw -32983.697587 + Penalty 293.871110 = -32689.826477 Iteration 12Q: 3 clusters Score -32689.83 nChanged 1 ComputeScore: Raw -32992.983122 + Penalty 293.871110 = -32699.112013 Iteration 13Q: 3 clusters Score -32699.11 nChanged 0 ComputeScore: Raw -32992.983122 + Penalty 293.871110 = -32699.112013 Iteration 14F: 3 clusters Score -32699.11 nChanged 0 Trying to split cluster 12 (5050 points) Assigned 2 initial classes randomly. ComputeScore: Raw -49068.706256 + Penalty 153.488583 = -48915.217673 Iteration 0F: 2 clusters Score -48915.22 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -45867.884638 + Penalty 306.977167 = -45560.907471 Iteration 0F: 3 clusters Score -45560.91 nChanged 2329 ComputeScore: Raw -47426.364163 + Penalty 306.977167 = -47119.386996 Iteration 1F: 3 clusters Score -47119.39 nChanged 287 ComputeScore: Raw -47585.292767 + Penalty 306.977167 = -47278.315600 Iteration 2F: 3 clusters Score -47278.32 nChanged 271 ComputeScore: Raw -47750.358467 + Penalty 306.977167 = -47443.381300 Iteration 3F: 3 clusters Score -47443.38 nChanged 281 ComputeScore: Raw -47948.834794 + Penalty 306.977167 = -47641.857627 Iteration 4F: 3 clusters Score -47641.86 nChanged 242 ComputeScore: Raw -48095.613598 + Penalty 306.977167 = -47788.636431 Iteration 5Q: 3 clusters Score -47788.64 nChanged 173 ComputeScore: Raw -48160.482760 + Penalty 306.977167 = -47853.505593 Iteration 6Q: 3 clusters Score -47853.51 nChanged 122 ComputeScore: Raw -48187.239221 + Penalty 306.977167 = -47880.262055 Iteration 7Q: 3 clusters Score -47880.26 nChanged 64 ComputeScore: Raw -48197.059644 + Penalty 306.977167 = -47890.082478 Iteration 8Q: 3 clusters Score -47890.08 nChanged 39 ComputeScore: Raw -48201.092171 + Penalty 306.977167 = -47894.115005 Iteration 9Q: 3 clusters Score -47894.12 nChanged 27 ComputeScore: Raw -48203.602193 + Penalty 306.977167 = -47896.625026 Iteration 10Q: 3 clusters Score -47896.63 nChanged 22 ComputeScore: Raw -48206.111666 + Penalty 306.977167 = -47899.134499 Iteration 11Q: 3 clusters Score -47899.13 nChanged 24 ComputeScore: Raw -48208.702082 + Penalty 306.977167 = -47901.724916 Iteration 12Q: 3 clusters Score -47901.72 nChanged 22 ComputeScore: Raw -48211.536642 + Penalty 306.977167 = -47904.559475 Iteration 13Q: 3 clusters Score -47904.56 nChanged 25 ComputeScore: Raw -48215.374459 + Penalty 306.977167 = -47908.397292 Iteration 14Q: 3 clusters Score -47908.4 nChanged 29 ComputeScore: Raw -48218.242462 + Penalty 306.977167 = -47911.265295 Iteration 15Q: 3 clusters Score -47911.27 nChanged 17 ComputeScore: Raw -48219.040148 + Penalty 306.977167 = -47912.062981 Iteration 16Q: 3 clusters Score -47912.06 nChanged 16 ComputeScore: Raw -48220.011407 + Penalty 306.977167 = -47913.034241 Iteration 17Q: 3 clusters Score -47913.03 nChanged 17 ComputeScore: Raw -48221.512660 + Penalty 306.977167 = -47914.535494 Iteration 18Q: 3 clusters Score -47914.54 nChanged 19 ComputeScore: Raw -48223.051742 + Penalty 306.977167 = -47916.074576 Iteration 19Q: 3 clusters Score -47916.07 nChanged 15 ComputeScore: Raw -48224.401561 + Penalty 306.977167 = -47917.424394 Iteration 20F: 3 clusters Score -47917.42 nChanged 21 ComputeScore: Raw -48226.223294 + Penalty 306.977167 = -47919.246127 Iteration 21Q: 3 clusters Score -47919.25 nChanged 13 ComputeScore: Raw -48227.716302 + Penalty 306.977167 = -47920.739135 Iteration 22Q: 3 clusters Score -47920.74 nChanged 16 ComputeScore: Raw -48228.978160 + Penalty 306.977167 = -47922.000993 Iteration 23Q: 3 clusters Score -47922 nChanged 17 ComputeScore: Raw -48230.439478 + Penalty 306.977167 = -47923.462312 Iteration 24Q: 3 clusters Score -47923.46 nChanged 23 ComputeScore: Raw -48232.927088 + Penalty 306.977167 = -47925.949921 Iteration 25Q: 3 clusters Score -47925.95 nChanged 22 ComputeScore: Raw -48234.916084 + Penalty 306.977167 = -47927.938917 Iteration 26Q: 3 clusters Score -47927.94 nChanged 23 ComputeScore: Raw -48237.202681 + Penalty 306.977167 = -47930.225514 Iteration 27Q: 3 clusters Score -47930.23 nChanged 21 ComputeScore: Raw -48238.672789 + Penalty 306.977167 = -47931.695622 Iteration 28Q: 3 clusters Score -47931.7 nChanged 20 ComputeScore: Raw -48240.430169 + Penalty 306.977167 = -47933.453003 Iteration 29Q: 3 clusters Score -47933.45 nChanged 28 ComputeScore: Raw -48244.260900 + Penalty 306.977167 = -47937.283733 Iteration 30Q: 3 clusters Score -47937.28 nChanged 36 ComputeScore: Raw -48249.888955 + Penalty 306.977167 = -47942.911788 Iteration 31Q: 3 clusters Score -47942.91 nChanged 43 ComputeScore: Raw -48258.690265 + Penalty 306.977167 = -47951.713098 Iteration 32Q: 3 clusters Score -47951.71 nChanged 46 ComputeScore: Raw -48267.553137 + Penalty 306.977167 = -47960.575970 Iteration 33Q: 3 clusters Score -47960.58 nChanged 46 ComputeScore: Raw -48276.890838 + Penalty 306.977167 = -47969.913672 Iteration 34Q: 3 clusters Score -47969.91 nChanged 51 ComputeScore: Raw -48289.699404 + Penalty 306.977167 = -47982.722237 Iteration 35Q: 3 clusters Score -47982.72 nChanged 63 ComputeScore: Raw -48302.422682 + Penalty 306.977167 = -47995.445515 Iteration 36Q: 3 clusters Score -47995.45 nChanged 48 ComputeScore: Raw -48313.117354 + Penalty 306.977167 = -48006.140187 Iteration 37Q: 3 clusters Score -48006.14 nChanged 50 ComputeScore: Raw -48323.907665 + Penalty 306.977167 = -48016.930498 Iteration 38Q: 3 clusters Score -48016.93 nChanged 47 ComputeScore: Raw -48334.108794 + Penalty 306.977167 = -48027.131627 Iteration 39Q: 3 clusters Score -48027.13 nChanged 39 ComputeScore: Raw -48343.241880 + Penalty 306.977167 = -48036.264713 Iteration 40F: 3 clusters Score -48036.26 nChanged 55 ComputeScore: Raw -48355.268204 + Penalty 306.977167 = -48048.291037 Iteration 41Q: 3 clusters Score -48048.29 nChanged 50 ComputeScore: Raw -48366.550414 + Penalty 306.977167 = -48059.573247 Iteration 42Q: 3 clusters Score -48059.57 nChanged 48 ComputeScore: Raw -48378.847093 + Penalty 306.977167 = -48071.869926 Iteration 43Q: 3 clusters Score -48071.87 nChanged 54 ComputeScore: Raw -48400.012291 + Penalty 306.977167 = -48093.035124 Iteration 44Q: 3 clusters Score -48093.04 nChanged 63 ComputeScore: Raw -48430.490831 + Penalty 306.977167 = -48123.513664 Iteration 45Q: 3 clusters Score -48123.51 nChanged 81 ComputeScore: Raw -48473.193342 + Penalty 306.977167 = -48166.216175 Iteration 46Q: 3 clusters Score -48166.22 nChanged 93 ComputeScore: Raw -48525.198013 + Penalty 306.977167 = -48218.220846 Iteration 47Q: 3 clusters Score -48218.22 nChanged 105 ComputeScore: Raw -48586.480893 + Penalty 306.977167 = -48279.503726 Iteration 48Q: 3 clusters Score -48279.5 nChanged 108 ComputeScore: Raw -48648.211677 + Penalty 306.977167 = -48341.234510 Iteration 49Q: 3 clusters Score -48341.23 nChanged 110 ComputeScore: Raw -48710.906972 + Penalty 306.977167 = -48403.929805 Iteration 50Q: 3 clusters Score -48403.93 nChanged 87 ComputeScore: Raw -48755.949054 + Penalty 306.977167 = -48448.971887 Iteration 51Q: 3 clusters Score -48448.97 nChanged 77 ComputeScore: Raw -48797.486030 + Penalty 306.977167 = -48490.508863 Iteration 52Q: 3 clusters Score -48490.51 nChanged 86 ComputeScore: Raw -48835.748557 + Penalty 306.977167 = -48528.771390 Iteration 53Q: 3 clusters Score -48528.77 nChanged 70 ComputeScore: Raw -48863.551169 + Penalty 306.977167 = -48556.574003 Iteration 54Q: 3 clusters Score -48556.57 nChanged 75 ComputeScore: Raw -48886.785633 + Penalty 306.977167 = -48579.808466 Iteration 55Q: 3 clusters Score -48579.81 nChanged 52 ComputeScore: Raw -48897.055724 + Penalty 306.977167 = -48590.078557 Iteration 56Q: 3 clusters Score -48590.08 nChanged 34 ComputeScore: Raw -48902.100620 + Penalty 306.977167 = -48595.123454 Iteration 57Q: 3 clusters Score -48595.12 nChanged 22 ComputeScore: Raw -48904.581008 + Penalty 306.977167 = -48597.603841 Iteration 58Q: 3 clusters Score -48597.6 nChanged 16 ComputeScore: Raw -48905.947898 + Penalty 306.977167 = -48598.970731 Iteration 59Q: 3 clusters Score -48598.97 nChanged 9 ComputeScore: Raw -48917.816892 + Penalty 306.977167 = -48610.839725 Iteration 60F: 3 clusters Score -48610.84 nChanged 15 ComputeScore: Raw -48920.068101 + Penalty 306.977167 = -48613.090934 Iteration 61Q: 3 clusters Score -48613.09 nChanged 15 ComputeScore: Raw -48921.819489 + Penalty 306.977167 = -48614.842322 Iteration 62Q: 3 clusters Score -48614.84 nChanged 14 ComputeScore: Raw -48922.813802 + Penalty 306.977167 = -48615.836635 Iteration 63Q: 3 clusters Score -48615.84 nChanged 3 ComputeScore: Raw -48922.923829 + Penalty 306.977167 = -48615.946663 Iteration 64Q: 3 clusters Score -48615.95 nChanged 2 ComputeScore: Raw -48922.974173 + Penalty 306.977167 = -48615.997006 Iteration 65Q: 3 clusters Score -48616 nChanged 2 ComputeScore: Raw -48923.015521 + Penalty 306.977167 = -48616.038354 Iteration 66Q: 3 clusters Score -48616.04 nChanged 0 ComputeScore: Raw -48923.015521 + Penalty 306.977167 = -48616.038354 Iteration 67F: 3 clusters Score -48616.04 nChanged 0 Trying to split cluster 13 (518 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6906.984589 + Penalty 112.499554 = -6794.485035 Iteration 0F: 2 clusters Score -6794.485 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6628.116079 + Penalty 224.999109 = -6403.116971 Iteration 0F: 3 clusters Score -6403.117 nChanged 203 ComputeScore: Raw -6746.382724 + Penalty 224.999109 = -6521.383615 Iteration 1F: 3 clusters Score -6521.384 nChanged 39 ComputeScore: Raw -6769.173270 + Penalty 224.999109 = -6544.174161 Iteration 2F: 3 clusters Score -6544.174 nChanged 28 ComputeScore: Raw -6785.199371 + Penalty 224.999109 = -6560.200263 Iteration 3F: 3 clusters Score -6560.2 nChanged 24 ComputeScore: Raw -6796.028536 + Penalty 224.999109 = -6571.029427 Iteration 4Q: 3 clusters Score -6571.029 nChanged 21 ComputeScore: Raw -6805.617899 + Penalty 224.999109 = -6580.618790 Iteration 5Q: 3 clusters Score -6580.619 nChanged 20 ComputeScore: Raw -6820.181849 + Penalty 224.999109 = -6595.182741 Iteration 6Q: 3 clusters Score -6595.183 nChanged 21 ComputeScore: Raw -6837.075511 + Penalty 224.999109 = -6612.076402 Iteration 7Q: 3 clusters Score -6612.076 nChanged 18 ComputeScore: Raw -6846.222815 + Penalty 224.999109 = -6621.223706 Iteration 8Q: 3 clusters Score -6621.224 nChanged 16 ComputeScore: Raw -6858.673872 + Penalty 224.999109 = -6633.674763 Iteration 9Q: 3 clusters Score -6633.675 nChanged 9 ComputeScore: Raw -6867.456556 + Penalty 224.999109 = -6642.457447 Iteration 10Q: 3 clusters Score -6642.457 nChanged 5 ComputeScore: Raw -6868.574715 + Penalty 224.999109 = -6643.575606 Iteration 11Q: 3 clusters Score -6643.576 nChanged 1 ComputeScore: Raw -6868.662465 + Penalty 224.999109 = -6643.663356 Iteration 12Q: 3 clusters Score -6643.663 nChanged 1 ComputeScore: Raw -6868.897250 + Penalty 224.999109 = -6643.898141 Iteration 13Q: 3 clusters Score -6643.898 nChanged 1 ComputeScore: Raw -6868.947627 + Penalty 224.999109 = -6643.948518 Iteration 14Q: 3 clusters Score -6643.949 nChanged 1 ComputeScore: Raw -6868.963264 + Penalty 224.999109 = -6643.964156 Iteration 15Q: 3 clusters Score -6643.964 nChanged 0 ComputeScore: Raw -6868.963264 + Penalty 224.999109 = -6643.964156 Iteration 16F: 3 clusters Score -6643.964 nChanged 0 Trying to split cluster 14 (217 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1733.386818 + Penalty 96.838152 = -1636.548665 Iteration 0F: 2 clusters Score -1636.549 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1650.655243 + Penalty 193.676305 = -1456.978938 Iteration 0F: 3 clusters Score -1456.979 nChanged 67 ComputeScore: Raw -1706.152732 + Penalty 193.676305 = -1512.476427 Iteration 1F: 3 clusters Score -1512.476 nChanged 13 ComputeScore: Raw -1727.705698 + Penalty 193.676305 = -1534.029394 Iteration 2F: 3 clusters Score -1534.029 nChanged 15 ComputeScore: Raw -1743.591221 + Penalty 193.676305 = -1549.914917 Iteration 3F: 3 clusters Score -1549.915 nChanged 13 ComputeScore: Raw -1755.829208 + Penalty 193.676305 = -1562.152904 Iteration 4F: 3 clusters Score -1562.153 nChanged 6 ComputeScore: Raw -1760.354828 + Penalty 193.676305 = -1566.678523 Iteration 5Q: 3 clusters Score -1566.679 nChanged 7 ComputeScore: Raw -1768.484356 + Penalty 193.676305 = -1574.808052 Iteration 6Q: 3 clusters Score -1574.808 nChanged 5 ComputeScore: Raw -1772.157368 + Penalty 193.676305 = -1578.481063 Iteration 7Q: 3 clusters Score -1578.481 nChanged 3 ComputeScore: Raw -1773.494098 + Penalty 193.676305 = -1579.817793 Iteration 8Q: 3 clusters Score -1579.818 nChanged 3 ComputeScore: Raw -1774.874106 + Penalty 193.676305 = -1581.197802 Iteration 9Q: 3 clusters Score -1581.198 nChanged 2 ComputeScore: Raw -1775.415601 + Penalty 193.676305 = -1581.739296 Iteration 10Q: 3 clusters Score -1581.739 nChanged 0 ComputeScore: Raw -1775.415601 + Penalty 193.676305 = -1581.739296 Iteration 11F: 3 clusters Score -1581.739 nChanged 0 Trying to split cluster 15 (294 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4093.979780 + Penalty 102.304436 = -3991.675345 Iteration 0F: 2 clusters Score -3991.675 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3950.269003 + Penalty 204.608872 = -3745.660131 Iteration 0F: 3 clusters Score -3745.66 nChanged 116 ComputeScore: Raw -4012.448692 + Penalty 204.608872 = -3807.839820 Iteration 1F: 3 clusters Score -3807.84 nChanged 33 ComputeScore: Raw -4040.522413 + Penalty 204.608872 = -3835.913541 Iteration 2F: 3 clusters Score -3835.914 nChanged 21 ComputeScore: Raw -4059.744934 + Penalty 204.608872 = -3855.136062 Iteration 3F: 3 clusters Score -3855.136 nChanged 14 ComputeScore: Raw -4069.940984 + Penalty 204.608872 = -3865.332112 Iteration 4Q: 3 clusters Score -3865.332 nChanged 7 ComputeScore: Raw -4072.061287 + Penalty 204.608872 = -3867.452416 Iteration 5Q: 3 clusters Score -3867.452 nChanged 2 ComputeScore: Raw -4073.917765 + Penalty 204.608872 = -3869.308893 Iteration 6Q: 3 clusters Score -3869.309 nChanged 3 ComputeScore: Raw -4074.908259 + Penalty 204.608872 = -3870.299387 Iteration 7Q: 3 clusters Score -3870.299 nChanged 2 ComputeScore: Raw -4075.466192 + Penalty 204.608872 = -3870.857321 Iteration 8Q: 3 clusters Score -3870.857 nChanged 0 ComputeScore: Raw -4075.466192 + Penalty 204.608872 = -3870.857321 Iteration 9F: 3 clusters Score -3870.857 nChanged 0 Trying to split cluster 16 (803 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10288.496942 + Penalty 120.390385 = -10168.106557 Iteration 0F: 2 clusters Score -10168.11 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9834.828536 + Penalty 240.780770 = -9594.047766 Iteration 0F: 3 clusters Score -9594.048 nChanged 341 ComputeScore: Raw -10076.664407 + Penalty 240.780770 = -9835.883637 Iteration 1F: 3 clusters Score -9835.884 nChanged 66 ComputeScore: Raw -10124.092345 + Penalty 240.780770 = -9883.311575 Iteration 2F: 3 clusters Score -9883.312 nChanged 38 ComputeScore: Raw -10146.167601 + Penalty 240.780770 = -9905.386831 Iteration 3Q: 3 clusters Score -9905.387 nChanged 28 ComputeScore: Raw -10162.691613 + Penalty 240.780770 = -9921.910843 Iteration 4Q: 3 clusters Score -9921.911 nChanged 24 ComputeScore: Raw -10171.140903 + Penalty 240.780770 = -9930.360134 Iteration 5Q: 3 clusters Score -9930.36 nChanged 15 ComputeScore: Raw -10176.043502 + Penalty 240.780770 = -9935.262732 Iteration 6Q: 3 clusters Score -9935.263 nChanged 8 ComputeScore: Raw -10178.212123 + Penalty 240.780770 = -9937.431353 Iteration 7Q: 3 clusters Score -9937.431 nChanged 9 ComputeScore: Raw -10180.152763 + Penalty 240.780770 = -9939.371993 Iteration 8Q: 3 clusters Score -9939.372 nChanged 8 ComputeScore: Raw -10181.541407 + Penalty 240.780770 = -9940.760637 Iteration 9Q: 3 clusters Score -9940.761 nChanged 6 ComputeScore: Raw -10182.663020 + Penalty 240.780770 = -9941.882250 Iteration 10Q: 3 clusters Score -9941.882 nChanged 7 ComputeScore: Raw -10183.799415 + Penalty 240.780770 = -9943.018646 Iteration 11Q: 3 clusters Score -9943.019 nChanged 4 ComputeScore: Raw -10184.672916 + Penalty 240.780770 = -9943.892146 Iteration 12Q: 3 clusters Score -9943.892 nChanged 8 ComputeScore: Raw -10187.045738 + Penalty 240.780770 = -9946.264969 Iteration 13Q: 3 clusters Score -9946.265 nChanged 9 ComputeScore: Raw -10189.408124 + Penalty 240.780770 = -9948.627354 Iteration 14Q: 3 clusters Score -9948.627 nChanged 5 ComputeScore: Raw -10190.546910 + Penalty 240.780770 = -9949.766140 Iteration 15Q: 3 clusters Score -9949.766 nChanged 7 ComputeScore: Raw -10192.585889 + Penalty 240.780770 = -9951.805119 Iteration 16Q: 3 clusters Score -9951.805 nChanged 9 ComputeScore: Raw -10195.645308 + Penalty 240.780770 = -9954.864539 Iteration 17Q: 3 clusters Score -9954.865 nChanged 9 ComputeScore: Raw -10200.454707 + Penalty 240.780770 = -9959.673938 Iteration 18Q: 3 clusters Score -9959.674 nChanged 11 ComputeScore: Raw -10205.858080 + Penalty 240.780770 = -9965.077310 Iteration 19Q: 3 clusters Score -9965.077 nChanged 6 ComputeScore: Raw -10208.247826 + Penalty 240.780770 = -9967.467056 Iteration 20F: 3 clusters Score -9967.467 nChanged 7 ComputeScore: Raw -10209.736304 + Penalty 240.780770 = -9968.955534 Iteration 21Q: 3 clusters Score -9968.956 nChanged 4 ComputeScore: Raw -10210.318648 + Penalty 240.780770 = -9969.537878 Iteration 22Q: 3 clusters Score -9969.538 nChanged 3 ComputeScore: Raw -10210.914518 + Penalty 240.780770 = -9970.133748 Iteration 23Q: 3 clusters Score -9970.134 nChanged 3 ComputeScore: Raw -10211.361945 + Penalty 240.780770 = -9970.581175 Iteration 24Q: 3 clusters Score -9970.581 nChanged 3 ComputeScore: Raw -10212.034264 + Penalty 240.780770 = -9971.253494 Iteration 25Q: 3 clusters Score -9971.253 nChanged 3 ComputeScore: Raw -10212.623485 + Penalty 240.780770 = -9971.842715 Iteration 26Q: 3 clusters Score -9971.843 nChanged 5 ComputeScore: Raw -10213.923699 + Penalty 240.780770 = -9973.142929 Iteration 27Q: 3 clusters Score -9973.143 nChanged 7 ComputeScore: Raw -10215.865565 + Penalty 240.780770 = -9975.084795 Iteration 28Q: 3 clusters Score -9975.085 nChanged 7 ComputeScore: Raw -10217.570680 + Penalty 240.780770 = -9976.789910 Iteration 29Q: 3 clusters Score -9976.79 nChanged 6 ComputeScore: Raw -10219.599997 + Penalty 240.780770 = -9978.819227 Iteration 30Q: 3 clusters Score -9978.819 nChanged 6 ComputeScore: Raw -10221.057069 + Penalty 240.780770 = -9980.276300 Iteration 31Q: 3 clusters Score -9980.276 nChanged 7 ComputeScore: Raw -10222.647423 + Penalty 240.780770 = -9981.866653 Iteration 32Q: 3 clusters Score -9981.867 nChanged 5 ComputeScore: Raw -10223.538202 + Penalty 240.780770 = -9982.757432 Iteration 33Q: 3 clusters Score -9982.757 nChanged 6 ComputeScore: Raw -10227.689186 + Penalty 240.780770 = -9986.908416 Iteration 34Q: 3 clusters Score -9986.908 nChanged 9 ComputeScore: Raw -10237.122695 + Penalty 240.780770 = -9996.341925 Iteration 35Q: 3 clusters Score -9996.342 nChanged 9 ComputeScore: Raw -10245.285755 + Penalty 240.780770 = -10004.504985 Iteration 36Q: 3 clusters Score -10004.5 nChanged 9 ComputeScore: Raw -10251.867372 + Penalty 240.780770 = -10011.086602 Iteration 37Q: 3 clusters Score -10011.09 nChanged 8 ComputeScore: Raw -10255.092613 + Penalty 240.780770 = -10014.311843 Iteration 38Q: 3 clusters Score -10014.31 nChanged 11 ComputeScore: Raw -10264.869662 + Penalty 240.780770 = -10024.088893 Iteration 39Q: 3 clusters Score -10024.09 nChanged 10 ComputeScore: Raw -10274.999714 + Penalty 240.780770 = -10034.218945 Iteration 40F: 3 clusters Score -10034.22 nChanged 8 ComputeScore: Raw -10279.232026 + Penalty 240.780770 = -10038.451256 Iteration 41Q: 3 clusters Score -10038.45 nChanged 1 ComputeScore: Raw -10279.560331 + Penalty 240.780770 = -10038.779562 Iteration 42Q: 3 clusters Score -10038.78 nChanged 1 ComputeScore: Raw -10279.736219 + Penalty 240.780770 = -10038.955450 Iteration 43Q: 3 clusters Score -10038.96 nChanged 0 ComputeScore: Raw -10279.736219 + Penalty 240.780770 = -10038.955450 Iteration 44F: 3 clusters Score -10038.96 nChanged 0 Trying to split cluster 17 (600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7166.810716 + Penalty 115.144734 = -7051.665982 Iteration 0F: 2 clusters Score -7051.666 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6860.736045 + Penalty 230.289468 = -6630.446577 Iteration 0F: 3 clusters Score -6630.447 nChanged 247 ComputeScore: Raw -7035.604739 + Penalty 230.289468 = -6805.315272 Iteration 1F: 3 clusters Score -6805.315 nChanged 43 ComputeScore: Raw -7085.176067 + Penalty 230.289468 = -6854.886599 Iteration 2F: 3 clusters Score -6854.887 nChanged 32 ComputeScore: Raw -7115.024170 + Penalty 230.289468 = -6884.734702 Iteration 3F: 3 clusters Score -6884.735 nChanged 18 ComputeScore: Raw -7131.135534 + Penalty 230.289468 = -6900.846067 Iteration 4Q: 3 clusters Score -6900.846 nChanged 16 ComputeScore: Raw -7148.013216 + Penalty 230.289468 = -6917.723749 Iteration 5Q: 3 clusters Score -6917.724 nChanged 13 ComputeScore: Raw -7157.967867 + Penalty 230.289468 = -6927.678399 Iteration 6Q: 3 clusters Score -6927.678 nChanged 9 ComputeScore: Raw -7164.108000 + Penalty 230.289468 = -6933.818532 Iteration 7Q: 3 clusters Score -6933.819 nChanged 7 ComputeScore: Raw -7170.264496 + Penalty 230.289468 = -6939.975029 Iteration 8Q: 3 clusters Score -6939.975 nChanged 4 ComputeScore: Raw -7180.532835 + Penalty 230.289468 = -6950.243368 Iteration 9Q: 3 clusters Score -6950.243 nChanged 2 ComputeScore: Raw -7182.723341 + Penalty 230.289468 = -6952.433873 Iteration 10Q: 3 clusters Score -6952.434 nChanged 1 ComputeScore: Raw -7183.129708 + Penalty 230.289468 = -6952.840240 Iteration 11Q: 3 clusters Score -6952.84 nChanged 0 ComputeScore: Raw -7183.129708 + Penalty 230.289468 = -6952.840240 Iteration 12F: 3 clusters Score -6952.84 nChanged 0 Trying to split cluster 18 (223 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3258.247558 + Penalty 97.329092 = -3160.918466 Iteration 0F: 2 clusters Score -3160.918 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3162.215369 + Penalty 194.658184 = -2967.557186 Iteration 0F: 3 clusters Score -2967.557 nChanged 72 ComputeScore: Raw -3202.176241 + Penalty 194.658184 = -3007.518057 Iteration 1F: 3 clusters Score -3007.518 nChanged 16 ComputeScore: Raw -3215.747112 + Penalty 194.658184 = -3021.088928 Iteration 2F: 3 clusters Score -3021.089 nChanged 12 ComputeScore: Raw -3226.388232 + Penalty 194.658184 = -3031.730048 Iteration 3F: 3 clusters Score -3031.73 nChanged 6 ComputeScore: Raw -3235.746577 + Penalty 194.658184 = -3041.088393 Iteration 4Q: 3 clusters Score -3041.088 nChanged 5 ComputeScore: Raw -3240.099463 + Penalty 194.658184 = -3045.441279 Iteration 5Q: 3 clusters Score -3045.441 nChanged 5 ComputeScore: Raw -3245.024363 + Penalty 194.658184 = -3050.366179 Iteration 6Q: 3 clusters Score -3050.366 nChanged 5 ComputeScore: Raw -3247.996330 + Penalty 194.658184 = -3053.338147 Iteration 7Q: 3 clusters Score -3053.338 nChanged 3 ComputeScore: Raw -3250.202361 + Penalty 194.658184 = -3055.544177 Iteration 8Q: 3 clusters Score -3055.544 nChanged 1 ComputeScore: Raw -3250.446699 + Penalty 194.658184 = -3055.788515 Iteration 9Q: 3 clusters Score -3055.789 nChanged 0 ComputeScore: Raw -3250.446699 + Penalty 194.658184 = -3055.788515 Iteration 10F: 3 clusters Score -3055.789 nChanged 0 Trying to split cluster 19 (3384 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32531.809934 + Penalty 146.282647 = -32385.527287 Iteration 0F: 2 clusters Score -32385.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30458.751912 + Penalty 292.565294 = -30166.186618 Iteration 0F: 3 clusters Score -30166.19 nChanged 1589 ComputeScore: Raw -31527.403214 + Penalty 292.565294 = -31234.837920 Iteration 1F: 3 clusters Score -31234.84 nChanged 201 ComputeScore: Raw -31615.067929 + Penalty 292.565294 = -31322.502635 Iteration 2F: 3 clusters Score -31322.5 nChanged 161 ComputeScore: Raw -31691.665485 + Penalty 292.565294 = -31399.100191 Iteration 3Q: 3 clusters Score -31399.1 nChanged 133 ComputeScore: Raw -31748.086709 + Penalty 292.565294 = -31455.521415 Iteration 4Q: 3 clusters Score -31455.52 nChanged 113 ComputeScore: Raw -31799.044949 + Penalty 292.565294 = -31506.479655 Iteration 5Q: 3 clusters Score -31506.48 nChanged 108 ComputeScore: Raw -31856.557378 + Penalty 292.565294 = -31563.992085 Iteration 6Q: 3 clusters Score -31563.99 nChanged 103 ComputeScore: Raw -31901.787259 + Penalty 292.565294 = -31609.221965 Iteration 7Q: 3 clusters Score -31609.22 nChanged 91 ComputeScore: Raw -31958.058510 + Penalty 292.565294 = -31665.493216 Iteration 8Q: 3 clusters Score -31665.49 nChanged 97 ComputeScore: Raw -32036.960836 + Penalty 292.565294 = -31744.395542 Iteration 9Q: 3 clusters Score -31744.4 nChanged 91 ComputeScore: Raw -32097.320145 + Penalty 292.565294 = -31804.754851 Iteration 10Q: 3 clusters Score -31804.75 nChanged 67 ComputeScore: Raw -32142.251946 + Penalty 292.565294 = -31849.686652 Iteration 11Q: 3 clusters Score -31849.69 nChanged 72 ComputeScore: Raw -32176.846426 + Penalty 292.565294 = -31884.281132 Iteration 12Q: 3 clusters Score -31884.28 nChanged 59 ComputeScore: Raw -32204.403363 + Penalty 292.565294 = -31911.838069 Iteration 13Q: 3 clusters Score -31911.84 nChanged 66 ComputeScore: Raw -32239.082159 + Penalty 292.565294 = -31946.516865 Iteration 14Q: 3 clusters Score -31946.52 nChanged 67 ComputeScore: Raw -32274.525669 + Penalty 292.565294 = -31981.960375 Iteration 15Q: 3 clusters Score -31981.96 nChanged 67 ComputeScore: Raw -32316.184581 + Penalty 292.565294 = -32023.619287 Iteration 16Q: 3 clusters Score -32023.62 nChanged 67 ComputeScore: Raw -32362.423861 + Penalty 292.565294 = -32069.858568 Iteration 17Q: 3 clusters Score -32069.86 nChanged 61 ComputeScore: Raw -32409.289150 + Penalty 292.565294 = -32116.723856 Iteration 18Q: 3 clusters Score -32116.72 nChanged 46 ComputeScore: Raw -32446.277494 + Penalty 292.565294 = -32153.712200 Iteration 19Q: 3 clusters Score -32153.71 nChanged 36 ComputeScore: Raw -32472.479716 + Penalty 292.565294 = -32179.914422 Iteration 20F: 3 clusters Score -32179.91 nChanged 30 ComputeScore: Raw -32495.904454 + Penalty 292.565294 = -32203.339160 Iteration 21Q: 3 clusters Score -32203.34 nChanged 27 ComputeScore: Raw -32512.432810 + Penalty 292.565294 = -32219.867516 Iteration 22Q: 3 clusters Score -32219.87 nChanged 16 ComputeScore: Raw -32520.429772 + Penalty 292.565294 = -32227.864478 Iteration 23Q: 3 clusters Score -32227.86 nChanged 12 ComputeScore: Raw -32526.411865 + Penalty 292.565294 = -32233.846571 Iteration 24Q: 3 clusters Score -32233.85 nChanged 9 ComputeScore: Raw -32530.368354 + Penalty 292.565294 = -32237.803060 Iteration 25Q: 3 clusters Score -32237.8 nChanged 10 ComputeScore: Raw -32536.481849 + Penalty 292.565294 = -32243.916555 Iteration 26Q: 3 clusters Score -32243.92 nChanged 10 ComputeScore: Raw -32545.285243 + Penalty 292.565294 = -32252.719949 Iteration 27Q: 3 clusters Score -32252.72 nChanged 8 ComputeScore: Raw -32551.145640 + Penalty 292.565294 = -32258.580346 Iteration 28Q: 3 clusters Score -32258.58 nChanged 4 ComputeScore: Raw -32552.529766 + Penalty 292.565294 = -32259.964472 Iteration 29Q: 3 clusters Score -32259.96 nChanged 4 ComputeScore: Raw -32554.707769 + Penalty 292.565294 = -32262.142475 Iteration 30Q: 3 clusters Score -32262.14 nChanged 3 ComputeScore: Raw -32555.920220 + Penalty 292.565294 = -32263.354926 Iteration 31Q: 3 clusters Score -32263.35 nChanged 1 ComputeScore: Raw -32555.942728 + Penalty 292.565294 = -32263.377434 Iteration 32Q: 3 clusters Score -32263.38 nChanged 0 ComputeScore: Raw -32555.942728 + Penalty 292.565294 = -32263.377434 Iteration 33F: 3 clusters Score -32263.38 nChanged 0 Trying to split cluster 20 (1880 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22245.687197 + Penalty 135.702487 = -22109.984710 Iteration 0F: 2 clusters Score -22109.98 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21118.721613 + Penalty 271.404974 = -20847.316639 Iteration 0F: 3 clusters Score -20847.32 nChanged 877 ComputeScore: Raw -21671.672661 + Penalty 271.404974 = -21400.267687 Iteration 1F: 3 clusters Score -21400.27 nChanged 156 ComputeScore: Raw -21803.320673 + Penalty 271.404974 = -21531.915699 Iteration 2F: 3 clusters Score -21531.92 nChanged 145 ComputeScore: Raw -21934.229451 + Penalty 271.404974 = -21662.824477 Iteration 3F: 3 clusters Score -21662.82 nChanged 117 ComputeScore: Raw -22032.663897 + Penalty 271.404974 = -21761.258923 Iteration 4F: 3 clusters Score -21761.26 nChanged 79 ComputeScore: Raw -22103.993983 + Penalty 271.404974 = -21832.589009 Iteration 5Q: 3 clusters Score -21832.59 nChanged 71 ComputeScore: Raw -22154.098002 + Penalty 271.404974 = -21882.693028 Iteration 6Q: 3 clusters Score -21882.69 nChanged 43 ComputeScore: Raw -22178.242852 + Penalty 271.404974 = -21906.837878 Iteration 7Q: 3 clusters Score -21906.84 nChanged 27 ComputeScore: Raw -22189.735873 + Penalty 271.404974 = -21918.330899 Iteration 8Q: 3 clusters Score -21918.33 nChanged 18 ComputeScore: Raw -22197.823729 + Penalty 271.404974 = -21926.418755 Iteration 9Q: 3 clusters Score -21926.42 nChanged 23 ComputeScore: Raw -22205.898708 + Penalty 271.404974 = -21934.493734 Iteration 10Q: 3 clusters Score -21934.49 nChanged 17 ComputeScore: Raw -22211.227203 + Penalty 271.404974 = -21939.822229 Iteration 11Q: 3 clusters Score -21939.82 nChanged 14 ComputeScore: Raw -22214.880874 + Penalty 271.404974 = -21943.475900 Iteration 12Q: 3 clusters Score -21943.48 nChanged 10 ComputeScore: Raw -22217.573057 + Penalty 271.404974 = -21946.168083 Iteration 13Q: 3 clusters Score -21946.17 nChanged 7 ComputeScore: Raw -22220.265822 + Penalty 271.404974 = -21948.860848 Iteration 14Q: 3 clusters Score -21948.86 nChanged 9 ComputeScore: Raw -22223.254639 + Penalty 271.404974 = -21951.849665 Iteration 15Q: 3 clusters Score -21951.85 nChanged 9 ComputeScore: Raw -22225.847767 + Penalty 271.404974 = -21954.442793 Iteration 16Q: 3 clusters Score -21954.44 nChanged 6 ComputeScore: Raw -22227.465375 + Penalty 271.404974 = -21956.060401 Iteration 17Q: 3 clusters Score -21956.06 nChanged 7 ComputeScore: Raw -22228.619265 + Penalty 271.404974 = -21957.214291 Iteration 18Q: 3 clusters Score -21957.21 nChanged 7 ComputeScore: Raw -22229.694006 + Penalty 271.404974 = -21958.289032 Iteration 19Q: 3 clusters Score -21958.29 nChanged 5 ComputeScore: Raw -22230.629154 + Penalty 271.404974 = -21959.224180 Iteration 20F: 3 clusters Score -21959.22 nChanged 7 ComputeScore: Raw -22231.434259 + Penalty 271.404974 = -21960.029285 Iteration 21Q: 3 clusters Score -21960.03 nChanged 2 ComputeScore: Raw -22231.743664 + Penalty 271.404974 = -21960.338690 Iteration 22Q: 3 clusters Score -21960.34 nChanged 2 ComputeScore: Raw -22231.980510 + Penalty 271.404974 = -21960.575536 Iteration 23Q: 3 clusters Score -21960.58 nChanged 2 ComputeScore: Raw -22232.045127 + Penalty 271.404974 = -21960.640153 Iteration 24Q: 3 clusters Score -21960.64 nChanged 1 ComputeScore: Raw -22232.076266 + Penalty 271.404974 = -21960.671292 Iteration 25Q: 3 clusters Score -21960.67 nChanged 1 ComputeScore: Raw -22232.087901 + Penalty 271.404974 = -21960.682927 Iteration 26Q: 3 clusters Score -21960.68 nChanged 1 ComputeScore: Raw -22232.258855 + Penalty 271.404974 = -21960.853881 Iteration 27Q: 3 clusters Score -21960.85 nChanged 0 ComputeScore: Raw -22232.258855 + Penalty 271.404974 = -21960.853881 Iteration 28F: 3 clusters Score -21960.85 nChanged 0 Trying to split cluster 21 (11104 points) Assigned 2 initial classes randomly. ComputeScore: Raw -95509.400008 + Penalty 167.671092 = -95341.728916 Iteration 0F: 2 clusters Score -95341.73 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -88201.452775 + Penalty 335.342185 = -87866.110590 Iteration 0F: 3 clusters Score -87866.11 nChanged 5355 ComputeScore: Raw -91740.391929 + Penalty 335.342185 = -91405.049745 Iteration 1F: 3 clusters Score -91405.05 nChanged 635 ComputeScore: Raw -92090.759060 + Penalty 335.342185 = -91755.416875 Iteration 2F: 3 clusters Score -91755.42 nChanged 656 ComputeScore: Raw -92572.256754 + Penalty 335.342185 = -92236.914570 Iteration 3F: 3 clusters Score -92236.91 nChanged 705 ComputeScore: Raw -93215.854602 + Penalty 335.342185 = -92880.512418 Iteration 4F: 3 clusters Score -92880.51 nChanged 628 ComputeScore: Raw -93858.735467 + Penalty 335.342185 = -93523.393282 Iteration 5F: 3 clusters Score -93523.39 nChanged 498 ComputeScore: Raw -94309.069312 + Penalty 335.342185 = -93973.727128 Iteration 6Q: 3 clusters Score -93973.73 nChanged 386 ComputeScore: Raw -94616.282897 + Penalty 335.342185 = -94280.940712 Iteration 7Q: 3 clusters Score -94280.94 nChanged 325 ComputeScore: Raw -94857.461196 + Penalty 335.342185 = -94522.119011 Iteration 8Q: 3 clusters Score -94522.12 nChanged 244 ComputeScore: Raw -95023.950407 + Penalty 335.342185 = -94688.608222 Iteration 9Q: 3 clusters Score -94688.61 nChanged 188 ComputeScore: Raw -95153.200667 + Penalty 335.342185 = -94817.858483 Iteration 10Q: 3 clusters Score -94817.86 nChanged 143 ComputeScore: Raw -95249.162203 + Penalty 335.342185 = -94913.820018 Iteration 11Q: 3 clusters Score -94913.82 nChanged 107 ComputeScore: Raw -95319.574574 + Penalty 335.342185 = -94984.232390 Iteration 12Q: 3 clusters Score -94984.23 nChanged 80 ComputeScore: Raw -95369.638421 + Penalty 335.342185 = -95034.296237 Iteration 13Q: 3 clusters Score -95034.3 nChanged 55 ComputeScore: Raw -95403.138638 + Penalty 335.342185 = -95067.796453 Iteration 14Q: 3 clusters Score -95067.8 nChanged 45 ComputeScore: Raw -95427.211327 + Penalty 335.342185 = -95091.869142 Iteration 15Q: 3 clusters Score -95091.87 nChanged 39 ComputeScore: Raw -95452.035515 + Penalty 335.342185 = -95116.693331 Iteration 16Q: 3 clusters Score -95116.69 nChanged 30 ComputeScore: Raw -95468.868731 + Penalty 335.342185 = -95133.526547 Iteration 17Q: 3 clusters Score -95133.53 nChanged 25 ComputeScore: Raw -95480.127509 + Penalty 335.342185 = -95144.785325 Iteration 18Q: 3 clusters Score -95144.79 nChanged 13 ComputeScore: Raw -95485.328335 + Penalty 335.342185 = -95149.986150 Iteration 19Q: 3 clusters Score -95149.99 nChanged 9 ComputeScore: Raw -95488.539547 + Penalty 335.342185 = -95153.197362 Iteration 20F: 3 clusters Score -95153.2 nChanged 8 ComputeScore: Raw -95492.123250 + Penalty 335.342185 = -95156.781065 Iteration 21Q: 3 clusters Score -95156.78 nChanged 8 ComputeScore: Raw -95495.948864 + Penalty 335.342185 = -95160.606679 Iteration 22Q: 3 clusters Score -95160.61 nChanged 8 ComputeScore: Raw -95500.621475 + Penalty 335.342185 = -95165.279290 Iteration 23Q: 3 clusters Score -95165.28 nChanged 9 ComputeScore: Raw -95506.155367 + Penalty 335.342185 = -95170.813182 Iteration 24Q: 3 clusters Score -95170.81 nChanged 12 ComputeScore: Raw -95515.302466 + Penalty 335.342185 = -95179.960282 Iteration 25Q: 3 clusters Score -95179.96 nChanged 6 ComputeScore: Raw -95520.128512 + Penalty 335.342185 = -95184.786327 Iteration 26Q: 3 clusters Score -95184.79 nChanged 4 ComputeScore: Raw -95524.300441 + Penalty 335.342185 = -95188.958257 Iteration 27Q: 3 clusters Score -95188.96 nChanged 4 ComputeScore: Raw -95529.669546 + Penalty 335.342185 = -95194.327362 Iteration 28Q: 3 clusters Score -95194.33 nChanged 1 ComputeScore: Raw -95531.072643 + Penalty 335.342185 = -95195.730459 Iteration 29Q: 3 clusters Score -95195.73 nChanged 2 ComputeScore: Raw -95533.245173 + Penalty 335.342185 = -95197.902989 Iteration 30Q: 3 clusters Score -95197.9 nChanged 1 ComputeScore: Raw -95534.029082 + Penalty 335.342185 = -95198.686898 Iteration 31Q: 3 clusters Score -95198.69 nChanged 1 ComputeScore: Raw -95535.585771 + Penalty 335.342185 = -95200.243586 Iteration 32Q: 3 clusters Score -95200.24 nChanged 2 ComputeScore: Raw -95537.703421 + Penalty 335.342185 = -95202.361236 Iteration 33Q: 3 clusters Score -95202.36 nChanged 3 ComputeScore: Raw -95539.109695 + Penalty 335.342185 = -95203.767511 Iteration 34Q: 3 clusters Score -95203.77 nChanged 1 ComputeScore: Raw -95539.303310 + Penalty 335.342185 = -95203.961125 Iteration 35Q: 3 clusters Score -95203.96 nChanged 0 ComputeScore: Raw -95539.303310 + Penalty 335.342185 = -95203.961125 Iteration 36F: 3 clusters Score -95203.96 nChanged 0 Trying to split cluster 22 (210 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2921.370214 + Penalty 96.247936 = -2825.122279 Iteration 0F: 2 clusters Score -2825.122 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2826.855846 + Penalty 192.495871 = -2634.359975 Iteration 0F: 3 clusters Score -2634.36 nChanged 72 ComputeScore: Raw -2879.810405 + Penalty 192.495871 = -2687.314534 Iteration 1F: 3 clusters Score -2687.315 nChanged 10 ComputeScore: Raw -2884.820713 + Penalty 192.495871 = -2692.324841 Iteration 2Q: 3 clusters Score -2692.325 nChanged 4 ComputeScore: Raw -2886.147443 + Penalty 192.495871 = -2693.651572 Iteration 3Q: 3 clusters Score -2693.652 nChanged 1 ComputeScore: Raw -2886.377919 + Penalty 192.495871 = -2693.882048 Iteration 4Q: 3 clusters Score -2693.882 nChanged 0 ComputeScore: Raw -2886.377919 + Penalty 192.495871 = -2693.882048 Iteration 5F: 3 clusters Score -2693.882 nChanged 0 Trying to split cluster 23 (453 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5800.418736 + Penalty 110.086058 = -5690.332678 Iteration 0F: 2 clusters Score -5690.333 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5577.489773 + Penalty 220.172117 = -5357.317656 Iteration 0F: 3 clusters Score -5357.318 nChanged 167 ComputeScore: Raw -5658.950678 + Penalty 220.172117 = -5438.778562 Iteration 1F: 3 clusters Score -5438.779 nChanged 22 ComputeScore: Raw -5669.359109 + Penalty 220.172117 = -5449.186992 Iteration 2Q: 3 clusters Score -5449.187 nChanged 20 ComputeScore: Raw -5676.948365 + Penalty 220.172117 = -5456.776249 Iteration 3Q: 3 clusters Score -5456.776 nChanged 16 ComputeScore: Raw -5684.568578 + Penalty 220.172117 = -5464.396462 Iteration 4Q: 3 clusters Score -5464.396 nChanged 17 ComputeScore: Raw -5696.698825 + Penalty 220.172117 = -5476.526709 Iteration 5Q: 3 clusters Score -5476.527 nChanged 20 ComputeScore: Raw -5716.833832 + Penalty 220.172117 = -5496.661715 Iteration 6Q: 3 clusters Score -5496.662 nChanged 25 ComputeScore: Raw -5743.626261 + Penalty 220.172117 = -5523.454144 Iteration 7F: 3 clusters Score -5523.454 nChanged 17 ComputeScore: Raw -5762.227666 + Penalty 220.172117 = -5542.055550 Iteration 8Q: 3 clusters Score -5542.056 nChanged 16 ComputeScore: Raw -5777.125981 + Penalty 220.172117 = -5556.953865 Iteration 9Q: 3 clusters Score -5556.954 nChanged 9 ComputeScore: Raw -5784.703405 + Penalty 220.172117 = -5564.531289 Iteration 10Q: 3 clusters Score -5564.531 nChanged 8 ComputeScore: Raw -5787.569705 + Penalty 220.172117 = -5567.397589 Iteration 11Q: 3 clusters Score -5567.398 nChanged 5 ComputeScore: Raw -5789.782008 + Penalty 220.172117 = -5569.609892 Iteration 12Q: 3 clusters Score -5569.61 nChanged 5 ComputeScore: Raw -5792.149306 + Penalty 220.172117 = -5571.977189 Iteration 13Q: 3 clusters Score -5571.977 nChanged 3 ComputeScore: Raw -5794.410881 + Penalty 220.172117 = -5574.238765 Iteration 14Q: 3 clusters Score -5574.239 nChanged 6 ComputeScore: Raw -5798.534953 + Penalty 220.172117 = -5578.362836 Iteration 15Q: 3 clusters Score -5578.363 nChanged 5 ComputeScore: Raw -5800.918452 + Penalty 220.172117 = -5580.746336 Iteration 16Q: 3 clusters Score -5580.746 nChanged 2 ComputeScore: Raw -5801.351041 + Penalty 220.172117 = -5581.178924 Iteration 17Q: 3 clusters Score -5581.179 nChanged 1 ComputeScore: Raw -5801.621177 + Penalty 220.172117 = -5581.449061 Iteration 18Q: 3 clusters Score -5581.449 nChanged 0 ComputeScore: Raw -5801.621177 + Penalty 220.172117 = -5581.449061 Iteration 19F: 3 clusters Score -5581.449 nChanged 0 Trying to split cluster 24 (943 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9915.633393 + Penalty 123.283193 = -9792.350200 Iteration 0F: 2 clusters Score -9792.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9374.550830 + Penalty 246.566386 = -9127.984444 Iteration 0F: 3 clusters Score -9127.984 nChanged 398 ComputeScore: Raw -9593.868515 + Penalty 246.566386 = -9347.302129 Iteration 1F: 3 clusters Score -9347.302 nChanged 86 ComputeScore: Raw -9646.522694 + Penalty 246.566386 = -9399.956308 Iteration 2F: 3 clusters Score -9399.956 nChanged 69 ComputeScore: Raw -9688.608837 + Penalty 246.566386 = -9442.042451 Iteration 3F: 3 clusters Score -9442.042 nChanged 49 ComputeScore: Raw -9720.173062 + Penalty 246.566386 = -9473.606675 Iteration 4F: 3 clusters Score -9473.607 nChanged 35 ComputeScore: Raw -9737.976279 + Penalty 246.566386 = -9491.409892 Iteration 5Q: 3 clusters Score -9491.41 nChanged 29 ComputeScore: Raw -9752.936702 + Penalty 246.566386 = -9506.370316 Iteration 6Q: 3 clusters Score -9506.37 nChanged 34 ComputeScore: Raw -9773.366558 + Penalty 246.566386 = -9526.800172 Iteration 7Q: 3 clusters Score -9526.8 nChanged 35 ComputeScore: Raw -9797.666954 + Penalty 246.566386 = -9551.100568 Iteration 8Q: 3 clusters Score -9551.101 nChanged 33 ComputeScore: Raw -9827.205048 + Penalty 246.566386 = -9580.638662 Iteration 9Q: 3 clusters Score -9580.639 nChanged 37 ComputeScore: Raw -9870.014344 + Penalty 246.566386 = -9623.447958 Iteration 10Q: 3 clusters Score -9623.448 nChanged 22 ComputeScore: Raw -9890.482459 + Penalty 246.566386 = -9643.916073 Iteration 11Q: 3 clusters Score -9643.916 nChanged 13 ComputeScore: Raw -9903.710046 + Penalty 246.566386 = -9657.143660 Iteration 12Q: 3 clusters Score -9657.144 nChanged 6 ComputeScore: Raw -9912.011495 + Penalty 246.566386 = -9665.445109 Iteration 13Q: 3 clusters Score -9665.445 nChanged 5 ComputeScore: Raw -9918.450959 + Penalty 246.566386 = -9671.884573 Iteration 14Q: 3 clusters Score -9671.885 nChanged 2 ComputeScore: Raw -9923.790036 + Penalty 246.566386 = -9677.223650 Iteration 15Q: 3 clusters Score -9677.224 nChanged 2 ComputeScore: Raw -9929.073763 + Penalty 246.566386 = -9682.507377 Iteration 16Q: 3 clusters Score -9682.507 nChanged 2 ComputeScore: Raw -9931.132597 + Penalty 246.566386 = -9684.566211 Iteration 17Q: 3 clusters Score -9684.566 nChanged 1 ComputeScore: Raw -9931.525681 + Penalty 246.566386 = -9684.959295 Iteration 18Q: 3 clusters Score -9684.959 nChanged 0 ComputeScore: Raw -9931.525681 + Penalty 246.566386 = -9684.959295 Iteration 19F: 3 clusters Score -9684.959 nChanged 0 Trying to split cluster 25 (2173 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21309.482403 + Penalty 138.309552 = -21171.172851 Iteration 0F: 2 clusters Score -21171.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -20011.718570 + Penalty 276.619103 = -19735.099467 Iteration 0F: 3 clusters Score -19735.1 nChanged 970 ComputeScore: Raw -20670.852649 + Penalty 276.619103 = -20394.233545 Iteration 1F: 3 clusters Score -20394.23 nChanged 179 ComputeScore: Raw -20782.256733 + Penalty 276.619103 = -20505.637629 Iteration 2F: 3 clusters Score -20505.64 nChanged 166 ComputeScore: Raw -20892.848606 + Penalty 276.619103 = -20616.229503 Iteration 3F: 3 clusters Score -20616.23 nChanged 118 ComputeScore: Raw -20987.508926 + Penalty 276.619103 = -20710.889823 Iteration 4F: 3 clusters Score -20710.89 nChanged 89 ComputeScore: Raw -21087.481169 + Penalty 276.619103 = -20810.862066 Iteration 5Q: 3 clusters Score -20810.86 nChanged 72 ComputeScore: Raw -21167.026046 + Penalty 276.619103 = -20890.406942 Iteration 6Q: 3 clusters Score -20890.41 nChanged 41 ComputeScore: Raw -21203.205748 + Penalty 276.619103 = -20926.586645 Iteration 7Q: 3 clusters Score -20926.59 nChanged 39 ComputeScore: Raw -21228.018784 + Penalty 276.619103 = -20951.399680 Iteration 8Q: 3 clusters Score -20951.4 nChanged 23 ComputeScore: Raw -21242.439536 + Penalty 276.619103 = -20965.820433 Iteration 9Q: 3 clusters Score -20965.82 nChanged 28 ComputeScore: Raw -21259.675871 + Penalty 276.619103 = -20983.056768 Iteration 10Q: 3 clusters Score -20983.06 nChanged 21 ComputeScore: Raw -21272.582837 + Penalty 276.619103 = -20995.963733 Iteration 11Q: 3 clusters Score -20995.96 nChanged 21 ComputeScore: Raw -21286.051059 + Penalty 276.619103 = -21009.431955 Iteration 12Q: 3 clusters Score -21009.43 nChanged 18 ComputeScore: Raw -21294.767816 + Penalty 276.619103 = -21018.148713 Iteration 13Q: 3 clusters Score -21018.15 nChanged 15 ComputeScore: Raw -21304.944679 + Penalty 276.619103 = -21028.325576 Iteration 14Q: 3 clusters Score -21028.33 nChanged 19 ComputeScore: Raw -21319.785855 + Penalty 276.619103 = -21043.166751 Iteration 15Q: 3 clusters Score -21043.17 nChanged 13 ComputeScore: Raw -21328.766161 + Penalty 276.619103 = -21052.147058 Iteration 16Q: 3 clusters Score -21052.15 nChanged 4 ComputeScore: Raw -21330.162236 + Penalty 276.619103 = -21053.543132 Iteration 17Q: 3 clusters Score -21053.54 nChanged 0 ComputeScore: Raw -21330.162236 + Penalty 276.619103 = -21053.543132 Iteration 18F: 3 clusters Score -21053.54 nChanged 0 Trying to split cluster 26 (451 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6508.050172 + Penalty 110.006412 = -6398.043760 Iteration 0F: 2 clusters Score -6398.044 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6275.072382 + Penalty 220.012824 = -6055.059558 Iteration 0F: 3 clusters Score -6055.06 nChanged 181 ComputeScore: Raw -6386.979351 + Penalty 220.012824 = -6166.966526 Iteration 1F: 3 clusters Score -6166.967 nChanged 33 ComputeScore: Raw -6400.137777 + Penalty 220.012824 = -6180.124953 Iteration 2F: 3 clusters Score -6180.125 nChanged 18 ComputeScore: Raw -6407.193719 + Penalty 220.012824 = -6187.180895 Iteration 3Q: 3 clusters Score -6187.181 nChanged 8 ComputeScore: Raw -6410.955394 + Penalty 220.012824 = -6190.942569 Iteration 4Q: 3 clusters Score -6190.943 nChanged 8 ComputeScore: Raw -6414.244275 + Penalty 220.012824 = -6194.231451 Iteration 5Q: 3 clusters Score -6194.231 nChanged 9 ComputeScore: Raw -6416.779387 + Penalty 220.012824 = -6196.766562 Iteration 6Q: 3 clusters Score -6196.767 nChanged 4 ComputeScore: Raw -6420.697989 + Penalty 220.012824 = -6200.685165 Iteration 7Q: 3 clusters Score -6200.685 nChanged 5 ComputeScore: Raw -6427.078976 + Penalty 220.012824 = -6207.066152 Iteration 8Q: 3 clusters Score -6207.066 nChanged 9 ComputeScore: Raw -6432.870174 + Penalty 220.012824 = -6212.857350 Iteration 9Q: 3 clusters Score -6212.857 nChanged 10 ComputeScore: Raw -6438.906106 + Penalty 220.012824 = -6218.893282 Iteration 10Q: 3 clusters Score -6218.893 nChanged 12 ComputeScore: Raw -6445.927371 + Penalty 220.012824 = -6225.914547 Iteration 11Q: 3 clusters Score -6225.915 nChanged 15 ComputeScore: Raw -6453.385463 + Penalty 220.012824 = -6233.372638 Iteration 12Q: 3 clusters Score -6233.373 nChanged 11 ComputeScore: Raw -6459.393289 + Penalty 220.012824 = -6239.380465 Iteration 13Q: 3 clusters Score -6239.38 nChanged 8 ComputeScore: Raw -6467.988312 + Penalty 220.012824 = -6247.975488 Iteration 14Q: 3 clusters Score -6247.975 nChanged 9 ComputeScore: Raw -6476.660004 + Penalty 220.012824 = -6256.647180 Iteration 15Q: 3 clusters Score -6256.647 nChanged 8 ComputeScore: Raw -6481.645036 + Penalty 220.012824 = -6261.632212 Iteration 16Q: 3 clusters Score -6261.632 nChanged 3 ComputeScore: Raw -6487.032648 + Penalty 220.012824 = -6267.019824 Iteration 17Q: 3 clusters Score -6267.02 nChanged 5 ComputeScore: Raw -6493.217060 + Penalty 220.012824 = -6273.204236 Iteration 18Q: 3 clusters Score -6273.204 nChanged 8 ComputeScore: Raw -6500.967048 + Penalty 220.012824 = -6280.954224 Iteration 19Q: 3 clusters Score -6280.954 nChanged 3 ComputeScore: Raw -6503.658099 + Penalty 220.012824 = -6283.645275 Iteration 20F: 3 clusters Score -6283.645 nChanged 5 ComputeScore: Raw -6506.855830 + Penalty 220.012824 = -6286.843005 Iteration 21Q: 3 clusters Score -6286.843 nChanged 3 ComputeScore: Raw -6509.944873 + Penalty 220.012824 = -6289.932049 Iteration 22Q: 3 clusters Score -6289.932 nChanged 3 ComputeScore: Raw -6512.221932 + Penalty 220.012824 = -6292.209108 Iteration 23Q: 3 clusters Score -6292.209 nChanged 2 ComputeScore: Raw -6515.100329 + Penalty 220.012824 = -6295.087505 Iteration 24Q: 3 clusters Score -6295.088 nChanged 0 ComputeScore: Raw -6515.100329 + Penalty 220.012824 = -6295.087505 Iteration 25F: 3 clusters Score -6295.088 nChanged 0 Trying to split cluster 27 (448 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5453.945405 + Penalty 109.886278 = -5344.059126 Iteration 0F: 2 clusters Score -5344.059 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5234.318357 + Penalty 219.772556 = -5014.545800 Iteration 0F: 3 clusters Score -5014.546 nChanged 176 ComputeScore: Raw -5362.855265 + Penalty 219.772556 = -5143.082709 Iteration 1F: 3 clusters Score -5143.083 nChanged 27 ComputeScore: Raw -5379.059578 + Penalty 219.772556 = -5159.287022 Iteration 2F: 3 clusters Score -5159.287 nChanged 15 ComputeScore: Raw -5391.863189 + Penalty 219.772556 = -5172.090633 Iteration 3Q: 3 clusters Score -5172.091 nChanged 11 ComputeScore: Raw -5394.452085 + Penalty 219.772556 = -5174.679529 Iteration 4Q: 3 clusters Score -5174.68 nChanged 4 ComputeScore: Raw -5395.877202 + Penalty 219.772556 = -5176.104646 Iteration 5Q: 3 clusters Score -5176.105 nChanged 3 ComputeScore: Raw -5397.424425 + Penalty 219.772556 = -5177.651868 Iteration 6Q: 3 clusters Score -5177.652 nChanged 6 ComputeScore: Raw -5402.320878 + Penalty 219.772556 = -5182.548321 Iteration 7Q: 3 clusters Score -5182.548 nChanged 7 ComputeScore: Raw -5405.083525 + Penalty 219.772556 = -5185.310969 Iteration 8Q: 3 clusters Score -5185.311 nChanged 6 ComputeScore: Raw -5407.907631 + Penalty 219.772556 = -5188.135075 Iteration 9Q: 3 clusters Score -5188.135 nChanged 10 ComputeScore: Raw -5412.217795 + Penalty 219.772556 = -5192.445238 Iteration 10Q: 3 clusters Score -5192.445 nChanged 8 ComputeScore: Raw -5417.548490 + Penalty 219.772556 = -5197.775933 Iteration 11Q: 3 clusters Score -5197.776 nChanged 6 ComputeScore: Raw -5421.574760 + Penalty 219.772556 = -5201.802204 Iteration 12Q: 3 clusters Score -5201.802 nChanged 7 ComputeScore: Raw -5425.057950 + Penalty 219.772556 = -5205.285394 Iteration 13Q: 3 clusters Score -5205.285 nChanged 6 ComputeScore: Raw -5427.591863 + Penalty 219.772556 = -5207.819306 Iteration 14Q: 3 clusters Score -5207.819 nChanged 5 ComputeScore: Raw -5429.733896 + Penalty 219.772556 = -5209.961340 Iteration 15Q: 3 clusters Score -5209.961 nChanged 6 ComputeScore: Raw -5432.035659 + Penalty 219.772556 = -5212.263102 Iteration 16Q: 3 clusters Score -5212.263 nChanged 6 ComputeScore: Raw -5435.006406 + Penalty 219.772556 = -5215.233849 Iteration 17Q: 3 clusters Score -5215.234 nChanged 5 ComputeScore: Raw -5438.249224 + Penalty 219.772556 = -5218.476668 Iteration 18Q: 3 clusters Score -5218.477 nChanged 3 ComputeScore: Raw -5439.196545 + Penalty 219.772556 = -5219.423989 Iteration 19Q: 3 clusters Score -5219.424 nChanged 0 ComputeScore: Raw -5439.196545 + Penalty 219.772556 = -5219.423989 Iteration 20F: 3 clusters Score -5219.424 nChanged 0 Trying to split cluster 28 (791 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10115.120379 + Penalty 120.119363 = -9995.001015 Iteration 0F: 2 clusters Score -9995.001 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9672.371927 + Penalty 240.238727 = -9432.133200 Iteration 0F: 3 clusters Score -9432.133 nChanged 342 ComputeScore: Raw -9870.251598 + Penalty 240.238727 = -9630.012871 Iteration 1F: 3 clusters Score -9630.013 nChanged 63 ComputeScore: Raw -9917.896708 + Penalty 240.238727 = -9677.657981 Iteration 2F: 3 clusters Score -9677.658 nChanged 46 ComputeScore: Raw -9955.194029 + Penalty 240.238727 = -9714.955303 Iteration 3F: 3 clusters Score -9714.955 nChanged 27 ComputeScore: Raw -9984.730241 + Penalty 240.238727 = -9744.491515 Iteration 4Q: 3 clusters Score -9744.492 nChanged 30 ComputeScore: Raw -10024.731565 + Penalty 240.238727 = -9784.492838 Iteration 5Q: 3 clusters Score -9784.493 nChanged 32 ComputeScore: Raw -10058.135155 + Penalty 240.238727 = -9817.896428 Iteration 6Q: 3 clusters Score -9817.896 nChanged 22 ComputeScore: Raw -10075.228236 + Penalty 240.238727 = -9834.989509 Iteration 7Q: 3 clusters Score -9834.99 nChanged 14 ComputeScore: Raw -10087.767534 + Penalty 240.238727 = -9847.528807 Iteration 8Q: 3 clusters Score -9847.529 nChanged 9 ComputeScore: Raw -10093.689096 + Penalty 240.238727 = -9853.450369 Iteration 9Q: 3 clusters Score -9853.45 nChanged 7 ComputeScore: Raw -10103.807191 + Penalty 240.238727 = -9863.568464 Iteration 10Q: 3 clusters Score -9863.568 nChanged 7 ComputeScore: Raw -10109.810711 + Penalty 240.238727 = -9869.571984 Iteration 11Q: 3 clusters Score -9869.572 nChanged 8 ComputeScore: Raw -10113.652056 + Penalty 240.238727 = -9873.413329 Iteration 12Q: 3 clusters Score -9873.413 nChanged 2 ComputeScore: Raw -10114.071067 + Penalty 240.238727 = -9873.832341 Iteration 13Q: 3 clusters Score -9873.832 nChanged 4 ComputeScore: Raw -10116.316140 + Penalty 240.238727 = -9876.077414 Iteration 14Q: 3 clusters Score -9876.077 nChanged 5 ComputeScore: Raw -10119.470761 + Penalty 240.238727 = -9879.232034 Iteration 15Q: 3 clusters Score -9879.232 nChanged 4 ComputeScore: Raw -10123.704154 + Penalty 240.238727 = -9883.465427 Iteration 16Q: 3 clusters Score -9883.465 nChanged 7 ComputeScore: Raw -10130.662804 + Penalty 240.238727 = -9890.424077 Iteration 17Q: 3 clusters Score -9890.424 nChanged 3 ComputeScore: Raw -10133.448612 + Penalty 240.238727 = -9893.209885 Iteration 18Q: 3 clusters Score -9893.21 nChanged 3 ComputeScore: Raw -10134.880883 + Penalty 240.238727 = -9894.642156 Iteration 19Q: 3 clusters Score -9894.642 nChanged 1 ComputeScore: Raw -10135.018158 + Penalty 240.238727 = -9894.779431 Iteration 20F: 3 clusters Score -9894.779 nChanged 0 Trying to split cluster 29 (4416 points) Assigned 2 initial classes randomly. ComputeScore: Raw -40531.738349 + Penalty 151.073813 = -40380.664536 Iteration 0F: 2 clusters Score -40380.66 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37803.966849 + Penalty 302.147625 = -37501.819224 Iteration 0F: 3 clusters Score -37501.82 nChanged 2091 ComputeScore: Raw -39119.711557 + Penalty 302.147625 = -38817.563931 Iteration 1F: 3 clusters Score -38817.56 nChanged 271 ComputeScore: Raw -39248.198564 + Penalty 302.147625 = -38946.050939 Iteration 2F: 3 clusters Score -38946.05 nChanged 245 ComputeScore: Raw -39377.419206 + Penalty 302.147625 = -39075.271581 Iteration 3F: 3 clusters Score -39075.27 nChanged 235 ComputeScore: Raw -39519.854114 + Penalty 302.147625 = -39217.706489 Iteration 4F: 3 clusters Score -39217.71 nChanged 235 ComputeScore: Raw -39655.740078 + Penalty 302.147625 = -39353.592452 Iteration 5F: 3 clusters Score -39353.59 nChanged 189 ComputeScore: Raw -39746.928096 + Penalty 302.147625 = -39444.780471 Iteration 6Q: 3 clusters Score -39444.78 nChanged 150 ComputeScore: Raw -39798.943180 + Penalty 302.147625 = -39496.795555 Iteration 7Q: 3 clusters Score -39496.8 nChanged 80 ComputeScore: Raw -39819.800655 + Penalty 302.147625 = -39517.653030 Iteration 8Q: 3 clusters Score -39517.65 nChanged 59 ComputeScore: Raw -39834.618562 + Penalty 302.147625 = -39532.470937 Iteration 9Q: 3 clusters Score -39532.47 nChanged 57 ComputeScore: Raw -39849.164526 + Penalty 302.147625 = -39547.016900 Iteration 10Q: 3 clusters Score -39547.02 nChanged 57 ComputeScore: Raw -39858.381152 + Penalty 302.147625 = -39556.233527 Iteration 11Q: 3 clusters Score -39556.23 nChanged 36 ComputeScore: Raw -39862.174823 + Penalty 302.147625 = -39560.027198 Iteration 12Q: 3 clusters Score -39560.03 nChanged 24 ComputeScore: Raw -39864.209513 + Penalty 302.147625 = -39562.061888 Iteration 13Q: 3 clusters Score -39562.06 nChanged 14 ComputeScore: Raw -39864.981221 + Penalty 302.147625 = -39562.833596 Iteration 14Q: 3 clusters Score -39562.83 nChanged 8 ComputeScore: Raw -39865.335175 + Penalty 302.147625 = -39563.187549 Iteration 15Q: 3 clusters Score -39563.19 nChanged 7 ComputeScore: Raw -39865.806243 + Penalty 302.147625 = -39563.658618 Iteration 16Q: 3 clusters Score -39563.66 nChanged 12 ComputeScore: Raw -39866.714750 + Penalty 302.147625 = -39564.567124 Iteration 17Q: 3 clusters Score -39564.57 nChanged 11 ComputeScore: Raw -39867.337111 + Penalty 302.147625 = -39565.189486 Iteration 18Q: 3 clusters Score -39565.19 nChanged 14 ComputeScore: Raw -39868.536304 + Penalty 302.147625 = -39566.388679 Iteration 19Q: 3 clusters Score -39566.39 nChanged 18 ComputeScore: Raw -39869.892634 + Penalty 302.147625 = -39567.745009 Iteration 20F: 3 clusters Score -39567.75 nChanged 19 ComputeScore: Raw -39872.614345 + Penalty 302.147625 = -39570.466720 Iteration 21Q: 3 clusters Score -39570.47 nChanged 23 ComputeScore: Raw -39876.803757 + Penalty 302.147625 = -39574.656132 Iteration 22Q: 3 clusters Score -39574.66 nChanged 22 ComputeScore: Raw -39880.301127 + Penalty 302.147625 = -39578.153502 Iteration 23Q: 3 clusters Score -39578.15 nChanged 22 ComputeScore: Raw -39882.807939 + Penalty 302.147625 = -39580.660314 Iteration 24Q: 3 clusters Score -39580.66 nChanged 18 ComputeScore: Raw -39884.089409 + Penalty 302.147625 = -39581.941784 Iteration 25Q: 3 clusters Score -39581.94 nChanged 16 ComputeScore: Raw -39885.727782 + Penalty 302.147625 = -39583.580157 Iteration 26Q: 3 clusters Score -39583.58 nChanged 20 ComputeScore: Raw -39887.603526 + Penalty 302.147625 = -39585.455901 Iteration 27Q: 3 clusters Score -39585.46 nChanged 23 ComputeScore: Raw -39889.616792 + Penalty 302.147625 = -39587.469167 Iteration 28Q: 3 clusters Score -39587.47 nChanged 26 ComputeScore: Raw -39893.523713 + Penalty 302.147625 = -39591.376088 Iteration 29Q: 3 clusters Score -39591.38 nChanged 25 ComputeScore: Raw -39896.246359 + Penalty 302.147625 = -39594.098734 Iteration 30Q: 3 clusters Score -39594.1 nChanged 23 ComputeScore: Raw -39899.014427 + Penalty 302.147625 = -39596.866802 Iteration 31Q: 3 clusters Score -39596.87 nChanged 30 ComputeScore: Raw -39902.256719 + Penalty 302.147625 = -39600.109094 Iteration 32Q: 3 clusters Score -39600.11 nChanged 19 ComputeScore: Raw -39903.872856 + Penalty 302.147625 = -39601.725231 Iteration 33Q: 3 clusters Score -39601.73 nChanged 15 ComputeScore: Raw -39905.860894 + Penalty 302.147625 = -39603.713269 Iteration 34Q: 3 clusters Score -39603.71 nChanged 17 ComputeScore: Raw -39910.173268 + Penalty 302.147625 = -39608.025643 Iteration 35Q: 3 clusters Score -39608.03 nChanged 22 ComputeScore: Raw -39915.019371 + Penalty 302.147625 = -39612.871746 Iteration 36Q: 3 clusters Score -39612.87 nChanged 21 ComputeScore: Raw -39917.409681 + Penalty 302.147625 = -39615.262056 Iteration 37Q: 3 clusters Score -39615.26 nChanged 22 ComputeScore: Raw -39920.072574 + Penalty 302.147625 = -39617.924949 Iteration 38Q: 3 clusters Score -39617.92 nChanged 25 ComputeScore: Raw -39924.351296 + Penalty 302.147625 = -39622.203671 Iteration 39Q: 3 clusters Score -39622.2 nChanged 33 ComputeScore: Raw -39932.553609 + Penalty 302.147625 = -39630.405983 Iteration 40F: 3 clusters Score -39630.41 nChanged 48 ComputeScore: Raw -39948.164067 + Penalty 302.147625 = -39646.016442 Iteration 41Q: 3 clusters Score -39646.02 nChanged 63 ComputeScore: Raw -39968.038292 + Penalty 302.147625 = -39665.890667 Iteration 42Q: 3 clusters Score -39665.89 nChanged 53 ComputeScore: Raw -39982.404452 + Penalty 302.147625 = -39680.256827 Iteration 43Q: 3 clusters Score -39680.26 nChanged 59 ComputeScore: Raw -39998.101184 + Penalty 302.147625 = -39695.953558 Iteration 44Q: 3 clusters Score -39695.95 nChanged 52 ComputeScore: Raw -40012.434870 + Penalty 302.147625 = -39710.287245 Iteration 45Q: 3 clusters Score -39710.29 nChanged 55 ComputeScore: Raw -40029.984127 + Penalty 302.147625 = -39727.836502 Iteration 46Q: 3 clusters Score -39727.84 nChanged 64 ComputeScore: Raw -40048.765181 + Penalty 302.147625 = -39746.617556 Iteration 47Q: 3 clusters Score -39746.62 nChanged 66 ComputeScore: Raw -40070.551339 + Penalty 302.147625 = -39768.403713 Iteration 48Q: 3 clusters Score -39768.4 nChanged 68 ComputeScore: Raw -40097.528237 + Penalty 302.147625 = -39795.380612 Iteration 49Q: 3 clusters Score -39795.38 nChanged 81 ComputeScore: Raw -40135.287616 + Penalty 302.147625 = -39833.139991 Iteration 50Q: 3 clusters Score -39833.14 nChanged 85 ComputeScore: Raw -40173.065113 + Penalty 302.147625 = -39870.917488 Iteration 51Q: 3 clusters Score -39870.92 nChanged 71 ComputeScore: Raw -40202.529019 + Penalty 302.147625 = -39900.381394 Iteration 52Q: 3 clusters Score -39900.38 nChanged 70 ComputeScore: Raw -40230.802017 + Penalty 302.147625 = -39928.654391 Iteration 53Q: 3 clusters Score -39928.65 nChanged 65 ComputeScore: Raw -40259.553153 + Penalty 302.147625 = -39957.405528 Iteration 54Q: 3 clusters Score -39957.41 nChanged 65 ComputeScore: Raw -40289.401728 + Penalty 302.147625 = -39987.254103 Iteration 55Q: 3 clusters Score -39987.25 nChanged 57 ComputeScore: Raw -40312.302173 + Penalty 302.147625 = -40010.154548 Iteration 56Q: 3 clusters Score -40010.15 nChanged 54 ComputeScore: Raw -40336.288966 + Penalty 302.147625 = -40034.141341 Iteration 57Q: 3 clusters Score -40034.14 nChanged 58 ComputeScore: Raw -40362.980716 + Penalty 302.147625 = -40060.833090 Iteration 58Q: 3 clusters Score -40060.83 nChanged 46 ComputeScore: Raw -40391.008849 + Penalty 302.147625 = -40088.861223 Iteration 59Q: 3 clusters Score -40088.86 nChanged 52 ComputeScore: Raw -40424.363071 + Penalty 302.147625 = -40122.215446 Iteration 60F: 3 clusters Score -40122.22 nChanged 50 ComputeScore: Raw -40451.561692 + Penalty 302.147625 = -40149.414067 Iteration 61Q: 3 clusters Score -40149.41 nChanged 30 ComputeScore: Raw -40466.770470 + Penalty 302.147625 = -40164.622845 Iteration 62Q: 3 clusters Score -40164.62 nChanged 25 ComputeScore: Raw -40480.210502 + Penalty 302.147625 = -40178.062877 Iteration 63Q: 3 clusters Score -40178.06 nChanged 23 ComputeScore: Raw -40495.310353 + Penalty 302.147625 = -40193.162728 Iteration 64Q: 3 clusters Score -40193.16 nChanged 14 ComputeScore: Raw -40501.981834 + Penalty 302.147625 = -40199.834209 Iteration 65Q: 3 clusters Score -40199.83 nChanged 9 ComputeScore: Raw -40508.902876 + Penalty 302.147625 = -40206.755251 Iteration 66Q: 3 clusters Score -40206.76 nChanged 11 ComputeScore: Raw -40521.825757 + Penalty 302.147625 = -40219.678131 Iteration 67Q: 3 clusters Score -40219.68 nChanged 9 ComputeScore: Raw -40533.828248 + Penalty 302.147625 = -40231.680623 Iteration 68Q: 3 clusters Score -40231.68 nChanged 6 ComputeScore: Raw -40540.071545 + Penalty 302.147625 = -40237.923920 Iteration 69Q: 3 clusters Score -40237.92 nChanged 4 ComputeScore: Raw -40541.762739 + Penalty 302.147625 = -40239.615114 Iteration 70Q: 3 clusters Score -40239.62 nChanged 4 ComputeScore: Raw -40543.101307 + Penalty 302.147625 = -40240.953682 Iteration 71Q: 3 clusters Score -40240.95 nChanged 3 ComputeScore: Raw -40543.997193 + Penalty 302.147625 = -40241.849567 Iteration 72Q: 3 clusters Score -40241.85 nChanged 0 ComputeScore: Raw -40543.997193 + Penalty 302.147625 = -40241.849567 Iteration 73F: 3 clusters Score -40241.85 nChanged 0 Trying to split cluster 30 (245 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3757.546391 + Penalty 99.022648 = -3658.523743 Iteration 0F: 2 clusters Score -3658.524 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3641.167663 + Penalty 198.045296 = -3443.122367 Iteration 0F: 3 clusters Score -3443.122 nChanged 83 ComputeScore: Raw -3692.029088 + Penalty 198.045296 = -3493.983793 Iteration 1F: 3 clusters Score -3493.984 nChanged 26 ComputeScore: Raw -3713.832769 + Penalty 198.045296 = -3515.787474 Iteration 2F: 3 clusters Score -3515.787 nChanged 17 ComputeScore: Raw -3725.418225 + Penalty 198.045296 = -3527.372929 Iteration 3F: 3 clusters Score -3527.373 nChanged 11 ComputeScore: Raw -3732.807152 + Penalty 198.045296 = -3534.761857 Iteration 4Q: 3 clusters Score -3534.762 nChanged 4 ComputeScore: Raw -3735.200779 + Penalty 198.045296 = -3537.155484 Iteration 5Q: 3 clusters Score -3537.155 nChanged 4 ComputeScore: Raw -3736.119209 + Penalty 198.045296 = -3538.073913 Iteration 6Q: 3 clusters Score -3538.074 nChanged 1 ComputeScore: Raw -3736.943826 + Penalty 198.045296 = -3538.898531 Iteration 7Q: 3 clusters Score -3538.899 nChanged 4 ComputeScore: Raw -3738.358318 + Penalty 198.045296 = -3540.313022 Iteration 8Q: 3 clusters Score -3540.313 nChanged 1 ComputeScore: Raw -3738.924828 + Penalty 198.045296 = -3540.879532 Iteration 9Q: 3 clusters Score -3540.88 nChanged 2 ComputeScore: Raw -3741.694339 + Penalty 198.045296 = -3543.649044 Iteration 10Q: 3 clusters Score -3543.649 nChanged 2 ComputeScore: Raw -3743.283778 + Penalty 198.045296 = -3545.238482 Iteration 11Q: 3 clusters Score -3545.238 nChanged 3 ComputeScore: Raw -3745.979851 + Penalty 198.045296 = -3547.934556 Iteration 12Q: 3 clusters Score -3547.935 nChanged 2 ComputeScore: Raw -3747.038124 + Penalty 198.045296 = -3548.992829 Iteration 13Q: 3 clusters Score -3548.993 nChanged 0 ComputeScore: Raw -3747.038124 + Penalty 198.045296 = -3548.992829 Iteration 14F: 3 clusters Score -3548.993 nChanged 0 Trying to split cluster 31 (745 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9328.744161 + Penalty 119.040916 = -9209.703245 Iteration 0F: 2 clusters Score -9209.703 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8910.837944 + Penalty 238.081832 = -8672.756112 Iteration 0F: 3 clusters Score -8672.756 nChanged 330 ComputeScore: Raw -9089.549960 + Penalty 238.081832 = -8851.468128 Iteration 1F: 3 clusters Score -8851.468 nChanged 55 ComputeScore: Raw -9123.150902 + Penalty 238.081832 = -8885.069070 Iteration 2F: 3 clusters Score -8885.069 nChanged 36 ComputeScore: Raw -9139.046597 + Penalty 238.081832 = -8900.964765 Iteration 3Q: 3 clusters Score -8900.965 nChanged 29 ComputeScore: Raw -9155.158603 + Penalty 238.081832 = -8917.076771 Iteration 4Q: 3 clusters Score -8917.077 nChanged 30 ComputeScore: Raw -9169.412543 + Penalty 238.081832 = -8931.330711 Iteration 5Q: 3 clusters Score -8931.331 nChanged 30 ComputeScore: Raw -9184.538256 + Penalty 238.081832 = -8946.456424 Iteration 6Q: 3 clusters Score -8946.456 nChanged 28 ComputeScore: Raw -9206.026274 + Penalty 238.081832 = -8967.944442 Iteration 7Q: 3 clusters Score -8967.944 nChanged 32 ComputeScore: Raw -9233.176768 + Penalty 238.081832 = -8995.094936 Iteration 8Q: 3 clusters Score -8995.095 nChanged 27 ComputeScore: Raw -9260.714523 + Penalty 238.081832 = -9022.632691 Iteration 9Q: 3 clusters Score -9022.633 nChanged 16 ComputeScore: Raw -9272.261208 + Penalty 238.081832 = -9034.179376 Iteration 10Q: 3 clusters Score -9034.179 nChanged 20 ComputeScore: Raw -9283.097326 + Penalty 238.081832 = -9045.015494 Iteration 11Q: 3 clusters Score -9045.015 nChanged 12 ComputeScore: Raw -9289.233323 + Penalty 238.081832 = -9051.151491 Iteration 12Q: 3 clusters Score -9051.151 nChanged 9 ComputeScore: Raw -9297.399068 + Penalty 238.081832 = -9059.317236 Iteration 13Q: 3 clusters Score -9059.317 nChanged 13 ComputeScore: Raw -9305.898853 + Penalty 238.081832 = -9067.817021 Iteration 14Q: 3 clusters Score -9067.817 nChanged 8 ComputeScore: Raw -9311.043260 + Penalty 238.081832 = -9072.961428 Iteration 15Q: 3 clusters Score -9072.961 nChanged 5 ComputeScore: Raw -9321.292049 + Penalty 238.081832 = -9083.210218 Iteration 16Q: 3 clusters Score -9083.21 nChanged 6 ComputeScore: Raw -9324.055363 + Penalty 238.081832 = -9085.973531 Iteration 17Q: 3 clusters Score -9085.974 nChanged 4 ComputeScore: Raw -9328.833697 + Penalty 238.081832 = -9090.751865 Iteration 18Q: 3 clusters Score -9090.752 nChanged 5 ComputeScore: Raw -9335.147066 + Penalty 238.081832 = -9097.065234 Iteration 19Q: 3 clusters Score -9097.065 nChanged 4 ComputeScore: Raw -9340.229228 + Penalty 238.081832 = -9102.147396 Iteration 20F: 3 clusters Score -9102.147 nChanged 5 ComputeScore: Raw -9345.533934 + Penalty 238.081832 = -9107.452102 Iteration 21Q: 3 clusters Score -9107.452 nChanged 2 ComputeScore: Raw -9346.936320 + Penalty 238.081832 = -9108.854488 Iteration 22Q: 3 clusters Score -9108.854 nChanged 2 ComputeScore: Raw -9347.626295 + Penalty 238.081832 = -9109.544463 Iteration 23Q: 3 clusters Score -9109.544 nChanged 0 ComputeScore: Raw -9347.626295 + Penalty 238.081832 = -9109.544463 Iteration 24F: 3 clusters Score -9109.544 nChanged 0 Trying to split cluster 32 (262 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3637.482552 + Penalty 100.230201 = -3537.252351 Iteration 0F: 2 clusters Score -3537.252 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3521.194799 + Penalty 200.460402 = -3320.734397 Iteration 0F: 3 clusters Score -3320.734 nChanged 96 ComputeScore: Raw -3582.275396 + Penalty 200.460402 = -3381.814993 Iteration 1F: 3 clusters Score -3381.815 nChanged 18 ComputeScore: Raw -3593.440105 + Penalty 200.460402 = -3392.979703 Iteration 2F: 3 clusters Score -3392.98 nChanged 8 ComputeScore: Raw -3597.571458 + Penalty 200.460402 = -3397.111056 Iteration 3Q: 3 clusters Score -3397.111 nChanged 9 ComputeScore: Raw -3602.503229 + Penalty 200.460402 = -3402.042826 Iteration 4Q: 3 clusters Score -3402.043 nChanged 5 ComputeScore: Raw -3604.721691 + Penalty 200.460402 = -3404.261289 Iteration 5Q: 3 clusters Score -3404.261 nChanged 3 ComputeScore: Raw -3606.010359 + Penalty 200.460402 = -3405.549957 Iteration 6Q: 3 clusters Score -3405.55 nChanged 5 ComputeScore: Raw -3611.703288 + Penalty 200.460402 = -3411.242886 Iteration 7Q: 3 clusters Score -3411.243 nChanged 3 ComputeScore: Raw -3612.536995 + Penalty 200.460402 = -3412.076592 Iteration 8Q: 3 clusters Score -3412.077 nChanged 0 ComputeScore: Raw -3612.536995 + Penalty 200.460402 = -3412.076592 Iteration 9F: 3 clusters Score -3412.077 nChanged 0 ConsiderDeletion: ComputeScore: Raw -539627.733044 + Penalty 6924.368843 = -532703.364202Iteration 223F: 35 clusters Score -532703.4 nChanged 521 ConsiderDeletion: ComputeScore: Raw -539799.300074 + Penalty 6924.368843 = -532874.931231Iteration 224Q: 35 clusters Score -532874.9 nChanged 247 ConsiderDeletion: ComputeScore: Raw -539847.767393 + Penalty 6924.368843 = -532923.398550Iteration 225Q: 35 clusters Score -532923.4 nChanged 170 ConsiderDeletion: ComputeScore: Raw -539870.803520 + Penalty 6924.368843 = -532946.434678Iteration 226Q: 35 clusters Score -532946.4 nChanged 131 ConsiderDeletion: ComputeScore: Raw -539885.151561 + Penalty 6924.368843 = -532960.782718Iteration 227Q: 35 clusters Score -532960.8 nChanged 84 ConsiderDeletion: ComputeScore: Raw -539891.408873 + Penalty 6924.368843 = -532967.040030Iteration 228Q: 35 clusters Score -532967 nChanged 70 ConsiderDeletion: ComputeScore: Raw -539896.010183 + Penalty 6924.368843 = -532971.641341Iteration 229Q: 35 clusters Score -532971.6 nChanged 55 ConsiderDeletion: ComputeScore: Raw -539899.480475 + Penalty 6924.368843 = -532975.111633Iteration 230Q: 35 clusters Score -532975.1 nChanged 57 ConsiderDeletion: ComputeScore: Raw -539902.861604 + Penalty 6924.368843 = -532978.492761Iteration 231Q: 35 clusters Score -532978.5 nChanged 51 ConsiderDeletion: ComputeScore: Raw -539905.860881 + Penalty 6924.368843 = -532981.492039Iteration 232Q: 35 clusters Score -532981.5 nChanged 37 ConsiderDeletion: ComputeScore: Raw -539908.093355 + Penalty 6924.368843 = -532983.724513Iteration 233Q: 35 clusters Score -532983.7 nChanged 42 ConsiderDeletion: ComputeScore: Raw -539911.332928 + Penalty 6924.368843 = -532986.964086Iteration 234Q: 35 clusters Score -532987 nChanged 40 ConsiderDeletion: ComputeScore: Raw -539913.327167 + Penalty 6924.368843 = -532988.958325Iteration 235Q: 35 clusters Score -532989 nChanged 22 ConsiderDeletion: ComputeScore: Raw -539914.287925 + Penalty 6924.368843 = -532989.919083Iteration 236Q: 35 clusters Score -532989.9 nChanged 20 ConsiderDeletion: ComputeScore: Raw -539915.224420 + Penalty 6924.368843 = -532990.855577Iteration 237Q: 35 clusters Score -532990.9 nChanged 16 ConsiderDeletion: ComputeScore: Raw -539915.967066 + Penalty 6924.368843 = -532991.598224Iteration 238Q: 35 clusters Score -532991.6 nChanged 16 ComputeScore: Raw -539915.967066 + Penalty 6924.368843 = -532991.598224Trying to split cluster 1 (386 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5071.983740 + Penalty 107.205073 = -4964.778667 Iteration 0F: 2 clusters Score -4964.779 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4896.329339 + Penalty 214.410145 = -4681.919194 Iteration 0F: 3 clusters Score -4681.919 nChanged 141 ComputeScore: Raw -4974.610167 + Penalty 214.410145 = -4760.200022 Iteration 1F: 3 clusters Score -4760.2 nChanged 23 ComputeScore: Raw -4983.102964 + Penalty 214.410145 = -4768.692819 Iteration 2F: 3 clusters Score -4768.693 nChanged 8 ComputeScore: Raw -4986.497991 + Penalty 214.410145 = -4772.087846 Iteration 3Q: 3 clusters Score -4772.088 nChanged 11 ComputeScore: Raw -4991.832938 + Penalty 214.410145 = -4777.422793 Iteration 4Q: 3 clusters Score -4777.423 nChanged 8 ComputeScore: Raw -4995.776359 + Penalty 214.410145 = -4781.366214 Iteration 5Q: 3 clusters Score -4781.366 nChanged 9 ComputeScore: Raw -4999.233307 + Penalty 214.410145 = -4784.823161 Iteration 6Q: 3 clusters Score -4784.823 nChanged 3 ComputeScore: Raw -5002.236351 + Penalty 214.410145 = -4787.826206 Iteration 7Q: 3 clusters Score -4787.826 nChanged 4 ComputeScore: Raw -5005.301758 + Penalty 214.410145 = -4790.891613 Iteration 8Q: 3 clusters Score -4790.892 nChanged 2 ComputeScore: Raw -5005.697449 + Penalty 214.410145 = -4791.287304 Iteration 9Q: 3 clusters Score -4791.287 nChanged 1 ComputeScore: Raw -5005.990928 + Penalty 214.410145 = -4791.580783 Iteration 10Q: 3 clusters Score -4791.581 nChanged 2 ComputeScore: Raw -5006.323589 + Penalty 214.410145 = -4791.913444 Iteration 11Q: 3 clusters Score -4791.913 nChanged 0 ComputeScore: Raw -5006.323589 + Penalty 214.410145 = -4791.913444 Iteration 12F: 3 clusters Score -4791.913 nChanged 0 Trying to split cluster 2 (358 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2983.986276 + Penalty 105.849594 = -2878.136682 Iteration 0F: 2 clusters Score -2878.137 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2811.429472 + Penalty 211.699188 = -2599.730284 Iteration 0F: 3 clusters Score -2599.73 nChanged 133 ComputeScore: Raw -2904.407946 + Penalty 211.699188 = -2692.708758 Iteration 1F: 3 clusters Score -2692.709 nChanged 33 ComputeScore: Raw -2927.662224 + Penalty 211.699188 = -2715.963036 Iteration 2F: 3 clusters Score -2715.963 nChanged 21 ComputeScore: Raw -2951.771328 + Penalty 211.699188 = -2740.072140 Iteration 3F: 3 clusters Score -2740.072 nChanged 16 ComputeScore: Raw -2969.832353 + Penalty 211.699188 = -2758.133166 Iteration 4Q: 3 clusters Score -2758.133 nChanged 19 ComputeScore: Raw -2990.574124 + Penalty 211.699188 = -2778.874937 Iteration 5F: 3 clusters Score -2778.875 nChanged 22 ComputeScore: Raw -3016.809268 + Penalty 211.699188 = -2805.110080 Iteration 6F: 3 clusters Score -2805.11 nChanged 18 ComputeScore: Raw -3034.268647 + Penalty 211.699188 = -2822.569459 Iteration 7F: 3 clusters Score -2822.569 nChanged 11 ComputeScore: Raw -3042.367008 + Penalty 211.699188 = -2830.667821 Iteration 8Q: 3 clusters Score -2830.668 nChanged 5 ComputeScore: Raw -3047.164374 + Penalty 211.699188 = -2835.465186 Iteration 9Q: 3 clusters Score -2835.465 nChanged 6 ComputeScore: Raw -3051.793975 + Penalty 211.699188 = -2840.094787 Iteration 10Q: 3 clusters Score -2840.095 nChanged 3 ComputeScore: Raw -3055.296705 + Penalty 211.699188 = -2843.597518 Iteration 11Q: 3 clusters Score -2843.598 nChanged 5 ComputeScore: Raw -3057.868288 + Penalty 211.699188 = -2846.169100 Iteration 12Q: 3 clusters Score -2846.169 nChanged 3 ComputeScore: Raw -3059.919470 + Penalty 211.699188 = -2848.220282 Iteration 13Q: 3 clusters Score -2848.22 nChanged 0 ComputeScore: Raw -3059.919470 + Penalty 211.699188 = -2848.220282 Iteration 14F: 3 clusters Score -2848.22 nChanged 0 Trying to split cluster 3 (286 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4323.149462 + Penalty 101.807853 = -4221.341610 Iteration 0F: 2 clusters Score -4221.342 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4183.995030 + Penalty 203.615705 = -3980.379325 Iteration 0F: 3 clusters Score -3980.379 nChanged 102 ComputeScore: Raw -4252.102359 + Penalty 203.615705 = -4048.486654 Iteration 1F: 3 clusters Score -4048.487 nChanged 12 ComputeScore: Raw -4256.443577 + Penalty 203.615705 = -4052.827872 Iteration 2Q: 3 clusters Score -4052.828 nChanged 9 ComputeScore: Raw -4265.860389 + Penalty 203.615705 = -4062.244684 Iteration 3Q: 3 clusters Score -4062.245 nChanged 6 ComputeScore: Raw -4271.343292 + Penalty 203.615705 = -4067.727586 Iteration 4Q: 3 clusters Score -4067.728 nChanged 7 ComputeScore: Raw -4277.775921 + Penalty 203.615705 = -4074.160216 Iteration 5Q: 3 clusters Score -4074.16 nChanged 5 ComputeScore: Raw -4286.248246 + Penalty 203.615705 = -4082.632541 Iteration 6Q: 3 clusters Score -4082.633 nChanged 5 ComputeScore: Raw -4289.464276 + Penalty 203.615705 = -4085.848571 Iteration 7Q: 3 clusters Score -4085.849 nChanged 4 ComputeScore: Raw -4291.284392 + Penalty 203.615705 = -4087.668686 Iteration 8Q: 3 clusters Score -4087.669 nChanged 3 ComputeScore: Raw -4293.966844 + Penalty 203.615705 = -4090.351139 Iteration 9Q: 3 clusters Score -4090.351 nChanged 4 ComputeScore: Raw -4297.963599 + Penalty 203.615705 = -4094.347894 Iteration 10Q: 3 clusters Score -4094.348 nChanged 4 ComputeScore: Raw -4300.536580 + Penalty 203.615705 = -4096.920875 Iteration 11Q: 3 clusters Score -4096.921 nChanged 3 ComputeScore: Raw -4303.335566 + Penalty 203.615705 = -4099.719861 Iteration 12Q: 3 clusters Score -4099.72 nChanged 4 ComputeScore: Raw -4304.854599 + Penalty 203.615705 = -4101.238894 Iteration 13Q: 3 clusters Score -4101.239 nChanged 3 ComputeScore: Raw -4307.766234 + Penalty 203.615705 = -4104.150529 Iteration 14Q: 3 clusters Score -4104.151 nChanged 5 ComputeScore: Raw -4313.776574 + Penalty 203.615705 = -4110.160869 Iteration 15Q: 3 clusters Score -4110.161 nChanged 4 ComputeScore: Raw -4316.596081 + Penalty 203.615705 = -4112.980376 Iteration 16Q: 3 clusters Score -4112.98 nChanged 1 ComputeScore: Raw -4319.152916 + Penalty 203.615705 = -4115.537211 Iteration 17Q: 3 clusters Score -4115.537 nChanged 2 ComputeScore: Raw -4320.159507 + Penalty 203.615705 = -4116.543801 Iteration 18Q: 3 clusters Score -4116.544 nChanged 1 ComputeScore: Raw -4320.335262 + Penalty 203.615705 = -4116.719557 Iteration 19Q: 3 clusters Score -4116.72 nChanged 0 ComputeScore: Raw -4320.335262 + Penalty 203.615705 = -4116.719557 Iteration 20F: 3 clusters Score -4116.72 nChanged 0 Trying to split cluster 4 (4774 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42506.839732 + Penalty 152.476917 = -42354.362815 Iteration 0F: 2 clusters Score -42354.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39519.315917 + Penalty 304.953833 = -39214.362084 Iteration 0F: 3 clusters Score -39214.36 nChanged 2221 ComputeScore: Raw -40766.885737 + Penalty 304.953833 = -40461.931904 Iteration 1F: 3 clusters Score -40461.93 nChanged 294 ComputeScore: Raw -40911.083617 + Penalty 304.953833 = -40606.129784 Iteration 2F: 3 clusters Score -40606.13 nChanged 303 ComputeScore: Raw -41096.947396 + Penalty 304.953833 = -40791.993563 Iteration 3F: 3 clusters Score -40791.99 nChanged 336 ComputeScore: Raw -41410.060873 + Penalty 304.953833 = -41105.107040 Iteration 4F: 3 clusters Score -41105.11 nChanged 305 ComputeScore: Raw -41725.362358 + Penalty 304.953833 = -41420.408525 Iteration 5F: 3 clusters Score -41420.41 nChanged 277 ComputeScore: Raw -41937.341583 + Penalty 304.953833 = -41632.387750 Iteration 6F: 3 clusters Score -41632.39 nChanged 195 ComputeScore: Raw -42028.863296 + Penalty 304.953833 = -41723.909463 Iteration 7Q: 3 clusters Score -41723.91 nChanged 117 ComputeScore: Raw -42074.552847 + Penalty 304.953833 = -41769.599014 Iteration 8Q: 3 clusters Score -41769.6 nChanged 78 ComputeScore: Raw -42107.199222 + Penalty 304.953833 = -41802.245389 Iteration 9Q: 3 clusters Score -41802.25 nChanged 97 ComputeScore: Raw -42156.561415 + Penalty 304.953833 = -41851.607582 Iteration 10Q: 3 clusters Score -41851.61 nChanged 104 ComputeScore: Raw -42220.563587 + Penalty 304.953833 = -41915.609754 Iteration 11Q: 3 clusters Score -41915.61 nChanged 110 ComputeScore: Raw -42310.061030 + Penalty 304.953833 = -42005.107197 Iteration 12Q: 3 clusters Score -42005.11 nChanged 120 ComputeScore: Raw -42403.449387 + Penalty 304.953833 = -42098.495554 Iteration 13Q: 3 clusters Score -42098.5 nChanged 98 ComputeScore: Raw -42466.450774 + Penalty 304.953833 = -42161.496941 Iteration 14Q: 3 clusters Score -42161.5 nChanged 72 ComputeScore: Raw -42498.012389 + Penalty 304.953833 = -42193.058556 Iteration 15Q: 3 clusters Score -42193.06 nChanged 43 ComputeScore: Raw -42509.629103 + Penalty 304.953833 = -42204.675270 Iteration 16Q: 3 clusters Score -42204.68 nChanged 22 ComputeScore: Raw -42514.059766 + Penalty 304.953833 = -42209.105933 Iteration 17Q: 3 clusters Score -42209.11 nChanged 20 ComputeScore: Raw -42516.275700 + Penalty 304.953833 = -42211.321867 Iteration 18Q: 3 clusters Score -42211.32 nChanged 9 ComputeScore: Raw -42516.823997 + Penalty 304.953833 = -42211.870164 Iteration 19Q: 3 clusters Score -42211.87 nChanged 6 ComputeScore: Raw -42517.191126 + Penalty 304.953833 = -42212.237293 Iteration 20F: 3 clusters Score -42212.24 nChanged 3 ComputeScore: Raw -42517.373156 + Penalty 304.953833 = -42212.419323 Iteration 21Q: 3 clusters Score -42212.42 nChanged 2 ComputeScore: Raw -42517.530386 + Penalty 304.953833 = -42212.576553 Iteration 22Q: 3 clusters Score -42212.58 nChanged 2 ComputeScore: Raw -42517.660572 + Penalty 304.953833 = -42212.706739 Iteration 23Q: 3 clusters Score -42212.71 nChanged 1 ComputeScore: Raw -42517.692299 + Penalty 304.953833 = -42212.738466 Iteration 24Q: 3 clusters Score -42212.74 nChanged 0 ComputeScore: Raw -42517.692299 + Penalty 304.953833 = -42212.738466 Iteration 25F: 3 clusters Score -42212.74 nChanged 0 Trying to split cluster 5 (2591 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25757.064433 + Penalty 141.476385 = -25615.588048 Iteration 0F: 2 clusters Score -25615.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24109.179475 + Penalty 282.952771 = -23826.226704 Iteration 0F: 3 clusters Score -23826.23 nChanged 1253 ComputeScore: Raw -24802.374504 + Penalty 282.952771 = -24519.421734 Iteration 1F: 3 clusters Score -24519.42 nChanged 161 ComputeScore: Raw -24861.970180 + Penalty 282.952771 = -24579.017410 Iteration 2F: 3 clusters Score -24579.02 nChanged 128 ComputeScore: Raw -24907.144821 + Penalty 282.952771 = -24624.192050 Iteration 3Q: 3 clusters Score -24624.19 nChanged 123 ComputeScore: Raw -24955.512934 + Penalty 282.952771 = -24672.560163 Iteration 4Q: 3 clusters Score -24672.56 nChanged 125 ComputeScore: Raw -25007.862164 + Penalty 282.952771 = -24724.909393 Iteration 5Q: 3 clusters Score -24724.91 nChanged 120 ComputeScore: Raw -25064.095543 + Penalty 282.952771 = -24781.142772 Iteration 6Q: 3 clusters Score -24781.14 nChanged 145 ComputeScore: Raw -25155.436864 + Penalty 282.952771 = -24872.484093 Iteration 7F: 3 clusters Score -24872.48 nChanged 173 ComputeScore: Raw -25284.353869 + Penalty 282.952771 = -25001.401099 Iteration 8F: 3 clusters Score -25001.4 nChanged 164 ComputeScore: Raw -25423.726092 + Penalty 282.952771 = -25140.773322 Iteration 9F: 3 clusters Score -25140.77 nChanged 132 ComputeScore: Raw -25542.894492 + Penalty 282.952771 = -25259.941722 Iteration 10F: 3 clusters Score -25259.94 nChanged 99 ComputeScore: Raw -25653.787123 + Penalty 282.952771 = -25370.834352 Iteration 11Q: 3 clusters Score -25370.83 nChanged 65 ComputeScore: Raw -25725.375685 + Penalty 282.952771 = -25442.422915 Iteration 12Q: 3 clusters Score -25442.42 nChanged 27 ComputeScore: Raw -25750.292602 + Penalty 282.952771 = -25467.339831 Iteration 13Q: 3 clusters Score -25467.34 nChanged 20 ComputeScore: Raw -25767.009836 + Penalty 282.952771 = -25484.057065 Iteration 14Q: 3 clusters Score -25484.06 nChanged 7 ComputeScore: Raw -25774.552143 + Penalty 282.952771 = -25491.599372 Iteration 15Q: 3 clusters Score -25491.6 nChanged 6 ComputeScore: Raw -25782.775172 + Penalty 282.952771 = -25499.822402 Iteration 16Q: 3 clusters Score -25499.82 nChanged 3 ComputeScore: Raw -25787.025795 + Penalty 282.952771 = -25504.073024 Iteration 17Q: 3 clusters Score -25504.07 nChanged 2 ComputeScore: Raw -25790.505866 + Penalty 282.952771 = -25507.553095 Iteration 18Q: 3 clusters Score -25507.55 nChanged 1 ComputeScore: Raw -25791.063841 + Penalty 282.952771 = -25508.111070 Iteration 19Q: 3 clusters Score -25508.11 nChanged 0 ComputeScore: Raw -25791.063841 + Penalty 282.952771 = -25508.111070 Iteration 20F: 3 clusters Score -25508.11 nChanged 0 Trying to split cluster 6 (5400 points) Assigned 2 initial classes randomly. ComputeScore: Raw -49285.062635 + Penalty 154.694776 = -49130.367858 Iteration 0F: 2 clusters Score -49130.37 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -45942.717366 + Penalty 309.389552 = -45633.327814 Iteration 0F: 3 clusters Score -45633.33 nChanged 2450 ComputeScore: Raw -47450.201827 + Penalty 309.389552 = -47140.812275 Iteration 1F: 3 clusters Score -47140.81 nChanged 347 ComputeScore: Raw -47687.567915 + Penalty 309.389552 = -47378.178363 Iteration 2F: 3 clusters Score -47378.18 nChanged 337 ComputeScore: Raw -48003.443468 + Penalty 309.389552 = -47694.053916 Iteration 3F: 3 clusters Score -47694.05 nChanged 305 ComputeScore: Raw -48402.780337 + Penalty 309.389552 = -48093.390785 Iteration 4F: 3 clusters Score -48093.39 nChanged 269 ComputeScore: Raw -48703.166032 + Penalty 309.389552 = -48393.776480 Iteration 5Q: 3 clusters Score -48393.78 nChanged 178 ComputeScore: Raw -48853.246456 + Penalty 309.389552 = -48543.856903 Iteration 6Q: 3 clusters Score -48543.86 nChanged 118 ComputeScore: Raw -48923.087440 + Penalty 309.389552 = -48613.697888 Iteration 7Q: 3 clusters Score -48613.7 nChanged 110 ComputeScore: Raw -49004.684277 + Penalty 309.389552 = -48695.294724 Iteration 8Q: 3 clusters Score -48695.29 nChanged 83 ComputeScore: Raw -49063.534060 + Penalty 309.389552 = -48754.144508 Iteration 9Q: 3 clusters Score -48754.14 nChanged 80 ComputeScore: Raw -49113.924591 + Penalty 309.389552 = -48804.535039 Iteration 10Q: 3 clusters Score -48804.54 nChanged 67 ComputeScore: Raw -49147.423222 + Penalty 309.389552 = -48838.033669 Iteration 11Q: 3 clusters Score -48838.03 nChanged 54 ComputeScore: Raw -49174.723004 + Penalty 309.389552 = -48865.333452 Iteration 12Q: 3 clusters Score -48865.33 nChanged 49 ComputeScore: Raw -49196.549253 + Penalty 309.389552 = -48887.159701 Iteration 13Q: 3 clusters Score -48887.16 nChanged 46 ComputeScore: Raw -49217.824557 + Penalty 309.389552 = -48908.435004 Iteration 14Q: 3 clusters Score -48908.44 nChanged 41 ComputeScore: Raw -49231.902121 + Penalty 309.389552 = -48922.512569 Iteration 15Q: 3 clusters Score -48922.51 nChanged 22 ComputeScore: Raw -49238.004147 + Penalty 309.389552 = -48928.614595 Iteration 16Q: 3 clusters Score -48928.61 nChanged 22 ComputeScore: Raw -49243.618209 + Penalty 309.389552 = -48934.228657 Iteration 17Q: 3 clusters Score -48934.23 nChanged 18 ComputeScore: Raw -49248.210643 + Penalty 309.389552 = -48938.821090 Iteration 18Q: 3 clusters Score -48938.82 nChanged 16 ComputeScore: Raw -49252.036456 + Penalty 309.389552 = -48942.646903 Iteration 19Q: 3 clusters Score -48942.65 nChanged 19 ComputeScore: Raw -49257.398318 + Penalty 309.389552 = -48948.008765 Iteration 20F: 3 clusters Score -48948.01 nChanged 22 ComputeScore: Raw -49263.572714 + Penalty 309.389552 = -48954.183161 Iteration 21Q: 3 clusters Score -48954.18 nChanged 16 ComputeScore: Raw -49269.575665 + Penalty 309.389552 = -48960.186112 Iteration 22Q: 3 clusters Score -48960.19 nChanged 16 ComputeScore: Raw -49275.670495 + Penalty 309.389552 = -48966.280943 Iteration 23Q: 3 clusters Score -48966.28 nChanged 20 ComputeScore: Raw -49281.720922 + Penalty 309.389552 = -48972.331370 Iteration 24Q: 3 clusters Score -48972.33 nChanged 18 ComputeScore: Raw -49287.708336 + Penalty 309.389552 = -48978.318783 Iteration 25Q: 3 clusters Score -48978.32 nChanged 16 ComputeScore: Raw -49293.167326 + Penalty 309.389552 = -48983.777773 Iteration 26Q: 3 clusters Score -48983.78 nChanged 14 ComputeScore: Raw -49296.951034 + Penalty 309.389552 = -48987.561481 Iteration 27Q: 3 clusters Score -48987.56 nChanged 7 ComputeScore: Raw -49298.705280 + Penalty 309.389552 = -48989.315727 Iteration 28Q: 3 clusters Score -48989.32 nChanged 8 ComputeScore: Raw -49300.282487 + Penalty 309.389552 = -48990.892935 Iteration 29Q: 3 clusters Score -48990.89 nChanged 9 ComputeScore: Raw -49302.766980 + Penalty 309.389552 = -48993.377428 Iteration 30Q: 3 clusters Score -48993.38 nChanged 7 ComputeScore: Raw -49305.224665 + Penalty 309.389552 = -48995.835112 Iteration 31Q: 3 clusters Score -48995.84 nChanged 10 ComputeScore: Raw -49308.906175 + Penalty 309.389552 = -48999.516623 Iteration 32Q: 3 clusters Score -48999.52 nChanged 9 ComputeScore: Raw -49310.957364 + Penalty 309.389552 = -49001.567812 Iteration 33Q: 3 clusters Score -49001.57 nChanged 6 ComputeScore: Raw -49312.421460 + Penalty 309.389552 = -49003.031908 Iteration 34Q: 3 clusters Score -49003.03 nChanged 7 ComputeScore: Raw -49315.306090 + Penalty 309.389552 = -49005.916538 Iteration 35Q: 3 clusters Score -49005.92 nChanged 8 ComputeScore: Raw -49318.400081 + Penalty 309.389552 = -49009.010528 Iteration 36Q: 3 clusters Score -49009.01 nChanged 6 ComputeScore: Raw -49319.573802 + Penalty 309.389552 = -49010.184249 Iteration 37Q: 3 clusters Score -49010.18 nChanged 3 ComputeScore: Raw -49320.490256 + Penalty 309.389552 = -49011.100704 Iteration 38Q: 3 clusters Score -49011.1 nChanged 4 ComputeScore: Raw -49321.887057 + Penalty 309.389552 = -49012.497505 Iteration 39Q: 3 clusters Score -49012.5 nChanged 8 ComputeScore: Raw -49324.826393 + Penalty 309.389552 = -49015.436840 Iteration 40F: 3 clusters Score -49015.44 nChanged 9 ComputeScore: Raw -49328.449486 + Penalty 309.389552 = -49019.059933 Iteration 41Q: 3 clusters Score -49019.06 nChanged 10 ComputeScore: Raw -49332.865973 + Penalty 309.389552 = -49023.476421 Iteration 42Q: 3 clusters Score -49023.48 nChanged 5 ComputeScore: Raw -49334.552258 + Penalty 309.389552 = -49025.162706 Iteration 43Q: 3 clusters Score -49025.16 nChanged 6 ComputeScore: Raw -49337.164743 + Penalty 309.389552 = -49027.775191 Iteration 44Q: 3 clusters Score -49027.78 nChanged 9 ComputeScore: Raw -49344.182777 + Penalty 309.389552 = -49034.793224 Iteration 45Q: 3 clusters Score -49034.79 nChanged 8 ComputeScore: Raw -49351.010416 + Penalty 309.389552 = -49041.620864 Iteration 46Q: 3 clusters Score -49041.62 nChanged 9 ComputeScore: Raw -49359.279626 + Penalty 309.389552 = -49049.890073 Iteration 47Q: 3 clusters Score -49049.89 nChanged 8 ComputeScore: Raw -49363.219695 + Penalty 309.389552 = -49053.830142 Iteration 48Q: 3 clusters Score -49053.83 nChanged 5 ComputeScore: Raw -49366.519337 + Penalty 309.389552 = -49057.129785 Iteration 49Q: 3 clusters Score -49057.13 nChanged 7 ComputeScore: Raw -49368.563550 + Penalty 309.389552 = -49059.173997 Iteration 50Q: 3 clusters Score -49059.17 nChanged 2 ComputeScore: Raw -49369.094166 + Penalty 309.389552 = -49059.704613 Iteration 51Q: 3 clusters Score -49059.7 nChanged 2 ComputeScore: Raw -49369.573560 + Penalty 309.389552 = -49060.184008 Iteration 52Q: 3 clusters Score -49060.18 nChanged 1 ComputeScore: Raw -49369.666637 + Penalty 309.389552 = -49060.277084 Iteration 53Q: 3 clusters Score -49060.28 nChanged 0 ComputeScore: Raw -49369.666637 + Penalty 309.389552 = -49060.277084 Iteration 54F: 3 clusters Score -49060.28 nChanged 0 Trying to split cluster 7 (15340 points) Assigned 2 initial classes randomly. ComputeScore: Raw -125512.030820 + Penalty 173.487943 = -125338.542877 Iteration 0F: 2 clusters Score -125338.5 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -115437.982657 + Penalty 346.975887 = -115091.006770 Iteration 0F: 3 clusters Score -115091 nChanged 7397 ComputeScore: Raw -119514.384144 + Penalty 346.975887 = -119167.408258 Iteration 1F: 3 clusters Score -119167.4 nChanged 735 ComputeScore: Raw -119784.220057 + Penalty 346.975887 = -119437.244171 Iteration 2Q: 3 clusters Score -119437.2 nChanged 943 ComputeScore: Raw -120235.093714 + Penalty 346.975887 = -119888.117828 Iteration 3F: 3 clusters Score -119888.1 nChanged 1149 ComputeScore: Raw -120996.119422 + Penalty 346.975887 = -120649.143535 Iteration 4F: 3 clusters Score -120649.1 nChanged 1319 ComputeScore: Raw -122127.348193 + Penalty 346.975887 = -121780.372307 Iteration 5F: 3 clusters Score -121780.4 nChanged 1275 ComputeScore: Raw -123433.509576 + Penalty 346.975887 = -123086.533690 Iteration 6F: 3 clusters Score -123086.5 nChanged 981 ComputeScore: Raw -124548.188581 + Penalty 346.975887 = -124201.212694 Iteration 7F: 3 clusters Score -124201.2 nChanged 506 ComputeScore: Raw -125106.282657 + Penalty 346.975887 = -124759.306770 Iteration 8Q: 3 clusters Score -124759.3 nChanged 207 ComputeScore: Raw -125303.945940 + Penalty 346.975887 = -124956.970053 Iteration 9Q: 3 clusters Score -124957 nChanged 98 ComputeScore: Raw -125379.480673 + Penalty 346.975887 = -125032.504787 Iteration 10Q: 3 clusters Score -125032.5 nChanged 69 ComputeScore: Raw -125425.151965 + Penalty 346.975887 = -125078.176079 Iteration 11Q: 3 clusters Score -125078.2 nChanged 43 ComputeScore: Raw -125454.425895 + Penalty 346.975887 = -125107.450008 Iteration 12Q: 3 clusters Score -125107.5 nChanged 45 ComputeScore: Raw -125490.818650 + Penalty 346.975887 = -125143.842764 Iteration 13Q: 3 clusters Score -125143.8 nChanged 27 ComputeScore: Raw -125515.979280 + Penalty 346.975887 = -125169.003394 Iteration 14Q: 3 clusters Score -125169 nChanged 11 ComputeScore: Raw -125527.294930 + Penalty 346.975887 = -125180.319043 Iteration 15Q: 3 clusters Score -125180.3 nChanged 6 ComputeScore: Raw -125530.966568 + Penalty 346.975887 = -125183.990681 Iteration 16Q: 3 clusters Score -125184 nChanged 3 ComputeScore: Raw -125534.509863 + Penalty 346.975887 = -125187.533976 Iteration 17Q: 3 clusters Score -125187.5 nChanged 2 ComputeScore: Raw -125535.455790 + Penalty 346.975887 = -125188.479903 Iteration 18Q: 3 clusters Score -125188.5 nChanged 1 ComputeScore: Raw -125535.578207 + Penalty 346.975887 = -125188.602320 Iteration 19Q: 3 clusters Score -125188.6 nChanged 0 ComputeScore: Raw -125535.578207 + Penalty 346.975887 = -125188.602320 Iteration 20F: 3 clusters Score -125188.6 nChanged 0 Trying to split cluster 8 (2771 points) Assigned 2 initial classes randomly. ComputeScore: Raw -29247.506399 + Penalty 142.685344 = -29104.821055 Iteration 0F: 2 clusters Score -29104.82 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27527.259006 + Penalty 285.370688 = -27241.888319 Iteration 0F: 3 clusters Score -27241.89 nChanged 1309 ComputeScore: Raw -28266.946362 + Penalty 285.370688 = -27981.575674 Iteration 1F: 3 clusters Score -27981.58 nChanged 239 ComputeScore: Raw -28422.666761 + Penalty 285.370688 = -28137.296073 Iteration 2F: 3 clusters Score -28137.3 nChanged 205 ComputeScore: Raw -28575.478969 + Penalty 285.370688 = -28290.108281 Iteration 3F: 3 clusters Score -28290.11 nChanged 182 ComputeScore: Raw -28714.717260 + Penalty 285.370688 = -28429.346573 Iteration 4F: 3 clusters Score -28429.35 nChanged 132 ComputeScore: Raw -28772.926955 + Penalty 285.370688 = -28487.556268 Iteration 5Q: 3 clusters Score -28487.56 nChanged 81 ComputeScore: Raw -28791.522286 + Penalty 285.370688 = -28506.151599 Iteration 6Q: 3 clusters Score -28506.15 nChanged 45 ComputeScore: Raw -28799.409661 + Penalty 285.370688 = -28514.038974 Iteration 7Q: 3 clusters Score -28514.04 nChanged 25 ComputeScore: Raw -28803.744348 + Penalty 285.370688 = -28518.373661 Iteration 8Q: 3 clusters Score -28518.37 nChanged 25 ComputeScore: Raw -28809.517383 + Penalty 285.370688 = -28524.146695 Iteration 9Q: 3 clusters Score -28524.15 nChanged 15 ComputeScore: Raw -28813.924666 + Penalty 285.370688 = -28528.553978 Iteration 10Q: 3 clusters Score -28528.55 nChanged 20 ComputeScore: Raw -28819.997368 + Penalty 285.370688 = -28534.626681 Iteration 11Q: 3 clusters Score -28534.63 nChanged 21 ComputeScore: Raw -28825.697467 + Penalty 285.370688 = -28540.326780 Iteration 12Q: 3 clusters Score -28540.33 nChanged 25 ComputeScore: Raw -28830.657631 + Penalty 285.370688 = -28545.286943 Iteration 13Q: 3 clusters Score -28545.29 nChanged 23 ComputeScore: Raw -28835.263119 + Penalty 285.370688 = -28549.892431 Iteration 14Q: 3 clusters Score -28549.89 nChanged 26 ComputeScore: Raw -28842.147101 + Penalty 285.370688 = -28556.776413 Iteration 15Q: 3 clusters Score -28556.78 nChanged 26 ComputeScore: Raw -28846.657244 + Penalty 285.370688 = -28561.286557 Iteration 16Q: 3 clusters Score -28561.29 nChanged 22 ComputeScore: Raw -28851.250274 + Penalty 285.370688 = -28565.879587 Iteration 17Q: 3 clusters Score -28565.88 nChanged 22 ComputeScore: Raw -28854.898642 + Penalty 285.370688 = -28569.527955 Iteration 18Q: 3 clusters Score -28569.53 nChanged 20 ComputeScore: Raw -28858.155799 + Penalty 285.370688 = -28572.785111 Iteration 19Q: 3 clusters Score -28572.79 nChanged 19 ComputeScore: Raw -28861.634940 + Penalty 285.370688 = -28576.264253 Iteration 20F: 3 clusters Score -28576.26 nChanged 13 ComputeScore: Raw -28864.039220 + Penalty 285.370688 = -28578.668532 Iteration 21Q: 3 clusters Score -28578.67 nChanged 16 ComputeScore: Raw -28867.249330 + Penalty 285.370688 = -28581.878642 Iteration 22Q: 3 clusters Score -28581.88 nChanged 14 ComputeScore: Raw -28869.522993 + Penalty 285.370688 = -28584.152306 Iteration 23Q: 3 clusters Score -28584.15 nChanged 13 ComputeScore: Raw -28871.170517 + Penalty 285.370688 = -28585.799830 Iteration 24Q: 3 clusters Score -28585.8 nChanged 15 ComputeScore: Raw -28874.160063 + Penalty 285.370688 = -28588.789376 Iteration 25Q: 3 clusters Score -28588.79 nChanged 19 ComputeScore: Raw -28877.781653 + Penalty 285.370688 = -28592.410966 Iteration 26Q: 3 clusters Score -28592.41 nChanged 22 ComputeScore: Raw -28881.000806 + Penalty 285.370688 = -28595.630119 Iteration 27Q: 3 clusters Score -28595.63 nChanged 15 ComputeScore: Raw -28884.192584 + Penalty 285.370688 = -28598.821896 Iteration 28Q: 3 clusters Score -28598.82 nChanged 19 ComputeScore: Raw -28887.490723 + Penalty 285.370688 = -28602.120035 Iteration 29Q: 3 clusters Score -28602.12 nChanged 16 ComputeScore: Raw -28889.813855 + Penalty 285.370688 = -28604.443167 Iteration 30Q: 3 clusters Score -28604.44 nChanged 15 ComputeScore: Raw -28892.306252 + Penalty 285.370688 = -28606.935564 Iteration 31Q: 3 clusters Score -28606.94 nChanged 17 ComputeScore: Raw -28895.557799 + Penalty 285.370688 = -28610.187111 Iteration 32Q: 3 clusters Score -28610.19 nChanged 21 ComputeScore: Raw -28899.972159 + Penalty 285.370688 = -28614.601471 Iteration 33Q: 3 clusters Score -28614.6 nChanged 25 ComputeScore: Raw -28906.167274 + Penalty 285.370688 = -28620.796586 Iteration 34Q: 3 clusters Score -28620.8 nChanged 35 ComputeScore: Raw -28915.579940 + Penalty 285.370688 = -28630.209252 Iteration 35Q: 3 clusters Score -28630.21 nChanged 36 ComputeScore: Raw -28926.715304 + Penalty 285.370688 = -28641.344616 Iteration 36Q: 3 clusters Score -28641.34 nChanged 41 ComputeScore: Raw -28940.237674 + Penalty 285.370688 = -28654.866986 Iteration 37Q: 3 clusters Score -28654.87 nChanged 46 ComputeScore: Raw -28957.267020 + Penalty 285.370688 = -28671.896332 Iteration 38Q: 3 clusters Score -28671.9 nChanged 45 ComputeScore: Raw -28975.289105 + Penalty 285.370688 = -28689.918418 Iteration 39Q: 3 clusters Score -28689.92 nChanged 52 ComputeScore: Raw -29001.510145 + Penalty 285.370688 = -28716.139458 Iteration 40F: 3 clusters Score -28716.14 nChanged 49 ComputeScore: Raw -29027.561638 + Penalty 285.370688 = -28742.190951 Iteration 41Q: 3 clusters Score -28742.19 nChanged 46 ComputeScore: Raw -29057.215537 + Penalty 285.370688 = -28771.844850 Iteration 42Q: 3 clusters Score -28771.84 nChanged 47 ComputeScore: Raw -29087.092265 + Penalty 285.370688 = -28801.721577 Iteration 43Q: 3 clusters Score -28801.72 nChanged 47 ComputeScore: Raw -29117.031950 + Penalty 285.370688 = -28831.661262 Iteration 44Q: 3 clusters Score -28831.66 nChanged 46 ComputeScore: Raw -29139.351747 + Penalty 285.370688 = -28853.981059 Iteration 45Q: 3 clusters Score -28853.98 nChanged 34 ComputeScore: Raw -29152.423710 + Penalty 285.370688 = -28867.053022 Iteration 46Q: 3 clusters Score -28867.05 nChanged 25 ComputeScore: Raw -29161.690484 + Penalty 285.370688 = -28876.319796 Iteration 47Q: 3 clusters Score -28876.32 nChanged 26 ComputeScore: Raw -29171.082791 + Penalty 285.370688 = -28885.712104 Iteration 48Q: 3 clusters Score -28885.71 nChanged 21 ComputeScore: Raw -29176.666506 + Penalty 285.370688 = -28891.295819 Iteration 49Q: 3 clusters Score -28891.3 nChanged 14 ComputeScore: Raw -29180.640679 + Penalty 285.370688 = -28895.269991 Iteration 50Q: 3 clusters Score -28895.27 nChanged 17 ComputeScore: Raw -29186.385341 + Penalty 285.370688 = -28901.014654 Iteration 51Q: 3 clusters Score -28901.01 nChanged 26 ComputeScore: Raw -29193.750695 + Penalty 285.370688 = -28908.380007 Iteration 52Q: 3 clusters Score -28908.38 nChanged 18 ComputeScore: Raw -29197.731106 + Penalty 285.370688 = -28912.360418 Iteration 53Q: 3 clusters Score -28912.36 nChanged 10 ComputeScore: Raw -29199.252225 + Penalty 285.370688 = -28913.881538 Iteration 54Q: 3 clusters Score -28913.88 nChanged 13 ComputeScore: Raw -29202.488574 + Penalty 285.370688 = -28917.117886 Iteration 55Q: 3 clusters Score -28917.12 nChanged 17 ComputeScore: Raw -29207.463494 + Penalty 285.370688 = -28922.092806 Iteration 56Q: 3 clusters Score -28922.09 nChanged 19 ComputeScore: Raw -29215.162569 + Penalty 285.370688 = -28929.791882 Iteration 57Q: 3 clusters Score -28929.79 nChanged 18 ComputeScore: Raw -29222.723390 + Penalty 285.370688 = -28937.352702 Iteration 58Q: 3 clusters Score -28937.35 nChanged 15 ComputeScore: Raw -29226.321560 + Penalty 285.370688 = -28940.950873 Iteration 59Q: 3 clusters Score -28940.95 nChanged 12 ComputeScore: Raw -29227.905585 + Penalty 285.370688 = -28942.534898 Iteration 60F: 3 clusters Score -28942.53 nChanged 5 ComputeScore: Raw -29228.897416 + Penalty 285.370688 = -28943.526729 Iteration 61Q: 3 clusters Score -28943.53 nChanged 5 ComputeScore: Raw -29229.361499 + Penalty 285.370688 = -28943.990811 Iteration 62Q: 3 clusters Score -28943.99 nChanged 4 ComputeScore: Raw -29229.783801 + Penalty 285.370688 = -28944.413114 Iteration 63Q: 3 clusters Score -28944.41 nChanged 8 ComputeScore: Raw -29230.418522 + Penalty 285.370688 = -28945.047834 Iteration 64Q: 3 clusters Score -28945.05 nChanged 4 ComputeScore: Raw -29231.338502 + Penalty 285.370688 = -28945.967815 Iteration 65Q: 3 clusters Score -28945.97 nChanged 4 ComputeScore: Raw -29231.758373 + Penalty 285.370688 = -28946.387686 Iteration 66Q: 3 clusters Score -28946.39 nChanged 0 ComputeScore: Raw -29231.758373 + Penalty 285.370688 = -28946.387686 Iteration 67F: 3 clusters Score -28946.39 nChanged 0 Trying to split cluster 9 (733 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9635.603604 + Penalty 118.748623 = -9516.854981 Iteration 0F: 2 clusters Score -9516.855 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9233.990495 + Penalty 237.497245 = -8996.493249 Iteration 0F: 3 clusters Score -8996.493 nChanged 304 ComputeScore: Raw -9420.991262 + Penalty 237.497245 = -9183.494016 Iteration 1F: 3 clusters Score -9183.494 nChanged 60 ComputeScore: Raw -9455.728214 + Penalty 237.497245 = -9218.230968 Iteration 2F: 3 clusters Score -9218.231 nChanged 44 ComputeScore: Raw -9472.720341 + Penalty 237.497245 = -9235.223096 Iteration 3F: 3 clusters Score -9235.223 nChanged 32 ComputeScore: Raw -9483.321801 + Penalty 237.497245 = -9245.824556 Iteration 4Q: 3 clusters Score -9245.825 nChanged 21 ComputeScore: Raw -9495.642898 + Penalty 237.497245 = -9258.145653 Iteration 5Q: 3 clusters Score -9258.146 nChanged 25 ComputeScore: Raw -9510.782519 + Penalty 237.497245 = -9273.285274 Iteration 6Q: 3 clusters Score -9273.285 nChanged 31 ComputeScore: Raw -9530.018089 + Penalty 237.497245 = -9292.520844 Iteration 7Q: 3 clusters Score -9292.521 nChanged 33 ComputeScore: Raw -9557.820180 + Penalty 237.497245 = -9320.322934 Iteration 8Q: 3 clusters Score -9320.323 nChanged 30 ComputeScore: Raw -9580.362374 + Penalty 237.497245 = -9342.865129 Iteration 9Q: 3 clusters Score -9342.865 nChanged 18 ComputeScore: Raw -9591.234254 + Penalty 237.497245 = -9353.737008 Iteration 10Q: 3 clusters Score -9353.737 nChanged 11 ComputeScore: Raw -9598.128318 + Penalty 237.497245 = -9360.631072 Iteration 11Q: 3 clusters Score -9360.631 nChanged 8 ComputeScore: Raw -9603.074257 + Penalty 237.497245 = -9365.577011 Iteration 12Q: 3 clusters Score -9365.577 nChanged 6 ComputeScore: Raw -9607.087621 + Penalty 237.497245 = -9369.590376 Iteration 13Q: 3 clusters Score -9369.59 nChanged 5 ComputeScore: Raw -9611.478656 + Penalty 237.497245 = -9373.981410 Iteration 14Q: 3 clusters Score -9373.981 nChanged 4 ComputeScore: Raw -9614.690567 + Penalty 237.497245 = -9377.193321 Iteration 15Q: 3 clusters Score -9377.193 nChanged 7 ComputeScore: Raw -9620.329542 + Penalty 237.497245 = -9382.832296 Iteration 16Q: 3 clusters Score -9382.832 nChanged 8 ComputeScore: Raw -9626.611609 + Penalty 237.497245 = -9389.114364 Iteration 17Q: 3 clusters Score -9389.114 nChanged 6 ComputeScore: Raw -9632.135213 + Penalty 237.497245 = -9394.637968 Iteration 18Q: 3 clusters Score -9394.638 nChanged 4 ComputeScore: Raw -9635.698144 + Penalty 237.497245 = -9398.200899 Iteration 19Q: 3 clusters Score -9398.201 nChanged 2 ComputeScore: Raw -9637.207214 + Penalty 237.497245 = -9399.709969 Iteration 20F: 3 clusters Score -9399.71 nChanged 1 ComputeScore: Raw -9637.421299 + Penalty 237.497245 = -9399.924054 Iteration 21Q: 3 clusters Score -9399.924 nChanged 0 ComputeScore: Raw -9637.421299 + Penalty 237.497245 = -9399.924054 Iteration 22F: 3 clusters Score -9399.924 nChanged 0 Trying to split cluster 10 (1223 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9261.732350 + Penalty 127.963118 = -9133.769231 Iteration 0F: 2 clusters Score -9133.769 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8534.230882 + Penalty 255.926237 = -8278.304645 Iteration 0F: 3 clusters Score -8278.305 nChanged 533 ComputeScore: Raw -8810.719382 + Penalty 255.926237 = -8554.793145 Iteration 1F: 3 clusters Score -8554.793 nChanged 83 ComputeScore: Raw -8881.257846 + Penalty 255.926237 = -8625.331609 Iteration 2F: 3 clusters Score -8625.332 nChanged 90 ComputeScore: Raw -8982.048712 + Penalty 255.926237 = -8726.122475 Iteration 3F: 3 clusters Score -8726.122 nChanged 107 ComputeScore: Raw -9099.471258 + Penalty 255.926237 = -8843.545021 Iteration 4F: 3 clusters Score -8843.545 nChanged 105 ComputeScore: Raw -9189.216566 + Penalty 255.926237 = -8933.290329 Iteration 5F: 3 clusters Score -8933.29 nChanged 67 ComputeScore: Raw -9235.523799 + Penalty 255.926237 = -8979.597563 Iteration 6F: 3 clusters Score -8979.598 nChanged 45 ComputeScore: Raw -9258.550969 + Penalty 255.926237 = -9002.624732 Iteration 7Q: 3 clusters Score -9002.625 nChanged 38 ComputeScore: Raw -9281.639149 + Penalty 255.926237 = -9025.712912 Iteration 8Q: 3 clusters Score -9025.713 nChanged 29 ComputeScore: Raw -9298.517042 + Penalty 255.926237 = -9042.590805 Iteration 9Q: 3 clusters Score -9042.591 nChanged 28 ComputeScore: Raw -9318.342086 + Penalty 255.926237 = -9062.415849 Iteration 10Q: 3 clusters Score -9062.416 nChanged 20 ComputeScore: Raw -9330.888571 + Penalty 255.926237 = -9074.962335 Iteration 11Q: 3 clusters Score -9074.962 nChanged 20 ComputeScore: Raw -9341.868959 + Penalty 255.926237 = -9085.942722 Iteration 12Q: 3 clusters Score -9085.943 nChanged 19 ComputeScore: Raw -9350.766644 + Penalty 255.926237 = -9094.840407 Iteration 13Q: 3 clusters Score -9094.84 nChanged 15 ComputeScore: Raw -9360.135835 + Penalty 255.926237 = -9104.209598 Iteration 14Q: 3 clusters Score -9104.21 nChanged 11 ComputeScore: Raw -9363.503955 + Penalty 255.926237 = -9107.577718 Iteration 15Q: 3 clusters Score -9107.578 nChanged 10 ComputeScore: Raw -9367.942350 + Penalty 255.926237 = -9112.016113 Iteration 16Q: 3 clusters Score -9112.016 nChanged 6 ComputeScore: Raw -9369.515119 + Penalty 255.926237 = -9113.588882 Iteration 17Q: 3 clusters Score -9113.589 nChanged 2 ComputeScore: Raw -9369.782518 + Penalty 255.926237 = -9113.856281 Iteration 18Q: 3 clusters Score -9113.856 nChanged 1 ComputeScore: Raw -9369.990981 + Penalty 255.926237 = -9114.064744 Iteration 19Q: 3 clusters Score -9114.065 nChanged 1 ComputeScore: Raw -9370.151011 + Penalty 255.926237 = -9114.224774 Iteration 20F: 3 clusters Score -9114.225 nChanged 1 ComputeScore: Raw -9370.885117 + Penalty 255.926237 = -9114.958880 Iteration 21Q: 3 clusters Score -9114.959 nChanged 2 ComputeScore: Raw -9371.176079 + Penalty 255.926237 = -9115.249842 Iteration 22Q: 3 clusters Score -9115.25 nChanged 2 ComputeScore: Raw -9371.579640 + Penalty 255.926237 = -9115.653403 Iteration 23Q: 3 clusters Score -9115.653 nChanged 3 ComputeScore: Raw -9372.322756 + Penalty 255.926237 = -9116.396519 Iteration 24Q: 3 clusters Score -9116.397 nChanged 3 ComputeScore: Raw -9372.636675 + Penalty 255.926237 = -9116.710438 Iteration 25Q: 3 clusters Score -9116.71 nChanged 1 ComputeScore: Raw -9372.670979 + Penalty 255.926237 = -9116.744742 Iteration 26Q: 3 clusters Score -9116.745 nChanged 0 ComputeScore: Raw -9372.670979 + Penalty 255.926237 = -9116.744742 Iteration 27F: 3 clusters Score -9116.745 nChanged 0 Trying to split cluster 11 (3509 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32961.373022 + Penalty 146.935555 = -32814.437467 Iteration 0F: 2 clusters Score -32814.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30764.098026 + Penalty 293.871110 = -30470.226916 Iteration 0F: 3 clusters Score -30470.23 nChanged 1618 ComputeScore: Raw -31858.127103 + Penalty 293.871110 = -31564.255993 Iteration 1F: 3 clusters Score -31564.26 nChanged 217 ComputeScore: Raw -31996.320270 + Penalty 293.871110 = -31702.449161 Iteration 2F: 3 clusters Score -31702.45 nChanged 216 ComputeScore: Raw -32143.829536 + Penalty 293.871110 = -31849.958426 Iteration 3F: 3 clusters Score -31849.96 nChanged 209 ComputeScore: Raw -32276.977679 + Penalty 293.871110 = -31983.106569 Iteration 4F: 3 clusters Score -31983.11 nChanged 189 ComputeScore: Raw -32404.214275 + Penalty 293.871110 = -32110.343165 Iteration 5F: 3 clusters Score -32110.34 nChanged 169 ComputeScore: Raw -32510.503891 + Penalty 293.871110 = -32216.632781 Iteration 6Q: 3 clusters Score -32216.63 nChanged 137 ComputeScore: Raw -32592.472038 + Penalty 293.871110 = -32298.600929 Iteration 7Q: 3 clusters Score -32298.6 nChanged 111 ComputeScore: Raw -32647.055591 + Penalty 293.871110 = -32353.184481 Iteration 8Q: 3 clusters Score -32353.18 nChanged 80 ComputeScore: Raw -32688.362107 + Penalty 293.871110 = -32394.490997 Iteration 9Q: 3 clusters Score -32394.49 nChanged 79 ComputeScore: Raw -32728.602004 + Penalty 293.871110 = -32434.730894 Iteration 10Q: 3 clusters Score -32434.73 nChanged 70 ComputeScore: Raw -32768.735511 + Penalty 293.871110 = -32474.864401 Iteration 11Q: 3 clusters Score -32474.86 nChanged 53 ComputeScore: Raw -32799.669830 + Penalty 293.871110 = -32505.798721 Iteration 12Q: 3 clusters Score -32505.8 nChanged 43 ComputeScore: Raw -32826.113863 + Penalty 293.871110 = -32532.242753 Iteration 13Q: 3 clusters Score -32532.24 nChanged 41 ComputeScore: Raw -32848.975313 + Penalty 293.871110 = -32555.104204 Iteration 14Q: 3 clusters Score -32555.1 nChanged 37 ComputeScore: Raw -32872.756836 + Penalty 293.871110 = -32578.885726 Iteration 15Q: 3 clusters Score -32578.89 nChanged 37 ComputeScore: Raw -32906.872690 + Penalty 293.871110 = -32613.001580 Iteration 16Q: 3 clusters Score -32613 nChanged 34 ComputeScore: Raw -32938.953527 + Penalty 293.871110 = -32645.082417 Iteration 17Q: 3 clusters Score -32645.08 nChanged 23 ComputeScore: Raw -32954.379569 + Penalty 293.871110 = -32660.508459 Iteration 18Q: 3 clusters Score -32660.51 nChanged 11 ComputeScore: Raw -32959.707854 + Penalty 293.871110 = -32665.836744 Iteration 19Q: 3 clusters Score -32665.84 nChanged 12 ComputeScore: Raw -32964.021774 + Penalty 293.871110 = -32670.150664 Iteration 20F: 3 clusters Score -32670.15 nChanged 7 ComputeScore: Raw -32966.093508 + Penalty 293.871110 = -32672.222398 Iteration 21Q: 3 clusters Score -32672.22 nChanged 7 ComputeScore: Raw -32968.408221 + Penalty 293.871110 = -32674.537112 Iteration 22Q: 3 clusters Score -32674.54 nChanged 7 ComputeScore: Raw -32971.916856 + Penalty 293.871110 = -32678.045746 Iteration 23Q: 3 clusters Score -32678.05 nChanged 9 ComputeScore: Raw -32975.204751 + Penalty 293.871110 = -32681.333642 Iteration 24Q: 3 clusters Score -32681.33 nChanged 9 ComputeScore: Raw -32980.058256 + Penalty 293.871110 = -32686.187147 Iteration 25Q: 3 clusters Score -32686.19 nChanged 4 ComputeScore: Raw -32981.973739 + Penalty 293.871110 = -32688.102630 Iteration 26Q: 3 clusters Score -32688.1 nChanged 3 ComputeScore: Raw -32982.966919 + Penalty 293.871110 = -32689.095809 Iteration 27Q: 3 clusters Score -32689.1 nChanged 2 ComputeScore: Raw -32983.453938 + Penalty 293.871110 = -32689.582828 Iteration 28Q: 3 clusters Score -32689.58 nChanged 1 ComputeScore: Raw -32983.810888 + Penalty 293.871110 = -32689.939779 Iteration 29Q: 3 clusters Score -32689.94 nChanged 2 ComputeScore: Raw -32985.592834 + Penalty 293.871110 = -32691.721725 Iteration 30Q: 3 clusters Score -32691.72 nChanged 2 ComputeScore: Raw -32986.920773 + Penalty 293.871110 = -32693.049663 Iteration 31Q: 3 clusters Score -32693.05 nChanged 0 ComputeScore: Raw -32986.920773 + Penalty 293.871110 = -32693.049663 Iteration 32F: 3 clusters Score -32693.05 nChanged 0 Trying to split cluster 12 (5273 points) Assigned 2 initial classes randomly. ComputeScore: Raw -50570.135915 + Penalty 154.266385 = -50415.869529 Iteration 0F: 2 clusters Score -50415.87 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -47286.297488 + Penalty 308.532771 = -46977.764718 Iteration 0F: 3 clusters Score -46977.76 nChanged 2439 ComputeScore: Raw -48740.071334 + Penalty 308.532771 = -48431.538563 Iteration 1F: 3 clusters Score -48431.54 nChanged 407 ComputeScore: Raw -48994.750034 + Penalty 308.532771 = -48686.217263 Iteration 2F: 3 clusters Score -48686.22 nChanged 384 ComputeScore: Raw -49252.638088 + Penalty 308.532771 = -48944.105317 Iteration 3F: 3 clusters Score -48944.11 nChanged 359 ComputeScore: Raw -49530.407137 + Penalty 308.532771 = -49221.874366 Iteration 4F: 3 clusters Score -49221.87 nChanged 316 ComputeScore: Raw -49820.179013 + Penalty 308.532771 = -49511.646243 Iteration 5F: 3 clusters Score -49511.65 nChanged 226 ComputeScore: Raw -50004.477053 + Penalty 308.532771 = -49695.944282 Iteration 6Q: 3 clusters Score -49695.94 nChanged 139 ComputeScore: Raw -50106.680698 + Penalty 308.532771 = -49798.147928 Iteration 7Q: 3 clusters Score -49798.15 nChanged 116 ComputeScore: Raw -50185.436382 + Penalty 308.532771 = -49876.903611 Iteration 8Q: 3 clusters Score -49876.9 nChanged 107 ComputeScore: Raw -50248.279083 + Penalty 308.532771 = -49939.746312 Iteration 9Q: 3 clusters Score -49939.75 nChanged 81 ComputeScore: Raw -50300.155413 + Penalty 308.532771 = -49991.622642 Iteration 10Q: 3 clusters Score -49991.62 nChanged 80 ComputeScore: Raw -50358.072942 + Penalty 308.532771 = -50049.540171 Iteration 11Q: 3 clusters Score -50049.54 nChanged 67 ComputeScore: Raw -50411.737208 + Penalty 308.532771 = -50103.204438 Iteration 12Q: 3 clusters Score -50103.2 nChanged 58 ComputeScore: Raw -50459.440103 + Penalty 308.532771 = -50150.907332 Iteration 13Q: 3 clusters Score -50150.91 nChanged 41 ComputeScore: Raw -50499.228806 + Penalty 308.532771 = -50190.696036 Iteration 14Q: 3 clusters Score -50190.7 nChanged 38 ComputeScore: Raw -50535.217316 + Penalty 308.532771 = -50226.684545 Iteration 15Q: 3 clusters Score -50226.68 nChanged 26 ComputeScore: Raw -50558.948937 + Penalty 308.532771 = -50250.416166 Iteration 16Q: 3 clusters Score -50250.42 nChanged 14 ComputeScore: Raw -50570.472289 + Penalty 308.532771 = -50261.939518 Iteration 17Q: 3 clusters Score -50261.94 nChanged 16 ComputeScore: Raw -50578.776587 + Penalty 308.532771 = -50270.243816 Iteration 18Q: 3 clusters Score -50270.24 nChanged 7 ComputeScore: Raw -50582.135604 + Penalty 308.532771 = -50273.602834 Iteration 19Q: 3 clusters Score -50273.6 nChanged 9 ComputeScore: Raw -50592.051128 + Penalty 308.532771 = -50283.518358 Iteration 20F: 3 clusters Score -50283.52 nChanged 10 ComputeScore: Raw -50601.450628 + Penalty 308.532771 = -50292.917858 Iteration 21Q: 3 clusters Score -50292.92 nChanged 11 ComputeScore: Raw -50608.793886 + Penalty 308.532771 = -50300.261116 Iteration 22Q: 3 clusters Score -50300.26 nChanged 4 ComputeScore: Raw -50610.255882 + Penalty 308.532771 = -50301.723111 Iteration 23Q: 3 clusters Score -50301.72 nChanged 2 ComputeScore: Raw -50610.835029 + Penalty 308.532771 = -50302.302259 Iteration 24Q: 3 clusters Score -50302.3 nChanged 2 ComputeScore: Raw -50611.593728 + Penalty 308.532771 = -50303.060957 Iteration 25Q: 3 clusters Score -50303.06 nChanged 1 ComputeScore: Raw -50611.679871 + Penalty 308.532771 = -50303.147100 Iteration 26Q: 3 clusters Score -50303.15 nChanged 0 ComputeScore: Raw -50611.679871 + Penalty 308.532771 = -50303.147100 Iteration 27F: 3 clusters Score -50303.15 nChanged 0 Trying to split cluster 13 (509 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6816.895903 + Penalty 112.184064 = -6704.711839 Iteration 0F: 2 clusters Score -6704.712 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6544.068436 + Penalty 224.368129 = -6319.700307 Iteration 0F: 3 clusters Score -6319.7 nChanged 211 ComputeScore: Raw -6680.686975 + Penalty 224.368129 = -6456.318846 Iteration 1F: 3 clusters Score -6456.319 nChanged 45 ComputeScore: Raw -6708.915273 + Penalty 224.368129 = -6484.547144 Iteration 2F: 3 clusters Score -6484.547 nChanged 30 ComputeScore: Raw -6730.794992 + Penalty 224.368129 = -6506.426864 Iteration 3F: 3 clusters Score -6506.427 nChanged 20 ComputeScore: Raw -6741.178825 + Penalty 224.368129 = -6516.810696 Iteration 4Q: 3 clusters Score -6516.811 nChanged 15 ComputeScore: Raw -6749.234353 + Penalty 224.368129 = -6524.866224 Iteration 5Q: 3 clusters Score -6524.866 nChanged 7 ComputeScore: Raw -6751.533110 + Penalty 224.368129 = -6527.164981 Iteration 6Q: 3 clusters Score -6527.165 nChanged 5 ComputeScore: Raw -6753.117392 + Penalty 224.368129 = -6528.749263 Iteration 7Q: 3 clusters Score -6528.749 nChanged 0 ComputeScore: Raw -6753.117392 + Penalty 224.368129 = -6528.749263 Iteration 8F: 3 clusters Score -6528.749 nChanged 0 Trying to split cluster 14 (217 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1733.386818 + Penalty 96.838152 = -1636.548665 Iteration 0F: 2 clusters Score -1636.549 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1628.657630 + Penalty 193.676305 = -1434.981325 Iteration 0F: 3 clusters Score -1434.981 nChanged 77 ComputeScore: Raw -1691.357514 + Penalty 193.676305 = -1497.681209 Iteration 1F: 3 clusters Score -1497.681 nChanged 24 ComputeScore: Raw -1730.463810 + Penalty 193.676305 = -1536.787505 Iteration 2F: 3 clusters Score -1536.788 nChanged 13 ComputeScore: Raw -1756.720900 + Penalty 193.676305 = -1563.044595 Iteration 3F: 3 clusters Score -1563.045 nChanged 5 ComputeScore: Raw -1766.797016 + Penalty 193.676305 = -1573.120711 Iteration 4Q: 3 clusters Score -1573.121 nChanged 1 ComputeScore: Raw -1767.971288 + Penalty 193.676305 = -1574.294983 Iteration 5Q: 3 clusters Score -1574.295 nChanged 0 ComputeScore: Raw -1767.971288 + Penalty 193.676305 = -1574.294983 Iteration 6F: 3 clusters Score -1574.295 nChanged 0 Trying to split cluster 15 (294 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4093.979780 + Penalty 102.304436 = -3991.675345 Iteration 0F: 2 clusters Score -3991.675 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3953.049736 + Penalty 204.608872 = -3748.440864 Iteration 0F: 3 clusters Score -3748.441 nChanged 110 ComputeScore: Raw -4038.271443 + Penalty 204.608872 = -3833.662572 Iteration 1F: 3 clusters Score -3833.663 nChanged 20 ComputeScore: Raw -4050.436158 + Penalty 204.608872 = -3845.827286 Iteration 2F: 3 clusters Score -3845.827 nChanged 13 ComputeScore: Raw -4057.932215 + Penalty 204.608872 = -3853.323344 Iteration 3Q: 3 clusters Score -3853.323 nChanged 10 ComputeScore: Raw -4063.214458 + Penalty 204.608872 = -3858.605586 Iteration 4Q: 3 clusters Score -3858.606 nChanged 6 ComputeScore: Raw -4065.596123 + Penalty 204.608872 = -3860.987252 Iteration 5Q: 3 clusters Score -3860.987 nChanged 6 ComputeScore: Raw -4067.631731 + Penalty 204.608872 = -3863.022859 Iteration 6Q: 3 clusters Score -3863.023 nChanged 4 ComputeScore: Raw -4068.854977 + Penalty 204.608872 = -3864.246105 Iteration 7Q: 3 clusters Score -3864.246 nChanged 5 ComputeScore: Raw -4070.813422 + Penalty 204.608872 = -3866.204550 Iteration 8Q: 3 clusters Score -3866.205 nChanged 2 ComputeScore: Raw -4072.531289 + Penalty 204.608872 = -3867.922417 Iteration 9Q: 3 clusters Score -3867.922 nChanged 1 ComputeScore: Raw -4074.730373 + Penalty 204.608872 = -3870.121502 Iteration 10Q: 3 clusters Score -3870.122 nChanged 2 ComputeScore: Raw -4075.346552 + Penalty 204.608872 = -3870.737680 Iteration 11Q: 3 clusters Score -3870.738 nChanged 1 ComputeScore: Raw -4076.120876 + Penalty 204.608872 = -3871.512005 Iteration 12Q: 3 clusters Score -3871.512 nChanged 1 ComputeScore: Raw -4076.762998 + Penalty 204.608872 = -3872.154127 Iteration 13Q: 3 clusters Score -3872.154 nChanged 2 ComputeScore: Raw -4078.335286 + Penalty 204.608872 = -3873.726414 Iteration 14Q: 3 clusters Score -3873.726 nChanged 5 ComputeScore: Raw -4083.488400 + Penalty 204.608872 = -3878.879528 Iteration 15Q: 3 clusters Score -3878.88 nChanged 5 ComputeScore: Raw -4085.994207 + Penalty 204.608872 = -3881.385336 Iteration 16Q: 3 clusters Score -3881.385 nChanged 3 ComputeScore: Raw -4087.971525 + Penalty 204.608872 = -3883.362653 Iteration 17Q: 3 clusters Score -3883.363 nChanged 4 ComputeScore: Raw -4092.215864 + Penalty 204.608872 = -3887.606993 Iteration 18Q: 3 clusters Score -3887.607 nChanged 4 ComputeScore: Raw -4093.789189 + Penalty 204.608872 = -3889.180317 Iteration 19Q: 3 clusters Score -3889.18 nChanged 3 ComputeScore: Raw -4094.988691 + Penalty 204.608872 = -3890.379820 Iteration 20F: 3 clusters Score -3890.38 nChanged 2 ComputeScore: Raw -4096.174166 + Penalty 204.608872 = -3891.565295 Iteration 21Q: 3 clusters Score -3891.565 nChanged 1 ComputeScore: Raw -4096.966135 + Penalty 204.608872 = -3892.357264 Iteration 22Q: 3 clusters Score -3892.357 nChanged 2 ComputeScore: Raw -4098.601218 + Penalty 204.608872 = -3893.992347 Iteration 23Q: 3 clusters Score -3893.992 nChanged 0 ComputeScore: Raw -4098.601218 + Penalty 204.608872 = -3893.992347 Iteration 24F: 3 clusters Score -3893.992 nChanged 0 Trying to split cluster 16 (780 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10029.421484 + Penalty 119.867291 = -9909.554193 Iteration 0F: 2 clusters Score -9909.554 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9588.682252 + Penalty 239.734581 = -9348.947670 Iteration 0F: 3 clusters Score -9348.948 nChanged 331 ComputeScore: Raw -9747.537945 + Penalty 239.734581 = -9507.803364 Iteration 1F: 3 clusters Score -9507.803 nChanged 56 ComputeScore: Raw -9776.027633 + Penalty 239.734581 = -9536.293052 Iteration 2F: 3 clusters Score -9536.293 nChanged 48 ComputeScore: Raw -9808.921001 + Penalty 239.734581 = -9569.186420 Iteration 3F: 3 clusters Score -9569.186 nChanged 51 ComputeScore: Raw -9842.458360 + Penalty 239.734581 = -9602.723779 Iteration 4F: 3 clusters Score -9602.724 nChanged 55 ComputeScore: Raw -9883.640755 + Penalty 239.734581 = -9643.906174 Iteration 5F: 3 clusters Score -9643.906 nChanged 47 ComputeScore: Raw -9921.521074 + Penalty 239.734581 = -9681.786493 Iteration 6F: 3 clusters Score -9681.786 nChanged 37 ComputeScore: Raw -9953.905113 + Penalty 239.734581 = -9714.170532 Iteration 7Q: 3 clusters Score -9714.171 nChanged 26 ComputeScore: Raw -9978.668470 + Penalty 239.734581 = -9738.933889 Iteration 8Q: 3 clusters Score -9738.934 nChanged 17 ComputeScore: Raw -9994.219389 + Penalty 239.734581 = -9754.484808 Iteration 9Q: 3 clusters Score -9754.485 nChanged 11 ComputeScore: Raw -10013.847694 + Penalty 239.734581 = -9774.113113 Iteration 10Q: 3 clusters Score -9774.113 nChanged 7 ComputeScore: Raw -10027.150715 + Penalty 239.734581 = -9787.416134 Iteration 11Q: 3 clusters Score -9787.416 nChanged 7 ComputeScore: Raw -10034.749995 + Penalty 239.734581 = -9795.015414 Iteration 12Q: 3 clusters Score -9795.015 nChanged 3 ComputeScore: Raw -10037.627848 + Penalty 239.734581 = -9797.893267 Iteration 13Q: 3 clusters Score -9797.893 nChanged 3 ComputeScore: Raw -10039.089498 + Penalty 239.734581 = -9799.354916 Iteration 14Q: 3 clusters Score -9799.355 nChanged 2 ComputeScore: Raw -10039.564090 + Penalty 239.734581 = -9799.829509 Iteration 15Q: 3 clusters Score -9799.83 nChanged 0 ComputeScore: Raw -10039.564090 + Penalty 239.734581 = -9799.829509 Iteration 16F: 3 clusters Score -9799.83 nChanged 0 Trying to split cluster 17 (600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7166.810716 + Penalty 115.144734 = -7051.665982 Iteration 0F: 2 clusters Score -7051.666 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6826.075371 + Penalty 230.289468 = -6595.785903 Iteration 0F: 3 clusters Score -6595.786 nChanged 273 ComputeScore: Raw -6974.536444 + Penalty 230.289468 = -6744.246977 Iteration 1F: 3 clusters Score -6744.247 nChanged 49 ComputeScore: Raw -6995.501993 + Penalty 230.289468 = -6765.212525 Iteration 2F: 3 clusters Score -6765.213 nChanged 27 ComputeScore: Raw -7008.290414 + Penalty 230.289468 = -6778.000947 Iteration 3Q: 3 clusters Score -6778.001 nChanged 24 ComputeScore: Raw -7016.799452 + Penalty 230.289468 = -6786.509985 Iteration 4Q: 3 clusters Score -6786.51 nChanged 14 ComputeScore: Raw -7021.308965 + Penalty 230.289468 = -6791.019498 Iteration 5Q: 3 clusters Score -6791.019 nChanged 17 ComputeScore: Raw -7032.455238 + Penalty 230.289468 = -6802.165770 Iteration 6Q: 3 clusters Score -6802.166 nChanged 23 ComputeScore: Raw -7051.140080 + Penalty 230.289468 = -6820.850612 Iteration 7Q: 3 clusters Score -6820.851 nChanged 23 ComputeScore: Raw -7062.484443 + Penalty 230.289468 = -6832.194976 Iteration 8Q: 3 clusters Score -6832.195 nChanged 18 ComputeScore: Raw -7071.224332 + Penalty 230.289468 = -6840.934864 Iteration 9Q: 3 clusters Score -6840.935 nChanged 19 ComputeScore: Raw -7078.750868 + Penalty 230.289468 = -6848.461400 Iteration 10Q: 3 clusters Score -6848.461 nChanged 10 ComputeScore: Raw -7083.516344 + Penalty 230.289468 = -6853.226877 Iteration 11Q: 3 clusters Score -6853.227 nChanged 13 ComputeScore: Raw -7090.422663 + Penalty 230.289468 = -6860.133195 Iteration 12Q: 3 clusters Score -6860.133 nChanged 12 ComputeScore: Raw -7097.209980 + Penalty 230.289468 = -6866.920512 Iteration 13Q: 3 clusters Score -6866.921 nChanged 14 ComputeScore: Raw -7103.005243 + Penalty 230.289468 = -6872.715775 Iteration 14Q: 3 clusters Score -6872.716 nChanged 10 ComputeScore: Raw -7110.318513 + Penalty 230.289468 = -6880.029046 Iteration 15Q: 3 clusters Score -6880.029 nChanged 12 ComputeScore: Raw -7116.906994 + Penalty 230.289468 = -6886.617526 Iteration 16Q: 3 clusters Score -6886.618 nChanged 9 ComputeScore: Raw -7119.440526 + Penalty 230.289468 = -6889.151058 Iteration 17Q: 3 clusters Score -6889.151 nChanged 4 ComputeScore: Raw -7121.008381 + Penalty 230.289468 = -6890.718913 Iteration 18Q: 3 clusters Score -6890.719 nChanged 3 ComputeScore: Raw -7122.201755 + Penalty 230.289468 = -6891.912287 Iteration 19Q: 3 clusters Score -6891.912 nChanged 4 ComputeScore: Raw -7123.116175 + Penalty 230.289468 = -6892.826708 Iteration 20F: 3 clusters Score -6892.827 nChanged 2 ComputeScore: Raw -7123.813776 + Penalty 230.289468 = -6893.524309 Iteration 21Q: 3 clusters Score -6893.524 nChanged 2 ComputeScore: Raw -7124.634873 + Penalty 230.289468 = -6894.345406 Iteration 22Q: 3 clusters Score -6894.345 nChanged 2 ComputeScore: Raw -7126.030418 + Penalty 230.289468 = -6895.740950 Iteration 23Q: 3 clusters Score -6895.741 nChanged 3 ComputeScore: Raw -7128.208743 + Penalty 230.289468 = -6897.919276 Iteration 24Q: 3 clusters Score -6897.919 nChanged 5 ComputeScore: Raw -7130.633872 + Penalty 230.289468 = -6900.344405 Iteration 25Q: 3 clusters Score -6900.344 nChanged 7 ComputeScore: Raw -7135.954039 + Penalty 230.289468 = -6905.664571 Iteration 26Q: 3 clusters Score -6905.665 nChanged 7 ComputeScore: Raw -7141.191579 + Penalty 230.289468 = -6910.902111 Iteration 27Q: 3 clusters Score -6910.902 nChanged 6 ComputeScore: Raw -7143.224378 + Penalty 230.289468 = -6912.934910 Iteration 28Q: 3 clusters Score -6912.935 nChanged 3 ComputeScore: Raw -7143.902023 + Penalty 230.289468 = -6913.612555 Iteration 29Q: 3 clusters Score -6913.613 nChanged 1 ComputeScore: Raw -7143.978792 + Penalty 230.289468 = -6913.689324 Iteration 30Q: 3 clusters Score -6913.689 nChanged 0 ComputeScore: Raw -7143.978792 + Penalty 230.289468 = -6913.689324 Iteration 31F: 3 clusters Score -6913.689 nChanged 0 Trying to split cluster 18 (224 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3268.606672 + Penalty 97.409629 = -3171.197043 Iteration 0F: 2 clusters Score -3171.197 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3176.213151 + Penalty 194.819258 = -2981.393894 Iteration 0F: 3 clusters Score -2981.394 nChanged 82 ComputeScore: Raw -3229.843622 + Penalty 194.819258 = -3035.024364 Iteration 1F: 3 clusters Score -3035.024 nChanged 16 ComputeScore: Raw -3242.921401 + Penalty 194.819258 = -3048.102143 Iteration 2F: 3 clusters Score -3048.102 nChanged 9 ComputeScore: Raw -3247.541405 + Penalty 194.819258 = -3052.722147 Iteration 3Q: 3 clusters Score -3052.722 nChanged 3 ComputeScore: Raw -3248.747958 + Penalty 194.819258 = -3053.928700 Iteration 4Q: 3 clusters Score -3053.929 nChanged 1 ComputeScore: Raw -3248.866193 + Penalty 194.819258 = -3054.046935 Iteration 5Q: 3 clusters Score -3054.047 nChanged 0 ComputeScore: Raw -3248.866193 + Penalty 194.819258 = -3054.046935 Iteration 6F: 3 clusters Score -3054.047 nChanged 0 Trying to split cluster 19 (3384 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32531.809934 + Penalty 146.282647 = -32385.527287 Iteration 0F: 2 clusters Score -32385.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30466.913446 + Penalty 292.565294 = -30174.348152 Iteration 0F: 3 clusters Score -30174.35 nChanged 1537 ComputeScore: Raw -31513.906726 + Penalty 292.565294 = -31221.341433 Iteration 1F: 3 clusters Score -31221.34 nChanged 253 ComputeScore: Raw -31705.593058 + Penalty 292.565294 = -31413.027765 Iteration 2F: 3 clusters Score -31413.03 nChanged 248 ComputeScore: Raw -31917.537188 + Penalty 292.565294 = -31624.971894 Iteration 3F: 3 clusters Score -31624.97 nChanged 198 ComputeScore: Raw -32067.115168 + Penalty 292.565294 = -31774.549874 Iteration 4F: 3 clusters Score -31774.55 nChanged 140 ComputeScore: Raw -32163.788560 + Penalty 292.565294 = -31871.223267 Iteration 5Q: 3 clusters Score -31871.22 nChanged 106 ComputeScore: Raw -32229.742309 + Penalty 292.565294 = -31937.177015 Iteration 6Q: 3 clusters Score -31937.18 nChanged 95 ComputeScore: Raw -32281.235057 + Penalty 292.565294 = -31988.669764 Iteration 7Q: 3 clusters Score -31988.67 nChanged 67 ComputeScore: Raw -32314.304119 + Penalty 292.565294 = -32021.738825 Iteration 8Q: 3 clusters Score -32021.74 nChanged 61 ComputeScore: Raw -32349.071061 + Penalty 292.565294 = -32056.505767 Iteration 9Q: 3 clusters Score -32056.51 nChanged 50 ComputeScore: Raw -32375.827267 + Penalty 292.565294 = -32083.261973 Iteration 10Q: 3 clusters Score -32083.26 nChanged 53 ComputeScore: Raw -32405.884879 + Penalty 292.565294 = -32113.319585 Iteration 11Q: 3 clusters Score -32113.32 nChanged 48 ComputeScore: Raw -32436.242907 + Penalty 292.565294 = -32143.677613 Iteration 12Q: 3 clusters Score -32143.68 nChanged 44 ComputeScore: Raw -32464.609973 + Penalty 292.565294 = -32172.044679 Iteration 13Q: 3 clusters Score -32172.04 nChanged 30 ComputeScore: Raw -32483.460928 + Penalty 292.565294 = -32190.895634 Iteration 14Q: 3 clusters Score -32190.9 nChanged 27 ComputeScore: Raw -32503.563513 + Penalty 292.565294 = -32210.998219 Iteration 15Q: 3 clusters Score -32211 nChanged 20 ComputeScore: Raw -32517.399816 + Penalty 292.565294 = -32224.834522 Iteration 16Q: 3 clusters Score -32224.83 nChanged 14 ComputeScore: Raw -32521.909038 + Penalty 292.565294 = -32229.343744 Iteration 17Q: 3 clusters Score -32229.34 nChanged 8 ComputeScore: Raw -32525.386446 + Penalty 292.565294 = -32232.821152 Iteration 18Q: 3 clusters Score -32232.82 nChanged 11 ComputeScore: Raw -32530.664827 + Penalty 292.565294 = -32238.099533 Iteration 19Q: 3 clusters Score -32238.1 nChanged 8 ComputeScore: Raw -32535.545874 + Penalty 292.565294 = -32242.980580 Iteration 20F: 3 clusters Score -32242.98 nChanged 9 ComputeScore: Raw -32545.271646 + Penalty 292.565294 = -32252.706352 Iteration 21Q: 3 clusters Score -32252.71 nChanged 8 ComputeScore: Raw -32550.859974 + Penalty 292.565294 = -32258.294680 Iteration 22Q: 3 clusters Score -32258.29 nChanged 7 ComputeScore: Raw -32557.375185 + Penalty 292.565294 = -32264.809891 Iteration 23Q: 3 clusters Score -32264.81 nChanged 3 ComputeScore: Raw -32563.257351 + Penalty 292.565294 = -32270.692057 Iteration 24Q: 3 clusters Score -32270.69 nChanged 2 ComputeScore: Raw -32565.456099 + Penalty 292.565294 = -32272.890805 Iteration 25Q: 3 clusters Score -32272.89 nChanged 3 ComputeScore: Raw -32569.846683 + Penalty 292.565294 = -32277.281389 Iteration 26Q: 3 clusters Score -32277.28 nChanged 1 ComputeScore: Raw -32570.529900 + Penalty 292.565294 = -32277.964606 Iteration 27Q: 3 clusters Score -32277.96 nChanged 1 ComputeScore: Raw -32571.667937 + Penalty 292.565294 = -32279.102643 Iteration 28Q: 3 clusters Score -32279.1 nChanged 0 ComputeScore: Raw -32571.667937 + Penalty 292.565294 = -32279.102643 Iteration 29F: 3 clusters Score -32279.1 nChanged 0 Trying to split cluster 20 (1926 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22610.781231 + Penalty 136.137611 = -22474.643620 Iteration 0F: 2 clusters Score -22474.64 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21440.142784 + Penalty 272.275221 = -21167.867562 Iteration 0F: 3 clusters Score -21167.87 nChanged 866 ComputeScore: Raw -21914.775587 + Penalty 272.275221 = -21642.500365 Iteration 1F: 3 clusters Score -21642.5 nChanged 125 ComputeScore: Raw -21973.458648 + Penalty 272.275221 = -21701.183427 Iteration 2F: 3 clusters Score -21701.18 nChanged 108 ComputeScore: Raw -22015.152775 + Penalty 272.275221 = -21742.877554 Iteration 3F: 3 clusters Score -21742.88 nChanged 92 ComputeScore: Raw -22055.769158 + Penalty 272.275221 = -21783.493936 Iteration 4Q: 3 clusters Score -21783.49 nChanged 91 ComputeScore: Raw -22126.466112 + Penalty 272.275221 = -21854.190890 Iteration 5Q: 3 clusters Score -21854.19 nChanged 93 ComputeScore: Raw -22213.443304 + Penalty 272.275221 = -21941.168082 Iteration 6Q: 3 clusters Score -21941.17 nChanged 103 ComputeScore: Raw -22286.075690 + Penalty 272.275221 = -22013.800469 Iteration 7F: 3 clusters Score -22013.8 nChanged 81 ComputeScore: Raw -22364.594765 + Penalty 272.275221 = -22092.319543 Iteration 8Q: 3 clusters Score -22092.32 nChanged 69 ComputeScore: Raw -22407.160092 + Penalty 272.275221 = -22134.884871 Iteration 9Q: 3 clusters Score -22134.88 nChanged 57 ComputeScore: Raw -22436.040005 + Penalty 272.275221 = -22163.764784 Iteration 10Q: 3 clusters Score -22163.76 nChanged 49 ComputeScore: Raw -22459.317033 + Penalty 272.275221 = -22187.041811 Iteration 11Q: 3 clusters Score -22187.04 nChanged 40 ComputeScore: Raw -22478.208059 + Penalty 272.275221 = -22205.932837 Iteration 12Q: 3 clusters Score -22205.93 nChanged 42 ComputeScore: Raw -22500.186002 + Penalty 272.275221 = -22227.910781 Iteration 13Q: 3 clusters Score -22227.91 nChanged 33 ComputeScore: Raw -22519.744763 + Penalty 272.275221 = -22247.469542 Iteration 14Q: 3 clusters Score -22247.47 nChanged 22 ComputeScore: Raw -22536.043665 + Penalty 272.275221 = -22263.768444 Iteration 15Q: 3 clusters Score -22263.77 nChanged 23 ComputeScore: Raw -22562.171385 + Penalty 272.275221 = -22289.896164 Iteration 16Q: 3 clusters Score -22289.9 nChanged 19 ComputeScore: Raw -22575.474101 + Penalty 272.275221 = -22303.198880 Iteration 17Q: 3 clusters Score -22303.2 nChanged 16 ComputeScore: Raw -22582.142914 + Penalty 272.275221 = -22309.867693 Iteration 18Q: 3 clusters Score -22309.87 nChanged 9 ComputeScore: Raw -22586.035687 + Penalty 272.275221 = -22313.760466 Iteration 19Q: 3 clusters Score -22313.76 nChanged 9 ComputeScore: Raw -22589.719636 + Penalty 272.275221 = -22317.444414 Iteration 20F: 3 clusters Score -22317.44 nChanged 7 ComputeScore: Raw -22593.982764 + Penalty 272.275221 = -22321.707543 Iteration 21Q: 3 clusters Score -22321.71 nChanged 11 ComputeScore: Raw -22598.790297 + Penalty 272.275221 = -22326.515075 Iteration 22Q: 3 clusters Score -22326.52 nChanged 9 ComputeScore: Raw -22602.399029 + Penalty 272.275221 = -22330.123807 Iteration 23Q: 3 clusters Score -22330.12 nChanged 7 ComputeScore: Raw -22606.692642 + Penalty 272.275221 = -22334.417420 Iteration 24Q: 3 clusters Score -22334.42 nChanged 9 ComputeScore: Raw -22611.984190 + Penalty 272.275221 = -22339.708969 Iteration 25Q: 3 clusters Score -22339.71 nChanged 10 ComputeScore: Raw -22618.626429 + Penalty 272.275221 = -22346.351207 Iteration 26Q: 3 clusters Score -22346.35 nChanged 12 ComputeScore: Raw -22627.934263 + Penalty 272.275221 = -22355.659041 Iteration 27Q: 3 clusters Score -22355.66 nChanged 10 ComputeScore: Raw -22634.027713 + Penalty 272.275221 = -22361.752492 Iteration 28Q: 3 clusters Score -22361.75 nChanged 3 ComputeScore: Raw -22635.169737 + Penalty 272.275221 = -22362.894516 Iteration 29Q: 3 clusters Score -22362.89 nChanged 2 ComputeScore: Raw -22636.219413 + Penalty 272.275221 = -22363.944192 Iteration 30Q: 3 clusters Score -22363.94 nChanged 0 ComputeScore: Raw -22636.219413 + Penalty 272.275221 = -22363.944192 Iteration 31F: 3 clusters Score -22363.94 nChanged 0 Trying to split cluster 21 (11033 points) Assigned 2 initial classes randomly. ComputeScore: Raw -95027.415934 + Penalty 167.555629 = -94859.860305 Iteration 0F: 2 clusters Score -94859.86 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -87852.687720 + Penalty 335.111258 = -87517.576462 Iteration 0F: 3 clusters Score -87517.58 nChanged 5290 ComputeScore: Raw -91135.806735 + Penalty 335.111258 = -90800.695477 Iteration 1F: 3 clusters Score -90800.7 nChanged 660 ComputeScore: Raw -91534.216627 + Penalty 335.111258 = -91199.105369 Iteration 2F: 3 clusters Score -91199.11 nChanged 677 ComputeScore: Raw -91976.537853 + Penalty 335.111258 = -91641.426594 Iteration 3F: 3 clusters Score -91641.43 nChanged 704 ComputeScore: Raw -92505.079844 + Penalty 335.111258 = -92169.968586 Iteration 4F: 3 clusters Score -92169.97 nChanged 667 ComputeScore: Raw -93004.193689 + Penalty 335.111258 = -92669.082431 Iteration 5F: 3 clusters Score -92669.08 nChanged 556 ComputeScore: Raw -93263.079567 + Penalty 335.111258 = -92927.968309 Iteration 6F: 3 clusters Score -92927.97 nChanged 277 ComputeScore: Raw -93321.449086 + Penalty 335.111258 = -92986.337828 Iteration 7Q: 3 clusters Score -92986.34 nChanged 142 ComputeScore: Raw -93340.108813 + Penalty 335.111258 = -93004.997555 Iteration 8Q: 3 clusters Score -93005 nChanged 62 ComputeScore: Raw -93346.236461 + Penalty 335.111258 = -93011.125203 Iteration 9Q: 3 clusters Score -93011.13 nChanged 48 ComputeScore: Raw -93349.781095 + Penalty 335.111258 = -93014.669837 Iteration 10Q: 3 clusters Score -93014.67 nChanged 43 ComputeScore: Raw -93352.825553 + Penalty 335.111258 = -93017.714295 Iteration 11Q: 3 clusters Score -93017.71 nChanged 40 ComputeScore: Raw -93355.588406 + Penalty 335.111258 = -93020.477148 Iteration 12Q: 3 clusters Score -93020.48 nChanged 36 ComputeScore: Raw -93357.917297 + Penalty 335.111258 = -93022.806039 Iteration 13Q: 3 clusters Score -93022.81 nChanged 29 ComputeScore: Raw -93359.607113 + Penalty 335.111258 = -93024.495854 Iteration 14Q: 3 clusters Score -93024.5 nChanged 28 ComputeScore: Raw -93360.953939 + Penalty 335.111258 = -93025.842680 Iteration 15Q: 3 clusters Score -93025.84 nChanged 19 ComputeScore: Raw -93361.943575 + Penalty 335.111258 = -93026.832317 Iteration 16Q: 3 clusters Score -93026.83 nChanged 19 ComputeScore: Raw -93362.721728 + Penalty 335.111258 = -93027.610470 Iteration 17Q: 3 clusters Score -93027.61 nChanged 11 ComputeScore: Raw -93362.943411 + Penalty 335.111258 = -93027.832153 Iteration 18Q: 3 clusters Score -93027.83 nChanged 6 ComputeScore: Raw -93363.065211 + Penalty 335.111258 = -93027.953953 Iteration 19Q: 3 clusters Score -93027.95 nChanged 5 ComputeScore: Raw -93363.131284 + Penalty 335.111258 = -93028.020025 Iteration 20F: 3 clusters Score -93028.02 nChanged 5 ComputeScore: Raw -93363.255149 + Penalty 335.111258 = -93028.143891 Iteration 21Q: 3 clusters Score -93028.14 nChanged 5 ComputeScore: Raw -93363.341476 + Penalty 335.111258 = -93028.230217 Iteration 22Q: 3 clusters Score -93028.23 nChanged 5 ComputeScore: Raw -93363.413298 + Penalty 335.111258 = -93028.302040 Iteration 23Q: 3 clusters Score -93028.3 nChanged 6 ComputeScore: Raw -93363.505644 + Penalty 335.111258 = -93028.394386 Iteration 24Q: 3 clusters Score -93028.39 nChanged 9 ComputeScore: Raw -93363.684746 + Penalty 335.111258 = -93028.573487 Iteration 25Q: 3 clusters Score -93028.57 nChanged 7 ComputeScore: Raw -93363.847697 + Penalty 335.111258 = -93028.736439 Iteration 26Q: 3 clusters Score -93028.74 nChanged 7 ComputeScore: Raw -93363.999049 + Penalty 335.111258 = -93028.887791 Iteration 27Q: 3 clusters Score -93028.89 nChanged 3 ComputeScore: Raw -93364.058185 + Penalty 335.111258 = -93028.946926 Iteration 28Q: 3 clusters Score -93028.95 nChanged 5 ComputeScore: Raw -93364.152527 + Penalty 335.111258 = -93029.041269 Iteration 29Q: 3 clusters Score -93029.04 nChanged 3 ComputeScore: Raw -93364.308400 + Penalty 335.111258 = -93029.197142 Iteration 30Q: 3 clusters Score -93029.2 nChanged 5 ComputeScore: Raw -93364.507090 + Penalty 335.111258 = -93029.395832 Iteration 31Q: 3 clusters Score -93029.4 nChanged 8 ComputeScore: Raw -93364.852912 + Penalty 335.111258 = -93029.741654 Iteration 32Q: 3 clusters Score -93029.74 nChanged 11 ComputeScore: Raw -93365.493583 + Penalty 335.111258 = -93030.382325 Iteration 33Q: 3 clusters Score -93030.38 nChanged 16 ComputeScore: Raw -93366.224803 + Penalty 335.111258 = -93031.113545 Iteration 34Q: 3 clusters Score -93031.11 nChanged 12 ComputeScore: Raw -93366.545037 + Penalty 335.111258 = -93031.433779 Iteration 35Q: 3 clusters Score -93031.43 nChanged 12 ComputeScore: Raw -93366.775363 + Penalty 335.111258 = -93031.664105 Iteration 36Q: 3 clusters Score -93031.66 nChanged 10 ComputeScore: Raw -93367.001347 + Penalty 335.111258 = -93031.890088 Iteration 37Q: 3 clusters Score -93031.89 nChanged 10 ComputeScore: Raw -93367.228416 + Penalty 335.111258 = -93032.117157 Iteration 38Q: 3 clusters Score -93032.12 nChanged 10 ComputeScore: Raw -93367.392739 + Penalty 335.111258 = -93032.281481 Iteration 39Q: 3 clusters Score -93032.28 nChanged 6 ComputeScore: Raw -93367.564090 + Penalty 335.111258 = -93032.452832 Iteration 40F: 3 clusters Score -93032.45 nChanged 8 ComputeScore: Raw -93367.731315 + Penalty 335.111258 = -93032.620057 Iteration 41Q: 3 clusters Score -93032.62 nChanged 4 ComputeScore: Raw -93367.902801 + Penalty 335.111258 = -93032.791542 Iteration 42Q: 3 clusters Score -93032.79 nChanged 5 ComputeScore: Raw -93368.091902 + Penalty 335.111258 = -93032.980643 Iteration 43Q: 3 clusters Score -93032.98 nChanged 6 ComputeScore: Raw -93368.291736 + Penalty 335.111258 = -93033.180477 Iteration 44Q: 3 clusters Score -93033.18 nChanged 6 ComputeScore: Raw -93368.460476 + Penalty 335.111258 = -93033.349217 Iteration 45Q: 3 clusters Score -93033.35 nChanged 4 ComputeScore: Raw -93368.601058 + Penalty 335.111258 = -93033.489800 Iteration 46Q: 3 clusters Score -93033.49 nChanged 6 ComputeScore: Raw -93368.806967 + Penalty 335.111258 = -93033.695709 Iteration 47Q: 3 clusters Score -93033.7 nChanged 10 ComputeScore: Raw -93369.173092 + Penalty 335.111258 = -93034.061834 Iteration 48Q: 3 clusters Score -93034.06 nChanged 14 ComputeScore: Raw -93369.656416 + Penalty 335.111258 = -93034.545158 Iteration 49Q: 3 clusters Score -93034.55 nChanged 15 ComputeScore: Raw -93370.362300 + Penalty 335.111258 = -93035.251042 Iteration 50Q: 3 clusters Score -93035.25 nChanged 23 ComputeScore: Raw -93371.935887 + Penalty 335.111258 = -93036.824629 Iteration 51Q: 3 clusters Score -93036.82 nChanged 27 ComputeScore: Raw -93373.552113 + Penalty 335.111258 = -93038.440854 Iteration 52Q: 3 clusters Score -93038.44 nChanged 28 ComputeScore: Raw -93375.484483 + Penalty 335.111258 = -93040.373225 Iteration 53Q: 3 clusters Score -93040.37 nChanged 36 ComputeScore: Raw -93379.068124 + Penalty 335.111258 = -93043.956866 Iteration 54Q: 3 clusters Score -93043.96 nChanged 50 ComputeScore: Raw -93384.923959 + Penalty 335.111258 = -93049.812701 Iteration 55Q: 3 clusters Score -93049.81 nChanged 64 ComputeScore: Raw -93391.598801 + Penalty 335.111258 = -93056.487543 Iteration 56Q: 3 clusters Score -93056.49 nChanged 53 ComputeScore: Raw -93398.584868 + Penalty 335.111258 = -93063.473610 Iteration 57Q: 3 clusters Score -93063.47 nChanged 67 ComputeScore: Raw -93408.145672 + Penalty 335.111258 = -93073.034413 Iteration 58Q: 3 clusters Score -93073.03 nChanged 70 ComputeScore: Raw -93421.355270 + Penalty 335.111258 = -93086.244012 Iteration 59Q: 3 clusters Score -93086.24 nChanged 96 ComputeScore: Raw -93440.740085 + Penalty 335.111258 = -93105.628827 Iteration 60F: 3 clusters Score -93105.63 nChanged 108 ComputeScore: Raw -93464.341097 + Penalty 335.111258 = -93129.229838 Iteration 61Q: 3 clusters Score -93129.23 nChanged 123 ComputeScore: Raw -93494.517421 + Penalty 335.111258 = -93159.406163 Iteration 62Q: 3 clusters Score -93159.41 nChanged 130 ComputeScore: Raw -93527.985709 + Penalty 335.111258 = -93192.874451 Iteration 63Q: 3 clusters Score -93192.87 nChanged 146 ComputeScore: Raw -93570.363647 + Penalty 335.111258 = -93235.252389 Iteration 64Q: 3 clusters Score -93235.25 nChanged 174 ComputeScore: Raw -93630.935327 + Penalty 335.111258 = -93295.824069 Iteration 65Q: 3 clusters Score -93295.82 nChanged 185 ComputeScore: Raw -93711.844439 + Penalty 335.111258 = -93376.733181 Iteration 66Q: 3 clusters Score -93376.73 nChanged 204 ComputeScore: Raw -93801.509507 + Penalty 335.111258 = -93466.398249 Iteration 67Q: 3 clusters Score -93466.4 nChanged 204 ComputeScore: Raw -93894.244159 + Penalty 335.111258 = -93559.132901 Iteration 68Q: 3 clusters Score -93559.13 nChanged 209 ComputeScore: Raw -93989.263992 + Penalty 335.111258 = -93654.152734 Iteration 69Q: 3 clusters Score -93654.15 nChanged 186 ComputeScore: Raw -94066.915321 + Penalty 335.111258 = -93731.804063 Iteration 70Q: 3 clusters Score -93731.8 nChanged 178 ComputeScore: Raw -94134.357353 + Penalty 335.111258 = -93799.246095 Iteration 71Q: 3 clusters Score -93799.25 nChanged 158 ComputeScore: Raw -94192.964566 + Penalty 335.111258 = -93857.853308 Iteration 72Q: 3 clusters Score -93857.85 nChanged 138 ComputeScore: Raw -94241.178999 + Penalty 335.111258 = -93906.067741 Iteration 73Q: 3 clusters Score -93906.07 nChanged 120 ComputeScore: Raw -94277.353644 + Penalty 335.111258 = -93942.242386 Iteration 74Q: 3 clusters Score -93942.24 nChanged 106 ComputeScore: Raw -94301.887953 + Penalty 335.111258 = -93966.776695 Iteration 75Q: 3 clusters Score -93966.78 nChanged 83 ComputeScore: Raw -94319.788227 + Penalty 335.111258 = -93984.676969 Iteration 76Q: 3 clusters Score -93984.68 nChanged 74 ComputeScore: Raw -94331.162674 + Penalty 335.111258 = -93996.051416 Iteration 77Q: 3 clusters Score -93996.05 nChanged 60 ComputeScore: Raw -94339.104867 + Penalty 335.111258 = -94003.993609 Iteration 78Q: 3 clusters Score -94003.99 nChanged 58 ComputeScore: Raw -94346.815633 + Penalty 335.111258 = -94011.704374 Iteration 79Q: 3 clusters Score -94011.7 nChanged 57 ComputeScore: Raw -94359.839849 + Penalty 335.111258 = -94024.728591 Iteration 80F: 3 clusters Score -94024.73 nChanged 73 ComputeScore: Raw -94374.017459 + Penalty 335.111258 = -94038.906201 Iteration 81Q: 3 clusters Score -94038.91 nChanged 63 ComputeScore: Raw -94384.366709 + Penalty 335.111258 = -94049.255451 Iteration 82Q: 3 clusters Score -94049.26 nChanged 44 ComputeScore: Raw -94389.329337 + Penalty 335.111258 = -94054.218079 Iteration 83Q: 3 clusters Score -94054.22 nChanged 38 ComputeScore: Raw -94393.334551 + Penalty 335.111258 = -94058.223293 Iteration 84Q: 3 clusters Score -94058.22 nChanged 37 ComputeScore: Raw -94396.745043 + Penalty 335.111258 = -94061.633784 Iteration 85Q: 3 clusters Score -94061.63 nChanged 29 ComputeScore: Raw -94398.285592 + Penalty 335.111258 = -94063.174334 Iteration 86Q: 3 clusters Score -94063.17 nChanged 15 ComputeScore: Raw -94399.024951 + Penalty 335.111258 = -94063.913693 Iteration 87Q: 3 clusters Score -94063.91 nChanged 17 ComputeScore: Raw -94400.227509 + Penalty 335.111258 = -94065.116251 Iteration 88Q: 3 clusters Score -94065.12 nChanged 24 ComputeScore: Raw -94401.590115 + Penalty 335.111258 = -94066.478857 Iteration 89Q: 3 clusters Score -94066.48 nChanged 13 ComputeScore: Raw -94402.075192 + Penalty 335.111258 = -94066.963934 Iteration 90Q: 3 clusters Score -94066.96 nChanged 6 ComputeScore: Raw -94402.229430 + Penalty 335.111258 = -94067.118172 Iteration 91Q: 3 clusters Score -94067.12 nChanged 3 ComputeScore: Raw -94402.283686 + Penalty 335.111258 = -94067.172428 Iteration 92Q: 3 clusters Score -94067.17 nChanged 1 ComputeScore: Raw -94402.314396 + Penalty 335.111258 = -94067.203137 Iteration 93Q: 3 clusters Score -94067.2 nChanged 2 ComputeScore: Raw -94402.385832 + Penalty 335.111258 = -94067.274574 Iteration 94Q: 3 clusters Score -94067.27 nChanged 2 ComputeScore: Raw -94402.418698 + Penalty 335.111258 = -94067.307440 Iteration 95Q: 3 clusters Score -94067.31 nChanged 0 ComputeScore: Raw -94402.418698 + Penalty 335.111258 = -94067.307440 Iteration 96F: 3 clusters Score -94067.31 nChanged 0 Trying to split cluster 22 (210 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2921.370214 + Penalty 96.247936 = -2825.122279 Iteration 0F: 2 clusters Score -2825.122 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2825.553628 + Penalty 192.495871 = -2633.057756 Iteration 0F: 3 clusters Score -2633.058 nChanged 80 ComputeScore: Raw -2885.727219 + Penalty 192.495871 = -2693.231348 Iteration 1F: 3 clusters Score -2693.231 nChanged 16 ComputeScore: Raw -2894.060410 + Penalty 192.495871 = -2701.564539 Iteration 2F: 3 clusters Score -2701.565 nChanged 6 ComputeScore: Raw -2896.475232 + Penalty 192.495871 = -2703.979361 Iteration 3Q: 3 clusters Score -2703.979 nChanged 1 ComputeScore: Raw -2896.634947 + Penalty 192.495871 = -2704.139075 Iteration 4Q: 3 clusters Score -2704.139 nChanged 0 ComputeScore: Raw -2896.634947 + Penalty 192.495871 = -2704.139075 Iteration 5F: 3 clusters Score -2704.139 nChanged 0 Trying to split cluster 23 (453 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5800.418736 + Penalty 110.086058 = -5690.332678 Iteration 0F: 2 clusters Score -5690.333 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5556.139610 + Penalty 220.172117 = -5335.967494 Iteration 0F: 3 clusters Score -5335.967 nChanged 194 ComputeScore: Raw -5663.919137 + Penalty 220.172117 = -5443.747020 Iteration 1F: 3 clusters Score -5443.747 nChanged 34 ComputeScore: Raw -5689.937563 + Penalty 220.172117 = -5469.765447 Iteration 2F: 3 clusters Score -5469.765 nChanged 31 ComputeScore: Raw -5718.007959 + Penalty 220.172117 = -5497.835843 Iteration 3F: 3 clusters Score -5497.836 nChanged 18 ComputeScore: Raw -5728.059425 + Penalty 220.172117 = -5507.887308 Iteration 4Q: 3 clusters Score -5507.887 nChanged 12 ComputeScore: Raw -5737.215303 + Penalty 220.172117 = -5517.043186 Iteration 5Q: 3 clusters Score -5517.043 nChanged 12 ComputeScore: Raw -5746.126698 + Penalty 220.172117 = -5525.954581 Iteration 6Q: 3 clusters Score -5525.955 nChanged 8 ComputeScore: Raw -5751.106398 + Penalty 220.172117 = -5530.934281 Iteration 7Q: 3 clusters Score -5530.934 nChanged 11 ComputeScore: Raw -5756.838961 + Penalty 220.172117 = -5536.666845 Iteration 8Q: 3 clusters Score -5536.667 nChanged 6 ComputeScore: Raw -5758.577916 + Penalty 220.172117 = -5538.405800 Iteration 9Q: 3 clusters Score -5538.406 nChanged 1 ComputeScore: Raw -5758.690892 + Penalty 220.172117 = -5538.518775 Iteration 10Q: 3 clusters Score -5538.519 nChanged 0 ComputeScore: Raw -5758.690892 + Penalty 220.172117 = -5538.518775 Iteration 11F: 3 clusters Score -5538.519 nChanged 0 Trying to split cluster 24 (943 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9915.633393 + Penalty 123.283193 = -9792.350200 Iteration 0F: 2 clusters Score -9792.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9405.213971 + Penalty 246.566386 = -9158.647585 Iteration 0F: 3 clusters Score -9158.648 nChanged 411 ComputeScore: Raw -9632.066444 + Penalty 246.566386 = -9385.500057 Iteration 1F: 3 clusters Score -9385.5 nChanged 70 ComputeScore: Raw -9681.520202 + Penalty 246.566386 = -9434.953816 Iteration 2F: 3 clusters Score -9434.954 nChanged 62 ComputeScore: Raw -9732.198069 + Penalty 246.566386 = -9485.631683 Iteration 3F: 3 clusters Score -9485.632 nChanged 54 ComputeScore: Raw -9778.274872 + Penalty 246.566386 = -9531.708486 Iteration 4F: 3 clusters Score -9531.708 nChanged 55 ComputeScore: Raw -9839.472658 + Penalty 246.566386 = -9592.906271 Iteration 5F: 3 clusters Score -9592.906 nChanged 46 ComputeScore: Raw -9887.701944 + Penalty 246.566386 = -9641.135557 Iteration 6Q: 3 clusters Score -9641.136 nChanged 36 ComputeScore: Raw -9925.318279 + Penalty 246.566386 = -9678.751893 Iteration 7Q: 3 clusters Score -9678.752 nChanged 27 ComputeScore: Raw -9952.781751 + Penalty 246.566386 = -9706.215365 Iteration 8Q: 3 clusters Score -9706.215 nChanged 29 ComputeScore: Raw -10003.255873 + Penalty 246.566386 = -9756.689487 Iteration 9Q: 3 clusters Score -9756.689 nChanged 27 ComputeScore: Raw -10049.818217 + Penalty 246.566386 = -9803.251831 Iteration 10Q: 3 clusters Score -9803.252 nChanged 13 ComputeScore: Raw -10061.043515 + Penalty 246.566386 = -9814.477128 Iteration 11Q: 3 clusters Score -9814.477 nChanged 7 ComputeScore: Raw -10063.124029 + Penalty 246.566386 = -9816.557643 Iteration 12Q: 3 clusters Score -9816.558 nChanged 3 ComputeScore: Raw -10064.413748 + Penalty 246.566386 = -9817.847362 Iteration 13Q: 3 clusters Score -9817.847 nChanged 1 ComputeScore: Raw -10064.574255 + Penalty 246.566386 = -9818.007869 Iteration 14Q: 3 clusters Score -9818.008 nChanged 0 ComputeScore: Raw -10065.567437 + Penalty 246.566386 = -9819.001051 Iteration 15F: 3 clusters Score -9819.001 nChanged 1 ComputeScore: Raw -10067.073637 + Penalty 246.566386 = -9820.507251 Iteration 16Q: 3 clusters Score -9820.507 nChanged 3 ComputeScore: Raw -10069.821559 + Penalty 246.566386 = -9823.255173 Iteration 17Q: 3 clusters Score -9823.255 nChanged 3 ComputeScore: Raw -10070.934197 + Penalty 246.566386 = -9824.367811 Iteration 18Q: 3 clusters Score -9824.368 nChanged 1 ComputeScore: Raw -10071.192625 + Penalty 246.566386 = -9824.626239 Iteration 19Q: 3 clusters Score -9824.626 nChanged 1 ComputeScore: Raw -10071.363918 + Penalty 246.566386 = -9824.797532 Iteration 20F: 3 clusters Score -9824.798 nChanged 0 ComputeScore: Raw -540072.086292 + Penalty 7128.026750 = -532944.059542Splitting cluster 24 changes total score from -532991.598224 to -532944.059542 So it's not getting split. Trying to split cluster 25 (2173 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21309.482403 + Penalty 138.309552 = -21171.172851 Iteration 0F: 2 clusters Score -21171.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -19999.586685 + Penalty 276.619103 = -19722.967582 Iteration 0F: 3 clusters Score -19722.97 nChanged 982 ComputeScore: Raw -20720.666456 + Penalty 276.619103 = -20444.047353 Iteration 1F: 3 clusters Score -20444.05 nChanged 158 ComputeScore: Raw -20857.394407 + Penalty 276.619103 = -20580.775304 Iteration 2F: 3 clusters Score -20580.78 nChanged 142 ComputeScore: Raw -21002.979344 + Penalty 276.619103 = -20726.360241 Iteration 3F: 3 clusters Score -20726.36 nChanged 117 ComputeScore: Raw -21112.547297 + Penalty 276.619103 = -20835.928194 Iteration 4F: 3 clusters Score -20835.93 nChanged 69 ComputeScore: Raw -21158.717011 + Penalty 276.619103 = -20882.097908 Iteration 5Q: 3 clusters Score -20882.1 nChanged 43 ComputeScore: Raw -21176.702464 + Penalty 276.619103 = -20900.083361 Iteration 6Q: 3 clusters Score -20900.08 nChanged 31 ComputeScore: Raw -21187.189442 + Penalty 276.619103 = -20910.570339 Iteration 7Q: 3 clusters Score -20910.57 nChanged 26 ComputeScore: Raw -21196.419006 + Penalty 276.619103 = -20919.799903 Iteration 8Q: 3 clusters Score -20919.8 nChanged 27 ComputeScore: Raw -21207.479087 + Penalty 276.619103 = -20930.859983 Iteration 9Q: 3 clusters Score -20930.86 nChanged 20 ComputeScore: Raw -21216.286370 + Penalty 276.619103 = -20939.667266 Iteration 10Q: 3 clusters Score -20939.67 nChanged 22 ComputeScore: Raw -21225.881415 + Penalty 276.619103 = -20949.262312 Iteration 11Q: 3 clusters Score -20949.26 nChanged 19 ComputeScore: Raw -21231.909923 + Penalty 276.619103 = -20955.290820 Iteration 12Q: 3 clusters Score -20955.29 nChanged 12 ComputeScore: Raw -21236.156345 + Penalty 276.619103 = -20959.537242 Iteration 13Q: 3 clusters Score -20959.54 nChanged 11 ComputeScore: Raw -21239.206784 + Penalty 276.619103 = -20962.587680 Iteration 14Q: 3 clusters Score -20962.59 nChanged 13 ComputeScore: Raw -21242.875061 + Penalty 276.619103 = -20966.255957 Iteration 15Q: 3 clusters Score -20966.26 nChanged 12 ComputeScore: Raw -21247.326413 + Penalty 276.619103 = -20970.707310 Iteration 16Q: 3 clusters Score -20970.71 nChanged 8 ComputeScore: Raw -21249.861806 + Penalty 276.619103 = -20973.242703 Iteration 17Q: 3 clusters Score -20973.24 nChanged 9 ComputeScore: Raw -21252.616522 + Penalty 276.619103 = -20975.997419 Iteration 18Q: 3 clusters Score -20976 nChanged 14 ComputeScore: Raw -21260.452200 + Penalty 276.619103 = -20983.833097 Iteration 19Q: 3 clusters Score -20983.83 nChanged 21 ComputeScore: Raw -21272.343124 + Penalty 276.619103 = -20995.724020 Iteration 20F: 3 clusters Score -20995.72 nChanged 15 ComputeScore: Raw -21278.615441 + Penalty 276.619103 = -21001.996338 Iteration 21Q: 3 clusters Score -21002 nChanged 13 ComputeScore: Raw -21283.449518 + Penalty 276.619103 = -21006.830414 Iteration 22Q: 3 clusters Score -21006.83 nChanged 8 ComputeScore: Raw -21287.111856 + Penalty 276.619103 = -21010.492753 Iteration 23Q: 3 clusters Score -21010.49 nChanged 5 ComputeScore: Raw -21289.033790 + Penalty 276.619103 = -21012.414687 Iteration 24Q: 3 clusters Score -21012.41 nChanged 7 ComputeScore: Raw -21291.852976 + Penalty 276.619103 = -21015.233873 Iteration 25Q: 3 clusters Score -21015.23 nChanged 5 ComputeScore: Raw -21293.780278 + Penalty 276.619103 = -21017.161174 Iteration 26Q: 3 clusters Score -21017.16 nChanged 8 ComputeScore: Raw -21297.783376 + Penalty 276.619103 = -21021.164272 Iteration 27Q: 3 clusters Score -21021.16 nChanged 5 ComputeScore: Raw -21299.944064 + Penalty 276.619103 = -21023.324961 Iteration 28Q: 3 clusters Score -21023.32 nChanged 9 ComputeScore: Raw -21304.235097 + Penalty 276.619103 = -21027.615994 Iteration 29Q: 3 clusters Score -21027.62 nChanged 9 ComputeScore: Raw -21307.828988 + Penalty 276.619103 = -21031.209885 Iteration 30Q: 3 clusters Score -21031.21 nChanged 9 ComputeScore: Raw -21312.830413 + Penalty 276.619103 = -21036.211309 Iteration 31Q: 3 clusters Score -21036.21 nChanged 5 ComputeScore: Raw -21317.871637 + Penalty 276.619103 = -21041.252534 Iteration 32Q: 3 clusters Score -21041.25 nChanged 7 ComputeScore: Raw -21329.982652 + Penalty 276.619103 = -21053.363548 Iteration 33Q: 3 clusters Score -21053.36 nChanged 3 ComputeScore: Raw -21336.025255 + Penalty 276.619103 = -21059.406152 Iteration 34Q: 3 clusters Score -21059.41 nChanged 3 ComputeScore: Raw -21339.764170 + Penalty 276.619103 = -21063.145066 Iteration 35Q: 3 clusters Score -21063.15 nChanged 2 ComputeScore: Raw -21340.374626 + Penalty 276.619103 = -21063.755523 Iteration 36Q: 3 clusters Score -21063.76 nChanged 0 ComputeScore: Raw -21340.374626 + Penalty 276.619103 = -21063.755523 Iteration 37F: 3 clusters Score -21063.76 nChanged 0 Trying to split cluster 26 (451 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6508.050172 + Penalty 110.006412 = -6398.043760 Iteration 0F: 2 clusters Score -6398.044 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6275.783583 + Penalty 220.012824 = -6055.770759 Iteration 0F: 3 clusters Score -6055.771 nChanged 169 ComputeScore: Raw -6367.578661 + Penalty 220.012824 = -6147.565837 Iteration 1F: 3 clusters Score -6147.566 nChanged 24 ComputeScore: Raw -6379.125206 + Penalty 220.012824 = -6159.112382 Iteration 2F: 3 clusters Score -6159.112 nChanged 26 ComputeScore: Raw -6389.791703 + Penalty 220.012824 = -6169.778878 Iteration 3F: 3 clusters Score -6169.779 nChanged 19 ComputeScore: Raw -6401.094887 + Penalty 220.012824 = -6181.082063 Iteration 4Q: 3 clusters Score -6181.082 nChanged 20 ComputeScore: Raw -6416.053878 + Penalty 220.012824 = -6196.041054 Iteration 5Q: 3 clusters Score -6196.041 nChanged 13 ComputeScore: Raw -6427.723559 + Penalty 220.012824 = -6207.710735 Iteration 6Q: 3 clusters Score -6207.711 nChanged 15 ComputeScore: Raw -6435.334406 + Penalty 220.012824 = -6215.321582 Iteration 7Q: 3 clusters Score -6215.322 nChanged 12 ComputeScore: Raw -6439.242136 + Penalty 220.012824 = -6219.229312 Iteration 8Q: 3 clusters Score -6219.229 nChanged 3 ComputeScore: Raw -6439.845731 + Penalty 220.012824 = -6219.832906 Iteration 9Q: 3 clusters Score -6219.833 nChanged 1 ComputeScore: Raw -6440.166912 + Penalty 220.012824 = -6220.154088 Iteration 10Q: 3 clusters Score -6220.154 nChanged 1 ComputeScore: Raw -6440.301513 + Penalty 220.012824 = -6220.288689 Iteration 11Q: 3 clusters Score -6220.289 nChanged 1 ComputeScore: Raw -6440.440374 + Penalty 220.012824 = -6220.427549 Iteration 12Q: 3 clusters Score -6220.428 nChanged 0 ComputeScore: Raw -6440.440374 + Penalty 220.012824 = -6220.427549 Iteration 13F: 3 clusters Score -6220.428 nChanged 0 Trying to split cluster 27 (448 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5453.945405 + Penalty 109.886278 = -5344.059126 Iteration 0F: 2 clusters Score -5344.059 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5221.489516 + Penalty 219.772556 = -5001.716960 Iteration 0F: 3 clusters Score -5001.717 nChanged 175 ComputeScore: Raw -5333.502588 + Penalty 219.772556 = -5113.730032 Iteration 1F: 3 clusters Score -5113.73 nChanged 44 ComputeScore: Raw -5372.004981 + Penalty 219.772556 = -5152.232424 Iteration 2F: 3 clusters Score -5152.232 nChanged 28 ComputeScore: Raw -5393.272983 + Penalty 219.772556 = -5173.500427 Iteration 3F: 3 clusters Score -5173.5 nChanged 20 ComputeScore: Raw -5408.956929 + Penalty 219.772556 = -5189.184372 Iteration 4Q: 3 clusters Score -5189.184 nChanged 15 ComputeScore: Raw -5421.683684 + Penalty 219.772556 = -5201.911128 Iteration 5Q: 3 clusters Score -5201.911 nChanged 12 ComputeScore: Raw -5433.699474 + Penalty 219.772556 = -5213.926918 Iteration 6Q: 3 clusters Score -5213.927 nChanged 12 ComputeScore: Raw -5451.580548 + Penalty 219.772556 = -5231.807991 Iteration 7Q: 3 clusters Score -5231.808 nChanged 5 ComputeScore: Raw -5459.723203 + Penalty 219.772556 = -5239.950647 Iteration 8Q: 3 clusters Score -5239.951 nChanged 4 ComputeScore: Raw -5467.112179 + Penalty 219.772556 = -5247.339623 Iteration 9Q: 3 clusters Score -5247.34 nChanged 2 ComputeScore: Raw -5470.644732 + Penalty 219.772556 = -5250.872176 Iteration 10Q: 3 clusters Score -5250.872 nChanged 3 ComputeScore: Raw -5476.779157 + Penalty 219.772556 = -5257.006601 Iteration 11Q: 3 clusters Score -5257.007 nChanged 3 ComputeScore: Raw -5480.574443 + Penalty 219.772556 = -5260.801887 Iteration 12Q: 3 clusters Score -5260.802 nChanged 2 ComputeScore: Raw -5482.165619 + Penalty 219.772556 = -5262.393063 Iteration 13Q: 3 clusters Score -5262.393 nChanged 2 ComputeScore: Raw -5483.692636 + Penalty 219.772556 = -5263.920080 Iteration 14Q: 3 clusters Score -5263.92 nChanged 0 ComputeScore: Raw -5483.692636 + Penalty 219.772556 = -5263.920080 Iteration 15F: 3 clusters Score -5263.92 nChanged 0 Trying to split cluster 28 (808 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10271.856047 + Penalty 120.502117 = -10151.353930 Iteration 0F: 2 clusters Score -10151.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9820.705469 + Penalty 241.004234 = -9579.701235 Iteration 0F: 3 clusters Score -9579.701 nChanged 335 ComputeScore: Raw -10023.115710 + Penalty 241.004234 = -9782.111476 Iteration 1F: 3 clusters Score -9782.111 nChanged 68 ComputeScore: Raw -10056.285288 + Penalty 241.004234 = -9815.281054 Iteration 2F: 3 clusters Score -9815.281 nChanged 49 ComputeScore: Raw -10077.873501 + Penalty 241.004234 = -9836.869267 Iteration 3F: 3 clusters Score -9836.869 nChanged 33 ComputeScore: Raw -10093.012459 + Penalty 241.004234 = -9852.008225 Iteration 4Q: 3 clusters Score -9852.008 nChanged 30 ComputeScore: Raw -10106.450156 + Penalty 241.004234 = -9865.445922 Iteration 5Q: 3 clusters Score -9865.446 nChanged 23 ComputeScore: Raw -10120.829743 + Penalty 241.004234 = -9879.825509 Iteration 6Q: 3 clusters Score -9879.826 nChanged 26 ComputeScore: Raw -10137.452116 + Penalty 241.004234 = -9896.447882 Iteration 7Q: 3 clusters Score -9896.448 nChanged 27 ComputeScore: Raw -10150.156864 + Penalty 241.004234 = -9909.152630 Iteration 8Q: 3 clusters Score -9909.153 nChanged 24 ComputeScore: Raw -10160.266893 + Penalty 241.004234 = -9919.262658 Iteration 9Q: 3 clusters Score -9919.263 nChanged 17 ComputeScore: Raw -10171.384666 + Penalty 241.004234 = -9930.380432 Iteration 10Q: 3 clusters Score -9930.38 nChanged 16 ComputeScore: Raw -10179.752232 + Penalty 241.004234 = -9938.747997 Iteration 11Q: 3 clusters Score -9938.748 nChanged 21 ComputeScore: Raw -10191.020488 + Penalty 241.004234 = -9950.016254 Iteration 12Q: 3 clusters Score -9950.016 nChanged 17 ComputeScore: Raw -10197.910502 + Penalty 241.004234 = -9956.906268 Iteration 13Q: 3 clusters Score -9956.906 nChanged 11 ComputeScore: Raw -10201.087014 + Penalty 241.004234 = -9960.082780 Iteration 14Q: 3 clusters Score -9960.083 nChanged 7 ComputeScore: Raw -10203.420389 + Penalty 241.004234 = -9962.416155 Iteration 15Q: 3 clusters Score -9962.416 nChanged 4 ComputeScore: Raw -10204.007178 + Penalty 241.004234 = -9963.002944 Iteration 16Q: 3 clusters Score -9963.003 nChanged 5 ComputeScore: Raw -10204.899851 + Penalty 241.004234 = -9963.895617 Iteration 17Q: 3 clusters Score -9963.896 nChanged 5 ComputeScore: Raw -10206.709876 + Penalty 241.004234 = -9965.705642 Iteration 18Q: 3 clusters Score -9965.706 nChanged 3 ComputeScore: Raw -10206.979270 + Penalty 241.004234 = -9965.975036 Iteration 19Q: 3 clusters Score -9965.975 nChanged 1 ComputeScore: Raw -10207.005327 + Penalty 241.004234 = -9966.001093 Iteration 20F: 3 clusters Score -9966.001 nChanged 0 Trying to split cluster 29 (4420 points) Assigned 2 initial classes randomly. ComputeScore: Raw -40563.132089 + Penalty 151.090110 = -40412.041980 Iteration 0F: 2 clusters Score -40412.04 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37777.673951 + Penalty 302.180219 = -37475.493732 Iteration 0F: 3 clusters Score -37475.49 nChanged 2060 ComputeScore: Raw -39096.899368 + Penalty 302.180219 = -38794.719149 Iteration 1F: 3 clusters Score -38794.72 nChanged 315 ComputeScore: Raw -39333.609267 + Penalty 302.180219 = -39031.429048 Iteration 2F: 3 clusters Score -39031.43 nChanged 292 ComputeScore: Raw -39622.671966 + Penalty 302.180219 = -39320.491747 Iteration 3F: 3 clusters Score -39320.49 nChanged 278 ComputeScore: Raw -39860.175755 + Penalty 302.180219 = -39557.995535 Iteration 4F: 3 clusters Score -39558 nChanged 188 ComputeScore: Raw -39949.856121 + Penalty 302.180219 = -39647.675902 Iteration 5Q: 3 clusters Score -39647.68 nChanged 108 ComputeScore: Raw -39986.927029 + Penalty 302.180219 = -39684.746810 Iteration 6Q: 3 clusters Score -39684.75 nChanged 69 ComputeScore: Raw -40008.013502 + Penalty 302.180219 = -39705.833283 Iteration 7Q: 3 clusters Score -39705.83 nChanged 57 ComputeScore: Raw -40024.198948 + Penalty 302.180219 = -39722.018729 Iteration 8Q: 3 clusters Score -39722.02 nChanged 53 ComputeScore: Raw -40036.506875 + Penalty 302.180219 = -39734.326656 Iteration 9Q: 3 clusters Score -39734.33 nChanged 43 ComputeScore: Raw -40045.506328 + Penalty 302.180219 = -39743.326109 Iteration 10Q: 3 clusters Score -39743.33 nChanged 36 ComputeScore: Raw -40056.667837 + Penalty 302.180219 = -39754.487618 Iteration 11Q: 3 clusters Score -39754.49 nChanged 48 ComputeScore: Raw -40076.110047 + Penalty 302.180219 = -39773.929828 Iteration 12Q: 3 clusters Score -39773.93 nChanged 54 ComputeScore: Raw -40096.061276 + Penalty 302.180219 = -39793.881056 Iteration 13Q: 3 clusters Score -39793.88 nChanged 52 ComputeScore: Raw -40119.553058 + Penalty 302.180219 = -39817.372839 Iteration 14Q: 3 clusters Score -39817.37 nChanged 53 ComputeScore: Raw -40141.885733 + Penalty 302.180219 = -39839.705513 Iteration 15Q: 3 clusters Score -39839.71 nChanged 49 ComputeScore: Raw -40161.360913 + Penalty 302.180219 = -39859.180693 Iteration 16Q: 3 clusters Score -39859.18 nChanged 49 ComputeScore: Raw -40176.701468 + Penalty 302.180219 = -39874.521249 Iteration 17Q: 3 clusters Score -39874.52 nChanged 48 ComputeScore: Raw -40190.757037 + Penalty 302.180219 = -39888.576817 Iteration 18Q: 3 clusters Score -39888.58 nChanged 42 ComputeScore: Raw -40206.585955 + Penalty 302.180219 = -39904.405736 Iteration 19Q: 3 clusters Score -39904.41 nChanged 53 ComputeScore: Raw -40230.379777 + Penalty 302.180219 = -39928.199558 Iteration 20F: 3 clusters Score -39928.2 nChanged 56 ComputeScore: Raw -40257.965750 + Penalty 302.180219 = -39955.785531 Iteration 21Q: 3 clusters Score -39955.79 nChanged 59 ComputeScore: Raw -40297.013292 + Penalty 302.180219 = -39994.833073 Iteration 22Q: 3 clusters Score -39994.83 nChanged 66 ComputeScore: Raw -40332.726432 + Penalty 302.180219 = -40030.546213 Iteration 23Q: 3 clusters Score -40030.55 nChanged 53 ComputeScore: Raw -40354.590797 + Penalty 302.180219 = -40052.410578 Iteration 24Q: 3 clusters Score -40052.41 nChanged 57 ComputeScore: Raw -40377.866668 + Penalty 302.180219 = -40075.686449 Iteration 25Q: 3 clusters Score -40075.69 nChanged 49 ComputeScore: Raw -40394.021793 + Penalty 302.180219 = -40091.841574 Iteration 26Q: 3 clusters Score -40091.84 nChanged 47 ComputeScore: Raw -40413.167403 + Penalty 302.180219 = -40110.987184 Iteration 27Q: 3 clusters Score -40110.99 nChanged 44 ComputeScore: Raw -40433.731239 + Penalty 302.180219 = -40131.551020 Iteration 28Q: 3 clusters Score -40131.55 nChanged 42 ComputeScore: Raw -40455.878956 + Penalty 302.180219 = -40153.698737 Iteration 29Q: 3 clusters Score -40153.7 nChanged 46 ComputeScore: Raw -40480.310387 + Penalty 302.180219 = -40178.130168 Iteration 30Q: 3 clusters Score -40178.13 nChanged 32 ComputeScore: Raw -40495.839540 + Penalty 302.180219 = -40193.659320 Iteration 31Q: 3 clusters Score -40193.66 nChanged 30 ComputeScore: Raw -40510.958951 + Penalty 302.180219 = -40208.778731 Iteration 32Q: 3 clusters Score -40208.78 nChanged 26 ComputeScore: Raw -40522.582258 + Penalty 302.180219 = -40220.402038 Iteration 33Q: 3 clusters Score -40220.4 nChanged 22 ComputeScore: Raw -40532.404281 + Penalty 302.180219 = -40230.224061 Iteration 34Q: 3 clusters Score -40230.22 nChanged 16 ComputeScore: Raw -40540.009360 + Penalty 302.180219 = -40237.829141 Iteration 35Q: 3 clusters Score -40237.83 nChanged 13 ComputeScore: Raw -40543.835193 + Penalty 302.180219 = -40241.654974 Iteration 36Q: 3 clusters Score -40241.65 nChanged 12 ComputeScore: Raw -40547.366163 + Penalty 302.180219 = -40245.185944 Iteration 37Q: 3 clusters Score -40245.19 nChanged 12 ComputeScore: Raw -40552.614589 + Penalty 302.180219 = -40250.434370 Iteration 38Q: 3 clusters Score -40250.43 nChanged 11 ComputeScore: Raw -40561.026445 + Penalty 302.180219 = -40258.846226 Iteration 39Q: 3 clusters Score -40258.85 nChanged 6 ComputeScore: Raw -40564.201758 + Penalty 302.180219 = -40262.021539 Iteration 40F: 3 clusters Score -40262.02 nChanged 9 ComputeScore: Raw -40566.782205 + Penalty 302.180219 = -40264.601985 Iteration 41Q: 3 clusters Score -40264.6 nChanged 4 ComputeScore: Raw -40567.943428 + Penalty 302.180219 = -40265.763209 Iteration 42Q: 3 clusters Score -40265.76 nChanged 3 ComputeScore: Raw -40569.541610 + Penalty 302.180219 = -40267.361391 Iteration 43Q: 3 clusters Score -40267.36 nChanged 4 ComputeScore: Raw -40571.930256 + Penalty 302.180219 = -40269.750037 Iteration 44Q: 3 clusters Score -40269.75 nChanged 3 ComputeScore: Raw -40574.133642 + Penalty 302.180219 = -40271.953422 Iteration 45Q: 3 clusters Score -40271.95 nChanged 5 ComputeScore: Raw -40576.188583 + Penalty 302.180219 = -40274.008364 Iteration 46Q: 3 clusters Score -40274.01 nChanged 2 ComputeScore: Raw -40576.758743 + Penalty 302.180219 = -40274.578524 Iteration 47Q: 3 clusters Score -40274.58 nChanged 1 ComputeScore: Raw -40577.380712 + Penalty 302.180219 = -40275.200493 Iteration 48Q: 3 clusters Score -40275.2 nChanged 2 ComputeScore: Raw -40577.969876 + Penalty 302.180219 = -40275.789657 Iteration 49Q: 3 clusters Score -40275.79 nChanged 2 ComputeScore: Raw -40578.157201 + Penalty 302.180219 = -40275.976982 Iteration 50Q: 3 clusters Score -40275.98 nChanged 0 ComputeScore: Raw -40578.157201 + Penalty 302.180219 = -40275.976982 Iteration 51F: 3 clusters Score -40275.98 nChanged 0 Trying to split cluster 30 (245 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3757.546391 + Penalty 99.022648 = -3658.523743 Iteration 0F: 2 clusters Score -3658.524 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3644.449540 + Penalty 198.045296 = -3446.404244 Iteration 0F: 3 clusters Score -3446.404 nChanged 83 ComputeScore: Raw -3697.319748 + Penalty 198.045296 = -3499.274452 Iteration 1F: 3 clusters Score -3499.274 nChanged 20 ComputeScore: Raw -3709.145727 + Penalty 198.045296 = -3511.100431 Iteration 2F: 3 clusters Score -3511.1 nChanged 14 ComputeScore: Raw -3717.326878 + Penalty 198.045296 = -3519.281583 Iteration 3F: 3 clusters Score -3519.282 nChanged 10 ComputeScore: Raw -3723.734252 + Penalty 198.045296 = -3525.688956 Iteration 4Q: 3 clusters Score -3525.689 nChanged 9 ComputeScore: Raw -3735.152811 + Penalty 198.045296 = -3537.107515 Iteration 5Q: 3 clusters Score -3537.108 nChanged 9 ComputeScore: Raw -3739.552183 + Penalty 198.045296 = -3541.506888 Iteration 6Q: 3 clusters Score -3541.507 nChanged 2 ComputeScore: Raw -3740.972374 + Penalty 198.045296 = -3542.927078 Iteration 7Q: 3 clusters Score -3542.927 nChanged 3 ComputeScore: Raw -3742.940017 + Penalty 198.045296 = -3544.894721 Iteration 8Q: 3 clusters Score -3544.895 nChanged 1 ComputeScore: Raw -3744.386573 + Penalty 198.045296 = -3546.341278 Iteration 9Q: 3 clusters Score -3546.341 nChanged 0 ComputeScore: Raw -3744.386573 + Penalty 198.045296 = -3546.341278 Iteration 10F: 3 clusters Score -3546.341 nChanged 0 Trying to split cluster 31 (776 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9607.893415 + Penalty 119.774745 = -9488.118669 Iteration 0F: 2 clusters Score -9488.119 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9179.091100 + Penalty 239.549491 = -8939.541610 Iteration 0F: 3 clusters Score -8939.542 nChanged 323 ComputeScore: Raw -9415.060218 + Penalty 239.549491 = -9175.510728 Iteration 1F: 3 clusters Score -9175.511 nChanged 50 ComputeScore: Raw -9441.557685 + Penalty 239.549491 = -9202.008194 Iteration 2F: 3 clusters Score -9202.008 nChanged 27 ComputeScore: Raw -9460.588708 + Penalty 239.549491 = -9221.039217 Iteration 3Q: 3 clusters Score -9221.039 nChanged 19 ComputeScore: Raw -9474.450687 + Penalty 239.549491 = -9234.901196 Iteration 4Q: 3 clusters Score -9234.901 nChanged 21 ComputeScore: Raw -9489.393925 + Penalty 239.549491 = -9249.844435 Iteration 5Q: 3 clusters Score -9249.844 nChanged 20 ComputeScore: Raw -9503.517039 + Penalty 239.549491 = -9263.967548 Iteration 6Q: 3 clusters Score -9263.968 nChanged 18 ComputeScore: Raw -9515.238145 + Penalty 239.549491 = -9275.688654 Iteration 7Q: 3 clusters Score -9275.689 nChanged 16 ComputeScore: Raw -9520.823311 + Penalty 239.549491 = -9281.273820 Iteration 8Q: 3 clusters Score -9281.274 nChanged 5 ComputeScore: Raw -9522.446380 + Penalty 239.549491 = -9282.896890 Iteration 9Q: 3 clusters Score -9282.897 nChanged 3 ComputeScore: Raw -9523.271907 + Penalty 239.549491 = -9283.722417 Iteration 10Q: 3 clusters Score -9283.722 nChanged 3 ComputeScore: Raw -9523.839216 + Penalty 239.549491 = -9284.289725 Iteration 11Q: 3 clusters Score -9284.29 nChanged 3 ComputeScore: Raw -9524.383597 + Penalty 239.549491 = -9284.834106 Iteration 12Q: 3 clusters Score -9284.834 nChanged 2 ComputeScore: Raw -9525.626190 + Penalty 239.549491 = -9286.076699 Iteration 13Q: 3 clusters Score -9286.077 nChanged 4 ComputeScore: Raw -9527.227825 + Penalty 239.549491 = -9287.678334 Iteration 14Q: 3 clusters Score -9287.678 nChanged 7 ComputeScore: Raw -9530.650452 + Penalty 239.549491 = -9291.100961 Iteration 15Q: 3 clusters Score -9291.101 nChanged 4 ComputeScore: Raw -9532.064823 + Penalty 239.549491 = -9292.515332 Iteration 16Q: 3 clusters Score -9292.515 nChanged 6 ComputeScore: Raw -9534.792329 + Penalty 239.549491 = -9295.242839 Iteration 17Q: 3 clusters Score -9295.243 nChanged 4 ComputeScore: Raw -9536.508469 + Penalty 239.549491 = -9296.958979 Iteration 18Q: 3 clusters Score -9296.959 nChanged 4 ComputeScore: Raw -9538.526802 + Penalty 239.549491 = -9298.977312 Iteration 19Q: 3 clusters Score -9298.977 nChanged 8 ComputeScore: Raw -9542.361487 + Penalty 239.549491 = -9302.811996 Iteration 20F: 3 clusters Score -9302.812 nChanged 6 ComputeScore: Raw -9546.448279 + Penalty 239.549491 = -9306.898788 Iteration 21Q: 3 clusters Score -9306.899 nChanged 8 ComputeScore: Raw -9552.311000 + Penalty 239.549491 = -9312.761509 Iteration 22Q: 3 clusters Score -9312.762 nChanged 9 ComputeScore: Raw -9556.592079 + Penalty 239.549491 = -9317.042588 Iteration 23Q: 3 clusters Score -9317.043 nChanged 5 ComputeScore: Raw -9558.560810 + Penalty 239.549491 = -9319.011319 Iteration 24Q: 3 clusters Score -9319.011 nChanged 5 ComputeScore: Raw -9561.095817 + Penalty 239.549491 = -9321.546326 Iteration 25Q: 3 clusters Score -9321.546 nChanged 7 ComputeScore: Raw -9563.668415 + Penalty 239.549491 = -9324.118924 Iteration 26Q: 3 clusters Score -9324.119 nChanged 3 ComputeScore: Raw -9564.659219 + Penalty 239.549491 = -9325.109729 Iteration 27Q: 3 clusters Score -9325.11 nChanged 5 ComputeScore: Raw -9565.894364 + Penalty 239.549491 = -9326.344874 Iteration 28Q: 3 clusters Score -9326.345 nChanged 3 ComputeScore: Raw -9566.635473 + Penalty 239.549491 = -9327.085982 Iteration 29Q: 3 clusters Score -9327.086 nChanged 2 ComputeScore: Raw -9567.159562 + Penalty 239.549491 = -9327.610071 Iteration 30Q: 3 clusters Score -9327.61 nChanged 1 ComputeScore: Raw -9567.237031 + Penalty 239.549491 = -9327.687541 Iteration 31Q: 3 clusters Score -9327.688 nChanged 1 ComputeScore: Raw -9567.419863 + Penalty 239.549491 = -9327.870373 Iteration 32Q: 3 clusters Score -9327.87 nChanged 0 ComputeScore: Raw -9567.419863 + Penalty 239.549491 = -9327.870373 Iteration 33F: 3 clusters Score -9327.87 nChanged 0 Trying to split cluster 32 (272 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3745.051211 + Penalty 100.904437 = -3644.146774 Iteration 0F: 2 clusters Score -3644.147 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3616.051070 + Penalty 201.808874 = -3414.242196 Iteration 0F: 3 clusters Score -3414.242 nChanged 97 ComputeScore: Raw -3689.421696 + Penalty 201.808874 = -3487.612822 Iteration 1F: 3 clusters Score -3487.613 nChanged 24 ComputeScore: Raw -3702.397238 + Penalty 201.808874 = -3500.588364 Iteration 2F: 3 clusters Score -3500.588 nChanged 10 ComputeScore: Raw -3710.800988 + Penalty 201.808874 = -3508.992114 Iteration 3Q: 3 clusters Score -3508.992 nChanged 12 ComputeScore: Raw -3717.825915 + Penalty 201.808874 = -3516.017040 Iteration 4Q: 3 clusters Score -3516.017 nChanged 13 ComputeScore: Raw -3728.765264 + Penalty 201.808874 = -3526.956390 Iteration 5Q: 3 clusters Score -3526.956 nChanged 9 ComputeScore: Raw -3735.731990 + Penalty 201.808874 = -3533.923116 Iteration 6Q: 3 clusters Score -3533.923 nChanged 4 ComputeScore: Raw -3742.152838 + Penalty 201.808874 = -3540.343964 Iteration 7Q: 3 clusters Score -3540.344 nChanged 4 ComputeScore: Raw -3747.256564 + Penalty 201.808874 = -3545.447690 Iteration 8Q: 3 clusters Score -3545.448 nChanged 1 ComputeScore: Raw -3747.803241 + Penalty 201.808874 = -3545.994366 Iteration 9Q: 3 clusters Score -3545.994 nChanged 0 ComputeScore: Raw -3747.803241 + Penalty 201.808874 = -3545.994366 Iteration 10F: 3 clusters Score -3545.994 nChanged 0 Trying to split cluster 33 (5454 points) Assigned 2 initial classes randomly. ComputeScore: Raw -47693.675023 + Penalty 154.873882 = -47538.801141 Iteration 0F: 2 clusters Score -47538.8 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -44215.460902 + Penalty 309.747764 = -43905.713137 Iteration 0F: 3 clusters Score -43905.71 nChanged 2584 ComputeScore: Raw -45686.694435 + Penalty 309.747764 = -45376.946671 Iteration 1F: 3 clusters Score -45376.95 nChanged 380 ComputeScore: Raw -45860.608089 + Penalty 309.747764 = -45550.860325 Iteration 2F: 3 clusters Score -45550.86 nChanged 379 ComputeScore: Raw -46061.164906 + Penalty 309.747764 = -45751.417142 Iteration 3F: 3 clusters Score -45751.42 nChanged 373 ComputeScore: Raw -46275.564179 + Penalty 309.747764 = -45965.816415 Iteration 4F: 3 clusters Score -45965.82 nChanged 325 ComputeScore: Raw -46502.703901 + Penalty 309.747764 = -46192.956136 Iteration 5F: 3 clusters Score -46192.96 nChanged 342 ComputeScore: Raw -46772.611565 + Penalty 309.747764 = -46462.863801 Iteration 6F: 3 clusters Score -46462.86 nChanged 297 ComputeScore: Raw -47030.273951 + Penalty 309.747764 = -46720.526186 Iteration 7F: 3 clusters Score -46720.53 nChanged 261 ComputeScore: Raw -47281.674914 + Penalty 309.747764 = -46971.927150 Iteration 8Q: 3 clusters Score -46971.93 nChanged 184 ComputeScore: Raw -47455.238418 + Penalty 309.747764 = -47145.490654 Iteration 9Q: 3 clusters Score -47145.49 nChanged 113 ComputeScore: Raw -47553.252033 + Penalty 309.747764 = -47243.504269 Iteration 10Q: 3 clusters Score -47243.5 nChanged 61 ComputeScore: Raw -47605.197240 + Penalty 309.747764 = -47295.449476 Iteration 11Q: 3 clusters Score -47295.45 nChanged 43 ComputeScore: Raw -47644.554394 + Penalty 309.747764 = -47334.806630 Iteration 12Q: 3 clusters Score -47334.81 nChanged 28 ComputeScore: Raw -47663.330732 + Penalty 309.747764 = -47353.582968 Iteration 13Q: 3 clusters Score -47353.58 nChanged 20 ComputeScore: Raw -47675.563006 + Penalty 309.747764 = -47365.815242 Iteration 14Q: 3 clusters Score -47365.82 nChanged 12 ComputeScore: Raw -47686.096348 + Penalty 309.747764 = -47376.348584 Iteration 15Q: 3 clusters Score -47376.35 nChanged 10 ComputeScore: Raw -47702.453038 + Penalty 309.747764 = -47392.705274 Iteration 16Q: 3 clusters Score -47392.71 nChanged 10 ComputeScore: Raw -47724.243708 + Penalty 309.747764 = -47414.495944 Iteration 17Q: 3 clusters Score -47414.5 nChanged 6 ComputeScore: Raw -47731.744922 + Penalty 309.747764 = -47421.997158 Iteration 18Q: 3 clusters Score -47422 nChanged 3 ComputeScore: Raw -47736.384887 + Penalty 309.747764 = -47426.637122 Iteration 19Q: 3 clusters Score -47426.64 nChanged 3 ComputeScore: Raw -47737.746968 + Penalty 309.747764 = -47427.999203 Iteration 20F: 3 clusters Score -47428 nChanged 2 ComputeScore: Raw -47738.522586 + Penalty 309.747764 = -47428.774822 Iteration 21Q: 3 clusters Score -47428.77 nChanged 1 ComputeScore: Raw -47738.672084 + Penalty 309.747764 = -47428.924320 Iteration 22Q: 3 clusters Score -47428.92 nChanged 1 ComputeScore: Raw -47738.911954 + Penalty 309.747764 = -47429.164190 Iteration 23Q: 3 clusters Score -47429.16 nChanged 2 ComputeScore: Raw -47739.252740 + Penalty 309.747764 = -47429.504976 Iteration 24Q: 3 clusters Score -47429.5 nChanged 1 ComputeScore: Raw -47739.387718 + Penalty 309.747764 = -47429.639954 Iteration 25Q: 3 clusters Score -47429.64 nChanged 0 ComputeScore: Raw -47739.387718 + Penalty 309.747764 = -47429.639954 Iteration 26F: 3 clusters Score -47429.64 nChanged 0 Trying to split cluster 34 (3724 points) Assigned 2 initial classes randomly. ComputeScore: Raw -37502.095795 + Penalty 148.005965 = -37354.089830 Iteration 0F: 2 clusters Score -37354.09 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -35215.979041 + Penalty 296.011931 = -34919.967110 Iteration 0F: 3 clusters Score -34919.97 nChanged 1766 ComputeScore: Raw -36412.562089 + Penalty 296.011931 = -36116.550158 Iteration 1F: 3 clusters Score -36116.55 nChanged 303 ComputeScore: Raw -36608.731164 + Penalty 296.011931 = -36312.719233 Iteration 2F: 3 clusters Score -36312.72 nChanged 250 ComputeScore: Raw -36767.098173 + Penalty 296.011931 = -36471.086242 Iteration 3F: 3 clusters Score -36471.09 nChanged 192 ComputeScore: Raw -36896.084568 + Penalty 296.011931 = -36600.072637 Iteration 4F: 3 clusters Score -36600.07 nChanged 171 ComputeScore: Raw -37028.115712 + Penalty 296.011931 = -36732.103781 Iteration 5Q: 3 clusters Score -36732.1 nChanged 137 ComputeScore: Raw -37170.905073 + Penalty 296.011931 = -36874.893142 Iteration 6Q: 3 clusters Score -36874.89 nChanged 103 ComputeScore: Raw -37251.825333 + Penalty 296.011931 = -36955.813402 Iteration 7Q: 3 clusters Score -36955.81 nChanged 68 ComputeScore: Raw -37305.705501 + Penalty 296.011931 = -37009.693570 Iteration 8Q: 3 clusters Score -37009.69 nChanged 50 ComputeScore: Raw -37350.752834 + Penalty 296.011931 = -37054.740903 Iteration 9Q: 3 clusters Score -37054.74 nChanged 42 ComputeScore: Raw -37395.323979 + Penalty 296.011931 = -37099.312048 Iteration 10Q: 3 clusters Score -37099.31 nChanged 43 ComputeScore: Raw -37434.079160 + Penalty 296.011931 = -37138.067229 Iteration 11Q: 3 clusters Score -37138.07 nChanged 48 ComputeScore: Raw -37477.894253 + Penalty 296.011931 = -37181.882322 Iteration 12Q: 3 clusters Score -37181.88 nChanged 41 ComputeScore: Raw -37526.526367 + Penalty 296.011931 = -37230.514436 Iteration 13Q: 3 clusters Score -37230.51 nChanged 39 ComputeScore: Raw -37593.006953 + Penalty 296.011931 = -37296.995022 Iteration 14Q: 3 clusters Score -37297 nChanged 39 ComputeScore: Raw -37688.313764 + Penalty 296.011931 = -37392.301833 Iteration 15Q: 3 clusters Score -37392.3 nChanged 28 ComputeScore: Raw -37777.092418 + Penalty 296.011931 = -37481.080487 Iteration 16Q: 3 clusters Score -37481.08 nChanged 19 ComputeScore: Raw -37836.802940 + Penalty 296.011931 = -37540.791009 Iteration 17Q: 3 clusters Score -37540.79 nChanged 14 ComputeScore: Raw -37872.240067 + Penalty 296.011931 = -37576.228136 Iteration 18Q: 3 clusters Score -37576.23 nChanged 17 ComputeScore: Raw -37930.921804 + Penalty 296.011931 = -37634.909873 Iteration 19Q: 3 clusters Score -37634.91 nChanged 21 ComputeScore: Raw -38050.849631 + Penalty 296.011931 = -37754.837700 Iteration 20F: 3 clusters Score -37754.84 nChanged 9 ComputeScore: Raw -38088.394680 + Penalty 296.011931 = -37792.382749 Iteration 21Q: 3 clusters Score -37792.38 nChanged 3 ComputeScore: Raw -38091.093247 + Penalty 296.011931 = -37795.081316 Iteration 22Q: 3 clusters Score -37795.08 nChanged 4 ComputeScore: Raw -38093.469511 + Penalty 296.011931 = -37797.457580 Iteration 23Q: 3 clusters Score -37797.46 nChanged 2 ComputeScore: Raw -38096.084707 + Penalty 296.011931 = -37800.072776 Iteration 24Q: 3 clusters Score -37800.07 nChanged 3 ComputeScore: Raw -38097.869397 + Penalty 296.011931 = -37801.857466 Iteration 25Q: 3 clusters Score -37801.86 nChanged 0 ComputeScore: Raw -38097.869397 + Penalty 296.011931 = -37801.857466 Iteration 26F: 3 clusters Score -37801.86 nChanged 0 ComputeScore: Raw -540512.129368 + Penalty 7128.026750 = -533384.102618Splitting cluster 34 changes total score from -532991.598224 to -533384.102618 So it's getting split into cluster 35. ConsiderDeletion: ComputeScore: Raw -540547.987135 + Penalty 7128.026750 = -533419.960386Iteration 239Q: 36 clusters Score -533420 nChanged 55 ConsiderDeletion: ComputeScore: Raw -540562.535942 + Penalty 7128.026750 = -533434.509192Iteration 240F: 36 clusters Score -533434.5 nChanged 29 ConsiderDeletion: ComputeScore: Raw -540564.693306 + Penalty 7128.026750 = -533436.666556Iteration 241Q: 36 clusters Score -533436.7 nChanged 23 ConsiderDeletion: ComputeScore: Raw -540565.815627 + Penalty 7128.026750 = -533437.788877Iteration 242Q: 36 clusters Score -533437.8 nChanged 30 ConsiderDeletion: ComputeScore: Raw -540567.644499 + Penalty 7128.026750 = -533439.617750Iteration 243Q: 36 clusters Score -533439.6 nChanged 32 ConsiderDeletion: ComputeScore: Raw -540569.532634 + Penalty 7128.026750 = -533441.505884Iteration 244Q: 36 clusters Score -533441.5 nChanged 23 ConsiderDeletion: ComputeScore: Raw -540570.583899 + Penalty 7128.026750 = -533442.557150Iteration 245Q: 36 clusters Score -533442.6 nChanged 19 ConsiderDeletion: ComputeScore: Raw -540571.604108 + Penalty 7128.026750 = -533443.577359Iteration 246Q: 36 clusters Score -533443.6 nChanged 17 ConsiderDeletion: ComputeScore: Raw -540572.277265 + Penalty 7128.026750 = -533444.250516Iteration 247Q: 36 clusters Score -533444.3 nChanged 18 ConsiderDeletion: ComputeScore: Raw -540573.286155 + Penalty 7128.026750 = -533445.259405Iteration 248Q: 36 clusters Score -533445.3 nChanged 15 ConsiderDeletion: ComputeScore: Raw -540573.840646 + Penalty 7128.026750 = -533445.813897Iteration 249Q: 36 clusters Score -533445.8 nChanged 13 ConsiderDeletion: ComputeScore: Raw -540574.363990 + Penalty 7128.026750 = -533446.337241Iteration 250Q: 36 clusters Score -533446.3 nChanged 10 ConsiderDeletion: ComputeScore: Raw -540574.714102 + Penalty 7128.026750 = -533446.687352Iteration 251Q: 36 clusters Score -533446.7 nChanged 5 ConsiderDeletion: ComputeScore: Raw -540574.822663 + Penalty 7128.026750 = -533446.795913Iteration 252Q: 36 clusters Score -533446.8 nChanged 1 ConsiderDeletion: ComputeScore: Raw -540574.824703 + Penalty 7128.026750 = -533446.797954Iteration 253Q: 36 clusters Score -533446.8 nChanged 1 ConsiderDeletion: ComputeScore: Raw -540574.908777 + Penalty 7128.026750 = -533446.882027Iteration 254Q: 36 clusters Score -533446.9 nChanged 2 ConsiderDeletion: ComputeScore: Raw -540574.941150 + Penalty 7128.026750 = -533446.914401Iteration 255Q: 36 clusters Score -533446.9 nChanged 1 ConsiderDeletion: ComputeScore: Raw -540574.994715 + Penalty 7128.026750 = -533446.967965Iteration 256Q: 36 clusters Score -533447 nChanged 3 ConsiderDeletion: ComputeScore: Raw -540575.177983 + Penalty 7128.026750 = -533447.151233Iteration 257Q: 36 clusters Score -533447.2 nChanged 2 ConsiderDeletion: ComputeScore: Raw -540575.223459 + Penalty 7128.026750 = -533447.196709Iteration 258Q: 36 clusters Score -533447.2 nChanged 0 ConsiderDeletion: ComputeScore: Raw -540575.223459 + Penalty 7128.026750 = -533447.196709Iteration 259F: 36 clusters Score -533447.2 nChanged 0 ComputeScore: Raw -540575.223459 + Penalty 7128.026750 = -533447.196709Trying to split cluster 1 (386 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5071.983740 + Penalty 107.205073 = -4964.778667 Iteration 0F: 2 clusters Score -4964.779 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4892.322375 + Penalty 214.410145 = -4677.912229 Iteration 0F: 3 clusters Score -4677.912 nChanged 130 ComputeScore: Raw -4975.789913 + Penalty 214.410145 = -4761.379768 Iteration 1F: 3 clusters Score -4761.38 nChanged 23 ComputeScore: Raw -4988.260392 + Penalty 214.410145 = -4773.850247 Iteration 2F: 3 clusters Score -4773.85 nChanged 19 ComputeScore: Raw -5001.199620 + Penalty 214.410145 = -4786.789475 Iteration 3Q: 3 clusters Score -4786.789 nChanged 17 ComputeScore: Raw -5012.283549 + Penalty 214.410145 = -4797.873404 Iteration 4Q: 3 clusters Score -4797.873 nChanged 11 ComputeScore: Raw -5020.107481 + Penalty 214.410145 = -4805.697336 Iteration 5Q: 3 clusters Score -4805.697 nChanged 14 ComputeScore: Raw -5031.195532 + Penalty 214.410145 = -4816.785387 Iteration 6Q: 3 clusters Score -4816.785 nChanged 10 ComputeScore: Raw -5041.296659 + Penalty 214.410145 = -4826.886514 Iteration 7Q: 3 clusters Score -4826.887 nChanged 8 ComputeScore: Raw -5048.979256 + Penalty 214.410145 = -4834.569111 Iteration 8Q: 3 clusters Score -4834.569 nChanged 7 ComputeScore: Raw -5061.608022 + Penalty 214.410145 = -4847.197876 Iteration 9Q: 3 clusters Score -4847.198 nChanged 9 ComputeScore: Raw -5068.398569 + Penalty 214.410145 = -4853.988424 Iteration 10Q: 3 clusters Score -4853.988 nChanged 10 ComputeScore: Raw -5076.428859 + Penalty 214.410145 = -4862.018713 Iteration 11Q: 3 clusters Score -4862.019 nChanged 9 ComputeScore: Raw -5082.491005 + Penalty 214.410145 = -4868.080860 Iteration 12Q: 3 clusters Score -4868.081 nChanged 5 ComputeScore: Raw -5085.363910 + Penalty 214.410145 = -4870.953764 Iteration 13Q: 3 clusters Score -4870.954 nChanged 3 ComputeScore: Raw -5087.012238 + Penalty 214.410145 = -4872.602093 Iteration 14Q: 3 clusters Score -4872.602 nChanged 2 ComputeScore: Raw -5088.948452 + Penalty 214.410145 = -4874.538306 Iteration 15Q: 3 clusters Score -4874.538 nChanged 4 ComputeScore: Raw -5091.135880 + Penalty 214.410145 = -4876.725734 Iteration 16Q: 3 clusters Score -4876.726 nChanged 1 ComputeScore: Raw -5091.241102 + Penalty 214.410145 = -4876.830957 Iteration 17Q: 3 clusters Score -4876.831 nChanged 0 ComputeScore: Raw -5091.241102 + Penalty 214.410145 = -4876.830957 Iteration 18F: 3 clusters Score -4876.831 nChanged 0 Trying to split cluster 2 (358 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2983.986276 + Penalty 105.849594 = -2878.136682 Iteration 0F: 2 clusters Score -2878.137 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2811.394293 + Penalty 211.699188 = -2599.695105 Iteration 0F: 3 clusters Score -2599.695 nChanged 135 ComputeScore: Raw -2901.656721 + Penalty 211.699188 = -2689.957533 Iteration 1F: 3 clusters Score -2689.958 nChanged 31 ComputeScore: Raw -2928.829740 + Penalty 211.699188 = -2717.130552 Iteration 2F: 3 clusters Score -2717.131 nChanged 25 ComputeScore: Raw -2953.326092 + Penalty 211.699188 = -2741.626905 Iteration 3F: 3 clusters Score -2741.627 nChanged 16 ComputeScore: Raw -2968.471228 + Penalty 211.699188 = -2756.772041 Iteration 4Q: 3 clusters Score -2756.772 nChanged 9 ComputeScore: Raw -2979.164809 + Penalty 211.699188 = -2767.465621 Iteration 5Q: 3 clusters Score -2767.466 nChanged 7 ComputeScore: Raw -2985.061525 + Penalty 211.699188 = -2773.362337 Iteration 6Q: 3 clusters Score -2773.362 nChanged 3 ComputeScore: Raw -2987.268010 + Penalty 211.699188 = -2775.568823 Iteration 7Q: 3 clusters Score -2775.569 nChanged 4 ComputeScore: Raw -2989.243018 + Penalty 211.699188 = -2777.543831 Iteration 8Q: 3 clusters Score -2777.544 nChanged 3 ComputeScore: Raw -2990.681108 + Penalty 211.699188 = -2778.981920 Iteration 9Q: 3 clusters Score -2778.982 nChanged 3 ComputeScore: Raw -2991.666990 + Penalty 211.699188 = -2779.967803 Iteration 10Q: 3 clusters Score -2779.968 nChanged 1 ComputeScore: Raw -2992.487680 + Penalty 211.699188 = -2780.788492 Iteration 11Q: 3 clusters Score -2780.788 nChanged 2 ComputeScore: Raw -2993.595471 + Penalty 211.699188 = -2781.896284 Iteration 12Q: 3 clusters Score -2781.896 nChanged 2 ComputeScore: Raw -2994.020921 + Penalty 211.699188 = -2782.321734 Iteration 13Q: 3 clusters Score -2782.322 nChanged 1 ComputeScore: Raw -2994.301065 + Penalty 211.699188 = -2782.601878 Iteration 14Q: 3 clusters Score -2782.602 nChanged 0 ComputeScore: Raw -2994.301065 + Penalty 211.699188 = -2782.601878 Iteration 15F: 3 clusters Score -2782.602 nChanged 0 Trying to split cluster 3 (286 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4323.149462 + Penalty 101.807853 = -4221.341610 Iteration 0F: 2 clusters Score -4221.342 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4175.689254 + Penalty 203.615705 = -3972.073548 Iteration 0F: 3 clusters Score -3972.074 nChanged 112 ComputeScore: Raw -4254.543163 + Penalty 203.615705 = -4050.927458 Iteration 1F: 3 clusters Score -4050.927 nChanged 20 ComputeScore: Raw -4272.988118 + Penalty 203.615705 = -4069.372413 Iteration 2F: 3 clusters Score -4069.372 nChanged 16 ComputeScore: Raw -4289.682677 + Penalty 203.615705 = -4086.066972 Iteration 3F: 3 clusters Score -4086.067 nChanged 13 ComputeScore: Raw -4299.743775 + Penalty 203.615705 = -4096.128070 Iteration 4Q: 3 clusters Score -4096.128 nChanged 9 ComputeScore: Raw -4306.081742 + Penalty 203.615705 = -4102.466036 Iteration 5Q: 3 clusters Score -4102.466 nChanged 5 ComputeScore: Raw -4309.057766 + Penalty 203.615705 = -4105.442061 Iteration 6Q: 3 clusters Score -4105.442 nChanged 3 ComputeScore: Raw -4309.748885 + Penalty 203.615705 = -4106.133180 Iteration 7Q: 3 clusters Score -4106.133 nChanged 0 ComputeScore: Raw -4309.748885 + Penalty 203.615705 = -4106.133180 Iteration 8F: 3 clusters Score -4106.133 nChanged 0 Trying to split cluster 4 (4774 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42506.839732 + Penalty 152.476917 = -42354.362815 Iteration 0F: 2 clusters Score -42354.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39493.512934 + Penalty 304.953833 = -39188.559101 Iteration 0F: 3 clusters Score -39188.56 nChanged 2231 ComputeScore: Raw -41021.379452 + Penalty 304.953833 = -40716.425619 Iteration 1F: 3 clusters Score -40716.43 nChanged 394 ComputeScore: Raw -41280.767819 + Penalty 304.953833 = -40975.813986 Iteration 2F: 3 clusters Score -40975.81 nChanged 329 ComputeScore: Raw -41507.065401 + Penalty 304.953833 = -41202.111568 Iteration 3F: 3 clusters Score -41202.11 nChanged 244 ComputeScore: Raw -41692.497146 + Penalty 304.953833 = -41387.543313 Iteration 4F: 3 clusters Score -41387.54 nChanged 206 ComputeScore: Raw -41870.564788 + Penalty 304.953833 = -41565.610955 Iteration 5Q: 3 clusters Score -41565.61 nChanged 146 ComputeScore: Raw -41986.962076 + Penalty 304.953833 = -41682.008243 Iteration 6Q: 3 clusters Score -41682.01 nChanged 104 ComputeScore: Raw -42049.255563 + Penalty 304.953833 = -41744.301730 Iteration 7Q: 3 clusters Score -41744.3 nChanged 111 ComputeScore: Raw -42112.880632 + Penalty 304.953833 = -41807.926799 Iteration 8Q: 3 clusters Score -41807.93 nChanged 99 ComputeScore: Raw -42161.555814 + Penalty 304.953833 = -41856.601981 Iteration 9Q: 3 clusters Score -41856.6 nChanged 75 ComputeScore: Raw -42199.570082 + Penalty 304.953833 = -41894.616248 Iteration 10Q: 3 clusters Score -41894.62 nChanged 68 ComputeScore: Raw -42231.781161 + Penalty 304.953833 = -41926.827328 Iteration 11Q: 3 clusters Score -41926.83 nChanged 65 ComputeScore: Raw -42264.703976 + Penalty 304.953833 = -41959.750142 Iteration 12Q: 3 clusters Score -41959.75 nChanged 69 ComputeScore: Raw -42300.921304 + Penalty 304.953833 = -41995.967471 Iteration 13Q: 3 clusters Score -41995.97 nChanged 59 ComputeScore: Raw -42324.348900 + Penalty 304.953833 = -42019.395067 Iteration 14Q: 3 clusters Score -42019.4 nChanged 56 ComputeScore: Raw -42347.426217 + Penalty 304.953833 = -42042.472384 Iteration 15Q: 3 clusters Score -42042.47 nChanged 52 ComputeScore: Raw -42370.124403 + Penalty 304.953833 = -42065.170570 Iteration 16Q: 3 clusters Score -42065.17 nChanged 49 ComputeScore: Raw -42392.229867 + Penalty 304.953833 = -42087.276034 Iteration 17Q: 3 clusters Score -42087.28 nChanged 40 ComputeScore: Raw -42408.413418 + Penalty 304.953833 = -42103.459584 Iteration 18Q: 3 clusters Score -42103.46 nChanged 32 ComputeScore: Raw -42428.495977 + Penalty 304.953833 = -42123.542144 Iteration 19Q: 3 clusters Score -42123.54 nChanged 35 ComputeScore: Raw -42455.924578 + Penalty 304.953833 = -42150.970745 Iteration 20F: 3 clusters Score -42150.97 nChanged 32 ComputeScore: Raw -42476.661492 + Penalty 304.953833 = -42171.707659 Iteration 21Q: 3 clusters Score -42171.71 nChanged 21 ComputeScore: Raw -42494.766050 + Penalty 304.953833 = -42189.812217 Iteration 22Q: 3 clusters Score -42189.81 nChanged 17 ComputeScore: Raw -42511.147712 + Penalty 304.953833 = -42206.193879 Iteration 23Q: 3 clusters Score -42206.19 nChanged 21 ComputeScore: Raw -42523.727875 + Penalty 304.953833 = -42218.774042 Iteration 24Q: 3 clusters Score -42218.77 nChanged 12 ComputeScore: Raw -42528.496921 + Penalty 304.953833 = -42223.543088 Iteration 25Q: 3 clusters Score -42223.54 nChanged 9 ComputeScore: Raw -42532.653205 + Penalty 304.953833 = -42227.699372 Iteration 26Q: 3 clusters Score -42227.7 nChanged 9 ComputeScore: Raw -42536.873126 + Penalty 304.953833 = -42231.919293 Iteration 27Q: 3 clusters Score -42231.92 nChanged 3 ComputeScore: Raw -42538.500632 + Penalty 304.953833 = -42233.546799 Iteration 28Q: 3 clusters Score -42233.55 nChanged 5 ComputeScore: Raw -42540.246418 + Penalty 304.953833 = -42235.292585 Iteration 29Q: 3 clusters Score -42235.29 nChanged 2 ComputeScore: Raw -42540.757290 + Penalty 304.953833 = -42235.803457 Iteration 30Q: 3 clusters Score -42235.8 nChanged 1 ComputeScore: Raw -42540.881176 + Penalty 304.953833 = -42235.927343 Iteration 31Q: 3 clusters Score -42235.93 nChanged 0 ComputeScore: Raw -42540.881176 + Penalty 304.953833 = -42235.927343 Iteration 32F: 3 clusters Score -42235.93 nChanged 0 Trying to split cluster 5 (2591 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25757.064433 + Penalty 141.476385 = -25615.588048 Iteration 0F: 2 clusters Score -25615.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24135.070261 + Penalty 282.952771 = -23852.117491 Iteration 0F: 3 clusters Score -23852.12 nChanged 1199 ComputeScore: Raw -24814.522791 + Penalty 282.952771 = -24531.570020 Iteration 1F: 3 clusters Score -24531.57 nChanged 165 ComputeScore: Raw -24926.477451 + Penalty 282.952771 = -24643.524680 Iteration 2F: 3 clusters Score -24643.52 nChanged 178 ComputeScore: Raw -25070.662239 + Penalty 282.952771 = -24787.709469 Iteration 3F: 3 clusters Score -24787.71 nChanged 177 ComputeScore: Raw -25229.172441 + Penalty 282.952771 = -24946.219670 Iteration 4F: 3 clusters Score -24946.22 nChanged 149 ComputeScore: Raw -25354.102287 + Penalty 282.952771 = -25071.149517 Iteration 5F: 3 clusters Score -25071.15 nChanged 120 ComputeScore: Raw -25447.209831 + Penalty 282.952771 = -25164.257060 Iteration 6Q: 3 clusters Score -25164.26 nChanged 98 ComputeScore: Raw -25518.917515 + Penalty 282.952771 = -25235.964745 Iteration 7Q: 3 clusters Score -25235.96 nChanged 90 ComputeScore: Raw -25591.263215 + Penalty 282.952771 = -25308.310444 Iteration 8Q: 3 clusters Score -25308.31 nChanged 73 ComputeScore: Raw -25643.628446 + Penalty 282.952771 = -25360.675675 Iteration 9Q: 3 clusters Score -25360.68 nChanged 42 ComputeScore: Raw -25672.547610 + Penalty 282.952771 = -25389.594839 Iteration 10Q: 3 clusters Score -25389.59 nChanged 40 ComputeScore: Raw -25699.946021 + Penalty 282.952771 = -25416.993250 Iteration 11Q: 3 clusters Score -25416.99 nChanged 23 ComputeScore: Raw -25715.588378 + Penalty 282.952771 = -25432.635607 Iteration 12Q: 3 clusters Score -25432.64 nChanged 26 ComputeScore: Raw -25733.765607 + Penalty 282.952771 = -25450.812836 Iteration 13Q: 3 clusters Score -25450.81 nChanged 23 ComputeScore: Raw -25749.752771 + Penalty 282.952771 = -25466.800000 Iteration 14Q: 3 clusters Score -25466.8 nChanged 12 ComputeScore: Raw -25759.007759 + Penalty 282.952771 = -25476.054989 Iteration 15Q: 3 clusters Score -25476.05 nChanged 7 ComputeScore: Raw -25762.413708 + Penalty 282.952771 = -25479.460937 Iteration 16Q: 3 clusters Score -25479.46 nChanged 5 ComputeScore: Raw -25766.149387 + Penalty 282.952771 = -25483.196617 Iteration 17Q: 3 clusters Score -25483.2 nChanged 3 ComputeScore: Raw -25767.792799 + Penalty 282.952771 = -25484.840029 Iteration 18Q: 3 clusters Score -25484.84 nChanged 3 ComputeScore: Raw -25769.102832 + Penalty 282.952771 = -25486.150062 Iteration 19Q: 3 clusters Score -25486.15 nChanged 1 ComputeScore: Raw -25769.840451 + Penalty 282.952771 = -25486.887681 Iteration 20F: 3 clusters Score -25486.89 nChanged 2 ComputeScore: Raw -25770.878199 + Penalty 282.952771 = -25487.925428 Iteration 21Q: 3 clusters Score -25487.93 nChanged 1 ComputeScore: Raw -25771.419064 + Penalty 282.952771 = -25488.466294 Iteration 22Q: 3 clusters Score -25488.47 nChanged 0 ComputeScore: Raw -25771.419064 + Penalty 282.952771 = -25488.466294 Iteration 23F: 3 clusters Score -25488.47 nChanged 0 Trying to split cluster 6 (5538 points) Assigned 2 initial classes randomly. ComputeScore: Raw -50402.227639 + Penalty 155.148997 = -50247.078643 Iteration 0F: 2 clusters Score -50247.08 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -46901.896055 + Penalty 310.297993 = -46591.598062 Iteration 0F: 3 clusters Score -46591.6 nChanged 2593 ComputeScore: Raw -48507.376127 + Penalty 310.297993 = -48197.078134 Iteration 1F: 3 clusters Score -48197.08 nChanged 311 ComputeScore: Raw -48703.949404 + Penalty 310.297993 = -48393.651411 Iteration 2F: 3 clusters Score -48393.65 nChanged 371 ComputeScore: Raw -48977.970337 + Penalty 310.297993 = -48667.672344 Iteration 3F: 3 clusters Score -48667.67 nChanged 371 ComputeScore: Raw -49315.640441 + Penalty 310.297993 = -49005.342448 Iteration 4F: 3 clusters Score -49005.34 nChanged 328 ComputeScore: Raw -49620.190373 + Penalty 310.297993 = -49309.892380 Iteration 5F: 3 clusters Score -49309.89 nChanged 295 ComputeScore: Raw -49838.532764 + Penalty 310.297993 = -49528.234770 Iteration 6F: 3 clusters Score -49528.23 nChanged 222 ComputeScore: Raw -49981.570154 + Penalty 310.297993 = -49671.272160 Iteration 7Q: 3 clusters Score -49671.27 nChanged 165 ComputeScore: Raw -50110.130354 + Penalty 310.297993 = -49799.832361 Iteration 8Q: 3 clusters Score -49799.83 nChanged 132 ComputeScore: Raw -50209.486534 + Penalty 310.297993 = -49899.188541 Iteration 9Q: 3 clusters Score -49899.19 nChanged 91 ComputeScore: Raw -50259.066887 + Penalty 310.297993 = -49948.768894 Iteration 10Q: 3 clusters Score -49948.77 nChanged 83 ComputeScore: Raw -50301.086130 + Penalty 310.297993 = -49990.788136 Iteration 11Q: 3 clusters Score -49990.79 nChanged 57 ComputeScore: Raw -50326.012686 + Penalty 310.297993 = -50015.714693 Iteration 12Q: 3 clusters Score -50015.71 nChanged 44 ComputeScore: Raw -50345.048392 + Penalty 310.297993 = -50034.750399 Iteration 13Q: 3 clusters Score -50034.75 nChanged 50 ComputeScore: Raw -50366.848400 + Penalty 310.297993 = -50056.550406 Iteration 14Q: 3 clusters Score -50056.55 nChanged 45 ComputeScore: Raw -50383.758333 + Penalty 310.297993 = -50073.460340 Iteration 15Q: 3 clusters Score -50073.46 nChanged 33 ComputeScore: Raw -50398.370181 + Penalty 310.297993 = -50088.072188 Iteration 16Q: 3 clusters Score -50088.07 nChanged 31 ComputeScore: Raw -50414.929579 + Penalty 310.297993 = -50104.631586 Iteration 17Q: 3 clusters Score -50104.63 nChanged 23 ComputeScore: Raw -50424.386432 + Penalty 310.297993 = -50114.088439 Iteration 18Q: 3 clusters Score -50114.09 nChanged 23 ComputeScore: Raw -50435.639603 + Penalty 310.297993 = -50125.341610 Iteration 19Q: 3 clusters Score -50125.34 nChanged 23 ComputeScore: Raw -50446.949909 + Penalty 310.297993 = -50136.651916 Iteration 20F: 3 clusters Score -50136.65 nChanged 24 ComputeScore: Raw -50457.790155 + Penalty 310.297993 = -50147.492162 Iteration 21Q: 3 clusters Score -50147.49 nChanged 19 ComputeScore: Raw -50464.227786 + Penalty 310.297993 = -50153.929793 Iteration 22Q: 3 clusters Score -50153.93 nChanged 13 ComputeScore: Raw -50470.683858 + Penalty 310.297993 = -50160.385865 Iteration 23Q: 3 clusters Score -50160.39 nChanged 16 ComputeScore: Raw -50479.860386 + Penalty 310.297993 = -50169.562392 Iteration 24Q: 3 clusters Score -50169.56 nChanged 15 ComputeScore: Raw -50486.315662 + Penalty 310.297993 = -50176.017669 Iteration 25Q: 3 clusters Score -50176.02 nChanged 8 ComputeScore: Raw -50491.095396 + Penalty 310.297993 = -50180.797402 Iteration 26Q: 3 clusters Score -50180.8 nChanged 13 ComputeScore: Raw -50500.401906 + Penalty 310.297993 = -50190.103913 Iteration 27Q: 3 clusters Score -50190.1 nChanged 11 ComputeScore: Raw -50504.942740 + Penalty 310.297993 = -50194.644747 Iteration 28Q: 3 clusters Score -50194.64 nChanged 10 ComputeScore: Raw -50507.885976 + Penalty 310.297993 = -50197.587982 Iteration 29Q: 3 clusters Score -50197.59 nChanged 7 ComputeScore: Raw -50509.538555 + Penalty 310.297993 = -50199.240562 Iteration 30Q: 3 clusters Score -50199.24 nChanged 9 ComputeScore: Raw -50512.456317 + Penalty 310.297993 = -50202.158324 Iteration 31Q: 3 clusters Score -50202.16 nChanged 7 ComputeScore: Raw -50514.981024 + Penalty 310.297993 = -50204.683031 Iteration 32Q: 3 clusters Score -50204.68 nChanged 9 ComputeScore: Raw -50517.693190 + Penalty 310.297993 = -50207.395197 Iteration 33Q: 3 clusters Score -50207.4 nChanged 4 ComputeScore: Raw -50518.502059 + Penalty 310.297993 = -50208.204066 Iteration 34Q: 3 clusters Score -50208.2 nChanged 1 ComputeScore: Raw -50518.691915 + Penalty 310.297993 = -50208.393921 Iteration 35Q: 3 clusters Score -50208.39 nChanged 0 ComputeScore: Raw -50518.691915 + Penalty 310.297993 = -50208.393921 Iteration 36F: 3 clusters Score -50208.39 nChanged 0 Trying to split cluster 7 (15325 points) Assigned 2 initial classes randomly. ComputeScore: Raw -125440.090447 + Penalty 173.470334 = -125266.620113 Iteration 0F: 2 clusters Score -125266.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -115451.189799 + Penalty 346.940667 = -115104.249132 Iteration 0F: 3 clusters Score -115104.2 nChanged 7455 ComputeScore: Raw -119681.848971 + Penalty 346.940667 = -119334.908303 Iteration 1F: 3 clusters Score -119334.9 nChanged 931 ComputeScore: Raw -120260.171553 + Penalty 346.940667 = -119913.230885 Iteration 2F: 3 clusters Score -119913.2 nChanged 1105 ComputeScore: Raw -121288.415093 + Penalty 346.940667 = -120941.474425 Iteration 3F: 3 clusters Score -120941.5 nChanged 1083 ComputeScore: Raw -122573.403875 + Penalty 346.940667 = -122226.463207 Iteration 4F: 3 clusters Score -122226.5 nChanged 916 ComputeScore: Raw -123505.625570 + Penalty 346.940667 = -123158.684902 Iteration 5F: 3 clusters Score -123158.7 nChanged 632 ComputeScore: Raw -123855.566207 + Penalty 346.940667 = -123508.625540 Iteration 6Q: 3 clusters Score -123508.6 nChanged 407 ComputeScore: Raw -124008.807883 + Penalty 346.940667 = -123661.867216 Iteration 7Q: 3 clusters Score -123661.9 nChanged 315 ComputeScore: Raw -124104.803763 + Penalty 346.940667 = -123757.863096 Iteration 8Q: 3 clusters Score -123757.9 nChanged 245 ComputeScore: Raw -124171.175016 + Penalty 346.940667 = -123824.234349 Iteration 9Q: 3 clusters Score -123824.2 nChanged 212 ComputeScore: Raw -124223.992034 + Penalty 346.940667 = -123877.051366 Iteration 10Q: 3 clusters Score -123877.1 nChanged 173 ComputeScore: Raw -124270.333712 + Penalty 346.940667 = -123923.393044 Iteration 11Q: 3 clusters Score -123923.4 nChanged 164 ComputeScore: Raw -124313.807539 + Penalty 346.940667 = -123966.866872 Iteration 12Q: 3 clusters Score -123966.9 nChanged 153 ComputeScore: Raw -124361.890589 + Penalty 346.940667 = -124014.949921 Iteration 13Q: 3 clusters Score -124014.9 nChanged 158 ComputeScore: Raw -124414.421678 + Penalty 346.940667 = -124067.481011 Iteration 14Q: 3 clusters Score -124067.5 nChanged 149 ComputeScore: Raw -124473.074518 + Penalty 346.940667 = -124126.133850 Iteration 15Q: 3 clusters Score -124126.1 nChanged 161 ComputeScore: Raw -124550.811296 + Penalty 346.940667 = -124203.870629 Iteration 16Q: 3 clusters Score -124203.9 nChanged 182 ComputeScore: Raw -124636.997257 + Penalty 346.940667 = -124290.056590 Iteration 17Q: 3 clusters Score -124290.1 nChanged 163 ComputeScore: Raw -124711.978725 + Penalty 346.940667 = -124365.038058 Iteration 18Q: 3 clusters Score -124365 nChanged 161 ComputeScore: Raw -124789.698344 + Penalty 346.940667 = -124442.757677 Iteration 19Q: 3 clusters Score -124442.8 nChanged 170 ComputeScore: Raw -124887.331175 + Penalty 346.940667 = -124540.390507 Iteration 20F: 3 clusters Score -124540.4 nChanged 168 ComputeScore: Raw -124993.736658 + Penalty 346.940667 = -124646.795990 Iteration 21Q: 3 clusters Score -124646.8 nChanged 145 ComputeScore: Raw -125072.809843 + Penalty 346.940667 = -124725.869175 Iteration 22Q: 3 clusters Score -124725.9 nChanged 122 ComputeScore: Raw -125113.381380 + Penalty 346.940667 = -124766.440713 Iteration 23Q: 3 clusters Score -124766.4 nChanged 97 ComputeScore: Raw -125142.856664 + Penalty 346.940667 = -124795.915996 Iteration 24Q: 3 clusters Score -124795.9 nChanged 88 ComputeScore: Raw -125172.074366 + Penalty 346.940667 = -124825.133698 Iteration 25Q: 3 clusters Score -124825.1 nChanged 89 ComputeScore: Raw -125206.152372 + Penalty 346.940667 = -124859.211705 Iteration 26Q: 3 clusters Score -124859.2 nChanged 96 ComputeScore: Raw -125243.268607 + Penalty 346.940667 = -124896.327940 Iteration 27Q: 3 clusters Score -124896.3 nChanged 82 ComputeScore: Raw -125277.086888 + Penalty 346.940667 = -124930.146220 Iteration 28Q: 3 clusters Score -124930.1 nChanged 96 ComputeScore: Raw -125321.312762 + Penalty 346.940667 = -124974.372095 Iteration 29Q: 3 clusters Score -124974.4 nChanged 80 ComputeScore: Raw -125354.868716 + Penalty 346.940667 = -125007.928049 Iteration 30Q: 3 clusters Score -125007.9 nChanged 68 ComputeScore: Raw -125380.242182 + Penalty 346.940667 = -125033.301514 Iteration 31Q: 3 clusters Score -125033.3 nChanged 62 ComputeScore: Raw -125404.949696 + Penalty 346.940667 = -125058.009029 Iteration 32Q: 3 clusters Score -125058 nChanged 60 ComputeScore: Raw -125425.665535 + Penalty 346.940667 = -125078.724867 Iteration 33Q: 3 clusters Score -125078.7 nChanged 44 ComputeScore: Raw -125439.805760 + Penalty 346.940667 = -125092.865093 Iteration 34Q: 3 clusters Score -125092.9 nChanged 40 ComputeScore: Raw -125449.500563 + Penalty 346.940667 = -125102.559895 Iteration 35Q: 3 clusters Score -125102.6 nChanged 27 ComputeScore: Raw -125454.677724 + Penalty 346.940667 = -125107.737056 Iteration 36Q: 3 clusters Score -125107.7 nChanged 21 ComputeScore: Raw -125458.325831 + Penalty 346.940667 = -125111.385164 Iteration 37Q: 3 clusters Score -125111.4 nChanged 18 ComputeScore: Raw -125461.955971 + Penalty 346.940667 = -125115.015304 Iteration 38Q: 3 clusters Score -125115 nChanged 18 ComputeScore: Raw -125465.526899 + Penalty 346.940667 = -125118.586231 Iteration 39Q: 3 clusters Score -125118.6 nChanged 19 ComputeScore: Raw -125468.246838 + Penalty 346.940667 = -125121.306170 Iteration 40F: 3 clusters Score -125121.3 nChanged 17 ComputeScore: Raw -125470.909049 + Penalty 346.940667 = -125123.968381 Iteration 41Q: 3 clusters Score -125124 nChanged 13 ComputeScore: Raw -125472.555734 + Penalty 346.940667 = -125125.615066 Iteration 42Q: 3 clusters Score -125125.6 nChanged 11 ComputeScore: Raw -125473.860767 + Penalty 346.940667 = -125126.920099 Iteration 43Q: 3 clusters Score -125126.9 nChanged 11 ComputeScore: Raw -125475.571992 + Penalty 346.940667 = -125128.631325 Iteration 44Q: 3 clusters Score -125128.6 nChanged 12 ComputeScore: Raw -125477.062865 + Penalty 346.940667 = -125130.122197 Iteration 45Q: 3 clusters Score -125130.1 nChanged 9 ComputeScore: Raw -125477.991562 + Penalty 346.940667 = -125131.050895 Iteration 46Q: 3 clusters Score -125131.1 nChanged 7 ComputeScore: Raw -125478.544168 + Penalty 346.940667 = -125131.603500 Iteration 47Q: 3 clusters Score -125131.6 nChanged 4 ComputeScore: Raw -125478.870003 + Penalty 346.940667 = -125131.929335 Iteration 48Q: 3 clusters Score -125131.9 nChanged 2 ComputeScore: Raw -125478.955691 + Penalty 346.940667 = -125132.015024 Iteration 49Q: 3 clusters Score -125132 nChanged 0 ComputeScore: Raw -125478.955691 + Penalty 346.940667 = -125132.015024 Iteration 50F: 3 clusters Score -125132 nChanged 0 Trying to split cluster 8 (2755 points) Assigned 2 initial classes randomly. ComputeScore: Raw -29103.848838 + Penalty 142.581109 = -28961.267729 Iteration 0F: 2 clusters Score -28961.27 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27420.794607 + Penalty 285.162218 = -27135.632389 Iteration 0F: 3 clusters Score -27135.63 nChanged 1261 ComputeScore: Raw -28230.234601 + Penalty 285.162218 = -27945.072383 Iteration 1F: 3 clusters Score -27945.07 nChanged 200 ComputeScore: Raw -28401.652975 + Penalty 285.162218 = -28116.490757 Iteration 2F: 3 clusters Score -28116.49 nChanged 190 ComputeScore: Raw -28556.212684 + Penalty 285.162218 = -28271.050466 Iteration 3F: 3 clusters Score -28271.05 nChanged 159 ComputeScore: Raw -28658.852741 + Penalty 285.162218 = -28373.690523 Iteration 4F: 3 clusters Score -28373.69 nChanged 108 ComputeScore: Raw -28703.151059 + Penalty 285.162218 = -28417.988841 Iteration 5Q: 3 clusters Score -28417.99 nChanged 66 ComputeScore: Raw -28724.103088 + Penalty 285.162218 = -28438.940870 Iteration 6Q: 3 clusters Score -28438.94 nChanged 51 ComputeScore: Raw -28737.118011 + Penalty 285.162218 = -28451.955793 Iteration 7Q: 3 clusters Score -28451.96 nChanged 34 ComputeScore: Raw -28745.148494 + Penalty 285.162218 = -28459.986276 Iteration 8Q: 3 clusters Score -28459.99 nChanged 29 ComputeScore: Raw -28752.323540 + Penalty 285.162218 = -28467.161322 Iteration 9Q: 3 clusters Score -28467.16 nChanged 30 ComputeScore: Raw -28758.346789 + Penalty 285.162218 = -28473.184571 Iteration 10Q: 3 clusters Score -28473.18 nChanged 28 ComputeScore: Raw -28763.646132 + Penalty 285.162218 = -28478.483914 Iteration 11Q: 3 clusters Score -28478.48 nChanged 26 ComputeScore: Raw -28768.804417 + Penalty 285.162218 = -28483.642199 Iteration 12Q: 3 clusters Score -28483.64 nChanged 24 ComputeScore: Raw -28773.414640 + Penalty 285.162218 = -28488.252422 Iteration 13Q: 3 clusters Score -28488.25 nChanged 29 ComputeScore: Raw -28780.807145 + Penalty 285.162218 = -28495.644927 Iteration 14Q: 3 clusters Score -28495.64 nChanged 28 ComputeScore: Raw -28787.880153 + Penalty 285.162218 = -28502.717935 Iteration 15Q: 3 clusters Score -28502.72 nChanged 27 ComputeScore: Raw -28793.036418 + Penalty 285.162218 = -28507.874200 Iteration 16Q: 3 clusters Score -28507.87 nChanged 28 ComputeScore: Raw -28799.678217 + Penalty 285.162218 = -28514.515999 Iteration 17Q: 3 clusters Score -28514.52 nChanged 30 ComputeScore: Raw -28806.887292 + Penalty 285.162218 = -28521.725074 Iteration 18Q: 3 clusters Score -28521.73 nChanged 35 ComputeScore: Raw -28817.213749 + Penalty 285.162218 = -28532.051531 Iteration 19Q: 3 clusters Score -28532.05 nChanged 44 ComputeScore: Raw -28833.590718 + Penalty 285.162218 = -28548.428500 Iteration 20F: 3 clusters Score -28548.43 nChanged 45 ComputeScore: Raw -28852.284623 + Penalty 285.162218 = -28567.122405 Iteration 21Q: 3 clusters Score -28567.12 nChanged 44 ComputeScore: Raw -28868.454699 + Penalty 285.162218 = -28583.292481 Iteration 22Q: 3 clusters Score -28583.29 nChanged 41 ComputeScore: Raw -28884.255141 + Penalty 285.162218 = -28599.092923 Iteration 23Q: 3 clusters Score -28599.09 nChanged 46 ComputeScore: Raw -28909.726315 + Penalty 285.162218 = -28624.564097 Iteration 24Q: 3 clusters Score -28624.56 nChanged 55 ComputeScore: Raw -28935.303720 + Penalty 285.162218 = -28650.141502 Iteration 25Q: 3 clusters Score -28650.14 nChanged 46 ComputeScore: Raw -28959.522323 + Penalty 285.162218 = -28674.360105 Iteration 26Q: 3 clusters Score -28674.36 nChanged 46 ComputeScore: Raw -28985.463572 + Penalty 285.162218 = -28700.301354 Iteration 27Q: 3 clusters Score -28700.3 nChanged 41 ComputeScore: Raw -29008.047647 + Penalty 285.162218 = -28722.885429 Iteration 28Q: 3 clusters Score -28722.89 nChanged 41 ComputeScore: Raw -29028.387370 + Penalty 285.162218 = -28743.225152 Iteration 29Q: 3 clusters Score -28743.23 nChanged 41 ComputeScore: Raw -29048.375673 + Penalty 285.162218 = -28763.213455 Iteration 30Q: 3 clusters Score -28763.21 nChanged 36 ComputeScore: Raw -29072.211014 + Penalty 285.162218 = -28787.048796 Iteration 31Q: 3 clusters Score -28787.05 nChanged 32 ComputeScore: Raw -29090.018945 + Penalty 285.162218 = -28804.856727 Iteration 32Q: 3 clusters Score -28804.86 nChanged 24 ComputeScore: Raw -29101.193442 + Penalty 285.162218 = -28816.031224 Iteration 33Q: 3 clusters Score -28816.03 nChanged 16 ComputeScore: Raw -29107.404801 + Penalty 285.162218 = -28822.242583 Iteration 34Q: 3 clusters Score -28822.24 nChanged 9 ComputeScore: Raw -29111.218803 + Penalty 285.162218 = -28826.056585 Iteration 35Q: 3 clusters Score -28826.06 nChanged 6 ComputeScore: Raw -29112.805115 + Penalty 285.162218 = -28827.642897 Iteration 36Q: 3 clusters Score -28827.64 nChanged 4 ComputeScore: Raw -29114.116714 + Penalty 285.162218 = -28828.954496 Iteration 37Q: 3 clusters Score -28828.95 nChanged 4 ComputeScore: Raw -29116.879982 + Penalty 285.162218 = -28831.717764 Iteration 38Q: 3 clusters Score -28831.72 nChanged 7 ComputeScore: Raw -29121.064917 + Penalty 285.162218 = -28835.902699 Iteration 39Q: 3 clusters Score -28835.9 nChanged 7 ComputeScore: Raw -29123.879646 + Penalty 285.162218 = -28838.717428 Iteration 40F: 3 clusters Score -28838.72 nChanged 3 ComputeScore: Raw -29124.850639 + Penalty 285.162218 = -28839.688421 Iteration 41Q: 3 clusters Score -28839.69 nChanged 3 ComputeScore: Raw -29125.178829 + Penalty 285.162218 = -28840.016611 Iteration 42Q: 3 clusters Score -28840.02 nChanged 3 ComputeScore: Raw -29125.700798 + Penalty 285.162218 = -28840.538580 Iteration 43Q: 3 clusters Score -28840.54 nChanged 3 ComputeScore: Raw -29126.427169 + Penalty 285.162218 = -28841.264951 Iteration 44Q: 3 clusters Score -28841.26 nChanged 3 ComputeScore: Raw -29127.273915 + Penalty 285.162218 = -28842.111697 Iteration 45Q: 3 clusters Score -28842.11 nChanged 3 ComputeScore: Raw -29128.244387 + Penalty 285.162218 = -28843.082169 Iteration 46Q: 3 clusters Score -28843.08 nChanged 2 ComputeScore: Raw -29128.643443 + Penalty 285.162218 = -28843.481225 Iteration 47Q: 3 clusters Score -28843.48 nChanged 2 ComputeScore: Raw -29128.771849 + Penalty 285.162218 = -28843.609631 Iteration 48Q: 3 clusters Score -28843.61 nChanged 0 ComputeScore: Raw -29128.771849 + Penalty 285.162218 = -28843.609631 Iteration 49F: 3 clusters Score -28843.61 nChanged 0 Trying to split cluster 9 (727 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9578.696475 + Penalty 118.600677 = -9460.095798 Iteration 0F: 2 clusters Score -9460.096 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9185.773006 + Penalty 237.201353 = -8948.571653 Iteration 0F: 3 clusters Score -8948.572 nChanged 276 ComputeScore: Raw -9338.403074 + Penalty 237.201353 = -9101.201721 Iteration 1F: 3 clusters Score -9101.202 nChanged 41 ComputeScore: Raw -9374.137229 + Penalty 237.201353 = -9136.935876 Iteration 2F: 3 clusters Score -9136.936 nChanged 48 ComputeScore: Raw -9427.147684 + Penalty 237.201353 = -9189.946331 Iteration 3F: 3 clusters Score -9189.946 nChanged 43 ComputeScore: Raw -9468.916538 + Penalty 237.201353 = -9231.715185 Iteration 4F: 3 clusters Score -9231.715 nChanged 24 ComputeScore: Raw -9482.107712 + Penalty 237.201353 = -9244.906358 Iteration 5Q: 3 clusters Score -9244.906 nChanged 15 ComputeScore: Raw -9490.487884 + Penalty 237.201353 = -9253.286530 Iteration 6Q: 3 clusters Score -9253.287 nChanged 16 ComputeScore: Raw -9501.146354 + Penalty 237.201353 = -9263.945000 Iteration 7Q: 3 clusters Score -9263.945 nChanged 14 ComputeScore: Raw -9514.121566 + Penalty 237.201353 = -9276.920213 Iteration 8Q: 3 clusters Score -9276.92 nChanged 21 ComputeScore: Raw -9544.490954 + Penalty 237.201353 = -9307.289600 Iteration 9Q: 3 clusters Score -9307.29 nChanged 19 ComputeScore: Raw -9569.834277 + Penalty 237.201353 = -9332.632924 Iteration 10Q: 3 clusters Score -9332.633 nChanged 14 ComputeScore: Raw -9586.245419 + Penalty 237.201353 = -9349.044066 Iteration 11Q: 3 clusters Score -9349.044 nChanged 13 ComputeScore: Raw -9598.374576 + Penalty 237.201353 = -9361.173223 Iteration 12Q: 3 clusters Score -9361.173 nChanged 11 ComputeScore: Raw -9611.512301 + Penalty 237.201353 = -9374.310947 Iteration 13Q: 3 clusters Score -9374.311 nChanged 8 ComputeScore: Raw -9619.735213 + Penalty 237.201353 = -9382.533860 Iteration 14Q: 3 clusters Score -9382.534 nChanged 9 ComputeScore: Raw -9630.235651 + Penalty 237.201353 = -9393.034297 Iteration 15Q: 3 clusters Score -9393.034 nChanged 9 ComputeScore: Raw -9639.936739 + Penalty 237.201353 = -9402.735386 Iteration 16Q: 3 clusters Score -9402.735 nChanged 7 ComputeScore: Raw -9642.673242 + Penalty 237.201353 = -9405.471889 Iteration 17Q: 3 clusters Score -9405.472 nChanged 2 ComputeScore: Raw -9643.245536 + Penalty 237.201353 = -9406.044183 Iteration 18Q: 3 clusters Score -9406.044 nChanged 1 ComputeScore: Raw -9643.383216 + Penalty 237.201353 = -9406.181863 Iteration 19Q: 3 clusters Score -9406.182 nChanged 1 ComputeScore: Raw -9643.556180 + Penalty 237.201353 = -9406.354827 Iteration 20F: 3 clusters Score -9406.355 nChanged 0 Trying to split cluster 10 (1225 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9259.406786 + Penalty 127.992530 = -9131.414256 Iteration 0F: 2 clusters Score -9131.414 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8547.627927 + Penalty 255.985060 = -8291.642867 Iteration 0F: 3 clusters Score -8291.643 nChanged 542 ComputeScore: Raw -8843.952680 + Penalty 255.985060 = -8587.967620 Iteration 1F: 3 clusters Score -8587.968 nChanged 104 ComputeScore: Raw -8925.296450 + Penalty 255.985060 = -8669.311390 Iteration 2F: 3 clusters Score -8669.311 nChanged 100 ComputeScore: Raw -9031.313075 + Penalty 255.985060 = -8775.328015 Iteration 3F: 3 clusters Score -8775.328 nChanged 114 ComputeScore: Raw -9169.066996 + Penalty 255.985060 = -8913.081936 Iteration 4F: 3 clusters Score -8913.082 nChanged 86 ComputeScore: Raw -9250.142948 + Penalty 255.985060 = -8994.157887 Iteration 5F: 3 clusters Score -8994.158 nChanged 63 ComputeScore: Raw -9293.198426 + Penalty 255.985060 = -9037.213365 Iteration 6F: 3 clusters Score -9037.213 nChanged 34 ComputeScore: Raw -9312.931863 + Penalty 255.985060 = -9056.946803 Iteration 7Q: 3 clusters Score -9056.947 nChanged 30 ComputeScore: Raw -9329.102276 + Penalty 255.985060 = -9073.117215 Iteration 8Q: 3 clusters Score -9073.117 nChanged 22 ComputeScore: Raw -9340.772532 + Penalty 255.985060 = -9084.787471 Iteration 9Q: 3 clusters Score -9084.787 nChanged 23 ComputeScore: Raw -9350.584839 + Penalty 255.985060 = -9094.599778 Iteration 10Q: 3 clusters Score -9094.6 nChanged 24 ComputeScore: Raw -9358.806775 + Penalty 255.985060 = -9102.821714 Iteration 11Q: 3 clusters Score -9102.822 nChanged 14 ComputeScore: Raw -9362.972506 + Penalty 255.985060 = -9106.987445 Iteration 12Q: 3 clusters Score -9106.987 nChanged 10 ComputeScore: Raw -9368.810579 + Penalty 255.985060 = -9112.825518 Iteration 13Q: 3 clusters Score -9112.826 nChanged 8 ComputeScore: Raw -9371.510019 + Penalty 255.985060 = -9115.524959 Iteration 14Q: 3 clusters Score -9115.525 nChanged 7 ComputeScore: Raw -9373.498324 + Penalty 255.985060 = -9117.513264 Iteration 15Q: 3 clusters Score -9117.513 nChanged 3 ComputeScore: Raw -9374.349704 + Penalty 255.985060 = -9118.364644 Iteration 16Q: 3 clusters Score -9118.365 nChanged 1 ComputeScore: Raw -9374.433952 + Penalty 255.985060 = -9118.448892 Iteration 17Q: 3 clusters Score -9118.449 nChanged 0 ComputeScore: Raw -9374.433952 + Penalty 255.985060 = -9118.448892 Iteration 18F: 3 clusters Score -9118.449 nChanged 0 Trying to split cluster 11 (3509 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32961.373022 + Penalty 146.935555 = -32814.437467 Iteration 0F: 2 clusters Score -32814.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30784.860961 + Penalty 293.871110 = -30490.989851 Iteration 0F: 3 clusters Score -30490.99 nChanged 1614 ComputeScore: Raw -31679.547152 + Penalty 293.871110 = -31385.676043 Iteration 1F: 3 clusters Score -31385.68 nChanged 171 ComputeScore: Raw -31755.256665 + Penalty 293.871110 = -31461.385556 Iteration 2Q: 3 clusters Score -31461.39 nChanged 170 ComputeScore: Raw -31822.911723 + Penalty 293.871110 = -31529.040614 Iteration 3Q: 3 clusters Score -31529.04 nChanged 148 ComputeScore: Raw -31877.558064 + Penalty 293.871110 = -31583.686954 Iteration 4Q: 3 clusters Score -31583.69 nChanged 144 ComputeScore: Raw -31933.401349 + Penalty 293.871110 = -31639.530240 Iteration 5Q: 3 clusters Score -31639.53 nChanged 162 ComputeScore: Raw -32021.648481 + Penalty 293.871110 = -31727.777371 Iteration 6Q: 3 clusters Score -31727.78 nChanged 202 ComputeScore: Raw -32156.478342 + Penalty 293.871110 = -31862.607233 Iteration 7F: 3 clusters Score -31862.61 nChanged 220 ComputeScore: Raw -32312.476167 + Penalty 293.871110 = -32018.605058 Iteration 8F: 3 clusters Score -32018.61 nChanged 215 ComputeScore: Raw -32480.880261 + Penalty 293.871110 = -32187.009151 Iteration 9F: 3 clusters Score -32187.01 nChanged 183 ComputeScore: Raw -32632.424163 + Penalty 293.871110 = -32338.553053 Iteration 10F: 3 clusters Score -32338.55 nChanged 130 ComputeScore: Raw -32742.631386 + Penalty 293.871110 = -32448.760277 Iteration 11Q: 3 clusters Score -32448.76 nChanged 102 ComputeScore: Raw -32827.768284 + Penalty 293.871110 = -32533.897175 Iteration 12Q: 3 clusters Score -32533.9 nChanged 69 ComputeScore: Raw -32883.818505 + Penalty 293.871110 = -32589.947395 Iteration 13Q: 3 clusters Score -32589.95 nChanged 47 ComputeScore: Raw -32917.539249 + Penalty 293.871110 = -32623.668139 Iteration 14Q: 3 clusters Score -32623.67 nChanged 23 ComputeScore: Raw -32930.719418 + Penalty 293.871110 = -32636.848309 Iteration 15Q: 3 clusters Score -32636.85 nChanged 23 ComputeScore: Raw -32945.889051 + Penalty 293.871110 = -32652.017941 Iteration 16Q: 3 clusters Score -32652.02 nChanged 19 ComputeScore: Raw -32958.032844 + Penalty 293.871110 = -32664.161734 Iteration 17Q: 3 clusters Score -32664.16 nChanged 16 ComputeScore: Raw -32968.679124 + Penalty 293.871110 = -32674.808014 Iteration 18Q: 3 clusters Score -32674.81 nChanged 13 ComputeScore: Raw -32974.897565 + Penalty 293.871110 = -32681.026456 Iteration 19Q: 3 clusters Score -32681.03 nChanged 11 ComputeScore: Raw -32979.244991 + Penalty 293.871110 = -32685.373882 Iteration 20F: 3 clusters Score -32685.37 nChanged 8 ComputeScore: Raw -32982.138962 + Penalty 293.871110 = -32688.267853 Iteration 21Q: 3 clusters Score -32688.27 nChanged 4 ComputeScore: Raw -32983.639838 + Penalty 293.871110 = -32689.768728 Iteration 22Q: 3 clusters Score -32689.77 nChanged 3 ComputeScore: Raw -32984.459772 + Penalty 293.871110 = -32690.588662 Iteration 23Q: 3 clusters Score -32690.59 nChanged 2 ComputeScore: Raw -32985.674106 + Penalty 293.871110 = -32691.802996 Iteration 24Q: 3 clusters Score -32691.8 nChanged 1 ComputeScore: Raw -32986.611471 + Penalty 293.871110 = -32692.740361 Iteration 25Q: 3 clusters Score -32692.74 nChanged 1 ComputeScore: Raw -32986.815979 + Penalty 293.871110 = -32692.944870 Iteration 26Q: 3 clusters Score -32692.94 nChanged 1 ComputeScore: Raw -32987.840508 + Penalty 293.871110 = -32693.969399 Iteration 27Q: 3 clusters Score -32693.97 nChanged 1 ComputeScore: Raw -32987.952373 + Penalty 293.871110 = -32694.081264 Iteration 28Q: 3 clusters Score -32694.08 nChanged 0 ComputeScore: Raw -32987.952373 + Penalty 293.871110 = -32694.081264 Iteration 29F: 3 clusters Score -32694.08 nChanged 0 Trying to split cluster 12 (5321 points) Assigned 2 initial classes randomly. ComputeScore: Raw -50930.908012 + Penalty 154.429498 = -50776.478514 Iteration 0F: 2 clusters Score -50776.48 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -47509.823187 + Penalty 308.858995 = -47200.964192 Iteration 0F: 3 clusters Score -47200.96 nChanged 2483 ComputeScore: Raw -48883.661572 + Penalty 308.858995 = -48574.802576 Iteration 1F: 3 clusters Score -48574.8 nChanged 240 ComputeScore: Raw -48964.155670 + Penalty 308.858995 = -48655.296675 Iteration 2Q: 3 clusters Score -48655.3 nChanged 239 ComputeScore: Raw -49038.305415 + Penalty 308.858995 = -48729.446420 Iteration 3Q: 3 clusters Score -48729.45 nChanged 238 ComputeScore: Raw -49110.544026 + Penalty 308.858995 = -48801.685031 Iteration 4Q: 3 clusters Score -48801.69 nChanged 235 ComputeScore: Raw -49182.714130 + Penalty 308.858995 = -48873.855135 Iteration 5Q: 3 clusters Score -48873.86 nChanged 226 ComputeScore: Raw -49272.400879 + Penalty 308.858995 = -48963.541884 Iteration 6Q: 3 clusters Score -48963.54 nChanged 271 ComputeScore: Raw -49393.069856 + Penalty 308.858995 = -49084.210861 Iteration 7F: 3 clusters Score -49084.21 nChanged 301 ComputeScore: Raw -49581.751000 + Penalty 308.858995 = -49272.892004 Iteration 8F: 3 clusters Score -49272.89 nChanged 372 ComputeScore: Raw -49875.775782 + Penalty 308.858995 = -49566.916787 Iteration 9F: 3 clusters Score -49566.92 nChanged 405 ComputeScore: Raw -50263.511671 + Penalty 308.858995 = -49954.652676 Iteration 10F: 3 clusters Score -49954.65 nChanged 319 ComputeScore: Raw -50592.449153 + Penalty 308.858995 = -50283.590157 Iteration 11F: 3 clusters Score -50283.59 nChanged 199 ComputeScore: Raw -50799.744461 + Penalty 308.858995 = -50490.885466 Iteration 12Q: 3 clusters Score -50490.89 nChanged 90 ComputeScore: Raw -50884.019713 + Penalty 308.858995 = -50575.160717 Iteration 13Q: 3 clusters Score -50575.16 nChanged 35 ComputeScore: Raw -50920.603504 + Penalty 308.858995 = -50611.744509 Iteration 14Q: 3 clusters Score -50611.74 nChanged 19 ComputeScore: Raw -50947.306348 + Penalty 308.858995 = -50638.447353 Iteration 15Q: 3 clusters Score -50638.45 nChanged 1 ComputeScore: Raw -50950.237376 + Penalty 308.858995 = -50641.378381 Iteration 16Q: 3 clusters Score -50641.38 nChanged 0 ComputeScore: Raw -50950.237376 + Penalty 308.858995 = -50641.378381 Iteration 17F: 3 clusters Score -50641.38 nChanged 0 Trying to split cluster 13 (505 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6774.542965 + Penalty 112.042052 = -6662.500914 Iteration 0F: 2 clusters Score -6662.501 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6512.580696 + Penalty 224.084103 = -6288.496592 Iteration 0F: 3 clusters Score -6288.497 nChanged 208 ComputeScore: Raw -6659.330297 + Penalty 224.084103 = -6435.246194 Iteration 1F: 3 clusters Score -6435.246 nChanged 36 ComputeScore: Raw -6697.973273 + Penalty 224.084103 = -6473.889170 Iteration 2F: 3 clusters Score -6473.889 nChanged 22 ComputeScore: Raw -6724.007755 + Penalty 224.084103 = -6499.923652 Iteration 3Q: 3 clusters Score -6499.924 nChanged 23 ComputeScore: Raw -6740.820639 + Penalty 224.084103 = -6516.736535 Iteration 4Q: 3 clusters Score -6516.737 nChanged 18 ComputeScore: Raw -6751.196590 + Penalty 224.084103 = -6527.112487 Iteration 5Q: 3 clusters Score -6527.112 nChanged 10 ComputeScore: Raw -6758.852155 + Penalty 224.084103 = -6534.768052 Iteration 6Q: 3 clusters Score -6534.768 nChanged 6 ComputeScore: Raw -6767.559741 + Penalty 224.084103 = -6543.475637 Iteration 7Q: 3 clusters Score -6543.476 nChanged 7 ComputeScore: Raw -6773.957774 + Penalty 224.084103 = -6549.873671 Iteration 8Q: 3 clusters Score -6549.874 nChanged 5 ComputeScore: Raw -6778.397282 + Penalty 224.084103 = -6554.313178 Iteration 9Q: 3 clusters Score -6554.313 nChanged 2 ComputeScore: Raw -6779.241670 + Penalty 224.084103 = -6555.157566 Iteration 10Q: 3 clusters Score -6555.158 nChanged 2 ComputeScore: Raw -6780.674731 + Penalty 224.084103 = -6556.590627 Iteration 11Q: 3 clusters Score -6556.591 nChanged 1 ComputeScore: Raw -6781.094646 + Penalty 224.084103 = -6557.010542 Iteration 12Q: 3 clusters Score -6557.011 nChanged 0 ComputeScore: Raw -6781.094646 + Penalty 224.084103 = -6557.010542 Iteration 13F: 3 clusters Score -6557.011 nChanged 0 Trying to split cluster 14 (217 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1733.386818 + Penalty 96.838152 = -1636.548665 Iteration 0F: 2 clusters Score -1636.549 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1633.895987 + Penalty 193.676305 = -1440.219682 Iteration 0F: 3 clusters Score -1440.22 nChanged 80 ComputeScore: Raw -1703.271276 + Penalty 193.676305 = -1509.594972 Iteration 1F: 3 clusters Score -1509.595 nChanged 14 ComputeScore: Raw -1713.652470 + Penalty 193.676305 = -1519.976165 Iteration 2F: 3 clusters Score -1519.976 nChanged 8 ComputeScore: Raw -1720.023587 + Penalty 193.676305 = -1526.347282 Iteration 3Q: 3 clusters Score -1526.347 nChanged 4 ComputeScore: Raw -1725.227887 + Penalty 193.676305 = -1531.551583 Iteration 4Q: 3 clusters Score -1531.552 nChanged 4 ComputeScore: Raw -1728.100183 + Penalty 193.676305 = -1534.423879 Iteration 5Q: 3 clusters Score -1534.424 nChanged 3 ComputeScore: Raw -1733.779702 + Penalty 193.676305 = -1540.103398 Iteration 6Q: 3 clusters Score -1540.103 nChanged 6 ComputeScore: Raw -1743.774261 + Penalty 193.676305 = -1550.097957 Iteration 7Q: 3 clusters Score -1550.098 nChanged 6 ComputeScore: Raw -1752.978655 + Penalty 193.676305 = -1559.302350 Iteration 8Q: 3 clusters Score -1559.302 nChanged 2 ComputeScore: Raw -1754.104490 + Penalty 193.676305 = -1560.428185 Iteration 9Q: 3 clusters Score -1560.428 nChanged 3 ComputeScore: Raw -1755.277460 + Penalty 193.676305 = -1561.601155 Iteration 10Q: 3 clusters Score -1561.601 nChanged 0 ComputeScore: Raw -1755.277460 + Penalty 193.676305 = -1561.601155 Iteration 11F: 3 clusters Score -1561.601 nChanged 0 Trying to split cluster 15 (294 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4093.979780 + Penalty 102.304436 = -3991.675345 Iteration 0F: 2 clusters Score -3991.675 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3962.251913 + Penalty 204.608872 = -3757.643041 Iteration 0F: 3 clusters Score -3757.643 nChanged 102 ComputeScore: Raw -4020.327021 + Penalty 204.608872 = -3815.718149 Iteration 1F: 3 clusters Score -3815.718 nChanged 19 ComputeScore: Raw -4034.926010 + Penalty 204.608872 = -3830.317138 Iteration 2F: 3 clusters Score -3830.317 nChanged 14 ComputeScore: Raw -4041.803885 + Penalty 204.608872 = -3837.195014 Iteration 3Q: 3 clusters Score -3837.195 nChanged 8 ComputeScore: Raw -4046.778773 + Penalty 204.608872 = -3842.169901 Iteration 4Q: 3 clusters Score -3842.17 nChanged 7 ComputeScore: Raw -4052.404685 + Penalty 204.608872 = -3847.795813 Iteration 5Q: 3 clusters Score -3847.796 nChanged 8 ComputeScore: Raw -4061.972670 + Penalty 204.608872 = -3857.363799 Iteration 6Q: 3 clusters Score -3857.364 nChanged 8 ComputeScore: Raw -4069.961547 + Penalty 204.608872 = -3865.352675 Iteration 7Q: 3 clusters Score -3865.353 nChanged 5 ComputeScore: Raw -4074.876795 + Penalty 204.608872 = -3870.267924 Iteration 8Q: 3 clusters Score -3870.268 nChanged 7 ComputeScore: Raw -4079.120644 + Penalty 204.608872 = -3874.511773 Iteration 9Q: 3 clusters Score -3874.512 nChanged 10 ComputeScore: Raw -4084.347345 + Penalty 204.608872 = -3879.738473 Iteration 10Q: 3 clusters Score -3879.738 nChanged 5 ComputeScore: Raw -4086.455477 + Penalty 204.608872 = -3881.846605 Iteration 11Q: 3 clusters Score -3881.847 nChanged 2 ComputeScore: Raw -4087.711193 + Penalty 204.608872 = -3883.102322 Iteration 12Q: 3 clusters Score -3883.102 nChanged 1 ComputeScore: Raw -4087.857487 + Penalty 204.608872 = -3883.248615 Iteration 13Q: 3 clusters Score -3883.249 nChanged 0 ComputeScore: Raw -4087.857487 + Penalty 204.608872 = -3883.248615 Iteration 14F: 3 clusters Score -3883.249 nChanged 0 Trying to split cluster 16 (777 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10000.960194 + Penalty 119.797926 = -9881.162267 Iteration 0F: 2 clusters Score -9881.162 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9570.459656 + Penalty 239.595853 = -9330.863803 Iteration 0F: 3 clusters Score -9330.864 nChanged 315 ComputeScore: Raw -9762.018228 + Penalty 239.595853 = -9522.422376 Iteration 1F: 3 clusters Score -9522.422 nChanged 67 ComputeScore: Raw -9820.407327 + Penalty 239.595853 = -9580.811474 Iteration 2F: 3 clusters Score -9580.811 nChanged 51 ComputeScore: Raw -9866.878490 + Penalty 239.595853 = -9627.282637 Iteration 3F: 3 clusters Score -9627.283 nChanged 45 ComputeScore: Raw -9919.377917 + Penalty 239.595853 = -9679.782065 Iteration 4F: 3 clusters Score -9679.782 nChanged 32 ComputeScore: Raw -9953.850257 + Penalty 239.595853 = -9714.254404 Iteration 5Q: 3 clusters Score -9714.254 nChanged 31 ComputeScore: Raw -9984.282831 + Penalty 239.595853 = -9744.686978 Iteration 6Q: 3 clusters Score -9744.687 nChanged 11 ComputeScore: Raw -9998.444023 + Penalty 239.595853 = -9758.848170 Iteration 7Q: 3 clusters Score -9758.848 nChanged 7 ComputeScore: Raw -10004.482729 + Penalty 239.595853 = -9764.886876 Iteration 8Q: 3 clusters Score -9764.887 nChanged 6 ComputeScore: Raw -10008.351078 + Penalty 239.595853 = -9768.755225 Iteration 9Q: 3 clusters Score -9768.755 nChanged 6 ComputeScore: Raw -10012.409651 + Penalty 239.595853 = -9772.813799 Iteration 10Q: 3 clusters Score -9772.814 nChanged 5 ComputeScore: Raw -10015.763274 + Penalty 239.595853 = -9776.167422 Iteration 11Q: 3 clusters Score -9776.167 nChanged 6 ComputeScore: Raw -10018.845497 + Penalty 239.595853 = -9779.249644 Iteration 12Q: 3 clusters Score -9779.25 nChanged 2 ComputeScore: Raw -10019.258328 + Penalty 239.595853 = -9779.662476 Iteration 13Q: 3 clusters Score -9779.662 nChanged 3 ComputeScore: Raw -10020.105570 + Penalty 239.595853 = -9780.509717 Iteration 14Q: 3 clusters Score -9780.51 nChanged 4 ComputeScore: Raw -10021.602848 + Penalty 239.595853 = -9782.006995 Iteration 15Q: 3 clusters Score -9782.007 nChanged 5 ComputeScore: Raw -10022.740222 + Penalty 239.595853 = -9783.144370 Iteration 16Q: 3 clusters Score -9783.144 nChanged 3 ComputeScore: Raw -10023.768465 + Penalty 239.595853 = -9784.172613 Iteration 17Q: 3 clusters Score -9784.173 nChanged 2 ComputeScore: Raw -10024.989296 + Penalty 239.595853 = -9785.393444 Iteration 18Q: 3 clusters Score -9785.393 nChanged 2 ComputeScore: Raw -10025.247538 + Penalty 239.595853 = -9785.651686 Iteration 19Q: 3 clusters Score -9785.652 nChanged 1 ComputeScore: Raw -10025.410538 + Penalty 239.595853 = -9785.814685 Iteration 20F: 3 clusters Score -9785.815 nChanged 2 ComputeScore: Raw -10025.730314 + Penalty 239.595853 = -9786.134461 Iteration 21Q: 3 clusters Score -9786.134 nChanged 2 ComputeScore: Raw -10026.447505 + Penalty 239.595853 = -9786.851652 Iteration 22Q: 3 clusters Score -9786.852 nChanged 0 ComputeScore: Raw -10026.447505 + Penalty 239.595853 = -9786.851652 Iteration 23F: 3 clusters Score -9786.852 nChanged 0 Trying to split cluster 17 (600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7166.810716 + Penalty 115.144734 = -7051.665982 Iteration 0F: 2 clusters Score -7051.666 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6850.062768 + Penalty 230.289468 = -6619.773301 Iteration 0F: 3 clusters Score -6619.773 nChanged 242 ComputeScore: Raw -6990.983758 + Penalty 230.289468 = -6760.694291 Iteration 1F: 3 clusters Score -6760.694 nChanged 49 ComputeScore: Raw -7012.740287 + Penalty 230.289468 = -6782.450820 Iteration 2F: 3 clusters Score -6782.451 nChanged 36 ComputeScore: Raw -7031.659941 + Penalty 230.289468 = -6801.370473 Iteration 3F: 3 clusters Score -6801.37 nChanged 34 ComputeScore: Raw -7053.127056 + Penalty 230.289468 = -6822.837588 Iteration 4F: 3 clusters Score -6822.838 nChanged 31 ComputeScore: Raw -7073.812802 + Penalty 230.289468 = -6843.523335 Iteration 5F: 3 clusters Score -6843.523 nChanged 21 ComputeScore: Raw -7088.467220 + Penalty 230.289468 = -6858.177753 Iteration 6Q: 3 clusters Score -6858.178 nChanged 16 ComputeScore: Raw -7094.387681 + Penalty 230.289468 = -6864.098214 Iteration 7Q: 3 clusters Score -6864.098 nChanged 9 ComputeScore: Raw -7098.155885 + Penalty 230.289468 = -6867.866418 Iteration 8Q: 3 clusters Score -6867.866 nChanged 12 ComputeScore: Raw -7107.364200 + Penalty 230.289468 = -6877.074733 Iteration 9Q: 3 clusters Score -6877.075 nChanged 17 ComputeScore: Raw -7123.105749 + Penalty 230.289468 = -6892.816281 Iteration 10Q: 3 clusters Score -6892.816 nChanged 9 ComputeScore: Raw -7128.517925 + Penalty 230.289468 = -6898.228457 Iteration 11Q: 3 clusters Score -6898.228 nChanged 7 ComputeScore: Raw -7131.669005 + Penalty 230.289468 = -6901.379538 Iteration 12Q: 3 clusters Score -6901.38 nChanged 12 ComputeScore: Raw -7142.480545 + Penalty 230.289468 = -6912.191077 Iteration 13Q: 3 clusters Score -6912.191 nChanged 13 ComputeScore: Raw -7157.408114 + Penalty 230.289468 = -6927.118647 Iteration 14Q: 3 clusters Score -6927.119 nChanged 5 ComputeScore: Raw -7160.746794 + Penalty 230.289468 = -6930.457326 Iteration 15Q: 3 clusters Score -6930.457 nChanged 2 ComputeScore: Raw -7162.340818 + Penalty 230.289468 = -6932.051350 Iteration 16Q: 3 clusters Score -6932.051 nChanged 3 ComputeScore: Raw -7166.018236 + Penalty 230.289468 = -6935.728768 Iteration 17Q: 3 clusters Score -6935.729 nChanged 3 ComputeScore: Raw -7167.997191 + Penalty 230.289468 = -6937.707723 Iteration 18Q: 3 clusters Score -6937.708 nChanged 2 ComputeScore: Raw -7170.037999 + Penalty 230.289468 = -6939.748531 Iteration 19Q: 3 clusters Score -6939.749 nChanged 0 ComputeScore: Raw -7170.037999 + Penalty 230.289468 = -6939.748531 Iteration 20F: 3 clusters Score -6939.749 nChanged 0 Trying to split cluster 18 (224 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3268.606672 + Penalty 97.409629 = -3171.197043 Iteration 0F: 2 clusters Score -3171.197 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3170.717477 + Penalty 194.819258 = -2975.898219 Iteration 0F: 3 clusters Score -2975.898 nChanged 72 ComputeScore: Raw -3222.857122 + Penalty 194.819258 = -3028.037864 Iteration 1F: 3 clusters Score -3028.038 nChanged 24 ComputeScore: Raw -3237.224534 + Penalty 194.819258 = -3042.405276 Iteration 2F: 3 clusters Score -3042.405 nChanged 11 ComputeScore: Raw -3244.449524 + Penalty 194.819258 = -3049.630266 Iteration 3Q: 3 clusters Score -3049.63 nChanged 9 ComputeScore: Raw -3250.476819 + Penalty 194.819258 = -3055.657561 Iteration 4Q: 3 clusters Score -3055.658 nChanged 7 ComputeScore: Raw -3259.016827 + Penalty 194.819258 = -3064.197570 Iteration 5Q: 3 clusters Score -3064.198 nChanged 4 ComputeScore: Raw -3260.819916 + Penalty 194.819258 = -3066.000658 Iteration 6Q: 3 clusters Score -3066.001 nChanged 3 ComputeScore: Raw -3261.993583 + Penalty 194.819258 = -3067.174325 Iteration 7Q: 3 clusters Score -3067.174 nChanged 4 ComputeScore: Raw -3263.200094 + Penalty 194.819258 = -3068.380836 Iteration 8Q: 3 clusters Score -3068.381 nChanged 2 ComputeScore: Raw -3264.429462 + Penalty 194.819258 = -3069.610204 Iteration 9Q: 3 clusters Score -3069.61 nChanged 0 ComputeScore: Raw -3264.429462 + Penalty 194.819258 = -3069.610204 Iteration 10F: 3 clusters Score -3069.61 nChanged 0 Trying to split cluster 19 (3384 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32531.809934 + Penalty 146.282647 = -32385.527287 Iteration 0F: 2 clusters Score -32385.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30417.151495 + Penalty 292.565294 = -30124.586201 Iteration 0F: 3 clusters Score -30124.59 nChanged 1551 ComputeScore: Raw -31303.565160 + Penalty 292.565294 = -31010.999866 Iteration 1F: 3 clusters Score -31011 nChanged 252 ComputeScore: Raw -31445.250542 + Penalty 292.565294 = -31152.685248 Iteration 2F: 3 clusters Score -31152.69 nChanged 240 ComputeScore: Raw -31569.983556 + Penalty 292.565294 = -31277.418262 Iteration 3F: 3 clusters Score -31277.42 nChanged 234 ComputeScore: Raw -31692.888149 + Penalty 292.565294 = -31400.322855 Iteration 4F: 3 clusters Score -31400.32 nChanged 185 ComputeScore: Raw -31799.473785 + Penalty 292.565294 = -31506.908491 Iteration 5F: 3 clusters Score -31506.91 nChanged 184 ComputeScore: Raw -31909.320512 + Penalty 292.565294 = -31616.755218 Iteration 6F: 3 clusters Score -31616.76 nChanged 156 ComputeScore: Raw -32017.052113 + Penalty 292.565294 = -31724.486819 Iteration 7Q: 3 clusters Score -31724.49 nChanged 151 ComputeScore: Raw -32128.678750 + Penalty 292.565294 = -31836.113456 Iteration 8Q: 3 clusters Score -31836.11 nChanged 138 ComputeScore: Raw -32238.901806 + Penalty 292.565294 = -31946.336512 Iteration 9Q: 3 clusters Score -31946.34 nChanged 116 ComputeScore: Raw -32342.195422 + Penalty 292.565294 = -32049.630128 Iteration 10Q: 3 clusters Score -32049.63 nChanged 104 ComputeScore: Raw -32442.807484 + Penalty 292.565294 = -32150.242190 Iteration 11Q: 3 clusters Score -32150.24 nChanged 50 ComputeScore: Raw -32484.208683 + Penalty 292.565294 = -32191.643389 Iteration 12Q: 3 clusters Score -32191.64 nChanged 32 ComputeScore: Raw -32514.024104 + Penalty 292.565294 = -32221.458810 Iteration 13Q: 3 clusters Score -32221.46 nChanged 16 ComputeScore: Raw -32531.646114 + Penalty 292.565294 = -32239.080820 Iteration 14Q: 3 clusters Score -32239.08 nChanged 6 ComputeScore: Raw -32542.811909 + Penalty 292.565294 = -32250.246615 Iteration 15Q: 3 clusters Score -32250.25 nChanged 4 ComputeScore: Raw -32546.267217 + Penalty 292.565294 = -32253.701923 Iteration 16Q: 3 clusters Score -32253.7 nChanged 1 ComputeScore: Raw -32546.679809 + Penalty 292.565294 = -32254.114515 Iteration 17Q: 3 clusters Score -32254.11 nChanged 0 ComputeScore: Raw -32546.679809 + Penalty 292.565294 = -32254.114515 Iteration 18F: 3 clusters Score -32254.11 nChanged 0 Trying to split cluster 20 (1936 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22696.478049 + Penalty 136.230827 = -22560.247222 Iteration 0F: 2 clusters Score -22560.25 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21509.777408 + Penalty 272.461654 = -21237.315754 Iteration 0F: 3 clusters Score -21237.32 nChanged 869 ComputeScore: Raw -21985.967634 + Penalty 272.461654 = -21713.505981 Iteration 1F: 3 clusters Score -21713.51 nChanged 118 ComputeScore: Raw -22045.615693 + Penalty 272.461654 = -21773.154040 Iteration 2F: 3 clusters Score -21773.15 nChanged 135 ComputeScore: Raw -22149.095694 + Penalty 272.461654 = -21876.634040 Iteration 3F: 3 clusters Score -21876.63 nChanged 149 ComputeScore: Raw -22252.243788 + Penalty 272.461654 = -21979.782134 Iteration 4F: 3 clusters Score -21979.78 nChanged 124 ComputeScore: Raw -22331.186606 + Penalty 272.461654 = -22058.724952 Iteration 5F: 3 clusters Score -22058.72 nChanged 98 ComputeScore: Raw -22395.171441 + Penalty 272.461654 = -22122.709787 Iteration 6F: 3 clusters Score -22122.71 nChanged 78 ComputeScore: Raw -22436.691804 + Penalty 272.461654 = -22164.230150 Iteration 7Q: 3 clusters Score -22164.23 nChanged 65 ComputeScore: Raw -22464.776602 + Penalty 272.461654 = -22192.314949 Iteration 8Q: 3 clusters Score -22192.31 nChanged 51 ComputeScore: Raw -22484.896354 + Penalty 272.461654 = -22212.434701 Iteration 9Q: 3 clusters Score -22212.43 nChanged 45 ComputeScore: Raw -22506.076456 + Penalty 272.461654 = -22233.614802 Iteration 10Q: 3 clusters Score -22233.61 nChanged 36 ComputeScore: Raw -22521.940994 + Penalty 272.461654 = -22249.479340 Iteration 11Q: 3 clusters Score -22249.48 nChanged 33 ComputeScore: Raw -22541.575621 + Penalty 272.461654 = -22269.113967 Iteration 12Q: 3 clusters Score -22269.11 nChanged 43 ComputeScore: Raw -22570.808562 + Penalty 272.461654 = -22298.346909 Iteration 13Q: 3 clusters Score -22298.35 nChanged 42 ComputeScore: Raw -22601.277482 + Penalty 272.461654 = -22328.815829 Iteration 14Q: 3 clusters Score -22328.82 nChanged 29 ComputeScore: Raw -22620.322921 + Penalty 272.461654 = -22347.861267 Iteration 15Q: 3 clusters Score -22347.86 nChanged 29 ComputeScore: Raw -22637.743569 + Penalty 272.461654 = -22365.281915 Iteration 16Q: 3 clusters Score -22365.28 nChanged 24 ComputeScore: Raw -22649.337783 + Penalty 272.461654 = -22376.876129 Iteration 17Q: 3 clusters Score -22376.88 nChanged 14 ComputeScore: Raw -22655.469640 + Penalty 272.461654 = -22383.007986 Iteration 18Q: 3 clusters Score -22383.01 nChanged 10 ComputeScore: Raw -22658.372031 + Penalty 272.461654 = -22385.910377 Iteration 19Q: 3 clusters Score -22385.91 nChanged 8 ComputeScore: Raw -22660.814088 + Penalty 272.461654 = -22388.352434 Iteration 20F: 3 clusters Score -22388.35 nChanged 11 ComputeScore: Raw -22668.162637 + Penalty 272.461654 = -22395.700983 Iteration 21Q: 3 clusters Score -22395.7 nChanged 11 ComputeScore: Raw -22675.142179 + Penalty 272.461654 = -22402.680526 Iteration 22Q: 3 clusters Score -22402.68 nChanged 9 ComputeScore: Raw -22680.460065 + Penalty 272.461654 = -22407.998411 Iteration 23Q: 3 clusters Score -22408 nChanged 12 ComputeScore: Raw -22687.695618 + Penalty 272.461654 = -22415.233965 Iteration 24Q: 3 clusters Score -22415.23 nChanged 11 ComputeScore: Raw -22696.159175 + Penalty 272.461654 = -22423.697522 Iteration 25Q: 3 clusters Score -22423.7 nChanged 10 ComputeScore: Raw -22701.311451 + Penalty 272.461654 = -22428.849797 Iteration 26Q: 3 clusters Score -22428.85 nChanged 4 ComputeScore: Raw -22702.982297 + Penalty 272.461654 = -22430.520643 Iteration 27Q: 3 clusters Score -22430.52 nChanged 4 ComputeScore: Raw -22704.480835 + Penalty 272.461654 = -22432.019181 Iteration 28Q: 3 clusters Score -22432.02 nChanged 6 ComputeScore: Raw -22710.950203 + Penalty 272.461654 = -22438.488550 Iteration 29Q: 3 clusters Score -22438.49 nChanged 7 ComputeScore: Raw -22716.875062 + Penalty 272.461654 = -22444.413408 Iteration 30Q: 3 clusters Score -22444.41 nChanged 5 ComputeScore: Raw -22718.469424 + Penalty 272.461654 = -22446.007770 Iteration 31Q: 3 clusters Score -22446.01 nChanged 7 ComputeScore: Raw -22721.033446 + Penalty 272.461654 = -22448.571792 Iteration 32Q: 3 clusters Score -22448.57 nChanged 5 ComputeScore: Raw -22722.251584 + Penalty 272.461654 = -22449.789931 Iteration 33Q: 3 clusters Score -22449.79 nChanged 2 ComputeScore: Raw -22723.289094 + Penalty 272.461654 = -22450.827440 Iteration 34Q: 3 clusters Score -22450.83 nChanged 2 ComputeScore: Raw -22726.008812 + Penalty 272.461654 = -22453.547158 Iteration 35Q: 3 clusters Score -22453.55 nChanged 1 ComputeScore: Raw -22727.636800 + Penalty 272.461654 = -22455.175147 Iteration 36Q: 3 clusters Score -22455.18 nChanged 1 ComputeScore: Raw -22727.732416 + Penalty 272.461654 = -22455.270762 Iteration 37Q: 3 clusters Score -22455.27 nChanged 0 ComputeScore: Raw -22727.732416 + Penalty 272.461654 = -22455.270762 Iteration 38F: 3 clusters Score -22455.27 nChanged 0 Trying to split cluster 21 (11009 points) Assigned 2 initial classes randomly. ComputeScore: Raw -94874.794567 + Penalty 167.516431 = -94707.278136 Iteration 0F: 2 clusters Score -94707.28 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -87649.610603 + Penalty 335.032862 = -87314.577741 Iteration 0F: 3 clusters Score -87314.58 nChanged 5277 ComputeScore: Raw -91174.309471 + Penalty 335.032862 = -90839.276609 Iteration 1F: 3 clusters Score -90839.28 nChanged 712 ComputeScore: Raw -91485.689140 + Penalty 335.032862 = -91150.656277 Iteration 2F: 3 clusters Score -91150.66 nChanged 566 ComputeScore: Raw -91711.275687 + Penalty 335.032862 = -91376.242824 Iteration 3F: 3 clusters Score -91376.24 nChanged 444 ComputeScore: Raw -91866.271807 + Penalty 335.032862 = -91531.238945 Iteration 4Q: 3 clusters Score -91531.24 nChanged 392 ComputeScore: Raw -92008.834016 + Penalty 335.032862 = -91673.801154 Iteration 5Q: 3 clusters Score -91673.8 nChanged 381 ComputeScore: Raw -92150.250656 + Penalty 335.032862 = -91815.217794 Iteration 6Q: 3 clusters Score -91815.22 nChanged 407 ComputeScore: Raw -92306.194902 + Penalty 335.032862 = -91971.162040 Iteration 7Q: 3 clusters Score -91971.16 nChanged 423 ComputeScore: Raw -92483.214212 + Penalty 335.032862 = -92148.181349 Iteration 8Q: 3 clusters Score -92148.18 nChanged 446 ComputeScore: Raw -92688.575602 + Penalty 335.032862 = -92353.542739 Iteration 9Q: 3 clusters Score -92353.54 nChanged 513 ComputeScore: Raw -92941.590502 + Penalty 335.032862 = -92606.557640 Iteration 10Q: 3 clusters Score -92606.56 nChanged 519 ComputeScore: Raw -93239.086576 + Penalty 335.032862 = -92904.053714 Iteration 11Q: 3 clusters Score -92904.05 nChanged 555 ComputeScore: Raw -93593.546155 + Penalty 335.032862 = -93258.513293 Iteration 12F: 3 clusters Score -93258.51 nChanged 525 ComputeScore: Raw -93954.244358 + Penalty 335.032862 = -93619.211495 Iteration 13Q: 3 clusters Score -93619.21 nChanged 444 ComputeScore: Raw -94271.398570 + Penalty 335.032862 = -93936.365707 Iteration 14Q: 3 clusters Score -93936.37 nChanged 339 ComputeScore: Raw -94514.650730 + Penalty 335.032862 = -94179.617868 Iteration 15Q: 3 clusters Score -94179.62 nChanged 237 ComputeScore: Raw -94679.931257 + Penalty 335.032862 = -94344.898395 Iteration 16Q: 3 clusters Score -94344.9 nChanged 129 ComputeScore: Raw -94769.385202 + Penalty 335.032862 = -94434.352340 Iteration 17Q: 3 clusters Score -94434.35 nChanged 80 ComputeScore: Raw -94812.628254 + Penalty 335.032862 = -94477.595392 Iteration 18Q: 3 clusters Score -94477.6 nChanged 44 ComputeScore: Raw -94836.895984 + Penalty 335.032862 = -94501.863122 Iteration 19Q: 3 clusters Score -94501.86 nChanged 27 ComputeScore: Raw -94851.688970 + Penalty 335.032862 = -94516.656107 Iteration 20F: 3 clusters Score -94516.66 nChanged 15 ComputeScore: Raw -94861.732413 + Penalty 335.032862 = -94526.699551 Iteration 21Q: 3 clusters Score -94526.7 nChanged 11 ComputeScore: Raw -94869.750194 + Penalty 335.032862 = -94534.717331 Iteration 22Q: 3 clusters Score -94534.72 nChanged 10 ComputeScore: Raw -94874.494481 + Penalty 335.032862 = -94539.461619 Iteration 23Q: 3 clusters Score -94539.46 nChanged 8 ComputeScore: Raw -94879.766392 + Penalty 335.032862 = -94544.733530 Iteration 24Q: 3 clusters Score -94544.73 nChanged 7 ComputeScore: Raw -94887.153253 + Penalty 335.032862 = -94552.120391 Iteration 25Q: 3 clusters Score -94552.12 nChanged 8 ComputeScore: Raw -94895.839793 + Penalty 335.032862 = -94560.806931 Iteration 26Q: 3 clusters Score -94560.81 nChanged 3 ComputeScore: Raw -94898.483326 + Penalty 335.032862 = -94563.450464 Iteration 27Q: 3 clusters Score -94563.45 nChanged 1 ComputeScore: Raw -94898.878784 + Penalty 335.032862 = -94563.845921 Iteration 28Q: 3 clusters Score -94563.85 nChanged 2 ComputeScore: Raw -94899.652769 + Penalty 335.032862 = -94564.619907 Iteration 29Q: 3 clusters Score -94564.62 nChanged 2 ComputeScore: Raw -94900.905658 + Penalty 335.032862 = -94565.872796 Iteration 30Q: 3 clusters Score -94565.87 nChanged 1 ComputeScore: Raw -94903.258670 + Penalty 335.032862 = -94568.225808 Iteration 31Q: 3 clusters Score -94568.23 nChanged 2 ComputeScore: Raw -94907.281911 + Penalty 335.032862 = -94572.249048 Iteration 32Q: 3 clusters Score -94572.25 nChanged 3 ComputeScore: Raw -94910.731714 + Penalty 335.032862 = -94575.698852 Iteration 33Q: 3 clusters Score -94575.7 nChanged 0 ComputeScore: Raw -94910.731714 + Penalty 335.032862 = -94575.698852 Iteration 34F: 3 clusters Score -94575.7 nChanged 0 Trying to split cluster 22 (210 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2921.370214 + Penalty 96.247936 = -2825.122279 Iteration 0F: 2 clusters Score -2825.122 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2824.734979 + Penalty 192.495871 = -2632.239108 Iteration 0F: 3 clusters Score -2632.239 nChanged 89 ComputeScore: Raw -2876.123261 + Penalty 192.495871 = -2683.627390 Iteration 1F: 3 clusters Score -2683.627 nChanged 13 ComputeScore: Raw -2882.487271 + Penalty 192.495871 = -2689.991399 Iteration 2F: 3 clusters Score -2689.991 nChanged 8 ComputeScore: Raw -2891.335390 + Penalty 192.495871 = -2698.839519 Iteration 3Q: 3 clusters Score -2698.84 nChanged 10 ComputeScore: Raw -2899.311212 + Penalty 192.495871 = -2706.815341 Iteration 4Q: 3 clusters Score -2706.815 nChanged 5 ComputeScore: Raw -2901.407897 + Penalty 192.495871 = -2708.912025 Iteration 5Q: 3 clusters Score -2708.912 nChanged 1 ComputeScore: Raw -2901.759878 + Penalty 192.495871 = -2709.264007 Iteration 6Q: 3 clusters Score -2709.264 nChanged 0 ComputeScore: Raw -2901.759878 + Penalty 192.495871 = -2709.264007 Iteration 7F: 3 clusters Score -2709.264 nChanged 0 Trying to split cluster 23 (453 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5800.418736 + Penalty 110.086058 = -5690.332678 Iteration 0F: 2 clusters Score -5690.333 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5559.004309 + Penalty 220.172117 = -5338.832192 Iteration 0F: 3 clusters Score -5338.832 nChanged 186 ComputeScore: Raw -5682.463008 + Penalty 220.172117 = -5462.290892 Iteration 1F: 3 clusters Score -5462.291 nChanged 30 ComputeScore: Raw -5696.437012 + Penalty 220.172117 = -5476.264895 Iteration 2F: 3 clusters Score -5476.265 nChanged 20 ComputeScore: Raw -5709.883028 + Penalty 220.172117 = -5489.710911 Iteration 3Q: 3 clusters Score -5489.711 nChanged 19 ComputeScore: Raw -5724.823247 + Penalty 220.172117 = -5504.651131 Iteration 4Q: 3 clusters Score -5504.651 nChanged 15 ComputeScore: Raw -5735.645413 + Penalty 220.172117 = -5515.473297 Iteration 5Q: 3 clusters Score -5515.473 nChanged 7 ComputeScore: Raw -5749.645782 + Penalty 220.172117 = -5529.473665 Iteration 6Q: 3 clusters Score -5529.474 nChanged 13 ComputeScore: Raw -5763.160270 + Penalty 220.172117 = -5542.988154 Iteration 7Q: 3 clusters Score -5542.988 nChanged 8 ComputeScore: Raw -5767.518325 + Penalty 220.172117 = -5547.346208 Iteration 8Q: 3 clusters Score -5547.346 nChanged 8 ComputeScore: Raw -5776.150149 + Penalty 220.172117 = -5555.978033 Iteration 9Q: 3 clusters Score -5555.978 nChanged 7 ComputeScore: Raw -5779.497508 + Penalty 220.172117 = -5559.325391 Iteration 10Q: 3 clusters Score -5559.325 nChanged 5 ComputeScore: Raw -5781.251015 + Penalty 220.172117 = -5561.078899 Iteration 11Q: 3 clusters Score -5561.079 nChanged 3 ComputeScore: Raw -5782.183149 + Penalty 220.172117 = -5562.011032 Iteration 12Q: 3 clusters Score -5562.011 nChanged 2 ComputeScore: Raw -5782.995484 + Penalty 220.172117 = -5562.823368 Iteration 13Q: 3 clusters Score -5562.823 nChanged 1 ComputeScore: Raw -5785.088144 + Penalty 220.172117 = -5564.916028 Iteration 14Q: 3 clusters Score -5564.916 nChanged 1 ComputeScore: Raw -5785.252028 + Penalty 220.172117 = -5565.079912 Iteration 15Q: 3 clusters Score -5565.08 nChanged 1 ComputeScore: Raw -5785.600456 + Penalty 220.172117 = -5565.428340 Iteration 16Q: 3 clusters Score -5565.428 nChanged 2 ComputeScore: Raw -5786.080914 + Penalty 220.172117 = -5565.908797 Iteration 17Q: 3 clusters Score -5565.909 nChanged 1 ComputeScore: Raw -5786.227998 + Penalty 220.172117 = -5566.055881 Iteration 18Q: 3 clusters Score -5566.056 nChanged 0 ComputeScore: Raw -5786.227998 + Penalty 220.172117 = -5566.055881 Iteration 19F: 3 clusters Score -5566.056 nChanged 0 Trying to split cluster 24 (943 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9915.633393 + Penalty 123.283193 = -9792.350200 Iteration 0F: 2 clusters Score -9792.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9380.388453 + Penalty 246.566386 = -9133.822067 Iteration 0F: 3 clusters Score -9133.822 nChanged 413 ComputeScore: Raw -9592.161902 + Penalty 246.566386 = -9345.595515 Iteration 1F: 3 clusters Score -9345.596 nChanged 41 ComputeScore: Raw -9604.300680 + Penalty 246.566386 = -9357.734293 Iteration 2Q: 3 clusters Score -9357.734 nChanged 28 ComputeScore: Raw -9611.034207 + Penalty 246.566386 = -9364.467821 Iteration 3Q: 3 clusters Score -9364.468 nChanged 29 ComputeScore: Raw -9619.210883 + Penalty 246.566386 = -9372.644497 Iteration 4Q: 3 clusters Score -9372.644 nChanged 34 ComputeScore: Raw -9632.207562 + Penalty 246.566386 = -9385.641175 Iteration 5Q: 3 clusters Score -9385.641 nChanged 46 ComputeScore: Raw -9651.210557 + Penalty 246.566386 = -9404.644171 Iteration 6Q: 3 clusters Score -9404.644 nChanged 49 ComputeScore: Raw -9676.747768 + Penalty 246.566386 = -9430.181382 Iteration 7F: 3 clusters Score -9430.181 nChanged 51 ComputeScore: Raw -9703.693629 + Penalty 246.566386 = -9457.127243 Iteration 8F: 3 clusters Score -9457.127 nChanged 42 ComputeScore: Raw -9732.553038 + Penalty 246.566386 = -9485.986651 Iteration 9Q: 3 clusters Score -9485.987 nChanged 57 ComputeScore: Raw -9778.290756 + Penalty 246.566386 = -9531.724369 Iteration 10F: 3 clusters Score -9531.724 nChanged 47 ComputeScore: Raw -9820.720824 + Penalty 246.566386 = -9574.154438 Iteration 11Q: 3 clusters Score -9574.154 nChanged 39 ComputeScore: Raw -9856.351317 + Penalty 246.566386 = -9609.784931 Iteration 12Q: 3 clusters Score -9609.785 nChanged 28 ComputeScore: Raw -9885.466665 + Penalty 246.566386 = -9638.900279 Iteration 13Q: 3 clusters Score -9638.9 nChanged 23 ComputeScore: Raw -9910.067843 + Penalty 246.566386 = -9663.501457 Iteration 14Q: 3 clusters Score -9663.501 nChanged 15 ComputeScore: Raw -9929.096182 + Penalty 246.566386 = -9682.529796 Iteration 15Q: 3 clusters Score -9682.53 nChanged 8 ComputeScore: Raw -9938.305722 + Penalty 246.566386 = -9691.739336 Iteration 16Q: 3 clusters Score -9691.739 nChanged 1 ComputeScore: Raw -9939.884525 + Penalty 246.566386 = -9693.318139 Iteration 17Q: 3 clusters Score -9693.318 nChanged 1 ComputeScore: Raw -9940.326906 + Penalty 246.566386 = -9693.760520 Iteration 18Q: 3 clusters Score -9693.761 nChanged 0 ComputeScore: Raw -9940.326906 + Penalty 246.566386 = -9693.760520 Iteration 19F: 3 clusters Score -9693.761 nChanged 0 Trying to split cluster 25 (2173 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21309.482403 + Penalty 138.309552 = -21171.172851 Iteration 0F: 2 clusters Score -21171.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -20002.454814 + Penalty 276.619103 = -19725.835711 Iteration 0F: 3 clusters Score -19725.84 nChanged 931 ComputeScore: Raw -20578.282991 + Penalty 276.619103 = -20301.663888 Iteration 1F: 3 clusters Score -20301.66 nChanged 147 ComputeScore: Raw -20651.193271 + Penalty 276.619103 = -20374.574167 Iteration 2F: 3 clusters Score -20374.57 nChanged 148 ComputeScore: Raw -20732.569845 + Penalty 276.619103 = -20455.950742 Iteration 3F: 3 clusters Score -20455.95 nChanged 121 ComputeScore: Raw -20788.067856 + Penalty 276.619103 = -20511.448752 Iteration 4F: 3 clusters Score -20511.45 nChanged 89 ComputeScore: Raw -20842.862892 + Penalty 276.619103 = -20566.243789 Iteration 5Q: 3 clusters Score -20566.24 nChanged 84 ComputeScore: Raw -20887.447154 + Penalty 276.619103 = -20610.828050 Iteration 6Q: 3 clusters Score -20610.83 nChanged 74 ComputeScore: Raw -20918.767413 + Penalty 276.619103 = -20642.148310 Iteration 7Q: 3 clusters Score -20642.15 nChanged 55 ComputeScore: Raw -20939.048393 + Penalty 276.619103 = -20662.429290 Iteration 8Q: 3 clusters Score -20662.43 nChanged 52 ComputeScore: Raw -20965.227425 + Penalty 276.619103 = -20688.608322 Iteration 9Q: 3 clusters Score -20688.61 nChanged 47 ComputeScore: Raw -20999.130364 + Penalty 276.619103 = -20722.511260 Iteration 10Q: 3 clusters Score -20722.51 nChanged 46 ComputeScore: Raw -21024.867159 + Penalty 276.619103 = -20748.248056 Iteration 11Q: 3 clusters Score -20748.25 nChanged 43 ComputeScore: Raw -21041.067753 + Penalty 276.619103 = -20764.448649 Iteration 12Q: 3 clusters Score -20764.45 nChanged 34 ComputeScore: Raw -21053.503315 + Penalty 276.619103 = -20776.884212 Iteration 13Q: 3 clusters Score -20776.88 nChanged 25 ComputeScore: Raw -21062.176204 + Penalty 276.619103 = -20785.557101 Iteration 14Q: 3 clusters Score -20785.56 nChanged 18 ComputeScore: Raw -21068.660286 + Penalty 276.619103 = -20792.041182 Iteration 15Q: 3 clusters Score -20792.04 nChanged 19 ComputeScore: Raw -21075.097599 + Penalty 276.619103 = -20798.478495 Iteration 16Q: 3 clusters Score -20798.48 nChanged 22 ComputeScore: Raw -21082.903412 + Penalty 276.619103 = -20806.284308 Iteration 17Q: 3 clusters Score -20806.28 nChanged 25 ComputeScore: Raw -21091.226452 + Penalty 276.619103 = -20814.607348 Iteration 18Q: 3 clusters Score -20814.61 nChanged 24 ComputeScore: Raw -21098.414793 + Penalty 276.619103 = -20821.795690 Iteration 19Q: 3 clusters Score -20821.8 nChanged 19 ComputeScore: Raw -21103.671189 + Penalty 276.619103 = -20827.052086 Iteration 20F: 3 clusters Score -20827.05 nChanged 17 ComputeScore: Raw -21108.741184 + Penalty 276.619103 = -20832.122080 Iteration 21Q: 3 clusters Score -20832.12 nChanged 21 ComputeScore: Raw -21113.450114 + Penalty 276.619103 = -20836.831011 Iteration 22Q: 3 clusters Score -20836.83 nChanged 14 ComputeScore: Raw -21116.329080 + Penalty 276.619103 = -20839.709977 Iteration 23Q: 3 clusters Score -20839.71 nChanged 13 ComputeScore: Raw -21119.048204 + Penalty 276.619103 = -20842.429100 Iteration 24Q: 3 clusters Score -20842.43 nChanged 18 ComputeScore: Raw -21122.569938 + Penalty 276.619103 = -20845.950835 Iteration 25Q: 3 clusters Score -20845.95 nChanged 17 ComputeScore: Raw -21125.410766 + Penalty 276.619103 = -20848.791663 Iteration 26Q: 3 clusters Score -20848.79 nChanged 14 ComputeScore: Raw -21127.561084 + Penalty 276.619103 = -20850.941981 Iteration 27Q: 3 clusters Score -20850.94 nChanged 15 ComputeScore: Raw -21129.373763 + Penalty 276.619103 = -20852.754660 Iteration 28Q: 3 clusters Score -20852.75 nChanged 15 ComputeScore: Raw -21132.395550 + Penalty 276.619103 = -20855.776447 Iteration 29Q: 3 clusters Score -20855.78 nChanged 18 ComputeScore: Raw -21136.014949 + Penalty 276.619103 = -20859.395846 Iteration 30Q: 3 clusters Score -20859.4 nChanged 15 ComputeScore: Raw -21138.444473 + Penalty 276.619103 = -20861.825370 Iteration 31Q: 3 clusters Score -20861.83 nChanged 15 ComputeScore: Raw -21141.298385 + Penalty 276.619103 = -20864.679282 Iteration 32Q: 3 clusters Score -20864.68 nChanged 18 ComputeScore: Raw -21146.388007 + Penalty 276.619103 = -20869.768904 Iteration 33Q: 3 clusters Score -20869.77 nChanged 20 ComputeScore: Raw -21150.989906 + Penalty 276.619103 = -20874.370803 Iteration 34Q: 3 clusters Score -20874.37 nChanged 18 ComputeScore: Raw -21155.240448 + Penalty 276.619103 = -20878.621344 Iteration 35Q: 3 clusters Score -20878.62 nChanged 20 ComputeScore: Raw -21159.909726 + Penalty 276.619103 = -20883.290623 Iteration 36Q: 3 clusters Score -20883.29 nChanged 17 ComputeScore: Raw -21163.971140 + Penalty 276.619103 = -20887.352037 Iteration 37Q: 3 clusters Score -20887.35 nChanged 13 ComputeScore: Raw -21167.939524 + Penalty 276.619103 = -20891.320420 Iteration 38Q: 3 clusters Score -20891.32 nChanged 14 ComputeScore: Raw -21170.919067 + Penalty 276.619103 = -20894.299964 Iteration 39Q: 3 clusters Score -20894.3 nChanged 7 ComputeScore: Raw -21172.516006 + Penalty 276.619103 = -20895.896903 Iteration 40F: 3 clusters Score -20895.9 nChanged 10 ComputeScore: Raw -21175.020008 + Penalty 276.619103 = -20898.400904 Iteration 41Q: 3 clusters Score -20898.4 nChanged 16 ComputeScore: Raw -21179.091793 + Penalty 276.619103 = -20902.472690 Iteration 42Q: 3 clusters Score -20902.47 nChanged 17 ComputeScore: Raw -21185.398311 + Penalty 276.619103 = -20908.779208 Iteration 43Q: 3 clusters Score -20908.78 nChanged 19 ComputeScore: Raw -21193.002892 + Penalty 276.619103 = -20916.383789 Iteration 44Q: 3 clusters Score -20916.38 nChanged 24 ComputeScore: Raw -21201.782871 + Penalty 276.619103 = -20925.163768 Iteration 45Q: 3 clusters Score -20925.16 nChanged 21 ComputeScore: Raw -21212.757219 + Penalty 276.619103 = -20936.138116 Iteration 46Q: 3 clusters Score -20936.14 nChanged 25 ComputeScore: Raw -21228.230019 + Penalty 276.619103 = -20951.610916 Iteration 47Q: 3 clusters Score -20951.61 nChanged 30 ComputeScore: Raw -21245.912209 + Penalty 276.619103 = -20969.293105 Iteration 48Q: 3 clusters Score -20969.29 nChanged 19 ComputeScore: Raw -21259.677690 + Penalty 276.619103 = -20983.058587 Iteration 49Q: 3 clusters Score -20983.06 nChanged 24 ComputeScore: Raw -21275.988903 + Penalty 276.619103 = -20999.369800 Iteration 50Q: 3 clusters Score -20999.37 nChanged 20 ComputeScore: Raw -21286.794618 + Penalty 276.619103 = -21010.175515 Iteration 51Q: 3 clusters Score -21010.18 nChanged 13 ComputeScore: Raw -21294.358408 + Penalty 276.619103 = -21017.739305 Iteration 52Q: 3 clusters Score -21017.74 nChanged 12 ComputeScore: Raw -21302.992232 + Penalty 276.619103 = -21026.373128 Iteration 53Q: 3 clusters Score -21026.37 nChanged 14 ComputeScore: Raw -21312.411691 + Penalty 276.619103 = -21035.792588 Iteration 54Q: 3 clusters Score -21035.79 nChanged 11 ComputeScore: Raw -21324.012295 + Penalty 276.619103 = -21047.393191 Iteration 55Q: 3 clusters Score -21047.39 nChanged 9 ComputeScore: Raw -21332.765105 + Penalty 276.619103 = -21056.146002 Iteration 56Q: 3 clusters Score -21056.15 nChanged 4 ComputeScore: Raw -21335.495020 + Penalty 276.619103 = -21058.875916 Iteration 57Q: 3 clusters Score -21058.88 nChanged 2 ComputeScore: Raw -21336.084456 + Penalty 276.619103 = -21059.465353 Iteration 58Q: 3 clusters Score -21059.47 nChanged 1 ComputeScore: Raw -21337.259197 + Penalty 276.619103 = -21060.640094 Iteration 59Q: 3 clusters Score -21060.64 nChanged 2 ComputeScore: Raw -21338.510338 + Penalty 276.619103 = -21061.891235 Iteration 60F: 3 clusters Score -21061.89 nChanged 1 ComputeScore: Raw -21340.180760 + Penalty 276.619103 = -21063.561656 Iteration 61Q: 3 clusters Score -21063.56 nChanged 0 ComputeScore: Raw -21340.180760 + Penalty 276.619103 = -21063.561656 Iteration 62F: 3 clusters Score -21063.56 nChanged 0 Trying to split cluster 26 (451 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6508.050172 + Penalty 110.006412 = -6398.043760 Iteration 0F: 2 clusters Score -6398.044 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6295.808050 + Penalty 220.012824 = -6075.795226 Iteration 0F: 3 clusters Score -6075.795 nChanged 158 ComputeScore: Raw -6386.947030 + Penalty 220.012824 = -6166.934205 Iteration 1F: 3 clusters Score -6166.934 nChanged 31 ComputeScore: Raw -6402.379787 + Penalty 220.012824 = -6182.366963 Iteration 2F: 3 clusters Score -6182.367 nChanged 17 ComputeScore: Raw -6407.893468 + Penalty 220.012824 = -6187.880643 Iteration 3Q: 3 clusters Score -6187.881 nChanged 7 ComputeScore: Raw -6411.267359 + Penalty 220.012824 = -6191.254535 Iteration 4Q: 3 clusters Score -6191.255 nChanged 12 ComputeScore: Raw -6419.391227 + Penalty 220.012824 = -6199.378403 Iteration 5Q: 3 clusters Score -6199.378 nChanged 18 ComputeScore: Raw -6430.822195 + Penalty 220.012824 = -6210.809371 Iteration 6Q: 3 clusters Score -6210.809 nChanged 12 ComputeScore: Raw -6437.347493 + Penalty 220.012824 = -6217.334669 Iteration 7Q: 3 clusters Score -6217.335 nChanged 14 ComputeScore: Raw -6448.588485 + Penalty 220.012824 = -6228.575661 Iteration 8Q: 3 clusters Score -6228.576 nChanged 13 ComputeScore: Raw -6459.072351 + Penalty 220.012824 = -6239.059527 Iteration 9Q: 3 clusters Score -6239.06 nChanged 18 ComputeScore: Raw -6476.777549 + Penalty 220.012824 = -6256.764725 Iteration 10Q: 3 clusters Score -6256.765 nChanged 10 ComputeScore: Raw -6487.388796 + Penalty 220.012824 = -6267.375972 Iteration 11Q: 3 clusters Score -6267.376 nChanged 13 ComputeScore: Raw -6498.016231 + Penalty 220.012824 = -6278.003407 Iteration 12Q: 3 clusters Score -6278.003 nChanged 5 ComputeScore: Raw -6501.052758 + Penalty 220.012824 = -6281.039934 Iteration 13Q: 3 clusters Score -6281.04 nChanged 5 ComputeScore: Raw -6505.495652 + Penalty 220.012824 = -6285.482828 Iteration 14Q: 3 clusters Score -6285.483 nChanged 6 ComputeScore: Raw -6511.211943 + Penalty 220.012824 = -6291.199119 Iteration 15Q: 3 clusters Score -6291.199 nChanged 3 ComputeScore: Raw -6512.652635 + Penalty 220.012824 = -6292.639811 Iteration 16Q: 3 clusters Score -6292.64 nChanged 1 ComputeScore: Raw -6514.500610 + Penalty 220.012824 = -6294.487785 Iteration 17Q: 3 clusters Score -6294.488 nChanged 2 ComputeScore: Raw -6515.820561 + Penalty 220.012824 = -6295.807737 Iteration 18Q: 3 clusters Score -6295.808 nChanged 2 ComputeScore: Raw -6516.500130 + Penalty 220.012824 = -6296.487306 Iteration 19Q: 3 clusters Score -6296.487 nChanged 0 ComputeScore: Raw -6516.500130 + Penalty 220.012824 = -6296.487306 Iteration 20F: 3 clusters Score -6296.487 nChanged 0 Trying to split cluster 27 (448 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5453.945405 + Penalty 109.886278 = -5344.059126 Iteration 0F: 2 clusters Score -5344.059 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5203.800336 + Penalty 219.772556 = -4984.027780 Iteration 0F: 3 clusters Score -4984.028 nChanged 187 ComputeScore: Raw -5328.415808 + Penalty 219.772556 = -5108.643252 Iteration 1F: 3 clusters Score -5108.643 nChanged 36 ComputeScore: Raw -5352.685568 + Penalty 219.772556 = -5132.913012 Iteration 2F: 3 clusters Score -5132.913 nChanged 22 ComputeScore: Raw -5367.912298 + Penalty 219.772556 = -5148.139742 Iteration 3Q: 3 clusters Score -5148.14 nChanged 16 ComputeScore: Raw -5385.007869 + Penalty 219.772556 = -5165.235313 Iteration 4Q: 3 clusters Score -5165.235 nChanged 15 ComputeScore: Raw -5399.918650 + Penalty 219.772556 = -5180.146094 Iteration 5Q: 3 clusters Score -5180.146 nChanged 8 ComputeScore: Raw -5409.981259 + Penalty 219.772556 = -5190.208703 Iteration 6Q: 3 clusters Score -5190.209 nChanged 10 ComputeScore: Raw -5421.497729 + Penalty 219.772556 = -5201.725173 Iteration 7Q: 3 clusters Score -5201.725 nChanged 7 ComputeScore: Raw -5428.093451 + Penalty 219.772556 = -5208.320895 Iteration 8Q: 3 clusters Score -5208.321 nChanged 8 ComputeScore: Raw -5437.295790 + Penalty 219.772556 = -5217.523234 Iteration 9Q: 3 clusters Score -5217.523 nChanged 7 ComputeScore: Raw -5441.137602 + Penalty 219.772556 = -5221.365045 Iteration 10Q: 3 clusters Score -5221.365 nChanged 6 ComputeScore: Raw -5444.118812 + Penalty 219.772556 = -5224.346256 Iteration 11Q: 3 clusters Score -5224.346 nChanged 2 ComputeScore: Raw -5444.586846 + Penalty 219.772556 = -5224.814290 Iteration 12Q: 3 clusters Score -5224.814 nChanged 1 ComputeScore: Raw -5445.513084 + Penalty 219.772556 = -5225.740528 Iteration 13Q: 3 clusters Score -5225.741 nChanged 2 ComputeScore: Raw -5447.571922 + Penalty 219.772556 = -5227.799365 Iteration 14Q: 3 clusters Score -5227.799 nChanged 4 ComputeScore: Raw -5450.354051 + Penalty 219.772556 = -5230.581494 Iteration 15Q: 3 clusters Score -5230.581 nChanged 6 ComputeScore: Raw -5454.486244 + Penalty 219.772556 = -5234.713687 Iteration 16Q: 3 clusters Score -5234.714 nChanged 6 ComputeScore: Raw -5458.062348 + Penalty 219.772556 = -5238.289791 Iteration 17Q: 3 clusters Score -5238.29 nChanged 4 ComputeScore: Raw -5468.126371 + Penalty 219.772556 = -5248.353814 Iteration 18Q: 3 clusters Score -5248.354 nChanged 6 ComputeScore: Raw -5477.777780 + Penalty 219.772556 = -5258.005224 Iteration 19Q: 3 clusters Score -5258.005 nChanged 9 ComputeScore: Raw -5486.529432 + Penalty 219.772556 = -5266.756875 Iteration 20F: 3 clusters Score -5266.757 nChanged 10 ComputeScore: Raw -5500.629169 + Penalty 219.772556 = -5280.856613 Iteration 21Q: 3 clusters Score -5280.857 nChanged 10 ComputeScore: Raw -5508.150980 + Penalty 219.772556 = -5288.378424 Iteration 22Q: 3 clusters Score -5288.378 nChanged 7 ComputeScore: Raw -5512.106365 + Penalty 219.772556 = -5292.333809 Iteration 23Q: 3 clusters Score -5292.334 nChanged 3 ComputeScore: Raw -5513.645561 + Penalty 219.772556 = -5293.873004 Iteration 24Q: 3 clusters Score -5293.873 nChanged 1 ComputeScore: Raw -5514.106571 + Penalty 219.772556 = -5294.334015 Iteration 25Q: 3 clusters Score -5294.334 nChanged 2 ComputeScore: Raw -5515.481456 + Penalty 219.772556 = -5295.708900 Iteration 26Q: 3 clusters Score -5295.709 nChanged 1 ComputeScore: Raw -5516.135780 + Penalty 219.772556 = -5296.363224 Iteration 27Q: 3 clusters Score -5296.363 nChanged 3 ComputeScore: Raw -5517.631605 + Penalty 219.772556 = -5297.859048 Iteration 28Q: 3 clusters Score -5297.859 nChanged 1 ComputeScore: Raw -5518.799062 + Penalty 219.772556 = -5299.026505 Iteration 29Q: 3 clusters Score -5299.027 nChanged 2 ComputeScore: Raw -5521.030611 + Penalty 219.772556 = -5301.258055 Iteration 30Q: 3 clusters Score -5301.258 nChanged 1 ComputeScore: Raw -5522.469475 + Penalty 219.772556 = -5302.696918 Iteration 31Q: 3 clusters Score -5302.697 nChanged 1 ComputeScore: Raw -5523.315451 + Penalty 219.772556 = -5303.542895 Iteration 32Q: 3 clusters Score -5303.543 nChanged 2 ComputeScore: Raw -5524.690693 + Penalty 219.772556 = -5304.918137 Iteration 33Q: 3 clusters Score -5304.918 nChanged 1 ComputeScore: Raw -5525.431663 + Penalty 219.772556 = -5305.659107 Iteration 34Q: 3 clusters Score -5305.659 nChanged 3 ComputeScore: Raw -5527.069988 + Penalty 219.772556 = -5307.297432 Iteration 35Q: 3 clusters Score -5307.297 nChanged 2 ComputeScore: Raw -5528.683024 + Penalty 219.772556 = -5308.910468 Iteration 36Q: 3 clusters Score -5308.91 nChanged 3 ComputeScore: Raw -5530.759176 + Penalty 219.772556 = -5310.986620 Iteration 37Q: 3 clusters Score -5310.987 nChanged 1 ComputeScore: Raw -5531.078684 + Penalty 219.772556 = -5311.306128 Iteration 38Q: 3 clusters Score -5311.306 nChanged 0 ComputeScore: Raw -5533.126371 + Penalty 219.772556 = -5313.353815 Iteration 39F: 3 clusters Score -5313.354 nChanged 1 ComputeScore: Raw -5534.051294 + Penalty 219.772556 = -5314.278738 Iteration 40F: 3 clusters Score -5314.279 nChanged 2 ComputeScore: Raw -5535.482285 + Penalty 219.772556 = -5315.709729 Iteration 41Q: 3 clusters Score -5315.71 nChanged 1 ComputeScore: Raw -5536.031133 + Penalty 219.772556 = -5316.258576 Iteration 42Q: 3 clusters Score -5316.259 nChanged 0 ComputeScore: Raw -5536.031133 + Penalty 219.772556 = -5316.258576 Iteration 43F: 3 clusters Score -5316.259 nChanged 0 Trying to split cluster 28 (820 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10375.896582 + Penalty 120.767478 = -10255.129103 Iteration 0F: 2 clusters Score -10255.13 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9936.427161 + Penalty 241.534956 = -9694.892204 Iteration 0F: 3 clusters Score -9694.892 nChanged 347 ComputeScore: Raw -10116.721789 + Penalty 241.534956 = -9875.186833 Iteration 1F: 3 clusters Score -9875.187 nChanged 52 ComputeScore: Raw -10150.333801 + Penalty 241.534956 = -9908.798844 Iteration 2F: 3 clusters Score -9908.799 nChanged 57 ComputeScore: Raw -10190.714079 + Penalty 241.534956 = -9949.179123 Iteration 3F: 3 clusters Score -9949.179 nChanged 51 ComputeScore: Raw -10235.502728 + Penalty 241.534956 = -9993.967772 Iteration 4F: 3 clusters Score -9993.968 nChanged 35 ComputeScore: Raw -10261.603261 + Penalty 241.534956 = -10020.068305 Iteration 5Q: 3 clusters Score -10020.07 nChanged 24 ComputeScore: Raw -10278.812688 + Penalty 241.534956 = -10037.277732 Iteration 6Q: 3 clusters Score -10037.28 nChanged 18 ComputeScore: Raw -10293.256979 + Penalty 241.534956 = -10051.722023 Iteration 7Q: 3 clusters Score -10051.72 nChanged 20 ComputeScore: Raw -10312.331567 + Penalty 241.534956 = -10070.796610 Iteration 8Q: 3 clusters Score -10070.8 nChanged 20 ComputeScore: Raw -10331.848968 + Penalty 241.534956 = -10090.314012 Iteration 9Q: 3 clusters Score -10090.31 nChanged 18 ComputeScore: Raw -10350.750211 + Penalty 241.534956 = -10109.215255 Iteration 10Q: 3 clusters Score -10109.22 nChanged 19 ComputeScore: Raw -10368.614293 + Penalty 241.534956 = -10127.079336 Iteration 11Q: 3 clusters Score -10127.08 nChanged 12 ComputeScore: Raw -10379.765561 + Penalty 241.534956 = -10138.230605 Iteration 12Q: 3 clusters Score -10138.23 nChanged 9 ComputeScore: Raw -10391.329257 + Penalty 241.534956 = -10149.794301 Iteration 13Q: 3 clusters Score -10149.79 nChanged 2 ComputeScore: Raw -10395.014333 + Penalty 241.534956 = -10153.479377 Iteration 14Q: 3 clusters Score -10153.48 nChanged 1 ComputeScore: Raw -10395.351595 + Penalty 241.534956 = -10153.816639 Iteration 15Q: 3 clusters Score -10153.82 nChanged 1 ComputeScore: Raw -10396.058234 + Penalty 241.534956 = -10154.523278 Iteration 16Q: 3 clusters Score -10154.52 nChanged 0 ComputeScore: Raw -10396.058234 + Penalty 241.534956 = -10154.523278 Iteration 17F: 3 clusters Score -10154.52 nChanged 0 Trying to split cluster 29 (4421 points) Assigned 2 initial classes randomly. ComputeScore: Raw -40568.912558 + Penalty 151.094181 = -40417.818377 Iteration 0F: 2 clusters Score -40417.82 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37771.517258 + Penalty 302.188363 = -37469.328895 Iteration 0F: 3 clusters Score -37469.33 nChanged 2053 ComputeScore: Raw -39185.975334 + Penalty 302.188363 = -38883.786971 Iteration 1F: 3 clusters Score -38883.79 nChanged 296 ComputeScore: Raw -39327.559336 + Penalty 302.188363 = -39025.370973 Iteration 2F: 3 clusters Score -39025.37 nChanged 268 ComputeScore: Raw -39486.618511 + Penalty 302.188363 = -39184.430148 Iteration 3F: 3 clusters Score -39184.43 nChanged 272 ComputeScore: Raw -39689.305132 + Penalty 302.188363 = -39387.116769 Iteration 4F: 3 clusters Score -39387.12 nChanged 272 ComputeScore: Raw -39927.027545 + Penalty 302.188363 = -39624.839182 Iteration 5F: 3 clusters Score -39624.84 nChanged 217 ComputeScore: Raw -40141.576320 + Penalty 302.188363 = -39839.387957 Iteration 6Q: 3 clusters Score -39839.39 nChanged 175 ComputeScore: Raw -40339.806985 + Penalty 302.188363 = -40037.618622 Iteration 7Q: 3 clusters Score -40037.62 nChanged 105 ComputeScore: Raw -40452.774200 + Penalty 302.188363 = -40150.585837 Iteration 8Q: 3 clusters Score -40150.59 nChanged 53 ComputeScore: Raw -40506.238744 + Penalty 302.188363 = -40204.050381 Iteration 9Q: 3 clusters Score -40204.05 nChanged 31 ComputeScore: Raw -40528.954032 + Penalty 302.188363 = -40226.765669 Iteration 10Q: 3 clusters Score -40226.77 nChanged 19 ComputeScore: Raw -40539.491420 + Penalty 302.188363 = -40237.303057 Iteration 11Q: 3 clusters Score -40237.3 nChanged 13 ComputeScore: Raw -40546.848136 + Penalty 302.188363 = -40244.659773 Iteration 12Q: 3 clusters Score -40244.66 nChanged 9 ComputeScore: Raw -40553.160397 + Penalty 302.188363 = -40250.972034 Iteration 13Q: 3 clusters Score -40250.97 nChanged 7 ComputeScore: Raw -40556.556860 + Penalty 302.188363 = -40254.368497 Iteration 14Q: 3 clusters Score -40254.37 nChanged 4 ComputeScore: Raw -40558.355219 + Penalty 302.188363 = -40256.166856 Iteration 15Q: 3 clusters Score -40256.17 nChanged 2 ComputeScore: Raw -40560.537802 + Penalty 302.188363 = -40258.349439 Iteration 16Q: 3 clusters Score -40258.35 nChanged 4 ComputeScore: Raw -40563.139396 + Penalty 302.188363 = -40260.951033 Iteration 17Q: 3 clusters Score -40260.95 nChanged 6 ComputeScore: Raw -40566.561341 + Penalty 302.188363 = -40264.372978 Iteration 18Q: 3 clusters Score -40264.37 nChanged 6 ComputeScore: Raw -40569.704489 + Penalty 302.188363 = -40267.516126 Iteration 19Q: 3 clusters Score -40267.52 nChanged 4 ComputeScore: Raw -40572.105516 + Penalty 302.188363 = -40269.917153 Iteration 20F: 3 clusters Score -40269.92 nChanged 3 ComputeScore: Raw -40573.682639 + Penalty 302.188363 = -40271.494276 Iteration 21Q: 3 clusters Score -40271.49 nChanged 2 ComputeScore: Raw -40574.510287 + Penalty 302.188363 = -40272.321924 Iteration 22Q: 3 clusters Score -40272.32 nChanged 2 ComputeScore: Raw -40575.164725 + Penalty 302.188363 = -40272.976362 Iteration 23Q: 3 clusters Score -40272.98 nChanged 3 ComputeScore: Raw -40576.839445 + Penalty 302.188363 = -40274.651082 Iteration 24Q: 3 clusters Score -40274.65 nChanged 2 ComputeScore: Raw -40577.519226 + Penalty 302.188363 = -40275.330863 Iteration 25Q: 3 clusters Score -40275.33 nChanged 0 ComputeScore: Raw -40577.519226 + Penalty 302.188363 = -40275.330863 Iteration 26F: 3 clusters Score -40275.33 nChanged 0 Trying to split cluster 30 (245 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3757.546391 + Penalty 99.022648 = -3658.523743 Iteration 0F: 2 clusters Score -3658.524 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3644.512761 + Penalty 198.045296 = -3446.467465 Iteration 0F: 3 clusters Score -3446.467 nChanged 87 ComputeScore: Raw -3710.988295 + Penalty 198.045296 = -3512.942999 Iteration 1F: 3 clusters Score -3512.943 nChanged 16 ComputeScore: Raw -3724.566191 + Penalty 198.045296 = -3526.520895 Iteration 2F: 3 clusters Score -3526.521 nChanged 9 ComputeScore: Raw -3730.930241 + Penalty 198.045296 = -3532.884945 Iteration 3Q: 3 clusters Score -3532.885 nChanged 8 ComputeScore: Raw -3734.633579 + Penalty 198.045296 = -3536.588283 Iteration 4Q: 3 clusters Score -3536.588 nChanged 2 ComputeScore: Raw -3735.463099 + Penalty 198.045296 = -3537.417803 Iteration 5Q: 3 clusters Score -3537.418 nChanged 4 ComputeScore: Raw -3736.655308 + Penalty 198.045296 = -3538.610012 Iteration 6Q: 3 clusters Score -3538.61 nChanged 2 ComputeScore: Raw -3738.000433 + Penalty 198.045296 = -3539.955138 Iteration 7Q: 3 clusters Score -3539.955 nChanged 2 ComputeScore: Raw -3738.551763 + Penalty 198.045296 = -3540.506468 Iteration 8Q: 3 clusters Score -3540.506 nChanged 1 ComputeScore: Raw -3738.767661 + Penalty 198.045296 = -3540.722366 Iteration 9Q: 3 clusters Score -3540.722 nChanged 0 ComputeScore: Raw -3738.767661 + Penalty 198.045296 = -3540.722366 Iteration 10F: 3 clusters Score -3540.722 nChanged 0 Trying to split cluster 31 (778 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9618.090126 + Penalty 119.821077 = -9498.269048 Iteration 0F: 2 clusters Score -9498.269 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9172.782130 + Penalty 239.642155 = -8933.139976 Iteration 0F: 3 clusters Score -8933.14 nChanged 330 ComputeScore: Raw -9348.523463 + Penalty 239.642155 = -9108.881308 Iteration 1F: 3 clusters Score -9108.881 nChanged 60 ComputeScore: Raw -9384.924179 + Penalty 239.642155 = -9145.282025 Iteration 2F: 3 clusters Score -9145.282 nChanged 46 ComputeScore: Raw -9408.693686 + Penalty 239.642155 = -9169.051531 Iteration 3F: 3 clusters Score -9169.052 nChanged 33 ComputeScore: Raw -9425.108702 + Penalty 239.642155 = -9185.466547 Iteration 4Q: 3 clusters Score -9185.467 nChanged 43 ComputeScore: Raw -9450.655687 + Penalty 239.642155 = -9211.013532 Iteration 5F: 3 clusters Score -9211.014 nChanged 41 ComputeScore: Raw -9475.253902 + Penalty 239.642155 = -9235.611747 Iteration 6F: 3 clusters Score -9235.612 nChanged 40 ComputeScore: Raw -9505.399807 + Penalty 239.642155 = -9265.757652 Iteration 7F: 3 clusters Score -9265.758 nChanged 41 ComputeScore: Raw -9539.838734 + Penalty 239.642155 = -9300.196579 Iteration 8F: 3 clusters Score -9300.197 nChanged 33 ComputeScore: Raw -9570.429329 + Penalty 239.642155 = -9330.787174 Iteration 9Q: 3 clusters Score -9330.787 nChanged 18 ComputeScore: Raw -9590.548286 + Penalty 239.642155 = -9350.906131 Iteration 10Q: 3 clusters Score -9350.906 nChanged 14 ComputeScore: Raw -9603.598205 + Penalty 239.642155 = -9363.956050 Iteration 11Q: 3 clusters Score -9363.956 nChanged 10 ComputeScore: Raw -9620.272673 + Penalty 239.642155 = -9380.630518 Iteration 12Q: 3 clusters Score -9380.631 nChanged 8 ComputeScore: Raw -9625.469798 + Penalty 239.642155 = -9385.827643 Iteration 13Q: 3 clusters Score -9385.828 nChanged 1 ComputeScore: Raw -9627.563332 + Penalty 239.642155 = -9387.921178 Iteration 14Q: 3 clusters Score -9387.921 nChanged 1 ComputeScore: Raw -9628.095756 + Penalty 239.642155 = -9388.453602 Iteration 15Q: 3 clusters Score -9388.454 nChanged 2 ComputeScore: Raw -9631.100125 + Penalty 239.642155 = -9391.457970 Iteration 16Q: 3 clusters Score -9391.458 nChanged 2 ComputeScore: Raw -9632.630731 + Penalty 239.642155 = -9392.988576 Iteration 17Q: 3 clusters Score -9392.989 nChanged 0 ComputeScore: Raw -9632.630731 + Penalty 239.642155 = -9392.988576 Iteration 18F: 3 clusters Score -9392.989 nChanged 0 Trying to split cluster 32 (277 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3795.281735 + Penalty 101.232315 = -3694.049420 Iteration 0F: 2 clusters Score -3694.049 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3692.324308 + Penalty 202.464630 = -3489.859678 Iteration 0F: 3 clusters Score -3489.86 nChanged 87 ComputeScore: Raw -3776.066049 + Penalty 202.464630 = -3573.601419 Iteration 1F: 3 clusters Score -3573.601 nChanged 17 ComputeScore: Raw -3802.285624 + Penalty 202.464630 = -3599.820994 Iteration 2F: 3 clusters Score -3599.821 nChanged 9 ComputeScore: Raw -3812.060519 + Penalty 202.464630 = -3609.595889 Iteration 3Q: 3 clusters Score -3609.596 nChanged 8 ComputeScore: Raw -3815.551219 + Penalty 202.464630 = -3613.086589 Iteration 4Q: 3 clusters Score -3613.087 nChanged 2 ComputeScore: Raw -3815.869673 + Penalty 202.464630 = -3613.405043 Iteration 5Q: 3 clusters Score -3613.405 nChanged 1 ComputeScore: Raw -3820.096049 + Penalty 202.464630 = -3617.631419 Iteration 6Q: 3 clusters Score -3617.631 nChanged 2 ComputeScore: Raw -3821.411788 + Penalty 202.464630 = -3618.947158 Iteration 7Q: 3 clusters Score -3618.947 nChanged 2 ComputeScore: Raw -3822.232517 + Penalty 202.464630 = -3619.767887 Iteration 8Q: 3 clusters Score -3619.768 nChanged 1 ComputeScore: Raw -3822.361295 + Penalty 202.464630 = -3619.896665 Iteration 9Q: 3 clusters Score -3619.897 nChanged 0 ComputeScore: Raw -3822.361295 + Penalty 202.464630 = -3619.896665 Iteration 10F: 3 clusters Score -3619.897 nChanged 0 Trying to split cluster 33 (5328 points) Assigned 2 initial classes randomly. ComputeScore: Raw -46670.622649 + Penalty 154.453162 = -46516.169487 Iteration 0F: 2 clusters Score -46516.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -43324.013419 + Penalty 308.906324 = -43015.107095 Iteration 0F: 3 clusters Score -43015.11 nChanged 2540 ComputeScore: Raw -45238.320300 + Penalty 308.906324 = -44929.413977 Iteration 1F: 3 clusters Score -44929.41 nChanged 469 ComputeScore: Raw -45651.233057 + Penalty 308.906324 = -45342.326733 Iteration 2F: 3 clusters Score -45342.33 nChanged 397 ComputeScore: Raw -46068.648547 + Penalty 308.906324 = -45759.742223 Iteration 3F: 3 clusters Score -45759.74 nChanged 291 ComputeScore: Raw -46395.807059 + Penalty 308.906324 = -46086.900735 Iteration 4F: 3 clusters Score -46086.9 nChanged 174 ComputeScore: Raw -46579.340052 + Penalty 308.906324 = -46270.433728 Iteration 5Q: 3 clusters Score -46270.43 nChanged 78 ComputeScore: Raw -46653.871860 + Penalty 308.906324 = -46344.965536 Iteration 6Q: 3 clusters Score -46344.97 nChanged 22 ComputeScore: Raw -46685.294292 + Penalty 308.906324 = -46376.387968 Iteration 7Q: 3 clusters Score -46376.39 nChanged 12 ComputeScore: Raw -46699.909409 + Penalty 308.906324 = -46391.003085 Iteration 8Q: 3 clusters Score -46391 nChanged 9 ComputeScore: Raw -46702.594517 + Penalty 308.906324 = -46393.688193 Iteration 9Q: 3 clusters Score -46393.69 nChanged 4 ComputeScore: Raw -46704.002745 + Penalty 308.906324 = -46395.096421 Iteration 10Q: 3 clusters Score -46395.1 nChanged 3 ComputeScore: Raw -46705.596736 + Penalty 308.906324 = -46396.690412 Iteration 11Q: 3 clusters Score -46396.69 nChanged 4 ComputeScore: Raw -46706.862569 + Penalty 308.906324 = -46397.956246 Iteration 12Q: 3 clusters Score -46397.96 nChanged 7 ComputeScore: Raw -46709.849143 + Penalty 308.906324 = -46400.942819 Iteration 13Q: 3 clusters Score -46400.94 nChanged 4 ComputeScore: Raw -46716.068307 + Penalty 308.906324 = -46407.161984 Iteration 14Q: 3 clusters Score -46407.16 nChanged 10 ComputeScore: Raw -46725.697391 + Penalty 308.906324 = -46416.791068 Iteration 15Q: 3 clusters Score -46416.79 nChanged 11 ComputeScore: Raw -46731.093603 + Penalty 308.906324 = -46422.187280 Iteration 16Q: 3 clusters Score -46422.19 nChanged 10 ComputeScore: Raw -46734.028976 + Penalty 308.906324 = -46425.122652 Iteration 17Q: 3 clusters Score -46425.12 nChanged 10 ComputeScore: Raw -46738.256367 + Penalty 308.906324 = -46429.350044 Iteration 18Q: 3 clusters Score -46429.35 nChanged 11 ComputeScore: Raw -46743.309128 + Penalty 308.906324 = -46434.402805 Iteration 19Q: 3 clusters Score -46434.4 nChanged 4 ComputeScore: Raw -46746.402387 + Penalty 308.906324 = -46437.496064 Iteration 20F: 3 clusters Score -46437.5 nChanged 3 ComputeScore: Raw -46746.931845 + Penalty 308.906324 = -46438.025521 Iteration 21Q: 3 clusters Score -46438.03 nChanged 5 ComputeScore: Raw -46748.079488 + Penalty 308.906324 = -46439.173164 Iteration 22Q: 3 clusters Score -46439.17 nChanged 2 ComputeScore: Raw -46748.491578 + Penalty 308.906324 = -46439.585254 Iteration 23Q: 3 clusters Score -46439.59 nChanged 2 ComputeScore: Raw -46748.676108 + Penalty 308.906324 = -46439.769785 Iteration 24Q: 3 clusters Score -46439.77 nChanged 0 ComputeScore: Raw -46748.676108 + Penalty 308.906324 = -46439.769785 Iteration 25F: 3 clusters Score -46439.77 nChanged 0 Trying to split cluster 34 (3430 points) Assigned 2 initial classes randomly. ComputeScore: Raw -35103.118120 + Penalty 146.525680 = -34956.592440 Iteration 0F: 2 clusters Score -34956.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -32983.252518 + Penalty 293.051359 = -32690.201159 Iteration 0F: 3 clusters Score -32690.2 nChanged 1563 ComputeScore: Raw -33910.218081 + Penalty 293.051359 = -33617.166721 Iteration 1F: 3 clusters Score -33617.17 nChanged 227 ComputeScore: Raw -34086.546733 + Penalty 293.051359 = -33793.495373 Iteration 2F: 3 clusters Score -33793.5 nChanged 228 ComputeScore: Raw -34253.751585 + Penalty 293.051359 = -33960.700226 Iteration 3F: 3 clusters Score -33960.7 nChanged 202 ComputeScore: Raw -34385.088431 + Penalty 293.051359 = -34092.037072 Iteration 4F: 3 clusters Score -34092.04 nChanged 161 ComputeScore: Raw -34464.790032 + Penalty 293.051359 = -34171.738672 Iteration 5Q: 3 clusters Score -34171.74 nChanged 114 ComputeScore: Raw -34502.250854 + Penalty 293.051359 = -34209.199495 Iteration 6Q: 3 clusters Score -34209.2 nChanged 66 ComputeScore: Raw -34518.071987 + Penalty 293.051359 = -34225.020627 Iteration 7Q: 3 clusters Score -34225.02 nChanged 43 ComputeScore: Raw -34526.691318 + Penalty 293.051359 = -34233.639958 Iteration 8Q: 3 clusters Score -34233.64 nChanged 32 ComputeScore: Raw -34531.898488 + Penalty 293.051359 = -34238.847129 Iteration 9Q: 3 clusters Score -34238.85 nChanged 26 ComputeScore: Raw -34536.419507 + Penalty 293.051359 = -34243.368148 Iteration 10Q: 3 clusters Score -34243.37 nChanged 29 ComputeScore: Raw -34541.981712 + Penalty 293.051359 = -34248.930352 Iteration 11Q: 3 clusters Score -34248.93 nChanged 28 ComputeScore: Raw -34547.678956 + Penalty 293.051359 = -34254.627596 Iteration 12Q: 3 clusters Score -34254.63 nChanged 32 ComputeScore: Raw -34554.510910 + Penalty 293.051359 = -34261.459551 Iteration 13Q: 3 clusters Score -34261.46 nChanged 44 ComputeScore: Raw -34566.147795 + Penalty 293.051359 = -34273.096436 Iteration 14Q: 3 clusters Score -34273.1 nChanged 48 ComputeScore: Raw -34577.990135 + Penalty 293.051359 = -34284.938775 Iteration 15Q: 3 clusters Score -34284.94 nChanged 43 ComputeScore: Raw -34587.966489 + Penalty 293.051359 = -34294.915130 Iteration 16Q: 3 clusters Score -34294.92 nChanged 37 ComputeScore: Raw -34598.145316 + Penalty 293.051359 = -34305.093957 Iteration 17Q: 3 clusters Score -34305.09 nChanged 48 ComputeScore: Raw -34613.552834 + Penalty 293.051359 = -34320.501475 Iteration 18Q: 3 clusters Score -34320.5 nChanged 52 ComputeScore: Raw -34635.569587 + Penalty 293.051359 = -34342.518228 Iteration 19Q: 3 clusters Score -34342.52 nChanged 64 ComputeScore: Raw -34672.263831 + Penalty 293.051359 = -34379.212471 Iteration 20F: 3 clusters Score -34379.21 nChanged 61 ComputeScore: Raw -34696.504563 + Penalty 293.051359 = -34403.453203 Iteration 21Q: 3 clusters Score -34403.45 nChanged 59 ComputeScore: Raw -34716.217306 + Penalty 293.051359 = -34423.165947 Iteration 22Q: 3 clusters Score -34423.17 nChanged 57 ComputeScore: Raw -34737.392539 + Penalty 293.051359 = -34444.341179 Iteration 23Q: 3 clusters Score -34444.34 nChanged 64 ComputeScore: Raw -34768.952359 + Penalty 293.051359 = -34475.900999 Iteration 24Q: 3 clusters Score -34475.9 nChanged 73 ComputeScore: Raw -34804.997401 + Penalty 293.051359 = -34511.946042 Iteration 25Q: 3 clusters Score -34511.95 nChanged 68 ComputeScore: Raw -34847.795983 + Penalty 293.051359 = -34554.744624 Iteration 26Q: 3 clusters Score -34554.74 nChanged 80 ComputeScore: Raw -34906.929960 + Penalty 293.051359 = -34613.878600 Iteration 27Q: 3 clusters Score -34613.88 nChanged 91 ComputeScore: Raw -34982.513778 + Penalty 293.051359 = -34689.462418 Iteration 28Q: 3 clusters Score -34689.46 nChanged 81 ComputeScore: Raw -35073.534611 + Penalty 293.051359 = -34780.483251 Iteration 29Q: 3 clusters Score -34780.48 nChanged 87 ComputeScore: Raw -35223.930400 + Penalty 293.051359 = -34930.879041 Iteration 30Q: 3 clusters Score -34930.88 nChanged 82 ComputeScore: Raw -35419.658304 + Penalty 293.051359 = -35126.606945 Iteration 31Q: 3 clusters Score -35126.61 nChanged 30 ComputeScore: Raw -35447.605773 + Penalty 293.051359 = -35154.554413 Iteration 32Q: 3 clusters Score -35154.55 nChanged 8 ComputeScore: Raw -35449.693894 + Penalty 293.051359 = -35156.642535 Iteration 33Q: 3 clusters Score -35156.64 nChanged 3 ComputeScore: Raw -35449.942573 + Penalty 293.051359 = -35156.891214 Iteration 34Q: 3 clusters Score -35156.89 nChanged 0 ComputeScore: Raw -35458.579508 + Penalty 293.051359 = -35165.528149 Iteration 35F: 3 clusters Score -35165.53 nChanged 5 ComputeScore: Raw -35460.067597 + Penalty 293.051359 = -35167.016238 Iteration 36Q: 3 clusters Score -35167.02 nChanged 0 ComputeScore: Raw -35460.067597 + Penalty 293.051359 = -35167.016238 Iteration 37F: 3 clusters Score -35167.02 nChanged 0 ComputeScore: Raw -540932.172936 + Penalty 7331.684657 = -533600.488280Splitting cluster 34 changes total score from -533447.196709 to -533600.488280 So it's getting split into cluster 36. Trying to split cluster 35 (270 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3850.627102 + Penalty 100.771595 = -3749.855507 Iteration 0F: 2 clusters Score -3749.856 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3729.724575 + Penalty 201.543191 = -3528.181384 Iteration 0F: 3 clusters Score -3528.181 nChanged 98 ComputeScore: Raw -3784.578130 + Penalty 201.543191 = -3583.034939 Iteration 1F: 3 clusters Score -3583.035 nChanged 12 ComputeScore: Raw -3792.286532 + Penalty 201.543191 = -3590.743341 Iteration 2Q: 3 clusters Score -3590.743 nChanged 7 ComputeScore: Raw -3796.278671 + Penalty 201.543191 = -3594.735481 Iteration 3Q: 3 clusters Score -3594.735 nChanged 8 ComputeScore: Raw -3800.482239 + Penalty 201.543191 = -3598.939048 Iteration 4Q: 3 clusters Score -3598.939 nChanged 9 ComputeScore: Raw -3805.272709 + Penalty 201.543191 = -3603.729519 Iteration 5Q: 3 clusters Score -3603.73 nChanged 8 ComputeScore: Raw -3808.477645 + Penalty 201.543191 = -3606.934454 Iteration 6Q: 3 clusters Score -3606.934 nChanged 8 ComputeScore: Raw -3812.722684 + Penalty 201.543191 = -3611.179493 Iteration 7Q: 3 clusters Score -3611.179 nChanged 8 ComputeScore: Raw -3817.612150 + Penalty 201.543191 = -3616.068959 Iteration 8Q: 3 clusters Score -3616.069 nChanged 6 ComputeScore: Raw -3825.052916 + Penalty 201.543191 = -3623.509725 Iteration 9Q: 3 clusters Score -3623.51 nChanged 6 ComputeScore: Raw -3828.685201 + Penalty 201.543191 = -3627.142011 Iteration 10Q: 3 clusters Score -3627.142 nChanged 7 ComputeScore: Raw -3834.237655 + Penalty 201.543191 = -3632.694464 Iteration 11Q: 3 clusters Score -3632.694 nChanged 5 ComputeScore: Raw -3836.813453 + Penalty 201.543191 = -3635.270262 Iteration 12Q: 3 clusters Score -3635.27 nChanged 5 ComputeScore: Raw -3842.889910 + Penalty 201.543191 = -3641.346719 Iteration 13Q: 3 clusters Score -3641.347 nChanged 2 ComputeScore: Raw -3847.206664 + Penalty 201.543191 = -3645.663473 Iteration 14Q: 3 clusters Score -3645.663 nChanged 0 ComputeScore: Raw -3847.206664 + Penalty 201.543191 = -3645.663473 Iteration 15F: 3 clusters Score -3645.663 nChanged 0 ConsiderDeletion: ComputeScore: Raw -540977.341777 + Penalty 7331.684657 = -533645.657120Iteration 260F: 37 clusters Score -533645.7 nChanged 32 ConsiderDeletion: ComputeScore: Raw -540991.619387 + Penalty 7331.684657 = -533659.934731Iteration 261Q: 37 clusters Score -533659.9 nChanged 10 ConsiderDeletion: ComputeScore: Raw -540993.045150 + Penalty 7331.684657 = -533661.360493Iteration 262Q: 37 clusters Score -533661.4 nChanged 6 ConsiderDeletion: ComputeScore: Raw -540993.520606 + Penalty 7331.684657 = -533661.835949Iteration 263Q: 37 clusters Score -533661.8 nChanged 5 ConsiderDeletion: ComputeScore: Raw -540995.939577 + Penalty 7331.684657 = -533664.254920Iteration 264Q: 37 clusters Score -533664.3 nChanged 4 ConsiderDeletion: ComputeScore: Raw -540997.389058 + Penalty 7331.684657 = -533665.704401Iteration 265Q: 37 clusters Score -533665.7 nChanged 4 ConsiderDeletion: ComputeScore: Raw -540998.973414 + Penalty 7331.684657 = -533667.288758Iteration 266Q: 37 clusters Score -533667.3 nChanged 1 ConsiderDeletion: ComputeScore: Raw -540999.164462 + Penalty 7331.684657 = -533667.479805Iteration 267Q: 37 clusters Score -533667.5 nChanged 0 ConsiderDeletion: ComputeScore: Raw -540999.164462 + Penalty 7331.684657 = -533667.479805Iteration 268F: 37 clusters Score -533667.5 nChanged 0 ComputeScore: Raw -540999.164462 + Penalty 7331.684657 = -533667.479805Trying to split cluster 1 (386 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5071.983740 + Penalty 107.205073 = -4964.778667 Iteration 0F: 2 clusters Score -4964.779 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4874.408967 + Penalty 214.410145 = -4659.998821 Iteration 0F: 3 clusters Score -4659.999 nChanged 160 ComputeScore: Raw -4986.439881 + Penalty 214.410145 = -4772.029736 Iteration 1F: 3 clusters Score -4772.03 nChanged 25 ComputeScore: Raw -4995.941279 + Penalty 214.410145 = -4781.531134 Iteration 2F: 3 clusters Score -4781.531 nChanged 7 ComputeScore: Raw -4999.213245 + Penalty 214.410145 = -4784.803099 Iteration 3Q: 3 clusters Score -4784.803 nChanged 7 ComputeScore: Raw -5005.395936 + Penalty 214.410145 = -4790.985791 Iteration 4Q: 3 clusters Score -4790.986 nChanged 14 ComputeScore: Raw -5019.168738 + Penalty 214.410145 = -4804.758592 Iteration 5Q: 3 clusters Score -4804.759 nChanged 14 ComputeScore: Raw -5031.680848 + Penalty 214.410145 = -4817.270703 Iteration 6Q: 3 clusters Score -4817.271 nChanged 13 ComputeScore: Raw -5048.477706 + Penalty 214.410145 = -4834.067561 Iteration 7Q: 3 clusters Score -4834.068 nChanged 8 ComputeScore: Raw -5053.552962 + Penalty 214.410145 = -4839.142817 Iteration 8Q: 3 clusters Score -4839.143 nChanged 7 ComputeScore: Raw -5057.843747 + Penalty 214.410145 = -4843.433602 Iteration 9Q: 3 clusters Score -4843.434 nChanged 5 ComputeScore: Raw -5068.082601 + Penalty 214.410145 = -4853.672456 Iteration 10Q: 3 clusters Score -4853.672 nChanged 8 ComputeScore: Raw -5071.326661 + Penalty 214.410145 = -4856.916516 Iteration 11Q: 3 clusters Score -4856.917 nChanged 1 ComputeScore: Raw -5071.823659 + Penalty 214.410145 = -4857.413513 Iteration 12Q: 3 clusters Score -4857.414 nChanged 0 ComputeScore: Raw -5071.823659 + Penalty 214.410145 = -4857.413513 Iteration 13F: 3 clusters Score -4857.414 nChanged 0 Trying to split cluster 2 (358 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2983.986276 + Penalty 105.849594 = -2878.136682 Iteration 0F: 2 clusters Score -2878.137 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2797.098544 + Penalty 211.699188 = -2585.399356 Iteration 0F: 3 clusters Score -2585.399 nChanged 136 ComputeScore: Raw -2875.813816 + Penalty 211.699188 = -2664.114628 Iteration 1F: 3 clusters Score -2664.115 nChanged 29 ComputeScore: Raw -2899.541968 + Penalty 211.699188 = -2687.842781 Iteration 2F: 3 clusters Score -2687.843 nChanged 21 ComputeScore: Raw -2918.104112 + Penalty 211.699188 = -2706.404925 Iteration 3F: 3 clusters Score -2706.405 nChanged 12 ComputeScore: Raw -2924.511818 + Penalty 211.699188 = -2712.812631 Iteration 4Q: 3 clusters Score -2712.813 nChanged 7 ComputeScore: Raw -2930.346076 + Penalty 211.699188 = -2718.646889 Iteration 5Q: 3 clusters Score -2718.647 nChanged 9 ComputeScore: Raw -2935.110312 + Penalty 211.699188 = -2723.411125 Iteration 6Q: 3 clusters Score -2723.411 nChanged 9 ComputeScore: Raw -2945.873804 + Penalty 211.699188 = -2734.174617 Iteration 7Q: 3 clusters Score -2734.175 nChanged 14 ComputeScore: Raw -2952.956963 + Penalty 211.699188 = -2741.257776 Iteration 8Q: 3 clusters Score -2741.258 nChanged 9 ComputeScore: Raw -2958.089271 + Penalty 211.699188 = -2746.390083 Iteration 9Q: 3 clusters Score -2746.39 nChanged 8 ComputeScore: Raw -2967.870231 + Penalty 211.699188 = -2756.171044 Iteration 10Q: 3 clusters Score -2756.171 nChanged 6 ComputeScore: Raw -2973.981604 + Penalty 211.699188 = -2762.282417 Iteration 11Q: 3 clusters Score -2762.282 nChanged 8 ComputeScore: Raw -2982.481216 + Penalty 211.699188 = -2770.782028 Iteration 12Q: 3 clusters Score -2770.782 nChanged 5 ComputeScore: Raw -2986.864748 + Penalty 211.699188 = -2775.165560 Iteration 13Q: 3 clusters Score -2775.166 nChanged 4 ComputeScore: Raw -2990.549625 + Penalty 211.699188 = -2778.850437 Iteration 14Q: 3 clusters Score -2778.85 nChanged 4 ComputeScore: Raw -2993.845948 + Penalty 211.699188 = -2782.146760 Iteration 15Q: 3 clusters Score -2782.147 nChanged 2 ComputeScore: Raw -2996.272668 + Penalty 211.699188 = -2784.573481 Iteration 16Q: 3 clusters Score -2784.573 nChanged 4 ComputeScore: Raw -2999.551123 + Penalty 211.699188 = -2787.851935 Iteration 17Q: 3 clusters Score -2787.852 nChanged 3 ComputeScore: Raw -3000.064203 + Penalty 211.699188 = -2788.365015 Iteration 18Q: 3 clusters Score -2788.365 nChanged 0 ComputeScore: Raw -3000.064203 + Penalty 211.699188 = -2788.365015 Iteration 19F: 3 clusters Score -2788.365 nChanged 0 Trying to split cluster 3 (286 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4323.149462 + Penalty 101.807853 = -4221.341610 Iteration 0F: 2 clusters Score -4221.342 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4201.557258 + Penalty 203.615705 = -3997.941552 Iteration 0F: 3 clusters Score -3997.942 nChanged 99 ComputeScore: Raw -4273.055767 + Penalty 203.615705 = -4069.440062 Iteration 1F: 3 clusters Score -4069.44 nChanged 18 ComputeScore: Raw -4283.826762 + Penalty 203.615705 = -4080.211057 Iteration 2F: 3 clusters Score -4080.211 nChanged 10 ComputeScore: Raw -4290.136411 + Penalty 203.615705 = -4086.520705 Iteration 3Q: 3 clusters Score -4086.521 nChanged 4 ComputeScore: Raw -4293.518291 + Penalty 203.615705 = -4089.902586 Iteration 4Q: 3 clusters Score -4089.903 nChanged 5 ComputeScore: Raw -4295.545921 + Penalty 203.615705 = -4091.930215 Iteration 5Q: 3 clusters Score -4091.93 nChanged 3 ComputeScore: Raw -4297.420518 + Penalty 203.615705 = -4093.804813 Iteration 6Q: 3 clusters Score -4093.805 nChanged 5 ComputeScore: Raw -4301.005084 + Penalty 203.615705 = -4097.389379 Iteration 7Q: 3 clusters Score -4097.389 nChanged 5 ComputeScore: Raw -4305.508110 + Penalty 203.615705 = -4101.892404 Iteration 8Q: 3 clusters Score -4101.892 nChanged 5 ComputeScore: Raw -4308.425277 + Penalty 203.615705 = -4104.809571 Iteration 9Q: 3 clusters Score -4104.81 nChanged 2 ComputeScore: Raw -4309.599897 + Penalty 203.615705 = -4105.984192 Iteration 10Q: 3 clusters Score -4105.984 nChanged 3 ComputeScore: Raw -4311.689266 + Penalty 203.615705 = -4108.073560 Iteration 11Q: 3 clusters Score -4108.074 nChanged 2 ComputeScore: Raw -4312.595430 + Penalty 203.615705 = -4108.979725 Iteration 12Q: 3 clusters Score -4108.98 nChanged 1 ComputeScore: Raw -4312.738258 + Penalty 203.615705 = -4109.122552 Iteration 13Q: 3 clusters Score -4109.123 nChanged 1 ComputeScore: Raw -4313.021303 + Penalty 203.615705 = -4109.405598 Iteration 14Q: 3 clusters Score -4109.406 nChanged 2 ComputeScore: Raw -4313.732144 + Penalty 203.615705 = -4110.116439 Iteration 15Q: 3 clusters Score -4110.116 nChanged 1 ComputeScore: Raw -4313.887236 + Penalty 203.615705 = -4110.271531 Iteration 16Q: 3 clusters Score -4110.272 nChanged 1 ComputeScore: Raw -4314.038554 + Penalty 203.615705 = -4110.422849 Iteration 17Q: 3 clusters Score -4110.423 nChanged 0 ComputeScore: Raw -4314.038554 + Penalty 203.615705 = -4110.422849 Iteration 18F: 3 clusters Score -4110.423 nChanged 0 Trying to split cluster 4 (4774 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42506.839732 + Penalty 152.476917 = -42354.362815 Iteration 0F: 2 clusters Score -42354.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39438.031008 + Penalty 304.953833 = -39133.077175 Iteration 0F: 3 clusters Score -39133.08 nChanged 2234 ComputeScore: Raw -41045.488402 + Penalty 304.953833 = -40740.534569 Iteration 1F: 3 clusters Score -40740.53 nChanged 515 ComputeScore: Raw -41466.808019 + Penalty 304.953833 = -41161.854186 Iteration 2F: 3 clusters Score -41161.85 nChanged 414 ComputeScore: Raw -41836.183711 + Penalty 304.953833 = -41531.229878 Iteration 3F: 3 clusters Score -41531.23 nChanged 257 ComputeScore: Raw -42089.246196 + Penalty 304.953833 = -41784.292363 Iteration 4F: 3 clusters Score -41784.29 nChanged 161 ComputeScore: Raw -42273.662542 + Penalty 304.953833 = -41968.708709 Iteration 5Q: 3 clusters Score -41968.71 nChanged 96 ComputeScore: Raw -42375.047593 + Penalty 304.953833 = -42070.093760 Iteration 6Q: 3 clusters Score -42070.09 nChanged 67 ComputeScore: Raw -42429.315280 + Penalty 304.953833 = -42124.361447 Iteration 7Q: 3 clusters Score -42124.36 nChanged 44 ComputeScore: Raw -42463.474662 + Penalty 304.953833 = -42158.520829 Iteration 8Q: 3 clusters Score -42158.52 nChanged 30 ComputeScore: Raw -42492.992519 + Penalty 304.953833 = -42188.038686 Iteration 9Q: 3 clusters Score -42188.04 nChanged 22 ComputeScore: Raw -42506.036209 + Penalty 304.953833 = -42201.082376 Iteration 10Q: 3 clusters Score -42201.08 nChanged 25 ComputeScore: Raw -42522.115276 + Penalty 304.953833 = -42217.161443 Iteration 11Q: 3 clusters Score -42217.16 nChanged 25 ComputeScore: Raw -42538.893723 + Penalty 304.953833 = -42233.939889 Iteration 12Q: 3 clusters Score -42233.94 nChanged 24 ComputeScore: Raw -42556.001986 + Penalty 304.953833 = -42251.048153 Iteration 13Q: 3 clusters Score -42251.05 nChanged 22 ComputeScore: Raw -42570.118950 + Penalty 304.953833 = -42265.165117 Iteration 14Q: 3 clusters Score -42265.17 nChanged 25 ComputeScore: Raw -42583.929689 + Penalty 304.953833 = -42278.975856 Iteration 15Q: 3 clusters Score -42278.98 nChanged 10 ComputeScore: Raw -42590.186506 + Penalty 304.953833 = -42285.232673 Iteration 16Q: 3 clusters Score -42285.23 nChanged 14 ComputeScore: Raw -42598.080903 + Penalty 304.953833 = -42293.127070 Iteration 17Q: 3 clusters Score -42293.13 nChanged 14 ComputeScore: Raw -42605.924290 + Penalty 304.953833 = -42300.970457 Iteration 18Q: 3 clusters Score -42300.97 nChanged 14 ComputeScore: Raw -42612.948373 + Penalty 304.953833 = -42307.994540 Iteration 19Q: 3 clusters Score -42307.99 nChanged 9 ComputeScore: Raw -42616.323229 + Penalty 304.953833 = -42311.369396 Iteration 20F: 3 clusters Score -42311.37 nChanged 9 ComputeScore: Raw -42621.997625 + Penalty 304.953833 = -42317.043792 Iteration 21Q: 3 clusters Score -42317.04 nChanged 7 ComputeScore: Raw -42624.754929 + Penalty 304.953833 = -42319.801095 Iteration 22Q: 3 clusters Score -42319.8 nChanged 5 ComputeScore: Raw -42628.882596 + Penalty 304.953833 = -42323.928763 Iteration 23Q: 3 clusters Score -42323.93 nChanged 4 ComputeScore: Raw -42630.367740 + Penalty 304.953833 = -42325.413907 Iteration 24Q: 3 clusters Score -42325.41 nChanged 3 ComputeScore: Raw -42630.737574 + Penalty 304.953833 = -42325.783741 Iteration 25Q: 3 clusters Score -42325.78 nChanged 3 ComputeScore: Raw -42631.242217 + Penalty 304.953833 = -42326.288384 Iteration 26Q: 3 clusters Score -42326.29 nChanged 1 ComputeScore: Raw -42631.301724 + Penalty 304.953833 = -42326.347890 Iteration 27Q: 3 clusters Score -42326.35 nChanged 0 ComputeScore: Raw -42631.301724 + Penalty 304.953833 = -42326.347890 Iteration 28F: 3 clusters Score -42326.35 nChanged 0 Trying to split cluster 5 (2591 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25757.064433 + Penalty 141.476385 = -25615.588048 Iteration 0F: 2 clusters Score -25615.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24155.312353 + Penalty 282.952771 = -23872.359583 Iteration 0F: 3 clusters Score -23872.36 nChanged 1208 ComputeScore: Raw -24813.650856 + Penalty 282.952771 = -24530.698085 Iteration 1F: 3 clusters Score -24530.7 nChanged 178 ComputeScore: Raw -24886.796258 + Penalty 282.952771 = -24603.843488 Iteration 2F: 3 clusters Score -24603.84 nChanged 143 ComputeScore: Raw -24962.994686 + Penalty 282.952771 = -24680.041916 Iteration 3F: 3 clusters Score -24680.04 nChanged 138 ComputeScore: Raw -25034.534789 + Penalty 282.952771 = -24751.582018 Iteration 4F: 3 clusters Score -24751.58 nChanged 121 ComputeScore: Raw -25101.806326 + Penalty 282.952771 = -24818.853556 Iteration 5Q: 3 clusters Score -24818.85 nChanged 117 ComputeScore: Raw -25164.199410 + Penalty 282.952771 = -24881.246640 Iteration 6Q: 3 clusters Score -24881.25 nChanged 115 ComputeScore: Raw -25223.094568 + Penalty 282.952771 = -24940.141797 Iteration 7Q: 3 clusters Score -24940.14 nChanged 104 ComputeScore: Raw -25279.029621 + Penalty 282.952771 = -24996.076850 Iteration 8Q: 3 clusters Score -24996.08 nChanged 100 ComputeScore: Raw -25321.592609 + Penalty 282.952771 = -25038.639839 Iteration 9Q: 3 clusters Score -25038.64 nChanged 65 ComputeScore: Raw -25349.573186 + Penalty 282.952771 = -25066.620416 Iteration 10Q: 3 clusters Score -25066.62 nChanged 56 ComputeScore: Raw -25366.587220 + Penalty 282.952771 = -25083.634449 Iteration 11Q: 3 clusters Score -25083.63 nChanged 37 ComputeScore: Raw -25373.132067 + Penalty 282.952771 = -25090.179297 Iteration 12Q: 3 clusters Score -25090.18 nChanged 20 ComputeScore: Raw -25375.446928 + Penalty 282.952771 = -25092.494158 Iteration 13Q: 3 clusters Score -25092.49 nChanged 17 ComputeScore: Raw -25376.779598 + Penalty 282.952771 = -25093.826828 Iteration 14Q: 3 clusters Score -25093.83 nChanged 8 ComputeScore: Raw -25377.582815 + Penalty 282.952771 = -25094.630045 Iteration 15Q: 3 clusters Score -25094.63 nChanged 8 ComputeScore: Raw -25378.770882 + Penalty 282.952771 = -25095.818112 Iteration 16Q: 3 clusters Score -25095.82 nChanged 10 ComputeScore: Raw -25379.548470 + Penalty 282.952771 = -25096.595700 Iteration 17Q: 3 clusters Score -25096.6 nChanged 5 ComputeScore: Raw -25380.082226 + Penalty 282.952771 = -25097.129456 Iteration 18Q: 3 clusters Score -25097.13 nChanged 6 ComputeScore: Raw -25380.883290 + Penalty 282.952771 = -25097.930519 Iteration 19Q: 3 clusters Score -25097.93 nChanged 10 ComputeScore: Raw -25383.082707 + Penalty 282.952771 = -25100.129936 Iteration 20F: 3 clusters Score -25100.13 nChanged 11 ComputeScore: Raw -25385.098878 + Penalty 282.952771 = -25102.146108 Iteration 21Q: 3 clusters Score -25102.15 nChanged 9 ComputeScore: Raw -25386.256427 + Penalty 282.952771 = -25103.303656 Iteration 22Q: 3 clusters Score -25103.3 nChanged 11 ComputeScore: Raw -25388.269969 + Penalty 282.952771 = -25105.317199 Iteration 23Q: 3 clusters Score -25105.32 nChanged 16 ComputeScore: Raw -25392.276718 + Penalty 282.952771 = -25109.323948 Iteration 24Q: 3 clusters Score -25109.32 nChanged 17 ComputeScore: Raw -25397.082622 + Penalty 282.952771 = -25114.129852 Iteration 25Q: 3 clusters Score -25114.13 nChanged 20 ComputeScore: Raw -25403.848697 + Penalty 282.952771 = -25120.895926 Iteration 26Q: 3 clusters Score -25120.9 nChanged 23 ComputeScore: Raw -25409.522060 + Penalty 282.952771 = -25126.569290 Iteration 27Q: 3 clusters Score -25126.57 nChanged 26 ComputeScore: Raw -25415.589730 + Penalty 282.952771 = -25132.636959 Iteration 28Q: 3 clusters Score -25132.64 nChanged 28 ComputeScore: Raw -25427.180293 + Penalty 282.952771 = -25144.227523 Iteration 29Q: 3 clusters Score -25144.23 nChanged 38 ComputeScore: Raw -25451.190397 + Penalty 282.952771 = -25168.237626 Iteration 30Q: 3 clusters Score -25168.24 nChanged 46 ComputeScore: Raw -25475.951623 + Penalty 282.952771 = -25192.998853 Iteration 31Q: 3 clusters Score -25193 nChanged 40 ComputeScore: Raw -25499.588308 + Penalty 282.952771 = -25216.635537 Iteration 32Q: 3 clusters Score -25216.64 nChanged 41 ComputeScore: Raw -25518.451376 + Penalty 282.952771 = -25235.498605 Iteration 33Q: 3 clusters Score -25235.5 nChanged 33 ComputeScore: Raw -25535.028590 + Penalty 282.952771 = -25252.075819 Iteration 34Q: 3 clusters Score -25252.08 nChanged 37 ComputeScore: Raw -25555.609252 + Penalty 282.952771 = -25272.656481 Iteration 35Q: 3 clusters Score -25272.66 nChanged 40 ComputeScore: Raw -25576.462329 + Penalty 282.952771 = -25293.509558 Iteration 36Q: 3 clusters Score -25293.51 nChanged 37 ComputeScore: Raw -25595.726261 + Penalty 282.952771 = -25312.773491 Iteration 37Q: 3 clusters Score -25312.77 nChanged 37 ComputeScore: Raw -25614.651608 + Penalty 282.952771 = -25331.698837 Iteration 38Q: 3 clusters Score -25331.7 nChanged 35 ComputeScore: Raw -25630.414421 + Penalty 282.952771 = -25347.461650 Iteration 39Q: 3 clusters Score -25347.46 nChanged 49 ComputeScore: Raw -25658.758733 + Penalty 282.952771 = -25375.805962 Iteration 40F: 3 clusters Score -25375.81 nChanged 54 ComputeScore: Raw -25689.205042 + Penalty 282.952771 = -25406.252271 Iteration 41Q: 3 clusters Score -25406.25 nChanged 46 ComputeScore: Raw -25713.411911 + Penalty 282.952771 = -25430.459140 Iteration 42Q: 3 clusters Score -25430.46 nChanged 36 ComputeScore: Raw -25731.193341 + Penalty 282.952771 = -25448.240571 Iteration 43Q: 3 clusters Score -25448.24 nChanged 36 ComputeScore: Raw -25748.707916 + Penalty 282.952771 = -25465.755146 Iteration 44Q: 3 clusters Score -25465.76 nChanged 28 ComputeScore: Raw -25758.397172 + Penalty 282.952771 = -25475.444402 Iteration 45Q: 3 clusters Score -25475.44 nChanged 18 ComputeScore: Raw -25761.151280 + Penalty 282.952771 = -25478.198510 Iteration 46Q: 3 clusters Score -25478.2 nChanged 6 ComputeScore: Raw -25762.351798 + Penalty 282.952771 = -25479.399027 Iteration 47Q: 3 clusters Score -25479.4 nChanged 7 ComputeScore: Raw -25763.296319 + Penalty 282.952771 = -25480.343548 Iteration 48Q: 3 clusters Score -25480.34 nChanged 4 ComputeScore: Raw -25763.635428 + Penalty 282.952771 = -25480.682657 Iteration 49Q: 3 clusters Score -25480.68 nChanged 5 ComputeScore: Raw -25763.934670 + Penalty 282.952771 = -25480.981899 Iteration 50Q: 3 clusters Score -25480.98 nChanged 5 ComputeScore: Raw -25764.359444 + Penalty 282.952771 = -25481.406673 Iteration 51Q: 3 clusters Score -25481.41 nChanged 3 ComputeScore: Raw -25764.862283 + Penalty 282.952771 = -25481.909513 Iteration 52Q: 3 clusters Score -25481.91 nChanged 2 ComputeScore: Raw -25764.934405 + Penalty 282.952771 = -25481.981635 Iteration 53Q: 3 clusters Score -25481.98 nChanged 1 ComputeScore: Raw -25764.959455 + Penalty 282.952771 = -25482.006684 Iteration 54Q: 3 clusters Score -25482.01 nChanged 0 ComputeScore: Raw -25764.959455 + Penalty 282.952771 = -25482.006684 Iteration 55F: 3 clusters Score -25482.01 nChanged 0 Trying to split cluster 6 (5548 points) Assigned 2 initial classes randomly. ComputeScore: Raw -50457.129049 + Penalty 155.181470 = -50301.947579 Iteration 0F: 2 clusters Score -50301.95 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -46881.461090 + Penalty 310.362940 = -46571.098150 Iteration 0F: 3 clusters Score -46571.1 nChanged 2633 ComputeScore: Raw -48338.327300 + Penalty 310.362940 = -48027.964360 Iteration 1F: 3 clusters Score -48027.96 nChanged 257 ComputeScore: Raw -48416.044270 + Penalty 310.362940 = -48105.681330 Iteration 2Q: 3 clusters Score -48105.68 nChanged 241 ComputeScore: Raw -48497.370382 + Penalty 310.362940 = -48187.007442 Iteration 3Q: 3 clusters Score -48187.01 nChanged 282 ComputeScore: Raw -48626.173515 + Penalty 310.362940 = -48315.810575 Iteration 4F: 3 clusters Score -48315.81 nChanged 326 ComputeScore: Raw -48779.924877 + Penalty 310.362940 = -48469.561937 Iteration 5F: 3 clusters Score -48469.56 nChanged 305 ComputeScore: Raw -48936.965925 + Penalty 310.362940 = -48626.602985 Iteration 6F: 3 clusters Score -48626.6 nChanged 259 ComputeScore: Raw -49074.720402 + Penalty 310.362940 = -48764.357462 Iteration 7Q: 3 clusters Score -48764.36 nChanged 233 ComputeScore: Raw -49189.771004 + Penalty 310.362940 = -48879.408064 Iteration 8Q: 3 clusters Score -48879.41 nChanged 206 ComputeScore: Raw -49299.641347 + Penalty 310.362940 = -48989.278406 Iteration 9Q: 3 clusters Score -48989.28 nChanged 208 ComputeScore: Raw -49403.936088 + Penalty 310.362940 = -49093.573148 Iteration 10Q: 3 clusters Score -49093.57 nChanged 226 ComputeScore: Raw -49515.445195 + Penalty 310.362940 = -49205.082255 Iteration 11Q: 3 clusters Score -49205.08 nChanged 243 ComputeScore: Raw -49643.547632 + Penalty 310.362940 = -49333.184692 Iteration 12Q: 3 clusters Score -49333.18 nChanged 240 ComputeScore: Raw -49772.757467 + Penalty 310.362940 = -49462.394527 Iteration 13Q: 3 clusters Score -49462.39 nChanged 215 ComputeScore: Raw -49874.520176 + Penalty 310.362940 = -49564.157236 Iteration 14Q: 3 clusters Score -49564.16 nChanged 215 ComputeScore: Raw -49979.277894 + Penalty 310.362940 = -49668.914954 Iteration 15Q: 3 clusters Score -49668.91 nChanged 187 ComputeScore: Raw -50082.324293 + Penalty 310.362940 = -49771.961353 Iteration 16Q: 3 clusters Score -49771.96 nChanged 179 ComputeScore: Raw -50187.972385 + Penalty 310.362940 = -49877.609445 Iteration 17Q: 3 clusters Score -49877.61 nChanged 154 ComputeScore: Raw -50267.445581 + Penalty 310.362940 = -49957.082641 Iteration 18Q: 3 clusters Score -49957.08 nChanged 113 ComputeScore: Raw -50332.348326 + Penalty 310.362940 = -50021.985386 Iteration 19Q: 3 clusters Score -50021.99 nChanged 90 ComputeScore: Raw -50381.685503 + Penalty 310.362940 = -50071.322562 Iteration 20F: 3 clusters Score -50071.32 nChanged 67 ComputeScore: Raw -50415.958643 + Penalty 310.362940 = -50105.595703 Iteration 21Q: 3 clusters Score -50105.6 nChanged 44 ComputeScore: Raw -50436.840044 + Penalty 310.362940 = -50126.477104 Iteration 22Q: 3 clusters Score -50126.48 nChanged 31 ComputeScore: Raw -50448.827713 + Penalty 310.362940 = -50138.464772 Iteration 23Q: 3 clusters Score -50138.46 nChanged 21 ComputeScore: Raw -50455.567249 + Penalty 310.362940 = -50145.204308 Iteration 24Q: 3 clusters Score -50145.2 nChanged 15 ComputeScore: Raw -50461.318272 + Penalty 310.362940 = -50150.955332 Iteration 25Q: 3 clusters Score -50150.96 nChanged 16 ComputeScore: Raw -50466.818587 + Penalty 310.362940 = -50156.455647 Iteration 26Q: 3 clusters Score -50156.46 nChanged 16 ComputeScore: Raw -50472.783728 + Penalty 310.362940 = -50162.420787 Iteration 27Q: 3 clusters Score -50162.42 nChanged 11 ComputeScore: Raw -50476.558352 + Penalty 310.362940 = -50166.195412 Iteration 28Q: 3 clusters Score -50166.2 nChanged 8 ComputeScore: Raw -50479.491257 + Penalty 310.362940 = -50169.128317 Iteration 29Q: 3 clusters Score -50169.13 nChanged 7 ComputeScore: Raw -50482.610437 + Penalty 310.362940 = -50172.247497 Iteration 30Q: 3 clusters Score -50172.25 nChanged 6 ComputeScore: Raw -50484.754705 + Penalty 310.362940 = -50174.391765 Iteration 31Q: 3 clusters Score -50174.39 nChanged 2 ComputeScore: Raw -50485.719811 + Penalty 310.362940 = -50175.356870 Iteration 32Q: 3 clusters Score -50175.36 nChanged 3 ComputeScore: Raw -50487.252225 + Penalty 310.362940 = -50176.889284 Iteration 33Q: 3 clusters Score -50176.89 nChanged 4 ComputeScore: Raw -50488.508223 + Penalty 310.362940 = -50178.145283 Iteration 34Q: 3 clusters Score -50178.15 nChanged 1 ComputeScore: Raw -50488.631178 + Penalty 310.362940 = -50178.268238 Iteration 35Q: 3 clusters Score -50178.27 nChanged 2 ComputeScore: Raw -50489.156162 + Penalty 310.362940 = -50178.793222 Iteration 36Q: 3 clusters Score -50178.79 nChanged 2 ComputeScore: Raw -50489.578341 + Penalty 310.362940 = -50179.215401 Iteration 37Q: 3 clusters Score -50179.22 nChanged 2 ComputeScore: Raw -50490.110806 + Penalty 310.362940 = -50179.747866 Iteration 38Q: 3 clusters Score -50179.75 nChanged 1 ComputeScore: Raw -50490.487429 + Penalty 310.362940 = -50180.124489 Iteration 39Q: 3 clusters Score -50180.12 nChanged 1 ComputeScore: Raw -50490.795974 + Penalty 310.362940 = -50180.433034 Iteration 40F: 3 clusters Score -50180.43 nChanged 0 Trying to split cluster 7 (15325 points) Assigned 2 initial classes randomly. ComputeScore: Raw -125440.090447 + Penalty 173.470334 = -125266.620113 Iteration 0F: 2 clusters Score -125266.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -115262.447492 + Penalty 346.940667 = -114915.506824 Iteration 0F: 3 clusters Score -114915.5 nChanged 7451 ComputeScore: Raw -119840.361106 + Penalty 346.940667 = -119493.420439 Iteration 1F: 3 clusters Score -119493.4 nChanged 1020 ComputeScore: Raw -120339.150688 + Penalty 346.940667 = -119992.210021 Iteration 2F: 3 clusters Score -119992.2 nChanged 1133 ComputeScore: Raw -120968.028554 + Penalty 346.940667 = -120621.087887 Iteration 3F: 3 clusters Score -120621.1 nChanged 1068 ComputeScore: Raw -121620.035467 + Penalty 346.940667 = -121273.094799 Iteration 4F: 3 clusters Score -121273.1 nChanged 1027 ComputeScore: Raw -122364.560751 + Penalty 346.940667 = -122017.620084 Iteration 5F: 3 clusters Score -122017.6 nChanged 966 ComputeScore: Raw -123128.739137 + Penalty 346.940667 = -122781.798470 Iteration 6F: 3 clusters Score -122781.8 nChanged 828 ComputeScore: Raw -123862.565946 + Penalty 346.940667 = -123515.625278 Iteration 7F: 3 clusters Score -123515.6 nChanged 672 ComputeScore: Raw -124458.677138 + Penalty 346.940667 = -124111.736470 Iteration 8Q: 3 clusters Score -124111.7 nChanged 454 ComputeScore: Raw -124861.241336 + Penalty 346.940667 = -124514.300668 Iteration 9Q: 3 clusters Score -124514.3 nChanged 292 ComputeScore: Raw -125110.572504 + Penalty 346.940667 = -124763.631836 Iteration 10Q: 3 clusters Score -124763.6 nChanged 179 ComputeScore: Raw -125264.801335 + Penalty 346.940667 = -124917.860667 Iteration 11Q: 3 clusters Score -124917.9 nChanged 109 ComputeScore: Raw -125359.366004 + Penalty 346.940667 = -125012.425336 Iteration 12Q: 3 clusters Score -125012.4 nChanged 56 ComputeScore: Raw -125402.525708 + Penalty 346.940667 = -125055.585041 Iteration 13Q: 3 clusters Score -125055.6 nChanged 33 ComputeScore: Raw -125427.228546 + Penalty 346.940667 = -125080.287879 Iteration 14Q: 3 clusters Score -125080.3 nChanged 19 ComputeScore: Raw -125434.935617 + Penalty 346.940667 = -125087.994950 Iteration 15Q: 3 clusters Score -125088 nChanged 10 ComputeScore: Raw -125441.765346 + Penalty 346.940667 = -125094.824678 Iteration 16Q: 3 clusters Score -125094.8 nChanged 12 ComputeScore: Raw -125446.549303 + Penalty 346.940667 = -125099.608635 Iteration 17Q: 3 clusters Score -125099.6 nChanged 12 ComputeScore: Raw -125452.649467 + Penalty 346.940667 = -125105.708799 Iteration 18Q: 3 clusters Score -125105.7 nChanged 8 ComputeScore: Raw -125456.625768 + Penalty 346.940667 = -125109.685101 Iteration 19Q: 3 clusters Score -125109.7 nChanged 6 ComputeScore: Raw -125461.878465 + Penalty 346.940667 = -125114.937798 Iteration 20F: 3 clusters Score -125114.9 nChanged 7 ComputeScore: Raw -125467.909083 + Penalty 346.940667 = -125120.968415 Iteration 21Q: 3 clusters Score -125121 nChanged 2 ComputeScore: Raw -125469.887307 + Penalty 346.940667 = -125122.946640 Iteration 22Q: 3 clusters Score -125122.9 nChanged 2 ComputeScore: Raw -125472.315182 + Penalty 346.940667 = -125125.374515 Iteration 23Q: 3 clusters Score -125125.4 nChanged 3 ComputeScore: Raw -125474.580960 + Penalty 346.940667 = -125127.640292 Iteration 24Q: 3 clusters Score -125127.6 nChanged 5 ComputeScore: Raw -125481.068093 + Penalty 346.940667 = -125134.127426 Iteration 25Q: 3 clusters Score -125134.1 nChanged 4 ComputeScore: Raw -125491.286831 + Penalty 346.940667 = -125144.346164 Iteration 26Q: 3 clusters Score -125144.3 nChanged 3 ComputeScore: Raw -125495.157174 + Penalty 346.940667 = -125148.216507 Iteration 27Q: 3 clusters Score -125148.2 nChanged 2 ComputeScore: Raw -125495.650349 + Penalty 346.940667 = -125148.709681 Iteration 28Q: 3 clusters Score -125148.7 nChanged 0 ComputeScore: Raw -125495.650349 + Penalty 346.940667 = -125148.709681 Iteration 29F: 3 clusters Score -125148.7 nChanged 0 Trying to split cluster 8 (2756 points) Assigned 2 initial classes randomly. ComputeScore: Raw -29143.680984 + Penalty 142.587641 = -29001.093342 Iteration 0F: 2 clusters Score -29001.09 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27456.158290 + Penalty 285.175283 = -27170.983007 Iteration 0F: 3 clusters Score -27170.98 nChanged 1266 ComputeScore: Raw -28315.653835 + Penalty 285.175283 = -28030.478552 Iteration 1F: 3 clusters Score -28030.48 nChanged 196 ComputeScore: Raw -28519.313519 + Penalty 285.175283 = -28234.138237 Iteration 2F: 3 clusters Score -28234.14 nChanged 187 ComputeScore: Raw -28672.681674 + Penalty 285.175283 = -28387.506391 Iteration 3F: 3 clusters Score -28387.51 nChanged 143 ComputeScore: Raw -28762.959730 + Penalty 285.175283 = -28477.784447 Iteration 4F: 3 clusters Score -28477.78 nChanged 102 ComputeScore: Raw -28813.021836 + Penalty 285.175283 = -28527.846553 Iteration 5Q: 3 clusters Score -28527.85 nChanged 71 ComputeScore: Raw -28848.483404 + Penalty 285.175283 = -28563.308121 Iteration 6Q: 3 clusters Score -28563.31 nChanged 63 ComputeScore: Raw -28881.702599 + Penalty 285.175283 = -28596.527316 Iteration 7Q: 3 clusters Score -28596.53 nChanged 58 ComputeScore: Raw -28916.335111 + Penalty 285.175283 = -28631.159828 Iteration 8Q: 3 clusters Score -28631.16 nChanged 58 ComputeScore: Raw -28944.082964 + Penalty 285.175283 = -28658.907681 Iteration 9Q: 3 clusters Score -28658.91 nChanged 48 ComputeScore: Raw -28971.708896 + Penalty 285.175283 = -28686.533613 Iteration 10Q: 3 clusters Score -28686.53 nChanged 45 ComputeScore: Raw -28994.223115 + Penalty 285.175283 = -28709.047832 Iteration 11Q: 3 clusters Score -28709.05 nChanged 40 ComputeScore: Raw -29010.901068 + Penalty 285.175283 = -28725.725785 Iteration 12Q: 3 clusters Score -28725.73 nChanged 43 ComputeScore: Raw -29028.034024 + Penalty 285.175283 = -28742.858741 Iteration 13Q: 3 clusters Score -28742.86 nChanged 37 ComputeScore: Raw -29040.887531 + Penalty 285.175283 = -28755.712248 Iteration 14Q: 3 clusters Score -28755.71 nChanged 25 ComputeScore: Raw -29047.371899 + Penalty 285.175283 = -28762.196617 Iteration 15Q: 3 clusters Score -28762.2 nChanged 19 ComputeScore: Raw -29052.116051 + Penalty 285.175283 = -28766.940768 Iteration 16Q: 3 clusters Score -28766.94 nChanged 20 ComputeScore: Raw -29055.546726 + Penalty 285.175283 = -28770.371443 Iteration 17Q: 3 clusters Score -28770.37 nChanged 9 ComputeScore: Raw -29057.253776 + Penalty 285.175283 = -28772.078493 Iteration 18Q: 3 clusters Score -28772.08 nChanged 10 ComputeScore: Raw -29058.900817 + Penalty 285.175283 = -28773.725534 Iteration 19Q: 3 clusters Score -28773.73 nChanged 11 ComputeScore: Raw -29060.802247 + Penalty 285.175283 = -28775.626964 Iteration 20F: 3 clusters Score -28775.63 nChanged 11 ComputeScore: Raw -29062.464418 + Penalty 285.175283 = -28777.289135 Iteration 21Q: 3 clusters Score -28777.29 nChanged 7 ComputeScore: Raw -29063.153206 + Penalty 285.175283 = -28777.977924 Iteration 22Q: 3 clusters Score -28777.98 nChanged 5 ComputeScore: Raw -29063.586492 + Penalty 285.175283 = -28778.411209 Iteration 23Q: 3 clusters Score -28778.41 nChanged 7 ComputeScore: Raw -29064.305507 + Penalty 285.175283 = -28779.130224 Iteration 24Q: 3 clusters Score -28779.13 nChanged 5 ComputeScore: Raw -29064.590596 + Penalty 285.175283 = -28779.415313 Iteration 25Q: 3 clusters Score -28779.42 nChanged 2 ComputeScore: Raw -29064.690352 + Penalty 285.175283 = -28779.515069 Iteration 26Q: 3 clusters Score -28779.52 nChanged 2 ComputeScore: Raw -29064.808081 + Penalty 285.175283 = -28779.632799 Iteration 27Q: 3 clusters Score -28779.63 nChanged 1 ComputeScore: Raw -29064.841910 + Penalty 285.175283 = -28779.666627 Iteration 28Q: 3 clusters Score -28779.67 nChanged 0 ComputeScore: Raw -29064.841910 + Penalty 285.175283 = -28779.666627 Iteration 29F: 3 clusters Score -28779.67 nChanged 0 Trying to split cluster 9 (727 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9578.696475 + Penalty 118.600677 = -9460.095798 Iteration 0F: 2 clusters Score -9460.096 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9209.079376 + Penalty 237.201353 = -8971.878023 Iteration 0F: 3 clusters Score -8971.878 nChanged 287 ComputeScore: Raw -9377.068590 + Penalty 237.201353 = -9139.867237 Iteration 1F: 3 clusters Score -9139.867 nChanged 51 ComputeScore: Raw -9424.875276 + Penalty 237.201353 = -9187.673923 Iteration 2F: 3 clusters Score -9187.674 nChanged 47 ComputeScore: Raw -9464.841524 + Penalty 237.201353 = -9227.640171 Iteration 3F: 3 clusters Score -9227.64 nChanged 36 ComputeScore: Raw -9496.528528 + Penalty 237.201353 = -9259.327175 Iteration 4Q: 3 clusters Score -9259.327 nChanged 25 ComputeScore: Raw -9518.002844 + Penalty 237.201353 = -9280.801491 Iteration 5Q: 3 clusters Score -9280.801 nChanged 23 ComputeScore: Raw -9535.885264 + Penalty 237.201353 = -9298.683911 Iteration 6Q: 3 clusters Score -9298.684 nChanged 18 ComputeScore: Raw -9543.420663 + Penalty 237.201353 = -9306.219310 Iteration 7Q: 3 clusters Score -9306.219 nChanged 9 ComputeScore: Raw -9547.517680 + Penalty 237.201353 = -9310.316327 Iteration 8Q: 3 clusters Score -9310.316 nChanged 5 ComputeScore: Raw -9549.504197 + Penalty 237.201353 = -9312.302843 Iteration 9Q: 3 clusters Score -9312.303 nChanged 4 ComputeScore: Raw -9550.083579 + Penalty 237.201353 = -9312.882226 Iteration 10Q: 3 clusters Score -9312.882 nChanged 0 ComputeScore: Raw -9550.083579 + Penalty 237.201353 = -9312.882226 Iteration 11F: 3 clusters Score -9312.882 nChanged 0 Trying to split cluster 10 (1225 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9259.406786 + Penalty 127.992530 = -9131.414256 Iteration 0F: 2 clusters Score -9131.414 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8539.514763 + Penalty 255.985060 = -8283.529703 Iteration 0F: 3 clusters Score -8283.53 nChanged 528 ComputeScore: Raw -8882.221457 + Penalty 255.985060 = -8626.236397 Iteration 1F: 3 clusters Score -8626.236 nChanged 69 ComputeScore: Raw -8920.947712 + Penalty 255.985060 = -8664.962651 Iteration 2F: 3 clusters Score -8664.963 nChanged 62 ComputeScore: Raw -8954.988486 + Penalty 255.985060 = -8699.003425 Iteration 3F: 3 clusters Score -8699.003 nChanged 56 ComputeScore: Raw -8990.786352 + Penalty 255.985060 = -8734.801291 Iteration 4Q: 3 clusters Score -8734.801 nChanged 56 ComputeScore: Raw -9031.249738 + Penalty 255.985060 = -8775.264677 Iteration 5Q: 3 clusters Score -8775.265 nChanged 57 ComputeScore: Raw -9069.067662 + Penalty 255.985060 = -8813.082602 Iteration 6Q: 3 clusters Score -8813.083 nChanged 63 ComputeScore: Raw -9113.171784 + Penalty 255.985060 = -8857.186724 Iteration 7F: 3 clusters Score -8857.187 nChanged 69 ComputeScore: Raw -9171.560653 + Penalty 255.985060 = -8915.575593 Iteration 8F: 3 clusters Score -8915.576 nChanged 62 ComputeScore: Raw -9212.747362 + Penalty 255.985060 = -8956.762302 Iteration 9F: 3 clusters Score -8956.762 nChanged 41 ComputeScore: Raw -9236.569201 + Penalty 255.985060 = -8980.584141 Iteration 10Q: 3 clusters Score -8980.584 nChanged 36 ComputeScore: Raw -9253.291790 + Penalty 255.985060 = -8997.306729 Iteration 11Q: 3 clusters Score -8997.307 nChanged 26 ComputeScore: Raw -9266.162432 + Penalty 255.985060 = -9010.177372 Iteration 12Q: 3 clusters Score -9010.177 nChanged 29 ComputeScore: Raw -9285.015098 + Penalty 255.985060 = -9029.030038 Iteration 13Q: 3 clusters Score -9029.03 nChanged 26 ComputeScore: Raw -9306.315997 + Penalty 255.985060 = -9050.330937 Iteration 14Q: 3 clusters Score -9050.331 nChanged 27 ComputeScore: Raw -9327.072692 + Penalty 255.985060 = -9071.087632 Iteration 15Q: 3 clusters Score -9071.088 nChanged 19 ComputeScore: Raw -9341.698130 + Penalty 255.985060 = -9085.713069 Iteration 16Q: 3 clusters Score -9085.713 nChanged 14 ComputeScore: Raw -9353.739652 + Penalty 255.985060 = -9097.754592 Iteration 17Q: 3 clusters Score -9097.755 nChanged 13 ComputeScore: Raw -9362.004171 + Penalty 255.985060 = -9106.019111 Iteration 18Q: 3 clusters Score -9106.019 nChanged 11 ComputeScore: Raw -9364.691851 + Penalty 255.985060 = -9108.706791 Iteration 19Q: 3 clusters Score -9108.707 nChanged 7 ComputeScore: Raw -9365.421652 + Penalty 255.985060 = -9109.436592 Iteration 20F: 3 clusters Score -9109.437 nChanged 3 ComputeScore: Raw -9365.734939 + Penalty 255.985060 = -9109.749879 Iteration 21Q: 3 clusters Score -9109.75 nChanged 0 ComputeScore: Raw -9365.734939 + Penalty 255.985060 = -9109.749879 Iteration 22F: 3 clusters Score -9109.75 nChanged 0 Trying to split cluster 11 (3509 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32961.373022 + Penalty 146.935555 = -32814.437467 Iteration 0F: 2 clusters Score -32814.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30754.097720 + Penalty 293.871110 = -30460.226610 Iteration 0F: 3 clusters Score -30460.23 nChanged 1628 ComputeScore: Raw -31735.916827 + Penalty 293.871110 = -31442.045717 Iteration 1F: 3 clusters Score -31442.05 nChanged 234 ComputeScore: Raw -31878.412812 + Penalty 293.871110 = -31584.541702 Iteration 2F: 3 clusters Score -31584.54 nChanged 216 ComputeScore: Raw -32019.573598 + Penalty 293.871110 = -31725.702489 Iteration 3F: 3 clusters Score -31725.7 nChanged 221 ComputeScore: Raw -32182.130850 + Penalty 293.871110 = -31888.259741 Iteration 4F: 3 clusters Score -31888.26 nChanged 203 ComputeScore: Raw -32383.346538 + Penalty 293.871110 = -32089.475428 Iteration 5F: 3 clusters Score -32089.48 nChanged 191 ComputeScore: Raw -32535.109237 + Penalty 293.871110 = -32241.238128 Iteration 6F: 3 clusters Score -32241.24 nChanged 112 ComputeScore: Raw -32590.606033 + Penalty 293.871110 = -32296.734924 Iteration 7Q: 3 clusters Score -32296.73 nChanged 76 ComputeScore: Raw -32628.931527 + Penalty 293.871110 = -32335.060417 Iteration 8Q: 3 clusters Score -32335.06 nChanged 67 ComputeScore: Raw -32657.880984 + Penalty 293.871110 = -32364.009875 Iteration 9Q: 3 clusters Score -32364.01 nChanged 68 ComputeScore: Raw -32683.102907 + Penalty 293.871110 = -32389.231798 Iteration 10Q: 3 clusters Score -32389.23 nChanged 59 ComputeScore: Raw -32703.992391 + Penalty 293.871110 = -32410.121281 Iteration 11Q: 3 clusters Score -32410.12 nChanged 43 ComputeScore: Raw -32714.289702 + Penalty 293.871110 = -32420.418593 Iteration 12Q: 3 clusters Score -32420.42 nChanged 39 ComputeScore: Raw -32724.214127 + Penalty 293.871110 = -32430.343018 Iteration 13Q: 3 clusters Score -32430.34 nChanged 26 ComputeScore: Raw -32729.008336 + Penalty 293.871110 = -32435.137227 Iteration 14Q: 3 clusters Score -32435.14 nChanged 18 ComputeScore: Raw -32732.794742 + Penalty 293.871110 = -32438.923633 Iteration 15Q: 3 clusters Score -32438.92 nChanged 20 ComputeScore: Raw -32737.921748 + Penalty 293.871110 = -32444.050639 Iteration 16Q: 3 clusters Score -32444.05 nChanged 25 ComputeScore: Raw -32745.561446 + Penalty 293.871110 = -32451.690336 Iteration 17Q: 3 clusters Score -32451.69 nChanged 20 ComputeScore: Raw -32753.072754 + Penalty 293.871110 = -32459.201644 Iteration 18Q: 3 clusters Score -32459.2 nChanged 34 ComputeScore: Raw -32764.980635 + Penalty 293.871110 = -32471.109525 Iteration 19Q: 3 clusters Score -32471.11 nChanged 26 ComputeScore: Raw -32776.393936 + Penalty 293.871110 = -32482.522826 Iteration 20F: 3 clusters Score -32482.52 nChanged 35 ComputeScore: Raw -32796.743032 + Penalty 293.871110 = -32502.871923 Iteration 21Q: 3 clusters Score -32502.87 nChanged 36 ComputeScore: Raw -32816.359238 + Penalty 293.871110 = -32522.488128 Iteration 22Q: 3 clusters Score -32522.49 nChanged 42 ComputeScore: Raw -32837.343262 + Penalty 293.871110 = -32543.472152 Iteration 23Q: 3 clusters Score -32543.47 nChanged 34 ComputeScore: Raw -32852.084098 + Penalty 293.871110 = -32558.212989 Iteration 24Q: 3 clusters Score -32558.21 nChanged 38 ComputeScore: Raw -32863.036717 + Penalty 293.871110 = -32569.165608 Iteration 25Q: 3 clusters Score -32569.17 nChanged 34 ComputeScore: Raw -32874.662080 + Penalty 293.871110 = -32580.790971 Iteration 26Q: 3 clusters Score -32580.79 nChanged 30 ComputeScore: Raw -32882.822453 + Penalty 293.871110 = -32588.951343 Iteration 27Q: 3 clusters Score -32588.95 nChanged 25 ComputeScore: Raw -32887.647461 + Penalty 293.871110 = -32593.776351 Iteration 28Q: 3 clusters Score -32593.78 nChanged 15 ComputeScore: Raw -32889.750057 + Penalty 293.871110 = -32595.878947 Iteration 29Q: 3 clusters Score -32595.88 nChanged 16 ComputeScore: Raw -32892.760315 + Penalty 293.871110 = -32598.889205 Iteration 30Q: 3 clusters Score -32598.89 nChanged 23 ComputeScore: Raw -32897.158298 + Penalty 293.871110 = -32603.287189 Iteration 31Q: 3 clusters Score -32603.29 nChanged 15 ComputeScore: Raw -32899.562179 + Penalty 293.871110 = -32605.691070 Iteration 32Q: 3 clusters Score -32605.69 nChanged 14 ComputeScore: Raw -32901.409218 + Penalty 293.871110 = -32607.538108 Iteration 33Q: 3 clusters Score -32607.54 nChanged 10 ComputeScore: Raw -32902.601953 + Penalty 293.871110 = -32608.730843 Iteration 34Q: 3 clusters Score -32608.73 nChanged 13 ComputeScore: Raw -32904.202792 + Penalty 293.871110 = -32610.331682 Iteration 35Q: 3 clusters Score -32610.33 nChanged 11 ComputeScore: Raw -32905.497906 + Penalty 293.871110 = -32611.626797 Iteration 36Q: 3 clusters Score -32611.63 nChanged 15 ComputeScore: Raw -32906.956377 + Penalty 293.871110 = -32613.085268 Iteration 37Q: 3 clusters Score -32613.09 nChanged 9 ComputeScore: Raw -32907.889494 + Penalty 293.871110 = -32614.018385 Iteration 38Q: 3 clusters Score -32614.02 nChanged 9 ComputeScore: Raw -32909.346177 + Penalty 293.871110 = -32615.475068 Iteration 39Q: 3 clusters Score -32615.48 nChanged 6 ComputeScore: Raw -32910.293642 + Penalty 293.871110 = -32616.422533 Iteration 40F: 3 clusters Score -32616.42 nChanged 6 ComputeScore: Raw -32911.297629 + Penalty 293.871110 = -32617.426519 Iteration 41Q: 3 clusters Score -32617.43 nChanged 7 ComputeScore: Raw -32911.946838 + Penalty 293.871110 = -32618.075729 Iteration 42Q: 3 clusters Score -32618.08 nChanged 6 ComputeScore: Raw -32913.269397 + Penalty 293.871110 = -32619.398287 Iteration 43Q: 3 clusters Score -32619.4 nChanged 6 ComputeScore: Raw -32914.877172 + Penalty 293.871110 = -32621.006062 Iteration 44Q: 3 clusters Score -32621.01 nChanged 9 ComputeScore: Raw -32916.392810 + Penalty 293.871110 = -32622.521700 Iteration 45Q: 3 clusters Score -32622.52 nChanged 9 ComputeScore: Raw -32917.196944 + Penalty 293.871110 = -32623.325835 Iteration 46Q: 3 clusters Score -32623.33 nChanged 6 ComputeScore: Raw -32917.894638 + Penalty 293.871110 = -32624.023528 Iteration 47Q: 3 clusters Score -32624.02 nChanged 5 ComputeScore: Raw -32918.514268 + Penalty 293.871110 = -32624.643158 Iteration 48Q: 3 clusters Score -32624.64 nChanged 7 ComputeScore: Raw -32920.229965 + Penalty 293.871110 = -32626.358855 Iteration 49Q: 3 clusters Score -32626.36 nChanged 8 ComputeScore: Raw -32921.229985 + Penalty 293.871110 = -32627.358876 Iteration 50Q: 3 clusters Score -32627.36 nChanged 11 ComputeScore: Raw -32923.191787 + Penalty 293.871110 = -32629.320677 Iteration 51Q: 3 clusters Score -32629.32 nChanged 11 ComputeScore: Raw -32925.823165 + Penalty 293.871110 = -32631.952055 Iteration 52Q: 3 clusters Score -32631.95 nChanged 8 ComputeScore: Raw -32926.911369 + Penalty 293.871110 = -32633.040259 Iteration 53Q: 3 clusters Score -32633.04 nChanged 9 ComputeScore: Raw -32928.816638 + Penalty 293.871110 = -32634.945528 Iteration 54Q: 3 clusters Score -32634.95 nChanged 6 ComputeScore: Raw -32929.840907 + Penalty 293.871110 = -32635.969797 Iteration 55Q: 3 clusters Score -32635.97 nChanged 5 ComputeScore: Raw -32930.294735 + Penalty 293.871110 = -32636.423626 Iteration 56Q: 3 clusters Score -32636.42 nChanged 5 ComputeScore: Raw -32930.491917 + Penalty 293.871110 = -32636.620808 Iteration 57Q: 3 clusters Score -32636.62 nChanged 0 ComputeScore: Raw -32930.491917 + Penalty 293.871110 = -32636.620808 Iteration 58F: 3 clusters Score -32636.62 nChanged 0 Trying to split cluster 12 (5321 points) Assigned 2 initial classes randomly. ComputeScore: Raw -50926.072012 + Penalty 154.429498 = -50771.642515 Iteration 0F: 2 clusters Score -50771.64 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -47530.704793 + Penalty 308.858995 = -47221.845798 Iteration 0F: 3 clusters Score -47221.85 nChanged 2519 ComputeScore: Raw -49109.202943 + Penalty 308.858995 = -48800.343948 Iteration 1F: 3 clusters Score -48800.34 nChanged 309 ComputeScore: Raw -49217.658858 + Penalty 308.858995 = -48908.799862 Iteration 2F: 3 clusters Score -48908.8 nChanged 246 ComputeScore: Raw -49317.827752 + Penalty 308.858995 = -49008.968757 Iteration 3Q: 3 clusters Score -49008.97 nChanged 246 ComputeScore: Raw -49471.262835 + Penalty 308.858995 = -49162.403840 Iteration 4Q: 3 clusters Score -49162.4 nChanged 280 ComputeScore: Raw -49699.066945 + Penalty 308.858995 = -49390.207950 Iteration 5F: 3 clusters Score -49390.21 nChanged 313 ComputeScore: Raw -49930.106156 + Penalty 308.858995 = -49621.247161 Iteration 6F: 3 clusters Score -49621.25 nChanged 272 ComputeScore: Raw -50068.424115 + Penalty 308.858995 = -49759.565119 Iteration 7F: 3 clusters Score -49759.57 nChanged 187 ComputeScore: Raw -50130.146108 + Penalty 308.858995 = -49821.287113 Iteration 8Q: 3 clusters Score -49821.29 nChanged 116 ComputeScore: Raw -50162.810094 + Penalty 308.858995 = -49853.951099 Iteration 9Q: 3 clusters Score -49853.95 nChanged 99 ComputeScore: Raw -50193.074788 + Penalty 308.858995 = -49884.215792 Iteration 10Q: 3 clusters Score -49884.22 nChanged 89 ComputeScore: Raw -50216.663227 + Penalty 308.858995 = -49907.804232 Iteration 11Q: 3 clusters Score -49907.8 nChanged 83 ComputeScore: Raw -50238.367024 + Penalty 308.858995 = -49929.508029 Iteration 12Q: 3 clusters Score -49929.51 nChanged 79 ComputeScore: Raw -50260.365454 + Penalty 308.858995 = -49951.506459 Iteration 13Q: 3 clusters Score -49951.51 nChanged 98 ComputeScore: Raw -50290.598306 + Penalty 308.858995 = -49981.739311 Iteration 14Q: 3 clusters Score -49981.74 nChanged 94 ComputeScore: Raw -50319.752559 + Penalty 308.858995 = -50010.893564 Iteration 15Q: 3 clusters Score -50010.89 nChanged 81 ComputeScore: Raw -50347.653993 + Penalty 308.858995 = -50038.794997 Iteration 16Q: 3 clusters Score -50038.79 nChanged 82 ComputeScore: Raw -50379.299516 + Penalty 308.858995 = -50070.440521 Iteration 17Q: 3 clusters Score -50070.44 nChanged 85 ComputeScore: Raw -50410.341384 + Penalty 308.858995 = -50101.482389 Iteration 18Q: 3 clusters Score -50101.48 nChanged 77 ComputeScore: Raw -50441.330671 + Penalty 308.858995 = -50132.471675 Iteration 19Q: 3 clusters Score -50132.47 nChanged 86 ComputeScore: Raw -50478.981664 + Penalty 308.858995 = -50170.122669 Iteration 20F: 3 clusters Score -50170.12 nChanged 83 ComputeScore: Raw -50509.658736 + Penalty 308.858995 = -50200.799741 Iteration 21Q: 3 clusters Score -50200.8 nChanged 74 ComputeScore: Raw -50539.918220 + Penalty 308.858995 = -50231.059225 Iteration 22Q: 3 clusters Score -50231.06 nChanged 79 ComputeScore: Raw -50573.990752 + Penalty 308.858995 = -50265.131756 Iteration 23Q: 3 clusters Score -50265.13 nChanged 83 ComputeScore: Raw -50612.100795 + Penalty 308.858995 = -50303.241800 Iteration 24Q: 3 clusters Score -50303.24 nChanged 87 ComputeScore: Raw -50658.899698 + Penalty 308.858995 = -50350.040703 Iteration 25Q: 3 clusters Score -50350.04 nChanged 65 ComputeScore: Raw -50700.272573 + Penalty 308.858995 = -50391.413578 Iteration 26Q: 3 clusters Score -50391.41 nChanged 60 ComputeScore: Raw -50740.452048 + Penalty 308.858995 = -50431.593053 Iteration 27Q: 3 clusters Score -50431.59 nChanged 51 ComputeScore: Raw -50770.195378 + Penalty 308.858995 = -50461.336382 Iteration 28Q: 3 clusters Score -50461.34 nChanged 51 ComputeScore: Raw -50807.915717 + Penalty 308.858995 = -50499.056721 Iteration 29Q: 3 clusters Score -50499.06 nChanged 45 ComputeScore: Raw -50844.378741 + Penalty 308.858995 = -50535.519746 Iteration 30Q: 3 clusters Score -50535.52 nChanged 37 ComputeScore: Raw -50879.261696 + Penalty 308.858995 = -50570.402700 Iteration 31Q: 3 clusters Score -50570.4 nChanged 31 ComputeScore: Raw -50903.703332 + Penalty 308.858995 = -50594.844337 Iteration 32Q: 3 clusters Score -50594.84 nChanged 16 ComputeScore: Raw -50917.771670 + Penalty 308.858995 = -50608.912675 Iteration 33Q: 3 clusters Score -50608.91 nChanged 12 ComputeScore: Raw -50924.035743 + Penalty 308.858995 = -50615.176748 Iteration 34Q: 3 clusters Score -50615.18 nChanged 7 ComputeScore: Raw -50928.197081 + Penalty 308.858995 = -50619.338086 Iteration 35Q: 3 clusters Score -50619.34 nChanged 5 ComputeScore: Raw -50932.337867 + Penalty 308.858995 = -50623.478871 Iteration 36Q: 3 clusters Score -50623.48 nChanged 3 ComputeScore: Raw -50934.297841 + Penalty 308.858995 = -50625.438845 Iteration 37Q: 3 clusters Score -50625.44 nChanged 3 ComputeScore: Raw -50935.856006 + Penalty 308.858995 = -50626.997011 Iteration 38Q: 3 clusters Score -50627 nChanged 2 ComputeScore: Raw -50936.589037 + Penalty 308.858995 = -50627.730042 Iteration 39Q: 3 clusters Score -50627.73 nChanged 0 ComputeScore: Raw -50936.589037 + Penalty 308.858995 = -50627.730042 Iteration 40F: 3 clusters Score -50627.73 nChanged 0 Trying to split cluster 13 (505 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6774.542965 + Penalty 112.042052 = -6662.500914 Iteration 0F: 2 clusters Score -6662.501 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6518.716576 + Penalty 224.084103 = -6294.632472 Iteration 0F: 3 clusters Score -6294.632 nChanged 191 ComputeScore: Raw -6648.397037 + Penalty 224.084103 = -6424.312934 Iteration 1F: 3 clusters Score -6424.313 nChanged 41 ComputeScore: Raw -6677.674220 + Penalty 224.084103 = -6453.590116 Iteration 2F: 3 clusters Score -6453.59 nChanged 30 ComputeScore: Raw -6691.822266 + Penalty 224.084103 = -6467.738163 Iteration 3F: 3 clusters Score -6467.738 nChanged 19 ComputeScore: Raw -6703.157436 + Penalty 224.084103 = -6479.073332 Iteration 4Q: 3 clusters Score -6479.073 nChanged 20 ComputeScore: Raw -6710.811828 + Penalty 224.084103 = -6486.727725 Iteration 5Q: 3 clusters Score -6486.728 nChanged 13 ComputeScore: Raw -6716.580855 + Penalty 224.084103 = -6492.496752 Iteration 6Q: 3 clusters Score -6492.497 nChanged 11 ComputeScore: Raw -6720.391999 + Penalty 224.084103 = -6496.307896 Iteration 7Q: 3 clusters Score -6496.308 nChanged 4 ComputeScore: Raw -6722.546368 + Penalty 224.084103 = -6498.462265 Iteration 8Q: 3 clusters Score -6498.462 nChanged 3 ComputeScore: Raw -6724.080755 + Penalty 224.084103 = -6499.996651 Iteration 9Q: 3 clusters Score -6499.997 nChanged 3 ComputeScore: Raw -6725.175715 + Penalty 224.084103 = -6501.091611 Iteration 10Q: 3 clusters Score -6501.092 nChanged 3 ComputeScore: Raw -6726.057112 + Penalty 224.084103 = -6501.973009 Iteration 11Q: 3 clusters Score -6501.973 nChanged 4 ComputeScore: Raw -6726.651706 + Penalty 224.084103 = -6502.567603 Iteration 12Q: 3 clusters Score -6502.568 nChanged 0 ComputeScore: Raw -6726.651706 + Penalty 224.084103 = -6502.567603 Iteration 13F: 3 clusters Score -6502.568 nChanged 0 Trying to split cluster 14 (217 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1733.386818 + Penalty 96.838152 = -1636.548665 Iteration 0F: 2 clusters Score -1636.549 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1664.288018 + Penalty 193.676305 = -1470.611713 Iteration 0F: 3 clusters Score -1470.612 nChanged 80 ComputeScore: Raw -1728.466273 + Penalty 193.676305 = -1534.789968 Iteration 1F: 3 clusters Score -1534.79 nChanged 12 ComputeScore: Raw -1745.001659 + Penalty 193.676305 = -1551.325354 Iteration 2F: 3 clusters Score -1551.325 nChanged 8 ComputeScore: Raw -1753.192022 + Penalty 193.676305 = -1559.515718 Iteration 3Q: 3 clusters Score -1559.516 nChanged 2 ComputeScore: Raw -1754.711449 + Penalty 193.676305 = -1561.035144 Iteration 4Q: 3 clusters Score -1561.035 nChanged 3 ComputeScore: Raw -1761.916696 + Penalty 193.676305 = -1568.240392 Iteration 5Q: 3 clusters Score -1568.24 nChanged 2 ComputeScore: Raw -1762.648684 + Penalty 193.676305 = -1568.972379 Iteration 6Q: 3 clusters Score -1568.972 nChanged 0 ComputeScore: Raw -1762.648684 + Penalty 193.676305 = -1568.972379 Iteration 7F: 3 clusters Score -1568.972 nChanged 0 Trying to split cluster 15 (294 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4093.979780 + Penalty 102.304436 = -3991.675345 Iteration 0F: 2 clusters Score -3991.675 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3949.375868 + Penalty 204.608872 = -3744.766996 Iteration 0F: 3 clusters Score -3744.767 nChanged 109 ComputeScore: Raw -4027.877674 + Penalty 204.608872 = -3823.268803 Iteration 1F: 3 clusters Score -3823.269 nChanged 21 ComputeScore: Raw -4038.207060 + Penalty 204.608872 = -3833.598189 Iteration 2F: 3 clusters Score -3833.598 nChanged 14 ComputeScore: Raw -4045.435477 + Penalty 204.608872 = -3840.826606 Iteration 3Q: 3 clusters Score -3840.827 nChanged 3 ComputeScore: Raw -4047.949175 + Penalty 204.608872 = -3843.340303 Iteration 4Q: 3 clusters Score -3843.34 nChanged 2 ComputeScore: Raw -4048.201403 + Penalty 204.608872 = -3843.592531 Iteration 5Q: 3 clusters Score -3843.593 nChanged 0 ComputeScore: Raw -4048.201403 + Penalty 204.608872 = -3843.592531 Iteration 6F: 3 clusters Score -3843.593 nChanged 0 Trying to split cluster 16 (777 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10000.960194 + Penalty 119.797926 = -9881.162267 Iteration 0F: 2 clusters Score -9881.162 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9580.411624 + Penalty 239.595853 = -9340.815771 Iteration 0F: 3 clusters Score -9340.816 nChanged 321 ComputeScore: Raw -9796.990537 + Penalty 239.595853 = -9557.394684 Iteration 1F: 3 clusters Score -9557.395 nChanged 52 ComputeScore: Raw -9827.705484 + Penalty 239.595853 = -9588.109632 Iteration 2F: 3 clusters Score -9588.11 nChanged 31 ComputeScore: Raw -9846.310175 + Penalty 239.595853 = -9606.714322 Iteration 3Q: 3 clusters Score -9606.714 nChanged 28 ComputeScore: Raw -9865.364653 + Penalty 239.595853 = -9625.768800 Iteration 4Q: 3 clusters Score -9625.769 nChanged 31 ComputeScore: Raw -9884.811562 + Penalty 239.595853 = -9645.215709 Iteration 5Q: 3 clusters Score -9645.216 nChanged 25 ComputeScore: Raw -9900.199623 + Penalty 239.595853 = -9660.603770 Iteration 6Q: 3 clusters Score -9660.604 nChanged 22 ComputeScore: Raw -9910.061944 + Penalty 239.595853 = -9670.466091 Iteration 7Q: 3 clusters Score -9670.466 nChanged 9 ComputeScore: Raw -9911.439124 + Penalty 239.595853 = -9671.843271 Iteration 8Q: 3 clusters Score -9671.843 nChanged 3 ComputeScore: Raw -9912.628572 + Penalty 239.595853 = -9673.032719 Iteration 9Q: 3 clusters Score -9673.033 nChanged 4 ComputeScore: Raw -9914.659894 + Penalty 239.595853 = -9675.064042 Iteration 10Q: 3 clusters Score -9675.064 nChanged 4 ComputeScore: Raw -9915.599581 + Penalty 239.595853 = -9676.003728 Iteration 11Q: 3 clusters Score -9676.004 nChanged 5 ComputeScore: Raw -9917.741189 + Penalty 239.595853 = -9678.145337 Iteration 12Q: 3 clusters Score -9678.145 nChanged 8 ComputeScore: Raw -9922.080382 + Penalty 239.595853 = -9682.484529 Iteration 13Q: 3 clusters Score -9682.485 nChanged 8 ComputeScore: Raw -9928.975345 + Penalty 239.595853 = -9689.379492 Iteration 14Q: 3 clusters Score -9689.379 nChanged 10 ComputeScore: Raw -9936.378254 + Penalty 239.595853 = -9696.782402 Iteration 15Q: 3 clusters Score -9696.782 nChanged 14 ComputeScore: Raw -9945.966903 + Penalty 239.595853 = -9706.371051 Iteration 16Q: 3 clusters Score -9706.371 nChanged 10 ComputeScore: Raw -9949.789168 + Penalty 239.595853 = -9710.193316 Iteration 17Q: 3 clusters Score -9710.193 nChanged 6 ComputeScore: Raw -9952.589392 + Penalty 239.595853 = -9712.993540 Iteration 18Q: 3 clusters Score -9712.994 nChanged 6 ComputeScore: Raw -9954.831532 + Penalty 239.595853 = -9715.235679 Iteration 19Q: 3 clusters Score -9715.236 nChanged 2 ComputeScore: Raw -9955.787240 + Penalty 239.595853 = -9716.191387 Iteration 20F: 3 clusters Score -9716.191 nChanged 3 ComputeScore: Raw -9956.881133 + Penalty 239.595853 = -9717.285281 Iteration 21Q: 3 clusters Score -9717.285 nChanged 2 ComputeScore: Raw -9957.852386 + Penalty 239.595853 = -9718.256533 Iteration 22Q: 3 clusters Score -9718.257 nChanged 2 ComputeScore: Raw -9957.946246 + Penalty 239.595853 = -9718.350393 Iteration 23Q: 3 clusters Score -9718.35 nChanged 0 ComputeScore: Raw -9957.946246 + Penalty 239.595853 = -9718.350393 Iteration 24F: 3 clusters Score -9718.35 nChanged 0 Trying to split cluster 17 (600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7166.810716 + Penalty 115.144734 = -7051.665982 Iteration 0F: 2 clusters Score -7051.666 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6855.729235 + Penalty 230.289468 = -6625.439768 Iteration 0F: 3 clusters Score -6625.44 nChanged 241 ComputeScore: Raw -6988.814793 + Penalty 230.289468 = -6758.525326 Iteration 1F: 3 clusters Score -6758.525 nChanged 37 ComputeScore: Raw -7003.153525 + Penalty 230.289468 = -6772.864057 Iteration 2F: 3 clusters Score -6772.864 nChanged 18 ComputeScore: Raw -7011.913848 + Penalty 230.289468 = -6781.624381 Iteration 3Q: 3 clusters Score -6781.624 nChanged 21 ComputeScore: Raw -7026.054176 + Penalty 230.289468 = -6795.764708 Iteration 4Q: 3 clusters Score -6795.765 nChanged 16 ComputeScore: Raw -7038.320619 + Penalty 230.289468 = -6808.031151 Iteration 5Q: 3 clusters Score -6808.031 nChanged 19 ComputeScore: Raw -7050.503208 + Penalty 230.289468 = -6820.213741 Iteration 6Q: 3 clusters Score -6820.214 nChanged 23 ComputeScore: Raw -7063.350332 + Penalty 230.289468 = -6833.060865 Iteration 7Q: 3 clusters Score -6833.061 nChanged 16 ComputeScore: Raw -7069.995362 + Penalty 230.289468 = -6839.705894 Iteration 8Q: 3 clusters Score -6839.706 nChanged 12 ComputeScore: Raw -7076.253424 + Penalty 230.289468 = -6845.963956 Iteration 9Q: 3 clusters Score -6845.964 nChanged 7 ComputeScore: Raw -7077.885366 + Penalty 230.289468 = -6847.595898 Iteration 10Q: 3 clusters Score -6847.596 nChanged 6 ComputeScore: Raw -7079.022258 + Penalty 230.289468 = -6848.732790 Iteration 11Q: 3 clusters Score -6848.733 nChanged 3 ComputeScore: Raw -7080.579557 + Penalty 230.289468 = -6850.290090 Iteration 12Q: 3 clusters Score -6850.29 nChanged 3 ComputeScore: Raw -7081.559348 + Penalty 230.289468 = -6851.269881 Iteration 13Q: 3 clusters Score -6851.27 nChanged 3 ComputeScore: Raw -7081.916712 + Penalty 230.289468 = -6851.627245 Iteration 14Q: 3 clusters Score -6851.627 nChanged 3 ComputeScore: Raw -7082.363646 + Penalty 230.289468 = -6852.074178 Iteration 15Q: 3 clusters Score -6852.074 nChanged 2 ComputeScore: Raw -7083.122012 + Penalty 230.289468 = -6852.832544 Iteration 16Q: 3 clusters Score -6852.833 nChanged 2 ComputeScore: Raw -7085.221497 + Penalty 230.289468 = -6854.932029 Iteration 17Q: 3 clusters Score -6854.932 nChanged 5 ComputeScore: Raw -7087.347126 + Penalty 230.289468 = -6857.057659 Iteration 18Q: 3 clusters Score -6857.058 nChanged 5 ComputeScore: Raw -7088.313872 + Penalty 230.289468 = -6858.024405 Iteration 19Q: 3 clusters Score -6858.024 nChanged 3 ComputeScore: Raw -7089.040990 + Penalty 230.289468 = -6858.751522 Iteration 20F: 3 clusters Score -6858.752 nChanged 4 ComputeScore: Raw -7089.781352 + Penalty 230.289468 = -6859.491884 Iteration 21Q: 3 clusters Score -6859.492 nChanged 6 ComputeScore: Raw -7091.085256 + Penalty 230.289468 = -6860.795788 Iteration 22Q: 3 clusters Score -6860.796 nChanged 4 ComputeScore: Raw -7092.320227 + Penalty 230.289468 = -6862.030760 Iteration 23Q: 3 clusters Score -6862.031 nChanged 3 ComputeScore: Raw -7092.934359 + Penalty 230.289468 = -6862.644892 Iteration 24Q: 3 clusters Score -6862.645 nChanged 3 ComputeScore: Raw -7093.860878 + Penalty 230.289468 = -6863.571410 Iteration 25Q: 3 clusters Score -6863.571 nChanged 2 ComputeScore: Raw -7094.247747 + Penalty 230.289468 = -6863.958279 Iteration 26Q: 3 clusters Score -6863.958 nChanged 1 ComputeScore: Raw -7094.695779 + Penalty 230.289468 = -6864.406312 Iteration 27Q: 3 clusters Score -6864.406 nChanged 1 ComputeScore: Raw -7094.729468 + Penalty 230.289468 = -6864.440001 Iteration 28Q: 3 clusters Score -6864.44 nChanged 0 ComputeScore: Raw -7094.729468 + Penalty 230.289468 = -6864.440001 Iteration 29F: 3 clusters Score -6864.44 nChanged 0 Trying to split cluster 18 (224 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3268.606672 + Penalty 97.409629 = -3171.197043 Iteration 0F: 2 clusters Score -3171.197 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3162.153881 + Penalty 194.819258 = -2967.334623 Iteration 0F: 3 clusters Score -2967.335 nChanged 87 ComputeScore: Raw -3239.217936 + Penalty 194.819258 = -3044.398678 Iteration 1F: 3 clusters Score -3044.399 nChanged 21 ComputeScore: Raw -3256.057202 + Penalty 194.819258 = -3061.237944 Iteration 2F: 3 clusters Score -3061.238 nChanged 9 ComputeScore: Raw -3259.604649 + Penalty 194.819258 = -3064.785391 Iteration 3Q: 3 clusters Score -3064.785 nChanged 5 ComputeScore: Raw -3262.623020 + Penalty 194.819258 = -3067.803763 Iteration 4Q: 3 clusters Score -3067.804 nChanged 3 ComputeScore: Raw -3264.333194 + Penalty 194.819258 = -3069.513936 Iteration 5Q: 3 clusters Score -3069.514 nChanged 3 ComputeScore: Raw -3265.283566 + Penalty 194.819258 = -3070.464308 Iteration 6Q: 3 clusters Score -3070.464 nChanged 3 ComputeScore: Raw -3267.214786 + Penalty 194.819258 = -3072.395528 Iteration 7Q: 3 clusters Score -3072.396 nChanged 3 ComputeScore: Raw -3270.300082 + Penalty 194.819258 = -3075.480824 Iteration 8Q: 3 clusters Score -3075.481 nChanged 3 ComputeScore: Raw -3272.588372 + Penalty 194.819258 = -3077.769114 Iteration 9Q: 3 clusters Score -3077.769 nChanged 3 ComputeScore: Raw -3274.986752 + Penalty 194.819258 = -3080.167494 Iteration 10Q: 3 clusters Score -3080.167 nChanged 0 ComputeScore: Raw -3274.986752 + Penalty 194.819258 = -3080.167494 Iteration 11F: 3 clusters Score -3080.167 nChanged 0 Trying to split cluster 19 (3384 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32531.809934 + Penalty 146.282647 = -32385.527287 Iteration 0F: 2 clusters Score -32385.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30437.707681 + Penalty 292.565294 = -30145.142387 Iteration 0F: 3 clusters Score -30145.14 nChanged 1566 ComputeScore: Raw -31507.234843 + Penalty 292.565294 = -31214.669549 Iteration 1F: 3 clusters Score -31214.67 nChanged 310 ComputeScore: Raw -31776.369089 + Penalty 292.565294 = -31483.803795 Iteration 2F: 3 clusters Score -31483.8 nChanged 284 ComputeScore: Raw -32039.112752 + Penalty 292.565294 = -31746.547458 Iteration 3F: 3 clusters Score -31746.55 nChanged 232 ComputeScore: Raw -32272.835574 + Penalty 292.565294 = -31980.270280 Iteration 4F: 3 clusters Score -31980.27 nChanged 149 ComputeScore: Raw -32416.414251 + Penalty 292.565294 = -32123.848957 Iteration 5Q: 3 clusters Score -32123.85 nChanged 75 ComputeScore: Raw -32483.158598 + Penalty 292.565294 = -32190.593304 Iteration 6Q: 3 clusters Score -32190.59 nChanged 37 ComputeScore: Raw -32523.018597 + Penalty 292.565294 = -32230.453303 Iteration 7Q: 3 clusters Score -32230.45 nChanged 16 ComputeScore: Raw -32539.359996 + Penalty 292.565294 = -32246.794702 Iteration 8Q: 3 clusters Score -32246.79 nChanged 7 ComputeScore: Raw -32545.930023 + Penalty 292.565294 = -32253.364729 Iteration 9Q: 3 clusters Score -32253.36 nChanged 6 ComputeScore: Raw -32551.770637 + Penalty 292.565294 = -32259.205343 Iteration 10Q: 3 clusters Score -32259.21 nChanged 2 ComputeScore: Raw -32552.509867 + Penalty 292.565294 = -32259.944573 Iteration 11Q: 3 clusters Score -32259.94 nChanged 0 ComputeScore: Raw -32552.509867 + Penalty 292.565294 = -32259.944573 Iteration 12F: 3 clusters Score -32259.94 nChanged 0 Trying to split cluster 20 (1936 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22696.478049 + Penalty 136.230827 = -22560.247222 Iteration 0F: 2 clusters Score -22560.25 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21570.887277 + Penalty 272.461654 = -21298.425623 Iteration 0F: 3 clusters Score -21298.43 nChanged 836 ComputeScore: Raw -22121.050021 + Penalty 272.461654 = -21848.588367 Iteration 1F: 3 clusters Score -21848.59 nChanged 135 ComputeScore: Raw -22219.436679 + Penalty 272.461654 = -21946.975025 Iteration 2F: 3 clusters Score -21946.98 nChanged 131 ComputeScore: Raw -22329.413210 + Penalty 272.461654 = -22056.951557 Iteration 3F: 3 clusters Score -22056.95 nChanged 101 ComputeScore: Raw -22410.393622 + Penalty 272.461654 = -22137.931968 Iteration 4F: 3 clusters Score -22137.93 nChanged 85 ComputeScore: Raw -22461.027546 + Penalty 272.461654 = -22188.565893 Iteration 5Q: 3 clusters Score -22188.57 nChanged 68 ComputeScore: Raw -22503.917946 + Penalty 272.461654 = -22231.456292 Iteration 6Q: 3 clusters Score -22231.46 nChanged 62 ComputeScore: Raw -22541.104705 + Penalty 272.461654 = -22268.643051 Iteration 7Q: 3 clusters Score -22268.64 nChanged 45 ComputeScore: Raw -22564.130299 + Penalty 272.461654 = -22291.668645 Iteration 8Q: 3 clusters Score -22291.67 nChanged 36 ComputeScore: Raw -22587.869833 + Penalty 272.461654 = -22315.408179 Iteration 9Q: 3 clusters Score -22315.41 nChanged 40 ComputeScore: Raw -22618.994571 + Penalty 272.461654 = -22346.532917 Iteration 10Q: 3 clusters Score -22346.53 nChanged 33 ComputeScore: Raw -22643.276773 + Penalty 272.461654 = -22370.815119 Iteration 11Q: 3 clusters Score -22370.82 nChanged 26 ComputeScore: Raw -22663.149268 + Penalty 272.461654 = -22390.687615 Iteration 12Q: 3 clusters Score -22390.69 nChanged 19 ComputeScore: Raw -22676.411490 + Penalty 272.461654 = -22403.949837 Iteration 13Q: 3 clusters Score -22403.95 nChanged 16 ComputeScore: Raw -22686.635857 + Penalty 272.461654 = -22414.174203 Iteration 14Q: 3 clusters Score -22414.17 nChanged 11 ComputeScore: Raw -22691.223157 + Penalty 272.461654 = -22418.761503 Iteration 15Q: 3 clusters Score -22418.76 nChanged 10 ComputeScore: Raw -22696.192730 + Penalty 272.461654 = -22423.731076 Iteration 16Q: 3 clusters Score -22423.73 nChanged 12 ComputeScore: Raw -22701.996206 + Penalty 272.461654 = -22429.534552 Iteration 17Q: 3 clusters Score -22429.53 nChanged 11 ComputeScore: Raw -22708.736645 + Penalty 272.461654 = -22436.274991 Iteration 18Q: 3 clusters Score -22436.27 nChanged 10 ComputeScore: Raw -22716.033111 + Penalty 272.461654 = -22443.571457 Iteration 19Q: 3 clusters Score -22443.57 nChanged 6 ComputeScore: Raw -22722.879583 + Penalty 272.461654 = -22450.417929 Iteration 20F: 3 clusters Score -22450.42 nChanged 7 ComputeScore: Raw -22732.091216 + Penalty 272.461654 = -22459.629563 Iteration 21Q: 3 clusters Score -22459.63 nChanged 5 ComputeScore: Raw -22740.616782 + Penalty 272.461654 = -22468.155128 Iteration 22Q: 3 clusters Score -22468.16 nChanged 2 ComputeScore: Raw -22745.615283 + Penalty 272.461654 = -22473.153629 Iteration 23Q: 3 clusters Score -22473.15 nChanged 2 ComputeScore: Raw -22746.636599 + Penalty 272.461654 = -22474.174945 Iteration 24Q: 3 clusters Score -22474.17 nChanged 0 ComputeScore: Raw -22746.636599 + Penalty 272.461654 = -22474.174945 Iteration 25F: 3 clusters Score -22474.17 nChanged 0 Trying to split cluster 21 (11008 points) Assigned 2 initial classes randomly. ComputeScore: Raw -94873.449386 + Penalty 167.514796 = -94705.934590 Iteration 0F: 2 clusters Score -94705.93 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -87699.489283 + Penalty 335.029592 = -87364.459691 Iteration 0F: 3 clusters Score -87364.46 nChanged 5279 ComputeScore: Raw -91150.029119 + Penalty 335.029592 = -90814.999527 Iteration 1F: 3 clusters Score -90815 nChanged 888 ComputeScore: Raw -91735.231117 + Penalty 335.029592 = -91400.201524 Iteration 2F: 3 clusters Score -91400.2 nChanged 865 ComputeScore: Raw -92433.934743 + Penalty 335.029592 = -92098.905151 Iteration 3F: 3 clusters Score -92098.91 nChanged 827 ComputeScore: Raw -93242.513689 + Penalty 335.029592 = -92907.484096 Iteration 4F: 3 clusters Score -92907.48 nChanged 675 ComputeScore: Raw -93972.318853 + Penalty 335.029592 = -93637.289261 Iteration 5F: 3 clusters Score -93637.29 nChanged 384 ComputeScore: Raw -94368.576199 + Penalty 335.029592 = -94033.546607 Iteration 6Q: 3 clusters Score -94033.55 nChanged 239 ComputeScore: Raw -94578.162174 + Penalty 335.029592 = -94243.132582 Iteration 7Q: 3 clusters Score -94243.13 nChanged 132 ComputeScore: Raw -94671.996270 + Penalty 335.029592 = -94336.966678 Iteration 8Q: 3 clusters Score -94336.97 nChanged 94 ComputeScore: Raw -94728.643562 + Penalty 335.029592 = -94393.613970 Iteration 9Q: 3 clusters Score -94393.61 nChanged 73 ComputeScore: Raw -94776.136969 + Penalty 335.029592 = -94441.107377 Iteration 10Q: 3 clusters Score -94441.11 nChanged 55 ComputeScore: Raw -94810.041976 + Penalty 335.029592 = -94475.012384 Iteration 11Q: 3 clusters Score -94475.01 nChanged 47 ComputeScore: Raw -94841.116031 + Penalty 335.029592 = -94506.086439 Iteration 12Q: 3 clusters Score -94506.09 nChanged 38 ComputeScore: Raw -94866.273425 + Penalty 335.029592 = -94531.243833 Iteration 13Q: 3 clusters Score -94531.24 nChanged 24 ComputeScore: Raw -94880.280286 + Penalty 335.029592 = -94545.250694 Iteration 14Q: 3 clusters Score -94545.25 nChanged 16 ComputeScore: Raw -94891.422923 + Penalty 335.029592 = -94556.393331 Iteration 15Q: 3 clusters Score -94556.39 nChanged 11 ComputeScore: Raw -94898.271867 + Penalty 335.029592 = -94563.242275 Iteration 16Q: 3 clusters Score -94563.24 nChanged 7 ComputeScore: Raw -94901.871328 + Penalty 335.029592 = -94566.841736 Iteration 17Q: 3 clusters Score -94566.84 nChanged 6 ComputeScore: Raw -94905.009238 + Penalty 335.029592 = -94569.979646 Iteration 18Q: 3 clusters Score -94569.98 nChanged 9 ComputeScore: Raw -94908.445311 + Penalty 335.029592 = -94573.415719 Iteration 19Q: 3 clusters Score -94573.42 nChanged 5 ComputeScore: Raw -94909.496854 + Penalty 335.029592 = -94574.467262 Iteration 20F: 3 clusters Score -94574.47 nChanged 1 ComputeScore: Raw -94909.897819 + Penalty 335.029592 = -94574.868227 Iteration 21Q: 3 clusters Score -94574.87 nChanged 2 ComputeScore: Raw -94910.889694 + Penalty 335.029592 = -94575.860101 Iteration 22Q: 3 clusters Score -94575.86 nChanged 1 ComputeScore: Raw -94911.237267 + Penalty 335.029592 = -94576.207675 Iteration 23Q: 3 clusters Score -94576.21 nChanged 0 ComputeScore: Raw -94911.237267 + Penalty 335.029592 = -94576.207675 Iteration 24F: 3 clusters Score -94576.21 nChanged 0 Trying to split cluster 22 (210 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2921.370214 + Penalty 96.247936 = -2825.122279 Iteration 0F: 2 clusters Score -2825.122 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2822.732784 + Penalty 192.495871 = -2630.236913 Iteration 0F: 3 clusters Score -2630.237 nChanged 71 ComputeScore: Raw -2875.075258 + Penalty 192.495871 = -2682.579387 Iteration 1F: 3 clusters Score -2682.579 nChanged 14 ComputeScore: Raw -2886.415943 + Penalty 192.495871 = -2693.920072 Iteration 2F: 3 clusters Score -2693.92 nChanged 11 ComputeScore: Raw -2892.769431 + Penalty 192.495871 = -2700.273560 Iteration 3F: 3 clusters Score -2700.274 nChanged 6 ComputeScore: Raw -2899.972677 + Penalty 192.495871 = -2707.476806 Iteration 4Q: 3 clusters Score -2707.477 nChanged 8 ComputeScore: Raw -2906.241646 + Penalty 192.495871 = -2713.745775 Iteration 5Q: 3 clusters Score -2713.746 nChanged 4 ComputeScore: Raw -2908.094626 + Penalty 192.495871 = -2715.598755 Iteration 6Q: 3 clusters Score -2715.599 nChanged 3 ComputeScore: Raw -2911.196616 + Penalty 192.495871 = -2718.700745 Iteration 7Q: 3 clusters Score -2718.701 nChanged 5 ComputeScore: Raw -2915.007835 + Penalty 192.495871 = -2722.511964 Iteration 8Q: 3 clusters Score -2722.512 nChanged 4 ComputeScore: Raw -2918.423259 + Penalty 192.495871 = -2725.927388 Iteration 9Q: 3 clusters Score -2725.927 nChanged 1 ComputeScore: Raw -2918.861963 + Penalty 192.495871 = -2726.366092 Iteration 10Q: 3 clusters Score -2726.366 nChanged 2 ComputeScore: Raw -2919.488335 + Penalty 192.495871 = -2726.992464 Iteration 11Q: 3 clusters Score -2726.992 nChanged 0 ComputeScore: Raw -2919.488335 + Penalty 192.495871 = -2726.992464 Iteration 12F: 3 clusters Score -2726.992 nChanged 0 Trying to split cluster 23 (453 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5800.418736 + Penalty 110.086058 = -5690.332678 Iteration 0F: 2 clusters Score -5690.333 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5554.485006 + Penalty 220.172117 = -5334.312890 Iteration 0F: 3 clusters Score -5334.313 nChanged 175 ComputeScore: Raw -5659.254589 + Penalty 220.172117 = -5439.082473 Iteration 1F: 3 clusters Score -5439.082 nChanged 27 ComputeScore: Raw -5670.874341 + Penalty 220.172117 = -5450.702225 Iteration 2F: 3 clusters Score -5450.702 nChanged 17 ComputeScore: Raw -5677.848591 + Penalty 220.172117 = -5457.676474 Iteration 3Q: 3 clusters Score -5457.676 nChanged 16 ComputeScore: Raw -5687.004046 + Penalty 220.172117 = -5466.831929 Iteration 4Q: 3 clusters Score -5466.832 nChanged 14 ComputeScore: Raw -5695.818917 + Penalty 220.172117 = -5475.646801 Iteration 5Q: 3 clusters Score -5475.647 nChanged 15 ComputeScore: Raw -5703.086502 + Penalty 220.172117 = -5482.914386 Iteration 6Q: 3 clusters Score -5482.914 nChanged 15 ComputeScore: Raw -5713.617542 + Penalty 220.172117 = -5493.445426 Iteration 7Q: 3 clusters Score -5493.445 nChanged 14 ComputeScore: Raw -5720.974390 + Penalty 220.172117 = -5500.802273 Iteration 8Q: 3 clusters Score -5500.802 nChanged 12 ComputeScore: Raw -5726.789740 + Penalty 220.172117 = -5506.617623 Iteration 9Q: 3 clusters Score -5506.618 nChanged 13 ComputeScore: Raw -5732.430576 + Penalty 220.172117 = -5512.258459 Iteration 10Q: 3 clusters Score -5512.258 nChanged 10 ComputeScore: Raw -5735.929177 + Penalty 220.172117 = -5515.757061 Iteration 11Q: 3 clusters Score -5515.757 nChanged 8 ComputeScore: Raw -5739.328133 + Penalty 220.172117 = -5519.156017 Iteration 12Q: 3 clusters Score -5519.156 nChanged 8 ComputeScore: Raw -5745.393080 + Penalty 220.172117 = -5525.220963 Iteration 13Q: 3 clusters Score -5525.221 nChanged 12 ComputeScore: Raw -5756.964105 + Penalty 220.172117 = -5536.791989 Iteration 14Q: 3 clusters Score -5536.792 nChanged 10 ComputeScore: Raw -5767.546221 + Penalty 220.172117 = -5547.374104 Iteration 15Q: 3 clusters Score -5547.374 nChanged 7 ComputeScore: Raw -5776.043975 + Penalty 220.172117 = -5555.871858 Iteration 16Q: 3 clusters Score -5555.872 nChanged 7 ComputeScore: Raw -5785.018473 + Penalty 220.172117 = -5564.846357 Iteration 17Q: 3 clusters Score -5564.846 nChanged 8 ComputeScore: Raw -5795.852425 + Penalty 220.172117 = -5575.680308 Iteration 18Q: 3 clusters Score -5575.68 nChanged 6 ComputeScore: Raw -5807.172804 + Penalty 220.172117 = -5587.000688 Iteration 19Q: 3 clusters Score -5587.001 nChanged 3 ComputeScore: Raw -5814.051181 + Penalty 220.172117 = -5593.879064 Iteration 20F: 3 clusters Score -5593.879 nChanged 1 ComputeScore: Raw -5815.109414 + Penalty 220.172117 = -5594.937297 Iteration 21Q: 3 clusters Score -5594.937 nChanged 0 ComputeScore: Raw -5815.109414 + Penalty 220.172117 = -5594.937297 Iteration 22F: 3 clusters Score -5594.937 nChanged 0 Trying to split cluster 24 (943 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9915.633393 + Penalty 123.283193 = -9792.350200 Iteration 0F: 2 clusters Score -9792.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9374.837606 + Penalty 246.566386 = -9128.271220 Iteration 0F: 3 clusters Score -9128.271 nChanged 400 ComputeScore: Raw -9581.695787 + Penalty 246.566386 = -9335.129401 Iteration 1F: 3 clusters Score -9335.129 nChanged 62 ComputeScore: Raw -9631.122036 + Penalty 246.566386 = -9384.555650 Iteration 2F: 3 clusters Score -9384.556 nChanged 68 ComputeScore: Raw -9684.145195 + Penalty 246.566386 = -9437.578809 Iteration 3F: 3 clusters Score -9437.579 nChanged 62 ComputeScore: Raw -9741.695212 + Penalty 246.566386 = -9495.128826 Iteration 4F: 3 clusters Score -9495.129 nChanged 49 ComputeScore: Raw -9801.185931 + Penalty 246.566386 = -9554.619545 Iteration 5F: 3 clusters Score -9554.62 nChanged 44 ComputeScore: Raw -9844.753869 + Penalty 246.566386 = -9598.187483 Iteration 6Q: 3 clusters Score -9598.187 nChanged 36 ComputeScore: Raw -9884.501644 + Penalty 246.566386 = -9637.935258 Iteration 7Q: 3 clusters Score -9637.935 nChanged 36 ComputeScore: Raw -9910.825378 + Penalty 246.566386 = -9664.258992 Iteration 8Q: 3 clusters Score -9664.259 nChanged 27 ComputeScore: Raw -9926.855055 + Penalty 246.566386 = -9680.288669 Iteration 9Q: 3 clusters Score -9680.289 nChanged 18 ComputeScore: Raw -9939.778791 + Penalty 246.566386 = -9693.212405 Iteration 10Q: 3 clusters Score -9693.212 nChanged 10 ComputeScore: Raw -9944.938322 + Penalty 246.566386 = -9698.371936 Iteration 11Q: 3 clusters Score -9698.372 nChanged 9 ComputeScore: Raw -9947.407973 + Penalty 246.566386 = -9700.841587 Iteration 12Q: 3 clusters Score -9700.842 nChanged 3 ComputeScore: Raw -9948.090903 + Penalty 246.566386 = -9701.524517 Iteration 13Q: 3 clusters Score -9701.525 nChanged 1 ComputeScore: Raw -9948.123288 + Penalty 246.566386 = -9701.556902 Iteration 14Q: 3 clusters Score -9701.557 nChanged 0 ComputeScore: Raw -9948.123288 + Penalty 246.566386 = -9701.556902 Iteration 15F: 3 clusters Score -9701.557 nChanged 0 Trying to split cluster 25 (2173 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21309.482403 + Penalty 138.309552 = -21171.172851 Iteration 0F: 2 clusters Score -21171.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -19961.388047 + Penalty 276.619103 = -19684.768944 Iteration 0F: 3 clusters Score -19684.77 nChanged 1013 ComputeScore: Raw -20559.119237 + Penalty 276.619103 = -20282.500134 Iteration 1F: 3 clusters Score -20282.5 nChanged 171 ComputeScore: Raw -20700.382226 + Penalty 276.619103 = -20423.763123 Iteration 2F: 3 clusters Score -20423.76 nChanged 159 ComputeScore: Raw -20828.408369 + Penalty 276.619103 = -20551.789265 Iteration 3F: 3 clusters Score -20551.79 nChanged 134 ComputeScore: Raw -20902.930578 + Penalty 276.619103 = -20626.311475 Iteration 4F: 3 clusters Score -20626.31 nChanged 76 ComputeScore: Raw -20946.952820 + Penalty 276.619103 = -20670.333717 Iteration 5Q: 3 clusters Score -20670.33 nChanged 64 ComputeScore: Raw -20983.114835 + Penalty 276.619103 = -20706.495732 Iteration 6Q: 3 clusters Score -20706.5 nChanged 63 ComputeScore: Raw -21021.679316 + Penalty 276.619103 = -20745.060213 Iteration 7Q: 3 clusters Score -20745.06 nChanged 66 ComputeScore: Raw -21060.689620 + Penalty 276.619103 = -20784.070517 Iteration 8Q: 3 clusters Score -20784.07 nChanged 56 ComputeScore: Raw -21089.206951 + Penalty 276.619103 = -20812.587847 Iteration 9Q: 3 clusters Score -20812.59 nChanged 52 ComputeScore: Raw -21111.312712 + Penalty 276.619103 = -20834.693609 Iteration 10Q: 3 clusters Score -20834.69 nChanged 48 ComputeScore: Raw -21132.172553 + Penalty 276.619103 = -20855.553450 Iteration 11Q: 3 clusters Score -20855.55 nChanged 46 ComputeScore: Raw -21160.045811 + Penalty 276.619103 = -20883.426708 Iteration 12Q: 3 clusters Score -20883.43 nChanged 42 ComputeScore: Raw -21182.754046 + Penalty 276.619103 = -20906.134943 Iteration 13Q: 3 clusters Score -20906.13 nChanged 39 ComputeScore: Raw -21198.259387 + Penalty 276.619103 = -20921.640284 Iteration 14Q: 3 clusters Score -20921.64 nChanged 28 ComputeScore: Raw -21208.701311 + Penalty 276.619103 = -20932.082208 Iteration 15Q: 3 clusters Score -20932.08 nChanged 23 ComputeScore: Raw -21217.091985 + Penalty 276.619103 = -20940.472882 Iteration 16Q: 3 clusters Score -20940.47 nChanged 24 ComputeScore: Raw -21227.855204 + Penalty 276.619103 = -20951.236101 Iteration 17Q: 3 clusters Score -20951.24 nChanged 26 ComputeScore: Raw -21243.730292 + Penalty 276.619103 = -20967.111188 Iteration 18Q: 3 clusters Score -20967.11 nChanged 28 ComputeScore: Raw -21257.062824 + Penalty 276.619103 = -20980.443721 Iteration 19Q: 3 clusters Score -20980.44 nChanged 26 ComputeScore: Raw -21266.919685 + Penalty 276.619103 = -20990.300582 Iteration 20F: 3 clusters Score -20990.3 nChanged 24 ComputeScore: Raw -21276.808585 + Penalty 276.619103 = -21000.189481 Iteration 21Q: 3 clusters Score -21000.19 nChanged 17 ComputeScore: Raw -21283.410619 + Penalty 276.619103 = -21006.791515 Iteration 22Q: 3 clusters Score -21006.79 nChanged 17 ComputeScore: Raw -21287.660414 + Penalty 276.619103 = -21011.041310 Iteration 23Q: 3 clusters Score -21011.04 nChanged 12 ComputeScore: Raw -21289.778348 + Penalty 276.619103 = -21013.159244 Iteration 24Q: 3 clusters Score -21013.16 nChanged 3 ComputeScore: Raw -21290.083607 + Penalty 276.619103 = -21013.464504 Iteration 25Q: 3 clusters Score -21013.46 nChanged 3 ComputeScore: Raw -21290.378598 + Penalty 276.619103 = -21013.759494 Iteration 26Q: 3 clusters Score -21013.76 nChanged 3 ComputeScore: Raw -21290.544393 + Penalty 276.619103 = -21013.925289 Iteration 27Q: 3 clusters Score -21013.93 nChanged 0 ComputeScore: Raw -21290.544393 + Penalty 276.619103 = -21013.925289 Iteration 28F: 3 clusters Score -21013.93 nChanged 0 Trying to split cluster 26 (451 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6508.050172 + Penalty 110.006412 = -6398.043760 Iteration 0F: 2 clusters Score -6398.044 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6273.877535 + Penalty 220.012824 = -6053.864710 Iteration 0F: 3 clusters Score -6053.865 nChanged 178 ComputeScore: Raw -6369.964310 + Penalty 220.012824 = -6149.951486 Iteration 1F: 3 clusters Score -6149.951 nChanged 42 ComputeScore: Raw -6391.726053 + Penalty 220.012824 = -6171.713228 Iteration 2F: 3 clusters Score -6171.713 nChanged 21 ComputeScore: Raw -6399.801453 + Penalty 220.012824 = -6179.788629 Iteration 3Q: 3 clusters Score -6179.789 nChanged 12 ComputeScore: Raw -6405.133879 + Penalty 220.012824 = -6185.121054 Iteration 4Q: 3 clusters Score -6185.121 nChanged 13 ComputeScore: Raw -6411.411788 + Penalty 220.012824 = -6191.398964 Iteration 5Q: 3 clusters Score -6191.399 nChanged 10 ComputeScore: Raw -6415.775660 + Penalty 220.012824 = -6195.762835 Iteration 6Q: 3 clusters Score -6195.763 nChanged 10 ComputeScore: Raw -6424.627451 + Penalty 220.012824 = -6204.614627 Iteration 7Q: 3 clusters Score -6204.615 nChanged 17 ComputeScore: Raw -6439.714039 + Penalty 220.012824 = -6219.701215 Iteration 8Q: 3 clusters Score -6219.701 nChanged 15 ComputeScore: Raw -6452.038212 + Penalty 220.012824 = -6232.025388 Iteration 9Q: 3 clusters Score -6232.025 nChanged 15 ComputeScore: Raw -6462.564910 + Penalty 220.012824 = -6242.552086 Iteration 10Q: 3 clusters Score -6242.552 nChanged 13 ComputeScore: Raw -6470.034513 + Penalty 220.012824 = -6250.021688 Iteration 11Q: 3 clusters Score -6250.022 nChanged 9 ComputeScore: Raw -6472.917586 + Penalty 220.012824 = -6252.904762 Iteration 12Q: 3 clusters Score -6252.905 nChanged 3 ComputeScore: Raw -6473.874956 + Penalty 220.012824 = -6253.862131 Iteration 13Q: 3 clusters Score -6253.862 nChanged 4 ComputeScore: Raw -6474.720580 + Penalty 220.012824 = -6254.707756 Iteration 14Q: 3 clusters Score -6254.708 nChanged 1 ComputeScore: Raw -6474.855582 + Penalty 220.012824 = -6254.842758 Iteration 15Q: 3 clusters Score -6254.843 nChanged 1 ComputeScore: Raw -6474.939350 + Penalty 220.012824 = -6254.926525 Iteration 16Q: 3 clusters Score -6254.927 nChanged 1 ComputeScore: Raw -6474.984836 + Penalty 220.012824 = -6254.972011 Iteration 17Q: 3 clusters Score -6254.972 nChanged 0 ComputeScore: Raw -6474.984836 + Penalty 220.012824 = -6254.972011 Iteration 18F: 3 clusters Score -6254.972 nChanged 0 Trying to split cluster 27 (448 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5453.945405 + Penalty 109.886278 = -5344.059126 Iteration 0F: 2 clusters Score -5344.059 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5233.193175 + Penalty 219.772556 = -5013.420619 Iteration 0F: 3 clusters Score -5013.421 nChanged 178 ComputeScore: Raw -5376.088620 + Penalty 219.772556 = -5156.316064 Iteration 1F: 3 clusters Score -5156.316 nChanged 33 ComputeScore: Raw -5406.516762 + Penalty 219.772556 = -5186.744206 Iteration 2F: 3 clusters Score -5186.744 nChanged 22 ComputeScore: Raw -5421.998443 + Penalty 219.772556 = -5202.225887 Iteration 3Q: 3 clusters Score -5202.226 nChanged 7 ComputeScore: Raw -5425.260389 + Penalty 219.772556 = -5205.487832 Iteration 4Q: 3 clusters Score -5205.488 nChanged 6 ComputeScore: Raw -5427.808624 + Penalty 219.772556 = -5208.036067 Iteration 5Q: 3 clusters Score -5208.036 nChanged 8 ComputeScore: Raw -5431.490440 + Penalty 219.772556 = -5211.717884 Iteration 6Q: 3 clusters Score -5211.718 nChanged 6 ComputeScore: Raw -5433.843777 + Penalty 219.772556 = -5214.071220 Iteration 7Q: 3 clusters Score -5214.071 nChanged 4 ComputeScore: Raw -5435.207998 + Penalty 219.772556 = -5215.435442 Iteration 8Q: 3 clusters Score -5215.435 nChanged 6 ComputeScore: Raw -5439.513980 + Penalty 219.772556 = -5219.741423 Iteration 9Q: 3 clusters Score -5219.741 nChanged 8 ComputeScore: Raw -5445.681773 + Penalty 219.772556 = -5225.909217 Iteration 10Q: 3 clusters Score -5225.909 nChanged 5 ComputeScore: Raw -5448.332094 + Penalty 219.772556 = -5228.559537 Iteration 11Q: 3 clusters Score -5228.56 nChanged 5 ComputeScore: Raw -5451.901058 + Penalty 219.772556 = -5232.128502 Iteration 12Q: 3 clusters Score -5232.129 nChanged 2 ComputeScore: Raw -5453.550150 + Penalty 219.772556 = -5233.777593 Iteration 13Q: 3 clusters Score -5233.778 nChanged 2 ComputeScore: Raw -5454.283179 + Penalty 219.772556 = -5234.510622 Iteration 14Q: 3 clusters Score -5234.511 nChanged 1 ComputeScore: Raw -5454.521409 + Penalty 219.772556 = -5234.748852 Iteration 15Q: 3 clusters Score -5234.749 nChanged 0 ComputeScore: Raw -5454.521409 + Penalty 219.772556 = -5234.748852 Iteration 16F: 3 clusters Score -5234.749 nChanged 0 Trying to split cluster 28 (835 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10471.928573 + Penalty 121.093771 = -10350.834802 Iteration 0F: 2 clusters Score -10350.83 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10005.906170 + Penalty 242.187542 = -9763.718628 Iteration 0F: 3 clusters Score -9763.719 nChanged 359 ComputeScore: Raw -10227.393190 + Penalty 242.187542 = -9985.205648 Iteration 1F: 3 clusters Score -9985.206 nChanged 70 ComputeScore: Raw -10260.323248 + Penalty 242.187542 = -10018.135706 Iteration 2F: 3 clusters Score -10018.14 nChanged 38 ComputeScore: Raw -10276.321242 + Penalty 242.187542 = -10034.133700 Iteration 3Q: 3 clusters Score -10034.13 nChanged 27 ComputeScore: Raw -10288.537079 + Penalty 242.187542 = -10046.349537 Iteration 4Q: 3 clusters Score -10046.35 nChanged 30 ComputeScore: Raw -10300.942351 + Penalty 242.187542 = -10058.754809 Iteration 5Q: 3 clusters Score -10058.75 nChanged 30 ComputeScore: Raw -10323.070524 + Penalty 242.187542 = -10080.882981 Iteration 6Q: 3 clusters Score -10080.88 nChanged 40 ComputeScore: Raw -10356.770047 + Penalty 242.187542 = -10114.582505 Iteration 7Q: 3 clusters Score -10114.58 nChanged 32 ComputeScore: Raw -10386.957029 + Penalty 242.187542 = -10144.769487 Iteration 8Q: 3 clusters Score -10144.77 nChanged 25 ComputeScore: Raw -10410.161610 + Penalty 242.187542 = -10167.974068 Iteration 9Q: 3 clusters Score -10167.97 nChanged 20 ComputeScore: Raw -10424.203193 + Penalty 242.187542 = -10182.015651 Iteration 10Q: 3 clusters Score -10182.02 nChanged 19 ComputeScore: Raw -10441.127961 + Penalty 242.187542 = -10198.940419 Iteration 11Q: 3 clusters Score -10198.94 nChanged 14 ComputeScore: Raw -10455.522079 + Penalty 242.187542 = -10213.334537 Iteration 12Q: 3 clusters Score -10213.33 nChanged 14 ComputeScore: Raw -10469.377331 + Penalty 242.187542 = -10227.189789 Iteration 13Q: 3 clusters Score -10227.19 nChanged 12 ComputeScore: Raw -10483.003834 + Penalty 242.187542 = -10240.816292 Iteration 14Q: 3 clusters Score -10240.82 nChanged 10 ComputeScore: Raw -10488.847217 + Penalty 242.187542 = -10246.659675 Iteration 15Q: 3 clusters Score -10246.66 nChanged 14 ComputeScore: Raw -10497.353543 + Penalty 242.187542 = -10255.166001 Iteration 16Q: 3 clusters Score -10255.17 nChanged 16 ComputeScore: Raw -10506.411585 + Penalty 242.187542 = -10264.224043 Iteration 17Q: 3 clusters Score -10264.22 nChanged 9 ComputeScore: Raw -10509.360946 + Penalty 242.187542 = -10267.173404 Iteration 18Q: 3 clusters Score -10267.17 nChanged 5 ComputeScore: Raw -10510.350346 + Penalty 242.187542 = -10268.162804 Iteration 19Q: 3 clusters Score -10268.16 nChanged 3 ComputeScore: Raw -10510.798178 + Penalty 242.187542 = -10268.610636 Iteration 20F: 3 clusters Score -10268.61 nChanged 1 ComputeScore: Raw -10511.362628 + Penalty 242.187542 = -10269.175086 Iteration 21Q: 3 clusters Score -10269.18 nChanged 1 ComputeScore: Raw -10511.614357 + Penalty 242.187542 = -10269.426814 Iteration 22Q: 3 clusters Score -10269.43 nChanged 1 ComputeScore: Raw -10511.700029 + Penalty 242.187542 = -10269.512487 Iteration 23Q: 3 clusters Score -10269.51 nChanged 0 ComputeScore: Raw -10511.700029 + Penalty 242.187542 = -10269.512487 Iteration 24F: 3 clusters Score -10269.51 nChanged 0 Trying to split cluster 29 (4421 points) Assigned 2 initial classes randomly. ComputeScore: Raw -40568.912558 + Penalty 151.094181 = -40417.818377 Iteration 0F: 2 clusters Score -40417.82 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37807.460994 + Penalty 302.188363 = -37505.272631 Iteration 0F: 3 clusters Score -37505.27 nChanged 2032 ComputeScore: Raw -38990.308273 + Penalty 302.188363 = -38688.119910 Iteration 1F: 3 clusters Score -38688.12 nChanged 312 ComputeScore: Raw -39160.629417 + Penalty 302.188363 = -38858.441054 Iteration 2F: 3 clusters Score -38858.44 nChanged 316 ComputeScore: Raw -39434.660489 + Penalty 302.188363 = -39132.472126 Iteration 3F: 3 clusters Score -39132.47 nChanged 285 ComputeScore: Raw -39776.964072 + Penalty 302.188363 = -39474.775709 Iteration 4F: 3 clusters Score -39474.78 nChanged 209 ComputeScore: Raw -40046.271189 + Penalty 302.188363 = -39744.082826 Iteration 5Q: 3 clusters Score -39744.08 nChanged 183 ComputeScore: Raw -40225.139630 + Penalty 302.188363 = -39922.951267 Iteration 6Q: 3 clusters Score -39922.95 nChanged 137 ComputeScore: Raw -40321.082723 + Penalty 302.188363 = -40018.894360 Iteration 7Q: 3 clusters Score -40018.89 nChanged 100 ComputeScore: Raw -40386.079319 + Penalty 302.188363 = -40083.890956 Iteration 8Q: 3 clusters Score -40083.89 nChanged 92 ComputeScore: Raw -40448.405558 + Penalty 302.188363 = -40146.217195 Iteration 9Q: 3 clusters Score -40146.22 nChanged 78 ComputeScore: Raw -40485.974038 + Penalty 302.188363 = -40183.785675 Iteration 10Q: 3 clusters Score -40183.79 nChanged 48 ComputeScore: Raw -40511.070803 + Penalty 302.188363 = -40208.882440 Iteration 11Q: 3 clusters Score -40208.88 nChanged 52 ComputeScore: Raw -40532.484000 + Penalty 302.188363 = -40230.295637 Iteration 12Q: 3 clusters Score -40230.3 nChanged 46 ComputeScore: Raw -40550.360026 + Penalty 302.188363 = -40248.171663 Iteration 13Q: 3 clusters Score -40248.17 nChanged 39 ComputeScore: Raw -40564.232782 + Penalty 302.188363 = -40262.044419 Iteration 14Q: 3 clusters Score -40262.04 nChanged 37 ComputeScore: Raw -40579.997115 + Penalty 302.188363 = -40277.808752 Iteration 15Q: 3 clusters Score -40277.81 nChanged 37 ComputeScore: Raw -40592.221275 + Penalty 302.188363 = -40290.032912 Iteration 16Q: 3 clusters Score -40290.03 nChanged 19 ComputeScore: Raw -40595.162892 + Penalty 302.188363 = -40292.974529 Iteration 17Q: 3 clusters Score -40292.97 nChanged 9 ComputeScore: Raw -40596.368702 + Penalty 302.188363 = -40294.180339 Iteration 18Q: 3 clusters Score -40294.18 nChanged 10 ComputeScore: Raw -40597.224402 + Penalty 302.188363 = -40295.036039 Iteration 19Q: 3 clusters Score -40295.04 nChanged 7 ComputeScore: Raw -40598.322019 + Penalty 302.188363 = -40296.133656 Iteration 20F: 3 clusters Score -40296.13 nChanged 7 ComputeScore: Raw -40598.615787 + Penalty 302.188363 = -40296.427424 Iteration 21Q: 3 clusters Score -40296.43 nChanged 1 ComputeScore: Raw -40598.665923 + Penalty 302.188363 = -40296.477560 Iteration 22Q: 3 clusters Score -40296.48 nChanged 1 ComputeScore: Raw -40598.829483 + Penalty 302.188363 = -40296.641120 Iteration 23Q: 3 clusters Score -40296.64 nChanged 2 ComputeScore: Raw -40599.012324 + Penalty 302.188363 = -40296.823961 Iteration 24Q: 3 clusters Score -40296.82 nChanged 4 ComputeScore: Raw -40599.324763 + Penalty 302.188363 = -40297.136400 Iteration 25Q: 3 clusters Score -40297.14 nChanged 1 ComputeScore: Raw -40599.334069 + Penalty 302.188363 = -40297.145706 Iteration 26Q: 3 clusters Score -40297.15 nChanged 0 ComputeScore: Raw -40599.334069 + Penalty 302.188363 = -40297.145706 Iteration 27F: 3 clusters Score -40297.15 nChanged 0 Trying to split cluster 30 (245 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3757.546391 + Penalty 99.022648 = -3658.523743 Iteration 0F: 2 clusters Score -3658.524 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3651.478512 + Penalty 198.045296 = -3453.433216 Iteration 0F: 3 clusters Score -3453.433 nChanged 87 ComputeScore: Raw -3718.603469 + Penalty 198.045296 = -3520.558173 Iteration 1F: 3 clusters Score -3520.558 nChanged 19 ComputeScore: Raw -3741.929510 + Penalty 198.045296 = -3543.884214 Iteration 2F: 3 clusters Score -3543.884 nChanged 14 ComputeScore: Raw -3753.157565 + Penalty 198.045296 = -3555.112270 Iteration 3F: 3 clusters Score -3555.112 nChanged 5 ComputeScore: Raw -3756.066981 + Penalty 198.045296 = -3558.021686 Iteration 4Q: 3 clusters Score -3558.022 nChanged 5 ComputeScore: Raw -3765.620672 + Penalty 198.045296 = -3567.575376 Iteration 5Q: 3 clusters Score -3567.575 nChanged 3 ComputeScore: Raw -3770.276163 + Penalty 198.045296 = -3572.230867 Iteration 6Q: 3 clusters Score -3572.231 nChanged 1 ComputeScore: Raw -3770.518212 + Penalty 198.045296 = -3572.472917 Iteration 7Q: 3 clusters Score -3572.473 nChanged 0 ComputeScore: Raw -3770.518212 + Penalty 198.045296 = -3572.472917 Iteration 8F: 3 clusters Score -3572.473 nChanged 0 Trying to split cluster 31 (779 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9618.815674 + Penalty 119.844199 = -9498.971475 Iteration 0F: 2 clusters Score -9498.971 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9183.968813 + Penalty 239.688398 = -8944.280415 Iteration 0F: 3 clusters Score -8944.28 nChanged 335 ComputeScore: Raw -9407.639658 + Penalty 239.688398 = -9167.951261 Iteration 1F: 3 clusters Score -9167.951 nChanged 80 ComputeScore: Raw -9482.674776 + Penalty 239.688398 = -9242.986379 Iteration 2F: 3 clusters Score -9242.986 nChanged 58 ComputeScore: Raw -9529.220188 + Penalty 239.688398 = -9289.531791 Iteration 3F: 3 clusters Score -9289.532 nChanged 36 ComputeScore: Raw -9563.685157 + Penalty 239.688398 = -9323.996759 Iteration 4Q: 3 clusters Score -9323.997 nChanged 32 ComputeScore: Raw -9598.226054 + Penalty 239.688398 = -9358.537656 Iteration 5Q: 3 clusters Score -9358.538 nChanged 17 ComputeScore: Raw -9616.235390 + Penalty 239.688398 = -9376.546993 Iteration 6Q: 3 clusters Score -9376.547 nChanged 10 ComputeScore: Raw -9625.034315 + Penalty 239.688398 = -9385.345917 Iteration 7Q: 3 clusters Score -9385.346 nChanged 4 ComputeScore: Raw -9629.754862 + Penalty 239.688398 = -9390.066464 Iteration 8Q: 3 clusters Score -9390.066 nChanged 5 ComputeScore: Raw -9635.459143 + Penalty 239.688398 = -9395.770746 Iteration 9Q: 3 clusters Score -9395.771 nChanged 3 ComputeScore: Raw -9637.599026 + Penalty 239.688398 = -9397.910629 Iteration 10Q: 3 clusters Score -9397.911 nChanged 1 ComputeScore: Raw -9637.975387 + Penalty 239.688398 = -9398.286989 Iteration 11Q: 3 clusters Score -9398.287 nChanged 1 ComputeScore: Raw -9638.147230 + Penalty 239.688398 = -9398.458833 Iteration 12Q: 3 clusters Score -9398.459 nChanged 1 ComputeScore: Raw -9638.608695 + Penalty 239.688398 = -9398.920298 Iteration 13Q: 3 clusters Score -9398.92 nChanged 0 ComputeScore: Raw -9638.608695 + Penalty 239.688398 = -9398.920298 Iteration 14F: 3 clusters Score -9398.92 nChanged 0 Trying to split cluster 32 (277 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3795.281735 + Penalty 101.232315 = -3694.049420 Iteration 0F: 2 clusters Score -3694.049 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3658.996107 + Penalty 202.464630 = -3456.531477 Iteration 0F: 3 clusters Score -3456.531 nChanged 104 ComputeScore: Raw -3738.630959 + Penalty 202.464630 = -3536.166329 Iteration 1F: 3 clusters Score -3536.166 nChanged 22 ComputeScore: Raw -3760.058132 + Penalty 202.464630 = -3557.593502 Iteration 2F: 3 clusters Score -3557.594 nChanged 15 ComputeScore: Raw -3772.557035 + Penalty 202.464630 = -3570.092405 Iteration 3F: 3 clusters Score -3570.092 nChanged 16 ComputeScore: Raw -3793.681875 + Penalty 202.464630 = -3591.217245 Iteration 4F: 3 clusters Score -3591.217 nChanged 17 ComputeScore: Raw -3809.582962 + Penalty 202.464630 = -3607.118331 Iteration 5F: 3 clusters Score -3607.118 nChanged 15 ComputeScore: Raw -3822.037191 + Penalty 202.464630 = -3619.572561 Iteration 6F: 3 clusters Score -3619.573 nChanged 16 ComputeScore: Raw -3836.159196 + Penalty 202.464630 = -3633.694566 Iteration 7F: 3 clusters Score -3633.695 nChanged 16 ComputeScore: Raw -3847.150100 + Penalty 202.464630 = -3644.685470 Iteration 8F: 3 clusters Score -3644.685 nChanged 9 ComputeScore: Raw -3860.142203 + Penalty 202.464630 = -3657.677573 Iteration 9Q: 3 clusters Score -3657.678 nChanged 6 ComputeScore: Raw -3871.185101 + Penalty 202.464630 = -3668.720471 Iteration 10Q: 3 clusters Score -3668.72 nChanged 6 ComputeScore: Raw -3879.786843 + Penalty 202.464630 = -3677.322212 Iteration 11Q: 3 clusters Score -3677.322 nChanged 5 ComputeScore: Raw -3885.757405 + Penalty 202.464630 = -3683.292774 Iteration 12Q: 3 clusters Score -3683.293 nChanged 3 ComputeScore: Raw -3892.857132 + Penalty 202.464630 = -3690.392502 Iteration 13Q: 3 clusters Score -3690.393 nChanged 5 ComputeScore: Raw -3911.176087 + Penalty 202.464630 = -3708.711456 Iteration 14Q: 3 clusters Score -3708.711 nChanged 3 ComputeScore: Raw -3938.861615 + Penalty 202.464630 = -3736.396985 Iteration 15Q: 3 clusters Score -3736.397 nChanged 1 ComputeScore: Raw -3960.470733 + Penalty 202.464630 = -3758.006103 Iteration 16Q: 3 clusters Score -3758.006 nChanged 0 ComputeScore: Raw -3960.470733 + Penalty 202.464630 = -3758.006103 Iteration 17F: 3 clusters Score -3758.006 nChanged 0 ComputeScore: Raw -541164.353459 + Penalty 7535.342564 = -533629.010895Splitting cluster 32 changes total score from -533667.479805 to -533629.010895 So it's not getting split. Trying to split cluster 33 (5324 points) Assigned 2 initial classes randomly. ComputeScore: Raw -46638.950273 + Penalty 154.439643 = -46484.510630 Iteration 0F: 2 clusters Score -46484.51 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -43263.498978 + Penalty 308.879286 = -42954.619691 Iteration 0F: 3 clusters Score -42954.62 nChanged 2498 ComputeScore: Raw -44756.804612 + Penalty 308.879286 = -44447.925326 Iteration 1F: 3 clusters Score -44447.93 nChanged 272 ComputeScore: Raw -44856.351828 + Penalty 308.879286 = -44547.472541 Iteration 2F: 3 clusters Score -44547.47 nChanged 271 ComputeScore: Raw -44954.221265 + Penalty 308.879286 = -44645.341979 Iteration 3F: 3 clusters Score -44645.34 nChanged 249 ComputeScore: Raw -45066.902431 + Penalty 308.879286 = -44758.023145 Iteration 4Q: 3 clusters Score -44758.02 nChanged 266 ComputeScore: Raw -45195.026482 + Penalty 308.879286 = -44886.147195 Iteration 5Q: 3 clusters Score -44886.15 nChanged 265 ComputeScore: Raw -45349.267749 + Penalty 308.879286 = -45040.388463 Iteration 6Q: 3 clusters Score -45040.39 nChanged 279 ComputeScore: Raw -45569.053707 + Penalty 308.879286 = -45260.174421 Iteration 7F: 3 clusters Score -45260.17 nChanged 299 ComputeScore: Raw -45854.827214 + Penalty 308.879286 = -45545.947927 Iteration 8F: 3 clusters Score -45545.95 nChanged 251 ComputeScore: Raw -46104.339520 + Penalty 308.879286 = -45795.460234 Iteration 9Q: 3 clusters Score -45795.46 nChanged 178 ComputeScore: Raw -46318.386980 + Penalty 308.879286 = -46009.507693 Iteration 10Q: 3 clusters Score -46009.51 nChanged 148 ComputeScore: Raw -46545.115625 + Penalty 308.879286 = -46236.236339 Iteration 11Q: 3 clusters Score -46236.24 nChanged 118 ComputeScore: Raw -46728.249615 + Penalty 308.879286 = -46419.370329 Iteration 12Q: 3 clusters Score -46419.37 nChanged 84 ComputeScore: Raw -46811.180063 + Penalty 308.879286 = -46502.300776 Iteration 13Q: 3 clusters Score -46502.3 nChanged 61 ComputeScore: Raw -46835.267792 + Penalty 308.879286 = -46526.388506 Iteration 14Q: 3 clusters Score -46526.39 nChanged 55 ComputeScore: Raw -46859.870442 + Penalty 308.879286 = -46550.991156 Iteration 15Q: 3 clusters Score -46550.99 nChanged 56 ComputeScore: Raw -46883.347774 + Penalty 308.879286 = -46574.468487 Iteration 16Q: 3 clusters Score -46574.47 nChanged 55 ComputeScore: Raw -46904.815746 + Penalty 308.879286 = -46595.936459 Iteration 17Q: 3 clusters Score -46595.94 nChanged 64 ComputeScore: Raw -46931.460397 + Penalty 308.879286 = -46622.581111 Iteration 18Q: 3 clusters Score -46622.58 nChanged 67 ComputeScore: Raw -46958.595737 + Penalty 308.879286 = -46649.716450 Iteration 19Q: 3 clusters Score -46649.72 nChanged 71 ComputeScore: Raw -46993.443292 + Penalty 308.879286 = -46684.564005 Iteration 20F: 3 clusters Score -46684.56 nChanged 71 ComputeScore: Raw -47028.601176 + Penalty 308.879286 = -46719.721890 Iteration 21Q: 3 clusters Score -46719.72 nChanged 73 ComputeScore: Raw -47076.100345 + Penalty 308.879286 = -46767.221059 Iteration 22Q: 3 clusters Score -46767.22 nChanged 82 ComputeScore: Raw -47131.402823 + Penalty 308.879286 = -46822.523536 Iteration 23Q: 3 clusters Score -46822.52 nChanged 91 ComputeScore: Raw -47190.179361 + Penalty 308.879286 = -46881.300074 Iteration 24Q: 3 clusters Score -46881.3 nChanged 100 ComputeScore: Raw -47263.516703 + Penalty 308.879286 = -46954.637416 Iteration 25Q: 3 clusters Score -46954.64 nChanged 107 ComputeScore: Raw -47361.296661 + Penalty 308.879286 = -47052.417374 Iteration 26Q: 3 clusters Score -47052.42 nChanged 109 ComputeScore: Raw -47447.846782 + Penalty 308.879286 = -47138.967496 Iteration 27Q: 3 clusters Score -47138.97 nChanged 91 ComputeScore: Raw -47536.310267 + Penalty 308.879286 = -47227.430981 Iteration 28Q: 3 clusters Score -47227.43 nChanged 52 ComputeScore: Raw -47574.519750 + Penalty 308.879286 = -47265.640463 Iteration 29Q: 3 clusters Score -47265.64 nChanged 18 ComputeScore: Raw -47584.830348 + Penalty 308.879286 = -47275.951061 Iteration 30Q: 3 clusters Score -47275.95 nChanged 6 ComputeScore: Raw -47585.360972 + Penalty 308.879286 = -47276.481685 Iteration 31Q: 3 clusters Score -47276.48 nChanged 0 ComputeScore: Raw -47665.270993 + Penalty 308.879286 = -47356.391707 Iteration 32F: 3 clusters Score -47356.39 nChanged 38 ComputeScore: Raw -47697.135116 + Penalty 308.879286 = -47388.255829 Iteration 33Q: 3 clusters Score -47388.26 nChanged 4 ComputeScore: Raw -47697.340051 + Penalty 308.879286 = -47388.460765 Iteration 34Q: 3 clusters Score -47388.46 nChanged 0 ComputeScore: Raw -47697.340051 + Penalty 308.879286 = -47388.460765 Iteration 35F: 3 clusters Score -47388.46 nChanged 0 ComputeScore: Raw -542057.554240 + Penalty 7535.342564 = -534522.211676Splitting cluster 33 changes total score from -533667.479805 to -534522.211676 So it's getting split into cluster 37. Trying to split cluster 34 (810 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9578.745114 + Penalty 120.546616 = -9458.198498 Iteration 0F: 2 clusters Score -9458.198 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9121.828800 + Penalty 241.093233 = -8880.735567 Iteration 0F: 3 clusters Score -8880.736 nChanged 356 ComputeScore: Raw -9313.364737 + Penalty 241.093233 = -9072.271505 Iteration 1F: 3 clusters Score -9072.272 nChanged 54 ComputeScore: Raw -9353.336274 + Penalty 241.093233 = -9112.243041 Iteration 2F: 3 clusters Score -9112.243 nChanged 54 ComputeScore: Raw -9380.760747 + Penalty 241.093233 = -9139.667514 Iteration 3F: 3 clusters Score -9139.668 nChanged 36 ComputeScore: Raw -9389.863840 + Penalty 241.093233 = -9148.770607 Iteration 4Q: 3 clusters Score -9148.771 nChanged 22 ComputeScore: Raw -9397.307369 + Penalty 241.093233 = -9156.214136 Iteration 5Q: 3 clusters Score -9156.214 nChanged 21 ComputeScore: Raw -9404.702752 + Penalty 241.093233 = -9163.609520 Iteration 6Q: 3 clusters Score -9163.61 nChanged 23 ComputeScore: Raw -9417.153848 + Penalty 241.093233 = -9176.060615 Iteration 7Q: 3 clusters Score -9176.061 nChanged 28 ComputeScore: Raw -9433.825484 + Penalty 241.093233 = -9192.732251 Iteration 8Q: 3 clusters Score -9192.732 nChanged 26 ComputeScore: Raw -9458.516851 + Penalty 241.093233 = -9217.423618 Iteration 9Q: 3 clusters Score -9217.424 nChanged 36 ComputeScore: Raw -9516.752608 + Penalty 241.093233 = -9275.659375 Iteration 10Q: 3 clusters Score -9275.659 nChanged 27 ComputeScore: Raw -9556.519068 + Penalty 241.093233 = -9315.425835 Iteration 11Q: 3 clusters Score -9315.426 nChanged 15 ComputeScore: Raw -9588.430308 + Penalty 241.093233 = -9347.337075 Iteration 12Q: 3 clusters Score -9347.337 nChanged 15 ComputeScore: Raw -9611.996669 + Penalty 241.093233 = -9370.903436 Iteration 13Q: 3 clusters Score -9370.903 nChanged 9 ComputeScore: Raw -9620.627683 + Penalty 241.093233 = -9379.534450 Iteration 14Q: 3 clusters Score -9379.534 nChanged 11 ComputeScore: Raw -9627.564716 + Penalty 241.093233 = -9386.471484 Iteration 15Q: 3 clusters Score -9386.471 nChanged 6 ComputeScore: Raw -9629.708594 + Penalty 241.093233 = -9388.615361 Iteration 16Q: 3 clusters Score -9388.615 nChanged 6 ComputeScore: Raw -9631.855090 + Penalty 241.093233 = -9390.761857 Iteration 17Q: 3 clusters Score -9390.762 nChanged 11 ComputeScore: Raw -9640.241132 + Penalty 241.093233 = -9399.147899 Iteration 18Q: 3 clusters Score -9399.148 nChanged 18 ComputeScore: Raw -9650.808119 + Penalty 241.093233 = -9409.714887 Iteration 19Q: 3 clusters Score -9409.715 nChanged 12 ComputeScore: Raw -9655.714022 + Penalty 241.093233 = -9414.620789 Iteration 20F: 3 clusters Score -9414.621 nChanged 12 ComputeScore: Raw -9663.446597 + Penalty 241.093233 = -9422.353364 Iteration 21Q: 3 clusters Score -9422.353 nChanged 10 ComputeScore: Raw -9670.950643 + Penalty 241.093233 = -9429.857410 Iteration 22Q: 3 clusters Score -9429.857 nChanged 14 ComputeScore: Raw -9681.640217 + Penalty 241.093233 = -9440.546984 Iteration 23Q: 3 clusters Score -9440.547 nChanged 14 ComputeScore: Raw -9693.992083 + Penalty 241.093233 = -9452.898850 Iteration 24Q: 3 clusters Score -9452.899 nChanged 21 ComputeScore: Raw -9731.103066 + Penalty 241.093233 = -9490.009834 Iteration 25Q: 3 clusters Score -9490.01 nChanged 29 ComputeScore: Raw -9782.571175 + Penalty 241.093233 = -9541.477942 Iteration 26Q: 3 clusters Score -9541.478 nChanged 19 ComputeScore: Raw -9822.588600 + Penalty 241.093233 = -9581.495367 Iteration 27Q: 3 clusters Score -9581.495 nChanged 5 ComputeScore: Raw -9831.104012 + Penalty 241.093233 = -9590.010779 Iteration 28Q: 3 clusters Score -9590.011 nChanged 1 ComputeScore: Raw -9831.694052 + Penalty 241.093233 = -9590.600819 Iteration 29Q: 3 clusters Score -9590.601 nChanged 0 ComputeScore: Raw -9835.177773 + Penalty 241.093233 = -9594.084540 Iteration 30F: 3 clusters Score -9594.085 nChanged 1 ComputeScore: Raw -9835.672143 + Penalty 241.093233 = -9594.578910 Iteration 31Q: 3 clusters Score -9594.579 nChanged 0 ComputeScore: Raw -9835.672143 + Penalty 241.093233 = -9594.578910 Iteration 32F: 3 clusters Score -9594.579 nChanged 0 ComputeScore: Raw -542314.481269 + Penalty 7739.000471 = -534575.480798Splitting cluster 34 changes total score from -533667.479805 to -534575.480798 So it's getting split into cluster 38. Trying to split cluster 35 (277 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3919.902162 + Penalty 101.232315 = -3818.669847 Iteration 0F: 2 clusters Score -3818.67 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3791.533960 + Penalty 202.464630 = -3589.069330 Iteration 0F: 3 clusters Score -3589.069 nChanged 94 ComputeScore: Raw -3868.195957 + Penalty 202.464630 = -3665.731327 Iteration 1F: 3 clusters Score -3665.731 nChanged 22 ComputeScore: Raw -3884.145725 + Penalty 202.464630 = -3681.681095 Iteration 2F: 3 clusters Score -3681.681 nChanged 9 ComputeScore: Raw -3888.703468 + Penalty 202.464630 = -3686.238838 Iteration 3Q: 3 clusters Score -3686.239 nChanged 7 ComputeScore: Raw -3891.861199 + Penalty 202.464630 = -3689.396569 Iteration 4Q: 3 clusters Score -3689.397 nChanged 2 ComputeScore: Raw -3894.580730 + Penalty 202.464630 = -3692.116100 Iteration 5Q: 3 clusters Score -3692.116 nChanged 4 ComputeScore: Raw -3895.963967 + Penalty 202.464630 = -3693.499337 Iteration 6Q: 3 clusters Score -3693.499 nChanged 1 ComputeScore: Raw -3898.066542 + Penalty 202.464630 = -3695.601912 Iteration 7Q: 3 clusters Score -3695.602 nChanged 2 ComputeScore: Raw -3899.985876 + Penalty 202.464630 = -3697.521246 Iteration 8Q: 3 clusters Score -3697.521 nChanged 2 ComputeScore: Raw -3900.901774 + Penalty 202.464630 = -3698.437144 Iteration 9Q: 3 clusters Score -3698.437 nChanged 1 ComputeScore: Raw -3901.853362 + Penalty 202.464630 = -3699.388732 Iteration 10Q: 3 clusters Score -3699.389 nChanged 2 ComputeScore: Raw -3903.744301 + Penalty 202.464630 = -3701.279671 Iteration 11Q: 3 clusters Score -3701.28 nChanged 1 ComputeScore: Raw -3904.364628 + Penalty 202.464630 = -3701.899998 Iteration 12Q: 3 clusters Score -3701.9 nChanged 2 ComputeScore: Raw -3905.874890 + Penalty 202.464630 = -3703.410260 Iteration 13Q: 3 clusters Score -3703.41 nChanged 0 ComputeScore: Raw -3905.874890 + Penalty 202.464630 = -3703.410260 Iteration 14F: 3 clusters Score -3703.41 nChanged 0 Trying to split cluster 36 (2591 points) Assigned 2 initial classes randomly. ComputeScore: Raw -27630.138263 + Penalty 141.476385 = -27488.661878 Iteration 0F: 2 clusters Score -27488.66 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -26060.848605 + Penalty 282.952771 = -25777.895835 Iteration 0F: 3 clusters Score -25777.9 nChanged 1201 ComputeScore: Raw -26782.975766 + Penalty 282.952771 = -26500.022995 Iteration 1F: 3 clusters Score -26500.02 nChanged 199 ComputeScore: Raw -26907.929210 + Penalty 282.952771 = -26624.976439 Iteration 2F: 3 clusters Score -26624.98 nChanged 153 ComputeScore: Raw -27020.575585 + Penalty 282.952771 = -26737.622814 Iteration 3F: 3 clusters Score -26737.62 nChanged 117 ComputeScore: Raw -27092.553323 + Penalty 282.952771 = -26809.600552 Iteration 4Q: 3 clusters Score -26809.6 nChanged 111 ComputeScore: Raw -27147.196263 + Penalty 282.952771 = -26864.243492 Iteration 5Q: 3 clusters Score -26864.24 nChanged 91 ComputeScore: Raw -27190.628490 + Penalty 282.952771 = -26907.675720 Iteration 6Q: 3 clusters Score -26907.68 nChanged 87 ComputeScore: Raw -27234.870149 + Penalty 282.952771 = -26951.917378 Iteration 7Q: 3 clusters Score -26951.92 nChanged 72 ComputeScore: Raw -27268.481895 + Penalty 282.952771 = -26985.529125 Iteration 8Q: 3 clusters Score -26985.53 nChanged 71 ComputeScore: Raw -27311.096337 + Penalty 282.952771 = -27028.143567 Iteration 9Q: 3 clusters Score -27028.14 nChanged 83 ComputeScore: Raw -27371.242384 + Penalty 282.952771 = -27088.289613 Iteration 10Q: 3 clusters Score -27088.29 nChanged 81 ComputeScore: Raw -27438.661958 + Penalty 282.952771 = -27155.709188 Iteration 11Q: 3 clusters Score -27155.71 nChanged 60 ComputeScore: Raw -27496.464658 + Penalty 282.952771 = -27213.511888 Iteration 12Q: 3 clusters Score -27213.51 nChanged 45 ComputeScore: Raw -27532.814836 + Penalty 282.952771 = -27249.862065 Iteration 13Q: 3 clusters Score -27249.86 nChanged 43 ComputeScore: Raw -27559.048995 + Penalty 282.952771 = -27276.096224 Iteration 14Q: 3 clusters Score -27276.1 nChanged 31 ComputeScore: Raw -27586.007160 + Penalty 282.952771 = -27303.054389 Iteration 15Q: 3 clusters Score -27303.05 nChanged 29 ComputeScore: Raw -27614.097937 + Penalty 282.952771 = -27331.145167 Iteration 16Q: 3 clusters Score -27331.15 nChanged 20 ComputeScore: Raw -27636.210418 + Penalty 282.952771 = -27353.257647 Iteration 17Q: 3 clusters Score -27353.26 nChanged 16 ComputeScore: Raw -27652.862921 + Penalty 282.952771 = -27369.910151 Iteration 18Q: 3 clusters Score -27369.91 nChanged 14 ComputeScore: Raw -27658.869268 + Penalty 282.952771 = -27375.916498 Iteration 19Q: 3 clusters Score -27375.92 nChanged 10 ComputeScore: Raw -27662.843459 + Penalty 282.952771 = -27379.890689 Iteration 20F: 3 clusters Score -27379.89 nChanged 11 ComputeScore: Raw -27669.583843 + Penalty 282.952771 = -27386.631073 Iteration 21Q: 3 clusters Score -27386.63 nChanged 11 ComputeScore: Raw -27676.860363 + Penalty 282.952771 = -27393.907593 Iteration 22Q: 3 clusters Score -27393.91 nChanged 10 ComputeScore: Raw -27680.728634 + Penalty 282.952771 = -27397.775864 Iteration 23Q: 3 clusters Score -27397.78 nChanged 3 ComputeScore: Raw -27681.157043 + Penalty 282.952771 = -27398.204273 Iteration 24Q: 3 clusters Score -27398.2 nChanged 3 ComputeScore: Raw -27681.780502 + Penalty 282.952771 = -27398.827732 Iteration 25Q: 3 clusters Score -27398.83 nChanged 1 ComputeScore: Raw -27681.969360 + Penalty 282.952771 = -27399.016589 Iteration 26Q: 3 clusters Score -27399.02 nChanged 0 ComputeScore: Raw -27681.969360 + Penalty 282.952771 = -27399.016589 Iteration 27F: 3 clusters Score -27399.02 nChanged 0 ConsiderDeletion: ComputeScore: Raw -542488.518431 + Penalty 7739.000471 = -534749.517960Iteration 269F: 39 clusters Score -534749.5 nChanged 285 ConsiderDeletion: ComputeScore: Raw -542580.322187 + Penalty 7739.000471 = -534841.321716Iteration 270Q: 39 clusters Score -534841.3 nChanged 111 ConsiderDeletion: ComputeScore: Raw -542597.395114 + Penalty 7739.000471 = -534858.394643Iteration 271Q: 39 clusters Score -534858.4 nChanged 45 ConsiderDeletion: ComputeScore: Raw -542601.783278 + Penalty 7739.000471 = -534862.782807Iteration 272Q: 39 clusters Score -534862.8 nChanged 19 ConsiderDeletion: ComputeScore: Raw -542602.461368 + Penalty 7739.000471 = -534863.460897Iteration 273Q: 39 clusters Score -534863.5 nChanged 8 ConsiderDeletion: ComputeScore: Raw -542602.676103 + Penalty 7739.000471 = -534863.675632Iteration 274Q: 39 clusters Score -534863.7 nChanged 10 ConsiderDeletion: ComputeScore: Raw -542603.064007 + Penalty 7739.000471 = -534864.063536Iteration 275Q: 39 clusters Score -534864.1 nChanged 10 ConsiderDeletion: ComputeScore: Raw -542603.443027 + Penalty 7739.000471 = -534864.442556Iteration 276Q: 39 clusters Score -534864.4 nChanged 12 ConsiderDeletion: ComputeScore: Raw -542603.989632 + Penalty 7739.000471 = -534864.989161Iteration 277Q: 39 clusters Score -534865 nChanged 9 ConsiderDeletion: ComputeScore: Raw -542604.331690 + Penalty 7739.000471 = -534865.331219Iteration 278Q: 39 clusters Score -534865.3 nChanged 9 ComputeScore: Raw -542604.331690 + Penalty 7739.000471 = -534865.331219Trying to split cluster 1 (386 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5071.983740 + Penalty 107.205073 = -4964.778667 Iteration 0F: 2 clusters Score -4964.779 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4879.711067 + Penalty 214.410145 = -4665.300922 Iteration 0F: 3 clusters Score -4665.301 nChanged 145 ComputeScore: Raw -4975.037901 + Penalty 214.410145 = -4760.627756 Iteration 1F: 3 clusters Score -4760.628 nChanged 28 ComputeScore: Raw -4992.566766 + Penalty 214.410145 = -4778.156621 Iteration 2F: 3 clusters Score -4778.157 nChanged 15 ComputeScore: Raw -5007.222436 + Penalty 214.410145 = -4792.812291 Iteration 3Q: 3 clusters Score -4792.812 nChanged 18 ComputeScore: Raw -5021.718952 + Penalty 214.410145 = -4807.308807 Iteration 4Q: 3 clusters Score -4807.309 nChanged 17 ComputeScore: Raw -5034.208764 + Penalty 214.410145 = -4819.798619 Iteration 5Q: 3 clusters Score -4819.799 nChanged 10 ComputeScore: Raw -5041.210853 + Penalty 214.410145 = -4826.800708 Iteration 6Q: 3 clusters Score -4826.801 nChanged 6 ComputeScore: Raw -5045.428572 + Penalty 214.410145 = -4831.018426 Iteration 7Q: 3 clusters Score -4831.018 nChanged 4 ComputeScore: Raw -5048.249103 + Penalty 214.410145 = -4833.838958 Iteration 8Q: 3 clusters Score -4833.839 nChanged 5 ComputeScore: Raw -5051.347249 + Penalty 214.410145 = -4836.937103 Iteration 9Q: 3 clusters Score -4836.937 nChanged 3 ComputeScore: Raw -5054.173684 + Penalty 214.410145 = -4839.763538 Iteration 10Q: 3 clusters Score -4839.764 nChanged 6 ComputeScore: Raw -5058.460823 + Penalty 214.410145 = -4844.050677 Iteration 11Q: 3 clusters Score -4844.051 nChanged 3 ComputeScore: Raw -5059.334795 + Penalty 214.410145 = -4844.924650 Iteration 12Q: 3 clusters Score -4844.925 nChanged 3 ComputeScore: Raw -5060.074288 + Penalty 214.410145 = -4845.664142 Iteration 13Q: 3 clusters Score -4845.664 nChanged 1 ComputeScore: Raw -5060.175483 + Penalty 214.410145 = -4845.765338 Iteration 14Q: 3 clusters Score -4845.765 nChanged 1 ComputeScore: Raw -5060.334824 + Penalty 214.410145 = -4845.924679 Iteration 15Q: 3 clusters Score -4845.925 nChanged 0 ComputeScore: Raw -5060.334824 + Penalty 214.410145 = -4845.924679 Iteration 16F: 3 clusters Score -4845.925 nChanged 0 Trying to split cluster 2 (358 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2983.986276 + Penalty 105.849594 = -2878.136682 Iteration 0F: 2 clusters Score -2878.137 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2824.540665 + Penalty 211.699188 = -2612.841477 Iteration 0F: 3 clusters Score -2612.841 nChanged 135 ComputeScore: Raw -2942.227856 + Penalty 211.699188 = -2730.528668 Iteration 1F: 3 clusters Score -2730.529 nChanged 30 ComputeScore: Raw -2970.411272 + Penalty 211.699188 = -2758.712084 Iteration 2F: 3 clusters Score -2758.712 nChanged 22 ComputeScore: Raw -2996.197710 + Penalty 211.699188 = -2784.498523 Iteration 3F: 3 clusters Score -2784.499 nChanged 13 ComputeScore: Raw -3007.017707 + Penalty 211.699188 = -2795.318520 Iteration 4Q: 3 clusters Score -2795.319 nChanged 7 ComputeScore: Raw -3011.093952 + Penalty 211.699188 = -2799.394765 Iteration 5Q: 3 clusters Score -2799.395 nChanged 4 ComputeScore: Raw -3013.114037 + Penalty 211.699188 = -2801.414850 Iteration 6Q: 3 clusters Score -2801.415 nChanged 5 ComputeScore: Raw -3015.512916 + Penalty 211.699188 = -2803.813729 Iteration 7Q: 3 clusters Score -2803.814 nChanged 4 ComputeScore: Raw -3016.849601 + Penalty 211.699188 = -2805.150414 Iteration 8Q: 3 clusters Score -2805.15 nChanged 1 ComputeScore: Raw -3017.028515 + Penalty 211.699188 = -2805.329328 Iteration 9Q: 3 clusters Score -2805.329 nChanged 1 ComputeScore: Raw -3017.177873 + Penalty 211.699188 = -2805.478685 Iteration 10Q: 3 clusters Score -2805.479 nChanged 0 ComputeScore: Raw -3017.177873 + Penalty 211.699188 = -2805.478685 Iteration 11F: 3 clusters Score -2805.479 nChanged 0 Trying to split cluster 3 (286 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4323.149462 + Penalty 101.807853 = -4221.341610 Iteration 0F: 2 clusters Score -4221.342 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4181.002831 + Penalty 203.615705 = -3977.387126 Iteration 0F: 3 clusters Score -3977.387 nChanged 106 ComputeScore: Raw -4260.945861 + Penalty 203.615705 = -4057.330156 Iteration 1F: 3 clusters Score -4057.33 nChanged 20 ComputeScore: Raw -4275.974175 + Penalty 203.615705 = -4072.358470 Iteration 2F: 3 clusters Score -4072.358 nChanged 11 ComputeScore: Raw -4288.317288 + Penalty 203.615705 = -4084.701583 Iteration 3Q: 3 clusters Score -4084.702 nChanged 11 ComputeScore: Raw -4296.104307 + Penalty 203.615705 = -4092.488601 Iteration 4Q: 3 clusters Score -4092.489 nChanged 7 ComputeScore: Raw -4304.277883 + Penalty 203.615705 = -4100.662178 Iteration 5Q: 3 clusters Score -4100.662 nChanged 11 ComputeScore: Raw -4311.988669 + Penalty 203.615705 = -4108.372964 Iteration 6Q: 3 clusters Score -4108.373 nChanged 5 ComputeScore: Raw -4315.592159 + Penalty 203.615705 = -4111.976454 Iteration 7Q: 3 clusters Score -4111.976 nChanged 2 ComputeScore: Raw -4316.172385 + Penalty 203.615705 = -4112.556679 Iteration 8Q: 3 clusters Score -4112.557 nChanged 1 ComputeScore: Raw -4316.835170 + Penalty 203.615705 = -4113.219465 Iteration 9Q: 3 clusters Score -4113.219 nChanged 2 ComputeScore: Raw -4317.618079 + Penalty 203.615705 = -4114.002374 Iteration 10Q: 3 clusters Score -4114.002 nChanged 1 ComputeScore: Raw -4319.966344 + Penalty 203.615705 = -4116.350638 Iteration 11Q: 3 clusters Score -4116.351 nChanged 1 ComputeScore: Raw -4320.433184 + Penalty 203.615705 = -4116.817479 Iteration 12Q: 3 clusters Score -4116.817 nChanged 1 ComputeScore: Raw -4320.614751 + Penalty 203.615705 = -4116.999046 Iteration 13Q: 3 clusters Score -4116.999 nChanged 0 ComputeScore: Raw -4320.614751 + Penalty 203.615705 = -4116.999046 Iteration 14F: 3 clusters Score -4116.999 nChanged 0 Trying to split cluster 4 (4774 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42506.839732 + Penalty 152.476917 = -42354.362815 Iteration 0F: 2 clusters Score -42354.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39516.221709 + Penalty 304.953833 = -39211.267876 Iteration 0F: 3 clusters Score -39211.27 nChanged 2255 ComputeScore: Raw -41003.440436 + Penalty 304.953833 = -40698.486603 Iteration 1F: 3 clusters Score -40698.49 nChanged 379 ComputeScore: Raw -41214.973718 + Penalty 304.953833 = -40910.019885 Iteration 2F: 3 clusters Score -40910.02 nChanged 308 ComputeScore: Raw -41395.428988 + Penalty 304.953833 = -41090.475155 Iteration 3F: 3 clusters Score -41090.48 nChanged 265 ComputeScore: Raw -41553.490151 + Penalty 304.953833 = -41248.536318 Iteration 4F: 3 clusters Score -41248.54 nChanged 230 ComputeScore: Raw -41696.276203 + Penalty 304.953833 = -41391.322370 Iteration 5Q: 3 clusters Score -41391.32 nChanged 184 ComputeScore: Raw -41825.684383 + Penalty 304.953833 = -41520.730550 Iteration 6Q: 3 clusters Score -41520.73 nChanged 155 ComputeScore: Raw -41899.836738 + Penalty 304.953833 = -41594.882905 Iteration 7Q: 3 clusters Score -41594.88 nChanged 126 ComputeScore: Raw -41969.809222 + Penalty 304.953833 = -41664.855389 Iteration 8Q: 3 clusters Score -41664.86 nChanged 109 ComputeScore: Raw -42015.549445 + Penalty 304.953833 = -41710.595612 Iteration 9Q: 3 clusters Score -41710.6 nChanged 66 ComputeScore: Raw -42033.265821 + Penalty 304.953833 = -41728.311987 Iteration 10Q: 3 clusters Score -41728.31 nChanged 48 ComputeScore: Raw -42044.735451 + Penalty 304.953833 = -41739.781618 Iteration 11Q: 3 clusters Score -41739.78 nChanged 54 ComputeScore: Raw -42055.583302 + Penalty 304.953833 = -41750.629469 Iteration 12Q: 3 clusters Score -41750.63 nChanged 49 ComputeScore: Raw -42069.352544 + Penalty 304.953833 = -41764.398711 Iteration 13Q: 3 clusters Score -41764.4 nChanged 53 ComputeScore: Raw -42083.093054 + Penalty 304.953833 = -41778.139221 Iteration 14Q: 3 clusters Score -41778.14 nChanged 51 ComputeScore: Raw -42092.469814 + Penalty 304.953833 = -41787.515981 Iteration 15Q: 3 clusters Score -41787.52 nChanged 42 ComputeScore: Raw -42100.334795 + Penalty 304.953833 = -41795.380962 Iteration 16Q: 3 clusters Score -41795.38 nChanged 47 ComputeScore: Raw -42111.219925 + Penalty 304.953833 = -41806.266092 Iteration 17Q: 3 clusters Score -41806.27 nChanged 58 ComputeScore: Raw -42131.644803 + Penalty 304.953833 = -41826.690970 Iteration 18Q: 3 clusters Score -41826.69 nChanged 62 ComputeScore: Raw -42153.380559 + Penalty 304.953833 = -41848.426726 Iteration 19Q: 3 clusters Score -41848.43 nChanged 65 ComputeScore: Raw -42175.095202 + Penalty 304.953833 = -41870.141369 Iteration 20F: 3 clusters Score -41870.14 nChanged 70 ComputeScore: Raw -42201.424653 + Penalty 304.953833 = -41896.470820 Iteration 21Q: 3 clusters Score -41896.47 nChanged 63 ComputeScore: Raw -42224.289056 + Penalty 304.953833 = -41919.335223 Iteration 22Q: 3 clusters Score -41919.34 nChanged 60 ComputeScore: Raw -42249.138925 + Penalty 304.953833 = -41944.185092 Iteration 23Q: 3 clusters Score -41944.19 nChanged 76 ComputeScore: Raw -42278.851758 + Penalty 304.953833 = -41973.897925 Iteration 24Q: 3 clusters Score -41973.9 nChanged 65 ComputeScore: Raw -42301.754240 + Penalty 304.953833 = -41996.800407 Iteration 25Q: 3 clusters Score -41996.8 nChanged 56 ComputeScore: Raw -42324.876923 + Penalty 304.953833 = -42019.923090 Iteration 26Q: 3 clusters Score -42019.92 nChanged 55 ComputeScore: Raw -42349.023456 + Penalty 304.953833 = -42044.069623 Iteration 27Q: 3 clusters Score -42044.07 nChanged 54 ComputeScore: Raw -42372.996047 + Penalty 304.953833 = -42068.042214 Iteration 28Q: 3 clusters Score -42068.04 nChanged 42 ComputeScore: Raw -42391.056322 + Penalty 304.953833 = -42086.102489 Iteration 29Q: 3 clusters Score -42086.1 nChanged 39 ComputeScore: Raw -42406.849009 + Penalty 304.953833 = -42101.895176 Iteration 30Q: 3 clusters Score -42101.9 nChanged 37 ComputeScore: Raw -42420.429650 + Penalty 304.953833 = -42115.475817 Iteration 31Q: 3 clusters Score -42115.48 nChanged 31 ComputeScore: Raw -42434.076171 + Penalty 304.953833 = -42129.122338 Iteration 32Q: 3 clusters Score -42129.12 nChanged 27 ComputeScore: Raw -42442.650771 + Penalty 304.953833 = -42137.696938 Iteration 33Q: 3 clusters Score -42137.7 nChanged 20 ComputeScore: Raw -42448.235179 + Penalty 304.953833 = -42143.281346 Iteration 34Q: 3 clusters Score -42143.28 nChanged 18 ComputeScore: Raw -42453.761484 + Penalty 304.953833 = -42148.807651 Iteration 35Q: 3 clusters Score -42148.81 nChanged 18 ComputeScore: Raw -42459.071324 + Penalty 304.953833 = -42154.117490 Iteration 36Q: 3 clusters Score -42154.12 nChanged 13 ComputeScore: Raw -42462.127376 + Penalty 304.953833 = -42157.173543 Iteration 37Q: 3 clusters Score -42157.17 nChanged 15 ComputeScore: Raw -42467.630439 + Penalty 304.953833 = -42162.676606 Iteration 38Q: 3 clusters Score -42162.68 nChanged 15 ComputeScore: Raw -42475.527760 + Penalty 304.953833 = -42170.573927 Iteration 39Q: 3 clusters Score -42170.57 nChanged 18 ComputeScore: Raw -42483.499623 + Penalty 304.953833 = -42178.545790 Iteration 40F: 3 clusters Score -42178.55 nChanged 14 ComputeScore: Raw -42490.547691 + Penalty 304.953833 = -42185.593858 Iteration 41Q: 3 clusters Score -42185.59 nChanged 12 ComputeScore: Raw -42495.432319 + Penalty 304.953833 = -42190.478486 Iteration 42Q: 3 clusters Score -42190.48 nChanged 13 ComputeScore: Raw -42504.406244 + Penalty 304.953833 = -42199.452411 Iteration 43Q: 3 clusters Score -42199.45 nChanged 10 ComputeScore: Raw -42509.158838 + Penalty 304.953833 = -42204.205005 Iteration 44Q: 3 clusters Score -42204.21 nChanged 6 ComputeScore: Raw -42511.901146 + Penalty 304.953833 = -42206.947313 Iteration 45Q: 3 clusters Score -42206.95 nChanged 5 ComputeScore: Raw -42514.548320 + Penalty 304.953833 = -42209.594487 Iteration 46Q: 3 clusters Score -42209.59 nChanged 5 ComputeScore: Raw -42516.658996 + Penalty 304.953833 = -42211.705163 Iteration 47Q: 3 clusters Score -42211.71 nChanged 8 ComputeScore: Raw -42521.951474 + Penalty 304.953833 = -42216.997641 Iteration 48Q: 3 clusters Score -42217 nChanged 7 ComputeScore: Raw -42525.271596 + Penalty 304.953833 = -42220.317763 Iteration 49Q: 3 clusters Score -42220.32 nChanged 6 ComputeScore: Raw -42527.176032 + Penalty 304.953833 = -42222.222199 Iteration 50Q: 3 clusters Score -42222.22 nChanged 5 ComputeScore: Raw -42529.437675 + Penalty 304.953833 = -42224.483842 Iteration 51Q: 3 clusters Score -42224.48 nChanged 4 ComputeScore: Raw -42531.031413 + Penalty 304.953833 = -42226.077580 Iteration 52Q: 3 clusters Score -42226.08 nChanged 2 ComputeScore: Raw -42531.463297 + Penalty 304.953833 = -42226.509464 Iteration 53Q: 3 clusters Score -42226.51 nChanged 1 ComputeScore: Raw -42531.635432 + Penalty 304.953833 = -42226.681599 Iteration 54Q: 3 clusters Score -42226.68 nChanged 0 ComputeScore: Raw -42531.635432 + Penalty 304.953833 = -42226.681599 Iteration 55F: 3 clusters Score -42226.68 nChanged 0 Trying to split cluster 5 (2591 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25757.064433 + Penalty 141.476385 = -25615.588048 Iteration 0F: 2 clusters Score -25615.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24200.468554 + Penalty 282.952771 = -23917.515783 Iteration 0F: 3 clusters Score -23917.52 nChanged 1146 ComputeScore: Raw -24921.285375 + Penalty 282.952771 = -24638.332604 Iteration 1F: 3 clusters Score -24638.33 nChanged 196 ComputeScore: Raw -25073.904525 + Penalty 282.952771 = -24790.951754 Iteration 2F: 3 clusters Score -24790.95 nChanged 164 ComputeScore: Raw -25208.298499 + Penalty 282.952771 = -24925.345728 Iteration 3F: 3 clusters Score -24925.35 nChanged 137 ComputeScore: Raw -25295.507888 + Penalty 282.952771 = -25012.555118 Iteration 4F: 3 clusters Score -25012.56 nChanged 90 ComputeScore: Raw -25335.665380 + Penalty 282.952771 = -25052.712610 Iteration 5Q: 3 clusters Score -25052.71 nChanged 54 ComputeScore: Raw -25352.891451 + Penalty 282.952771 = -25069.938681 Iteration 6Q: 3 clusters Score -25069.94 nChanged 41 ComputeScore: Raw -25366.016274 + Penalty 282.952771 = -25083.063503 Iteration 7Q: 3 clusters Score -25083.06 nChanged 44 ComputeScore: Raw -25383.793379 + Penalty 282.952771 = -25100.840608 Iteration 8Q: 3 clusters Score -25100.84 nChanged 48 ComputeScore: Raw -25403.434629 + Penalty 282.952771 = -25120.481859 Iteration 9Q: 3 clusters Score -25120.48 nChanged 51 ComputeScore: Raw -25428.827428 + Penalty 282.952771 = -25145.874658 Iteration 10Q: 3 clusters Score -25145.87 nChanged 54 ComputeScore: Raw -25455.132903 + Penalty 282.952771 = -25172.180132 Iteration 11Q: 3 clusters Score -25172.18 nChanged 48 ComputeScore: Raw -25480.883143 + Penalty 282.952771 = -25197.930373 Iteration 12Q: 3 clusters Score -25197.93 nChanged 56 ComputeScore: Raw -25511.171991 + Penalty 282.952771 = -25228.219221 Iteration 13Q: 3 clusters Score -25228.22 nChanged 49 ComputeScore: Raw -25543.661885 + Penalty 282.952771 = -25260.709114 Iteration 14Q: 3 clusters Score -25260.71 nChanged 32 ComputeScore: Raw -25568.264139 + Penalty 282.952771 = -25285.311369 Iteration 15Q: 3 clusters Score -25285.31 nChanged 37 ComputeScore: Raw -25596.095154 + Penalty 282.952771 = -25313.142384 Iteration 16Q: 3 clusters Score -25313.14 nChanged 34 ComputeScore: Raw -25614.593756 + Penalty 282.952771 = -25331.640985 Iteration 17Q: 3 clusters Score -25331.64 nChanged 31 ComputeScore: Raw -25630.343730 + Penalty 282.952771 = -25347.390959 Iteration 18Q: 3 clusters Score -25347.39 nChanged 30 ComputeScore: Raw -25648.824398 + Penalty 282.952771 = -25365.871628 Iteration 19Q: 3 clusters Score -25365.87 nChanged 28 ComputeScore: Raw -25668.047331 + Penalty 282.952771 = -25385.094560 Iteration 20F: 3 clusters Score -25385.09 nChanged 33 ComputeScore: Raw -25693.959465 + Penalty 282.952771 = -25411.006694 Iteration 21Q: 3 clusters Score -25411.01 nChanged 24 ComputeScore: Raw -25709.745391 + Penalty 282.952771 = -25426.792620 Iteration 22Q: 3 clusters Score -25426.79 nChanged 23 ComputeScore: Raw -25722.093363 + Penalty 282.952771 = -25439.140592 Iteration 23Q: 3 clusters Score -25439.14 nChanged 21 ComputeScore: Raw -25737.170667 + Penalty 282.952771 = -25454.217896 Iteration 24Q: 3 clusters Score -25454.22 nChanged 17 ComputeScore: Raw -25748.459935 + Penalty 282.952771 = -25465.507165 Iteration 25Q: 3 clusters Score -25465.51 nChanged 19 ComputeScore: Raw -25761.971540 + Penalty 282.952771 = -25479.018769 Iteration 26Q: 3 clusters Score -25479.02 nChanged 13 ComputeScore: Raw -25768.971406 + Penalty 282.952771 = -25486.018635 Iteration 27Q: 3 clusters Score -25486.02 nChanged 12 ComputeScore: Raw -25773.608613 + Penalty 282.952771 = -25490.655843 Iteration 28Q: 3 clusters Score -25490.66 nChanged 6 ComputeScore: Raw -25776.969783 + Penalty 282.952771 = -25494.017013 Iteration 29Q: 3 clusters Score -25494.02 nChanged 7 ComputeScore: Raw -25778.523805 + Penalty 282.952771 = -25495.571035 Iteration 30Q: 3 clusters Score -25495.57 nChanged 4 ComputeScore: Raw -25779.462794 + Penalty 282.952771 = -25496.510024 Iteration 31Q: 3 clusters Score -25496.51 nChanged 3 ComputeScore: Raw -25780.360811 + Penalty 282.952771 = -25497.408041 Iteration 32Q: 3 clusters Score -25497.41 nChanged 4 ComputeScore: Raw -25781.470632 + Penalty 282.952771 = -25498.517861 Iteration 33Q: 3 clusters Score -25498.52 nChanged 4 ComputeScore: Raw -25782.102361 + Penalty 282.952771 = -25499.149591 Iteration 34Q: 3 clusters Score -25499.15 nChanged 1 ComputeScore: Raw -25782.222322 + Penalty 282.952771 = -25499.269552 Iteration 35Q: 3 clusters Score -25499.27 nChanged 0 ComputeScore: Raw -25782.222322 + Penalty 282.952771 = -25499.269552 Iteration 36F: 3 clusters Score -25499.27 nChanged 0 Trying to split cluster 6 (5448 points) Assigned 2 initial classes randomly. ComputeScore: Raw -49496.800957 + Penalty 154.854069 = -49341.946888 Iteration 0F: 2 clusters Score -49341.95 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -46089.750501 + Penalty 309.708139 = -45780.042362 Iteration 0F: 3 clusters Score -45780.04 nChanged 2541 ComputeScore: Raw -47571.933695 + Penalty 309.708139 = -47262.225557 Iteration 1F: 3 clusters Score -47262.23 nChanged 403 ComputeScore: Raw -47791.796502 + Penalty 309.708139 = -47482.088364 Iteration 2F: 3 clusters Score -47482.09 nChanged 362 ComputeScore: Raw -47962.472264 + Penalty 309.708139 = -47652.764125 Iteration 3F: 3 clusters Score -47652.76 nChanged 303 ComputeScore: Raw -48095.559339 + Penalty 309.708139 = -47785.851201 Iteration 4F: 3 clusters Score -47785.85 nChanged 250 ComputeScore: Raw -48197.972208 + Penalty 309.708139 = -47888.264070 Iteration 5Q: 3 clusters Score -47888.26 nChanged 202 ComputeScore: Raw -48288.307671 + Penalty 309.708139 = -47978.599533 Iteration 6Q: 3 clusters Score -47978.6 nChanged 192 ComputeScore: Raw -48391.390017 + Penalty 309.708139 = -48081.681879 Iteration 7Q: 3 clusters Score -48081.68 nChanged 189 ComputeScore: Raw -48522.560205 + Penalty 309.708139 = -48212.852066 Iteration 8Q: 3 clusters Score -48212.85 nChanged 167 ComputeScore: Raw -48647.287393 + Penalty 309.708139 = -48337.579255 Iteration 9Q: 3 clusters Score -48337.58 nChanged 140 ComputeScore: Raw -48753.109133 + Penalty 309.708139 = -48443.400995 Iteration 10Q: 3 clusters Score -48443.4 nChanged 132 ComputeScore: Raw -48837.176648 + Penalty 309.708139 = -48527.468509 Iteration 11Q: 3 clusters Score -48527.47 nChanged 125 ComputeScore: Raw -48891.157311 + Penalty 309.708139 = -48581.449172 Iteration 12Q: 3 clusters Score -48581.45 nChanged 110 ComputeScore: Raw -48943.085682 + Penalty 309.708139 = -48633.377544 Iteration 13Q: 3 clusters Score -48633.38 nChanged 128 ComputeScore: Raw -49008.429498 + Penalty 309.708139 = -48698.721360 Iteration 14Q: 3 clusters Score -48698.72 nChanged 116 ComputeScore: Raw -49061.460654 + Penalty 309.708139 = -48751.752515 Iteration 15Q: 3 clusters Score -48751.75 nChanged 107 ComputeScore: Raw -49107.402739 + Penalty 309.708139 = -48797.694600 Iteration 16Q: 3 clusters Score -48797.69 nChanged 106 ComputeScore: Raw -49155.734091 + Penalty 309.708139 = -48846.025952 Iteration 17Q: 3 clusters Score -48846.03 nChanged 90 ComputeScore: Raw -49197.759102 + Penalty 309.708139 = -48888.050964 Iteration 18Q: 3 clusters Score -48888.05 nChanged 81 ComputeScore: Raw -49232.118123 + Penalty 309.708139 = -48922.409984 Iteration 19Q: 3 clusters Score -48922.41 nChanged 71 ComputeScore: Raw -49272.083989 + Penalty 309.708139 = -48962.375851 Iteration 20F: 3 clusters Score -48962.38 nChanged 74 ComputeScore: Raw -49314.568854 + Penalty 309.708139 = -49004.860716 Iteration 21Q: 3 clusters Score -49004.86 nChanged 69 ComputeScore: Raw -49351.784538 + Penalty 309.708139 = -49042.076399 Iteration 22Q: 3 clusters Score -49042.08 nChanged 67 ComputeScore: Raw -49390.509679 + Penalty 309.708139 = -49080.801541 Iteration 23Q: 3 clusters Score -49080.8 nChanged 52 ComputeScore: Raw -49424.098543 + Penalty 309.708139 = -49114.390404 Iteration 24Q: 3 clusters Score -49114.39 nChanged 44 ComputeScore: Raw -49454.501304 + Penalty 309.708139 = -49144.793166 Iteration 25Q: 3 clusters Score -49144.79 nChanged 31 ComputeScore: Raw -49473.064529 + Penalty 309.708139 = -49163.356391 Iteration 26Q: 3 clusters Score -49163.36 nChanged 19 ComputeScore: Raw -49484.636141 + Penalty 309.708139 = -49174.928002 Iteration 27Q: 3 clusters Score -49174.93 nChanged 17 ComputeScore: Raw -49495.527023 + Penalty 309.708139 = -49185.818885 Iteration 28Q: 3 clusters Score -49185.82 nChanged 16 ComputeScore: Raw -49504.686165 + Penalty 309.708139 = -49194.978027 Iteration 29Q: 3 clusters Score -49194.98 nChanged 14 ComputeScore: Raw -49513.278955 + Penalty 309.708139 = -49203.570816 Iteration 30Q: 3 clusters Score -49203.57 nChanged 11 ComputeScore: Raw -49519.290232 + Penalty 309.708139 = -49209.582094 Iteration 31Q: 3 clusters Score -49209.58 nChanged 10 ComputeScore: Raw -49524.876988 + Penalty 309.708139 = -49215.168850 Iteration 32Q: 3 clusters Score -49215.17 nChanged 8 ComputeScore: Raw -49528.232732 + Penalty 309.708139 = -49218.524594 Iteration 33Q: 3 clusters Score -49218.52 nChanged 3 ComputeScore: Raw -49530.210474 + Penalty 309.708139 = -49220.502336 Iteration 34Q: 3 clusters Score -49220.5 nChanged 4 ComputeScore: Raw -49532.141438 + Penalty 309.708139 = -49222.433299 Iteration 35Q: 3 clusters Score -49222.43 nChanged 3 ComputeScore: Raw -49535.417381 + Penalty 309.708139 = -49225.709242 Iteration 36Q: 3 clusters Score -49225.71 nChanged 1 ComputeScore: Raw -49535.459313 + Penalty 309.708139 = -49225.751175 Iteration 37Q: 3 clusters Score -49225.75 nChanged 0 ComputeScore: Raw -49535.459313 + Penalty 309.708139 = -49225.751175 Iteration 38F: 3 clusters Score -49225.75 nChanged 0 Trying to split cluster 7 (15292 points) Assigned 2 initial classes randomly. ComputeScore: Raw -125357.721954 + Penalty 173.431532 = -125184.290422 Iteration 0F: 2 clusters Score -125184.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -115219.924637 + Penalty 346.863063 = -114873.061574 Iteration 0F: 3 clusters Score -114873.1 nChanged 7433 ComputeScore: Raw -120336.424246 + Penalty 346.863063 = -119989.561182 Iteration 1F: 3 clusters Score -119989.6 nChanged 1080 ComputeScore: Raw -121028.678125 + Penalty 346.863063 = -120681.815062 Iteration 2F: 3 clusters Score -120681.8 nChanged 1194 ComputeScore: Raw -122041.720103 + Penalty 346.863063 = -121694.857040 Iteration 3F: 3 clusters Score -121694.9 nChanged 1218 ComputeScore: Raw -123312.790799 + Penalty 346.863063 = -122965.927736 Iteration 4F: 3 clusters Score -122965.9 nChanged 1008 ComputeScore: Raw -124443.328285 + Penalty 346.863063 = -124096.465221 Iteration 5F: 3 clusters Score -124096.5 nChanged 547 ComputeScore: Raw -125007.906205 + Penalty 346.863063 = -124661.043141 Iteration 6Q: 3 clusters Score -124661 nChanged 234 ComputeScore: Raw -125220.243670 + Penalty 346.863063 = -124873.380607 Iteration 7Q: 3 clusters Score -124873.4 nChanged 99 ComputeScore: Raw -125312.892990 + Penalty 346.863063 = -124966.029927 Iteration 8Q: 3 clusters Score -124966 nChanged 31 ComputeScore: Raw -125349.751460 + Penalty 346.863063 = -125002.888396 Iteration 9Q: 3 clusters Score -125002.9 nChanged 12 ComputeScore: Raw -125363.360910 + Penalty 346.863063 = -125016.497846 Iteration 10Q: 3 clusters Score -125016.5 nChanged 8 ComputeScore: Raw -125369.366376 + Penalty 346.863063 = -125022.503313 Iteration 11Q: 3 clusters Score -125022.5 nChanged 3 ComputeScore: Raw -125373.282569 + Penalty 346.863063 = -125026.419505 Iteration 12Q: 3 clusters Score -125026.4 nChanged 5 ComputeScore: Raw -125377.320276 + Penalty 346.863063 = -125030.457212 Iteration 13Q: 3 clusters Score -125030.5 nChanged 2 ComputeScore: Raw -125381.408364 + Penalty 346.863063 = -125034.545301 Iteration 14Q: 3 clusters Score -125034.5 nChanged 2 ComputeScore: Raw -125384.857390 + Penalty 346.863063 = -125037.994327 Iteration 15Q: 3 clusters Score -125038 nChanged 1 ComputeScore: Raw -125385.930441 + Penalty 346.863063 = -125039.067378 Iteration 16Q: 3 clusters Score -125039.1 nChanged 0 ComputeScore: Raw -125385.930441 + Penalty 346.863063 = -125039.067378 Iteration 17F: 3 clusters Score -125039.1 nChanged 0 Trying to split cluster 8 (2762 points) Assigned 2 initial classes randomly. ComputeScore: Raw -29177.580493 + Penalty 142.626786 = -29034.953707 Iteration 0F: 2 clusters Score -29034.95 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27424.874543 + Penalty 285.253572 = -27139.620971 Iteration 0F: 3 clusters Score -27139.62 nChanged 1279 ComputeScore: Raw -28179.256006 + Penalty 285.253572 = -27894.002434 Iteration 1F: 3 clusters Score -27894 nChanged 159 ComputeScore: Raw -28253.600804 + Penalty 285.253572 = -27968.347232 Iteration 2F: 3 clusters Score -27968.35 nChanged 138 ComputeScore: Raw -28345.312480 + Penalty 285.253572 = -28060.058908 Iteration 3Q: 3 clusters Score -28060.06 nChanged 165 ComputeScore: Raw -28457.058162 + Penalty 285.253572 = -28171.804590 Iteration 4F: 3 clusters Score -28171.8 nChanged 173 ComputeScore: Raw -28580.627902 + Penalty 285.253572 = -28295.374330 Iteration 5F: 3 clusters Score -28295.37 nChanged 177 ComputeScore: Raw -28718.322882 + Penalty 285.253572 = -28433.069310 Iteration 6F: 3 clusters Score -28433.07 nChanged 165 ComputeScore: Raw -28837.038324 + Penalty 285.253572 = -28551.784752 Iteration 7F: 3 clusters Score -28551.78 nChanged 137 ComputeScore: Raw -28932.048761 + Penalty 285.253572 = -28646.795189 Iteration 8Q: 3 clusters Score -28646.8 nChanged 121 ComputeScore: Raw -29016.484725 + Penalty 285.253572 = -28731.231153 Iteration 9Q: 3 clusters Score -28731.23 nChanged 87 ComputeScore: Raw -29076.181424 + Penalty 285.253572 = -28790.927852 Iteration 10Q: 3 clusters Score -28790.93 nChanged 60 ComputeScore: Raw -29117.210465 + Penalty 285.253572 = -28831.956893 Iteration 11Q: 3 clusters Score -28831.96 nChanged 38 ComputeScore: Raw -29144.100245 + Penalty 285.253572 = -28858.846673 Iteration 12Q: 3 clusters Score -28858.85 nChanged 23 ComputeScore: Raw -29160.776492 + Penalty 285.253572 = -28875.522920 Iteration 13Q: 3 clusters Score -28875.52 nChanged 17 ComputeScore: Raw -29172.823081 + Penalty 285.253572 = -28887.569509 Iteration 14Q: 3 clusters Score -28887.57 nChanged 10 ComputeScore: Raw -29179.739917 + Penalty 285.253572 = -28894.486345 Iteration 15Q: 3 clusters Score -28894.49 nChanged 4 ComputeScore: Raw -29182.584493 + Penalty 285.253572 = -28897.330921 Iteration 16Q: 3 clusters Score -28897.33 nChanged 7 ComputeScore: Raw -29189.479930 + Penalty 285.253572 = -28904.226358 Iteration 17Q: 3 clusters Score -28904.23 nChanged 4 ComputeScore: Raw -29194.545997 + Penalty 285.253572 = -28909.292425 Iteration 18Q: 3 clusters Score -28909.29 nChanged 1 ComputeScore: Raw -29197.448973 + Penalty 285.253572 = -28912.195401 Iteration 19Q: 3 clusters Score -28912.2 nChanged 4 ComputeScore: Raw -29205.196425 + Penalty 285.253572 = -28919.942853 Iteration 20F: 3 clusters Score -28919.94 nChanged 2 ComputeScore: Raw -29208.036993 + Penalty 285.253572 = -28922.783421 Iteration 21Q: 3 clusters Score -28922.78 nChanged 4 ComputeScore: Raw -29210.598625 + Penalty 285.253572 = -28925.345053 Iteration 22Q: 3 clusters Score -28925.35 nChanged 1 ComputeScore: Raw -29211.317697 + Penalty 285.253572 = -28926.064125 Iteration 23Q: 3 clusters Score -28926.06 nChanged 1 ComputeScore: Raw -29211.921088 + Penalty 285.253572 = -28926.667516 Iteration 24Q: 3 clusters Score -28926.67 nChanged 1 ComputeScore: Raw -29212.572063 + Penalty 285.253572 = -28927.318491 Iteration 25Q: 3 clusters Score -28927.32 nChanged 0 ComputeScore: Raw -29212.572063 + Penalty 285.253572 = -28927.318491 Iteration 26F: 3 clusters Score -28927.32 nChanged 0 Trying to split cluster 9 (759 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9886.578911 + Penalty 119.376032 = -9767.202879 Iteration 0F: 2 clusters Score -9767.203 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9465.971873 + Penalty 238.752064 = -9227.219809 Iteration 0F: 3 clusters Score -9227.22 nChanged 331 ComputeScore: Raw -9684.769940 + Penalty 238.752064 = -9446.017876 Iteration 1F: 3 clusters Score -9446.018 nChanged 66 ComputeScore: Raw -9727.013669 + Penalty 238.752064 = -9488.261605 Iteration 2F: 3 clusters Score -9488.262 nChanged 39 ComputeScore: Raw -9752.548250 + Penalty 238.752064 = -9513.796186 Iteration 3F: 3 clusters Score -9513.796 nChanged 33 ComputeScore: Raw -9779.237042 + Penalty 238.752064 = -9540.484978 Iteration 4Q: 3 clusters Score -9540.485 nChanged 37 ComputeScore: Raw -9811.915946 + Penalty 238.752064 = -9573.163882 Iteration 5Q: 3 clusters Score -9573.164 nChanged 27 ComputeScore: Raw -9837.859436 + Penalty 238.752064 = -9599.107372 Iteration 6Q: 3 clusters Score -9599.107 nChanged 17 ComputeScore: Raw -9853.990457 + Penalty 238.752064 = -9615.238393 Iteration 7Q: 3 clusters Score -9615.238 nChanged 12 ComputeScore: Raw -9863.610130 + Penalty 238.752064 = -9624.858066 Iteration 8Q: 3 clusters Score -9624.858 nChanged 8 ComputeScore: Raw -9877.909826 + Penalty 238.752064 = -9639.157762 Iteration 9Q: 3 clusters Score -9639.158 nChanged 3 ComputeScore: Raw -9881.770773 + Penalty 238.752064 = -9643.018709 Iteration 10Q: 3 clusters Score -9643.019 nChanged 2 ComputeScore: Raw -9885.585937 + Penalty 238.752064 = -9646.833873 Iteration 11Q: 3 clusters Score -9646.834 nChanged 2 ComputeScore: Raw -9888.044196 + Penalty 238.752064 = -9649.292132 Iteration 12Q: 3 clusters Score -9649.292 nChanged 1 ComputeScore: Raw -9888.641207 + Penalty 238.752064 = -9649.889143 Iteration 13Q: 3 clusters Score -9649.889 nChanged 1 ComputeScore: Raw -9891.328406 + Penalty 238.752064 = -9652.576343 Iteration 14Q: 3 clusters Score -9652.576 nChanged 1 ComputeScore: Raw -9892.169305 + Penalty 238.752064 = -9653.417241 Iteration 15Q: 3 clusters Score -9653.417 nChanged 1 ComputeScore: Raw -9893.520736 + Penalty 238.752064 = -9654.768672 Iteration 16Q: 3 clusters Score -9654.769 nChanged 1 ComputeScore: Raw -9894.066546 + Penalty 238.752064 = -9655.314482 Iteration 17Q: 3 clusters Score -9655.314 nChanged 0 ComputeScore: Raw -9894.066546 + Penalty 238.752064 = -9655.314482 Iteration 18F: 3 clusters Score -9655.314 nChanged 0 Trying to split cluster 10 (1216 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9171.567122 + Penalty 127.859797 = -9043.707325 Iteration 0F: 2 clusters Score -9043.707 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8498.796663 + Penalty 255.719594 = -8243.077069 Iteration 0F: 3 clusters Score -8243.077 nChanged 523 ComputeScore: Raw -8892.373406 + Penalty 255.719594 = -8636.653811 Iteration 1F: 3 clusters Score -8636.654 nChanged 118 ComputeScore: Raw -8987.582858 + Penalty 255.719594 = -8731.863263 Iteration 2F: 3 clusters Score -8731.863 nChanged 74 ComputeScore: Raw -9037.850400 + Penalty 255.719594 = -8782.130806 Iteration 3F: 3 clusters Score -8782.131 nChanged 68 ComputeScore: Raw -9085.470146 + Penalty 255.719594 = -8829.750552 Iteration 4F: 3 clusters Score -8829.751 nChanged 62 ComputeScore: Raw -9127.834490 + Penalty 255.719594 = -8872.114896 Iteration 5F: 3 clusters Score -8872.115 nChanged 47 ComputeScore: Raw -9154.955428 + Penalty 255.719594 = -8899.235833 Iteration 6Q: 3 clusters Score -8899.236 nChanged 38 ComputeScore: Raw -9178.165868 + Penalty 255.719594 = -8922.446274 Iteration 7Q: 3 clusters Score -8922.446 nChanged 27 ComputeScore: Raw -9198.912036 + Penalty 255.719594 = -8943.192442 Iteration 8Q: 3 clusters Score -8943.192 nChanged 27 ComputeScore: Raw -9214.671453 + Penalty 255.719594 = -8958.951859 Iteration 9Q: 3 clusters Score -8958.952 nChanged 28 ComputeScore: Raw -9233.589068 + Penalty 255.719594 = -8977.869474 Iteration 10Q: 3 clusters Score -8977.869 nChanged 29 ComputeScore: Raw -9250.700547 + Penalty 255.719594 = -8994.980953 Iteration 11Q: 3 clusters Score -8994.981 nChanged 20 ComputeScore: Raw -9260.286130 + Penalty 255.719594 = -9004.566536 Iteration 12Q: 3 clusters Score -9004.567 nChanged 19 ComputeScore: Raw -9269.776982 + Penalty 255.719594 = -9014.057388 Iteration 13Q: 3 clusters Score -9014.057 nChanged 14 ComputeScore: Raw -9275.177018 + Penalty 255.719594 = -9019.457424 Iteration 14Q: 3 clusters Score -9019.457 nChanged 12 ComputeScore: Raw -9279.440907 + Penalty 255.719594 = -9023.721312 Iteration 15Q: 3 clusters Score -9023.721 nChanged 10 ComputeScore: Raw -9282.122888 + Penalty 255.719594 = -9026.403293 Iteration 16Q: 3 clusters Score -9026.403 nChanged 3 ComputeScore: Raw -9283.243156 + Penalty 255.719594 = -9027.523562 Iteration 17Q: 3 clusters Score -9027.524 nChanged 3 ComputeScore: Raw -9283.610854 + Penalty 255.719594 = -9027.891259 Iteration 18Q: 3 clusters Score -9027.891 nChanged 0 ComputeScore: Raw -9283.610854 + Penalty 255.719594 = -9027.891259 Iteration 19F: 3 clusters Score -9027.891 nChanged 0 Trying to split cluster 11 (3509 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32961.373022 + Penalty 146.935555 = -32814.437467 Iteration 0F: 2 clusters Score -32814.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30791.374338 + Penalty 293.871110 = -30497.503229 Iteration 0F: 3 clusters Score -30497.5 nChanged 1660 ComputeScore: Raw -31920.240261 + Penalty 293.871110 = -31626.369151 Iteration 1F: 3 clusters Score -31626.37 nChanged 206 ComputeScore: Raw -32066.317327 + Penalty 293.871110 = -31772.446217 Iteration 2F: 3 clusters Score -31772.45 nChanged 214 ComputeScore: Raw -32241.638776 + Penalty 293.871110 = -31947.767667 Iteration 3F: 3 clusters Score -31947.77 nChanged 191 ComputeScore: Raw -32356.365917 + Penalty 293.871110 = -32062.494808 Iteration 4F: 3 clusters Score -32062.49 nChanged 123 ComputeScore: Raw -32419.572177 + Penalty 293.871110 = -32125.701067 Iteration 5Q: 3 clusters Score -32125.7 nChanged 106 ComputeScore: Raw -32454.863306 + Penalty 293.871110 = -32160.992197 Iteration 6Q: 3 clusters Score -32160.99 nChanged 62 ComputeScore: Raw -32469.691566 + Penalty 293.871110 = -32175.820457 Iteration 7Q: 3 clusters Score -32175.82 nChanged 55 ComputeScore: Raw -32484.162704 + Penalty 293.871110 = -32190.291594 Iteration 8Q: 3 clusters Score -32190.29 nChanged 55 ComputeScore: Raw -32499.917954 + Penalty 293.871110 = -32206.046845 Iteration 9Q: 3 clusters Score -32206.05 nChanged 45 ComputeScore: Raw -32510.787464 + Penalty 293.871110 = -32216.916354 Iteration 10Q: 3 clusters Score -32216.92 nChanged 36 ComputeScore: Raw -32518.804513 + Penalty 293.871110 = -32224.933403 Iteration 11Q: 3 clusters Score -32224.93 nChanged 37 ComputeScore: Raw -32526.670044 + Penalty 293.871110 = -32232.798935 Iteration 12Q: 3 clusters Score -32232.8 nChanged 30 ComputeScore: Raw -32532.132852 + Penalty 293.871110 = -32238.261743 Iteration 13Q: 3 clusters Score -32238.26 nChanged 25 ComputeScore: Raw -32536.242357 + Penalty 293.871110 = -32242.371247 Iteration 14Q: 3 clusters Score -32242.37 nChanged 17 ComputeScore: Raw -32538.312734 + Penalty 293.871110 = -32244.441625 Iteration 15Q: 3 clusters Score -32244.44 nChanged 14 ComputeScore: Raw -32539.509416 + Penalty 293.871110 = -32245.638306 Iteration 16Q: 3 clusters Score -32245.64 nChanged 10 ComputeScore: Raw -32541.198246 + Penalty 293.871110 = -32247.327137 Iteration 17Q: 3 clusters Score -32247.33 nChanged 20 ComputeScore: Raw -32547.000094 + Penalty 293.871110 = -32253.128985 Iteration 18Q: 3 clusters Score -32253.13 nChanged 23 ComputeScore: Raw -32551.586390 + Penalty 293.871110 = -32257.715281 Iteration 19Q: 3 clusters Score -32257.72 nChanged 25 ComputeScore: Raw -32557.026540 + Penalty 293.871110 = -32263.155431 Iteration 20F: 3 clusters Score -32263.16 nChanged 22 ComputeScore: Raw -32560.334670 + Penalty 293.871110 = -32266.463561 Iteration 21Q: 3 clusters Score -32266.46 nChanged 23 ComputeScore: Raw -32563.362537 + Penalty 293.871110 = -32269.491428 Iteration 22Q: 3 clusters Score -32269.49 nChanged 24 ComputeScore: Raw -32566.929047 + Penalty 293.871110 = -32273.057938 Iteration 23Q: 3 clusters Score -32273.06 nChanged 21 ComputeScore: Raw -32570.726102 + Penalty 293.871110 = -32276.854993 Iteration 24Q: 3 clusters Score -32276.85 nChanged 21 ComputeScore: Raw -32573.799532 + Penalty 293.871110 = -32279.928422 Iteration 25Q: 3 clusters Score -32279.93 nChanged 18 ComputeScore: Raw -32575.955345 + Penalty 293.871110 = -32282.084235 Iteration 26Q: 3 clusters Score -32282.08 nChanged 11 ComputeScore: Raw -32577.105510 + Penalty 293.871110 = -32283.234401 Iteration 27Q: 3 clusters Score -32283.23 nChanged 12 ComputeScore: Raw -32578.191314 + Penalty 293.871110 = -32284.320204 Iteration 28Q: 3 clusters Score -32284.32 nChanged 10 ComputeScore: Raw -32579.250275 + Penalty 293.871110 = -32285.379166 Iteration 29Q: 3 clusters Score -32285.38 nChanged 14 ComputeScore: Raw -32581.500310 + Penalty 293.871110 = -32287.629200 Iteration 30Q: 3 clusters Score -32287.63 nChanged 17 ComputeScore: Raw -32584.356256 + Penalty 293.871110 = -32290.485146 Iteration 31Q: 3 clusters Score -32290.49 nChanged 20 ComputeScore: Raw -32588.959554 + Penalty 293.871110 = -32295.088445 Iteration 32Q: 3 clusters Score -32295.09 nChanged 32 ComputeScore: Raw -32597.875592 + Penalty 293.871110 = -32304.004482 Iteration 33Q: 3 clusters Score -32304 nChanged 31 ComputeScore: Raw -32607.964909 + Penalty 293.871110 = -32314.093799 Iteration 34Q: 3 clusters Score -32314.09 nChanged 41 ComputeScore: Raw -32620.830883 + Penalty 293.871110 = -32326.959773 Iteration 35Q: 3 clusters Score -32326.96 nChanged 38 ComputeScore: Raw -32631.289168 + Penalty 293.871110 = -32337.418059 Iteration 36Q: 3 clusters Score -32337.42 nChanged 36 ComputeScore: Raw -32643.029191 + Penalty 293.871110 = -32349.158081 Iteration 37Q: 3 clusters Score -32349.16 nChanged 40 ComputeScore: Raw -32658.190929 + Penalty 293.871110 = -32364.319819 Iteration 38Q: 3 clusters Score -32364.32 nChanged 41 ComputeScore: Raw -32671.359348 + Penalty 293.871110 = -32377.488239 Iteration 39Q: 3 clusters Score -32377.49 nChanged 34 ComputeScore: Raw -32683.541762 + Penalty 293.871110 = -32389.670653 Iteration 40F: 3 clusters Score -32389.67 nChanged 52 ComputeScore: Raw -32702.294202 + Penalty 293.871110 = -32408.423093 Iteration 41Q: 3 clusters Score -32408.42 nChanged 47 ComputeScore: Raw -32719.553286 + Penalty 293.871110 = -32425.682176 Iteration 42Q: 3 clusters Score -32425.68 nChanged 50 ComputeScore: Raw -32739.314366 + Penalty 293.871110 = -32445.443257 Iteration 43Q: 3 clusters Score -32445.44 nChanged 57 ComputeScore: Raw -32764.523329 + Penalty 293.871110 = -32470.652220 Iteration 44Q: 3 clusters Score -32470.65 nChanged 52 ComputeScore: Raw -32783.956144 + Penalty 293.871110 = -32490.085035 Iteration 45Q: 3 clusters Score -32490.09 nChanged 40 ComputeScore: Raw -32798.795868 + Penalty 293.871110 = -32504.924758 Iteration 46Q: 3 clusters Score -32504.92 nChanged 47 ComputeScore: Raw -32817.245003 + Penalty 293.871110 = -32523.373894 Iteration 47Q: 3 clusters Score -32523.37 nChanged 44 ComputeScore: Raw -32837.722183 + Penalty 293.871110 = -32543.851073 Iteration 48Q: 3 clusters Score -32543.85 nChanged 47 ComputeScore: Raw -32860.591722 + Penalty 293.871110 = -32566.720613 Iteration 49Q: 3 clusters Score -32566.72 nChanged 43 ComputeScore: Raw -32881.906278 + Penalty 293.871110 = -32588.035168 Iteration 50Q: 3 clusters Score -32588.04 nChanged 30 ComputeScore: Raw -32894.646644 + Penalty 293.871110 = -32600.775534 Iteration 51Q: 3 clusters Score -32600.78 nChanged 27 ComputeScore: Raw -32907.527408 + Penalty 293.871110 = -32613.656299 Iteration 52Q: 3 clusters Score -32613.66 nChanged 23 ComputeScore: Raw -32924.100500 + Penalty 293.871110 = -32630.229390 Iteration 53Q: 3 clusters Score -32630.23 nChanged 18 ComputeScore: Raw -32937.090127 + Penalty 293.871110 = -32643.219018 Iteration 54Q: 3 clusters Score -32643.22 nChanged 19 ComputeScore: Raw -32951.323529 + Penalty 293.871110 = -32657.452419 Iteration 55Q: 3 clusters Score -32657.45 nChanged 13 ComputeScore: Raw -32957.633348 + Penalty 293.871110 = -32663.762239 Iteration 56Q: 3 clusters Score -32663.76 nChanged 9 ComputeScore: Raw -32962.069556 + Penalty 293.871110 = -32668.198446 Iteration 57Q: 3 clusters Score -32668.2 nChanged 7 ComputeScore: Raw -32964.408078 + Penalty 293.871110 = -32670.536969 Iteration 58Q: 3 clusters Score -32670.54 nChanged 6 ComputeScore: Raw -32967.982982 + Penalty 293.871110 = -32674.111872 Iteration 59Q: 3 clusters Score -32674.11 nChanged 5 ComputeScore: Raw -32971.408083 + Penalty 293.871110 = -32677.536973 Iteration 60F: 3 clusters Score -32677.54 nChanged 6 ComputeScore: Raw -32975.107316 + Penalty 293.871110 = -32681.236206 Iteration 61Q: 3 clusters Score -32681.24 nChanged 2 ComputeScore: Raw -32976.615726 + Penalty 293.871110 = -32682.744617 Iteration 62Q: 3 clusters Score -32682.74 nChanged 3 ComputeScore: Raw -32979.727727 + Penalty 293.871110 = -32685.856618 Iteration 63Q: 3 clusters Score -32685.86 nChanged 2 ComputeScore: Raw -32981.952732 + Penalty 293.871110 = -32688.081622 Iteration 64Q: 3 clusters Score -32688.08 nChanged 3 ComputeScore: Raw -32984.618497 + Penalty 293.871110 = -32690.747387 Iteration 65Q: 3 clusters Score -32690.75 nChanged 1 ComputeScore: Raw -32984.632719 + Penalty 293.871110 = -32690.761609 Iteration 66Q: 3 clusters Score -32690.76 nChanged 0 ComputeScore: Raw -32984.632719 + Penalty 293.871110 = -32690.761609 Iteration 67F: 3 clusters Score -32690.76 nChanged 0 Trying to split cluster 12 (5324 points) Assigned 2 initial classes randomly. ComputeScore: Raw -50946.767030 + Penalty 154.439643 = -50792.327387 Iteration 0F: 2 clusters Score -50792.33 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -47580.833122 + Penalty 308.879286 = -47271.953836 Iteration 0F: 3 clusters Score -47271.95 nChanged 2485 ComputeScore: Raw -49107.447427 + Penalty 308.879286 = -48798.568141 Iteration 1F: 3 clusters Score -48798.57 nChanged 403 ComputeScore: Raw -49364.020332 + Penalty 308.879286 = -49055.141046 Iteration 2F: 3 clusters Score -49055.14 nChanged 405 ComputeScore: Raw -49718.089081 + Penalty 308.879286 = -49409.209794 Iteration 3F: 3 clusters Score -49409.21 nChanged 324 ComputeScore: Raw -50084.482811 + Penalty 308.879286 = -49775.603524 Iteration 4F: 3 clusters Score -49775.6 nChanged 247 ComputeScore: Raw -50308.253806 + Penalty 308.879286 = -49999.374519 Iteration 5Q: 3 clusters Score -49999.37 nChanged 176 ComputeScore: Raw -50426.682514 + Penalty 308.879286 = -50117.803227 Iteration 6Q: 3 clusters Score -50117.8 nChanged 120 ComputeScore: Raw -50483.350446 + Penalty 308.879286 = -50174.471160 Iteration 7Q: 3 clusters Score -50174.47 nChanged 81 ComputeScore: Raw -50521.656037 + Penalty 308.879286 = -50212.776751 Iteration 8Q: 3 clusters Score -50212.78 nChanged 92 ComputeScore: Raw -50562.181621 + Penalty 308.879286 = -50253.302334 Iteration 9Q: 3 clusters Score -50253.3 nChanged 89 ComputeScore: Raw -50600.280151 + Penalty 308.879286 = -50291.400864 Iteration 10Q: 3 clusters Score -50291.4 nChanged 77 ComputeScore: Raw -50639.731560 + Penalty 308.879286 = -50330.852274 Iteration 11Q: 3 clusters Score -50330.85 nChanged 73 ComputeScore: Raw -50680.462199 + Penalty 308.879286 = -50371.582913 Iteration 12Q: 3 clusters Score -50371.58 nChanged 76 ComputeScore: Raw -50729.583958 + Penalty 308.879286 = -50420.704671 Iteration 13Q: 3 clusters Score -50420.7 nChanged 60 ComputeScore: Raw -50781.672696 + Penalty 308.879286 = -50472.793410 Iteration 14Q: 3 clusters Score -50472.79 nChanged 55 ComputeScore: Raw -50852.863921 + Penalty 308.879286 = -50543.984634 Iteration 15Q: 3 clusters Score -50543.98 nChanged 45 ComputeScore: Raw -50894.813436 + Penalty 308.879286 = -50585.934149 Iteration 16Q: 3 clusters Score -50585.93 nChanged 36 ComputeScore: Raw -50914.513554 + Penalty 308.879286 = -50605.634268 Iteration 17Q: 3 clusters Score -50605.63 nChanged 24 ComputeScore: Raw -50927.351918 + Penalty 308.879286 = -50618.472631 Iteration 18Q: 3 clusters Score -50618.47 nChanged 20 ComputeScore: Raw -50940.844593 + Penalty 308.879286 = -50631.965307 Iteration 19Q: 3 clusters Score -50631.97 nChanged 22 ComputeScore: Raw -50955.844102 + Penalty 308.879286 = -50646.964815 Iteration 20F: 3 clusters Score -50646.96 nChanged 22 ComputeScore: Raw -50969.192904 + Penalty 308.879286 = -50660.313617 Iteration 21Q: 3 clusters Score -50660.31 nChanged 17 ComputeScore: Raw -50974.819513 + Penalty 308.879286 = -50665.940227 Iteration 22Q: 3 clusters Score -50665.94 nChanged 16 ComputeScore: Raw -50983.558211 + Penalty 308.879286 = -50674.678924 Iteration 23Q: 3 clusters Score -50674.68 nChanged 19 ComputeScore: Raw -50993.607955 + Penalty 308.879286 = -50684.728669 Iteration 24Q: 3 clusters Score -50684.73 nChanged 16 ComputeScore: Raw -51002.487168 + Penalty 308.879286 = -50693.607882 Iteration 25Q: 3 clusters Score -50693.61 nChanged 17 ComputeScore: Raw -51016.422259 + Penalty 308.879286 = -50707.542972 Iteration 26Q: 3 clusters Score -50707.54 nChanged 9 ComputeScore: Raw -51020.533074 + Penalty 308.879286 = -50711.653787 Iteration 27Q: 3 clusters Score -50711.65 nChanged 10 ComputeScore: Raw -51024.899571 + Penalty 308.879286 = -50716.020284 Iteration 28Q: 3 clusters Score -50716.02 nChanged 3 ComputeScore: Raw -51025.670069 + Penalty 308.879286 = -50716.790783 Iteration 29Q: 3 clusters Score -50716.79 nChanged 1 ComputeScore: Raw -51025.909793 + Penalty 308.879286 = -50717.030507 Iteration 30Q: 3 clusters Score -50717.03 nChanged 0 ComputeScore: Raw -51025.909793 + Penalty 308.879286 = -50717.030507 Iteration 31F: 3 clusters Score -50717.03 nChanged 0 Trying to split cluster 13 (526 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6994.098371 + Penalty 112.775422 = -6881.322949 Iteration 0F: 2 clusters Score -6881.323 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6729.498443 + Penalty 225.550844 = -6503.947600 Iteration 0F: 3 clusters Score -6503.948 nChanged 220 ComputeScore: Raw -6878.607466 + Penalty 225.550844 = -6653.056623 Iteration 1F: 3 clusters Score -6653.057 nChanged 36 ComputeScore: Raw -6906.584733 + Penalty 225.550844 = -6681.033889 Iteration 2F: 3 clusters Score -6681.034 nChanged 27 ComputeScore: Raw -6919.750115 + Penalty 225.550844 = -6694.199272 Iteration 3F: 3 clusters Score -6694.199 nChanged 12 ComputeScore: Raw -6924.787216 + Penalty 225.550844 = -6699.236372 Iteration 4Q: 3 clusters Score -6699.236 nChanged 13 ComputeScore: Raw -6936.810290 + Penalty 225.550844 = -6711.259447 Iteration 5Q: 3 clusters Score -6711.259 nChanged 18 ComputeScore: Raw -6949.026401 + Penalty 225.550844 = -6723.475558 Iteration 6Q: 3 clusters Score -6723.476 nChanged 15 ComputeScore: Raw -6953.554536 + Penalty 225.550844 = -6728.003692 Iteration 7Q: 3 clusters Score -6728.004 nChanged 5 ComputeScore: Raw -6955.764799 + Penalty 225.550844 = -6730.213956 Iteration 8Q: 3 clusters Score -6730.214 nChanged 5 ComputeScore: Raw -6957.624906 + Penalty 225.550844 = -6732.074062 Iteration 9Q: 3 clusters Score -6732.074 nChanged 5 ComputeScore: Raw -6963.441488 + Penalty 225.550844 = -6737.890645 Iteration 10Q: 3 clusters Score -6737.891 nChanged 5 ComputeScore: Raw -6968.057091 + Penalty 225.550844 = -6742.506247 Iteration 11Q: 3 clusters Score -6742.506 nChanged 1 ComputeScore: Raw -6968.856813 + Penalty 225.550844 = -6743.305969 Iteration 12Q: 3 clusters Score -6743.306 nChanged 3 ComputeScore: Raw -6969.563217 + Penalty 225.550844 = -6744.012374 Iteration 13Q: 3 clusters Score -6744.012 nChanged 1 ComputeScore: Raw -6969.683063 + Penalty 225.550844 = -6744.132219 Iteration 14Q: 3 clusters Score -6744.132 nChanged 0 ComputeScore: Raw -6969.683063 + Penalty 225.550844 = -6744.132219 Iteration 15F: 3 clusters Score -6744.132 nChanged 0 Trying to split cluster 14 (217 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1733.386818 + Penalty 96.838152 = -1636.548665 Iteration 0F: 2 clusters Score -1636.549 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1636.227375 + Penalty 193.676305 = -1442.551071 Iteration 0F: 3 clusters Score -1442.551 nChanged 83 ComputeScore: Raw -1709.009226 + Penalty 193.676305 = -1515.332922 Iteration 1F: 3 clusters Score -1515.333 nChanged 25 ComputeScore: Raw -1738.418792 + Penalty 193.676305 = -1544.742487 Iteration 2F: 3 clusters Score -1544.742 nChanged 14 ComputeScore: Raw -1755.991741 + Penalty 193.676305 = -1562.315437 Iteration 3F: 3 clusters Score -1562.315 nChanged 7 ComputeScore: Raw -1768.169545 + Penalty 193.676305 = -1574.493241 Iteration 4Q: 3 clusters Score -1574.493 nChanged 4 ComputeScore: Raw -1773.624859 + Penalty 193.676305 = -1579.948554 Iteration 5Q: 3 clusters Score -1579.949 nChanged 2 ComputeScore: Raw -1774.956374 + Penalty 193.676305 = -1581.280069 Iteration 6Q: 3 clusters Score -1581.28 nChanged 2 ComputeScore: Raw -1775.856765 + Penalty 193.676305 = -1582.180460 Iteration 7Q: 3 clusters Score -1582.18 nChanged 1 ComputeScore: Raw -1776.178222 + Penalty 193.676305 = -1582.501917 Iteration 8Q: 3 clusters Score -1582.502 nChanged 0 ComputeScore: Raw -1776.178222 + Penalty 193.676305 = -1582.501917 Iteration 9F: 3 clusters Score -1582.502 nChanged 0 Trying to split cluster 15 (294 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4093.979780 + Penalty 102.304436 = -3991.675345 Iteration 0F: 2 clusters Score -3991.675 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3954.352741 + Penalty 204.608872 = -3749.743870 Iteration 0F: 3 clusters Score -3749.744 nChanged 111 ComputeScore: Raw -4018.864739 + Penalty 204.608872 = -3814.255867 Iteration 1F: 3 clusters Score -3814.256 nChanged 19 ComputeScore: Raw -4032.466316 + Penalty 204.608872 = -3827.857444 Iteration 2F: 3 clusters Score -3827.857 nChanged 20 ComputeScore: Raw -4051.179434 + Penalty 204.608872 = -3846.570563 Iteration 3F: 3 clusters Score -3846.571 nChanged 9 ComputeScore: Raw -4055.590374 + Penalty 204.608872 = -3850.981502 Iteration 4Q: 3 clusters Score -3850.982 nChanged 5 ComputeScore: Raw -4058.809342 + Penalty 204.608872 = -3854.200470 Iteration 5Q: 3 clusters Score -3854.2 nChanged 5 ComputeScore: Raw -4061.198546 + Penalty 204.608872 = -3856.589675 Iteration 6Q: 3 clusters Score -3856.59 nChanged 3 ComputeScore: Raw -4062.429748 + Penalty 204.608872 = -3857.820876 Iteration 7Q: 3 clusters Score -3857.821 nChanged 3 ComputeScore: Raw -4065.050604 + Penalty 204.608872 = -3860.441732 Iteration 8Q: 3 clusters Score -3860.442 nChanged 4 ComputeScore: Raw -4066.860779 + Penalty 204.608872 = -3862.251908 Iteration 9Q: 3 clusters Score -3862.252 nChanged 5 ComputeScore: Raw -4073.470450 + Penalty 204.608872 = -3868.861579 Iteration 10Q: 3 clusters Score -3868.862 nChanged 8 ComputeScore: Raw -4085.027509 + Penalty 204.608872 = -3880.418638 Iteration 11Q: 3 clusters Score -3880.419 nChanged 4 ComputeScore: Raw -4088.122755 + Penalty 204.608872 = -3883.513883 Iteration 12Q: 3 clusters Score -3883.514 nChanged 4 ComputeScore: Raw -4092.719229 + Penalty 204.608872 = -3888.110358 Iteration 13Q: 3 clusters Score -3888.11 nChanged 6 ComputeScore: Raw -4100.473017 + Penalty 204.608872 = -3895.864146 Iteration 14Q: 3 clusters Score -3895.864 nChanged 2 ComputeScore: Raw -4102.823212 + Penalty 204.608872 = -3898.214341 Iteration 15Q: 3 clusters Score -3898.214 nChanged 0 ComputeScore: Raw -4102.823212 + Penalty 204.608872 = -3898.214341 Iteration 16F: 3 clusters Score -3898.214 nChanged 0 Trying to split cluster 16 (810 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10362.829890 + Penalty 120.546616 = -10242.283273 Iteration 0F: 2 clusters Score -10242.28 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9904.364475 + Penalty 241.093233 = -9663.271242 Iteration 0F: 3 clusters Score -9663.271 nChanged 339 ComputeScore: Raw -10080.962351 + Penalty 241.093233 = -9839.869118 Iteration 1F: 3 clusters Score -9839.869 nChanged 60 ComputeScore: Raw -10110.527529 + Penalty 241.093233 = -9869.434296 Iteration 2F: 3 clusters Score -9869.434 nChanged 39 ComputeScore: Raw -10125.010833 + Penalty 241.093233 = -9883.917600 Iteration 3Q: 3 clusters Score -9883.918 nChanged 26 ComputeScore: Raw -10132.701528 + Penalty 241.093233 = -9891.608295 Iteration 4Q: 3 clusters Score -9891.608 nChanged 20 ComputeScore: Raw -10143.450640 + Penalty 241.093233 = -9902.357407 Iteration 5Q: 3 clusters Score -9902.357 nChanged 19 ComputeScore: Raw -10151.244340 + Penalty 241.093233 = -9910.151107 Iteration 6Q: 3 clusters Score -9910.151 nChanged 19 ComputeScore: Raw -10161.069555 + Penalty 241.093233 = -9919.976322 Iteration 7Q: 3 clusters Score -9919.976 nChanged 20 ComputeScore: Raw -10171.638168 + Penalty 241.093233 = -9930.544935 Iteration 8Q: 3 clusters Score -9930.545 nChanged 21 ComputeScore: Raw -10187.899403 + Penalty 241.093233 = -9946.806170 Iteration 9Q: 3 clusters Score -9946.806 nChanged 27 ComputeScore: Raw -10208.532323 + Penalty 241.093233 = -9967.439090 Iteration 10Q: 3 clusters Score -9967.439 nChanged 26 ComputeScore: Raw -10223.428372 + Penalty 241.093233 = -9982.335139 Iteration 11Q: 3 clusters Score -9982.335 nChanged 29 ComputeScore: Raw -10243.757717 + Penalty 241.093233 = -10002.664485 Iteration 12Q: 3 clusters Score -10002.66 nChanged 26 ComputeScore: Raw -10262.739250 + Penalty 241.093233 = -10021.646017 Iteration 13Q: 3 clusters Score -10021.65 nChanged 28 ComputeScore: Raw -10279.875991 + Penalty 241.093233 = -10038.782758 Iteration 14Q: 3 clusters Score -10038.78 nChanged 25 ComputeScore: Raw -10295.656633 + Penalty 241.093233 = -10054.563400 Iteration 15Q: 3 clusters Score -10054.56 nChanged 22 ComputeScore: Raw -10314.358215 + Penalty 241.093233 = -10073.264982 Iteration 16Q: 3 clusters Score -10073.26 nChanged 20 ComputeScore: Raw -10331.735976 + Penalty 241.093233 = -10090.642743 Iteration 17Q: 3 clusters Score -10090.64 nChanged 15 ComputeScore: Raw -10347.586954 + Penalty 241.093233 = -10106.493721 Iteration 18Q: 3 clusters Score -10106.49 nChanged 23 ComputeScore: Raw -10364.151083 + Penalty 241.093233 = -10123.057850 Iteration 19Q: 3 clusters Score -10123.06 nChanged 16 ComputeScore: Raw -10385.433570 + Penalty 241.093233 = -10144.340337 Iteration 20F: 3 clusters Score -10144.34 nChanged 17 ComputeScore: Raw -10408.858549 + Penalty 241.093233 = -10167.765316 Iteration 21Q: 3 clusters Score -10167.77 nChanged 16 ComputeScore: Raw -10427.768236 + Penalty 241.093233 = -10186.675003 Iteration 22Q: 3 clusters Score -10186.68 nChanged 14 ComputeScore: Raw -10449.492328 + Penalty 241.093233 = -10208.399095 Iteration 23Q: 3 clusters Score -10208.4 nChanged 12 ComputeScore: Raw -10464.983169 + Penalty 241.093233 = -10223.889936 Iteration 24Q: 3 clusters Score -10223.89 nChanged 7 ComputeScore: Raw -10468.365028 + Penalty 241.093233 = -10227.271795 Iteration 25Q: 3 clusters Score -10227.27 nChanged 2 ComputeScore: Raw -10468.942858 + Penalty 241.093233 = -10227.849625 Iteration 26Q: 3 clusters Score -10227.85 nChanged 1 ComputeScore: Raw -10469.466419 + Penalty 241.093233 = -10228.373186 Iteration 27Q: 3 clusters Score -10228.37 nChanged 0 ComputeScore: Raw -10469.466419 + Penalty 241.093233 = -10228.373186 Iteration 28F: 3 clusters Score -10228.37 nChanged 0 Trying to split cluster 17 (600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7166.810716 + Penalty 115.144734 = -7051.665982 Iteration 0F: 2 clusters Score -7051.666 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6830.226230 + Penalty 230.289468 = -6599.936762 Iteration 0F: 3 clusters Score -6599.937 nChanged 260 ComputeScore: Raw -6983.161754 + Penalty 230.289468 = -6752.872287 Iteration 1F: 3 clusters Score -6752.872 nChanged 55 ComputeScore: Raw -7030.945456 + Penalty 230.289468 = -6800.655988 Iteration 2F: 3 clusters Score -6800.656 nChanged 35 ComputeScore: Raw -7054.339503 + Penalty 230.289468 = -6824.050036 Iteration 3F: 3 clusters Score -6824.05 nChanged 35 ComputeScore: Raw -7081.849068 + Penalty 230.289468 = -6851.559601 Iteration 4F: 3 clusters Score -6851.56 nChanged 24 ComputeScore: Raw -7094.748251 + Penalty 230.289468 = -6864.458784 Iteration 5Q: 3 clusters Score -6864.459 nChanged 22 ComputeScore: Raw -7109.877932 + Penalty 230.289468 = -6879.588464 Iteration 6Q: 3 clusters Score -6879.588 nChanged 16 ComputeScore: Raw -7127.486303 + Penalty 230.289468 = -6897.196835 Iteration 7Q: 3 clusters Score -6897.197 nChanged 18 ComputeScore: Raw -7149.249881 + Penalty 230.289468 = -6918.960413 Iteration 8Q: 3 clusters Score -6918.96 nChanged 19 ComputeScore: Raw -7171.073231 + Penalty 230.289468 = -6940.783763 Iteration 9Q: 3 clusters Score -6940.784 nChanged 14 ComputeScore: Raw -7182.560519 + Penalty 230.289468 = -6952.271051 Iteration 10Q: 3 clusters Score -6952.271 nChanged 10 ComputeScore: Raw -7190.086438 + Penalty 230.289468 = -6959.796971 Iteration 11Q: 3 clusters Score -6959.797 nChanged 9 ComputeScore: Raw -7199.849992 + Penalty 230.289468 = -6969.560525 Iteration 12Q: 3 clusters Score -6969.561 nChanged 11 ComputeScore: Raw -7212.258090 + Penalty 230.289468 = -6981.968622 Iteration 13Q: 3 clusters Score -6981.969 nChanged 9 ComputeScore: Raw -7217.946179 + Penalty 230.289468 = -6987.656711 Iteration 14Q: 3 clusters Score -6987.657 nChanged 3 ComputeScore: Raw -7218.884996 + Penalty 230.289468 = -6988.595528 Iteration 15Q: 3 clusters Score -6988.596 nChanged 2 ComputeScore: Raw -7219.802153 + Penalty 230.289468 = -6989.512686 Iteration 16Q: 3 clusters Score -6989.513 nChanged 2 ComputeScore: Raw -7221.066570 + Penalty 230.289468 = -6990.777103 Iteration 17Q: 3 clusters Score -6990.777 nChanged 2 ComputeScore: Raw -7221.942719 + Penalty 230.289468 = -6991.653251 Iteration 18Q: 3 clusters Score -6991.653 nChanged 3 ComputeScore: Raw -7225.859748 + Penalty 230.289468 = -6995.570281 Iteration 19Q: 3 clusters Score -6995.57 nChanged 4 ComputeScore: Raw -7230.269019 + Penalty 230.289468 = -6999.979551 Iteration 20F: 3 clusters Score -6999.98 nChanged 3 ComputeScore: Raw -7232.923370 + Penalty 230.289468 = -7002.633902 Iteration 21Q: 3 clusters Score -7002.634 nChanged 2 ComputeScore: Raw -7234.722891 + Penalty 230.289468 = -7004.433423 Iteration 22Q: 3 clusters Score -7004.433 nChanged 2 ComputeScore: Raw -7235.091412 + Penalty 230.289468 = -7004.801945 Iteration 23Q: 3 clusters Score -7004.802 nChanged 0 ComputeScore: Raw -7235.091412 + Penalty 230.289468 = -7004.801945 Iteration 24F: 3 clusters Score -7004.802 nChanged 0 Trying to split cluster 18 (229 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3323.790679 + Penalty 97.806996 = -3225.983683 Iteration 0F: 2 clusters Score -3225.984 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3216.910176 + Penalty 195.613992 = -3021.296184 Iteration 0F: 3 clusters Score -3021.296 nChanged 85 ComputeScore: Raw -3261.297509 + Penalty 195.613992 = -3065.683517 Iteration 1F: 3 clusters Score -3065.684 nChanged 18 ComputeScore: Raw -3274.762926 + Penalty 195.613992 = -3079.148934 Iteration 2F: 3 clusters Score -3079.149 nChanged 22 ComputeScore: Raw -3286.154592 + Penalty 195.613992 = -3090.540599 Iteration 3F: 3 clusters Score -3090.541 nChanged 8 ComputeScore: Raw -3293.797236 + Penalty 195.613992 = -3098.183244 Iteration 4Q: 3 clusters Score -3098.183 nChanged 10 ComputeScore: Raw -3306.902509 + Penalty 195.613992 = -3111.288517 Iteration 5Q: 3 clusters Score -3111.289 nChanged 9 ComputeScore: Raw -3315.536123 + Penalty 195.613992 = -3119.922131 Iteration 6Q: 3 clusters Score -3119.922 nChanged 2 ComputeScore: Raw -3315.967219 + Penalty 195.613992 = -3120.353227 Iteration 7Q: 3 clusters Score -3120.353 nChanged 0 ComputeScore: Raw -3315.967219 + Penalty 195.613992 = -3120.353227 Iteration 8F: 3 clusters Score -3120.353 nChanged 0 Trying to split cluster 19 (3384 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32531.809934 + Penalty 146.282647 = -32385.527287 Iteration 0F: 2 clusters Score -32385.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30375.124864 + Penalty 292.565294 = -30082.559570 Iteration 0F: 3 clusters Score -30082.56 nChanged 1578 ComputeScore: Raw -31335.477392 + Penalty 292.565294 = -31042.912098 Iteration 1F: 3 clusters Score -31042.91 nChanged 195 ComputeScore: Raw -31439.257999 + Penalty 292.565294 = -31146.692705 Iteration 2F: 3 clusters Score -31146.69 nChanged 196 ComputeScore: Raw -31533.635034 + Penalty 292.565294 = -31241.069740 Iteration 3F: 3 clusters Score -31241.07 nChanged 152 ComputeScore: Raw -31620.584737 + Penalty 292.565294 = -31328.019443 Iteration 4Q: 3 clusters Score -31328.02 nChanged 149 ComputeScore: Raw -31700.006775 + Penalty 292.565294 = -31407.441481 Iteration 5Q: 3 clusters Score -31407.44 nChanged 155 ComputeScore: Raw -31782.135340 + Penalty 292.565294 = -31489.570046 Iteration 6Q: 3 clusters Score -31489.57 nChanged 128 ComputeScore: Raw -31852.386701 + Penalty 292.565294 = -31559.821407 Iteration 7Q: 3 clusters Score -31559.82 nChanged 123 ComputeScore: Raw -31939.047819 + Penalty 292.565294 = -31646.482525 Iteration 8Q: 3 clusters Score -31646.48 nChanged 95 ComputeScore: Raw -31997.121468 + Penalty 292.565294 = -31704.556174 Iteration 9Q: 3 clusters Score -31704.56 nChanged 71 ComputeScore: Raw -32038.732391 + Penalty 292.565294 = -31746.167097 Iteration 10Q: 3 clusters Score -31746.17 nChanged 76 ComputeScore: Raw -32072.657923 + Penalty 292.565294 = -31780.092629 Iteration 11Q: 3 clusters Score -31780.09 nChanged 58 ComputeScore: Raw -32100.052366 + Penalty 292.565294 = -31807.487072 Iteration 12Q: 3 clusters Score -31807.49 nChanged 59 ComputeScore: Raw -32118.239485 + Penalty 292.565294 = -31825.674191 Iteration 13Q: 3 clusters Score -31825.67 nChanged 45 ComputeScore: Raw -32129.602591 + Penalty 292.565294 = -31837.037297 Iteration 14Q: 3 clusters Score -31837.04 nChanged 37 ComputeScore: Raw -32138.289232 + Penalty 292.565294 = -31845.723938 Iteration 15Q: 3 clusters Score -31845.72 nChanged 37 ComputeScore: Raw -32145.375001 + Penalty 292.565294 = -31852.809707 Iteration 16Q: 3 clusters Score -31852.81 nChanged 35 ComputeScore: Raw -32152.082802 + Penalty 292.565294 = -31859.517508 Iteration 17Q: 3 clusters Score -31859.52 nChanged 37 ComputeScore: Raw -32162.741250 + Penalty 292.565294 = -31870.175956 Iteration 18Q: 3 clusters Score -31870.18 nChanged 40 ComputeScore: Raw -32172.058359 + Penalty 292.565294 = -31879.493065 Iteration 19Q: 3 clusters Score -31879.49 nChanged 34 ComputeScore: Raw -32178.957404 + Penalty 292.565294 = -31886.392110 Iteration 20F: 3 clusters Score -31886.39 nChanged 42 ComputeScore: Raw -32189.533254 + Penalty 292.565294 = -31896.967960 Iteration 21Q: 3 clusters Score -31896.97 nChanged 42 ComputeScore: Raw -32200.008140 + Penalty 292.565294 = -31907.442846 Iteration 22Q: 3 clusters Score -31907.44 nChanged 41 ComputeScore: Raw -32210.379846 + Penalty 292.565294 = -31917.814552 Iteration 23Q: 3 clusters Score -31917.81 nChanged 43 ComputeScore: Raw -32220.897824 + Penalty 292.565294 = -31928.332530 Iteration 24Q: 3 clusters Score -31928.33 nChanged 42 ComputeScore: Raw -32231.873894 + Penalty 292.565294 = -31939.308600 Iteration 25Q: 3 clusters Score -31939.31 nChanged 40 ComputeScore: Raw -32242.337799 + Penalty 292.565294 = -31949.772505 Iteration 26Q: 3 clusters Score -31949.77 nChanged 43 ComputeScore: Raw -32254.429035 + Penalty 292.565294 = -31961.863741 Iteration 27Q: 3 clusters Score -31961.86 nChanged 40 ComputeScore: Raw -32265.560861 + Penalty 292.565294 = -31972.995567 Iteration 28Q: 3 clusters Score -31973 nChanged 37 ComputeScore: Raw -32273.165238 + Penalty 292.565294 = -31980.599944 Iteration 29Q: 3 clusters Score -31980.6 nChanged 30 ComputeScore: Raw -32279.250197 + Penalty 292.565294 = -31986.684903 Iteration 30Q: 3 clusters Score -31986.68 nChanged 31 ComputeScore: Raw -32286.423019 + Penalty 292.565294 = -31993.857725 Iteration 31Q: 3 clusters Score -31993.86 nChanged 31 ComputeScore: Raw -32294.051757 + Penalty 292.565294 = -32001.486463 Iteration 32Q: 3 clusters Score -32001.49 nChanged 32 ComputeScore: Raw -32302.949956 + Penalty 292.565294 = -32010.384662 Iteration 33Q: 3 clusters Score -32010.38 nChanged 40 ComputeScore: Raw -32318.687709 + Penalty 292.565294 = -32026.122415 Iteration 34Q: 3 clusters Score -32026.12 nChanged 35 ComputeScore: Raw -32338.429579 + Penalty 292.565294 = -32045.864285 Iteration 35Q: 3 clusters Score -32045.86 nChanged 34 ComputeScore: Raw -32358.064016 + Penalty 292.565294 = -32065.498722 Iteration 36Q: 3 clusters Score -32065.5 nChanged 34 ComputeScore: Raw -32376.276144 + Penalty 292.565294 = -32083.710850 Iteration 37Q: 3 clusters Score -32083.71 nChanged 37 ComputeScore: Raw -32394.701882 + Penalty 292.565294 = -32102.136588 Iteration 38Q: 3 clusters Score -32102.14 nChanged 33 ComputeScore: Raw -32408.622672 + Penalty 292.565294 = -32116.057378 Iteration 39Q: 3 clusters Score -32116.06 nChanged 24 ComputeScore: Raw -32418.235627 + Penalty 292.565294 = -32125.670333 Iteration 40F: 3 clusters Score -32125.67 nChanged 20 ComputeScore: Raw -32427.397781 + Penalty 292.565294 = -32134.832488 Iteration 41Q: 3 clusters Score -32134.83 nChanged 23 ComputeScore: Raw -32441.454681 + Penalty 292.565294 = -32148.889387 Iteration 42Q: 3 clusters Score -32148.89 nChanged 26 ComputeScore: Raw -32454.724452 + Penalty 292.565294 = -32162.159158 Iteration 43Q: 3 clusters Score -32162.16 nChanged 20 ComputeScore: Raw -32463.203181 + Penalty 292.565294 = -32170.637888 Iteration 44Q: 3 clusters Score -32170.64 nChanged 22 ComputeScore: Raw -32473.380159 + Penalty 292.565294 = -32180.814865 Iteration 45Q: 3 clusters Score -32180.81 nChanged 14 ComputeScore: Raw -32482.430078 + Penalty 292.565294 = -32189.864784 Iteration 46Q: 3 clusters Score -32189.86 nChanged 20 ComputeScore: Raw -32491.939275 + Penalty 292.565294 = -32199.373981 Iteration 47Q: 3 clusters Score -32199.37 nChanged 8 ComputeScore: Raw -32493.817322 + Penalty 292.565294 = -32201.252028 Iteration 48Q: 3 clusters Score -32201.25 nChanged 8 ComputeScore: Raw -32495.928978 + Penalty 292.565294 = -32203.363684 Iteration 49Q: 3 clusters Score -32203.36 nChanged 10 ComputeScore: Raw -32499.314493 + Penalty 292.565294 = -32206.749199 Iteration 50Q: 3 clusters Score -32206.75 nChanged 8 ComputeScore: Raw -32501.486040 + Penalty 292.565294 = -32208.920746 Iteration 51Q: 3 clusters Score -32208.92 nChanged 4 ComputeScore: Raw -32502.323874 + Penalty 292.565294 = -32209.758580 Iteration 52Q: 3 clusters Score -32209.76 nChanged 6 ComputeScore: Raw -32504.927810 + Penalty 292.565294 = -32212.362516 Iteration 53Q: 3 clusters Score -32212.36 nChanged 4 ComputeScore: Raw -32507.268401 + Penalty 292.565294 = -32214.703107 Iteration 54Q: 3 clusters Score -32214.7 nChanged 8 ComputeScore: Raw -32509.480660 + Penalty 292.565294 = -32216.915366 Iteration 55Q: 3 clusters Score -32216.92 nChanged 4 ComputeScore: Raw -32511.027982 + Penalty 292.565294 = -32218.462688 Iteration 56Q: 3 clusters Score -32218.46 nChanged 6 ComputeScore: Raw -32515.335688 + Penalty 292.565294 = -32222.770394 Iteration 57Q: 3 clusters Score -32222.77 nChanged 6 ComputeScore: Raw -32517.933464 + Penalty 292.565294 = -32225.368170 Iteration 58Q: 3 clusters Score -32225.37 nChanged 5 ComputeScore: Raw -32520.203762 + Penalty 292.565294 = -32227.638468 Iteration 59Q: 3 clusters Score -32227.64 nChanged 8 ComputeScore: Raw -32529.952500 + Penalty 292.565294 = -32237.387206 Iteration 60F: 3 clusters Score -32237.39 nChanged 4 ComputeScore: Raw -32531.380006 + Penalty 292.565294 = -32238.814712 Iteration 61Q: 3 clusters Score -32238.81 nChanged 4 ComputeScore: Raw -32533.104594 + Penalty 292.565294 = -32240.539300 Iteration 62Q: 3 clusters Score -32240.54 nChanged 3 ComputeScore: Raw -32534.578893 + Penalty 292.565294 = -32242.013599 Iteration 63Q: 3 clusters Score -32242.01 nChanged 4 ComputeScore: Raw -32536.444039 + Penalty 292.565294 = -32243.878745 Iteration 64Q: 3 clusters Score -32243.88 nChanged 1 ComputeScore: Raw -32536.616341 + Penalty 292.565294 = -32244.051047 Iteration 65Q: 3 clusters Score -32244.05 nChanged 2 ComputeScore: Raw -32537.597200 + Penalty 292.565294 = -32245.031906 Iteration 66Q: 3 clusters Score -32245.03 nChanged 1 ComputeScore: Raw -32538.615728 + Penalty 292.565294 = -32246.050434 Iteration 67Q: 3 clusters Score -32246.05 nChanged 0 ComputeScore: Raw -32538.615728 + Penalty 292.565294 = -32246.050434 Iteration 68F: 3 clusters Score -32246.05 nChanged 0 Trying to split cluster 20 (1939 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22726.034866 + Penalty 136.258698 = -22589.776168 Iteration 0F: 2 clusters Score -22589.78 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21535.505414 + Penalty 272.517396 = -21262.988018 Iteration 0F: 3 clusters Score -21262.99 nChanged 895 ComputeScore: Raw -22146.781850 + Penalty 272.517396 = -21874.264454 Iteration 1F: 3 clusters Score -21874.26 nChanged 131 ComputeScore: Raw -22211.779523 + Penalty 272.517396 = -21939.262127 Iteration 2F: 3 clusters Score -21939.26 nChanged 102 ComputeScore: Raw -22272.509668 + Penalty 272.517396 = -21999.992272 Iteration 3F: 3 clusters Score -21999.99 nChanged 97 ComputeScore: Raw -22335.621558 + Penalty 272.517396 = -22063.104162 Iteration 4F: 3 clusters Score -22063.1 nChanged 106 ComputeScore: Raw -22418.932661 + Penalty 272.517396 = -22146.415265 Iteration 5F: 3 clusters Score -22146.42 nChanged 93 ComputeScore: Raw -22498.526277 + Penalty 272.517396 = -22226.008882 Iteration 6Q: 3 clusters Score -22226.01 nChanged 79 ComputeScore: Raw -22561.620979 + Penalty 272.517396 = -22289.103583 Iteration 7Q: 3 clusters Score -22289.1 nChanged 50 ComputeScore: Raw -22597.939640 + Penalty 272.517396 = -22325.422244 Iteration 8Q: 3 clusters Score -22325.42 nChanged 46 ComputeScore: Raw -22620.314367 + Penalty 272.517396 = -22347.796972 Iteration 9Q: 3 clusters Score -22347.8 nChanged 27 ComputeScore: Raw -22633.437471 + Penalty 272.517396 = -22360.920076 Iteration 10Q: 3 clusters Score -22360.92 nChanged 16 ComputeScore: Raw -22639.621134 + Penalty 272.517396 = -22367.103738 Iteration 11Q: 3 clusters Score -22367.1 nChanged 15 ComputeScore: Raw -22646.860107 + Penalty 272.517396 = -22374.342711 Iteration 12Q: 3 clusters Score -22374.34 nChanged 18 ComputeScore: Raw -22655.966527 + Penalty 272.517396 = -22383.449132 Iteration 13Q: 3 clusters Score -22383.45 nChanged 18 ComputeScore: Raw -22662.006451 + Penalty 272.517396 = -22389.489056 Iteration 14Q: 3 clusters Score -22389.49 nChanged 19 ComputeScore: Raw -22668.327795 + Penalty 272.517396 = -22395.810399 Iteration 15Q: 3 clusters Score -22395.81 nChanged 17 ComputeScore: Raw -22673.950491 + Penalty 272.517396 = -22401.433095 Iteration 16Q: 3 clusters Score -22401.43 nChanged 13 ComputeScore: Raw -22678.072480 + Penalty 272.517396 = -22405.555084 Iteration 17Q: 3 clusters Score -22405.56 nChanged 8 ComputeScore: Raw -22680.993386 + Penalty 272.517396 = -22408.475990 Iteration 18Q: 3 clusters Score -22408.48 nChanged 6 ComputeScore: Raw -22682.105432 + Penalty 272.517396 = -22409.588037 Iteration 19Q: 3 clusters Score -22409.59 nChanged 5 ComputeScore: Raw -22683.006742 + Penalty 272.517396 = -22410.489347 Iteration 20F: 3 clusters Score -22410.49 nChanged 4 ComputeScore: Raw -22683.782592 + Penalty 272.517396 = -22411.265196 Iteration 21Q: 3 clusters Score -22411.27 nChanged 5 ComputeScore: Raw -22684.342811 + Penalty 272.517396 = -22411.825416 Iteration 22Q: 3 clusters Score -22411.83 nChanged 5 ComputeScore: Raw -22684.675122 + Penalty 272.517396 = -22412.157727 Iteration 23Q: 3 clusters Score -22412.16 nChanged 4 ComputeScore: Raw -22685.152403 + Penalty 272.517396 = -22412.635008 Iteration 24Q: 3 clusters Score -22412.64 nChanged 3 ComputeScore: Raw -22685.303819 + Penalty 272.517396 = -22412.786424 Iteration 25Q: 3 clusters Score -22412.79 nChanged 0 ComputeScore: Raw -22685.303819 + Penalty 272.517396 = -22412.786424 Iteration 26F: 3 clusters Score -22412.79 nChanged 0 Trying to split cluster 21 (11005 points) Assigned 2 initial classes randomly. ComputeScore: Raw -94858.260027 + Penalty 167.509890 = -94690.750137 Iteration 0F: 2 clusters Score -94690.75 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -87733.077258 + Penalty 335.019780 = -87398.057479 Iteration 0F: 3 clusters Score -87398.06 nChanged 5235 ComputeScore: Raw -90734.316463 + Penalty 335.019780 = -90399.296683 Iteration 1F: 3 clusters Score -90399.3 nChanged 628 ComputeScore: Raw -91017.728643 + Penalty 335.019780 = -90682.708863 Iteration 2F: 3 clusters Score -90682.71 nChanged 746 ComputeScore: Raw -91449.903129 + Penalty 335.019780 = -91114.883350 Iteration 3F: 3 clusters Score -91114.88 nChanged 880 ComputeScore: Raw -92122.766900 + Penalty 335.019780 = -91787.747120 Iteration 4F: 3 clusters Score -91787.75 nChanged 954 ComputeScore: Raw -93017.179063 + Penalty 335.019780 = -92682.159283 Iteration 5F: 3 clusters Score -92682.16 nChanged 852 ComputeScore: Raw -93913.075238 + Penalty 335.019780 = -93578.055458 Iteration 6F: 3 clusters Score -93578.06 nChanged 507 ComputeScore: Raw -94397.965270 + Penalty 335.019780 = -94062.945491 Iteration 7Q: 3 clusters Score -94062.95 nChanged 256 ComputeScore: Raw -94606.722218 + Penalty 335.019780 = -94271.702439 Iteration 8Q: 3 clusters Score -94271.7 nChanged 148 ComputeScore: Raw -94724.863805 + Penalty 335.019780 = -94389.844025 Iteration 9Q: 3 clusters Score -94389.84 nChanged 105 ComputeScore: Raw -94804.672583 + Penalty 335.019780 = -94469.652803 Iteration 10Q: 3 clusters Score -94469.65 nChanged 63 ComputeScore: Raw -94848.455760 + Penalty 335.019780 = -94513.435981 Iteration 11Q: 3 clusters Score -94513.44 nChanged 34 ComputeScore: Raw -94870.932360 + Penalty 335.019780 = -94535.912581 Iteration 12Q: 3 clusters Score -94535.91 nChanged 15 ComputeScore: Raw -94883.516026 + Penalty 335.019780 = -94548.496246 Iteration 13Q: 3 clusters Score -94548.5 nChanged 10 ComputeScore: Raw -94899.040996 + Penalty 335.019780 = -94564.021216 Iteration 14Q: 3 clusters Score -94564.02 nChanged 11 ComputeScore: Raw -94917.424143 + Penalty 335.019780 = -94582.404363 Iteration 15Q: 3 clusters Score -94582.4 nChanged 10 ComputeScore: Raw -94938.926071 + Penalty 335.019780 = -94603.906291 Iteration 16Q: 3 clusters Score -94603.91 nChanged 5 ComputeScore: Raw -94943.468165 + Penalty 335.019780 = -94608.448385 Iteration 17Q: 3 clusters Score -94608.45 nChanged 1 ComputeScore: Raw -94943.928738 + Penalty 335.019780 = -94608.908959 Iteration 18Q: 3 clusters Score -94608.91 nChanged 0 ComputeScore: Raw -94943.928738 + Penalty 335.019780 = -94608.908959 Iteration 19F: 3 clusters Score -94608.91 nChanged 0 Trying to split cluster 22 (210 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2921.370214 + Penalty 96.247936 = -2825.122279 Iteration 0F: 2 clusters Score -2825.122 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2829.923893 + Penalty 192.495871 = -2637.428022 Iteration 0F: 3 clusters Score -2637.428 nChanged 71 ComputeScore: Raw -2875.534605 + Penalty 192.495871 = -2683.038734 Iteration 1F: 3 clusters Score -2683.039 nChanged 13 ComputeScore: Raw -2884.548645 + Penalty 192.495871 = -2692.052774 Iteration 2F: 3 clusters Score -2692.053 nChanged 9 ComputeScore: Raw -2892.244296 + Penalty 192.495871 = -2699.748425 Iteration 3Q: 3 clusters Score -2699.748 nChanged 8 ComputeScore: Raw -2898.559614 + Penalty 192.495871 = -2706.063742 Iteration 4Q: 3 clusters Score -2706.064 nChanged 2 ComputeScore: Raw -2899.391690 + Penalty 192.495871 = -2706.895819 Iteration 5Q: 3 clusters Score -2706.896 nChanged 1 ComputeScore: Raw -2900.057004 + Penalty 192.495871 = -2707.561133 Iteration 6Q: 3 clusters Score -2707.561 nChanged 0 ComputeScore: Raw -2900.057004 + Penalty 192.495871 = -2707.561133 Iteration 7F: 3 clusters Score -2707.561 nChanged 0 Trying to split cluster 23 (453 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5800.418736 + Penalty 110.086058 = -5690.332678 Iteration 0F: 2 clusters Score -5690.333 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5565.108464 + Penalty 220.172117 = -5344.936347 Iteration 0F: 3 clusters Score -5344.936 nChanged 198 ComputeScore: Raw -5669.549357 + Penalty 220.172117 = -5449.377240 Iteration 1F: 3 clusters Score -5449.377 nChanged 25 ComputeScore: Raw -5681.645618 + Penalty 220.172117 = -5461.473502 Iteration 2F: 3 clusters Score -5461.474 nChanged 13 ComputeScore: Raw -5690.215300 + Penalty 220.172117 = -5470.043184 Iteration 3Q: 3 clusters Score -5470.043 nChanged 19 ComputeScore: Raw -5704.010839 + Penalty 220.172117 = -5483.838722 Iteration 4Q: 3 clusters Score -5483.839 nChanged 23 ComputeScore: Raw -5716.684649 + Penalty 220.172117 = -5496.512532 Iteration 5F: 3 clusters Score -5496.513 nChanged 12 ComputeScore: Raw -5725.385351 + Penalty 220.172117 = -5505.213235 Iteration 6Q: 3 clusters Score -5505.213 nChanged 7 ComputeScore: Raw -5728.647961 + Penalty 220.172117 = -5508.475844 Iteration 7Q: 3 clusters Score -5508.476 nChanged 6 ComputeScore: Raw -5733.134066 + Penalty 220.172117 = -5512.961950 Iteration 8Q: 3 clusters Score -5512.962 nChanged 10 ComputeScore: Raw -5743.008244 + Penalty 220.172117 = -5522.836127 Iteration 9Q: 3 clusters Score -5522.836 nChanged 15 ComputeScore: Raw -5751.988343 + Penalty 220.172117 = -5531.816226 Iteration 10Q: 3 clusters Score -5531.816 nChanged 16 ComputeScore: Raw -5761.133345 + Penalty 220.172117 = -5540.961228 Iteration 11Q: 3 clusters Score -5540.961 nChanged 12 ComputeScore: Raw -5767.874957 + Penalty 220.172117 = -5547.702841 Iteration 12Q: 3 clusters Score -5547.703 nChanged 7 ComputeScore: Raw -5771.416299 + Penalty 220.172117 = -5551.244182 Iteration 13Q: 3 clusters Score -5551.244 nChanged 6 ComputeScore: Raw -5774.273114 + Penalty 220.172117 = -5554.100998 Iteration 14Q: 3 clusters Score -5554.101 nChanged 6 ComputeScore: Raw -5776.821946 + Penalty 220.172117 = -5556.649830 Iteration 15Q: 3 clusters Score -5556.65 nChanged 5 ComputeScore: Raw -5779.454791 + Penalty 220.172117 = -5559.282674 Iteration 16Q: 3 clusters Score -5559.283 nChanged 4 ComputeScore: Raw -5780.627559 + Penalty 220.172117 = -5560.455443 Iteration 17Q: 3 clusters Score -5560.455 nChanged 2 ComputeScore: Raw -5781.337514 + Penalty 220.172117 = -5561.165398 Iteration 18Q: 3 clusters Score -5561.165 nChanged 2 ComputeScore: Raw -5782.259945 + Penalty 220.172117 = -5562.087829 Iteration 19Q: 3 clusters Score -5562.088 nChanged 5 ComputeScore: Raw -5786.099888 + Penalty 220.172117 = -5565.927772 Iteration 20F: 3 clusters Score -5565.928 nChanged 5 ComputeScore: Raw -5789.247348 + Penalty 220.172117 = -5569.075231 Iteration 21Q: 3 clusters Score -5569.075 nChanged 3 ComputeScore: Raw -5790.769883 + Penalty 220.172117 = -5570.597766 Iteration 22Q: 3 clusters Score -5570.598 nChanged 4 ComputeScore: Raw -5793.507289 + Penalty 220.172117 = -5573.335172 Iteration 23Q: 3 clusters Score -5573.335 nChanged 5 ComputeScore: Raw -5796.763658 + Penalty 220.172117 = -5576.591542 Iteration 24Q: 3 clusters Score -5576.592 nChanged 4 ComputeScore: Raw -5799.396953 + Penalty 220.172117 = -5579.224836 Iteration 25Q: 3 clusters Score -5579.225 nChanged 4 ComputeScore: Raw -5800.607938 + Penalty 220.172117 = -5580.435821 Iteration 26Q: 3 clusters Score -5580.436 nChanged 1 ComputeScore: Raw -5800.775803 + Penalty 220.172117 = -5580.603686 Iteration 27Q: 3 clusters Score -5580.604 nChanged 1 ComputeScore: Raw -5801.002805 + Penalty 220.172117 = -5580.830689 Iteration 28Q: 3 clusters Score -5580.831 nChanged 1 ComputeScore: Raw -5801.265572 + Penalty 220.172117 = -5581.093456 Iteration 29Q: 3 clusters Score -5581.093 nChanged 1 ComputeScore: Raw -5801.485381 + Penalty 220.172117 = -5581.313264 Iteration 30Q: 3 clusters Score -5581.313 nChanged 1 ComputeScore: Raw -5801.679161 + Penalty 220.172117 = -5581.507044 Iteration 31Q: 3 clusters Score -5581.507 nChanged 0 ComputeScore: Raw -5801.679161 + Penalty 220.172117 = -5581.507044 Iteration 32F: 3 clusters Score -5581.507 nChanged 0 Trying to split cluster 24 (943 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9915.633393 + Penalty 123.283193 = -9792.350200 Iteration 0F: 2 clusters Score -9792.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9347.185707 + Penalty 246.566386 = -9100.619320 Iteration 0F: 3 clusters Score -9100.619 nChanged 408 ComputeScore: Raw -9603.955833 + Penalty 246.566386 = -9357.389447 Iteration 1F: 3 clusters Score -9357.389 nChanged 76 ComputeScore: Raw -9659.428599 + Penalty 246.566386 = -9412.862213 Iteration 2F: 3 clusters Score -9412.862 nChanged 62 ComputeScore: Raw -9704.873738 + Penalty 246.566386 = -9458.307352 Iteration 3F: 3 clusters Score -9458.307 nChanged 54 ComputeScore: Raw -9750.008925 + Penalty 246.566386 = -9503.442539 Iteration 4F: 3 clusters Score -9503.443 nChanged 38 ComputeScore: Raw -9775.580708 + Penalty 246.566386 = -9529.014322 Iteration 5Q: 3 clusters Score -9529.014 nChanged 31 ComputeScore: Raw -9797.028844 + Penalty 246.566386 = -9550.462458 Iteration 6Q: 3 clusters Score -9550.462 nChanged 22 ComputeScore: Raw -9817.983184 + Penalty 246.566386 = -9571.416798 Iteration 7Q: 3 clusters Score -9571.417 nChanged 22 ComputeScore: Raw -9835.201844 + Penalty 246.566386 = -9588.635458 Iteration 8Q: 3 clusters Score -9588.635 nChanged 20 ComputeScore: Raw -9850.031956 + Penalty 246.566386 = -9603.465570 Iteration 9Q: 3 clusters Score -9603.466 nChanged 23 ComputeScore: Raw -9870.431365 + Penalty 246.566386 = -9623.864979 Iteration 10Q: 3 clusters Score -9623.865 nChanged 21 ComputeScore: Raw -9888.232210 + Penalty 246.566386 = -9641.665824 Iteration 11Q: 3 clusters Score -9641.666 nChanged 23 ComputeScore: Raw -9907.215267 + Penalty 246.566386 = -9660.648881 Iteration 12Q: 3 clusters Score -9660.649 nChanged 15 ComputeScore: Raw -9918.154971 + Penalty 246.566386 = -9671.588585 Iteration 13Q: 3 clusters Score -9671.589 nChanged 7 ComputeScore: Raw -9919.566350 + Penalty 246.566386 = -9672.999964 Iteration 14Q: 3 clusters Score -9673 nChanged 6 ComputeScore: Raw -9920.292584 + Penalty 246.566386 = -9673.726198 Iteration 15Q: 3 clusters Score -9673.726 nChanged 2 ComputeScore: Raw -9920.481773 + Penalty 246.566386 = -9673.915386 Iteration 16Q: 3 clusters Score -9673.915 nChanged 0 ComputeScore: Raw -9920.481773 + Penalty 246.566386 = -9673.915386 Iteration 17F: 3 clusters Score -9673.915 nChanged 0 Trying to split cluster 25 (2173 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21309.482403 + Penalty 138.309552 = -21171.172851 Iteration 0F: 2 clusters Score -21171.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -19994.469135 + Penalty 276.619103 = -19717.850032 Iteration 0F: 3 clusters Score -19717.85 nChanged 969 ComputeScore: Raw -20598.850088 + Penalty 276.619103 = -20322.230984 Iteration 1F: 3 clusters Score -20322.23 nChanged 145 ComputeScore: Raw -20678.642230 + Penalty 276.619103 = -20402.023126 Iteration 2F: 3 clusters Score -20402.02 nChanged 151 ComputeScore: Raw -20759.463906 + Penalty 276.619103 = -20482.844803 Iteration 3F: 3 clusters Score -20482.84 nChanged 150 ComputeScore: Raw -20848.365502 + Penalty 276.619103 = -20571.746399 Iteration 4F: 3 clusters Score -20571.75 nChanged 139 ComputeScore: Raw -20946.196961 + Penalty 276.619103 = -20669.577857 Iteration 5F: 3 clusters Score -20669.58 nChanged 133 ComputeScore: Raw -21057.736878 + Penalty 276.619103 = -20781.117775 Iteration 6F: 3 clusters Score -20781.12 nChanged 122 ComputeScore: Raw -21181.547642 + Penalty 276.619103 = -20904.928539 Iteration 7F: 3 clusters Score -20904.93 nChanged 70 ComputeScore: Raw -21244.032318 + Penalty 276.619103 = -20967.413215 Iteration 8Q: 3 clusters Score -20967.41 nChanged 49 ComputeScore: Raw -21293.355355 + Penalty 276.619103 = -21016.736252 Iteration 9Q: 3 clusters Score -21016.74 nChanged 26 ComputeScore: Raw -21329.672496 + Penalty 276.619103 = -21053.053393 Iteration 10Q: 3 clusters Score -21053.05 nChanged 5 ComputeScore: Raw -21333.979309 + Penalty 276.619103 = -21057.360206 Iteration 11Q: 3 clusters Score -21057.36 nChanged 2 ComputeScore: Raw -21335.107866 + Penalty 276.619103 = -21058.488763 Iteration 12Q: 3 clusters Score -21058.49 nChanged 2 ComputeScore: Raw -21336.055853 + Penalty 276.619103 = -21059.436749 Iteration 13Q: 3 clusters Score -21059.44 nChanged 2 ComputeScore: Raw -21337.476597 + Penalty 276.619103 = -21060.857493 Iteration 14Q: 3 clusters Score -21060.86 nChanged 1 ComputeScore: Raw -21337.806091 + Penalty 276.619103 = -21061.186987 Iteration 15Q: 3 clusters Score -21061.19 nChanged 1 ComputeScore: Raw -21339.788332 + Penalty 276.619103 = -21063.169229 Iteration 16Q: 3 clusters Score -21063.17 nChanged 1 ComputeScore: Raw -21341.074009 + Penalty 276.619103 = -21064.454906 Iteration 17Q: 3 clusters Score -21064.45 nChanged 4 ComputeScore: Raw -21343.017217 + Penalty 276.619103 = -21066.398114 Iteration 18Q: 3 clusters Score -21066.4 nChanged 1 ComputeScore: Raw -21343.701260 + Penalty 276.619103 = -21067.082156 Iteration 19Q: 3 clusters Score -21067.08 nChanged 1 ComputeScore: Raw -21344.229483 + Penalty 276.619103 = -21067.610380 Iteration 20F: 3 clusters Score -21067.61 nChanged 0 Trying to split cluster 26 (451 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6508.050172 + Penalty 110.006412 = -6398.043760 Iteration 0F: 2 clusters Score -6398.044 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6283.911374 + Penalty 220.012824 = -6063.898550 Iteration 0F: 3 clusters Score -6063.899 nChanged 187 ComputeScore: Raw -6413.181600 + Penalty 220.012824 = -6193.168776 Iteration 1F: 3 clusters Score -6193.169 nChanged 31 ComputeScore: Raw -6429.847140 + Penalty 220.012824 = -6209.834316 Iteration 2F: 3 clusters Score -6209.834 nChanged 17 ComputeScore: Raw -6435.236771 + Penalty 220.012824 = -6215.223947 Iteration 3Q: 3 clusters Score -6215.224 nChanged 10 ComputeScore: Raw -6439.825591 + Penalty 220.012824 = -6219.812767 Iteration 4Q: 3 clusters Score -6219.813 nChanged 7 ComputeScore: Raw -6444.974861 + Penalty 220.012824 = -6224.962037 Iteration 5Q: 3 clusters Score -6224.962 nChanged 7 ComputeScore: Raw -6447.448107 + Penalty 220.012824 = -6227.435283 Iteration 6Q: 3 clusters Score -6227.435 nChanged 4 ComputeScore: Raw -6448.382403 + Penalty 220.012824 = -6228.369579 Iteration 7Q: 3 clusters Score -6228.37 nChanged 4 ComputeScore: Raw -6449.928318 + Penalty 220.012824 = -6229.915493 Iteration 8Q: 3 clusters Score -6229.915 nChanged 4 ComputeScore: Raw -6451.319323 + Penalty 220.012824 = -6231.306499 Iteration 9Q: 3 clusters Score -6231.306 nChanged 2 ComputeScore: Raw -6451.962233 + Penalty 220.012824 = -6231.949409 Iteration 10Q: 3 clusters Score -6231.949 nChanged 2 ComputeScore: Raw -6452.378114 + Penalty 220.012824 = -6232.365290 Iteration 11Q: 3 clusters Score -6232.365 nChanged 2 ComputeScore: Raw -6452.849994 + Penalty 220.012824 = -6232.837170 Iteration 12Q: 3 clusters Score -6232.837 nChanged 3 ComputeScore: Raw -6453.654489 + Penalty 220.012824 = -6233.641665 Iteration 13Q: 3 clusters Score -6233.642 nChanged 2 ComputeScore: Raw -6454.103091 + Penalty 220.012824 = -6234.090267 Iteration 14Q: 3 clusters Score -6234.09 nChanged 2 ComputeScore: Raw -6455.076056 + Penalty 220.012824 = -6235.063232 Iteration 15Q: 3 clusters Score -6235.063 nChanged 5 ComputeScore: Raw -6457.799079 + Penalty 220.012824 = -6237.786255 Iteration 16Q: 3 clusters Score -6237.786 nChanged 3 ComputeScore: Raw -6458.836068 + Penalty 220.012824 = -6238.823244 Iteration 17Q: 3 clusters Score -6238.823 nChanged 5 ComputeScore: Raw -6463.468016 + Penalty 220.012824 = -6243.455191 Iteration 18Q: 3 clusters Score -6243.455 nChanged 5 ComputeScore: Raw -6466.759875 + Penalty 220.012824 = -6246.747051 Iteration 19Q: 3 clusters Score -6246.747 nChanged 7 ComputeScore: Raw -6470.944836 + Penalty 220.012824 = -6250.932012 Iteration 20F: 3 clusters Score -6250.932 nChanged 11 ComputeScore: Raw -6479.036801 + Penalty 220.012824 = -6259.023977 Iteration 21Q: 3 clusters Score -6259.024 nChanged 8 ComputeScore: Raw -6485.187892 + Penalty 220.012824 = -6265.175068 Iteration 22Q: 3 clusters Score -6265.175 nChanged 10 ComputeScore: Raw -6498.205392 + Penalty 220.012824 = -6278.192568 Iteration 23Q: 3 clusters Score -6278.193 nChanged 9 ComputeScore: Raw -6506.399034 + Penalty 220.012824 = -6286.386210 Iteration 24Q: 3 clusters Score -6286.386 nChanged 6 ComputeScore: Raw -6514.007976 + Penalty 220.012824 = -6293.995152 Iteration 25Q: 3 clusters Score -6293.995 nChanged 2 ComputeScore: Raw -6515.485164 + Penalty 220.012824 = -6295.472340 Iteration 26Q: 3 clusters Score -6295.472 nChanged 1 ComputeScore: Raw -6515.735419 + Penalty 220.012824 = -6295.722595 Iteration 27Q: 3 clusters Score -6295.723 nChanged 0 ComputeScore: Raw -6515.735419 + Penalty 220.012824 = -6295.722595 Iteration 28F: 3 clusters Score -6295.723 nChanged 0 Trying to split cluster 27 (448 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5453.945405 + Penalty 109.886278 = -5344.059126 Iteration 0F: 2 clusters Score -5344.059 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5213.847336 + Penalty 219.772556 = -4994.074780 Iteration 0F: 3 clusters Score -4994.075 nChanged 184 ComputeScore: Raw -5335.650057 + Penalty 219.772556 = -5115.877501 Iteration 1F: 3 clusters Score -5115.878 nChanged 40 ComputeScore: Raw -5367.717746 + Penalty 219.772556 = -5147.945189 Iteration 2F: 3 clusters Score -5147.945 nChanged 27 ComputeScore: Raw -5388.448462 + Penalty 219.772556 = -5168.675906 Iteration 3F: 3 clusters Score -5168.676 nChanged 16 ComputeScore: Raw -5395.666084 + Penalty 219.772556 = -5175.893528 Iteration 4Q: 3 clusters Score -5175.894 nChanged 9 ComputeScore: Raw -5398.879320 + Penalty 219.772556 = -5179.106763 Iteration 5Q: 3 clusters Score -5179.107 nChanged 4 ComputeScore: Raw -5401.749407 + Penalty 219.772556 = -5181.976850 Iteration 6Q: 3 clusters Score -5181.977 nChanged 10 ComputeScore: Raw -5405.476060 + Penalty 219.772556 = -5185.703503 Iteration 7Q: 3 clusters Score -5185.704 nChanged 10 ComputeScore: Raw -5412.844315 + Penalty 219.772556 = -5193.071758 Iteration 8Q: 3 clusters Score -5193.072 nChanged 9 ComputeScore: Raw -5422.242060 + Penalty 219.772556 = -5202.469504 Iteration 9Q: 3 clusters Score -5202.47 nChanged 6 ComputeScore: Raw -5424.276586 + Penalty 219.772556 = -5204.504030 Iteration 10Q: 3 clusters Score -5204.504 nChanged 3 ComputeScore: Raw -5425.169564 + Penalty 219.772556 = -5205.397008 Iteration 11Q: 3 clusters Score -5205.397 nChanged 1 ComputeScore: Raw -5425.409639 + Penalty 219.772556 = -5205.637082 Iteration 12Q: 3 clusters Score -5205.637 nChanged 0 ComputeScore: Raw -5425.409639 + Penalty 219.772556 = -5205.637082 Iteration 13F: 3 clusters Score -5205.637 nChanged 0 Trying to split cluster 28 (835 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10471.928573 + Penalty 121.093771 = -10350.834802 Iteration 0F: 2 clusters Score -10350.83 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10012.929755 + Penalty 242.187542 = -9770.742213 Iteration 0F: 3 clusters Score -9770.742 nChanged 343 ComputeScore: Raw -10195.438311 + Penalty 242.187542 = -9953.250769 Iteration 1F: 3 clusters Score -9953.251 nChanged 76 ComputeScore: Raw -10238.510478 + Penalty 242.187542 = -9996.322936 Iteration 2F: 3 clusters Score -9996.323 nChanged 64 ComputeScore: Raw -10282.070341 + Penalty 242.187542 = -10039.882799 Iteration 3F: 3 clusters Score -10039.88 nChanged 47 ComputeScore: Raw -10312.348729 + Penalty 242.187542 = -10070.161187 Iteration 4F: 3 clusters Score -10070.16 nChanged 44 ComputeScore: Raw -10344.172900 + Penalty 242.187542 = -10101.985358 Iteration 5F: 3 clusters Score -10101.99 nChanged 43 ComputeScore: Raw -10373.727775 + Penalty 242.187542 = -10131.540233 Iteration 6F: 3 clusters Score -10131.54 nChanged 33 ComputeScore: Raw -10400.993041 + Penalty 242.187542 = -10158.805498 Iteration 7Q: 3 clusters Score -10158.81 nChanged 38 ComputeScore: Raw -10448.607593 + Penalty 242.187542 = -10206.420051 Iteration 8Q: 3 clusters Score -10206.42 nChanged 14 ComputeScore: Raw -10461.679905 + Penalty 242.187542 = -10219.492362 Iteration 9Q: 3 clusters Score -10219.49 nChanged 11 ComputeScore: Raw -10473.221625 + Penalty 242.187542 = -10231.034083 Iteration 10Q: 3 clusters Score -10231.03 nChanged 10 ComputeScore: Raw -10487.859910 + Penalty 242.187542 = -10245.672368 Iteration 11Q: 3 clusters Score -10245.67 nChanged 4 ComputeScore: Raw -10494.664032 + Penalty 242.187542 = -10252.476490 Iteration 12Q: 3 clusters Score -10252.48 nChanged 2 ComputeScore: Raw -10497.305781 + Penalty 242.187542 = -10255.118238 Iteration 13Q: 3 clusters Score -10255.12 nChanged 2 ComputeScore: Raw -10500.027895 + Penalty 242.187542 = -10257.840353 Iteration 14Q: 3 clusters Score -10257.84 nChanged 2 ComputeScore: Raw -10501.616326 + Penalty 242.187542 = -10259.428784 Iteration 15Q: 3 clusters Score -10259.43 nChanged 1 ComputeScore: Raw -10504.581732 + Penalty 242.187542 = -10262.394190 Iteration 16Q: 3 clusters Score -10262.39 nChanged 1 ComputeScore: Raw -10510.693590 + Penalty 242.187542 = -10268.506048 Iteration 17Q: 3 clusters Score -10268.51 nChanged 0 ComputeScore: Raw -10510.693590 + Penalty 242.187542 = -10268.506048 Iteration 18F: 3 clusters Score -10268.51 nChanged 0 Trying to split cluster 29 (4422 points) Assigned 2 initial classes randomly. ComputeScore: Raw -40572.045231 + Penalty 151.098253 = -40420.946978 Iteration 0F: 2 clusters Score -40420.95 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37786.360183 + Penalty 302.196505 = -37484.163678 Iteration 0F: 3 clusters Score -37484.16 nChanged 2041 ComputeScore: Raw -39040.648490 + Penalty 302.196505 = -38738.451985 Iteration 1F: 3 clusters Score -38738.45 nChanged 339 ComputeScore: Raw -39244.575893 + Penalty 302.196505 = -38942.379388 Iteration 2F: 3 clusters Score -38942.38 nChanged 371 ComputeScore: Raw -39545.731209 + Penalty 302.196505 = -39243.534704 Iteration 3F: 3 clusters Score -39243.53 nChanged 382 ComputeScore: Raw -39898.414616 + Penalty 302.196505 = -39596.218111 Iteration 4F: 3 clusters Score -39596.22 nChanged 291 ComputeScore: Raw -40197.270741 + Penalty 302.196505 = -39895.074236 Iteration 5F: 3 clusters Score -39895.07 nChanged 167 ComputeScore: Raw -40389.389942 + Penalty 302.196505 = -40087.193437 Iteration 6Q: 3 clusters Score -40087.19 nChanged 79 ComputeScore: Raw -40467.566868 + Penalty 302.196505 = -40165.370363 Iteration 7Q: 3 clusters Score -40165.37 nChanged 49 ComputeScore: Raw -40500.920690 + Penalty 302.196505 = -40198.724185 Iteration 8Q: 3 clusters Score -40198.72 nChanged 40 ComputeScore: Raw -40524.670491 + Penalty 302.196505 = -40222.473986 Iteration 9Q: 3 clusters Score -40222.47 nChanged 30 ComputeScore: Raw -40543.993171 + Penalty 302.196505 = -40241.796666 Iteration 10Q: 3 clusters Score -40241.8 nChanged 22 ComputeScore: Raw -40559.069206 + Penalty 302.196505 = -40256.872701 Iteration 11Q: 3 clusters Score -40256.87 nChanged 17 ComputeScore: Raw -40571.618500 + Penalty 302.196505 = -40269.421995 Iteration 12Q: 3 clusters Score -40269.42 nChanged 16 ComputeScore: Raw -40581.076751 + Penalty 302.196505 = -40278.880246 Iteration 13Q: 3 clusters Score -40278.88 nChanged 5 ComputeScore: Raw -40586.719756 + Penalty 302.196505 = -40284.523251 Iteration 14Q: 3 clusters Score -40284.52 nChanged 3 ComputeScore: Raw -40588.185765 + Penalty 302.196505 = -40285.989259 Iteration 15Q: 3 clusters Score -40285.99 nChanged 4 ComputeScore: Raw -40589.971626 + Penalty 302.196505 = -40287.775121 Iteration 16Q: 3 clusters Score -40287.78 nChanged 3 ComputeScore: Raw -40591.591157 + Penalty 302.196505 = -40289.394652 Iteration 17Q: 3 clusters Score -40289.39 nChanged 0 ComputeScore: Raw -40591.591157 + Penalty 302.196505 = -40289.394652 Iteration 18F: 3 clusters Score -40289.39 nChanged 0 Trying to split cluster 30 (245 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3757.546391 + Penalty 99.022648 = -3658.523743 Iteration 0F: 2 clusters Score -3658.524 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3647.415120 + Penalty 198.045296 = -3449.369824 Iteration 0F: 3 clusters Score -3449.37 nChanged 89 ComputeScore: Raw -3701.506340 + Penalty 198.045296 = -3503.461045 Iteration 1F: 3 clusters Score -3503.461 nChanged 9 ComputeScore: Raw -3705.453857 + Penalty 198.045296 = -3507.408562 Iteration 2Q: 3 clusters Score -3507.409 nChanged 6 ComputeScore: Raw -3709.041827 + Penalty 198.045296 = -3510.996531 Iteration 3Q: 3 clusters Score -3510.997 nChanged 4 ComputeScore: Raw -3713.985367 + Penalty 198.045296 = -3515.940071 Iteration 4Q: 3 clusters Score -3515.94 nChanged 5 ComputeScore: Raw -3715.303133 + Penalty 198.045296 = -3517.257838 Iteration 5Q: 3 clusters Score -3517.258 nChanged 5 ComputeScore: Raw -3717.966935 + Penalty 198.045296 = -3519.921640 Iteration 6Q: 3 clusters Score -3519.922 nChanged 10 ComputeScore: Raw -3728.506686 + Penalty 198.045296 = -3530.461390 Iteration 7Q: 3 clusters Score -3530.461 nChanged 7 ComputeScore: Raw -3733.999008 + Penalty 198.045296 = -3535.953713 Iteration 8Q: 3 clusters Score -3535.954 nChanged 7 ComputeScore: Raw -3737.483203 + Penalty 198.045296 = -3539.437908 Iteration 9Q: 3 clusters Score -3539.438 nChanged 4 ComputeScore: Raw -3739.719376 + Penalty 198.045296 = -3541.674081 Iteration 10Q: 3 clusters Score -3541.674 nChanged 2 ComputeScore: Raw -3740.295907 + Penalty 198.045296 = -3542.250612 Iteration 11Q: 3 clusters Score -3542.251 nChanged 2 ComputeScore: Raw -3740.763027 + Penalty 198.045296 = -3542.717732 Iteration 12Q: 3 clusters Score -3542.718 nChanged 2 ComputeScore: Raw -3741.732318 + Penalty 198.045296 = -3543.687023 Iteration 13Q: 3 clusters Score -3543.687 nChanged 4 ComputeScore: Raw -3744.412948 + Penalty 198.045296 = -3546.367652 Iteration 14Q: 3 clusters Score -3546.368 nChanged 2 ComputeScore: Raw -3746.161307 + Penalty 198.045296 = -3548.116011 Iteration 15Q: 3 clusters Score -3548.116 nChanged 3 ComputeScore: Raw -3747.328035 + Penalty 198.045296 = -3549.282740 Iteration 16Q: 3 clusters Score -3549.283 nChanged 4 ComputeScore: Raw -3748.159160 + Penalty 198.045296 = -3550.113865 Iteration 17Q: 3 clusters Score -3550.114 nChanged 1 ComputeScore: Raw -3749.460134 + Penalty 198.045296 = -3551.414838 Iteration 18Q: 3 clusters Score -3551.415 nChanged 2 ComputeScore: Raw -3750.901587 + Penalty 198.045296 = -3552.856292 Iteration 19Q: 3 clusters Score -3552.856 nChanged 2 ComputeScore: Raw -3753.739598 + Penalty 198.045296 = -3555.694302 Iteration 20F: 3 clusters Score -3555.694 nChanged 3 ComputeScore: Raw -3758.297969 + Penalty 198.045296 = -3560.252673 Iteration 21Q: 3 clusters Score -3560.253 nChanged 3 ComputeScore: Raw -3763.090329 + Penalty 198.045296 = -3565.045033 Iteration 22Q: 3 clusters Score -3565.045 nChanged 4 ComputeScore: Raw -3773.607701 + Penalty 198.045296 = -3575.562405 Iteration 23Q: 3 clusters Score -3575.562 nChanged 3 ComputeScore: Raw -3778.011424 + Penalty 198.045296 = -3579.966128 Iteration 24Q: 3 clusters Score -3579.966 nChanged 0 ComputeScore: Raw -3778.011424 + Penalty 198.045296 = -3579.966128 Iteration 25F: 3 clusters Score -3579.966 nChanged 0 Trying to split cluster 31 (780 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9629.456655 + Penalty 119.867291 = -9509.589365 Iteration 0F: 2 clusters Score -9509.589 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9187.621239 + Penalty 239.734581 = -8947.886658 Iteration 0F: 3 clusters Score -8947.887 nChanged 346 ComputeScore: Raw -9432.303027 + Penalty 239.734581 = -9192.568446 Iteration 1F: 3 clusters Score -9192.568 nChanged 63 ComputeScore: Raw -9468.697454 + Penalty 239.734581 = -9228.962873 Iteration 2F: 3 clusters Score -9228.963 nChanged 31 ComputeScore: Raw -9483.661747 + Penalty 239.734581 = -9243.927166 Iteration 3Q: 3 clusters Score -9243.927 nChanged 28 ComputeScore: Raw -9496.837501 + Penalty 239.734581 = -9257.102920 Iteration 4Q: 3 clusters Score -9257.103 nChanged 25 ComputeScore: Raw -9511.274314 + Penalty 239.734581 = -9271.539732 Iteration 5Q: 3 clusters Score -9271.54 nChanged 27 ComputeScore: Raw -9525.037548 + Penalty 239.734581 = -9285.302967 Iteration 6Q: 3 clusters Score -9285.303 nChanged 29 ComputeScore: Raw -9543.434109 + Penalty 239.734581 = -9303.699528 Iteration 7Q: 3 clusters Score -9303.7 nChanged 31 ComputeScore: Raw -9562.914448 + Penalty 239.734581 = -9323.179867 Iteration 8Q: 3 clusters Score -9323.18 nChanged 17 ComputeScore: Raw -9572.404127 + Penalty 239.734581 = -9332.669546 Iteration 9Q: 3 clusters Score -9332.67 nChanged 16 ComputeScore: Raw -9586.040275 + Penalty 239.734581 = -9346.305693 Iteration 10Q: 3 clusters Score -9346.306 nChanged 12 ComputeScore: Raw -9592.528515 + Penalty 239.734581 = -9352.793934 Iteration 11Q: 3 clusters Score -9352.794 nChanged 10 ComputeScore: Raw -9597.738669 + Penalty 239.734581 = -9358.004088 Iteration 12Q: 3 clusters Score -9358.004 nChanged 7 ComputeScore: Raw -9600.483261 + Penalty 239.734581 = -9360.748680 Iteration 13Q: 3 clusters Score -9360.749 nChanged 8 ComputeScore: Raw -9605.874165 + Penalty 239.734581 = -9366.139584 Iteration 14Q: 3 clusters Score -9366.14 nChanged 6 ComputeScore: Raw -9613.409078 + Penalty 239.734581 = -9373.674496 Iteration 15Q: 3 clusters Score -9373.674 nChanged 12 ComputeScore: Raw -9628.736587 + Penalty 239.734581 = -9389.002006 Iteration 16Q: 3 clusters Score -9389.002 nChanged 11 ComputeScore: Raw -9643.331979 + Penalty 239.734581 = -9403.597398 Iteration 17Q: 3 clusters Score -9403.597 nChanged 3 ComputeScore: Raw -9650.709123 + Penalty 239.734581 = -9410.974542 Iteration 18Q: 3 clusters Score -9410.975 nChanged 2 ComputeScore: Raw -9655.734851 + Penalty 239.734581 = -9416.000270 Iteration 19Q: 3 clusters Score -9416 nChanged 1 ComputeScore: Raw -9660.445453 + Penalty 239.734581 = -9420.710872 Iteration 20F: 3 clusters Score -9420.711 nChanged 1 ComputeScore: Raw -9661.306035 + Penalty 239.734581 = -9421.571454 Iteration 21Q: 3 clusters Score -9421.571 nChanged 3 ComputeScore: Raw -9664.065192 + Penalty 239.734581 = -9424.330610 Iteration 22Q: 3 clusters Score -9424.331 nChanged 0 ComputeScore: Raw -9664.065192 + Penalty 239.734581 = -9424.330610 Iteration 23F: 3 clusters Score -9424.331 nChanged 0 Trying to split cluster 32 (277 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3795.281735 + Penalty 101.232315 = -3694.049420 Iteration 0F: 2 clusters Score -3694.049 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3649.782344 + Penalty 202.464630 = -3447.317714 Iteration 0F: 3 clusters Score -3447.318 nChanged 116 ComputeScore: Raw -3730.498654 + Penalty 202.464630 = -3528.034024 Iteration 1F: 3 clusters Score -3528.034 nChanged 30 ComputeScore: Raw -3757.892937 + Penalty 202.464630 = -3555.428307 Iteration 2F: 3 clusters Score -3555.428 nChanged 13 ComputeScore: Raw -3775.926234 + Penalty 202.464630 = -3573.461603 Iteration 3Q: 3 clusters Score -3573.462 nChanged 16 ComputeScore: Raw -3799.415677 + Penalty 202.464630 = -3596.951047 Iteration 4F: 3 clusters Score -3596.951 nChanged 17 ComputeScore: Raw -3821.635982 + Penalty 202.464630 = -3619.171352 Iteration 5F: 3 clusters Score -3619.171 nChanged 10 ComputeScore: Raw -3829.616690 + Penalty 202.464630 = -3627.152060 Iteration 6Q: 3 clusters Score -3627.152 nChanged 7 ComputeScore: Raw -3838.314218 + Penalty 202.464630 = -3635.849588 Iteration 7Q: 3 clusters Score -3635.85 nChanged 4 ComputeScore: Raw -3848.596260 + Penalty 202.464630 = -3646.131629 Iteration 8Q: 3 clusters Score -3646.132 nChanged 5 ComputeScore: Raw -3855.936286 + Penalty 202.464630 = -3653.471656 Iteration 9Q: 3 clusters Score -3653.472 nChanged 4 ComputeScore: Raw -3860.502095 + Penalty 202.464630 = -3658.037465 Iteration 10Q: 3 clusters Score -3658.037 nChanged 5 ComputeScore: Raw -3869.167807 + Penalty 202.464630 = -3666.703176 Iteration 11Q: 3 clusters Score -3666.703 nChanged 6 ComputeScore: Raw -3882.524926 + Penalty 202.464630 = -3680.060295 Iteration 12Q: 3 clusters Score -3680.06 nChanged 3 ComputeScore: Raw -3887.070588 + Penalty 202.464630 = -3684.605958 Iteration 13Q: 3 clusters Score -3684.606 nChanged 3 ComputeScore: Raw -3890.482605 + Penalty 202.464630 = -3688.017975 Iteration 14Q: 3 clusters Score -3688.018 nChanged 2 ComputeScore: Raw -3891.676215 + Penalty 202.464630 = -3689.211584 Iteration 15Q: 3 clusters Score -3689.212 nChanged 3 ComputeScore: Raw -3896.716747 + Penalty 202.464630 = -3694.252117 Iteration 16Q: 3 clusters Score -3694.252 nChanged 5 ComputeScore: Raw -3913.585408 + Penalty 202.464630 = -3711.120777 Iteration 17Q: 3 clusters Score -3711.121 nChanged 3 ComputeScore: Raw -3942.534628 + Penalty 202.464630 = -3740.069998 Iteration 18Q: 3 clusters Score -3740.07 nChanged 1 ComputeScore: Raw -3960.470733 + Penalty 202.464630 = -3758.006103 Iteration 19Q: 3 clusters Score -3758.006 nChanged 0 ComputeScore: Raw -3960.470733 + Penalty 202.464630 = -3758.006103 Iteration 20F: 3 clusters Score -3758.006 nChanged 0 ComputeScore: Raw -542769.769404 + Penalty 7942.658378 = -534827.111025Splitting cluster 32 changes total score from -534865.331219 to -534827.111025 So it's not getting split. Trying to split cluster 33 (1838 points) Assigned 2 initial classes randomly. ComputeScore: Raw -18293.439106 + Penalty 135.295799 = -18158.143306 Iteration 0F: 2 clusters Score -18158.14 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -17177.981144 + Penalty 270.591599 = -16907.389545 Iteration 0F: 3 clusters Score -16907.39 nChanged 850 ComputeScore: Raw -17648.683742 + Penalty 270.591599 = -17378.092144 Iteration 1F: 3 clusters Score -17378.09 nChanged 185 ComputeScore: Raw -17775.542769 + Penalty 270.591599 = -17504.951170 Iteration 2F: 3 clusters Score -17504.95 nChanged 166 ComputeScore: Raw -17920.658875 + Penalty 270.591599 = -17650.067277 Iteration 3F: 3 clusters Score -17650.07 nChanged 133 ComputeScore: Raw -18044.527977 + Penalty 270.591599 = -17773.936378 Iteration 4F: 3 clusters Score -17773.94 nChanged 109 ComputeScore: Raw -18159.508282 + Penalty 270.591599 = -17888.916683 Iteration 5F: 3 clusters Score -17888.92 nChanged 63 ComputeScore: Raw -18222.787981 + Penalty 270.591599 = -17952.196382 Iteration 6Q: 3 clusters Score -17952.2 nChanged 42 ComputeScore: Raw -18263.282793 + Penalty 270.591599 = -17992.691194 Iteration 7Q: 3 clusters Score -17992.69 nChanged 23 ComputeScore: Raw -18285.990937 + Penalty 270.591599 = -18015.399338 Iteration 8Q: 3 clusters Score -18015.4 nChanged 9 ComputeScore: Raw -18297.480131 + Penalty 270.591599 = -18026.888532 Iteration 9Q: 3 clusters Score -18026.89 nChanged 9 ComputeScore: Raw -18304.101871 + Penalty 270.591599 = -18033.510272 Iteration 10Q: 3 clusters Score -18033.51 nChanged 5 ComputeScore: Raw -18307.686812 + Penalty 270.591599 = -18037.095213 Iteration 11Q: 3 clusters Score -18037.1 nChanged 5 ComputeScore: Raw -18312.175251 + Penalty 270.591599 = -18041.583652 Iteration 12Q: 3 clusters Score -18041.58 nChanged 4 ComputeScore: Raw -18314.051904 + Penalty 270.591599 = -18043.460306 Iteration 13Q: 3 clusters Score -18043.46 nChanged 4 ComputeScore: Raw -18317.983105 + Penalty 270.591599 = -18047.391506 Iteration 14Q: 3 clusters Score -18047.39 nChanged 3 ComputeScore: Raw -18320.660070 + Penalty 270.591599 = -18050.068471 Iteration 15Q: 3 clusters Score -18050.07 nChanged 3 ComputeScore: Raw -18321.660820 + Penalty 270.591599 = -18051.069221 Iteration 16Q: 3 clusters Score -18051.07 nChanged 1 ComputeScore: Raw -18321.835753 + Penalty 270.591599 = -18051.244154 Iteration 17Q: 3 clusters Score -18051.24 nChanged 0 ComputeScore: Raw -18321.835753 + Penalty 270.591599 = -18051.244154 Iteration 18F: 3 clusters Score -18051.24 nChanged 0 Trying to split cluster 34 (469 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5977.634869 + Penalty 110.710850 = -5866.924019 Iteration 0F: 2 clusters Score -5866.924 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5721.665539 + Penalty 221.421700 = -5500.243840 Iteration 0F: 3 clusters Score -5500.244 nChanged 196 ComputeScore: Raw -5837.261286 + Penalty 221.421700 = -5615.839586 Iteration 1F: 3 clusters Score -5615.84 nChanged 39 ComputeScore: Raw -5869.643517 + Penalty 221.421700 = -5648.221818 Iteration 2F: 3 clusters Score -5648.222 nChanged 32 ComputeScore: Raw -5908.484718 + Penalty 221.421700 = -5687.063018 Iteration 3F: 3 clusters Score -5687.063 nChanged 22 ComputeScore: Raw -5928.148322 + Penalty 221.421700 = -5706.726623 Iteration 4Q: 3 clusters Score -5706.727 nChanged 15 ComputeScore: Raw -5943.096542 + Penalty 221.421700 = -5721.674842 Iteration 5Q: 3 clusters Score -5721.675 nChanged 13 ComputeScore: Raw -5954.598505 + Penalty 221.421700 = -5733.176805 Iteration 6Q: 3 clusters Score -5733.177 nChanged 12 ComputeScore: Raw -5959.978798 + Penalty 221.421700 = -5738.557099 Iteration 7Q: 3 clusters Score -5738.557 nChanged 7 ComputeScore: Raw -5966.161329 + Penalty 221.421700 = -5744.739630 Iteration 8Q: 3 clusters Score -5744.74 nChanged 15 ComputeScore: Raw -5975.842861 + Penalty 221.421700 = -5754.421161 Iteration 9Q: 3 clusters Score -5754.421 nChanged 9 ComputeScore: Raw -5982.002730 + Penalty 221.421700 = -5760.581031 Iteration 10Q: 3 clusters Score -5760.581 nChanged 5 ComputeScore: Raw -5983.505284 + Penalty 221.421700 = -5762.083584 Iteration 11Q: 3 clusters Score -5762.084 nChanged 3 ComputeScore: Raw -5984.545194 + Penalty 221.421700 = -5763.123494 Iteration 12Q: 3 clusters Score -5763.123 nChanged 2 ComputeScore: Raw -5984.823547 + Penalty 221.421700 = -5763.401847 Iteration 13Q: 3 clusters Score -5763.402 nChanged 1 ComputeScore: Raw -5985.114428 + Penalty 221.421700 = -5763.692728 Iteration 14Q: 3 clusters Score -5763.693 nChanged 3 ComputeScore: Raw -5986.528805 + Penalty 221.421700 = -5765.107105 Iteration 15Q: 3 clusters Score -5765.107 nChanged 5 ComputeScore: Raw -5991.407171 + Penalty 221.421700 = -5769.985471 Iteration 16Q: 3 clusters Score -5769.985 nChanged 4 ComputeScore: Raw -5996.659207 + Penalty 221.421700 = -5775.237507 Iteration 17Q: 3 clusters Score -5775.238 nChanged 11 ComputeScore: Raw -6018.850830 + Penalty 221.421700 = -5797.429130 Iteration 18Q: 3 clusters Score -5797.429 nChanged 6 ComputeScore: Raw -6029.974672 + Penalty 221.421700 = -5808.552973 Iteration 19Q: 3 clusters Score -5808.553 nChanged 3 ComputeScore: Raw -6040.952596 + Penalty 221.421700 = -5819.530896 Iteration 20F: 3 clusters Score -5819.531 nChanged 3 ComputeScore: Raw -6078.900927 + Penalty 221.421700 = -5857.479227 Iteration 21Q: 3 clusters Score -5857.479 nChanged 2 ComputeScore: Raw -6148.872315 + Penalty 221.421700 = -5927.450615 Iteration 22Q: 3 clusters Score -5927.451 nChanged 2 ComputeScore: Raw -6162.250518 + Penalty 221.421700 = -5940.828818 Iteration 23Q: 3 clusters Score -5940.829 nChanged 2 ComputeScore: Raw -6165.481130 + Penalty 221.421700 = -5944.059431 Iteration 24Q: 3 clusters Score -5944.059 nChanged 0 ComputeScore: Raw -6165.481130 + Penalty 221.421700 = -5944.059431 Iteration 25F: 3 clusters Score -5944.059 nChanged 0 ComputeScore: Raw -542792.426667 + Penalty 7942.658378 = -534849.768289Splitting cluster 34 changes total score from -534865.331219 to -534849.768289 So it's not getting split. Trying to split cluster 35 (277 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3919.902162 + Penalty 101.232315 = -3818.669847 Iteration 0F: 2 clusters Score -3818.67 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3782.811334 + Penalty 202.464630 = -3580.346703 Iteration 0F: 3 clusters Score -3580.347 nChanged 112 ComputeScore: Raw -3849.749088 + Penalty 202.464630 = -3647.284458 Iteration 1F: 3 clusters Score -3647.284 nChanged 22 ComputeScore: Raw -3865.024878 + Penalty 202.464630 = -3662.560248 Iteration 2F: 3 clusters Score -3662.56 nChanged 13 ComputeScore: Raw -3876.370110 + Penalty 202.464630 = -3673.905480 Iteration 3Q: 3 clusters Score -3673.905 nChanged 12 ComputeScore: Raw -3889.646989 + Penalty 202.464630 = -3687.182359 Iteration 4Q: 3 clusters Score -3687.182 nChanged 9 ComputeScore: Raw -3905.292776 + Penalty 202.464630 = -3702.828146 Iteration 5Q: 3 clusters Score -3702.828 nChanged 5 ComputeScore: Raw -3911.020605 + Penalty 202.464630 = -3708.555975 Iteration 6Q: 3 clusters Score -3708.556 nChanged 3 ComputeScore: Raw -3913.487570 + Penalty 202.464630 = -3711.022940 Iteration 7Q: 3 clusters Score -3711.023 nChanged 1 ComputeScore: Raw -3914.037289 + Penalty 202.464630 = -3711.572659 Iteration 8Q: 3 clusters Score -3711.573 nChanged 0 ComputeScore: Raw -3914.037289 + Penalty 202.464630 = -3711.572659 Iteration 9F: 3 clusters Score -3711.573 nChanged 0 Trying to split cluster 36 (2595 points) Assigned 2 initial classes randomly. ComputeScore: Raw -27661.079899 + Penalty 141.504152 = -27519.575746 Iteration 0F: 2 clusters Score -27519.58 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -26108.912098 + Penalty 283.008305 = -25825.903793 Iteration 0F: 3 clusters Score -25825.9 nChanged 1188 ComputeScore: Raw -26910.597933 + Penalty 283.008305 = -26627.589628 Iteration 1F: 3 clusters Score -26627.59 nChanged 188 ComputeScore: Raw -27008.910561 + Penalty 283.008305 = -26725.902256 Iteration 2F: 3 clusters Score -26725.9 nChanged 161 ComputeScore: Raw -27106.232187 + Penalty 283.008305 = -26823.223883 Iteration 3F: 3 clusters Score -26823.22 nChanged 164 ComputeScore: Raw -27239.511564 + Penalty 283.008305 = -26956.503259 Iteration 4F: 3 clusters Score -26956.5 nChanged 167 ComputeScore: Raw -27383.970487 + Penalty 283.008305 = -27100.962183 Iteration 5F: 3 clusters Score -27100.96 nChanged 129 ComputeScore: Raw -27493.335726 + Penalty 283.008305 = -27210.327422 Iteration 6Q: 3 clusters Score -27210.33 nChanged 94 ComputeScore: Raw -27576.311860 + Penalty 283.008305 = -27293.303555 Iteration 7Q: 3 clusters Score -27293.3 nChanged 60 ComputeScore: Raw -27625.350184 + Penalty 283.008305 = -27342.341879 Iteration 8Q: 3 clusters Score -27342.34 nChanged 31 ComputeScore: Raw -27651.428613 + Penalty 283.008305 = -27368.420309 Iteration 9Q: 3 clusters Score -27368.42 nChanged 18 ComputeScore: Raw -27665.666622 + Penalty 283.008305 = -27382.658317 Iteration 10Q: 3 clusters Score -27382.66 nChanged 8 ComputeScore: Raw -27669.347438 + Penalty 283.008305 = -27386.339133 Iteration 11Q: 3 clusters Score -27386.34 nChanged 5 ComputeScore: Raw -27671.243649 + Penalty 283.008305 = -27388.235344 Iteration 12Q: 3 clusters Score -27388.24 nChanged 4 ComputeScore: Raw -27677.477188 + Penalty 283.008305 = -27394.468883 Iteration 13Q: 3 clusters Score -27394.47 nChanged 7 ComputeScore: Raw -27685.424022 + Penalty 283.008305 = -27402.415718 Iteration 14Q: 3 clusters Score -27402.42 nChanged 3 ComputeScore: Raw -27687.442407 + Penalty 283.008305 = -27404.434103 Iteration 15Q: 3 clusters Score -27404.43 nChanged 3 ComputeScore: Raw -27691.776904 + Penalty 283.008305 = -27408.768599 Iteration 16Q: 3 clusters Score -27408.77 nChanged 4 ComputeScore: Raw -27698.352062 + Penalty 283.008305 = -27415.343757 Iteration 17Q: 3 clusters Score -27415.34 nChanged 2 ComputeScore: Raw -27701.908587 + Penalty 283.008305 = -27418.900282 Iteration 18Q: 3 clusters Score -27418.9 nChanged 3 ComputeScore: Raw -27705.576448 + Penalty 283.008305 = -27422.568143 Iteration 19Q: 3 clusters Score -27422.57 nChanged 1 ComputeScore: Raw -27706.878334 + Penalty 283.008305 = -27423.870030 Iteration 20F: 3 clusters Score -27423.87 nChanged 0 Trying to split cluster 37 (3534 points) Assigned 2 initial classes randomly. ComputeScore: Raw -33495.747402 + Penalty 147.063342 = -33348.684060 Iteration 0F: 2 clusters Score -33348.68 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -31299.598810 + Penalty 294.126684 = -31005.472126 Iteration 0F: 3 clusters Score -31005.47 nChanged 1613 ComputeScore: Raw -32256.915938 + Penalty 294.126684 = -31962.789255 Iteration 1F: 3 clusters Score -31962.79 nChanged 231 ComputeScore: Raw -32365.666882 + Penalty 294.126684 = -32071.540199 Iteration 2F: 3 clusters Score -32071.54 nChanged 196 ComputeScore: Raw -32478.925929 + Penalty 294.126684 = -32184.799246 Iteration 3F: 3 clusters Score -32184.8 nChanged 185 ComputeScore: Raw -32614.873997 + Penalty 294.126684 = -32320.747314 Iteration 4F: 3 clusters Score -32320.75 nChanged 199 ComputeScore: Raw -32778.973113 + Penalty 294.126684 = -32484.846429 Iteration 5F: 3 clusters Score -32484.85 nChanged 194 ComputeScore: Raw -32915.112142 + Penalty 294.126684 = -32620.985458 Iteration 6F: 3 clusters Score -32620.99 nChanged 136 ComputeScore: Raw -33017.946768 + Penalty 294.126684 = -32723.820085 Iteration 7Q: 3 clusters Score -32723.82 nChanged 139 ComputeScore: Raw -33100.689411 + Penalty 294.126684 = -32806.562728 Iteration 8Q: 3 clusters Score -32806.56 nChanged 84 ComputeScore: Raw -33147.159847 + Penalty 294.126684 = -32853.033164 Iteration 9Q: 3 clusters Score -32853.03 nChanged 78 ComputeScore: Raw -33192.654456 + Penalty 294.126684 = -32898.527772 Iteration 10Q: 3 clusters Score -32898.53 nChanged 71 ComputeScore: Raw -33226.095016 + Penalty 294.126684 = -32931.968332 Iteration 11Q: 3 clusters Score -32931.97 nChanged 58 ComputeScore: Raw -33251.085598 + Penalty 294.126684 = -32956.958914 Iteration 12Q: 3 clusters Score -32956.96 nChanged 53 ComputeScore: Raw -33268.750406 + Penalty 294.126684 = -32974.623723 Iteration 13Q: 3 clusters Score -32974.62 nChanged 44 ComputeScore: Raw -33282.795354 + Penalty 294.126684 = -32988.668670 Iteration 14Q: 3 clusters Score -32988.67 nChanged 37 ComputeScore: Raw -33294.504532 + Penalty 294.126684 = -33000.377848 Iteration 15Q: 3 clusters Score -33000.38 nChanged 37 ComputeScore: Raw -33304.037295 + Penalty 294.126684 = -33009.910612 Iteration 16Q: 3 clusters Score -33009.91 nChanged 26 ComputeScore: Raw -33311.012485 + Penalty 294.126684 = -33016.885802 Iteration 17Q: 3 clusters Score -33016.89 nChanged 22 ComputeScore: Raw -33315.218762 + Penalty 294.126684 = -33021.092078 Iteration 18Q: 3 clusters Score -33021.09 nChanged 17 ComputeScore: Raw -33317.834588 + Penalty 294.126684 = -33023.707904 Iteration 19Q: 3 clusters Score -33023.71 nChanged 16 ComputeScore: Raw -33320.115900 + Penalty 294.126684 = -33025.989217 Iteration 20F: 3 clusters Score -33025.99 nChanged 15 ComputeScore: Raw -33322.717418 + Penalty 294.126684 = -33028.590735 Iteration 21Q: 3 clusters Score -33028.59 nChanged 10 ComputeScore: Raw -33325.104380 + Penalty 294.126684 = -33030.977697 Iteration 22Q: 3 clusters Score -33030.98 nChanged 13 ComputeScore: Raw -33327.451901 + Penalty 294.126684 = -33033.325217 Iteration 23Q: 3 clusters Score -33033.33 nChanged 14 ComputeScore: Raw -33329.365608 + Penalty 294.126684 = -33035.238924 Iteration 24Q: 3 clusters Score -33035.24 nChanged 8 ComputeScore: Raw -33330.309190 + Penalty 294.126684 = -33036.182506 Iteration 25Q: 3 clusters Score -33036.18 nChanged 7 ComputeScore: Raw -33331.065448 + Penalty 294.126684 = -33036.938764 Iteration 26Q: 3 clusters Score -33036.94 nChanged 3 ComputeScore: Raw -33331.440610 + Penalty 294.126684 = -33037.313926 Iteration 27Q: 3 clusters Score -33037.31 nChanged 5 ComputeScore: Raw -33332.574110 + Penalty 294.126684 = -33038.447427 Iteration 28Q: 3 clusters Score -33038.45 nChanged 7 ComputeScore: Raw -33333.880726 + Penalty 294.126684 = -33039.754042 Iteration 29Q: 3 clusters Score -33039.75 nChanged 10 ComputeScore: Raw -33335.068528 + Penalty 294.126684 = -33040.941844 Iteration 30Q: 3 clusters Score -33040.94 nChanged 10 ComputeScore: Raw -33336.186218 + Penalty 294.126684 = -33042.059535 Iteration 31Q: 3 clusters Score -33042.06 nChanged 9 ComputeScore: Raw -33336.887177 + Penalty 294.126684 = -33042.760493 Iteration 32Q: 3 clusters Score -33042.76 nChanged 6 ComputeScore: Raw -33337.280282 + Penalty 294.126684 = -33043.153598 Iteration 33Q: 3 clusters Score -33043.15 nChanged 6 ComputeScore: Raw -33337.640592 + Penalty 294.126684 = -33043.513909 Iteration 34Q: 3 clusters Score -33043.51 nChanged 4 ComputeScore: Raw -33337.978082 + Penalty 294.126684 = -33043.851398 Iteration 35Q: 3 clusters Score -33043.85 nChanged 7 ComputeScore: Raw -33339.101920 + Penalty 294.126684 = -33044.975237 Iteration 36Q: 3 clusters Score -33044.98 nChanged 9 ComputeScore: Raw -33340.900174 + Penalty 294.126684 = -33046.773491 Iteration 37Q: 3 clusters Score -33046.77 nChanged 10 ComputeScore: Raw -33342.346373 + Penalty 294.126684 = -33048.219690 Iteration 38Q: 3 clusters Score -33048.22 nChanged 8 ComputeScore: Raw -33343.172713 + Penalty 294.126684 = -33049.046030 Iteration 39Q: 3 clusters Score -33049.05 nChanged 6 ComputeScore: Raw -33343.730215 + Penalty 294.126684 = -33049.603531 Iteration 40F: 3 clusters Score -33049.6 nChanged 5 ComputeScore: Raw -33344.030806 + Penalty 294.126684 = -33049.904122 Iteration 41Q: 3 clusters Score -33049.9 nChanged 8 ComputeScore: Raw -33344.671917 + Penalty 294.126684 = -33050.545233 Iteration 42Q: 3 clusters Score -33050.55 nChanged 11 ComputeScore: Raw -33345.667138 + Penalty 294.126684 = -33051.540455 Iteration 43Q: 3 clusters Score -33051.54 nChanged 8 ComputeScore: Raw -33346.409711 + Penalty 294.126684 = -33052.283027 Iteration 44Q: 3 clusters Score -33052.28 nChanged 9 ComputeScore: Raw -33347.275513 + Penalty 294.126684 = -33053.148830 Iteration 45Q: 3 clusters Score -33053.15 nChanged 11 ComputeScore: Raw -33348.520500 + Penalty 294.126684 = -33054.393816 Iteration 46Q: 3 clusters Score -33054.39 nChanged 9 ComputeScore: Raw -33349.589953 + Penalty 294.126684 = -33055.463269 Iteration 47Q: 3 clusters Score -33055.46 nChanged 8 ComputeScore: Raw -33350.757973 + Penalty 294.126684 = -33056.631289 Iteration 48Q: 3 clusters Score -33056.63 nChanged 10 ComputeScore: Raw -33352.807241 + Penalty 294.126684 = -33058.680558 Iteration 49Q: 3 clusters Score -33058.68 nChanged 14 ComputeScore: Raw -33355.864531 + Penalty 294.126684 = -33061.737847 Iteration 50Q: 3 clusters Score -33061.74 nChanged 15 ComputeScore: Raw -33358.295542 + Penalty 294.126684 = -33064.168859 Iteration 51Q: 3 clusters Score -33064.17 nChanged 12 ComputeScore: Raw -33359.712054 + Penalty 294.126684 = -33065.585371 Iteration 52Q: 3 clusters Score -33065.59 nChanged 12 ComputeScore: Raw -33361.534978 + Penalty 294.126684 = -33067.408294 Iteration 53Q: 3 clusters Score -33067.41 nChanged 14 ComputeScore: Raw -33363.477868 + Penalty 294.126684 = -33069.351185 Iteration 54Q: 3 clusters Score -33069.35 nChanged 12 ComputeScore: Raw -33365.240926 + Penalty 294.126684 = -33071.114242 Iteration 55Q: 3 clusters Score -33071.11 nChanged 8 ComputeScore: Raw -33366.618985 + Penalty 294.126684 = -33072.492301 Iteration 56Q: 3 clusters Score -33072.49 nChanged 8 ComputeScore: Raw -33367.406833 + Penalty 294.126684 = -33073.280149 Iteration 57Q: 3 clusters Score -33073.28 nChanged 5 ComputeScore: Raw -33368.422545 + Penalty 294.126684 = -33074.295862 Iteration 58Q: 3 clusters Score -33074.3 nChanged 5 ComputeScore: Raw -33369.402813 + Penalty 294.126684 = -33075.276130 Iteration 59Q: 3 clusters Score -33075.28 nChanged 7 ComputeScore: Raw -33372.225653 + Penalty 294.126684 = -33078.098969 Iteration 60F: 3 clusters Score -33078.1 nChanged 6 ComputeScore: Raw -33373.574013 + Penalty 294.126684 = -33079.447330 Iteration 61Q: 3 clusters Score -33079.45 nChanged 10 ComputeScore: Raw -33374.662816 + Penalty 294.126684 = -33080.536132 Iteration 62Q: 3 clusters Score -33080.54 nChanged 8 ComputeScore: Raw -33376.328876 + Penalty 294.126684 = -33082.202192 Iteration 63Q: 3 clusters Score -33082.2 nChanged 8 ComputeScore: Raw -33377.632859 + Penalty 294.126684 = -33083.506175 Iteration 64Q: 3 clusters Score -33083.51 nChanged 9 ComputeScore: Raw -33379.612766 + Penalty 294.126684 = -33085.486083 Iteration 65Q: 3 clusters Score -33085.49 nChanged 14 ComputeScore: Raw -33382.267971 + Penalty 294.126684 = -33088.141287 Iteration 66Q: 3 clusters Score -33088.14 nChanged 9 ComputeScore: Raw -33383.754054 + Penalty 294.126684 = -33089.627370 Iteration 67Q: 3 clusters Score -33089.63 nChanged 5 ComputeScore: Raw -33384.069888 + Penalty 294.126684 = -33089.943204 Iteration 68Q: 3 clusters Score -33089.94 nChanged 2 ComputeScore: Raw -33384.392328 + Penalty 294.126684 = -33090.265644 Iteration 69Q: 3 clusters Score -33090.27 nChanged 2 ComputeScore: Raw -33384.794172 + Penalty 294.126684 = -33090.667488 Iteration 70Q: 3 clusters Score -33090.67 nChanged 1 ComputeScore: Raw -33385.208905 + Penalty 294.126684 = -33091.082222 Iteration 71Q: 3 clusters Score -33091.08 nChanged 2 ComputeScore: Raw -33385.450391 + Penalty 294.126684 = -33091.323707 Iteration 72Q: 3 clusters Score -33091.32 nChanged 4 ComputeScore: Raw -33386.198865 + Penalty 294.126684 = -33092.072181 Iteration 73Q: 3 clusters Score -33092.07 nChanged 6 ComputeScore: Raw -33386.804772 + Penalty 294.126684 = -33092.678089 Iteration 74Q: 3 clusters Score -33092.68 nChanged 4 ComputeScore: Raw -33386.960292 + Penalty 294.126684 = -33092.833609 Iteration 75Q: 3 clusters Score -33092.83 nChanged 0 ComputeScore: Raw -33386.960292 + Penalty 294.126684 = -33092.833609 Iteration 76F: 3 clusters Score -33092.83 nChanged 0 Trying to split cluster 38 (329 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4325.385454 + Penalty 104.329040 = -4221.056415 Iteration 0F: 2 clusters Score -4221.056 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4162.647608 + Penalty 208.658079 = -3953.989529 Iteration 0F: 3 clusters Score -3953.99 nChanged 128 ComputeScore: Raw -4264.782342 + Penalty 208.658079 = -4056.124263 Iteration 1F: 3 clusters Score -4056.124 nChanged 28 ComputeScore: Raw -4326.413759 + Penalty 208.658079 = -4117.755680 Iteration 2F: 3 clusters Score -4117.756 nChanged 26 ComputeScore: Raw -4356.915105 + Penalty 208.658079 = -4148.257026 Iteration 3F: 3 clusters Score -4148.257 nChanged 15 ComputeScore: Raw -4366.038015 + Penalty 208.658079 = -4157.379936 Iteration 4Q: 3 clusters Score -4157.38 nChanged 10 ComputeScore: Raw -4375.843471 + Penalty 208.658079 = -4167.185392 Iteration 5Q: 3 clusters Score -4167.185 nChanged 12 ComputeScore: Raw -4385.690659 + Penalty 208.658079 = -4177.032580 Iteration 6Q: 3 clusters Score -4177.033 nChanged 7 ComputeScore: Raw -4393.817829 + Penalty 208.658079 = -4185.159750 Iteration 7Q: 3 clusters Score -4185.16 nChanged 12 ComputeScore: Raw -4409.791318 + Penalty 208.658079 = -4201.133239 Iteration 8Q: 3 clusters Score -4201.133 nChanged 8 ComputeScore: Raw -4420.173485 + Penalty 208.658079 = -4211.515406 Iteration 9Q: 3 clusters Score -4211.515 nChanged 1 ComputeScore: Raw -4421.093798 + Penalty 208.658079 = -4212.435719 Iteration 10Q: 3 clusters Score -4212.436 nChanged 2 ComputeScore: Raw -4421.472626 + Penalty 208.658079 = -4212.814547 Iteration 11Q: 3 clusters Score -4212.815 nChanged 0 ComputeScore: Raw -4421.472626 + Penalty 208.658079 = -4212.814547 Iteration 12F: 3 clusters Score -4212.815 nChanged 0 ConsiderDeletion: ComputeScore: Raw -542604.636995 + Penalty 7739.000471 = -534865.636524Iteration 279Q: 39 clusters Score -534865.6 nChanged 5 ConsiderDeletion: ComputeScore: Raw -542604.818946 + Penalty 7739.000471 = -534865.818475Iteration 280F: 39 clusters Score -534865.8 nChanged 9 ConsiderDeletion: ComputeScore: Raw -542605.402437 + Penalty 7739.000471 = -534866.401966Iteration 281Q: 39 clusters Score -534866.4 nChanged 11 ConsiderDeletion: ComputeScore: Raw -542605.980435 + Penalty 7739.000471 = -534866.979964Iteration 282Q: 39 clusters Score -534867 nChanged 14 ConsiderDeletion: ComputeScore: Raw -542606.922347 + Penalty 7739.000471 = -534867.921876Iteration 283Q: 39 clusters Score -534867.9 nChanged 17 ConsiderDeletion: ComputeScore: Raw -542608.007438 + Penalty 7739.000471 = -534869.006967Iteration 284Q: 39 clusters Score -534869 nChanged 16 ConsiderDeletion: ComputeScore: Raw -542609.072340 + Penalty 7739.000471 = -534870.071869Iteration 285Q: 39 clusters Score -534870.1 nChanged 19 ConsiderDeletion: ComputeScore: Raw -542610.209266 + Penalty 7739.000471 = -534871.208795Iteration 286Q: 39 clusters Score -534871.2 nChanged 15 ConsiderDeletion: ComputeScore: Raw -542610.941289 + Penalty 7739.000471 = -534871.940818Iteration 287Q: 39 clusters Score -534871.9 nChanged 8 ConsiderDeletion: ComputeScore: Raw -542611.210409 + Penalty 7739.000471 = -534872.209938Iteration 288Q: 39 clusters Score -534872.2 nChanged 8 ConsiderDeletion: ComputeScore: Raw -542611.538375 + Penalty 7739.000471 = -534872.537904Iteration 289Q: 39 clusters Score -534872.5 nChanged 9 ConsiderDeletion: ComputeScore: Raw -542612.108473 + Penalty 7739.000471 = -534873.108002Iteration 290Q: 39 clusters Score -534873.1 nChanged 14 ConsiderDeletion: ComputeScore: Raw -542612.777482 + Penalty 7739.000471 = -534873.777011Iteration 291Q: 39 clusters Score -534873.8 nChanged 13 ConsiderDeletion: ComputeScore: Raw -542613.466384 + Penalty 7739.000471 = -534874.465913Iteration 292Q: 39 clusters Score -534874.5 nChanged 13 ConsiderDeletion: ComputeScore: Raw -542614.247255 + Penalty 7739.000471 = -534875.246784Iteration 293Q: 39 clusters Score -534875.2 nChanged 17 ConsiderDeletion: ComputeScore: Raw -542615.368990 + Penalty 7739.000471 = -534876.368519Iteration 294Q: 39 clusters Score -534876.4 nChanged 13 ConsiderDeletion: ComputeScore: Raw -542616.167689 + Penalty 7739.000471 = -534877.167217Iteration 295Q: 39 clusters Score -534877.2 nChanged 8 ConsiderDeletion: ComputeScore: Raw -542616.446821 + Penalty 7739.000471 = -534877.446350Iteration 296Q: 39 clusters Score -534877.4 nChanged 7 ConsiderDeletion: ComputeScore: Raw -542616.599232 + Penalty 7739.000471 = -534877.598761Iteration 297Q: 39 clusters Score -534877.6 nChanged 6 ConsiderDeletion: ComputeScore: Raw -542616.768487 + Penalty 7739.000471 = -534877.768015Iteration 298Q: 39 clusters Score -534877.8 nChanged 4 ConsiderDeletion: ComputeScore: Raw -542616.964014 + Penalty 7739.000471 = -534877.963542Iteration 299Q: 39 clusters Score -534878 nChanged 4 ConsiderDeletion: ComputeScore: Raw -542617.127312 + Penalty 7739.000471 = -534878.126840Iteration 300F: 39 clusters Score -534878.1 nChanged 7 ConsiderDeletion: ComputeScore: Raw -542617.318337 + Penalty 7739.000471 = -534878.317866Iteration 301Q: 39 clusters Score -534878.3 nChanged 4 ConsiderDeletion: ComputeScore: Raw -542617.412261 + Penalty 7739.000471 = -534878.411790Iteration 302Q: 39 clusters Score -534878.4 nChanged 4 ConsiderDeletion: ComputeScore: Raw -542617.520457 + Penalty 7739.000471 = -534878.519986Iteration 303Q: 39 clusters Score -534878.5 nChanged 5 ConsiderDeletion: ComputeScore: Raw -542617.613984 + Penalty 7739.000471 = -534878.613513Iteration 304Q: 39 clusters Score -534878.6 nChanged 3 ConsiderDeletion: ComputeScore: Raw -542617.647986 + Penalty 7739.000471 = -534878.647515Iteration 305Q: 39 clusters Score -534878.6 nChanged 3 ConsiderDeletion: ComputeScore: Raw -542617.684078 + Penalty 7739.000471 = -534878.683607Iteration 306Q: 39 clusters Score -534878.7 nChanged 1 ConsiderDeletion: ComputeScore: Raw -542617.691759 + Penalty 7739.000471 = -534878.691288Iteration 307Q: 39 clusters Score -534878.7 nChanged 1 ConsiderDeletion: ComputeScore: Raw -542617.694420 + Penalty 7739.000471 = -534878.693949Iteration 308Q: 39 clusters Score -534878.7 nChanged 0 ConsiderDeletion: ComputeScore: Raw -542617.694420 + Penalty 7739.000471 = -534878.693949Iteration 309F: 39 clusters Score -534878.7 nChanged 0 ComputeScore: Raw -542617.694420 + Penalty 7739.000471 = -534878.693949Trying to split cluster 1 (386 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5071.983740 + Penalty 107.205073 = -4964.778667 Iteration 0F: 2 clusters Score -4964.779 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4878.276697 + Penalty 214.410145 = -4663.866552 Iteration 0F: 3 clusters Score -4663.867 nChanged 154 ComputeScore: Raw -4963.525143 + Penalty 214.410145 = -4749.114998 Iteration 1F: 3 clusters Score -4749.115 nChanged 21 ComputeScore: Raw -4971.594645 + Penalty 214.410145 = -4757.184500 Iteration 2F: 3 clusters Score -4757.184 nChanged 14 ComputeScore: Raw -4976.883854 + Penalty 214.410145 = -4762.473709 Iteration 3Q: 3 clusters Score -4762.474 nChanged 9 ComputeScore: Raw -4982.404007 + Penalty 214.410145 = -4767.993862 Iteration 4Q: 3 clusters Score -4767.994 nChanged 6 ComputeScore: Raw -4985.186284 + Penalty 214.410145 = -4770.776139 Iteration 5Q: 3 clusters Score -4770.776 nChanged 9 ComputeScore: Raw -4987.490599 + Penalty 214.410145 = -4773.080454 Iteration 6Q: 3 clusters Score -4773.08 nChanged 4 ComputeScore: Raw -4990.266166 + Penalty 214.410145 = -4775.856021 Iteration 7Q: 3 clusters Score -4775.856 nChanged 6 ComputeScore: Raw -4993.903123 + Penalty 214.410145 = -4779.492977 Iteration 8Q: 3 clusters Score -4779.493 nChanged 8 ComputeScore: Raw -4997.939869 + Penalty 214.410145 = -4783.529724 Iteration 9Q: 3 clusters Score -4783.53 nChanged 6 ComputeScore: Raw -4998.881694 + Penalty 214.410145 = -4784.471549 Iteration 10Q: 3 clusters Score -4784.472 nChanged 1 ComputeScore: Raw -4998.906235 + Penalty 214.410145 = -4784.496089 Iteration 11Q: 3 clusters Score -4784.496 nChanged 0 ComputeScore: Raw -4998.906235 + Penalty 214.410145 = -4784.496089 Iteration 12F: 3 clusters Score -4784.496 nChanged 0 Trying to split cluster 2 (358 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2983.986276 + Penalty 105.849594 = -2878.136682 Iteration 0F: 2 clusters Score -2878.137 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2800.792115 + Penalty 211.699188 = -2589.092928 Iteration 0F: 3 clusters Score -2589.093 nChanged 144 ComputeScore: Raw -2928.237308 + Penalty 211.699188 = -2716.538120 Iteration 1F: 3 clusters Score -2716.538 nChanged 34 ComputeScore: Raw -2959.006338 + Penalty 211.699188 = -2747.307151 Iteration 2F: 3 clusters Score -2747.307 nChanged 19 ComputeScore: Raw -2981.684467 + Penalty 211.699188 = -2769.985279 Iteration 3F: 3 clusters Score -2769.985 nChanged 9 ComputeScore: Raw -2999.724770 + Penalty 211.699188 = -2788.025582 Iteration 4Q: 3 clusters Score -2788.026 nChanged 8 ComputeScore: Raw -3005.783077 + Penalty 211.699188 = -2794.083889 Iteration 5Q: 3 clusters Score -2794.084 nChanged 4 ComputeScore: Raw -3008.546415 + Penalty 211.699188 = -2796.847227 Iteration 6Q: 3 clusters Score -2796.847 nChanged 3 ComputeScore: Raw -3013.827187 + Penalty 211.699188 = -2802.127999 Iteration 7Q: 3 clusters Score -2802.128 nChanged 4 ComputeScore: Raw -3019.108586 + Penalty 211.699188 = -2807.409399 Iteration 8Q: 3 clusters Score -2807.409 nChanged 6 ComputeScore: Raw -3023.422727 + Penalty 211.699188 = -2811.723539 Iteration 9Q: 3 clusters Score -2811.724 nChanged 4 ComputeScore: Raw -3025.601173 + Penalty 211.699188 = -2813.901985 Iteration 10Q: 3 clusters Score -2813.902 nChanged 1 ComputeScore: Raw -3025.966796 + Penalty 211.699188 = -2814.267609 Iteration 11Q: 3 clusters Score -2814.268 nChanged 2 ComputeScore: Raw -3026.572895 + Penalty 211.699188 = -2814.873707 Iteration 12Q: 3 clusters Score -2814.874 nChanged 0 ComputeScore: Raw -3026.572895 + Penalty 211.699188 = -2814.873707 Iteration 13F: 3 clusters Score -2814.874 nChanged 0 Trying to split cluster 3 (286 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4323.149462 + Penalty 101.807853 = -4221.341610 Iteration 0F: 2 clusters Score -4221.342 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4177.348018 + Penalty 203.615705 = -3973.732313 Iteration 0F: 3 clusters Score -3973.732 nChanged 108 ComputeScore: Raw -4244.303936 + Penalty 203.615705 = -4040.688230 Iteration 1F: 3 clusters Score -4040.688 nChanged 23 ComputeScore: Raw -4259.594824 + Penalty 203.615705 = -4055.979118 Iteration 2F: 3 clusters Score -4055.979 nChanged 12 ComputeScore: Raw -4264.489941 + Penalty 203.615705 = -4060.874236 Iteration 3Q: 3 clusters Score -4060.874 nChanged 8 ComputeScore: Raw -4270.271501 + Penalty 203.615705 = -4066.655796 Iteration 4Q: 3 clusters Score -4066.656 nChanged 11 ComputeScore: Raw -4276.766764 + Penalty 203.615705 = -4073.151058 Iteration 5Q: 3 clusters Score -4073.151 nChanged 7 ComputeScore: Raw -4280.507360 + Penalty 203.615705 = -4076.891655 Iteration 6Q: 3 clusters Score -4076.892 nChanged 4 ComputeScore: Raw -4284.481853 + Penalty 203.615705 = -4080.866148 Iteration 7Q: 3 clusters Score -4080.866 nChanged 9 ComputeScore: Raw -4290.242572 + Penalty 203.615705 = -4086.626866 Iteration 8Q: 3 clusters Score -4086.627 nChanged 5 ComputeScore: Raw -4293.872751 + Penalty 203.615705 = -4090.257045 Iteration 9Q: 3 clusters Score -4090.257 nChanged 3 ComputeScore: Raw -4296.853367 + Penalty 203.615705 = -4093.237662 Iteration 10Q: 3 clusters Score -4093.238 nChanged 5 ComputeScore: Raw -4299.575696 + Penalty 203.615705 = -4095.959991 Iteration 11Q: 3 clusters Score -4095.96 nChanged 2 ComputeScore: Raw -4301.230230 + Penalty 203.615705 = -4097.614525 Iteration 12Q: 3 clusters Score -4097.615 nChanged 2 ComputeScore: Raw -4302.052197 + Penalty 203.615705 = -4098.436492 Iteration 13Q: 3 clusters Score -4098.436 nChanged 2 ComputeScore: Raw -4302.289986 + Penalty 203.615705 = -4098.674280 Iteration 14Q: 3 clusters Score -4098.674 nChanged 0 ComputeScore: Raw -4302.289986 + Penalty 203.615705 = -4098.674280 Iteration 15F: 3 clusters Score -4098.674 nChanged 0 Trying to split cluster 4 (4774 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42506.839732 + Penalty 152.476917 = -42354.362815 Iteration 0F: 2 clusters Score -42354.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39456.452669 + Penalty 304.953833 = -39151.498836 Iteration 0F: 3 clusters Score -39151.5 nChanged 2248 ComputeScore: Raw -41134.354448 + Penalty 304.953833 = -40829.400615 Iteration 1F: 3 clusters Score -40829.4 nChanged 341 ComputeScore: Raw -41394.089411 + Penalty 304.953833 = -41089.135578 Iteration 2F: 3 clusters Score -41089.14 nChanged 288 ComputeScore: Raw -41570.950622 + Penalty 304.953833 = -41265.996789 Iteration 3F: 3 clusters Score -41266 nChanged 195 ComputeScore: Raw -41676.864242 + Penalty 304.953833 = -41371.910409 Iteration 4Q: 3 clusters Score -41371.91 nChanged 142 ComputeScore: Raw -41726.189662 + Penalty 304.953833 = -41421.235829 Iteration 5Q: 3 clusters Score -41421.24 nChanged 89 ComputeScore: Raw -41748.655758 + Penalty 304.953833 = -41443.701925 Iteration 6Q: 3 clusters Score -41443.7 nChanged 76 ComputeScore: Raw -41760.742439 + Penalty 304.953833 = -41455.788606 Iteration 7Q: 3 clusters Score -41455.79 nChanged 48 ComputeScore: Raw -41769.562593 + Penalty 304.953833 = -41464.608760 Iteration 8Q: 3 clusters Score -41464.61 nChanged 35 ComputeScore: Raw -41778.341505 + Penalty 304.953833 = -41473.387672 Iteration 9Q: 3 clusters Score -41473.39 nChanged 51 ComputeScore: Raw -41791.940619 + Penalty 304.953833 = -41486.986786 Iteration 10Q: 3 clusters Score -41486.99 nChanged 51 ComputeScore: Raw -41805.593630 + Penalty 304.953833 = -41500.639796 Iteration 11Q: 3 clusters Score -41500.64 nChanged 58 ComputeScore: Raw -41814.841936 + Penalty 304.953833 = -41509.888103 Iteration 12Q: 3 clusters Score -41509.89 nChanged 37 ComputeScore: Raw -41818.353968 + Penalty 304.953833 = -41513.400135 Iteration 13Q: 3 clusters Score -41513.4 nChanged 24 ComputeScore: Raw -41820.560366 + Penalty 304.953833 = -41515.606533 Iteration 14Q: 3 clusters Score -41515.61 nChanged 25 ComputeScore: Raw -41823.394801 + Penalty 304.953833 = -41518.440968 Iteration 15Q: 3 clusters Score -41518.44 nChanged 31 ComputeScore: Raw -41829.110638 + Penalty 304.953833 = -41524.156804 Iteration 16Q: 3 clusters Score -41524.16 nChanged 32 ComputeScore: Raw -41834.302770 + Penalty 304.953833 = -41529.348937 Iteration 17Q: 3 clusters Score -41529.35 nChanged 34 ComputeScore: Raw -41840.989015 + Penalty 304.953833 = -41536.035182 Iteration 18Q: 3 clusters Score -41536.04 nChanged 40 ComputeScore: Raw -41848.824390 + Penalty 304.953833 = -41543.870557 Iteration 19Q: 3 clusters Score -41543.87 nChanged 46 ComputeScore: Raw -41856.893390 + Penalty 304.953833 = -41551.939557 Iteration 20F: 3 clusters Score -41551.94 nChanged 43 ComputeScore: Raw -41863.955963 + Penalty 304.953833 = -41559.002130 Iteration 21Q: 3 clusters Score -41559 nChanged 33 ComputeScore: Raw -41868.936969 + Penalty 304.953833 = -41563.983136 Iteration 22Q: 3 clusters Score -41563.98 nChanged 36 ComputeScore: Raw -41873.896087 + Penalty 304.953833 = -41568.942254 Iteration 23Q: 3 clusters Score -41568.94 nChanged 27 ComputeScore: Raw -41877.159610 + Penalty 304.953833 = -41572.205777 Iteration 24Q: 3 clusters Score -41572.21 nChanged 31 ComputeScore: Raw -41881.739494 + Penalty 304.953833 = -41576.785661 Iteration 25Q: 3 clusters Score -41576.79 nChanged 31 ComputeScore: Raw -41887.211623 + Penalty 304.953833 = -41582.257790 Iteration 26Q: 3 clusters Score -41582.26 nChanged 38 ComputeScore: Raw -41895.657727 + Penalty 304.953833 = -41590.703894 Iteration 27Q: 3 clusters Score -41590.7 nChanged 38 ComputeScore: Raw -41902.883015 + Penalty 304.953833 = -41597.929182 Iteration 28Q: 3 clusters Score -41597.93 nChanged 47 ComputeScore: Raw -41913.299868 + Penalty 304.953833 = -41608.346035 Iteration 29Q: 3 clusters Score -41608.35 nChanged 44 ComputeScore: Raw -41921.970299 + Penalty 304.953833 = -41617.016466 Iteration 30Q: 3 clusters Score -41617.02 nChanged 51 ComputeScore: Raw -41932.905421 + Penalty 304.953833 = -41627.951588 Iteration 31Q: 3 clusters Score -41627.95 nChanged 46 ComputeScore: Raw -41945.224211 + Penalty 304.953833 = -41640.270378 Iteration 32Q: 3 clusters Score -41640.27 nChanged 57 ComputeScore: Raw -41964.024714 + Penalty 304.953833 = -41659.070881 Iteration 33Q: 3 clusters Score -41659.07 nChanged 58 ComputeScore: Raw -41982.422364 + Penalty 304.953833 = -41677.468531 Iteration 34Q: 3 clusters Score -41677.47 nChanged 60 ComputeScore: Raw -42003.640465 + Penalty 304.953833 = -41698.686632 Iteration 35Q: 3 clusters Score -41698.69 nChanged 49 ComputeScore: Raw -42024.466286 + Penalty 304.953833 = -41719.512453 Iteration 36Q: 3 clusters Score -41719.51 nChanged 60 ComputeScore: Raw -42047.994657 + Penalty 304.953833 = -41743.040824 Iteration 37Q: 3 clusters Score -41743.04 nChanged 49 ComputeScore: Raw -42069.672301 + Penalty 304.953833 = -41764.718468 Iteration 38Q: 3 clusters Score -41764.72 nChanged 51 ComputeScore: Raw -42087.689288 + Penalty 304.953833 = -41782.735455 Iteration 39Q: 3 clusters Score -41782.74 nChanged 60 ComputeScore: Raw -42105.098996 + Penalty 304.953833 = -41800.145163 Iteration 40F: 3 clusters Score -41800.15 nChanged 48 ComputeScore: Raw -42118.676993 + Penalty 304.953833 = -41813.723160 Iteration 41Q: 3 clusters Score -41813.72 nChanged 50 ComputeScore: Raw -42133.512091 + Penalty 304.953833 = -41828.558258 Iteration 42Q: 3 clusters Score -41828.56 nChanged 53 ComputeScore: Raw -42149.404926 + Penalty 304.953833 = -41844.451093 Iteration 43Q: 3 clusters Score -41844.45 nChanged 58 ComputeScore: Raw -42164.505800 + Penalty 304.953833 = -41859.551967 Iteration 44Q: 3 clusters Score -41859.55 nChanged 52 ComputeScore: Raw -42180.813832 + Penalty 304.953833 = -41875.859999 Iteration 45Q: 3 clusters Score -41875.86 nChanged 64 ComputeScore: Raw -42201.022051 + Penalty 304.953833 = -41896.068218 Iteration 46Q: 3 clusters Score -41896.07 nChanged 63 ComputeScore: Raw -42224.064821 + Penalty 304.953833 = -41919.110988 Iteration 47Q: 3 clusters Score -41919.11 nChanged 70 ComputeScore: Raw -42254.314368 + Penalty 304.953833 = -41949.360535 Iteration 48Q: 3 clusters Score -41949.36 nChanged 62 ComputeScore: Raw -42278.780985 + Penalty 304.953833 = -41973.827152 Iteration 49Q: 3 clusters Score -41973.83 nChanged 65 ComputeScore: Raw -42305.241401 + Penalty 304.953833 = -42000.287568 Iteration 50Q: 3 clusters Score -42000.29 nChanged 61 ComputeScore: Raw -42332.243743 + Penalty 304.953833 = -42027.289910 Iteration 51Q: 3 clusters Score -42027.29 nChanged 54 ComputeScore: Raw -42356.801487 + Penalty 304.953833 = -42051.847654 Iteration 52Q: 3 clusters Score -42051.85 nChanged 57 ComputeScore: Raw -42384.941070 + Penalty 304.953833 = -42079.987237 Iteration 53Q: 3 clusters Score -42079.99 nChanged 50 ComputeScore: Raw -42408.766155 + Penalty 304.953833 = -42103.812322 Iteration 54Q: 3 clusters Score -42103.81 nChanged 34 ComputeScore: Raw -42428.731859 + Penalty 304.953833 = -42123.778026 Iteration 55Q: 3 clusters Score -42123.78 nChanged 33 ComputeScore: Raw -42450.737345 + Penalty 304.953833 = -42145.783512 Iteration 56Q: 3 clusters Score -42145.78 nChanged 36 ComputeScore: Raw -42474.813605 + Penalty 304.953833 = -42169.859771 Iteration 57Q: 3 clusters Score -42169.86 nChanged 25 ComputeScore: Raw -42486.841500 + Penalty 304.953833 = -42181.887667 Iteration 58Q: 3 clusters Score -42181.89 nChanged 19 ComputeScore: Raw -42496.527128 + Penalty 304.953833 = -42191.573295 Iteration 59Q: 3 clusters Score -42191.57 nChanged 14 ComputeScore: Raw -42505.835974 + Penalty 304.953833 = -42200.882141 Iteration 60F: 3 clusters Score -42200.88 nChanged 16 ComputeScore: Raw -42512.568722 + Penalty 304.953833 = -42207.614889 Iteration 61Q: 3 clusters Score -42207.61 nChanged 12 ComputeScore: Raw -42517.924278 + Penalty 304.953833 = -42212.970445 Iteration 62Q: 3 clusters Score -42212.97 nChanged 4 ComputeScore: Raw -42520.392675 + Penalty 304.953833 = -42215.438842 Iteration 63Q: 3 clusters Score -42215.44 nChanged 6 ComputeScore: Raw -42523.728128 + Penalty 304.953833 = -42218.774295 Iteration 64Q: 3 clusters Score -42218.77 nChanged 5 ComputeScore: Raw -42526.448550 + Penalty 304.953833 = -42221.494717 Iteration 65Q: 3 clusters Score -42221.49 nChanged 2 ComputeScore: Raw -42527.949400 + Penalty 304.953833 = -42222.995567 Iteration 66Q: 3 clusters Score -42223 nChanged 1 ComputeScore: Raw -42528.263490 + Penalty 304.953833 = -42223.309657 Iteration 67Q: 3 clusters Score -42223.31 nChanged 1 ComputeScore: Raw -42528.448916 + Penalty 304.953833 = -42223.495083 Iteration 68Q: 3 clusters Score -42223.5 nChanged 0 ComputeScore: Raw -42528.448916 + Penalty 304.953833 = -42223.495083 Iteration 69F: 3 clusters Score -42223.5 nChanged 0 Trying to split cluster 5 (2591 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25757.064433 + Penalty 141.476385 = -25615.588048 Iteration 0F: 2 clusters Score -25615.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24145.685908 + Penalty 282.952771 = -23862.733138 Iteration 0F: 3 clusters Score -23862.73 nChanged 1210 ComputeScore: Raw -24840.375555 + Penalty 282.952771 = -24557.422784 Iteration 1F: 3 clusters Score -24557.42 nChanged 131 ComputeScore: Raw -24898.129536 + Penalty 282.952771 = -24615.176766 Iteration 2F: 3 clusters Score -24615.18 nChanged 126 ComputeScore: Raw -24952.137747 + Penalty 282.952771 = -24669.184976 Iteration 3Q: 3 clusters Score -24669.18 nChanged 123 ComputeScore: Raw -25018.292330 + Penalty 282.952771 = -24735.339560 Iteration 4Q: 3 clusters Score -24735.34 nChanged 138 ComputeScore: Raw -25107.464910 + Penalty 282.952771 = -24824.512139 Iteration 5F: 3 clusters Score -24824.51 nChanged 151 ComputeScore: Raw -25211.464810 + Penalty 282.952771 = -24928.512039 Iteration 6F: 3 clusters Score -24928.51 nChanged 165 ComputeScore: Raw -25338.141695 + Penalty 282.952771 = -25055.188925 Iteration 7F: 3 clusters Score -25055.19 nChanged 149 ComputeScore: Raw -25457.641865 + Penalty 282.952771 = -25174.689094 Iteration 8F: 3 clusters Score -25174.69 nChanged 135 ComputeScore: Raw -25574.881989 + Penalty 282.952771 = -25291.929218 Iteration 9F: 3 clusters Score -25291.93 nChanged 86 ComputeScore: Raw -25646.054777 + Penalty 282.952771 = -25363.102006 Iteration 10Q: 3 clusters Score -25363.1 nChanged 56 ComputeScore: Raw -25690.183668 + Penalty 282.952771 = -25407.230897 Iteration 11Q: 3 clusters Score -25407.23 nChanged 39 ComputeScore: Raw -25720.835503 + Penalty 282.952771 = -25437.882733 Iteration 12Q: 3 clusters Score -25437.88 nChanged 32 ComputeScore: Raw -25745.623196 + Penalty 282.952771 = -25462.670426 Iteration 13Q: 3 clusters Score -25462.67 nChanged 24 ComputeScore: Raw -25764.004612 + Penalty 282.952771 = -25481.051841 Iteration 14Q: 3 clusters Score -25481.05 nChanged 11 ComputeScore: Raw -25773.171348 + Penalty 282.952771 = -25490.218577 Iteration 15Q: 3 clusters Score -25490.22 nChanged 9 ComputeScore: Raw -25780.510173 + Penalty 282.952771 = -25497.557403 Iteration 16Q: 3 clusters Score -25497.56 nChanged 1 ComputeScore: Raw -25780.976392 + Penalty 282.952771 = -25498.023622 Iteration 17Q: 3 clusters Score -25498.02 nChanged 0 ComputeScore: Raw -25780.976392 + Penalty 282.952771 = -25498.023622 Iteration 18F: 3 clusters Score -25498.02 nChanged 0 Trying to split cluster 6 (5221 points) Assigned 2 initial classes randomly. ComputeScore: Raw -47636.792077 + Penalty 154.087996 = -47482.704081 Iteration 0F: 2 clusters Score -47482.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -44324.682439 + Penalty 308.175992 = -44016.506446 Iteration 0F: 3 clusters Score -44016.51 nChanged 2445 ComputeScore: Raw -46165.995504 + Penalty 308.175992 = -45857.819512 Iteration 1F: 3 clusters Score -45857.82 nChanged 406 ComputeScore: Raw -46397.920118 + Penalty 308.175992 = -46089.744126 Iteration 2F: 3 clusters Score -46089.74 nChanged 327 ComputeScore: Raw -46578.282813 + Penalty 308.175992 = -46270.106820 Iteration 3F: 3 clusters Score -46270.11 nChanged 284 ComputeScore: Raw -46743.496037 + Penalty 308.175992 = -46435.320045 Iteration 4F: 3 clusters Score -46435.32 nChanged 258 ComputeScore: Raw -46913.820860 + Penalty 308.175992 = -46605.644867 Iteration 5Q: 3 clusters Score -46605.64 nChanged 261 ComputeScore: Raw -47102.977167 + Penalty 308.175992 = -46794.801175 Iteration 6Q: 3 clusters Score -46794.8 nChanged 232 ComputeScore: Raw -47285.011617 + Penalty 308.175992 = -46976.835625 Iteration 7Q: 3 clusters Score -46976.84 nChanged 188 ComputeScore: Raw -47447.377391 + Penalty 308.175992 = -47139.201399 Iteration 8Q: 3 clusters Score -47139.2 nChanged 132 ComputeScore: Raw -47568.776383 + Penalty 308.175992 = -47260.600391 Iteration 9Q: 3 clusters Score -47260.6 nChanged 60 ComputeScore: Raw -47625.624935 + Penalty 308.175992 = -47317.448943 Iteration 10Q: 3 clusters Score -47317.45 nChanged 20 ComputeScore: Raw -47645.329930 + Penalty 308.175992 = -47337.153937 Iteration 11Q: 3 clusters Score -47337.15 nChanged 13 ComputeScore: Raw -47668.190558 + Penalty 308.175992 = -47360.014566 Iteration 12Q: 3 clusters Score -47360.01 nChanged 6 ComputeScore: Raw -47674.530501 + Penalty 308.175992 = -47366.354509 Iteration 13Q: 3 clusters Score -47366.35 nChanged 1 ComputeScore: Raw -47676.404263 + Penalty 308.175992 = -47368.228271 Iteration 14Q: 3 clusters Score -47368.23 nChanged 3 ComputeScore: Raw -47677.315475 + Penalty 308.175992 = -47369.139482 Iteration 15Q: 3 clusters Score -47369.14 nChanged 0 ComputeScore: Raw -47677.315475 + Penalty 308.175992 = -47369.139482 Iteration 16F: 3 clusters Score -47369.14 nChanged 0 Trying to split cluster 7 (15292 points) Assigned 2 initial classes randomly. ComputeScore: Raw -125357.721954 + Penalty 173.431532 = -125184.290422 Iteration 0F: 2 clusters Score -125184.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -115233.369487 + Penalty 346.863063 = -114886.506424 Iteration 0F: 3 clusters Score -114886.5 nChanged 7455 ComputeScore: Raw -119954.784297 + Penalty 346.863063 = -119607.921234 Iteration 1F: 3 clusters Score -119607.9 nChanged 1095 ComputeScore: Raw -120573.357182 + Penalty 346.863063 = -120226.494118 Iteration 2F: 3 clusters Score -120226.5 nChanged 1168 ComputeScore: Raw -121400.424033 + Penalty 346.863063 = -121053.560970 Iteration 3F: 3 clusters Score -121053.6 nChanged 1235 ComputeScore: Raw -122452.708123 + Penalty 346.863063 = -122105.845060 Iteration 4F: 3 clusters Score -122105.8 nChanged 1142 ComputeScore: Raw -123576.393688 + Penalty 346.863063 = -123229.530624 Iteration 5F: 3 clusters Score -123229.5 nChanged 910 ComputeScore: Raw -124497.189397 + Penalty 346.863063 = -124150.326333 Iteration 6F: 3 clusters Score -124150.3 nChanged 549 ComputeScore: Raw -125029.943748 + Penalty 346.863063 = -124683.080685 Iteration 7Q: 3 clusters Score -124683.1 nChanged 247 ComputeScore: Raw -125254.023402 + Penalty 346.863063 = -124907.160339 Iteration 8Q: 3 clusters Score -124907.2 nChanged 78 ComputeScore: Raw -125315.833205 + Penalty 346.863063 = -124968.970142 Iteration 9Q: 3 clusters Score -124969 nChanged 33 ComputeScore: Raw -125340.189744 + Penalty 346.863063 = -124993.326681 Iteration 10Q: 3 clusters Score -124993.3 nChanged 12 ComputeScore: Raw -125351.391534 + Penalty 346.863063 = -125004.528471 Iteration 11Q: 3 clusters Score -125004.5 nChanged 3 ComputeScore: Raw -125354.107535 + Penalty 346.863063 = -125007.244472 Iteration 12Q: 3 clusters Score -125007.2 nChanged 2 ComputeScore: Raw -125357.260553 + Penalty 346.863063 = -125010.397490 Iteration 13Q: 3 clusters Score -125010.4 nChanged 3 ComputeScore: Raw -125366.991316 + Penalty 346.863063 = -125020.128253 Iteration 14Q: 3 clusters Score -125020.1 nChanged 2 ComputeScore: Raw -125371.291741 + Penalty 346.863063 = -125024.428678 Iteration 15Q: 3 clusters Score -125024.4 nChanged 0 ComputeScore: Raw -125371.291741 + Penalty 346.863063 = -125024.428678 Iteration 16F: 3 clusters Score -125024.4 nChanged 0 Trying to split cluster 8 (2762 points) Assigned 2 initial classes randomly. ComputeScore: Raw -29177.580493 + Penalty 142.626786 = -29034.953707 Iteration 0F: 2 clusters Score -29034.95 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27548.040183 + Penalty 285.253572 = -27262.786611 Iteration 0F: 3 clusters Score -27262.79 nChanged 1245 ComputeScore: Raw -28395.928156 + Penalty 285.253572 = -28110.674584 Iteration 1F: 3 clusters Score -28110.67 nChanged 202 ComputeScore: Raw -28541.949605 + Penalty 285.253572 = -28256.696033 Iteration 2F: 3 clusters Score -28256.7 nChanged 179 ComputeScore: Raw -28703.982899 + Penalty 285.253572 = -28418.729327 Iteration 3F: 3 clusters Score -28418.73 nChanged 162 ComputeScore: Raw -28884.211828 + Penalty 285.253572 = -28598.958256 Iteration 4F: 3 clusters Score -28598.96 nChanged 113 ComputeScore: Raw -28976.545240 + Penalty 285.253572 = -28691.291668 Iteration 5Q: 3 clusters Score -28691.29 nChanged 69 ComputeScore: Raw -29023.585341 + Penalty 285.253572 = -28738.331769 Iteration 6Q: 3 clusters Score -28738.33 nChanged 56 ComputeScore: Raw -29060.205170 + Penalty 285.253572 = -28774.951598 Iteration 7Q: 3 clusters Score -28774.95 nChanged 56 ComputeScore: Raw -29095.194933 + Penalty 285.253572 = -28809.941361 Iteration 8Q: 3 clusters Score -28809.94 nChanged 40 ComputeScore: Raw -29111.627227 + Penalty 285.253572 = -28826.373655 Iteration 9Q: 3 clusters Score -28826.37 nChanged 27 ComputeScore: Raw -29121.657894 + Penalty 285.253572 = -28836.404322 Iteration 10Q: 3 clusters Score -28836.4 nChanged 16 ComputeScore: Raw -29128.655811 + Penalty 285.253572 = -28843.402239 Iteration 11Q: 3 clusters Score -28843.4 nChanged 15 ComputeScore: Raw -29136.762019 + Penalty 285.253572 = -28851.508447 Iteration 12Q: 3 clusters Score -28851.51 nChanged 20 ComputeScore: Raw -29148.849154 + Penalty 285.253572 = -28863.595582 Iteration 13Q: 3 clusters Score -28863.6 nChanged 13 ComputeScore: Raw -29158.499740 + Penalty 285.253572 = -28873.246168 Iteration 14Q: 3 clusters Score -28873.25 nChanged 10 ComputeScore: Raw -29163.408858 + Penalty 285.253572 = -28878.155286 Iteration 15Q: 3 clusters Score -28878.16 nChanged 10 ComputeScore: Raw -29167.603912 + Penalty 285.253572 = -28882.350340 Iteration 16Q: 3 clusters Score -28882.35 nChanged 13 ComputeScore: Raw -29173.564219 + Penalty 285.253572 = -28888.310647 Iteration 17Q: 3 clusters Score -28888.31 nChanged 8 ComputeScore: Raw -29175.441683 + Penalty 285.253572 = -28890.188111 Iteration 18Q: 3 clusters Score -28890.19 nChanged 2 ComputeScore: Raw -29176.036027 + Penalty 285.253572 = -28890.782455 Iteration 19Q: 3 clusters Score -28890.78 nChanged 2 ComputeScore: Raw -29176.462658 + Penalty 285.253572 = -28891.209086 Iteration 20F: 3 clusters Score -28891.21 nChanged 2 ComputeScore: Raw -29177.101001 + Penalty 285.253572 = -28891.847429 Iteration 21Q: 3 clusters Score -28891.85 nChanged 2 ComputeScore: Raw -29177.196829 + Penalty 285.253572 = -28891.943257 Iteration 22Q: 3 clusters Score -28891.94 nChanged 1 ComputeScore: Raw -29177.347616 + Penalty 285.253572 = -28892.094044 Iteration 23Q: 3 clusters Score -28892.09 nChanged 2 ComputeScore: Raw -29177.540521 + Penalty 285.253572 = -28892.286949 Iteration 24Q: 3 clusters Score -28892.29 nChanged 2 ComputeScore: Raw -29177.614821 + Penalty 285.253572 = -28892.361249 Iteration 25Q: 3 clusters Score -28892.36 nChanged 0 ComputeScore: Raw -29177.614821 + Penalty 285.253572 = -28892.361249 Iteration 26F: 3 clusters Score -28892.36 nChanged 0 Trying to split cluster 9 (759 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9886.578911 + Penalty 119.376032 = -9767.202879 Iteration 0F: 2 clusters Score -9767.203 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9478.405020 + Penalty 238.752064 = -9239.652956 Iteration 0F: 3 clusters Score -9239.653 nChanged 320 ComputeScore: Raw -9643.648143 + Penalty 238.752064 = -9404.896079 Iteration 1F: 3 clusters Score -9404.896 nChanged 58 ComputeScore: Raw -9676.670914 + Penalty 238.752064 = -9437.918850 Iteration 2F: 3 clusters Score -9437.919 nChanged 54 ComputeScore: Raw -9706.177854 + Penalty 238.752064 = -9467.425790 Iteration 3F: 3 clusters Score -9467.426 nChanged 30 ComputeScore: Raw -9720.023358 + Penalty 238.752064 = -9481.271294 Iteration 4Q: 3 clusters Score -9481.271 nChanged 27 ComputeScore: Raw -9732.733460 + Penalty 238.752064 = -9493.981396 Iteration 5Q: 3 clusters Score -9493.981 nChanged 23 ComputeScore: Raw -9746.903219 + Penalty 238.752064 = -9508.151155 Iteration 6Q: 3 clusters Score -9508.151 nChanged 22 ComputeScore: Raw -9760.520258 + Penalty 238.752064 = -9521.768194 Iteration 7Q: 3 clusters Score -9521.768 nChanged 17 ComputeScore: Raw -9767.426173 + Penalty 238.752064 = -9528.674109 Iteration 8Q: 3 clusters Score -9528.674 nChanged 16 ComputeScore: Raw -9772.896099 + Penalty 238.752064 = -9534.144035 Iteration 9Q: 3 clusters Score -9534.144 nChanged 15 ComputeScore: Raw -9779.841976 + Penalty 238.752064 = -9541.089912 Iteration 10Q: 3 clusters Score -9541.09 nChanged 12 ComputeScore: Raw -9786.579602 + Penalty 238.752064 = -9547.827538 Iteration 11Q: 3 clusters Score -9547.828 nChanged 11 ComputeScore: Raw -9792.697631 + Penalty 238.752064 = -9553.945567 Iteration 12Q: 3 clusters Score -9553.946 nChanged 12 ComputeScore: Raw -9804.742469 + Penalty 238.752064 = -9565.990405 Iteration 13Q: 3 clusters Score -9565.99 nChanged 14 ComputeScore: Raw -9824.082767 + Penalty 238.752064 = -9585.330703 Iteration 14Q: 3 clusters Score -9585.331 nChanged 16 ComputeScore: Raw -9839.515353 + Penalty 238.752064 = -9600.763289 Iteration 15Q: 3 clusters Score -9600.763 nChanged 11 ComputeScore: Raw -9848.221761 + Penalty 238.752064 = -9609.469697 Iteration 16Q: 3 clusters Score -9609.47 nChanged 9 ComputeScore: Raw -9854.983197 + Penalty 238.752064 = -9616.231133 Iteration 17Q: 3 clusters Score -9616.231 nChanged 14 ComputeScore: Raw -9862.534954 + Penalty 238.752064 = -9623.782890 Iteration 18Q: 3 clusters Score -9623.783 nChanged 8 ComputeScore: Raw -9868.247881 + Penalty 238.752064 = -9629.495817 Iteration 19Q: 3 clusters Score -9629.496 nChanged 8 ComputeScore: Raw -9871.636513 + Penalty 238.752064 = -9632.884449 Iteration 20F: 3 clusters Score -9632.884 nChanged 3 ComputeScore: Raw -9872.645120 + Penalty 238.752064 = -9633.893056 Iteration 21Q: 3 clusters Score -9633.893 nChanged 3 ComputeScore: Raw -9874.059569 + Penalty 238.752064 = -9635.307505 Iteration 22Q: 3 clusters Score -9635.308 nChanged 2 ComputeScore: Raw -9874.236536 + Penalty 238.752064 = -9635.484472 Iteration 23Q: 3 clusters Score -9635.484 nChanged 0 ComputeScore: Raw -9874.236536 + Penalty 238.752064 = -9635.484472 Iteration 24F: 3 clusters Score -9635.484 nChanged 0 Trying to split cluster 10 (1210 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9148.421352 + Penalty 127.770761 = -9020.650591 Iteration 0F: 2 clusters Score -9020.651 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8470.821196 + Penalty 255.541523 = -8215.279673 Iteration 0F: 3 clusters Score -8215.28 nChanged 535 ComputeScore: Raw -8788.193809 + Penalty 255.541523 = -8532.652286 Iteration 1F: 3 clusters Score -8532.652 nChanged 89 ComputeScore: Raw -8855.608763 + Penalty 255.541523 = -8600.067240 Iteration 2F: 3 clusters Score -8600.067 nChanged 86 ComputeScore: Raw -8924.476132 + Penalty 255.541523 = -8668.934609 Iteration 3F: 3 clusters Score -8668.935 nChanged 78 ComputeScore: Raw -8994.776105 + Penalty 255.541523 = -8739.234582 Iteration 4F: 3 clusters Score -8739.235 nChanged 91 ComputeScore: Raw -9063.931671 + Penalty 255.541523 = -8808.390148 Iteration 5F: 3 clusters Score -8808.39 nChanged 83 ComputeScore: Raw -9149.521336 + Penalty 255.541523 = -8893.979813 Iteration 6F: 3 clusters Score -8893.98 nChanged 65 ComputeScore: Raw -9205.017901 + Penalty 255.541523 = -8949.476378 Iteration 7F: 3 clusters Score -8949.476 nChanged 33 ComputeScore: Raw -9226.392931 + Penalty 255.541523 = -8970.851408 Iteration 8Q: 3 clusters Score -8970.851 nChanged 25 ComputeScore: Raw -9241.189845 + Penalty 255.541523 = -8985.648322 Iteration 9Q: 3 clusters Score -8985.648 nChanged 20 ComputeScore: Raw -9251.923555 + Penalty 255.541523 = -8996.382032 Iteration 10Q: 3 clusters Score -8996.382 nChanged 14 ComputeScore: Raw -9256.577879 + Penalty 255.541523 = -9001.036356 Iteration 11Q: 3 clusters Score -9001.036 nChanged 6 ComputeScore: Raw -9257.569492 + Penalty 255.541523 = -9002.027969 Iteration 12Q: 3 clusters Score -9002.028 nChanged 2 ComputeScore: Raw -9257.774182 + Penalty 255.541523 = -9002.232659 Iteration 13Q: 3 clusters Score -9002.233 nChanged 1 ComputeScore: Raw -9258.022611 + Penalty 255.541523 = -9002.481088 Iteration 14Q: 3 clusters Score -9002.481 nChanged 3 ComputeScore: Raw -9258.442321 + Penalty 255.541523 = -9002.900798 Iteration 15Q: 3 clusters Score -9002.901 nChanged 2 ComputeScore: Raw -9258.685220 + Penalty 255.541523 = -9003.143697 Iteration 16Q: 3 clusters Score -9003.144 nChanged 2 ComputeScore: Raw -9258.818507 + Penalty 255.541523 = -9003.276984 Iteration 17Q: 3 clusters Score -9003.277 nChanged 1 ComputeScore: Raw -9259.509791 + Penalty 255.541523 = -9003.968268 Iteration 18Q: 3 clusters Score -9003.968 nChanged 4 ComputeScore: Raw -9260.364062 + Penalty 255.541523 = -9004.822539 Iteration 19Q: 3 clusters Score -9004.823 nChanged 2 ComputeScore: Raw -9260.907980 + Penalty 255.541523 = -9005.366457 Iteration 20F: 3 clusters Score -9005.366 nChanged 2 ComputeScore: Raw -9261.150905 + Penalty 255.541523 = -9005.609382 Iteration 21Q: 3 clusters Score -9005.609 nChanged 0 ComputeScore: Raw -9261.150905 + Penalty 255.541523 = -9005.609382 Iteration 22F: 3 clusters Score -9005.609 nChanged 0 Trying to split cluster 11 (3509 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32961.373022 + Penalty 146.935555 = -32814.437467 Iteration 0F: 2 clusters Score -32814.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30767.490023 + Penalty 293.871110 = -30473.618914 Iteration 0F: 3 clusters Score -30473.62 nChanged 1650 ComputeScore: Raw -31759.366858 + Penalty 293.871110 = -31465.495749 Iteration 1F: 3 clusters Score -31465.5 nChanged 201 ComputeScore: Raw -31885.013056 + Penalty 293.871110 = -31591.141947 Iteration 2F: 3 clusters Score -31591.14 nChanged 187 ComputeScore: Raw -32030.102493 + Penalty 293.871110 = -31736.231384 Iteration 3F: 3 clusters Score -31736.23 nChanged 199 ComputeScore: Raw -32221.795161 + Penalty 293.871110 = -31927.924052 Iteration 4F: 3 clusters Score -31927.92 nChanged 202 ComputeScore: Raw -32342.397819 + Penalty 293.871110 = -32048.526710 Iteration 5F: 3 clusters Score -32048.53 nChanged 97 ComputeScore: Raw -32379.022331 + Penalty 293.871110 = -32085.151222 Iteration 6Q: 3 clusters Score -32085.15 nChanged 59 ComputeScore: Raw -32395.014890 + Penalty 293.871110 = -32101.143781 Iteration 7Q: 3 clusters Score -32101.14 nChanged 41 ComputeScore: Raw -32406.356352 + Penalty 293.871110 = -32112.485243 Iteration 8Q: 3 clusters Score -32112.49 nChanged 42 ComputeScore: Raw -32419.760808 + Penalty 293.871110 = -32125.889699 Iteration 9Q: 3 clusters Score -32125.89 nChanged 49 ComputeScore: Raw -32436.343200 + Penalty 293.871110 = -32142.472091 Iteration 10Q: 3 clusters Score -32142.47 nChanged 47 ComputeScore: Raw -32453.010129 + Penalty 293.871110 = -32159.139020 Iteration 11Q: 3 clusters Score -32159.14 nChanged 60 ComputeScore: Raw -32472.450314 + Penalty 293.871110 = -32178.579205 Iteration 12Q: 3 clusters Score -32178.58 nChanged 56 ComputeScore: Raw -32491.299473 + Penalty 293.871110 = -32197.428364 Iteration 13Q: 3 clusters Score -32197.43 nChanged 64 ComputeScore: Raw -32512.564497 + Penalty 293.871110 = -32218.693387 Iteration 14Q: 3 clusters Score -32218.69 nChanged 60 ComputeScore: Raw -32533.194485 + Penalty 293.871110 = -32239.323375 Iteration 15Q: 3 clusters Score -32239.32 nChanged 59 ComputeScore: Raw -32556.101414 + Penalty 293.871110 = -32262.230304 Iteration 16Q: 3 clusters Score -32262.23 nChanged 71 ComputeScore: Raw -32592.387711 + Penalty 293.871110 = -32298.516602 Iteration 17Q: 3 clusters Score -32298.52 nChanged 69 ComputeScore: Raw -32623.630825 + Penalty 293.871110 = -32329.759716 Iteration 18Q: 3 clusters Score -32329.76 nChanged 55 ComputeScore: Raw -32644.284610 + Penalty 293.871110 = -32350.413501 Iteration 19Q: 3 clusters Score -32350.41 nChanged 53 ComputeScore: Raw -32663.938484 + Penalty 293.871110 = -32370.067375 Iteration 20F: 3 clusters Score -32370.07 nChanged 50 ComputeScore: Raw -32682.384530 + Penalty 293.871110 = -32388.513421 Iteration 21Q: 3 clusters Score -32388.51 nChanged 43 ComputeScore: Raw -32696.986021 + Penalty 293.871110 = -32403.114912 Iteration 22Q: 3 clusters Score -32403.11 nChanged 46 ComputeScore: Raw -32714.632972 + Penalty 293.871110 = -32420.761862 Iteration 23Q: 3 clusters Score -32420.76 nChanged 38 ComputeScore: Raw -32729.248604 + Penalty 293.871110 = -32435.377495 Iteration 24Q: 3 clusters Score -32435.38 nChanged 34 ComputeScore: Raw -32741.542008 + Penalty 293.871110 = -32447.670898 Iteration 25Q: 3 clusters Score -32447.67 nChanged 25 ComputeScore: Raw -32748.670930 + Penalty 293.871110 = -32454.799821 Iteration 26Q: 3 clusters Score -32454.8 nChanged 26 ComputeScore: Raw -32757.429690 + Penalty 293.871110 = -32463.558580 Iteration 27Q: 3 clusters Score -32463.56 nChanged 29 ComputeScore: Raw -32768.029192 + Penalty 293.871110 = -32474.158082 Iteration 28Q: 3 clusters Score -32474.16 nChanged 29 ComputeScore: Raw -32778.388876 + Penalty 293.871110 = -32484.517767 Iteration 29Q: 3 clusters Score -32484.52 nChanged 30 ComputeScore: Raw -32788.877700 + Penalty 293.871110 = -32495.006590 Iteration 30Q: 3 clusters Score -32495.01 nChanged 26 ComputeScore: Raw -32796.637414 + Penalty 293.871110 = -32502.766304 Iteration 31Q: 3 clusters Score -32502.77 nChanged 25 ComputeScore: Raw -32806.433474 + Penalty 293.871110 = -32512.562365 Iteration 32Q: 3 clusters Score -32512.56 nChanged 40 ComputeScore: Raw -32829.024573 + Penalty 293.871110 = -32535.153464 Iteration 33Q: 3 clusters Score -32535.15 nChanged 36 ComputeScore: Raw -32847.644281 + Penalty 293.871110 = -32553.773172 Iteration 34Q: 3 clusters Score -32553.77 nChanged 36 ComputeScore: Raw -32868.059234 + Penalty 293.871110 = -32574.188124 Iteration 35Q: 3 clusters Score -32574.19 nChanged 30 ComputeScore: Raw -32885.046292 + Penalty 293.871110 = -32591.175182 Iteration 36Q: 3 clusters Score -32591.18 nChanged 28 ComputeScore: Raw -32903.089988 + Penalty 293.871110 = -32609.218879 Iteration 37Q: 3 clusters Score -32609.22 nChanged 22 ComputeScore: Raw -32917.375958 + Penalty 293.871110 = -32623.504849 Iteration 38Q: 3 clusters Score -32623.5 nChanged 18 ComputeScore: Raw -32926.538784 + Penalty 293.871110 = -32632.667675 Iteration 39Q: 3 clusters Score -32632.67 nChanged 8 ComputeScore: Raw -32929.888054 + Penalty 293.871110 = -32636.016945 Iteration 40F: 3 clusters Score -32636.02 nChanged 8 ComputeScore: Raw -32934.060471 + Penalty 293.871110 = -32640.189361 Iteration 41Q: 3 clusters Score -32640.19 nChanged 5 ComputeScore: Raw -32936.169698 + Penalty 293.871110 = -32642.298588 Iteration 42Q: 3 clusters Score -32642.3 nChanged 5 ComputeScore: Raw -32939.871677 + Penalty 293.871110 = -32646.000567 Iteration 43Q: 3 clusters Score -32646 nChanged 9 ComputeScore: Raw -32946.481607 + Penalty 293.871110 = -32652.610497 Iteration 44Q: 3 clusters Score -32652.61 nChanged 5 ComputeScore: Raw -32950.089863 + Penalty 293.871110 = -32656.218753 Iteration 45Q: 3 clusters Score -32656.22 nChanged 4 ComputeScore: Raw -32952.818657 + Penalty 293.871110 = -32658.947548 Iteration 46Q: 3 clusters Score -32658.95 nChanged 5 ComputeScore: Raw -32955.472315 + Penalty 293.871110 = -32661.601206 Iteration 47Q: 3 clusters Score -32661.6 nChanged 3 ComputeScore: Raw -32957.883001 + Penalty 293.871110 = -32664.011891 Iteration 48Q: 3 clusters Score -32664.01 nChanged 1 ComputeScore: Raw -32958.238619 + Penalty 293.871110 = -32664.367509 Iteration 49Q: 3 clusters Score -32664.37 nChanged 0 ComputeScore: Raw -32958.238619 + Penalty 293.871110 = -32664.367509 Iteration 50F: 3 clusters Score -32664.37 nChanged 0 Trying to split cluster 12 (5326 points) Assigned 2 initial classes randomly. ComputeScore: Raw -50961.778984 + Penalty 154.446404 = -50807.332581 Iteration 0F: 2 clusters Score -50807.33 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -47579.539139 + Penalty 308.892808 = -47270.646331 Iteration 0F: 3 clusters Score -47270.65 nChanged 2512 ComputeScore: Raw -49079.189454 + Penalty 308.892808 = -48770.296646 Iteration 1F: 3 clusters Score -48770.3 nChanged 259 ComputeScore: Raw -49185.496019 + Penalty 308.892808 = -48876.603211 Iteration 2Q: 3 clusters Score -48876.6 nChanged 285 ComputeScore: Raw -49331.496723 + Penalty 308.892808 = -49022.603915 Iteration 3F: 3 clusters Score -49022.6 nChanged 326 ComputeScore: Raw -49548.419593 + Penalty 308.892808 = -49239.526786 Iteration 4F: 3 clusters Score -49239.53 nChanged 322 ComputeScore: Raw -49784.814384 + Penalty 308.892808 = -49475.921576 Iteration 5F: 3 clusters Score -49475.92 nChanged 305 ComputeScore: Raw -49996.285030 + Penalty 308.892808 = -49687.392223 Iteration 6F: 3 clusters Score -49687.39 nChanged 227 ComputeScore: Raw -50150.305777 + Penalty 308.892808 = -49841.412970 Iteration 7Q: 3 clusters Score -49841.41 nChanged 188 ComputeScore: Raw -50255.455257 + Penalty 308.892808 = -49946.562449 Iteration 8Q: 3 clusters Score -49946.56 nChanged 133 ComputeScore: Raw -50320.941148 + Penalty 308.892808 = -50012.048341 Iteration 9Q: 3 clusters Score -50012.05 nChanged 110 ComputeScore: Raw -50371.101170 + Penalty 308.892808 = -50062.208363 Iteration 10Q: 3 clusters Score -50062.21 nChanged 96 ComputeScore: Raw -50418.165631 + Penalty 308.892808 = -50109.272823 Iteration 11Q: 3 clusters Score -50109.27 nChanged 89 ComputeScore: Raw -50466.929238 + Penalty 308.892808 = -50158.036430 Iteration 12Q: 3 clusters Score -50158.04 nChanged 80 ComputeScore: Raw -50505.208171 + Penalty 308.892808 = -50196.315363 Iteration 13Q: 3 clusters Score -50196.32 nChanged 62 ComputeScore: Raw -50538.390817 + Penalty 308.892808 = -50229.498009 Iteration 14Q: 3 clusters Score -50229.5 nChanged 73 ComputeScore: Raw -50579.414431 + Penalty 308.892808 = -50270.521623 Iteration 15Q: 3 clusters Score -50270.52 nChanged 60 ComputeScore: Raw -50615.724061 + Penalty 308.892808 = -50306.831253 Iteration 16Q: 3 clusters Score -50306.83 nChanged 52 ComputeScore: Raw -50647.338002 + Penalty 308.892808 = -50338.445195 Iteration 17Q: 3 clusters Score -50338.45 nChanged 52 ComputeScore: Raw -50669.761961 + Penalty 308.892808 = -50360.869153 Iteration 18Q: 3 clusters Score -50360.87 nChanged 50 ComputeScore: Raw -50688.954369 + Penalty 308.892808 = -50380.061561 Iteration 19Q: 3 clusters Score -50380.06 nChanged 49 ComputeScore: Raw -50704.800919 + Penalty 308.892808 = -50395.908112 Iteration 20F: 3 clusters Score -50395.91 nChanged 37 ComputeScore: Raw -50713.713637 + Penalty 308.892808 = -50404.820829 Iteration 21Q: 3 clusters Score -50404.82 nChanged 30 ComputeScore: Raw -50722.367181 + Penalty 308.892808 = -50413.474373 Iteration 22Q: 3 clusters Score -50413.47 nChanged 24 ComputeScore: Raw -50728.823266 + Penalty 308.892808 = -50419.930458 Iteration 23Q: 3 clusters Score -50419.93 nChanged 27 ComputeScore: Raw -50737.047099 + Penalty 308.892808 = -50428.154291 Iteration 24Q: 3 clusters Score -50428.15 nChanged 28 ComputeScore: Raw -50748.367441 + Penalty 308.892808 = -50439.474633 Iteration 25Q: 3 clusters Score -50439.47 nChanged 28 ComputeScore: Raw -50756.999106 + Penalty 308.892808 = -50448.106298 Iteration 26Q: 3 clusters Score -50448.11 nChanged 27 ComputeScore: Raw -50762.956638 + Penalty 308.892808 = -50454.063830 Iteration 27Q: 3 clusters Score -50454.06 nChanged 23 ComputeScore: Raw -50768.720456 + Penalty 308.892808 = -50459.827648 Iteration 28Q: 3 clusters Score -50459.83 nChanged 28 ComputeScore: Raw -50776.668040 + Penalty 308.892808 = -50467.775232 Iteration 29Q: 3 clusters Score -50467.78 nChanged 23 ComputeScore: Raw -50782.023475 + Penalty 308.892808 = -50473.130667 Iteration 30Q: 3 clusters Score -50473.13 nChanged 19 ComputeScore: Raw -50785.977618 + Penalty 308.892808 = -50477.084811 Iteration 31Q: 3 clusters Score -50477.08 nChanged 19 ComputeScore: Raw -50790.114120 + Penalty 308.892808 = -50481.221313 Iteration 32Q: 3 clusters Score -50481.22 nChanged 30 ComputeScore: Raw -50797.706585 + Penalty 308.892808 = -50488.813777 Iteration 33Q: 3 clusters Score -50488.81 nChanged 32 ComputeScore: Raw -50808.464490 + Penalty 308.892808 = -50499.571683 Iteration 34Q: 3 clusters Score -50499.57 nChanged 32 ComputeScore: Raw -50817.922088 + Penalty 308.892808 = -50509.029281 Iteration 35Q: 3 clusters Score -50509.03 nChanged 30 ComputeScore: Raw -50828.806615 + Penalty 308.892808 = -50519.913807 Iteration 36Q: 3 clusters Score -50519.91 nChanged 36 ComputeScore: Raw -50841.611592 + Penalty 308.892808 = -50532.718785 Iteration 37Q: 3 clusters Score -50532.72 nChanged 39 ComputeScore: Raw -50856.324793 + Penalty 308.892808 = -50547.431985 Iteration 38Q: 3 clusters Score -50547.43 nChanged 34 ComputeScore: Raw -50872.697652 + Penalty 308.892808 = -50563.804845 Iteration 39Q: 3 clusters Score -50563.8 nChanged 36 ComputeScore: Raw -50887.849807 + Penalty 308.892808 = -50578.956999 Iteration 40F: 3 clusters Score -50578.96 nChanged 39 ComputeScore: Raw -50905.648073 + Penalty 308.892808 = -50596.755265 Iteration 41Q: 3 clusters Score -50596.76 nChanged 31 ComputeScore: Raw -50920.788831 + Penalty 308.892808 = -50611.896023 Iteration 42Q: 3 clusters Score -50611.9 nChanged 24 ComputeScore: Raw -50932.274973 + Penalty 308.892808 = -50623.382165 Iteration 43Q: 3 clusters Score -50623.38 nChanged 15 ComputeScore: Raw -50939.292265 + Penalty 308.892808 = -50630.399457 Iteration 44Q: 3 clusters Score -50630.4 nChanged 22 ComputeScore: Raw -50948.699755 + Penalty 308.892808 = -50639.806947 Iteration 45Q: 3 clusters Score -50639.81 nChanged 14 ComputeScore: Raw -50953.380705 + Penalty 308.892808 = -50644.487898 Iteration 46Q: 3 clusters Score -50644.49 nChanged 8 ComputeScore: Raw -50955.675088 + Penalty 308.892808 = -50646.782280 Iteration 47Q: 3 clusters Score -50646.78 nChanged 7 ComputeScore: Raw -50957.163733 + Penalty 308.892808 = -50648.270925 Iteration 48Q: 3 clusters Score -50648.27 nChanged 2 ComputeScore: Raw -50957.516042 + Penalty 308.892808 = -50648.623234 Iteration 49Q: 3 clusters Score -50648.62 nChanged 5 ComputeScore: Raw -50958.784432 + Penalty 308.892808 = -50649.891624 Iteration 50Q: 3 clusters Score -50649.89 nChanged 7 ComputeScore: Raw -50962.525235 + Penalty 308.892808 = -50653.632428 Iteration 51Q: 3 clusters Score -50653.63 nChanged 9 ComputeScore: Raw -50965.415245 + Penalty 308.892808 = -50656.522438 Iteration 52Q: 3 clusters Score -50656.52 nChanged 5 ComputeScore: Raw -50967.647971 + Penalty 308.892808 = -50658.755163 Iteration 53Q: 3 clusters Score -50658.76 nChanged 4 ComputeScore: Raw -50969.389647 + Penalty 308.892808 = -50660.496839 Iteration 54Q: 3 clusters Score -50660.5 nChanged 4 ComputeScore: Raw -50970.390690 + Penalty 308.892808 = -50661.497883 Iteration 55Q: 3 clusters Score -50661.5 nChanged 7 ComputeScore: Raw -50972.923586 + Penalty 308.892808 = -50664.030778 Iteration 56Q: 3 clusters Score -50664.03 nChanged 7 ComputeScore: Raw -50976.835679 + Penalty 308.892808 = -50667.942871 Iteration 57Q: 3 clusters Score -50667.94 nChanged 6 ComputeScore: Raw -50978.853230 + Penalty 308.892808 = -50669.960422 Iteration 58Q: 3 clusters Score -50669.96 nChanged 6 ComputeScore: Raw -50982.239717 + Penalty 308.892808 = -50673.346909 Iteration 59Q: 3 clusters Score -50673.35 nChanged 7 ComputeScore: Raw -50987.484748 + Penalty 308.892808 = -50678.591940 Iteration 60F: 3 clusters Score -50678.59 nChanged 2 ComputeScore: Raw -50988.337987 + Penalty 308.892808 = -50679.445180 Iteration 61Q: 3 clusters Score -50679.45 nChanged 3 ComputeScore: Raw -50988.562357 + Penalty 308.892808 = -50679.669549 Iteration 62Q: 3 clusters Score -50679.67 nChanged 1 ComputeScore: Raw -50988.676320 + Penalty 308.892808 = -50679.783512 Iteration 63Q: 3 clusters Score -50679.78 nChanged 1 ComputeScore: Raw -50988.938806 + Penalty 308.892808 = -50680.045998 Iteration 64Q: 3 clusters Score -50680.05 nChanged 1 ComputeScore: Raw -50989.731144 + Penalty 308.892808 = -50680.838337 Iteration 65Q: 3 clusters Score -50680.84 nChanged 2 ComputeScore: Raw -50990.358848 + Penalty 308.892808 = -50681.466040 Iteration 66Q: 3 clusters Score -50681.47 nChanged 2 ComputeScore: Raw -50990.586010 + Penalty 308.892808 = -50681.693202 Iteration 67Q: 3 clusters Score -50681.69 nChanged 0 ComputeScore: Raw -50990.586010 + Penalty 308.892808 = -50681.693202 Iteration 68F: 3 clusters Score -50681.69 nChanged 0 Trying to split cluster 13 (527 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7006.466500 + Penalty 112.809610 = -6893.656890 Iteration 0F: 2 clusters Score -6893.657 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6739.153973 + Penalty 225.619220 = -6513.534753 Iteration 0F: 3 clusters Score -6513.535 nChanged 211 ComputeScore: Raw -6843.480160 + Penalty 225.619220 = -6617.860940 Iteration 1F: 3 clusters Score -6617.861 nChanged 33 ComputeScore: Raw -6855.237097 + Penalty 225.619220 = -6629.617878 Iteration 2F: 3 clusters Score -6629.618 nChanged 23 ComputeScore: Raw -6864.609968 + Penalty 225.619220 = -6638.990749 Iteration 3Q: 3 clusters Score -6638.991 nChanged 26 ComputeScore: Raw -6876.278732 + Penalty 225.619220 = -6650.659512 Iteration 4Q: 3 clusters Score -6650.66 nChanged 23 ComputeScore: Raw -6885.769911 + Penalty 225.619220 = -6660.150692 Iteration 5Q: 3 clusters Score -6660.151 nChanged 13 ComputeScore: Raw -6892.410789 + Penalty 225.619220 = -6666.791570 Iteration 6Q: 3 clusters Score -6666.792 nChanged 13 ComputeScore: Raw -6902.167374 + Penalty 225.619220 = -6676.548154 Iteration 7Q: 3 clusters Score -6676.548 nChanged 15 ComputeScore: Raw -6916.167474 + Penalty 225.619220 = -6690.548254 Iteration 8Q: 3 clusters Score -6690.548 nChanged 20 ComputeScore: Raw -6936.190662 + Penalty 225.619220 = -6710.571442 Iteration 9Q: 3 clusters Score -6710.571 nChanged 17 ComputeScore: Raw -6947.908281 + Penalty 225.619220 = -6722.289061 Iteration 10Q: 3 clusters Score -6722.289 nChanged 14 ComputeScore: Raw -6955.230609 + Penalty 225.619220 = -6729.611390 Iteration 11Q: 3 clusters Score -6729.611 nChanged 7 ComputeScore: Raw -6958.097196 + Penalty 225.619220 = -6732.477976 Iteration 12Q: 3 clusters Score -6732.478 nChanged 8 ComputeScore: Raw -6963.558281 + Penalty 225.619220 = -6737.939061 Iteration 13Q: 3 clusters Score -6737.939 nChanged 6 ComputeScore: Raw -6967.205961 + Penalty 225.619220 = -6741.586741 Iteration 14Q: 3 clusters Score -6741.587 nChanged 9 ComputeScore: Raw -6977.775809 + Penalty 225.619220 = -6752.156589 Iteration 15Q: 3 clusters Score -6752.157 nChanged 12 ComputeScore: Raw -6989.758685 + Penalty 225.619220 = -6764.139465 Iteration 16Q: 3 clusters Score -6764.139 nChanged 11 ComputeScore: Raw -7000.110175 + Penalty 225.619220 = -6774.490955 Iteration 17Q: 3 clusters Score -6774.491 nChanged 5 ComputeScore: Raw -7007.160181 + Penalty 225.619220 = -6781.540961 Iteration 18Q: 3 clusters Score -6781.541 nChanged 5 ComputeScore: Raw -7015.457166 + Penalty 225.619220 = -6789.837946 Iteration 19Q: 3 clusters Score -6789.838 nChanged 5 ComputeScore: Raw -7018.420913 + Penalty 225.619220 = -6792.801694 Iteration 20F: 3 clusters Score -6792.802 nChanged 3 ComputeScore: Raw -7019.270961 + Penalty 225.619220 = -6793.651742 Iteration 21Q: 3 clusters Score -6793.652 nChanged 0 ComputeScore: Raw -7019.270961 + Penalty 225.619220 = -6793.651742 Iteration 22F: 3 clusters Score -6793.652 nChanged 0 Trying to split cluster 14 (217 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1733.386818 + Penalty 96.838152 = -1636.548665 Iteration 0F: 2 clusters Score -1636.549 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1641.733221 + Penalty 193.676305 = -1448.056917 Iteration 0F: 3 clusters Score -1448.057 nChanged 73 ComputeScore: Raw -1685.685933 + Penalty 193.676305 = -1492.009629 Iteration 1F: 3 clusters Score -1492.01 nChanged 16 ComputeScore: Raw -1707.045173 + Penalty 193.676305 = -1513.368868 Iteration 2F: 3 clusters Score -1513.369 nChanged 11 ComputeScore: Raw -1713.436462 + Penalty 193.676305 = -1519.760157 Iteration 3F: 3 clusters Score -1519.76 nChanged 4 ComputeScore: Raw -1715.276799 + Penalty 193.676305 = -1521.600494 Iteration 4Q: 3 clusters Score -1521.6 nChanged 1 ComputeScore: Raw -1715.589852 + Penalty 193.676305 = -1521.913547 Iteration 5Q: 3 clusters Score -1521.914 nChanged 0 ComputeScore: Raw -1715.589852 + Penalty 193.676305 = -1521.913547 Iteration 6F: 3 clusters Score -1521.914 nChanged 0 Trying to split cluster 15 (294 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4093.979780 + Penalty 102.304436 = -3991.675345 Iteration 0F: 2 clusters Score -3991.675 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3950.793178 + Penalty 204.608872 = -3746.184307 Iteration 0F: 3 clusters Score -3746.184 nChanged 109 ComputeScore: Raw -4026.322985 + Penalty 204.608872 = -3821.714113 Iteration 1F: 3 clusters Score -3821.714 nChanged 25 ComputeScore: Raw -4041.764199 + Penalty 204.608872 = -3837.155327 Iteration 2F: 3 clusters Score -3837.155 nChanged 12 ComputeScore: Raw -4047.470695 + Penalty 204.608872 = -3842.861823 Iteration 3Q: 3 clusters Score -3842.862 nChanged 8 ComputeScore: Raw -4053.384175 + Penalty 204.608872 = -3848.775303 Iteration 4Q: 3 clusters Score -3848.775 nChanged 6 ComputeScore: Raw -4056.587673 + Penalty 204.608872 = -3851.978802 Iteration 5Q: 3 clusters Score -3851.979 nChanged 3 ComputeScore: Raw -4057.920292 + Penalty 204.608872 = -3853.311420 Iteration 6Q: 3 clusters Score -3853.311 nChanged 1 ComputeScore: Raw -4058.286542 + Penalty 204.608872 = -3853.677670 Iteration 7Q: 3 clusters Score -3853.678 nChanged 2 ComputeScore: Raw -4058.622741 + Penalty 204.608872 = -3854.013870 Iteration 8Q: 3 clusters Score -3854.014 nChanged 1 ComputeScore: Raw -4060.513010 + Penalty 204.608872 = -3855.904139 Iteration 9Q: 3 clusters Score -3855.904 nChanged 2 ComputeScore: Raw -4061.747405 + Penalty 204.608872 = -3857.138533 Iteration 10Q: 3 clusters Score -3857.139 nChanged 0 ComputeScore: Raw -4061.747405 + Penalty 204.608872 = -3857.138533 Iteration 11F: 3 clusters Score -3857.139 nChanged 0 Trying to split cluster 16 (810 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10362.829890 + Penalty 120.546616 = -10242.283273 Iteration 0F: 2 clusters Score -10242.28 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9910.915550 + Penalty 241.093233 = -9669.822317 Iteration 0F: 3 clusters Score -9669.822 nChanged 342 ComputeScore: Raw -10158.047063 + Penalty 241.093233 = -9916.953830 Iteration 1F: 3 clusters Score -9916.954 nChanged 65 ComputeScore: Raw -10220.492691 + Penalty 241.093233 = -9979.399458 Iteration 2F: 3 clusters Score -9979.399 nChanged 50 ComputeScore: Raw -10271.409107 + Penalty 241.093233 = -10030.315874 Iteration 3F: 3 clusters Score -10030.32 nChanged 40 ComputeScore: Raw -10313.963320 + Penalty 241.093233 = -10072.870087 Iteration 4Q: 3 clusters Score -10072.87 nChanged 18 ComputeScore: Raw -10330.655918 + Penalty 241.093233 = -10089.562685 Iteration 5Q: 3 clusters Score -10089.56 nChanged 14 ComputeScore: Raw -10342.277701 + Penalty 241.093233 = -10101.184468 Iteration 6Q: 3 clusters Score -10101.18 nChanged 11 ComputeScore: Raw -10359.282689 + Penalty 241.093233 = -10118.189456 Iteration 7Q: 3 clusters Score -10118.19 nChanged 7 ComputeScore: Raw -10369.295998 + Penalty 241.093233 = -10128.202765 Iteration 8Q: 3 clusters Score -10128.2 nChanged 6 ComputeScore: Raw -10380.653993 + Penalty 241.093233 = -10139.560760 Iteration 9Q: 3 clusters Score -10139.56 nChanged 15 ComputeScore: Raw -10403.783503 + Penalty 241.093233 = -10162.690270 Iteration 10Q: 3 clusters Score -10162.69 nChanged 12 ComputeScore: Raw -10418.398290 + Penalty 241.093233 = -10177.305057 Iteration 11Q: 3 clusters Score -10177.31 nChanged 7 ComputeScore: Raw -10423.979400 + Penalty 241.093233 = -10182.886167 Iteration 12Q: 3 clusters Score -10182.89 nChanged 6 ComputeScore: Raw -10428.907480 + Penalty 241.093233 = -10187.814247 Iteration 13Q: 3 clusters Score -10187.81 nChanged 5 ComputeScore: Raw -10431.618201 + Penalty 241.093233 = -10190.524968 Iteration 14Q: 3 clusters Score -10190.52 nChanged 5 ComputeScore: Raw -10437.372177 + Penalty 241.093233 = -10196.278944 Iteration 15Q: 3 clusters Score -10196.28 nChanged 4 ComputeScore: Raw -10440.006413 + Penalty 241.093233 = -10198.913180 Iteration 16Q: 3 clusters Score -10198.91 nChanged 3 ComputeScore: Raw -10443.979078 + Penalty 241.093233 = -10202.885845 Iteration 17Q: 3 clusters Score -10202.89 nChanged 0 ComputeScore: Raw -10444.742948 + Penalty 241.093233 = -10203.649715 Iteration 18F: 3 clusters Score -10203.65 nChanged 1 ComputeScore: Raw -10445.362574 + Penalty 241.093233 = -10204.269341 Iteration 19Q: 3 clusters Score -10204.27 nChanged 0 ComputeScore: Raw -10445.362574 + Penalty 241.093233 = -10204.269341 Iteration 20F: 3 clusters Score -10204.27 nChanged 0 Trying to split cluster 17 (600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7166.810716 + Penalty 115.144734 = -7051.665982 Iteration 0F: 2 clusters Score -7051.666 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6832.833544 + Penalty 230.289468 = -6602.544077 Iteration 0F: 3 clusters Score -6602.544 nChanged 258 ComputeScore: Raw -6974.176219 + Penalty 230.289468 = -6743.886751 Iteration 1F: 3 clusters Score -6743.887 nChanged 34 ComputeScore: Raw -6991.778210 + Penalty 230.289468 = -6761.488742 Iteration 2F: 3 clusters Score -6761.489 nChanged 26 ComputeScore: Raw -7006.764028 + Penalty 230.289468 = -6776.474561 Iteration 3Q: 3 clusters Score -6776.475 nChanged 27 ComputeScore: Raw -7019.611249 + Penalty 230.289468 = -6789.321781 Iteration 4Q: 3 clusters Score -6789.322 nChanged 18 ComputeScore: Raw -7031.602777 + Penalty 230.289468 = -6801.313309 Iteration 5Q: 3 clusters Score -6801.313 nChanged 26 ComputeScore: Raw -7049.290864 + Penalty 230.289468 = -6819.001397 Iteration 6Q: 3 clusters Score -6819.001 nChanged 30 ComputeScore: Raw -7071.063976 + Penalty 230.289468 = -6840.774509 Iteration 7Q: 3 clusters Score -6840.775 nChanged 31 ComputeScore: Raw -7101.746772 + Penalty 230.289468 = -6871.457305 Iteration 8F: 3 clusters Score -6871.457 nChanged 30 ComputeScore: Raw -7121.167057 + Penalty 230.289468 = -6890.877589 Iteration 9Q: 3 clusters Score -6890.878 nChanged 13 ComputeScore: Raw -7128.495481 + Penalty 230.289468 = -6898.206014 Iteration 10Q: 3 clusters Score -6898.206 nChanged 11 ComputeScore: Raw -7137.724287 + Penalty 230.289468 = -6907.434819 Iteration 11Q: 3 clusters Score -6907.435 nChanged 22 ComputeScore: Raw -7157.485431 + Penalty 230.289468 = -6927.195964 Iteration 12Q: 3 clusters Score -6927.196 nChanged 18 ComputeScore: Raw -7181.177358 + Penalty 230.289468 = -6950.887891 Iteration 13Q: 3 clusters Score -6950.888 nChanged 13 ComputeScore: Raw -7192.481582 + Penalty 230.289468 = -6962.192114 Iteration 14Q: 3 clusters Score -6962.192 nChanged 10 ComputeScore: Raw -7198.318861 + Penalty 230.289468 = -6968.029393 Iteration 15Q: 3 clusters Score -6968.029 nChanged 6 ComputeScore: Raw -7202.033039 + Penalty 230.289468 = -6971.743571 Iteration 16Q: 3 clusters Score -6971.744 nChanged 6 ComputeScore: Raw -7209.740085 + Penalty 230.289468 = -6979.450618 Iteration 17Q: 3 clusters Score -6979.451 nChanged 5 ComputeScore: Raw -7215.263951 + Penalty 230.289468 = -6984.974484 Iteration 18Q: 3 clusters Score -6984.974 nChanged 5 ComputeScore: Raw -7217.327643 + Penalty 230.289468 = -6987.038175 Iteration 19Q: 3 clusters Score -6987.038 nChanged 1 ComputeScore: Raw -7217.990982 + Penalty 230.289468 = -6987.701514 Iteration 20F: 3 clusters Score -6987.702 nChanged 0 Trying to split cluster 18 (229 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3323.790679 + Penalty 97.806996 = -3225.983683 Iteration 0F: 2 clusters Score -3225.984 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3217.763971 + Penalty 195.613992 = -3022.149979 Iteration 0F: 3 clusters Score -3022.15 nChanged 75 ComputeScore: Raw -3263.067239 + Penalty 195.613992 = -3067.453247 Iteration 1F: 3 clusters Score -3067.453 nChanged 13 ComputeScore: Raw -3272.057447 + Penalty 195.613992 = -3076.443455 Iteration 2F: 3 clusters Score -3076.443 nChanged 10 ComputeScore: Raw -3284.554296 + Penalty 195.613992 = -3088.940303 Iteration 3Q: 3 clusters Score -3088.94 nChanged 9 ComputeScore: Raw -3291.043960 + Penalty 195.613992 = -3095.429968 Iteration 4Q: 3 clusters Score -3095.43 nChanged 6 ComputeScore: Raw -3293.294145 + Penalty 195.613992 = -3097.680153 Iteration 5Q: 3 clusters Score -3097.68 nChanged 5 ComputeScore: Raw -3295.875448 + Penalty 195.613992 = -3100.261456 Iteration 6Q: 3 clusters Score -3100.261 nChanged 4 ComputeScore: Raw -3296.798458 + Penalty 195.613992 = -3101.184466 Iteration 7Q: 3 clusters Score -3101.184 nChanged 2 ComputeScore: Raw -3297.043806 + Penalty 195.613992 = -3101.429814 Iteration 8Q: 3 clusters Score -3101.43 nChanged 0 ComputeScore: Raw -3297.043806 + Penalty 195.613992 = -3101.429814 Iteration 9F: 3 clusters Score -3101.43 nChanged 0 Trying to split cluster 19 (3384 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32531.809934 + Penalty 146.282647 = -32385.527287 Iteration 0F: 2 clusters Score -32385.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30480.328961 + Penalty 292.565294 = -30187.763667 Iteration 0F: 3 clusters Score -30187.76 nChanged 1573 ComputeScore: Raw -31548.696682 + Penalty 292.565294 = -31256.131388 Iteration 1F: 3 clusters Score -31256.13 nChanged 244 ComputeScore: Raw -31667.523514 + Penalty 292.565294 = -31374.958220 Iteration 2F: 3 clusters Score -31374.96 nChanged 193 ComputeScore: Raw -31761.956082 + Penalty 292.565294 = -31469.390788 Iteration 3F: 3 clusters Score -31469.39 nChanged 167 ComputeScore: Raw -31851.116715 + Penalty 292.565294 = -31558.551421 Iteration 4Q: 3 clusters Score -31558.55 nChanged 168 ComputeScore: Raw -31959.060779 + Penalty 292.565294 = -31666.495485 Iteration 5Q: 3 clusters Score -31666.5 nChanged 170 ComputeScore: Raw -32082.997021 + Penalty 292.565294 = -31790.431727 Iteration 6F: 3 clusters Score -31790.43 nChanged 172 ComputeScore: Raw -32221.402743 + Penalty 292.565294 = -31928.837450 Iteration 7F: 3 clusters Score -31928.84 nChanged 136 ComputeScore: Raw -32347.081460 + Penalty 292.565294 = -32054.516166 Iteration 8Q: 3 clusters Score -32054.52 nChanged 95 ComputeScore: Raw -32425.032208 + Penalty 292.565294 = -32132.466914 Iteration 9Q: 3 clusters Score -32132.47 nChanged 62 ComputeScore: Raw -32477.890716 + Penalty 292.565294 = -32185.325422 Iteration 10Q: 3 clusters Score -32185.33 nChanged 35 ComputeScore: Raw -32508.656231 + Penalty 292.565294 = -32216.090937 Iteration 11Q: 3 clusters Score -32216.09 nChanged 17 ComputeScore: Raw -32528.078758 + Penalty 292.565294 = -32235.513464 Iteration 12Q: 3 clusters Score -32235.51 nChanged 7 ComputeScore: Raw -32535.794676 + Penalty 292.565294 = -32243.229382 Iteration 13Q: 3 clusters Score -32243.23 nChanged 4 ComputeScore: Raw -32543.198819 + Penalty 292.565294 = -32250.633525 Iteration 14Q: 3 clusters Score -32250.63 nChanged 2 ComputeScore: Raw -32545.812414 + Penalty 292.565294 = -32253.247120 Iteration 15Q: 3 clusters Score -32253.25 nChanged 1 ComputeScore: Raw -32547.187376 + Penalty 292.565294 = -32254.622082 Iteration 16Q: 3 clusters Score -32254.62 nChanged 1 ComputeScore: Raw -32548.166472 + Penalty 292.565294 = -32255.601178 Iteration 17Q: 3 clusters Score -32255.6 nChanged 1 ComputeScore: Raw -32549.151188 + Penalty 292.565294 = -32256.585894 Iteration 18Q: 3 clusters Score -32256.59 nChanged 0 ComputeScore: Raw -32549.151188 + Penalty 292.565294 = -32256.585894 Iteration 19F: 3 clusters Score -32256.59 nChanged 0 Trying to split cluster 20 (1951 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22831.925690 + Penalty 136.369752 = -22695.555938 Iteration 0F: 2 clusters Score -22695.56 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21669.645408 + Penalty 272.739504 = -21396.905903 Iteration 0F: 3 clusters Score -21396.91 nChanged 875 ComputeScore: Raw -22158.326534 + Penalty 272.739504 = -21885.587030 Iteration 1F: 3 clusters Score -21885.59 nChanged 117 ComputeScore: Raw -22211.458794 + Penalty 272.739504 = -21938.719290 Iteration 2F: 3 clusters Score -21938.72 nChanged 120 ComputeScore: Raw -22274.232047 + Penalty 272.739504 = -22001.492543 Iteration 3F: 3 clusters Score -22001.49 nChanged 127 ComputeScore: Raw -22349.952799 + Penalty 272.739504 = -22077.213294 Iteration 4F: 3 clusters Score -22077.21 nChanged 117 ComputeScore: Raw -22446.855491 + Penalty 272.739504 = -22174.115986 Iteration 5F: 3 clusters Score -22174.12 nChanged 96 ComputeScore: Raw -22540.982661 + Penalty 272.739504 = -22268.243157 Iteration 6Q: 3 clusters Score -22268.24 nChanged 74 ComputeScore: Raw -22598.082371 + Penalty 272.739504 = -22325.342867 Iteration 7Q: 3 clusters Score -22325.34 nChanged 55 ComputeScore: Raw -22634.572314 + Penalty 272.739504 = -22361.832810 Iteration 8Q: 3 clusters Score -22361.83 nChanged 44 ComputeScore: Raw -22662.521263 + Penalty 272.739504 = -22389.781759 Iteration 9Q: 3 clusters Score -22389.78 nChanged 34 ComputeScore: Raw -22686.798719 + Penalty 272.739504 = -22414.059215 Iteration 10Q: 3 clusters Score -22414.06 nChanged 31 ComputeScore: Raw -22707.203183 + Penalty 272.739504 = -22434.463679 Iteration 11Q: 3 clusters Score -22434.46 nChanged 24 ComputeScore: Raw -22717.475035 + Penalty 272.739504 = -22444.735531 Iteration 12Q: 3 clusters Score -22444.74 nChanged 10 ComputeScore: Raw -22718.684986 + Penalty 272.739504 = -22445.945482 Iteration 13Q: 3 clusters Score -22445.95 nChanged 10 ComputeScore: Raw -22721.173617 + Penalty 272.739504 = -22448.434113 Iteration 14Q: 3 clusters Score -22448.43 nChanged 10 ComputeScore: Raw -22723.540793 + Penalty 272.739504 = -22450.801289 Iteration 15Q: 3 clusters Score -22450.8 nChanged 5 ComputeScore: Raw -22725.929402 + Penalty 272.739504 = -22453.189897 Iteration 16Q: 3 clusters Score -22453.19 nChanged 6 ComputeScore: Raw -22728.489944 + Penalty 272.739504 = -22455.750440 Iteration 17Q: 3 clusters Score -22455.75 nChanged 13 ComputeScore: Raw -22733.781017 + Penalty 272.739504 = -22461.041513 Iteration 18Q: 3 clusters Score -22461.04 nChanged 16 ComputeScore: Raw -22738.607616 + Penalty 272.739504 = -22465.868112 Iteration 19Q: 3 clusters Score -22465.87 nChanged 16 ComputeScore: Raw -22743.232924 + Penalty 272.739504 = -22470.493420 Iteration 20F: 3 clusters Score -22470.49 nChanged 11 ComputeScore: Raw -22749.076213 + Penalty 272.739504 = -22476.336709 Iteration 21Q: 3 clusters Score -22476.34 nChanged 13 ComputeScore: Raw -22757.324872 + Penalty 272.739504 = -22484.585367 Iteration 22Q: 3 clusters Score -22484.59 nChanged 17 ComputeScore: Raw -22769.256814 + Penalty 272.739504 = -22496.517309 Iteration 23Q: 3 clusters Score -22496.52 nChanged 13 ComputeScore: Raw -22776.570088 + Penalty 272.739504 = -22503.830584 Iteration 24Q: 3 clusters Score -22503.83 nChanged 14 ComputeScore: Raw -22780.994545 + Penalty 272.739504 = -22508.255041 Iteration 25Q: 3 clusters Score -22508.26 nChanged 7 ComputeScore: Raw -22783.306845 + Penalty 272.739504 = -22510.567341 Iteration 26Q: 3 clusters Score -22510.57 nChanged 7 ComputeScore: Raw -22785.692452 + Penalty 272.739504 = -22512.952947 Iteration 27Q: 3 clusters Score -22512.95 nChanged 9 ComputeScore: Raw -22787.411435 + Penalty 272.739504 = -22514.671931 Iteration 28Q: 3 clusters Score -22514.67 nChanged 6 ComputeScore: Raw -22788.218633 + Penalty 272.739504 = -22515.479128 Iteration 29Q: 3 clusters Score -22515.48 nChanged 6 ComputeScore: Raw -22790.899522 + Penalty 272.739504 = -22518.160017 Iteration 30Q: 3 clusters Score -22518.16 nChanged 7 ComputeScore: Raw -22792.910293 + Penalty 272.739504 = -22520.170789 Iteration 31Q: 3 clusters Score -22520.17 nChanged 3 ComputeScore: Raw -22793.950593 + Penalty 272.739504 = -22521.211089 Iteration 32Q: 3 clusters Score -22521.21 nChanged 5 ComputeScore: Raw -22794.968484 + Penalty 272.739504 = -22522.228980 Iteration 33Q: 3 clusters Score -22522.23 nChanged 5 ComputeScore: Raw -22796.179606 + Penalty 272.739504 = -22523.440102 Iteration 34Q: 3 clusters Score -22523.44 nChanged 6 ComputeScore: Raw -22798.271338 + Penalty 272.739504 = -22525.531833 Iteration 35Q: 3 clusters Score -22525.53 nChanged 4 ComputeScore: Raw -22799.363463 + Penalty 272.739504 = -22526.623959 Iteration 36Q: 3 clusters Score -22526.62 nChanged 5 ComputeScore: Raw -22801.224272 + Penalty 272.739504 = -22528.484768 Iteration 37Q: 3 clusters Score -22528.48 nChanged 5 ComputeScore: Raw -22802.339095 + Penalty 272.739504 = -22529.599591 Iteration 38Q: 3 clusters Score -22529.6 nChanged 7 ComputeScore: Raw -22805.374962 + Penalty 272.739504 = -22532.635458 Iteration 39Q: 3 clusters Score -22532.64 nChanged 7 ComputeScore: Raw -22808.411899 + Penalty 272.739504 = -22535.672395 Iteration 40F: 3 clusters Score -22535.67 nChanged 9 ComputeScore: Raw -22815.091164 + Penalty 272.739504 = -22542.351660 Iteration 41Q: 3 clusters Score -22542.35 nChanged 9 ComputeScore: Raw -22821.592503 + Penalty 272.739504 = -22548.852999 Iteration 42Q: 3 clusters Score -22548.85 nChanged 9 ComputeScore: Raw -22827.520415 + Penalty 272.739504 = -22554.780911 Iteration 43Q: 3 clusters Score -22554.78 nChanged 8 ComputeScore: Raw -22833.502645 + Penalty 272.739504 = -22560.763141 Iteration 44Q: 3 clusters Score -22560.76 nChanged 4 ComputeScore: Raw -22837.784803 + Penalty 272.739504 = -22565.045299 Iteration 45Q: 3 clusters Score -22565.05 nChanged 3 ComputeScore: Raw -22838.339059 + Penalty 272.739504 = -22565.599555 Iteration 46Q: 3 clusters Score -22565.6 nChanged 1 ComputeScore: Raw -22838.453107 + Penalty 272.739504 = -22565.713603 Iteration 47Q: 3 clusters Score -22565.71 nChanged 0 ComputeScore: Raw -22838.453107 + Penalty 272.739504 = -22565.713603 Iteration 48F: 3 clusters Score -22565.71 nChanged 0 Trying to split cluster 21 (11003 points) Assigned 2 initial classes randomly. ComputeScore: Raw -94846.873987 + Penalty 167.506618 = -94679.367369 Iteration 0F: 2 clusters Score -94679.37 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -87722.705705 + Penalty 335.013237 = -87387.692469 Iteration 0F: 3 clusters Score -87387.69 nChanged 5256 ComputeScore: Raw -91605.078766 + Penalty 335.013237 = -91270.065529 Iteration 1F: 3 clusters Score -91270.07 nChanged 937 ComputeScore: Raw -92393.253582 + Penalty 335.013237 = -92058.240345 Iteration 2F: 3 clusters Score -92058.24 nChanged 782 ComputeScore: Raw -93129.823203 + Penalty 335.013237 = -92794.809966 Iteration 3F: 3 clusters Score -92794.81 nChanged 598 ComputeScore: Raw -93670.516766 + Penalty 335.013237 = -93335.503530 Iteration 4F: 3 clusters Score -93335.5 nChanged 387 ComputeScore: Raw -93976.963638 + Penalty 335.013237 = -93641.950402 Iteration 5Q: 3 clusters Score -93641.95 nChanged 300 ComputeScore: Raw -94192.018641 + Penalty 335.013237 = -93857.005404 Iteration 6Q: 3 clusters Score -93857.01 nChanged 232 ComputeScore: Raw -94344.860085 + Penalty 335.013237 = -94009.846848 Iteration 7Q: 3 clusters Score -94009.85 nChanged 184 ComputeScore: Raw -94462.343853 + Penalty 335.013237 = -94127.330616 Iteration 8Q: 3 clusters Score -94127.33 nChanged 168 ComputeScore: Raw -94576.367490 + Penalty 335.013237 = -94241.354253 Iteration 9Q: 3 clusters Score -94241.35 nChanged 125 ComputeScore: Raw -94670.232517 + Penalty 335.013237 = -94335.219280 Iteration 10Q: 3 clusters Score -94335.22 nChanged 97 ComputeScore: Raw -94737.591973 + Penalty 335.013237 = -94402.578736 Iteration 11Q: 3 clusters Score -94402.58 nChanged 70 ComputeScore: Raw -94782.541517 + Penalty 335.013237 = -94447.528280 Iteration 12Q: 3 clusters Score -94447.53 nChanged 57 ComputeScore: Raw -94819.655668 + Penalty 335.013237 = -94484.642431 Iteration 13Q: 3 clusters Score -94484.64 nChanged 36 ComputeScore: Raw -94837.391974 + Penalty 335.013237 = -94502.378737 Iteration 14Q: 3 clusters Score -94502.38 nChanged 13 ComputeScore: Raw -94843.334338 + Penalty 335.013237 = -94508.321101 Iteration 15Q: 3 clusters Score -94508.32 nChanged 11 ComputeScore: Raw -94849.264687 + Penalty 335.013237 = -94514.251451 Iteration 16Q: 3 clusters Score -94514.25 nChanged 6 ComputeScore: Raw -94851.474091 + Penalty 335.013237 = -94516.460854 Iteration 17Q: 3 clusters Score -94516.46 nChanged 5 ComputeScore: Raw -94852.599047 + Penalty 335.013237 = -94517.585811 Iteration 18Q: 3 clusters Score -94517.59 nChanged 3 ComputeScore: Raw -94853.081620 + Penalty 335.013237 = -94518.068384 Iteration 19Q: 3 clusters Score -94518.07 nChanged 2 ComputeScore: Raw -94853.994484 + Penalty 335.013237 = -94518.981247 Iteration 20F: 3 clusters Score -94518.98 nChanged 3 ComputeScore: Raw -94855.781788 + Penalty 335.013237 = -94520.768552 Iteration 21Q: 3 clusters Score -94520.77 nChanged 3 ComputeScore: Raw -94857.721061 + Penalty 335.013237 = -94522.707824 Iteration 22Q: 3 clusters Score -94522.71 nChanged 4 ComputeScore: Raw -94859.678973 + Penalty 335.013237 = -94524.665737 Iteration 23Q: 3 clusters Score -94524.67 nChanged 3 ComputeScore: Raw -94860.883758 + Penalty 335.013237 = -94525.870521 Iteration 24Q: 3 clusters Score -94525.87 nChanged 1 ComputeScore: Raw -94861.029990 + Penalty 335.013237 = -94526.016754 Iteration 25Q: 3 clusters Score -94526.02 nChanged 0 ComputeScore: Raw -94861.029990 + Penalty 335.013237 = -94526.016754 Iteration 26F: 3 clusters Score -94526.02 nChanged 0 Trying to split cluster 22 (210 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2921.370214 + Penalty 96.247936 = -2825.122279 Iteration 0F: 2 clusters Score -2825.122 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2838.928846 + Penalty 192.495871 = -2646.432975 Iteration 0F: 3 clusters Score -2646.433 nChanged 71 ComputeScore: Raw -2881.575011 + Penalty 192.495871 = -2689.079140 Iteration 1F: 3 clusters Score -2689.079 nChanged 12 ComputeScore: Raw -2891.676773 + Penalty 192.495871 = -2699.180902 Iteration 2F: 3 clusters Score -2699.181 nChanged 10 ComputeScore: Raw -2900.008044 + Penalty 192.495871 = -2707.512173 Iteration 3Q: 3 clusters Score -2707.512 nChanged 5 ComputeScore: Raw -2906.518438 + Penalty 192.495871 = -2714.022567 Iteration 4Q: 3 clusters Score -2714.023 nChanged 5 ComputeScore: Raw -2910.240183 + Penalty 192.495871 = -2717.744312 Iteration 5Q: 3 clusters Score -2717.744 nChanged 4 ComputeScore: Raw -2913.323132 + Penalty 192.495871 = -2720.827261 Iteration 6Q: 3 clusters Score -2720.827 nChanged 1 ComputeScore: Raw -2914.213021 + Penalty 192.495871 = -2721.717150 Iteration 7Q: 3 clusters Score -2721.717 nChanged 0 ComputeScore: Raw -2914.213021 + Penalty 192.495871 = -2721.717150 Iteration 8F: 3 clusters Score -2721.717 nChanged 0 Trying to split cluster 23 (453 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5800.418736 + Penalty 110.086058 = -5690.332678 Iteration 0F: 2 clusters Score -5690.333 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5564.502849 + Penalty 220.172117 = -5344.330733 Iteration 0F: 3 clusters Score -5344.331 nChanged 179 ComputeScore: Raw -5692.614186 + Penalty 220.172117 = -5472.442069 Iteration 1F: 3 clusters Score -5472.442 nChanged 40 ComputeScore: Raw -5733.386611 + Penalty 220.172117 = -5513.214495 Iteration 2F: 3 clusters Score -5513.214 nChanged 18 ComputeScore: Raw -5745.961886 + Penalty 220.172117 = -5525.789770 Iteration 3Q: 3 clusters Score -5525.79 nChanged 12 ComputeScore: Raw -5758.856899 + Penalty 220.172117 = -5538.684783 Iteration 4Q: 3 clusters Score -5538.685 nChanged 18 ComputeScore: Raw -5773.525468 + Penalty 220.172117 = -5553.353352 Iteration 5Q: 3 clusters Score -5553.353 nChanged 5 ComputeScore: Raw -5778.925651 + Penalty 220.172117 = -5558.753534 Iteration 6Q: 3 clusters Score -5558.754 nChanged 4 ComputeScore: Raw -5782.635852 + Penalty 220.172117 = -5562.463736 Iteration 7Q: 3 clusters Score -5562.464 nChanged 6 ComputeScore: Raw -5789.314891 + Penalty 220.172117 = -5569.142774 Iteration 8Q: 3 clusters Score -5569.143 nChanged 6 ComputeScore: Raw -5793.693485 + Penalty 220.172117 = -5573.521368 Iteration 9Q: 3 clusters Score -5573.521 nChanged 3 ComputeScore: Raw -5795.869385 + Penalty 220.172117 = -5575.697268 Iteration 10Q: 3 clusters Score -5575.697 nChanged 1 ComputeScore: Raw -5796.144063 + Penalty 220.172117 = -5575.971946 Iteration 11Q: 3 clusters Score -5575.972 nChanged 1 ComputeScore: Raw -5796.411836 + Penalty 220.172117 = -5576.239720 Iteration 12Q: 3 clusters Score -5576.24 nChanged 0 ComputeScore: Raw -5796.411836 + Penalty 220.172117 = -5576.239720 Iteration 13F: 3 clusters Score -5576.24 nChanged 0 Trying to split cluster 24 (943 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9915.633393 + Penalty 123.283193 = -9792.350200 Iteration 0F: 2 clusters Score -9792.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9401.441795 + Penalty 246.566386 = -9154.875408 Iteration 0F: 3 clusters Score -9154.875 nChanged 402 ComputeScore: Raw -9674.880570 + Penalty 246.566386 = -9428.314184 Iteration 1F: 3 clusters Score -9428.314 nChanged 76 ComputeScore: Raw -9725.545164 + Penalty 246.566386 = -9478.978778 Iteration 2F: 3 clusters Score -9478.979 nChanged 56 ComputeScore: Raw -9757.958730 + Penalty 246.566386 = -9511.392344 Iteration 3F: 3 clusters Score -9511.392 nChanged 31 ComputeScore: Raw -9774.145614 + Penalty 246.566386 = -9527.579228 Iteration 4Q: 3 clusters Score -9527.579 nChanged 29 ComputeScore: Raw -9788.331404 + Penalty 246.566386 = -9541.765018 Iteration 5Q: 3 clusters Score -9541.765 nChanged 29 ComputeScore: Raw -9802.757216 + Penalty 246.566386 = -9556.190830 Iteration 6Q: 3 clusters Score -9556.191 nChanged 27 ComputeScore: Raw -9821.670597 + Penalty 246.566386 = -9575.104211 Iteration 7Q: 3 clusters Score -9575.104 nChanged 33 ComputeScore: Raw -9844.953511 + Penalty 246.566386 = -9598.387125 Iteration 8Q: 3 clusters Score -9598.387 nChanged 32 ComputeScore: Raw -9874.734601 + Penalty 246.566386 = -9628.168215 Iteration 9Q: 3 clusters Score -9628.168 nChanged 34 ComputeScore: Raw -9908.067025 + Penalty 246.566386 = -9661.500639 Iteration 10Q: 3 clusters Score -9661.501 nChanged 37 ComputeScore: Raw -9948.285382 + Penalty 246.566386 = -9701.718995 Iteration 11Q: 3 clusters Score -9701.719 nChanged 27 ComputeScore: Raw -9980.980835 + Penalty 246.566386 = -9734.414449 Iteration 12Q: 3 clusters Score -9734.414 nChanged 27 ComputeScore: Raw -10009.822733 + Penalty 246.566386 = -9763.256347 Iteration 13Q: 3 clusters Score -9763.256 nChanged 21 ComputeScore: Raw -10045.641418 + Penalty 246.566386 = -9799.075032 Iteration 14Q: 3 clusters Score -9799.075 nChanged 14 ComputeScore: Raw -10062.836658 + Penalty 246.566386 = -9816.270272 Iteration 15Q: 3 clusters Score -9816.27 nChanged 11 ComputeScore: Raw -10067.671825 + Penalty 246.566386 = -9821.105439 Iteration 16Q: 3 clusters Score -9821.105 nChanged 0 ComputeScore: Raw -10069.094907 + Penalty 246.566386 = -9822.528521 Iteration 17F: 3 clusters Score -9822.529 nChanged 1 ComputeScore: Raw -10069.982652 + Penalty 246.566386 = -9823.416266 Iteration 18Q: 3 clusters Score -9823.416 nChanged 2 ComputeScore: Raw -10070.494410 + Penalty 246.566386 = -9823.928024 Iteration 19Q: 3 clusters Score -9823.928 nChanged 2 ComputeScore: Raw -10071.115467 + Penalty 246.566386 = -9824.549081 Iteration 20F: 3 clusters Score -9824.549 nChanged 1 ComputeScore: Raw -10071.310907 + Penalty 246.566386 = -9824.744521 Iteration 21Q: 3 clusters Score -9824.745 nChanged 0 ComputeScore: Raw -10071.310907 + Penalty 246.566386 = -9824.744521 Iteration 22F: 3 clusters Score -9824.745 nChanged 0 ComputeScore: Raw -542773.371934 + Penalty 7942.658378 = -534830.713556Splitting cluster 24 changes total score from -534878.693949 to -534830.713556 So it's not getting split. Trying to split cluster 25 (2173 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21309.482403 + Penalty 138.309552 = -21171.172851 Iteration 0F: 2 clusters Score -21171.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -19982.501635 + Penalty 276.619103 = -19705.882531 Iteration 0F: 3 clusters Score -19705.88 nChanged 992 ComputeScore: Raw -20530.953480 + Penalty 276.619103 = -20254.334376 Iteration 1F: 3 clusters Score -20254.33 nChanged 158 ComputeScore: Raw -20623.108440 + Penalty 276.619103 = -20346.489337 Iteration 2F: 3 clusters Score -20346.49 nChanged 128 ComputeScore: Raw -20685.026356 + Penalty 276.619103 = -20408.407253 Iteration 3F: 3 clusters Score -20408.41 nChanged 90 ComputeScore: Raw -20736.473032 + Penalty 276.619103 = -20459.853929 Iteration 4Q: 3 clusters Score -20459.85 nChanged 84 ComputeScore: Raw -20789.552500 + Penalty 276.619103 = -20512.933396 Iteration 5Q: 3 clusters Score -20512.93 nChanged 87 ComputeScore: Raw -20849.910265 + Penalty 276.619103 = -20573.291162 Iteration 6Q: 3 clusters Score -20573.29 nChanged 109 ComputeScore: Raw -20924.885006 + Penalty 276.619103 = -20648.265903 Iteration 7F: 3 clusters Score -20648.27 nChanged 119 ComputeScore: Raw -21009.071883 + Penalty 276.619103 = -20732.452780 Iteration 8F: 3 clusters Score -20732.45 nChanged 109 ComputeScore: Raw -21080.257746 + Penalty 276.619103 = -20803.638643 Iteration 9F: 3 clusters Score -20803.64 nChanged 84 ComputeScore: Raw -21124.617664 + Penalty 276.619103 = -20847.998561 Iteration 10Q: 3 clusters Score -20848 nChanged 62 ComputeScore: Raw -21156.558353 + Penalty 276.619103 = -20879.939250 Iteration 11Q: 3 clusters Score -20879.94 nChanged 59 ComputeScore: Raw -21193.272808 + Penalty 276.619103 = -20916.653704 Iteration 12Q: 3 clusters Score -20916.65 nChanged 54 ComputeScore: Raw -21229.598009 + Penalty 276.619103 = -20952.978905 Iteration 13Q: 3 clusters Score -20952.98 nChanged 43 ComputeScore: Raw -21261.106674 + Penalty 276.619103 = -20984.487571 Iteration 14Q: 3 clusters Score -20984.49 nChanged 23 ComputeScore: Raw -21282.011849 + Penalty 276.619103 = -21005.392745 Iteration 15Q: 3 clusters Score -21005.39 nChanged 19 ComputeScore: Raw -21305.756268 + Penalty 276.619103 = -21029.137165 Iteration 16Q: 3 clusters Score -21029.14 nChanged 9 ComputeScore: Raw -21312.833894 + Penalty 276.619103 = -21036.214790 Iteration 17Q: 3 clusters Score -21036.21 nChanged 7 ComputeScore: Raw -21319.288818 + Penalty 276.619103 = -21042.669715 Iteration 18Q: 3 clusters Score -21042.67 nChanged 12 ComputeScore: Raw -21330.833676 + Penalty 276.619103 = -21054.214573 Iteration 19Q: 3 clusters Score -21054.21 nChanged 4 ComputeScore: Raw -21333.532838 + Penalty 276.619103 = -21056.913734 Iteration 20F: 3 clusters Score -21056.91 nChanged 4 ComputeScore: Raw -21338.316556 + Penalty 276.619103 = -21061.697453 Iteration 21Q: 3 clusters Score -21061.7 nChanged 2 ComputeScore: Raw -21339.676729 + Penalty 276.619103 = -21063.057626 Iteration 22Q: 3 clusters Score -21063.06 nChanged 1 ComputeScore: Raw -21340.893640 + Penalty 276.619103 = -21064.274536 Iteration 23Q: 3 clusters Score -21064.27 nChanged 2 ComputeScore: Raw -21343.973482 + Penalty 276.619103 = -21067.354379 Iteration 24Q: 3 clusters Score -21067.35 nChanged 1 ComputeScore: Raw -21344.496563 + Penalty 276.619103 = -21067.877460 Iteration 25Q: 3 clusters Score -21067.88 nChanged 0 ComputeScore: Raw -21344.496563 + Penalty 276.619103 = -21067.877460 Iteration 26F: 3 clusters Score -21067.88 nChanged 0 Trying to split cluster 26 (451 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6508.050172 + Penalty 110.006412 = -6398.043760 Iteration 0F: 2 clusters Score -6398.044 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6275.511431 + Penalty 220.012824 = -6055.498607 Iteration 0F: 3 clusters Score -6055.499 nChanged 174 ComputeScore: Raw -6377.339995 + Penalty 220.012824 = -6157.327170 Iteration 1F: 3 clusters Score -6157.327 nChanged 16 ComputeScore: Raw -6383.844154 + Penalty 220.012824 = -6163.831329 Iteration 2Q: 3 clusters Score -6163.831 nChanged 17 ComputeScore: Raw -6393.266498 + Penalty 220.012824 = -6173.253674 Iteration 3Q: 3 clusters Score -6173.254 nChanged 19 ComputeScore: Raw -6410.239134 + Penalty 220.012824 = -6190.226310 Iteration 4Q: 3 clusters Score -6190.226 nChanged 23 ComputeScore: Raw -6429.859737 + Penalty 220.012824 = -6209.846913 Iteration 5F: 3 clusters Score -6209.847 nChanged 16 ComputeScore: Raw -6452.709592 + Penalty 220.012824 = -6232.696768 Iteration 6Q: 3 clusters Score -6232.697 nChanged 18 ComputeScore: Raw -6470.322034 + Penalty 220.012824 = -6250.309210 Iteration 7Q: 3 clusters Score -6250.309 nChanged 17 ComputeScore: Raw -6479.049836 + Penalty 220.012824 = -6259.037012 Iteration 8Q: 3 clusters Score -6259.037 nChanged 10 ComputeScore: Raw -6484.954892 + Penalty 220.012824 = -6264.942068 Iteration 9Q: 3 clusters Score -6264.942 nChanged 14 ComputeScore: Raw -6499.987308 + Penalty 220.012824 = -6279.974484 Iteration 10Q: 3 clusters Score -6279.974 nChanged 7 ComputeScore: Raw -6507.648572 + Penalty 220.012824 = -6287.635748 Iteration 11Q: 3 clusters Score -6287.636 nChanged 6 ComputeScore: Raw -6514.217625 + Penalty 220.012824 = -6294.204801 Iteration 12Q: 3 clusters Score -6294.205 nChanged 4 ComputeScore: Raw -6519.972189 + Penalty 220.012824 = -6299.959365 Iteration 13Q: 3 clusters Score -6299.959 nChanged 6 ComputeScore: Raw -6530.896839 + Penalty 220.012824 = -6310.884015 Iteration 14Q: 3 clusters Score -6310.884 nChanged 7 ComputeScore: Raw -6542.096249 + Penalty 220.012824 = -6322.083424 Iteration 15Q: 3 clusters Score -6322.083 nChanged 6 ComputeScore: Raw -6548.112666 + Penalty 220.012824 = -6328.099841 Iteration 16Q: 3 clusters Score -6328.1 nChanged 3 ComputeScore: Raw -6551.855458 + Penalty 220.012824 = -6331.842634 Iteration 17Q: 3 clusters Score -6331.843 nChanged 2 ComputeScore: Raw -6553.319118 + Penalty 220.012824 = -6333.306294 Iteration 18Q: 3 clusters Score -6333.306 nChanged 3 ComputeScore: Raw -6554.780498 + Penalty 220.012824 = -6334.767673 Iteration 19Q: 3 clusters Score -6334.768 nChanged 5 ComputeScore: Raw -6557.494544 + Penalty 220.012824 = -6337.481720 Iteration 20F: 3 clusters Score -6337.482 nChanged 3 ComputeScore: Raw -6558.611810 + Penalty 220.012824 = -6338.598985 Iteration 21Q: 3 clusters Score -6338.599 nChanged 2 ComputeScore: Raw -6560.620983 + Penalty 220.012824 = -6340.608159 Iteration 22Q: 3 clusters Score -6340.608 nChanged 3 ComputeScore: Raw -6563.743396 + Penalty 220.012824 = -6343.730571 Iteration 23Q: 3 clusters Score -6343.731 nChanged 4 ComputeScore: Raw -6567.656476 + Penalty 220.012824 = -6347.643652 Iteration 24Q: 3 clusters Score -6347.644 nChanged 4 ComputeScore: Raw -6570.390759 + Penalty 220.012824 = -6350.377935 Iteration 25Q: 3 clusters Score -6350.378 nChanged 4 ComputeScore: Raw -6575.757863 + Penalty 220.012824 = -6355.745038 Iteration 26Q: 3 clusters Score -6355.745 nChanged 8 ComputeScore: Raw -6593.743844 + Penalty 220.012824 = -6373.731019 Iteration 27Q: 3 clusters Score -6373.731 nChanged 3 ComputeScore: Raw -6600.943393 + Penalty 220.012824 = -6380.930569 Iteration 28Q: 3 clusters Score -6380.931 nChanged 5 ComputeScore: Raw -6611.973867 + Penalty 220.012824 = -6391.961043 Iteration 29Q: 3 clusters Score -6391.961 nChanged 1 ComputeScore: Raw -6612.849407 + Penalty 220.012824 = -6392.836583 Iteration 30Q: 3 clusters Score -6392.837 nChanged 1 ComputeScore: Raw -6613.401836 + Penalty 220.012824 = -6393.389012 Iteration 31Q: 3 clusters Score -6393.389 nChanged 0 ComputeScore: Raw -6613.401836 + Penalty 220.012824 = -6393.389012 Iteration 32F: 3 clusters Score -6393.389 nChanged 0 Trying to split cluster 27 (448 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5453.945405 + Penalty 109.886278 = -5344.059126 Iteration 0F: 2 clusters Score -5344.059 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5228.658201 + Penalty 219.772556 = -5008.885645 Iteration 0F: 3 clusters Score -5008.886 nChanged 172 ComputeScore: Raw -5362.150211 + Penalty 219.772556 = -5142.377655 Iteration 1F: 3 clusters Score -5142.378 nChanged 30 ComputeScore: Raw -5384.116937 + Penalty 219.772556 = -5164.344381 Iteration 2F: 3 clusters Score -5164.344 nChanged 16 ComputeScore: Raw -5391.156872 + Penalty 219.772556 = -5171.384316 Iteration 3Q: 3 clusters Score -5171.384 nChanged 15 ComputeScore: Raw -5402.466714 + Penalty 219.772556 = -5182.694157 Iteration 4Q: 3 clusters Score -5182.694 nChanged 12 ComputeScore: Raw -5414.806899 + Penalty 219.772556 = -5195.034343 Iteration 5Q: 3 clusters Score -5195.034 nChanged 15 ComputeScore: Raw -5433.640746 + Penalty 219.772556 = -5213.868190 Iteration 6Q: 3 clusters Score -5213.868 nChanged 8 ComputeScore: Raw -5438.427438 + Penalty 219.772556 = -5218.654882 Iteration 7Q: 3 clusters Score -5218.655 nChanged 7 ComputeScore: Raw -5442.989159 + Penalty 219.772556 = -5223.216602 Iteration 8Q: 3 clusters Score -5223.217 nChanged 3 ComputeScore: Raw -5444.664388 + Penalty 219.772556 = -5224.891832 Iteration 9Q: 3 clusters Score -5224.892 nChanged 2 ComputeScore: Raw -5449.772450 + Penalty 219.772556 = -5229.999894 Iteration 10Q: 3 clusters Score -5230 nChanged 8 ComputeScore: Raw -5458.336970 + Penalty 219.772556 = -5238.564414 Iteration 11Q: 3 clusters Score -5238.564 nChanged 3 ComputeScore: Raw -5459.276445 + Penalty 219.772556 = -5239.503889 Iteration 12Q: 3 clusters Score -5239.504 nChanged 0 ComputeScore: Raw -5459.276445 + Penalty 219.772556 = -5239.503889 Iteration 13F: 3 clusters Score -5239.504 nChanged 0 Trying to split cluster 28 (836 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10481.159327 + Penalty 121.115315 = -10360.044012 Iteration 0F: 2 clusters Score -10360.04 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10034.001250 + Penalty 242.230630 = -9791.770620 Iteration 0F: 3 clusters Score -9791.771 nChanged 343 ComputeScore: Raw -10246.485225 + Penalty 242.230630 = -10004.254595 Iteration 1F: 3 clusters Score -10004.25 nChanged 73 ComputeScore: Raw -10288.690063 + Penalty 242.230630 = -10046.459433 Iteration 2F: 3 clusters Score -10046.46 nChanged 57 ComputeScore: Raw -10323.826037 + Penalty 242.230630 = -10081.595407 Iteration 3F: 3 clusters Score -10081.6 nChanged 42 ComputeScore: Raw -10355.265643 + Penalty 242.230630 = -10113.035013 Iteration 4F: 3 clusters Score -10113.04 nChanged 39 ComputeScore: Raw -10383.183783 + Penalty 242.230630 = -10140.953153 Iteration 5Q: 3 clusters Score -10140.95 nChanged 37 ComputeScore: Raw -10403.115560 + Penalty 242.230630 = -10160.884930 Iteration 6Q: 3 clusters Score -10160.88 nChanged 30 ComputeScore: Raw -10423.834157 + Penalty 242.230630 = -10181.603527 Iteration 7Q: 3 clusters Score -10181.6 nChanged 31 ComputeScore: Raw -10443.355029 + Penalty 242.230630 = -10201.124399 Iteration 8Q: 3 clusters Score -10201.12 nChanged 27 ComputeScore: Raw -10469.322275 + Penalty 242.230630 = -10227.091645 Iteration 9Q: 3 clusters Score -10227.09 nChanged 25 ComputeScore: Raw -10494.905004 + Penalty 242.230630 = -10252.674374 Iteration 10Q: 3 clusters Score -10252.67 nChanged 14 ComputeScore: Raw -10501.998717 + Penalty 242.230630 = -10259.768087 Iteration 11Q: 3 clusters Score -10259.77 nChanged 14 ComputeScore: Raw -10510.124020 + Penalty 242.230630 = -10267.893390 Iteration 12Q: 3 clusters Score -10267.89 nChanged 14 ComputeScore: Raw -10516.526286 + Penalty 242.230630 = -10274.295656 Iteration 13Q: 3 clusters Score -10274.3 nChanged 10 ComputeScore: Raw -10521.543120 + Penalty 242.230630 = -10279.312490 Iteration 14Q: 3 clusters Score -10279.31 nChanged 7 ComputeScore: Raw -10523.494405 + Penalty 242.230630 = -10281.263774 Iteration 15Q: 3 clusters Score -10281.26 nChanged 5 ComputeScore: Raw -10524.029842 + Penalty 242.230630 = -10281.799212 Iteration 16Q: 3 clusters Score -10281.8 nChanged 2 ComputeScore: Raw -10524.477861 + Penalty 242.230630 = -10282.247231 Iteration 17Q: 3 clusters Score -10282.25 nChanged 0 ComputeScore: Raw -10524.800408 + Penalty 242.230630 = -10282.569778 Iteration 18F: 3 clusters Score -10282.57 nChanged 1 ComputeScore: Raw -10525.136655 + Penalty 242.230630 = -10282.906025 Iteration 19Q: 3 clusters Score -10282.91 nChanged 2 ComputeScore: Raw -10525.904909 + Penalty 242.230630 = -10283.674279 Iteration 20F: 3 clusters Score -10283.67 nChanged 1 ComputeScore: Raw -10526.577342 + Penalty 242.230630 = -10284.346711 Iteration 21Q: 3 clusters Score -10284.35 nChanged 2 ComputeScore: Raw -10526.874011 + Penalty 242.230630 = -10284.643381 Iteration 22Q: 3 clusters Score -10284.64 nChanged 1 ComputeScore: Raw -10527.057606 + Penalty 242.230630 = -10284.826976 Iteration 23Q: 3 clusters Score -10284.83 nChanged 1 ComputeScore: Raw -10527.434245 + Penalty 242.230630 = -10285.203615 Iteration 24Q: 3 clusters Score -10285.2 nChanged 1 ComputeScore: Raw -10528.106514 + Penalty 242.230630 = -10285.875884 Iteration 25Q: 3 clusters Score -10285.88 nChanged 1 ComputeScore: Raw -10528.315760 + Penalty 242.230630 = -10286.085130 Iteration 26Q: 3 clusters Score -10286.09 nChanged 1 ComputeScore: Raw -10528.440976 + Penalty 242.230630 = -10286.210346 Iteration 27Q: 3 clusters Score -10286.21 nChanged 0 ComputeScore: Raw -10528.440976 + Penalty 242.230630 = -10286.210346 Iteration 28F: 3 clusters Score -10286.21 nChanged 0 Trying to split cluster 29 (4425 points) Assigned 2 initial classes randomly. ComputeScore: Raw -40591.314330 + Penalty 151.110460 = -40440.203870 Iteration 0F: 2 clusters Score -40440.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37825.075091 + Penalty 302.220920 = -37522.854171 Iteration 0F: 3 clusters Score -37522.85 nChanged 2059 ComputeScore: Raw -39125.907490 + Penalty 302.220920 = -38823.686570 Iteration 1F: 3 clusters Score -38823.69 nChanged 287 ComputeScore: Raw -39313.791080 + Penalty 302.220920 = -39011.570160 Iteration 2F: 3 clusters Score -39011.57 nChanged 272 ComputeScore: Raw -39557.025409 + Penalty 302.220920 = -39254.804489 Iteration 3F: 3 clusters Score -39254.8 nChanged 266 ComputeScore: Raw -39779.143346 + Penalty 302.220920 = -39476.922426 Iteration 4F: 3 clusters Score -39476.92 nChanged 180 ComputeScore: Raw -39853.897611 + Penalty 302.220920 = -39551.676691 Iteration 5Q: 3 clusters Score -39551.68 nChanged 89 ComputeScore: Raw -39881.186858 + Penalty 302.220920 = -39578.965938 Iteration 6Q: 3 clusters Score -39578.97 nChanged 71 ComputeScore: Raw -39896.178564 + Penalty 302.220920 = -39593.957644 Iteration 7Q: 3 clusters Score -39593.96 nChanged 49 ComputeScore: Raw -39904.800190 + Penalty 302.220920 = -39602.579269 Iteration 8Q: 3 clusters Score -39602.58 nChanged 50 ComputeScore: Raw -39915.624166 + Penalty 302.220920 = -39613.403245 Iteration 9Q: 3 clusters Score -39613.4 nChanged 51 ComputeScore: Raw -39928.403626 + Penalty 302.220920 = -39626.182705 Iteration 10Q: 3 clusters Score -39626.18 nChanged 52 ComputeScore: Raw -39939.186008 + Penalty 302.220920 = -39636.965088 Iteration 11Q: 3 clusters Score -39636.97 nChanged 53 ComputeScore: Raw -39948.898368 + Penalty 302.220920 = -39646.677448 Iteration 12Q: 3 clusters Score -39646.68 nChanged 50 ComputeScore: Raw -39959.636212 + Penalty 302.220920 = -39657.415292 Iteration 13Q: 3 clusters Score -39657.42 nChanged 59 ComputeScore: Raw -39973.620662 + Penalty 302.220920 = -39671.399742 Iteration 14Q: 3 clusters Score -39671.4 nChanged 74 ComputeScore: Raw -39995.529033 + Penalty 302.220920 = -39693.308113 Iteration 15Q: 3 clusters Score -39693.31 nChanged 99 ComputeScore: Raw -40037.926523 + Penalty 302.220920 = -39735.705603 Iteration 16Q: 3 clusters Score -39735.71 nChanged 113 ComputeScore: Raw -40091.110775 + Penalty 302.220920 = -39788.889855 Iteration 17Q: 3 clusters Score -39788.89 nChanged 122 ComputeScore: Raw -40151.574548 + Penalty 302.220920 = -39849.353628 Iteration 18Q: 3 clusters Score -39849.35 nChanged 114 ComputeScore: Raw -40206.348834 + Penalty 302.220920 = -39904.127914 Iteration 19Q: 3 clusters Score -39904.13 nChanged 86 ComputeScore: Raw -40247.498710 + Penalty 302.220920 = -39945.277790 Iteration 20F: 3 clusters Score -39945.28 nChanged 80 ComputeScore: Raw -40289.655388 + Penalty 302.220920 = -39987.434468 Iteration 21Q: 3 clusters Score -39987.43 nChanged 76 ComputeScore: Raw -40337.392449 + Penalty 302.220920 = -40035.171529 Iteration 22Q: 3 clusters Score -40035.17 nChanged 75 ComputeScore: Raw -40385.471836 + Penalty 302.220920 = -40083.250916 Iteration 23Q: 3 clusters Score -40083.25 nChanged 66 ComputeScore: Raw -40425.880682 + Penalty 302.220920 = -40123.659762 Iteration 24Q: 3 clusters Score -40123.66 nChanged 57 ComputeScore: Raw -40457.856162 + Penalty 302.220920 = -40155.635242 Iteration 25Q: 3 clusters Score -40155.64 nChanged 46 ComputeScore: Raw -40481.001822 + Penalty 302.220920 = -40178.780902 Iteration 26Q: 3 clusters Score -40178.78 nChanged 37 ComputeScore: Raw -40501.592486 + Penalty 302.220920 = -40199.371566 Iteration 27Q: 3 clusters Score -40199.37 nChanged 28 ComputeScore: Raw -40516.286860 + Penalty 302.220920 = -40214.065940 Iteration 28Q: 3 clusters Score -40214.07 nChanged 22 ComputeScore: Raw -40531.539646 + Penalty 302.220920 = -40229.318726 Iteration 29Q: 3 clusters Score -40229.32 nChanged 34 ComputeScore: Raw -40555.979078 + Penalty 302.220920 = -40253.758158 Iteration 30Q: 3 clusters Score -40253.76 nChanged 19 ComputeScore: Raw -40566.338034 + Penalty 302.220920 = -40264.117114 Iteration 31Q: 3 clusters Score -40264.12 nChanged 15 ComputeScore: Raw -40572.424198 + Penalty 302.220920 = -40270.203278 Iteration 32Q: 3 clusters Score -40270.2 nChanged 7 ComputeScore: Raw -40578.142343 + Penalty 302.220920 = -40275.921423 Iteration 33Q: 3 clusters Score -40275.92 nChanged 8 ComputeScore: Raw -40582.991137 + Penalty 302.220920 = -40280.770217 Iteration 34Q: 3 clusters Score -40280.77 nChanged 5 ComputeScore: Raw -40586.288448 + Penalty 302.220920 = -40284.067528 Iteration 35Q: 3 clusters Score -40284.07 nChanged 7 ComputeScore: Raw -40590.374189 + Penalty 302.220920 = -40288.153269 Iteration 36Q: 3 clusters Score -40288.15 nChanged 8 ComputeScore: Raw -40596.560387 + Penalty 302.220920 = -40294.339467 Iteration 37Q: 3 clusters Score -40294.34 nChanged 6 ComputeScore: Raw -40602.295903 + Penalty 302.220920 = -40300.074983 Iteration 38Q: 3 clusters Score -40300.07 nChanged 5 ComputeScore: Raw -40606.280574 + Penalty 302.220920 = -40304.059654 Iteration 39Q: 3 clusters Score -40304.06 nChanged 3 ComputeScore: Raw -40608.422607 + Penalty 302.220920 = -40306.201687 Iteration 40F: 3 clusters Score -40306.2 nChanged 2 ComputeScore: Raw -40609.734738 + Penalty 302.220920 = -40307.513818 Iteration 41Q: 3 clusters Score -40307.51 nChanged 1 ComputeScore: Raw -40610.159152 + Penalty 302.220920 = -40307.938232 Iteration 42Q: 3 clusters Score -40307.94 nChanged 0 ComputeScore: Raw -40610.159152 + Penalty 302.220920 = -40307.938232 Iteration 43F: 3 clusters Score -40307.94 nChanged 0 Trying to split cluster 30 (245 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3757.546391 + Penalty 99.022648 = -3658.523743 Iteration 0F: 2 clusters Score -3658.524 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3642.251358 + Penalty 198.045296 = -3444.206062 Iteration 0F: 3 clusters Score -3444.206 nChanged 96 ComputeScore: Raw -3710.359385 + Penalty 198.045296 = -3512.314089 Iteration 1F: 3 clusters Score -3512.314 nChanged 20 ComputeScore: Raw -3726.448824 + Penalty 198.045296 = -3528.403529 Iteration 2F: 3 clusters Score -3528.404 nChanged 8 ComputeScore: Raw -3729.041587 + Penalty 198.045296 = -3530.996291 Iteration 3Q: 3 clusters Score -3530.996 nChanged 1 ComputeScore: Raw -3729.179733 + Penalty 198.045296 = -3531.134438 Iteration 4Q: 3 clusters Score -3531.134 nChanged 0 ComputeScore: Raw -3729.179733 + Penalty 198.045296 = -3531.134438 Iteration 5F: 3 clusters Score -3531.134 nChanged 0 Trying to split cluster 31 (783 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9655.518841 + Penalty 119.936389 = -9535.582452 Iteration 0F: 2 clusters Score -9535.582 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9209.996448 + Penalty 239.872777 = -8970.123671 Iteration 0F: 3 clusters Score -8970.124 nChanged 337 ComputeScore: Raw -9379.225218 + Penalty 239.872777 = -9139.352441 Iteration 1F: 3 clusters Score -9139.352 nChanged 55 ComputeScore: Raw -9405.949522 + Penalty 239.872777 = -9166.076745 Iteration 2F: 3 clusters Score -9166.077 nChanged 46 ComputeScore: Raw -9432.402373 + Penalty 239.872777 = -9192.529596 Iteration 3F: 3 clusters Score -9192.53 nChanged 46 ComputeScore: Raw -9460.368046 + Penalty 239.872777 = -9220.495269 Iteration 4F: 3 clusters Score -9220.495 nChanged 46 ComputeScore: Raw -9489.567419 + Penalty 239.872777 = -9249.694642 Iteration 5F: 3 clusters Score -9249.695 nChanged 36 ComputeScore: Raw -9523.521277 + Penalty 239.872777 = -9283.648500 Iteration 6Q: 3 clusters Score -9283.649 nChanged 34 ComputeScore: Raw -9558.881868 + Penalty 239.872777 = -9319.009091 Iteration 7Q: 3 clusters Score -9319.009 nChanged 29 ComputeScore: Raw -9592.989473 + Penalty 239.872777 = -9353.116696 Iteration 8Q: 3 clusters Score -9353.117 nChanged 24 ComputeScore: Raw -9622.899508 + Penalty 239.872777 = -9383.026731 Iteration 9Q: 3 clusters Score -9383.027 nChanged 19 ComputeScore: Raw -9644.453822 + Penalty 239.872777 = -9404.581045 Iteration 10Q: 3 clusters Score -9404.581 nChanged 20 ComputeScore: Raw -9668.806151 + Penalty 239.872777 = -9428.933374 Iteration 11Q: 3 clusters Score -9428.933 nChanged 11 ComputeScore: Raw -9699.477879 + Penalty 239.872777 = -9459.605102 Iteration 12Q: 3 clusters Score -9459.605 nChanged 10 ComputeScore: Raw -9712.576186 + Penalty 239.872777 = -9472.703409 Iteration 13Q: 3 clusters Score -9472.703 nChanged 7 ComputeScore: Raw -9716.450583 + Penalty 239.872777 = -9476.577806 Iteration 14Q: 3 clusters Score -9476.578 nChanged 5 ComputeScore: Raw -9720.345008 + Penalty 239.872777 = -9480.472231 Iteration 15Q: 3 clusters Score -9480.472 nChanged 12 ComputeScore: Raw -9728.573041 + Penalty 239.872777 = -9488.700264 Iteration 16Q: 3 clusters Score -9488.7 nChanged 8 ComputeScore: Raw -9732.491672 + Penalty 239.872777 = -9492.618895 Iteration 17Q: 3 clusters Score -9492.619 nChanged 9 ComputeScore: Raw -9736.732589 + Penalty 239.872777 = -9496.859812 Iteration 18Q: 3 clusters Score -9496.86 nChanged 2 ComputeScore: Raw -9738.321577 + Penalty 239.872777 = -9498.448800 Iteration 19Q: 3 clusters Score -9498.449 nChanged 2 ComputeScore: Raw -9738.938388 + Penalty 239.872777 = -9499.065611 Iteration 20F: 3 clusters Score -9499.066 nChanged 1 ComputeScore: Raw -9739.189585 + Penalty 239.872777 = -9499.316808 Iteration 21Q: 3 clusters Score -9499.317 nChanged 0 ComputeScore: Raw -9739.189585 + Penalty 239.872777 = -9499.316808 Iteration 22F: 3 clusters Score -9499.317 nChanged 0 Trying to split cluster 32 (278 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3806.681172 + Penalty 101.297180 = -3705.383992 Iteration 0F: 2 clusters Score -3705.384 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3664.218419 + Penalty 202.594360 = -3461.624059 Iteration 0F: 3 clusters Score -3461.624 nChanged 108 ComputeScore: Raw -3733.081945 + Penalty 202.594360 = -3530.487585 Iteration 1F: 3 clusters Score -3530.488 nChanged 18 ComputeScore: Raw -3742.467711 + Penalty 202.594360 = -3539.873351 Iteration 2F: 3 clusters Score -3539.873 nChanged 13 ComputeScore: Raw -3751.750532 + Penalty 202.594360 = -3549.156172 Iteration 3Q: 3 clusters Score -3549.156 nChanged 13 ComputeScore: Raw -3759.636504 + Penalty 202.594360 = -3557.042144 Iteration 4Q: 3 clusters Score -3557.042 nChanged 9 ComputeScore: Raw -3769.425681 + Penalty 202.594360 = -3566.831321 Iteration 5Q: 3 clusters Score -3566.831 nChanged 7 ComputeScore: Raw -3776.285420 + Penalty 202.594360 = -3573.691060 Iteration 6Q: 3 clusters Score -3573.691 nChanged 8 ComputeScore: Raw -3778.930761 + Penalty 202.594360 = -3576.336400 Iteration 7Q: 3 clusters Score -3576.336 nChanged 7 ComputeScore: Raw -3783.966050 + Penalty 202.594360 = -3581.371690 Iteration 8Q: 3 clusters Score -3581.372 nChanged 9 ComputeScore: Raw -3794.808912 + Penalty 202.594360 = -3592.214552 Iteration 9Q: 3 clusters Score -3592.215 nChanged 14 ComputeScore: Raw -3821.921107 + Penalty 202.594360 = -3619.326747 Iteration 10F: 3 clusters Score -3619.327 nChanged 10 ComputeScore: Raw -3832.535208 + Penalty 202.594360 = -3629.940848 Iteration 11Q: 3 clusters Score -3629.941 nChanged 2 ComputeScore: Raw -3833.448250 + Penalty 202.594360 = -3630.853890 Iteration 12Q: 3 clusters Score -3630.854 nChanged 3 ComputeScore: Raw -3834.738754 + Penalty 202.594360 = -3632.144394 Iteration 13Q: 3 clusters Score -3632.144 nChanged 1 ComputeScore: Raw -3835.095819 + Penalty 202.594360 = -3632.501459 Iteration 14Q: 3 clusters Score -3632.501 nChanged 3 ComputeScore: Raw -3837.886279 + Penalty 202.594360 = -3635.291919 Iteration 15Q: 3 clusters Score -3635.292 nChanged 5 ComputeScore: Raw -3840.725865 + Penalty 202.594360 = -3638.131505 Iteration 16Q: 3 clusters Score -3638.132 nChanged 2 ComputeScore: Raw -3842.366934 + Penalty 202.594360 = -3639.772574 Iteration 17Q: 3 clusters Score -3639.773 nChanged 3 ComputeScore: Raw -3844.350158 + Penalty 202.594360 = -3641.755798 Iteration 18Q: 3 clusters Score -3641.756 nChanged 4 ComputeScore: Raw -3846.356827 + Penalty 202.594360 = -3643.762466 Iteration 19Q: 3 clusters Score -3643.762 nChanged 2 ComputeScore: Raw -3846.706699 + Penalty 202.594360 = -3644.112339 Iteration 20F: 3 clusters Score -3644.112 nChanged 2 ComputeScore: Raw -3849.328332 + Penalty 202.594360 = -3646.733971 Iteration 21Q: 3 clusters Score -3646.734 nChanged 2 ComputeScore: Raw -3849.667782 + Penalty 202.594360 = -3647.073422 Iteration 22Q: 3 clusters Score -3647.073 nChanged 0 ComputeScore: Raw -3849.667782 + Penalty 202.594360 = -3647.073422 Iteration 23F: 3 clusters Score -3647.073 nChanged 0 Trying to split cluster 33 (1839 points) Assigned 2 initial classes randomly. ComputeScore: Raw -18302.707981 + Penalty 135.305590 = -18167.402391 Iteration 0F: 2 clusters Score -18167.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -17207.874328 + Penalty 270.611180 = -16937.263148 Iteration 0F: 3 clusters Score -16937.26 nChanged 843 ComputeScore: Raw -17855.337871 + Penalty 270.611180 = -17584.726691 Iteration 1F: 3 clusters Score -17584.73 nChanged 137 ComputeScore: Raw -18049.346859 + Penalty 270.611180 = -17778.735679 Iteration 2F: 3 clusters Score -17778.74 nChanged 115 ComputeScore: Raw -18196.923639 + Penalty 270.611180 = -17926.312459 Iteration 3F: 3 clusters Score -17926.31 nChanged 79 ComputeScore: Raw -18249.877084 + Penalty 270.611180 = -17979.265904 Iteration 4Q: 3 clusters Score -17979.27 nChanged 60 ComputeScore: Raw -18281.266661 + Penalty 270.611180 = -18010.655481 Iteration 5Q: 3 clusters Score -18010.66 nChanged 39 ComputeScore: Raw -18304.045299 + Penalty 270.611180 = -18033.434118 Iteration 6Q: 3 clusters Score -18033.43 nChanged 41 ComputeScore: Raw -18329.490374 + Penalty 270.611180 = -18058.879194 Iteration 7Q: 3 clusters Score -18058.88 nChanged 39 ComputeScore: Raw -18355.591678 + Penalty 270.611180 = -18084.980498 Iteration 8Q: 3 clusters Score -18084.98 nChanged 41 ComputeScore: Raw -18393.814496 + Penalty 270.611180 = -18123.203316 Iteration 9Q: 3 clusters Score -18123.2 nChanged 50 ComputeScore: Raw -18476.546727 + Penalty 270.611180 = -18205.935547 Iteration 10Q: 3 clusters Score -18205.94 nChanged 56 ComputeScore: Raw -18677.804612 + Penalty 270.611180 = -18407.193431 Iteration 11Q: 3 clusters Score -18407.19 nChanged 21 ComputeScore: Raw -18798.882007 + Penalty 270.611180 = -18528.270827 Iteration 12Q: 3 clusters Score -18528.27 nChanged 8 ComputeScore: Raw -18811.089420 + Penalty 270.611180 = -18540.478240 Iteration 13Q: 3 clusters Score -18540.48 nChanged 0 ComputeScore: Raw -18811.089420 + Penalty 270.611180 = -18540.478240 Iteration 14F: 3 clusters Score -18540.48 nChanged 0 ComputeScore: Raw -543126.075859 + Penalty 7942.658378 = -535183.417481Splitting cluster 33 changes total score from -534878.693949 to -535183.417481 So it's getting split into cluster 39. Trying to split cluster 34 (469 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5977.634869 + Penalty 110.710850 = -5866.924019 Iteration 0F: 2 clusters Score -5866.924 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5745.311440 + Penalty 221.421700 = -5523.889741 Iteration 0F: 3 clusters Score -5523.89 nChanged 169 ComputeScore: Raw -5842.082769 + Penalty 221.421700 = -5620.661069 Iteration 1F: 3 clusters Score -5620.661 nChanged 27 ComputeScore: Raw -5857.592549 + Penalty 221.421700 = -5636.170849 Iteration 2F: 3 clusters Score -5636.171 nChanged 16 ComputeScore: Raw -5866.073970 + Penalty 221.421700 = -5644.652270 Iteration 3Q: 3 clusters Score -5644.652 nChanged 14 ComputeScore: Raw -5875.596132 + Penalty 221.421700 = -5654.174432 Iteration 4Q: 3 clusters Score -5654.174 nChanged 13 ComputeScore: Raw -5880.408436 + Penalty 221.421700 = -5658.986736 Iteration 5Q: 3 clusters Score -5658.987 nChanged 12 ComputeScore: Raw -5887.573450 + Penalty 221.421700 = -5666.151750 Iteration 6Q: 3 clusters Score -5666.152 nChanged 21 ComputeScore: Raw -5902.722707 + Penalty 221.421700 = -5681.301008 Iteration 7Q: 3 clusters Score -5681.301 nChanged 22 ComputeScore: Raw -5924.128433 + Penalty 221.421700 = -5702.706734 Iteration 8Q: 3 clusters Score -5702.707 nChanged 21 ComputeScore: Raw -5942.845092 + Penalty 221.421700 = -5721.423392 Iteration 9Q: 3 clusters Score -5721.423 nChanged 14 ComputeScore: Raw -5958.130277 + Penalty 221.421700 = -5736.708577 Iteration 10Q: 3 clusters Score -5736.709 nChanged 16 ComputeScore: Raw -5971.882301 + Penalty 221.421700 = -5750.460601 Iteration 11Q: 3 clusters Score -5750.461 nChanged 9 ComputeScore: Raw -5983.853358 + Penalty 221.421700 = -5762.431658 Iteration 12Q: 3 clusters Score -5762.432 nChanged 8 ComputeScore: Raw -5996.395019 + Penalty 221.421700 = -5774.973320 Iteration 13Q: 3 clusters Score -5774.973 nChanged 4 ComputeScore: Raw -6001.322334 + Penalty 221.421700 = -5779.900635 Iteration 14Q: 3 clusters Score -5779.901 nChanged 5 ComputeScore: Raw -6012.612739 + Penalty 221.421700 = -5791.191040 Iteration 15Q: 3 clusters Score -5791.191 nChanged 5 ComputeScore: Raw -6022.218259 + Penalty 221.421700 = -5800.796559 Iteration 16Q: 3 clusters Score -5800.797 nChanged 5 ComputeScore: Raw -6032.353098 + Penalty 221.421700 = -5810.931398 Iteration 17Q: 3 clusters Score -5810.931 nChanged 3 ComputeScore: Raw -6055.693724 + Penalty 221.421700 = -5834.272024 Iteration 18Q: 3 clusters Score -5834.272 nChanged 2 ComputeScore: Raw -6097.639742 + Penalty 221.421700 = -5876.218043 Iteration 19Q: 3 clusters Score -5876.218 nChanged 1 ComputeScore: Raw -6148.872315 + Penalty 221.421700 = -5927.450615 Iteration 20F: 3 clusters Score -5927.451 nChanged 2 ComputeScore: Raw -6162.250518 + Penalty 221.421700 = -5940.828818 Iteration 21Q: 3 clusters Score -5940.829 nChanged 2 ComputeScore: Raw -6165.481130 + Penalty 221.421700 = -5944.059431 Iteration 22Q: 3 clusters Score -5944.059 nChanged 0 ComputeScore: Raw -6165.481130 + Penalty 221.421700 = -5944.059431 Iteration 23F: 3 clusters Score -5944.059 nChanged 0 ComputeScore: Raw -543313.922120 + Penalty 8146.316285 = -535167.605835Splitting cluster 34 changes total score from -534878.693949 to -535167.605835 So it's getting split into cluster 40. Trying to split cluster 35 (277 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3919.902162 + Penalty 101.232315 = -3818.669847 Iteration 0F: 2 clusters Score -3818.67 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3793.660460 + Penalty 202.464630 = -3591.195829 Iteration 0F: 3 clusters Score -3591.196 nChanged 104 ComputeScore: Raw -3867.901721 + Penalty 202.464630 = -3665.437091 Iteration 1F: 3 clusters Score -3665.437 nChanged 20 ComputeScore: Raw -3887.230353 + Penalty 202.464630 = -3684.765722 Iteration 2F: 3 clusters Score -3684.766 nChanged 12 ComputeScore: Raw -3898.554389 + Penalty 202.464630 = -3696.089759 Iteration 3Q: 3 clusters Score -3696.09 nChanged 5 ComputeScore: Raw -3901.361114 + Penalty 202.464630 = -3698.896484 Iteration 4Q: 3 clusters Score -3698.896 nChanged 2 ComputeScore: Raw -3902.520506 + Penalty 202.464630 = -3700.055876 Iteration 5Q: 3 clusters Score -3700.056 nChanged 1 ComputeScore: Raw -3903.644682 + Penalty 202.464630 = -3701.180052 Iteration 6Q: 3 clusters Score -3701.18 nChanged 3 ComputeScore: Raw -3904.485210 + Penalty 202.464630 = -3702.020580 Iteration 7Q: 3 clusters Score -3702.021 nChanged 1 ComputeScore: Raw -3905.495767 + Penalty 202.464630 = -3703.031136 Iteration 8Q: 3 clusters Score -3703.031 nChanged 2 ComputeScore: Raw -3906.366192 + Penalty 202.464630 = -3703.901562 Iteration 9Q: 3 clusters Score -3703.902 nChanged 0 ComputeScore: Raw -3906.366192 + Penalty 202.464630 = -3703.901562 Iteration 10F: 3 clusters Score -3703.902 nChanged 0 Trying to split cluster 36 (2597 points) Assigned 2 initial classes randomly. ComputeScore: Raw -27674.933830 + Penalty 141.518020 = -27533.415810 Iteration 0F: 2 clusters Score -27533.42 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -26086.891983 + Penalty 283.036040 = -25803.855944 Iteration 0F: 3 clusters Score -25803.86 nChanged 1199 ComputeScore: Raw -26928.922750 + Penalty 283.036040 = -26645.886710 Iteration 1F: 3 clusters Score -26645.89 nChanged 260 ComputeScore: Raw -27141.857386 + Penalty 283.036040 = -26858.821346 Iteration 2F: 3 clusters Score -26858.82 nChanged 226 ComputeScore: Raw -27337.884060 + Penalty 283.036040 = -27054.848020 Iteration 3F: 3 clusters Score -27054.85 nChanged 152 ComputeScore: Raw -27486.844384 + Penalty 283.036040 = -27203.808344 Iteration 4F: 3 clusters Score -27203.81 nChanged 102 ComputeScore: Raw -27588.173791 + Penalty 283.036040 = -27305.137751 Iteration 5Q: 3 clusters Score -27305.14 nChanged 63 ComputeScore: Raw -27645.789688 + Penalty 283.036040 = -27362.753649 Iteration 6Q: 3 clusters Score -27362.75 nChanged 35 ComputeScore: Raw -27675.962496 + Penalty 283.036040 = -27392.926456 Iteration 7Q: 3 clusters Score -27392.93 nChanged 16 ComputeScore: Raw -27690.282775 + Penalty 283.036040 = -27407.246735 Iteration 8Q: 3 clusters Score -27407.25 nChanged 7 ComputeScore: Raw -27695.954698 + Penalty 283.036040 = -27412.918658 Iteration 9Q: 3 clusters Score -27412.92 nChanged 5 ComputeScore: Raw -27699.590166 + Penalty 283.036040 = -27416.554126 Iteration 10Q: 3 clusters Score -27416.55 nChanged 2 ComputeScore: Raw -27702.878041 + Penalty 283.036040 = -27419.842001 Iteration 11Q: 3 clusters Score -27419.84 nChanged 0 ComputeScore: Raw -27702.878041 + Penalty 283.036040 = -27419.842001 Iteration 12F: 3 clusters Score -27419.84 nChanged 0 Trying to split cluster 37 (3743 points) Assigned 2 initial classes randomly. ComputeScore: Raw -35281.654607 + Penalty 148.097569 = -35133.557038 Iteration 0F: 2 clusters Score -35133.56 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -33013.073701 + Penalty 296.195137 = -32716.878563 Iteration 0F: 3 clusters Score -32716.88 nChanged 1746 ComputeScore: Raw -34198.552034 + Penalty 296.195137 = -33902.356896 Iteration 1F: 3 clusters Score -33902.36 nChanged 249 ComputeScore: Raw -34358.667488 + Penalty 296.195137 = -34062.472351 Iteration 2F: 3 clusters Score -34062.47 nChanged 224 ComputeScore: Raw -34552.700019 + Penalty 296.195137 = -34256.504881 Iteration 3F: 3 clusters Score -34256.5 nChanged 203 ComputeScore: Raw -34715.209265 + Penalty 296.195137 = -34419.014127 Iteration 4F: 3 clusters Score -34419.01 nChanged 161 ComputeScore: Raw -34817.110862 + Penalty 296.195137 = -34520.915724 Iteration 5Q: 3 clusters Score -34520.92 nChanged 113 ComputeScore: Raw -34883.161141 + Penalty 296.195137 = -34586.966003 Iteration 6Q: 3 clusters Score -34586.97 nChanged 93 ComputeScore: Raw -34942.688710 + Penalty 296.195137 = -34646.493573 Iteration 7Q: 3 clusters Score -34646.49 nChanged 85 ComputeScore: Raw -34991.168505 + Penalty 296.195137 = -34694.973368 Iteration 8Q: 3 clusters Score -34694.97 nChanged 88 ComputeScore: Raw -35043.885769 + Penalty 296.195137 = -34747.690631 Iteration 9Q: 3 clusters Score -34747.69 nChanged 84 ComputeScore: Raw -35093.909116 + Penalty 296.195137 = -34797.713978 Iteration 10Q: 3 clusters Score -34797.71 nChanged 96 ComputeScore: Raw -35157.503455 + Penalty 296.195137 = -34861.308318 Iteration 11Q: 3 clusters Score -34861.31 nChanged 76 ComputeScore: Raw -35211.193204 + Penalty 296.195137 = -34914.998067 Iteration 12Q: 3 clusters Score -34915 nChanged 82 ComputeScore: Raw -35280.797196 + Penalty 296.195137 = -34984.602059 Iteration 13Q: 3 clusters Score -34984.6 nChanged 79 ComputeScore: Raw -35346.409109 + Penalty 296.195137 = -35050.213971 Iteration 14Q: 3 clusters Score -35050.21 nChanged 85 ComputeScore: Raw -35420.756145 + Penalty 296.195137 = -35124.561007 Iteration 15Q: 3 clusters Score -35124.56 nChanged 79 ComputeScore: Raw -35480.642142 + Penalty 296.195137 = -35184.447005 Iteration 16Q: 3 clusters Score -35184.45 nChanged 54 ComputeScore: Raw -35513.513310 + Penalty 296.195137 = -35217.318173 Iteration 17Q: 3 clusters Score -35217.32 nChanged 40 ComputeScore: Raw -35541.758405 + Penalty 296.195137 = -35245.563267 Iteration 18Q: 3 clusters Score -35245.56 nChanged 37 ComputeScore: Raw -35559.558950 + Penalty 296.195137 = -35263.363813 Iteration 19Q: 3 clusters Score -35263.36 nChanged 32 ComputeScore: Raw -35579.039026 + Penalty 296.195137 = -35282.843889 Iteration 20F: 3 clusters Score -35282.84 nChanged 31 ComputeScore: Raw -35591.612488 + Penalty 296.195137 = -35295.417350 Iteration 21Q: 3 clusters Score -35295.42 nChanged 24 ComputeScore: Raw -35599.106912 + Penalty 296.195137 = -35302.911775 Iteration 22Q: 3 clusters Score -35302.91 nChanged 20 ComputeScore: Raw -35604.161117 + Penalty 296.195137 = -35307.965980 Iteration 23Q: 3 clusters Score -35307.97 nChanged 15 ComputeScore: Raw -35606.810243 + Penalty 296.195137 = -35310.615106 Iteration 24Q: 3 clusters Score -35310.62 nChanged 15 ComputeScore: Raw -35609.551854 + Penalty 296.195137 = -35313.356716 Iteration 25Q: 3 clusters Score -35313.36 nChanged 10 ComputeScore: Raw -35611.329059 + Penalty 296.195137 = -35315.133922 Iteration 26Q: 3 clusters Score -35315.13 nChanged 17 ComputeScore: Raw -35615.568533 + Penalty 296.195137 = -35319.373396 Iteration 27Q: 3 clusters Score -35319.37 nChanged 16 ComputeScore: Raw -35619.356239 + Penalty 296.195137 = -35323.161102 Iteration 28Q: 3 clusters Score -35323.16 nChanged 18 ComputeScore: Raw -35623.348905 + Penalty 296.195137 = -35327.153768 Iteration 29Q: 3 clusters Score -35327.15 nChanged 13 ComputeScore: Raw -35625.909099 + Penalty 296.195137 = -35329.713961 Iteration 30Q: 3 clusters Score -35329.71 nChanged 13 ComputeScore: Raw -35627.144873 + Penalty 296.195137 = -35330.949735 Iteration 31Q: 3 clusters Score -35330.95 nChanged 3 ComputeScore: Raw -35627.265184 + Penalty 296.195137 = -35331.070047 Iteration 32Q: 3 clusters Score -35331.07 nChanged 1 ComputeScore: Raw -35627.307314 + Penalty 296.195137 = -35331.112177 Iteration 33Q: 3 clusters Score -35331.11 nChanged 1 ComputeScore: Raw -35627.417380 + Penalty 296.195137 = -35331.222242 Iteration 34Q: 3 clusters Score -35331.22 nChanged 2 ComputeScore: Raw -35627.496979 + Penalty 296.195137 = -35331.301842 Iteration 35Q: 3 clusters Score -35331.3 nChanged 1 ComputeScore: Raw -35627.598659 + Penalty 296.195137 = -35331.403521 Iteration 36Q: 3 clusters Score -35331.4 nChanged 2 ComputeScore: Raw -35627.706434 + Penalty 296.195137 = -35331.511296 Iteration 37Q: 3 clusters Score -35331.51 nChanged 0 ComputeScore: Raw -35627.706434 + Penalty 296.195137 = -35331.511296 Iteration 38F: 3 clusters Score -35331.51 nChanged 0 ComputeScore: Raw -543659.973947 + Penalty 8349.974192 = -535309.999755Splitting cluster 37 changes total score from -534878.693949 to -535309.999755 So it's getting split into cluster 41. Trying to split cluster 38 (329 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4325.385454 + Penalty 104.329040 = -4221.056415 Iteration 0F: 2 clusters Score -4221.056 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4172.352225 + Penalty 208.658079 = -3963.694146 Iteration 0F: 3 clusters Score -3963.694 nChanged 123 ComputeScore: Raw -4271.127064 + Penalty 208.658079 = -4062.468985 Iteration 1F: 3 clusters Score -4062.469 nChanged 20 ComputeScore: Raw -4292.090471 + Penalty 208.658079 = -4083.432392 Iteration 2F: 3 clusters Score -4083.432 nChanged 14 ComputeScore: Raw -4301.950330 + Penalty 208.658079 = -4093.292251 Iteration 3Q: 3 clusters Score -4093.292 nChanged 12 ComputeScore: Raw -4312.607235 + Penalty 208.658079 = -4103.949156 Iteration 4Q: 3 clusters Score -4103.949 nChanged 15 ComputeScore: Raw -4334.315326 + Penalty 208.658079 = -4125.657247 Iteration 5Q: 3 clusters Score -4125.657 nChanged 14 ComputeScore: Raw -4359.547733 + Penalty 208.658079 = -4150.889654 Iteration 6Q: 3 clusters Score -4150.89 nChanged 8 ComputeScore: Raw -4378.477425 + Penalty 208.658079 = -4169.819345 Iteration 7Q: 3 clusters Score -4169.819 nChanged 9 ComputeScore: Raw -4421.246609 + Penalty 208.658079 = -4212.588530 Iteration 8Q: 3 clusters Score -4212.589 nChanged 8 ComputeScore: Raw -4469.534330 + Penalty 208.658079 = -4260.876251 Iteration 9Q: 3 clusters Score -4260.876 nChanged 4 ComputeScore: Raw -4492.218903 + Penalty 208.658079 = -4283.560823 Iteration 10Q: 3 clusters Score -4283.561 nChanged 0 ComputeScore: Raw -4492.218903 + Penalty 208.658079 = -4283.560823 Iteration 11F: 3 clusters Score -4283.561 nChanged 0 ComputeScore: Raw -543826.807396 + Penalty 8553.632100 = -535273.175296Splitting cluster 38 changes total score from -534878.693949 to -535273.175296 So it's getting split into cluster 42. ConsiderDeletion: ComputeScore: Raw -543976.193929 + Penalty 8553.632100 = -535422.561830Iteration 310F: 43 clusters Score -535422.6 nChanged 200 ConsiderDeletion: ComputeScore: Raw -544133.442769 + Penalty 8553.632100 = -535579.810669Iteration 311Q: 43 clusters Score -535579.8 nChanged 96 ConsiderDeletion: ComputeScore: Raw -544202.954480 + Penalty 8553.632100 = -535649.322380Iteration 312Q: 43 clusters Score -535649.3 nChanged 50 ConsiderDeletion: ComputeScore: Raw -544214.742025 + Penalty 8553.632100 = -535661.109926Iteration 313Q: 43 clusters Score -535661.1 nChanged 46 ConsiderDeletion: ComputeScore: Raw -544223.464140 + Penalty 8553.632100 = -535669.832040Iteration 314Q: 43 clusters Score -535669.8 nChanged 32 ConsiderDeletion: ComputeScore: Raw -544228.187394 + Penalty 8553.632100 = -535674.555294Iteration 315Q: 43 clusters Score -535674.6 nChanged 15 ConsiderDeletion: ComputeScore: Raw -544229.769814 + Penalty 8553.632100 = -535676.137715Iteration 316Q: 43 clusters Score -535676.1 nChanged 11 ConsiderDeletion: ComputeScore: Raw -544231.269698 + Penalty 8553.632100 = -535677.637599Iteration 317Q: 43 clusters Score -535677.6 nChanged 7 ConsiderDeletion: ComputeScore: Raw -544232.170767 + Penalty 8553.632100 = -535678.538667Iteration 318Q: 43 clusters Score -535678.5 nChanged 7 ComputeScore: Raw -544232.170767 + Penalty 8553.632100 = -535678.538667Trying to split cluster 1 (386 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5071.983740 + Penalty 107.205073 = -4964.778667 Iteration 0F: 2 clusters Score -4964.779 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4871.118740 + Penalty 214.410145 = -4656.708594 Iteration 0F: 3 clusters Score -4656.709 nChanged 156 ComputeScore: Raw -4967.438104 + Penalty 214.410145 = -4753.027958 Iteration 1F: 3 clusters Score -4753.028 nChanged 30 ComputeScore: Raw -4982.379498 + Penalty 214.410145 = -4767.969352 Iteration 2F: 3 clusters Score -4767.969 nChanged 12 ComputeScore: Raw -4987.963332 + Penalty 214.410145 = -4773.553187 Iteration 3Q: 3 clusters Score -4773.553 nChanged 7 ComputeScore: Raw -4994.154527 + Penalty 214.410145 = -4779.744381 Iteration 4Q: 3 clusters Score -4779.744 nChanged 8 ComputeScore: Raw -4997.784393 + Penalty 214.410145 = -4783.374248 Iteration 5Q: 3 clusters Score -4783.374 nChanged 9 ComputeScore: Raw -5005.330824 + Penalty 214.410145 = -4790.920679 Iteration 6Q: 3 clusters Score -4790.921 nChanged 9 ComputeScore: Raw -5014.865630 + Penalty 214.410145 = -4800.455485 Iteration 7Q: 3 clusters Score -4800.455 nChanged 9 ComputeScore: Raw -5025.623514 + Penalty 214.410145 = -4811.213368 Iteration 8Q: 3 clusters Score -4811.213 nChanged 10 ComputeScore: Raw -5030.047468 + Penalty 214.410145 = -4815.637322 Iteration 9Q: 3 clusters Score -4815.637 nChanged 5 ComputeScore: Raw -5033.340080 + Penalty 214.410145 = -4818.929934 Iteration 10Q: 3 clusters Score -4818.93 nChanged 2 ComputeScore: Raw -5035.174747 + Penalty 214.410145 = -4820.764602 Iteration 11Q: 3 clusters Score -4820.765 nChanged 3 ComputeScore: Raw -5037.205358 + Penalty 214.410145 = -4822.795213 Iteration 12Q: 3 clusters Score -4822.795 nChanged 5 ComputeScore: Raw -5043.335968 + Penalty 214.410145 = -4828.925823 Iteration 13Q: 3 clusters Score -4828.926 nChanged 7 ComputeScore: Raw -5050.325921 + Penalty 214.410145 = -4835.915776 Iteration 14Q: 3 clusters Score -4835.916 nChanged 5 ComputeScore: Raw -5059.302331 + Penalty 214.410145 = -4844.892185 Iteration 15Q: 3 clusters Score -4844.892 nChanged 4 ComputeScore: Raw -5063.761383 + Penalty 214.410145 = -4849.351238 Iteration 16Q: 3 clusters Score -4849.351 nChanged 2 ComputeScore: Raw -5064.842155 + Penalty 214.410145 = -4850.432010 Iteration 17Q: 3 clusters Score -4850.432 nChanged 1 ComputeScore: Raw -5065.202764 + Penalty 214.410145 = -4850.792619 Iteration 18Q: 3 clusters Score -4850.793 nChanged 1 ComputeScore: Raw -5066.348377 + Penalty 214.410145 = -4851.938232 Iteration 19Q: 3 clusters Score -4851.938 nChanged 2 ComputeScore: Raw -5067.698697 + Penalty 214.410145 = -4853.288551 Iteration 20F: 3 clusters Score -4853.289 nChanged 2 ComputeScore: Raw -5068.899487 + Penalty 214.410145 = -4854.489342 Iteration 21Q: 3 clusters Score -4854.489 nChanged 2 ComputeScore: Raw -5072.818021 + Penalty 214.410145 = -4858.407876 Iteration 22Q: 3 clusters Score -4858.408 nChanged 2 ComputeScore: Raw -5074.975203 + Penalty 214.410145 = -4860.565058 Iteration 23Q: 3 clusters Score -4860.565 nChanged 0 ComputeScore: Raw -5074.975203 + Penalty 214.410145 = -4860.565058 Iteration 24F: 3 clusters Score -4860.565 nChanged 0 Trying to split cluster 2 (358 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2983.986276 + Penalty 105.849594 = -2878.136682 Iteration 0F: 2 clusters Score -2878.137 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2813.694938 + Penalty 211.699188 = -2601.995751 Iteration 0F: 3 clusters Score -2601.996 nChanged 134 ComputeScore: Raw -2916.279693 + Penalty 211.699188 = -2704.580506 Iteration 1F: 3 clusters Score -2704.581 nChanged 30 ComputeScore: Raw -2950.642357 + Penalty 211.699188 = -2738.943169 Iteration 2F: 3 clusters Score -2738.943 nChanged 24 ComputeScore: Raw -2974.751359 + Penalty 211.699188 = -2763.052172 Iteration 3F: 3 clusters Score -2763.052 nChanged 6 ComputeScore: Raw -2979.170400 + Penalty 211.699188 = -2767.471212 Iteration 4Q: 3 clusters Score -2767.471 nChanged 4 ComputeScore: Raw -2980.748094 + Penalty 211.699188 = -2769.048907 Iteration 5Q: 3 clusters Score -2769.049 nChanged 2 ComputeScore: Raw -2981.992484 + Penalty 211.699188 = -2770.293297 Iteration 6Q: 3 clusters Score -2770.293 nChanged 4 ComputeScore: Raw -2987.264213 + Penalty 211.699188 = -2775.565026 Iteration 7Q: 3 clusters Score -2775.565 nChanged 6 ComputeScore: Raw -2994.492445 + Penalty 211.699188 = -2782.793258 Iteration 8Q: 3 clusters Score -2782.793 nChanged 4 ComputeScore: Raw -2996.398019 + Penalty 211.699188 = -2784.698832 Iteration 9Q: 3 clusters Score -2784.699 nChanged 1 ComputeScore: Raw -2997.664296 + Penalty 211.699188 = -2785.965109 Iteration 10Q: 3 clusters Score -2785.965 nChanged 3 ComputeScore: Raw -2999.914179 + Penalty 211.699188 = -2788.214992 Iteration 11Q: 3 clusters Score -2788.215 nChanged 1 ComputeScore: Raw -3000.733989 + Penalty 211.699188 = -2789.034802 Iteration 12Q: 3 clusters Score -2789.035 nChanged 1 ComputeScore: Raw -3001.224588 + Penalty 211.699188 = -2789.525400 Iteration 13Q: 3 clusters Score -2789.525 nChanged 1 ComputeScore: Raw -3002.444031 + Penalty 211.699188 = -2790.744843 Iteration 14Q: 3 clusters Score -2790.745 nChanged 1 ComputeScore: Raw -3003.181807 + Penalty 211.699188 = -2791.482620 Iteration 15Q: 3 clusters Score -2791.483 nChanged 0 ComputeScore: Raw -3003.181807 + Penalty 211.699188 = -2791.482620 Iteration 16F: 3 clusters Score -2791.483 nChanged 0 Trying to split cluster 3 (286 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4323.149462 + Penalty 101.807853 = -4221.341610 Iteration 0F: 2 clusters Score -4221.342 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4182.056977 + Penalty 203.615705 = -3978.441272 Iteration 0F: 3 clusters Score -3978.441 nChanged 95 ComputeScore: Raw -4240.917390 + Penalty 203.615705 = -4037.301684 Iteration 1F: 3 clusters Score -4037.302 nChanged 31 ComputeScore: Raw -4264.037531 + Penalty 203.615705 = -4060.421826 Iteration 2F: 3 clusters Score -4060.422 nChanged 18 ComputeScore: Raw -4277.146231 + Penalty 203.615705 = -4073.530526 Iteration 3F: 3 clusters Score -4073.531 nChanged 16 ComputeScore: Raw -4291.330626 + Penalty 203.615705 = -4087.714921 Iteration 4F: 3 clusters Score -4087.715 nChanged 9 ComputeScore: Raw -4294.701377 + Penalty 203.615705 = -4091.085672 Iteration 5Q: 3 clusters Score -4091.086 nChanged 6 ComputeScore: Raw -4300.246096 + Penalty 203.615705 = -4096.630391 Iteration 6Q: 3 clusters Score -4096.63 nChanged 7 ComputeScore: Raw -4305.306065 + Penalty 203.615705 = -4101.690360 Iteration 7Q: 3 clusters Score -4101.69 nChanged 5 ComputeScore: Raw -4306.557152 + Penalty 203.615705 = -4102.941447 Iteration 8Q: 3 clusters Score -4102.941 nChanged 4 ComputeScore: Raw -4309.675966 + Penalty 203.615705 = -4106.060261 Iteration 9Q: 3 clusters Score -4106.06 nChanged 5 ComputeScore: Raw -4314.150594 + Penalty 203.615705 = -4110.534889 Iteration 10Q: 3 clusters Score -4110.535 nChanged 5 ComputeScore: Raw -4319.121565 + Penalty 203.615705 = -4115.505860 Iteration 11Q: 3 clusters Score -4115.506 nChanged 6 ComputeScore: Raw -4324.110516 + Penalty 203.615705 = -4120.494811 Iteration 12Q: 3 clusters Score -4120.495 nChanged 3 ComputeScore: Raw -4326.133850 + Penalty 203.615705 = -4122.518145 Iteration 13Q: 3 clusters Score -4122.518 nChanged 2 ComputeScore: Raw -4327.734225 + Penalty 203.615705 = -4124.118520 Iteration 14Q: 3 clusters Score -4124.119 nChanged 1 ComputeScore: Raw -4328.657159 + Penalty 203.615705 = -4125.041454 Iteration 15Q: 3 clusters Score -4125.041 nChanged 0 ComputeScore: Raw -4328.657159 + Penalty 203.615705 = -4125.041454 Iteration 16F: 3 clusters Score -4125.041 nChanged 0 Trying to split cluster 4 (4774 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42506.839732 + Penalty 152.476917 = -42354.362815 Iteration 0F: 2 clusters Score -42354.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39469.679792 + Penalty 304.953833 = -39164.725959 Iteration 0F: 3 clusters Score -39164.73 nChanged 2232 ComputeScore: Raw -40905.618771 + Penalty 304.953833 = -40600.664938 Iteration 1F: 3 clusters Score -40600.66 nChanged 329 ComputeScore: Raw -41106.281153 + Penalty 304.953833 = -40801.327320 Iteration 2F: 3 clusters Score -40801.33 nChanged 383 ComputeScore: Raw -41412.956988 + Penalty 304.953833 = -41108.003155 Iteration 3F: 3 clusters Score -41108 nChanged 392 ComputeScore: Raw -41784.301338 + Penalty 304.953833 = -41479.347505 Iteration 4F: 3 clusters Score -41479.35 nChanged 300 ComputeScore: Raw -42069.760116 + Penalty 304.953833 = -41764.806283 Iteration 5F: 3 clusters Score -41764.81 nChanged 180 ComputeScore: Raw -42218.555325 + Penalty 304.953833 = -41913.601492 Iteration 6Q: 3 clusters Score -41913.6 nChanged 114 ComputeScore: Raw -42305.702217 + Penalty 304.953833 = -42000.748384 Iteration 7Q: 3 clusters Score -42000.75 nChanged 85 ComputeScore: Raw -42375.992970 + Penalty 304.953833 = -42071.039137 Iteration 8Q: 3 clusters Score -42071.04 nChanged 66 ComputeScore: Raw -42425.443031 + Penalty 304.953833 = -42120.489198 Iteration 9Q: 3 clusters Score -42120.49 nChanged 50 ComputeScore: Raw -42464.343763 + Penalty 304.953833 = -42159.389930 Iteration 10Q: 3 clusters Score -42159.39 nChanged 30 ComputeScore: Raw -42490.926468 + Penalty 304.953833 = -42185.972635 Iteration 11Q: 3 clusters Score -42185.97 nChanged 14 ComputeScore: Raw -42508.861303 + Penalty 304.953833 = -42203.907470 Iteration 12Q: 3 clusters Score -42203.91 nChanged 12 ComputeScore: Raw -42520.403854 + Penalty 304.953833 = -42215.450021 Iteration 13Q: 3 clusters Score -42215.45 nChanged 10 ComputeScore: Raw -42529.936904 + Penalty 304.953833 = -42224.983071 Iteration 14Q: 3 clusters Score -42224.98 nChanged 8 ComputeScore: Raw -42539.136225 + Penalty 304.953833 = -42234.182392 Iteration 15Q: 3 clusters Score -42234.18 nChanged 3 ComputeScore: Raw -42540.936807 + Penalty 304.953833 = -42235.982974 Iteration 16Q: 3 clusters Score -42235.98 nChanged 1 ComputeScore: Raw -42541.563362 + Penalty 304.953833 = -42236.609529 Iteration 17Q: 3 clusters Score -42236.61 nChanged 1 ComputeScore: Raw -42542.075858 + Penalty 304.953833 = -42237.122025 Iteration 18Q: 3 clusters Score -42237.12 nChanged 1 ComputeScore: Raw -42542.744485 + Penalty 304.953833 = -42237.790652 Iteration 19Q: 3 clusters Score -42237.79 nChanged 2 ComputeScore: Raw -42545.755087 + Penalty 304.953833 = -42240.801254 Iteration 20F: 3 clusters Score -42240.8 nChanged 2 ComputeScore: Raw -42548.679646 + Penalty 304.953833 = -42243.725813 Iteration 21Q: 3 clusters Score -42243.73 nChanged 3 ComputeScore: Raw -42550.855530 + Penalty 304.953833 = -42245.901697 Iteration 22Q: 3 clusters Score -42245.9 nChanged 1 ComputeScore: Raw -42551.384992 + Penalty 304.953833 = -42246.431159 Iteration 23Q: 3 clusters Score -42246.43 nChanged 1 ComputeScore: Raw -42554.063609 + Penalty 304.953833 = -42249.109776 Iteration 24Q: 3 clusters Score -42249.11 nChanged 0 ComputeScore: Raw -42554.063609 + Penalty 304.953833 = -42249.109776 Iteration 25F: 3 clusters Score -42249.11 nChanged 0 Trying to split cluster 5 (2591 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25757.064433 + Penalty 141.476385 = -25615.588048 Iteration 0F: 2 clusters Score -25615.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24126.326690 + Penalty 282.952771 = -23843.373920 Iteration 0F: 3 clusters Score -23843.37 nChanged 1179 ComputeScore: Raw -24748.436046 + Penalty 282.952771 = -24465.483275 Iteration 1F: 3 clusters Score -24465.48 nChanged 178 ComputeScore: Raw -24861.543798 + Penalty 282.952771 = -24578.591027 Iteration 2F: 3 clusters Score -24578.59 nChanged 209 ComputeScore: Raw -25004.158695 + Penalty 282.952771 = -24721.205924 Iteration 3F: 3 clusters Score -24721.21 nChanged 204 ComputeScore: Raw -25169.454607 + Penalty 282.952771 = -24886.501836 Iteration 4F: 3 clusters Score -24886.5 nChanged 189 ComputeScore: Raw -25345.558450 + Penalty 282.952771 = -25062.605679 Iteration 5F: 3 clusters Score -25062.61 nChanged 140 ComputeScore: Raw -25485.304805 + Penalty 282.952771 = -25202.352034 Iteration 6F: 3 clusters Score -25202.35 nChanged 86 ComputeScore: Raw -25561.704121 + Penalty 282.952771 = -25278.751350 Iteration 7Q: 3 clusters Score -25278.75 nChanged 63 ComputeScore: Raw -25608.514450 + Penalty 282.952771 = -25325.561679 Iteration 8Q: 3 clusters Score -25325.56 nChanged 45 ComputeScore: Raw -25645.120987 + Penalty 282.952771 = -25362.168217 Iteration 9Q: 3 clusters Score -25362.17 nChanged 32 ComputeScore: Raw -25672.117573 + Penalty 282.952771 = -25389.164802 Iteration 10Q: 3 clusters Score -25389.16 nChanged 24 ComputeScore: Raw -25692.489144 + Penalty 282.952771 = -25409.536374 Iteration 11Q: 3 clusters Score -25409.54 nChanged 21 ComputeScore: Raw -25705.329915 + Penalty 282.952771 = -25422.377145 Iteration 12Q: 3 clusters Score -25422.38 nChanged 16 ComputeScore: Raw -25715.994737 + Penalty 282.952771 = -25433.041967 Iteration 13Q: 3 clusters Score -25433.04 nChanged 12 ComputeScore: Raw -25726.278278 + Penalty 282.952771 = -25443.325508 Iteration 14Q: 3 clusters Score -25443.33 nChanged 8 ComputeScore: Raw -25729.391247 + Penalty 282.952771 = -25446.438477 Iteration 15Q: 3 clusters Score -25446.44 nChanged 3 ComputeScore: Raw -25730.972677 + Penalty 282.952771 = -25448.019907 Iteration 16Q: 3 clusters Score -25448.02 nChanged 4 ComputeScore: Raw -25732.922621 + Penalty 282.952771 = -25449.969851 Iteration 17Q: 3 clusters Score -25449.97 nChanged 4 ComputeScore: Raw -25733.991650 + Penalty 282.952771 = -25451.038879 Iteration 18Q: 3 clusters Score -25451.04 nChanged 3 ComputeScore: Raw -25735.355239 + Penalty 282.952771 = -25452.402468 Iteration 19Q: 3 clusters Score -25452.4 nChanged 5 ComputeScore: Raw -25740.949463 + Penalty 282.952771 = -25457.996693 Iteration 20F: 3 clusters Score -25458 nChanged 8 ComputeScore: Raw -25749.973531 + Penalty 282.952771 = -25467.020761 Iteration 21Q: 3 clusters Score -25467.02 nChanged 5 ComputeScore: Raw -25753.892776 + Penalty 282.952771 = -25470.940006 Iteration 22Q: 3 clusters Score -25470.94 nChanged 3 ComputeScore: Raw -25755.038339 + Penalty 282.952771 = -25472.085568 Iteration 23Q: 3 clusters Score -25472.09 nChanged 2 ComputeScore: Raw -25756.986708 + Penalty 282.952771 = -25474.033938 Iteration 24Q: 3 clusters Score -25474.03 nChanged 2 ComputeScore: Raw -25757.407326 + Penalty 282.952771 = -25474.454555 Iteration 25Q: 3 clusters Score -25474.45 nChanged 0 ComputeScore: Raw -25757.407326 + Penalty 282.952771 = -25474.454555 Iteration 26F: 3 clusters Score -25474.45 nChanged 0 Trying to split cluster 6 (5117 points) Assigned 2 initial classes randomly. ComputeScore: Raw -46755.636496 + Penalty 153.725825 = -46601.910671 Iteration 0F: 2 clusters Score -46601.91 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -43550.352453 + Penalty 307.451650 = -43242.900803 Iteration 0F: 3 clusters Score -43242.9 nChanged 2415 ComputeScore: Raw -45461.868986 + Penalty 307.451650 = -45154.417336 Iteration 1F: 3 clusters Score -45154.42 nChanged 408 ComputeScore: Raw -45787.481503 + Penalty 307.451650 = -45480.029854 Iteration 2F: 3 clusters Score -45480.03 nChanged 351 ComputeScore: Raw -46130.809869 + Penalty 307.451650 = -45823.358219 Iteration 3F: 3 clusters Score -45823.36 nChanged 281 ComputeScore: Raw -46413.254407 + Penalty 307.451650 = -46105.802757 Iteration 4F: 3 clusters Score -46105.8 nChanged 191 ComputeScore: Raw -46605.141930 + Penalty 307.451650 = -46297.690280 Iteration 5Q: 3 clusters Score -46297.69 nChanged 107 ComputeScore: Raw -46717.458438 + Penalty 307.451650 = -46410.006789 Iteration 6Q: 3 clusters Score -46410.01 nChanged 42 ComputeScore: Raw -46755.601689 + Penalty 307.451650 = -46448.150039 Iteration 7Q: 3 clusters Score -46448.15 nChanged 14 ComputeScore: Raw -46776.045441 + Penalty 307.451650 = -46468.593791 Iteration 8Q: 3 clusters Score -46468.59 nChanged 7 ComputeScore: Raw -46788.308526 + Penalty 307.451650 = -46480.856876 Iteration 9Q: 3 clusters Score -46480.86 nChanged 2 ComputeScore: Raw -46790.277858 + Penalty 307.451650 = -46482.826208 Iteration 10Q: 3 clusters Score -46482.83 nChanged 2 ComputeScore: Raw -46790.861054 + Penalty 307.451650 = -46483.409404 Iteration 11Q: 3 clusters Score -46483.41 nChanged 1 ComputeScore: Raw -46791.624432 + Penalty 307.451650 = -46484.172782 Iteration 12Q: 3 clusters Score -46484.17 nChanged 2 ComputeScore: Raw -46792.948506 + Penalty 307.451650 = -46485.496856 Iteration 13Q: 3 clusters Score -46485.5 nChanged 0 ComputeScore: Raw -46792.948506 + Penalty 307.451650 = -46485.496856 Iteration 14F: 3 clusters Score -46485.5 nChanged 0 Trying to split cluster 7 (15263 points) Assigned 2 initial classes randomly. ComputeScore: Raw -125114.555972 + Penalty 173.397364 = -124941.158609 Iteration 0F: 2 clusters Score -124941.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -115159.646898 + Penalty 346.794728 = -114812.852171 Iteration 0F: 3 clusters Score -114812.9 nChanged 7292 ComputeScore: Raw -120175.615946 + Penalty 346.794728 = -119828.821218 Iteration 1F: 3 clusters Score -119828.8 nChanged 1205 ComputeScore: Raw -120931.960459 + Penalty 346.794728 = -120585.165731 Iteration 2F: 3 clusters Score -120585.2 nChanged 1129 ComputeScore: Raw -121771.122835 + Penalty 346.794728 = -121424.328107 Iteration 3F: 3 clusters Score -121424.3 nChanged 972 ComputeScore: Raw -122662.024130 + Penalty 346.794728 = -122315.229403 Iteration 4F: 3 clusters Score -122315.2 nChanged 806 ComputeScore: Raw -123524.507169 + Penalty 346.794728 = -123177.712441 Iteration 5F: 3 clusters Score -123177.7 nChanged 586 ComputeScore: Raw -124124.864222 + Penalty 346.794728 = -123778.069495 Iteration 6Q: 3 clusters Score -123778.1 nChanged 330 ComputeScore: Raw -124419.693802 + Penalty 346.794728 = -124072.899075 Iteration 7Q: 3 clusters Score -124072.9 nChanged 229 ComputeScore: Raw -124595.772139 + Penalty 346.794728 = -124248.977411 Iteration 8Q: 3 clusters Score -124249 nChanged 183 ComputeScore: Raw -124714.234278 + Penalty 346.794728 = -124367.439551 Iteration 9Q: 3 clusters Score -124367.4 nChanged 146 ComputeScore: Raw -124806.079503 + Penalty 346.794728 = -124459.284776 Iteration 10Q: 3 clusters Score -124459.3 nChanged 126 ComputeScore: Raw -124891.968577 + Penalty 346.794728 = -124545.173850 Iteration 11Q: 3 clusters Score -124545.2 nChanged 107 ComputeScore: Raw -124965.093917 + Penalty 346.794728 = -124618.299190 Iteration 12Q: 3 clusters Score -124618.3 nChanged 95 ComputeScore: Raw -125029.006295 + Penalty 346.794728 = -124682.211567 Iteration 13Q: 3 clusters Score -124682.2 nChanged 59 ComputeScore: Raw -125061.555812 + Penalty 346.794728 = -124714.761084 Iteration 14Q: 3 clusters Score -124714.8 nChanged 34 ComputeScore: Raw -125081.361928 + Penalty 346.794728 = -124734.567200 Iteration 15Q: 3 clusters Score -124734.6 nChanged 25 ComputeScore: Raw -125097.768205 + Penalty 346.794728 = -124750.973478 Iteration 16Q: 3 clusters Score -124751 nChanged 23 ComputeScore: Raw -125111.605613 + Penalty 346.794728 = -124764.810886 Iteration 17Q: 3 clusters Score -124764.8 nChanged 18 ComputeScore: Raw -125122.847186 + Penalty 346.794728 = -124776.052459 Iteration 18Q: 3 clusters Score -124776.1 nChanged 14 ComputeScore: Raw -125129.645420 + Penalty 346.794728 = -124782.850692 Iteration 19Q: 3 clusters Score -124782.9 nChanged 6 ComputeScore: Raw -125131.912885 + Penalty 346.794728 = -124785.118158 Iteration 20F: 3 clusters Score -124785.1 nChanged 5 ComputeScore: Raw -125133.695776 + Penalty 346.794728 = -124786.901048 Iteration 21Q: 3 clusters Score -124786.9 nChanged 4 ComputeScore: Raw -125137.181013 + Penalty 346.794728 = -124790.386286 Iteration 22Q: 3 clusters Score -124790.4 nChanged 5 ComputeScore: Raw -125141.454520 + Penalty 346.794728 = -124794.659792 Iteration 23Q: 3 clusters Score -124794.7 nChanged 5 ComputeScore: Raw -125145.414401 + Penalty 346.794728 = -124798.619674 Iteration 24Q: 3 clusters Score -124798.6 nChanged 7 ComputeScore: Raw -125148.352691 + Penalty 346.794728 = -124801.557964 Iteration 25Q: 3 clusters Score -124801.6 nChanged 1 ComputeScore: Raw -125148.632230 + Penalty 346.794728 = -124801.837503 Iteration 26Q: 3 clusters Score -124801.8 nChanged 2 ComputeScore: Raw -125150.257578 + Penalty 346.794728 = -124803.462850 Iteration 27Q: 3 clusters Score -124803.5 nChanged 3 ComputeScore: Raw -125151.152580 + Penalty 346.794728 = -124804.357853 Iteration 28Q: 3 clusters Score -124804.4 nChanged 1 ComputeScore: Raw -125151.728699 + Penalty 346.794728 = -124804.933972 Iteration 29Q: 3 clusters Score -124804.9 nChanged 1 ComputeScore: Raw -125152.255499 + Penalty 346.794728 = -124805.460771 Iteration 30Q: 3 clusters Score -124805.5 nChanged 1 ComputeScore: Raw -125152.625360 + Penalty 346.794728 = -124805.830633 Iteration 31Q: 3 clusters Score -124805.8 nChanged 1 ComputeScore: Raw -125152.873795 + Penalty 346.794728 = -124806.079067 Iteration 32Q: 3 clusters Score -124806.1 nChanged 1 ComputeScore: Raw -125153.032814 + Penalty 346.794728 = -124806.238087 Iteration 33Q: 3 clusters Score -124806.2 nChanged 0 ComputeScore: Raw -125153.032814 + Penalty 346.794728 = -124806.238087 Iteration 34F: 3 clusters Score -124806.2 nChanged 0 Trying to split cluster 8 (2761 points) Assigned 2 initial classes randomly. ComputeScore: Raw -29171.534540 + Penalty 142.620268 = -29028.914272 Iteration 0F: 2 clusters Score -29028.91 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27506.767722 + Penalty 285.240536 = -27221.527186 Iteration 0F: 3 clusters Score -27221.53 nChanged 1252 ComputeScore: Raw -28228.403427 + Penalty 285.240536 = -27943.162891 Iteration 1F: 3 clusters Score -27943.16 nChanged 163 ComputeScore: Raw -28329.505462 + Penalty 285.240536 = -28044.264926 Iteration 2F: 3 clusters Score -28044.26 nChanged 173 ComputeScore: Raw -28489.761963 + Penalty 285.240536 = -28204.521427 Iteration 3F: 3 clusters Score -28204.52 nChanged 136 ComputeScore: Raw -28681.855320 + Penalty 285.240536 = -28396.614784 Iteration 4Q: 3 clusters Score -28396.61 nChanged 118 ComputeScore: Raw -28792.580649 + Penalty 285.240536 = -28507.340113 Iteration 5Q: 3 clusters Score -28507.34 nChanged 91 ComputeScore: Raw -28859.749580 + Penalty 285.240536 = -28574.509045 Iteration 6Q: 3 clusters Score -28574.51 nChanged 88 ComputeScore: Raw -28917.507814 + Penalty 285.240536 = -28632.267278 Iteration 7Q: 3 clusters Score -28632.27 nChanged 57 ComputeScore: Raw -28943.282169 + Penalty 285.240536 = -28658.041634 Iteration 8Q: 3 clusters Score -28658.04 nChanged 40 ComputeScore: Raw -28962.358774 + Penalty 285.240536 = -28677.118239 Iteration 9Q: 3 clusters Score -28677.12 nChanged 36 ComputeScore: Raw -28976.555896 + Penalty 285.240536 = -28691.315361 Iteration 10Q: 3 clusters Score -28691.32 nChanged 36 ComputeScore: Raw -28988.901292 + Penalty 285.240536 = -28703.660756 Iteration 11Q: 3 clusters Score -28703.66 nChanged 30 ComputeScore: Raw -29000.087985 + Penalty 285.240536 = -28714.847449 Iteration 12Q: 3 clusters Score -28714.85 nChanged 37 ComputeScore: Raw -29016.889234 + Penalty 285.240536 = -28731.648699 Iteration 13Q: 3 clusters Score -28731.65 nChanged 33 ComputeScore: Raw -29028.698326 + Penalty 285.240536 = -28743.457791 Iteration 14Q: 3 clusters Score -28743.46 nChanged 30 ComputeScore: Raw -29042.403452 + Penalty 285.240536 = -28757.162916 Iteration 15Q: 3 clusters Score -28757.16 nChanged 32 ComputeScore: Raw -29055.723525 + Penalty 285.240536 = -28770.482990 Iteration 16Q: 3 clusters Score -28770.48 nChanged 31 ComputeScore: Raw -29067.125740 + Penalty 285.240536 = -28781.885205 Iteration 17Q: 3 clusters Score -28781.89 nChanged 25 ComputeScore: Raw -29075.626945 + Penalty 285.240536 = -28790.386410 Iteration 18Q: 3 clusters Score -28790.39 nChanged 28 ComputeScore: Raw -29090.173297 + Penalty 285.240536 = -28804.932761 Iteration 19Q: 3 clusters Score -28804.93 nChanged 32 ComputeScore: Raw -29107.029243 + Penalty 285.240536 = -28821.788707 Iteration 20F: 3 clusters Score -28821.79 nChanged 28 ComputeScore: Raw -29120.641144 + Penalty 285.240536 = -28835.400608 Iteration 21Q: 3 clusters Score -28835.4 nChanged 34 ComputeScore: Raw -29139.286525 + Penalty 285.240536 = -28854.045989 Iteration 22Q: 3 clusters Score -28854.05 nChanged 23 ComputeScore: Raw -29150.993914 + Penalty 285.240536 = -28865.753378 Iteration 23Q: 3 clusters Score -28865.75 nChanged 26 ComputeScore: Raw -29166.118403 + Penalty 285.240536 = -28880.877867 Iteration 24Q: 3 clusters Score -28880.88 nChanged 15 ComputeScore: Raw -29174.048135 + Penalty 285.240536 = -28888.807599 Iteration 25Q: 3 clusters Score -28888.81 nChanged 16 ComputeScore: Raw -29182.060497 + Penalty 285.240536 = -28896.819961 Iteration 26Q: 3 clusters Score -28896.82 nChanged 9 ComputeScore: Raw -29185.879476 + Penalty 285.240536 = -28900.638940 Iteration 27Q: 3 clusters Score -28900.64 nChanged 2 ComputeScore: Raw -29186.886419 + Penalty 285.240536 = -28901.645883 Iteration 28Q: 3 clusters Score -28901.65 nChanged 1 ComputeScore: Raw -29187.375192 + Penalty 285.240536 = -28902.134656 Iteration 29Q: 3 clusters Score -28902.13 nChanged 1 ComputeScore: Raw -29187.724513 + Penalty 285.240536 = -28902.483977 Iteration 30Q: 3 clusters Score -28902.48 nChanged 3 ComputeScore: Raw -29188.408852 + Penalty 285.240536 = -28903.168317 Iteration 31Q: 3 clusters Score -28903.17 nChanged 0 ComputeScore: Raw -29188.408852 + Penalty 285.240536 = -28903.168317 Iteration 32F: 3 clusters Score -28903.17 nChanged 0 Trying to split cluster 9 (760 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9895.288352 + Penalty 119.399732 = -9775.888620 Iteration 0F: 2 clusters Score -9775.889 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9480.843554 + Penalty 238.799464 = -9242.044090 Iteration 0F: 3 clusters Score -9242.044 nChanged 316 ComputeScore: Raw -9657.370543 + Penalty 238.799464 = -9418.571080 Iteration 1F: 3 clusters Score -9418.571 nChanged 65 ComputeScore: Raw -9704.476841 + Penalty 238.799464 = -9465.677378 Iteration 2F: 3 clusters Score -9465.677 nChanged 53 ComputeScore: Raw -9747.024511 + Penalty 238.799464 = -9508.225048 Iteration 3F: 3 clusters Score -9508.225 nChanged 36 ComputeScore: Raw -9771.689173 + Penalty 238.799464 = -9532.889710 Iteration 4Q: 3 clusters Score -9532.89 nChanged 32 ComputeScore: Raw -9789.148015 + Penalty 238.799464 = -9550.348552 Iteration 5Q: 3 clusters Score -9550.349 nChanged 22 ComputeScore: Raw -9800.058802 + Penalty 238.799464 = -9561.259338 Iteration 6Q: 3 clusters Score -9561.259 nChanged 23 ComputeScore: Raw -9811.934648 + Penalty 238.799464 = -9573.135185 Iteration 7Q: 3 clusters Score -9573.135 nChanged 17 ComputeScore: Raw -9820.041812 + Penalty 238.799464 = -9581.242349 Iteration 8Q: 3 clusters Score -9581.242 nChanged 15 ComputeScore: Raw -9824.987901 + Penalty 238.799464 = -9586.188438 Iteration 9Q: 3 clusters Score -9586.188 nChanged 7 ComputeScore: Raw -9827.649669 + Penalty 238.799464 = -9588.850205 Iteration 10Q: 3 clusters Score -9588.85 nChanged 9 ComputeScore: Raw -9830.065981 + Penalty 238.799464 = -9591.266517 Iteration 11Q: 3 clusters Score -9591.267 nChanged 8 ComputeScore: Raw -9831.927206 + Penalty 238.799464 = -9593.127743 Iteration 12Q: 3 clusters Score -9593.128 nChanged 3 ComputeScore: Raw -9832.504780 + Penalty 238.799464 = -9593.705317 Iteration 13Q: 3 clusters Score -9593.705 nChanged 2 ComputeScore: Raw -9832.927750 + Penalty 238.799464 = -9594.128286 Iteration 14Q: 3 clusters Score -9594.128 nChanged 4 ComputeScore: Raw -9833.802038 + Penalty 238.799464 = -9595.002575 Iteration 15Q: 3 clusters Score -9595.003 nChanged 4 ComputeScore: Raw -9835.075891 + Penalty 238.799464 = -9596.276427 Iteration 16Q: 3 clusters Score -9596.276 nChanged 5 ComputeScore: Raw -9836.604853 + Penalty 238.799464 = -9597.805389 Iteration 17Q: 3 clusters Score -9597.805 nChanged 5 ComputeScore: Raw -9838.369836 + Penalty 238.799464 = -9599.570372 Iteration 18Q: 3 clusters Score -9599.57 nChanged 9 ComputeScore: Raw -9844.114443 + Penalty 238.799464 = -9605.314980 Iteration 19Q: 3 clusters Score -9605.315 nChanged 9 ComputeScore: Raw -9848.502576 + Penalty 238.799464 = -9609.703112 Iteration 20F: 3 clusters Score -9609.703 nChanged 17 ComputeScore: Raw -9854.717138 + Penalty 238.799464 = -9615.917675 Iteration 21Q: 3 clusters Score -9615.918 nChanged 11 ComputeScore: Raw -9859.136799 + Penalty 238.799464 = -9620.337335 Iteration 22Q: 3 clusters Score -9620.337 nChanged 12 ComputeScore: Raw -9864.377717 + Penalty 238.799464 = -9625.578253 Iteration 23Q: 3 clusters Score -9625.578 nChanged 11 ComputeScore: Raw -9868.856588 + Penalty 238.799464 = -9630.057124 Iteration 24Q: 3 clusters Score -9630.057 nChanged 14 ComputeScore: Raw -9876.257327 + Penalty 238.799464 = -9637.457863 Iteration 25Q: 3 clusters Score -9637.458 nChanged 9 ComputeScore: Raw -9880.975073 + Penalty 238.799464 = -9642.175609 Iteration 26Q: 3 clusters Score -9642.176 nChanged 9 ComputeScore: Raw -9889.509464 + Penalty 238.799464 = -9650.710000 Iteration 27Q: 3 clusters Score -9650.71 nChanged 11 ComputeScore: Raw -9900.898769 + Penalty 238.799464 = -9662.099306 Iteration 28Q: 3 clusters Score -9662.099 nChanged 11 ComputeScore: Raw -9908.281406 + Penalty 238.799464 = -9669.481943 Iteration 29Q: 3 clusters Score -9669.482 nChanged 6 ComputeScore: Raw -9912.723177 + Penalty 238.799464 = -9673.923713 Iteration 30Q: 3 clusters Score -9673.924 nChanged 5 ComputeScore: Raw -9914.751240 + Penalty 238.799464 = -9675.951776 Iteration 31Q: 3 clusters Score -9675.952 nChanged 5 ComputeScore: Raw -9917.395128 + Penalty 238.799464 = -9678.595665 Iteration 32Q: 3 clusters Score -9678.596 nChanged 3 ComputeScore: Raw -9919.424098 + Penalty 238.799464 = -9680.624634 Iteration 33Q: 3 clusters Score -9680.625 nChanged 3 ComputeScore: Raw -9920.208234 + Penalty 238.799464 = -9681.408770 Iteration 34Q: 3 clusters Score -9681.409 nChanged 2 ComputeScore: Raw -9920.811148 + Penalty 238.799464 = -9682.011684 Iteration 35Q: 3 clusters Score -9682.012 nChanged 2 ComputeScore: Raw -9921.504545 + Penalty 238.799464 = -9682.705081 Iteration 36Q: 3 clusters Score -9682.705 nChanged 3 ComputeScore: Raw -9922.306131 + Penalty 238.799464 = -9683.506667 Iteration 37Q: 3 clusters Score -9683.507 nChanged 1 ComputeScore: Raw -9922.709826 + Penalty 238.799464 = -9683.910362 Iteration 38Q: 3 clusters Score -9683.91 nChanged 0 ComputeScore: Raw -9922.709826 + Penalty 238.799464 = -9683.910362 Iteration 39F: 3 clusters Score -9683.91 nChanged 0 Trying to split cluster 10 (1172 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8834.348747 + Penalty 127.196405 = -8707.152342 Iteration 0F: 2 clusters Score -8707.152 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8149.641804 + Penalty 254.392811 = -7895.248993 Iteration 0F: 3 clusters Score -7895.249 nChanged 523 ComputeScore: Raw -8421.337495 + Penalty 254.392811 = -8166.944684 Iteration 1F: 3 clusters Score -8166.945 nChanged 78 ComputeScore: Raw -8449.778265 + Penalty 254.392811 = -8195.385454 Iteration 2F: 3 clusters Score -8195.385 nChanged 53 ComputeScore: Raw -8476.770095 + Penalty 254.392811 = -8222.377285 Iteration 3Q: 3 clusters Score -8222.377 nChanged 56 ComputeScore: Raw -8511.679595 + Penalty 254.392811 = -8257.286784 Iteration 4Q: 3 clusters Score -8257.287 nChanged 54 ComputeScore: Raw -8562.602087 + Penalty 254.392811 = -8308.209276 Iteration 5Q: 3 clusters Score -8308.209 nChanged 69 ComputeScore: Raw -8633.303637 + Penalty 254.392811 = -8378.910826 Iteration 6F: 3 clusters Score -8378.911 nChanged 79 ComputeScore: Raw -8707.559494 + Penalty 254.392811 = -8453.166683 Iteration 7F: 3 clusters Score -8453.167 nChanged 83 ComputeScore: Raw -8776.799036 + Penalty 254.392811 = -8522.406225 Iteration 8F: 3 clusters Score -8522.406 nChanged 79 ComputeScore: Raw -8853.573712 + Penalty 254.392811 = -8599.180901 Iteration 9F: 3 clusters Score -8599.181 nChanged 69 ComputeScore: Raw -8913.258108 + Penalty 254.392811 = -8658.865298 Iteration 10F: 3 clusters Score -8658.865 nChanged 39 ComputeScore: Raw -8949.713337 + Penalty 254.392811 = -8695.320526 Iteration 11Q: 3 clusters Score -8695.321 nChanged 26 ComputeScore: Raw -8966.196757 + Penalty 254.392811 = -8711.803946 Iteration 12Q: 3 clusters Score -8711.804 nChanged 14 ComputeScore: Raw -8973.734043 + Penalty 254.392811 = -8719.341232 Iteration 13Q: 3 clusters Score -8719.341 nChanged 10 ComputeScore: Raw -8977.172076 + Penalty 254.392811 = -8722.779265 Iteration 14Q: 3 clusters Score -8722.779 nChanged 7 ComputeScore: Raw -8980.555221 + Penalty 254.392811 = -8726.162411 Iteration 15Q: 3 clusters Score -8726.162 nChanged 4 ComputeScore: Raw -8981.201158 + Penalty 254.392811 = -8726.808347 Iteration 16Q: 3 clusters Score -8726.808 nChanged 4 ComputeScore: Raw -8981.626845 + Penalty 254.392811 = -8727.234034 Iteration 17Q: 3 clusters Score -8727.234 nChanged 1 ComputeScore: Raw -8981.714030 + Penalty 254.392811 = -8727.321219 Iteration 18Q: 3 clusters Score -8727.321 nChanged 0 ComputeScore: Raw -8981.714030 + Penalty 254.392811 = -8727.321219 Iteration 19F: 3 clusters Score -8727.321 nChanged 0 ComputeScore: Raw -544379.888376 + Penalty 8757.290007 = -535622.598369Splitting cluster 10 changes total score from -535678.538667 to -535622.598369 So it's not getting split. Trying to split cluster 11 (3509 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32961.373022 + Penalty 146.935555 = -32814.437467 Iteration 0F: 2 clusters Score -32814.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30818.967212 + Penalty 293.871110 = -30525.096102 Iteration 0F: 3 clusters Score -30525.1 nChanged 1621 ComputeScore: Raw -31692.797747 + Penalty 293.871110 = -31398.926637 Iteration 1F: 3 clusters Score -31398.93 nChanged 190 ComputeScore: Raw -31767.317216 + Penalty 293.871110 = -31473.446106 Iteration 2F: 3 clusters Score -31473.45 nChanged 203 ComputeScore: Raw -31859.203843 + Penalty 293.871110 = -31565.332733 Iteration 3F: 3 clusters Score -31565.33 nChanged 218 ComputeScore: Raw -31989.005708 + Penalty 293.871110 = -31695.134599 Iteration 4F: 3 clusters Score -31695.13 nChanged 263 ComputeScore: Raw -32174.742809 + Penalty 293.871110 = -31880.871699 Iteration 5F: 3 clusters Score -31880.87 nChanged 265 ComputeScore: Raw -32395.662569 + Penalty 293.871110 = -32101.791460 Iteration 6F: 3 clusters Score -32101.79 nChanged 222 ComputeScore: Raw -32606.491242 + Penalty 293.871110 = -32312.620133 Iteration 7F: 3 clusters Score -32312.62 nChanged 170 ComputeScore: Raw -32777.501270 + Penalty 293.871110 = -32483.630161 Iteration 8Q: 3 clusters Score -32483.63 nChanged 108 ComputeScore: Raw -32886.850424 + Penalty 293.871110 = -32592.979314 Iteration 9Q: 3 clusters Score -32592.98 nChanged 47 ComputeScore: Raw -32936.819278 + Penalty 293.871110 = -32642.948169 Iteration 10Q: 3 clusters Score -32642.95 nChanged 20 ComputeScore: Raw -32961.078234 + Penalty 293.871110 = -32667.207124 Iteration 11Q: 3 clusters Score -32667.21 nChanged 11 ComputeScore: Raw -32975.962539 + Penalty 293.871110 = -32682.091429 Iteration 12Q: 3 clusters Score -32682.09 nChanged 6 ComputeScore: Raw -32983.655206 + Penalty 293.871110 = -32689.784096 Iteration 13Q: 3 clusters Score -32689.78 nChanged 2 ComputeScore: Raw -32986.828592 + Penalty 293.871110 = -32692.957483 Iteration 14Q: 3 clusters Score -32692.96 nChanged 2 ComputeScore: Raw -32989.864701 + Penalty 293.871110 = -32695.993592 Iteration 15Q: 3 clusters Score -32695.99 nChanged 2 ComputeScore: Raw -32991.899231 + Penalty 293.871110 = -32698.028121 Iteration 16Q: 3 clusters Score -32698.03 nChanged 0 ComputeScore: Raw -32991.899231 + Penalty 293.871110 = -32698.028121 Iteration 17F: 3 clusters Score -32698.03 nChanged 0 Trying to split cluster 12 (5321 points) Assigned 2 initial classes randomly. ComputeScore: Raw -50926.072012 + Penalty 154.429498 = -50771.642515 Iteration 0F: 2 clusters Score -50771.64 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -47497.016425 + Penalty 308.858995 = -47188.157430 Iteration 0F: 3 clusters Score -47188.16 nChanged 2482 ComputeScore: Raw -48936.872738 + Penalty 308.858995 = -48628.013743 Iteration 1F: 3 clusters Score -48628.01 nChanged 352 ComputeScore: Raw -49132.016495 + Penalty 308.858995 = -48823.157500 Iteration 2F: 3 clusters Score -48823.16 nChanged 429 ComputeScore: Raw -49454.536055 + Penalty 308.858995 = -49145.677059 Iteration 3F: 3 clusters Score -49145.68 nChanged 465 ComputeScore: Raw -49861.461430 + Penalty 308.858995 = -49552.602435 Iteration 4F: 3 clusters Score -49552.6 nChanged 376 ComputeScore: Raw -50208.353682 + Penalty 308.858995 = -49899.494687 Iteration 5F: 3 clusters Score -49899.49 nChanged 273 ComputeScore: Raw -50493.158687 + Penalty 308.858995 = -50184.299692 Iteration 6F: 3 clusters Score -50184.3 nChanged 182 ComputeScore: Raw -50666.341416 + Penalty 308.858995 = -50357.482421 Iteration 7Q: 3 clusters Score -50357.48 nChanged 115 ComputeScore: Raw -50753.682529 + Penalty 308.858995 = -50444.823533 Iteration 8Q: 3 clusters Score -50444.82 nChanged 84 ComputeScore: Raw -50817.797437 + Penalty 308.858995 = -50508.938442 Iteration 9Q: 3 clusters Score -50508.94 nChanged 58 ComputeScore: Raw -50860.023028 + Penalty 308.858995 = -50551.164033 Iteration 10Q: 3 clusters Score -50551.16 nChanged 41 ComputeScore: Raw -50890.708674 + Penalty 308.858995 = -50581.849679 Iteration 11Q: 3 clusters Score -50581.85 nChanged 25 ComputeScore: Raw -50907.448545 + Penalty 308.858995 = -50598.589549 Iteration 12Q: 3 clusters Score -50598.59 nChanged 16 ComputeScore: Raw -50921.181582 + Penalty 308.858995 = -50612.322586 Iteration 13Q: 3 clusters Score -50612.32 nChanged 11 ComputeScore: Raw -50931.200242 + Penalty 308.858995 = -50622.341246 Iteration 14Q: 3 clusters Score -50622.34 nChanged 7 ComputeScore: Raw -50939.546996 + Penalty 308.858995 = -50630.688001 Iteration 15Q: 3 clusters Score -50630.69 nChanged 1 ComputeScore: Raw -50940.000153 + Penalty 308.858995 = -50631.141158 Iteration 16Q: 3 clusters Score -50631.14 nChanged 2 ComputeScore: Raw -50942.042606 + Penalty 308.858995 = -50633.183611 Iteration 17Q: 3 clusters Score -50633.18 nChanged 0 ComputeScore: Raw -50942.042606 + Penalty 308.858995 = -50633.183611 Iteration 18F: 3 clusters Score -50633.18 nChanged 0 Trying to split cluster 13 (529 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7023.656365 + Penalty 112.877792 = -6910.778573 Iteration 0F: 2 clusters Score -6910.779 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6734.805572 + Penalty 225.755584 = -6509.049988 Iteration 0F: 3 clusters Score -6509.05 nChanged 237 ComputeScore: Raw -6881.530823 + Penalty 225.755584 = -6655.775239 Iteration 1F: 3 clusters Score -6655.775 nChanged 31 ComputeScore: Raw -6894.969213 + Penalty 225.755584 = -6669.213630 Iteration 2F: 3 clusters Score -6669.214 nChanged 22 ComputeScore: Raw -6908.912986 + Penalty 225.755584 = -6683.157402 Iteration 3Q: 3 clusters Score -6683.157 nChanged 20 ComputeScore: Raw -6924.770034 + Penalty 225.755584 = -6699.014450 Iteration 4Q: 3 clusters Score -6699.014 nChanged 17 ComputeScore: Raw -6936.329093 + Penalty 225.755584 = -6710.573510 Iteration 5Q: 3 clusters Score -6710.574 nChanged 14 ComputeScore: Raw -6943.634163 + Penalty 225.755584 = -6717.878579 Iteration 6Q: 3 clusters Score -6717.879 nChanged 10 ComputeScore: Raw -6948.513027 + Penalty 225.755584 = -6722.757444 Iteration 7Q: 3 clusters Score -6722.757 nChanged 11 ComputeScore: Raw -6956.408074 + Penalty 225.755584 = -6730.652491 Iteration 8Q: 3 clusters Score -6730.652 nChanged 13 ComputeScore: Raw -6968.901710 + Penalty 225.755584 = -6743.146126 Iteration 9Q: 3 clusters Score -6743.146 nChanged 13 ComputeScore: Raw -6975.959700 + Penalty 225.755584 = -6750.204117 Iteration 10Q: 3 clusters Score -6750.204 nChanged 9 ComputeScore: Raw -6980.908097 + Penalty 225.755584 = -6755.152514 Iteration 11Q: 3 clusters Score -6755.153 nChanged 10 ComputeScore: Raw -6987.377806 + Penalty 225.755584 = -6761.622223 Iteration 12Q: 3 clusters Score -6761.622 nChanged 9 ComputeScore: Raw -6991.868532 + Penalty 225.755584 = -6766.112948 Iteration 13Q: 3 clusters Score -6766.113 nChanged 5 ComputeScore: Raw -6993.201732 + Penalty 225.755584 = -6767.446149 Iteration 14Q: 3 clusters Score -6767.446 nChanged 2 ComputeScore: Raw -6993.467447 + Penalty 225.755584 = -6767.711864 Iteration 15Q: 3 clusters Score -6767.712 nChanged 0 ComputeScore: Raw -6993.467447 + Penalty 225.755584 = -6767.711864 Iteration 16F: 3 clusters Score -6767.712 nChanged 0 Trying to split cluster 14 (217 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1733.386818 + Penalty 96.838152 = -1636.548665 Iteration 0F: 2 clusters Score -1636.549 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1637.419761 + Penalty 193.676305 = -1443.743457 Iteration 0F: 3 clusters Score -1443.743 nChanged 78 ComputeScore: Raw -1696.685295 + Penalty 193.676305 = -1503.008990 Iteration 1F: 3 clusters Score -1503.009 nChanged 20 ComputeScore: Raw -1718.156809 + Penalty 193.676305 = -1524.480504 Iteration 2F: 3 clusters Score -1524.481 nChanged 15 ComputeScore: Raw -1727.420332 + Penalty 193.676305 = -1533.744027 Iteration 3F: 3 clusters Score -1533.744 nChanged 8 ComputeScore: Raw -1731.085765 + Penalty 193.676305 = -1537.409461 Iteration 4Q: 3 clusters Score -1537.409 nChanged 5 ComputeScore: Raw -1733.417896 + Penalty 193.676305 = -1539.741592 Iteration 5Q: 3 clusters Score -1539.742 nChanged 3 ComputeScore: Raw -1734.965942 + Penalty 193.676305 = -1541.289637 Iteration 6Q: 3 clusters Score -1541.29 nChanged 3 ComputeScore: Raw -1737.290634 + Penalty 193.676305 = -1543.614329 Iteration 7Q: 3 clusters Score -1543.614 nChanged 10 ComputeScore: Raw -1750.343080 + Penalty 193.676305 = -1556.666775 Iteration 8Q: 3 clusters Score -1556.667 nChanged 12 ComputeScore: Raw -1768.473419 + Penalty 193.676305 = -1574.797114 Iteration 9F: 3 clusters Score -1574.797 nChanged 8 ComputeScore: Raw -1775.713921 + Penalty 193.676305 = -1582.037616 Iteration 10Q: 3 clusters Score -1582.038 nChanged 3 ComputeScore: Raw -1777.724013 + Penalty 193.676305 = -1584.047708 Iteration 11Q: 3 clusters Score -1584.048 nChanged 2 ComputeScore: Raw -1778.566685 + Penalty 193.676305 = -1584.890381 Iteration 12Q: 3 clusters Score -1584.89 nChanged 1 ComputeScore: Raw -1778.879380 + Penalty 193.676305 = -1585.203075 Iteration 13Q: 3 clusters Score -1585.203 nChanged 1 ComputeScore: Raw -1781.059332 + Penalty 193.676305 = -1587.383028 Iteration 14Q: 3 clusters Score -1587.383 nChanged 2 ComputeScore: Raw -1782.331967 + Penalty 193.676305 = -1588.655662 Iteration 15Q: 3 clusters Score -1588.656 nChanged 0 ComputeScore: Raw -1782.331967 + Penalty 193.676305 = -1588.655662 Iteration 16F: 3 clusters Score -1588.656 nChanged 0 Trying to split cluster 15 (294 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4093.979780 + Penalty 102.304436 = -3991.675345 Iteration 0F: 2 clusters Score -3991.675 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3943.550048 + Penalty 204.608872 = -3738.941177 Iteration 0F: 3 clusters Score -3738.941 nChanged 113 ComputeScore: Raw -4009.615344 + Penalty 204.608872 = -3805.006472 Iteration 1F: 3 clusters Score -3805.006 nChanged 32 ComputeScore: Raw -4037.649941 + Penalty 204.608872 = -3833.041070 Iteration 2F: 3 clusters Score -3833.041 nChanged 21 ComputeScore: Raw -4052.808313 + Penalty 204.608872 = -3848.199442 Iteration 3F: 3 clusters Score -3848.199 nChanged 15 ComputeScore: Raw -4065.132696 + Penalty 204.608872 = -3860.523824 Iteration 4F: 3 clusters Score -3860.524 nChanged 8 ComputeScore: Raw -4071.204758 + Penalty 204.608872 = -3866.595886 Iteration 5Q: 3 clusters Score -3866.596 nChanged 7 ComputeScore: Raw -4080.876762 + Penalty 204.608872 = -3876.267890 Iteration 6Q: 3 clusters Score -3876.268 nChanged 2 ComputeScore: Raw -4083.147259 + Penalty 204.608872 = -3878.538387 Iteration 7Q: 3 clusters Score -3878.538 nChanged 1 ComputeScore: Raw -4083.648543 + Penalty 204.608872 = -3879.039671 Iteration 8Q: 3 clusters Score -3879.04 nChanged 1 ComputeScore: Raw -4083.955840 + Penalty 204.608872 = -3879.346969 Iteration 9Q: 3 clusters Score -3879.347 nChanged 0 ComputeScore: Raw -4083.955840 + Penalty 204.608872 = -3879.346969 Iteration 10F: 3 clusters Score -3879.347 nChanged 0 Trying to split cluster 16 (810 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10362.829890 + Penalty 120.546616 = -10242.283273 Iteration 0F: 2 clusters Score -10242.28 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9914.156591 + Penalty 241.093233 = -9673.063358 Iteration 0F: 3 clusters Score -9673.063 nChanged 362 ComputeScore: Raw -10101.362494 + Penalty 241.093233 = -9860.269261 Iteration 1F: 3 clusters Score -9860.269 nChanged 76 ComputeScore: Raw -10143.788481 + Penalty 241.093233 = -9902.695248 Iteration 2F: 3 clusters Score -9902.695 nChanged 42 ComputeScore: Raw -10159.982677 + Penalty 241.093233 = -9918.889444 Iteration 3F: 3 clusters Score -9918.889 nChanged 28 ComputeScore: Raw -10173.623247 + Penalty 241.093233 = -9932.530014 Iteration 4Q: 3 clusters Score -9932.53 nChanged 21 ComputeScore: Raw -10186.887982 + Penalty 241.093233 = -9945.794749 Iteration 5Q: 3 clusters Score -9945.795 nChanged 24 ComputeScore: Raw -10203.646883 + Penalty 241.093233 = -9962.553651 Iteration 6Q: 3 clusters Score -9962.554 nChanged 32 ComputeScore: Raw -10230.603432 + Penalty 241.093233 = -9989.510200 Iteration 7Q: 3 clusters Score -9989.51 nChanged 29 ComputeScore: Raw -10271.727338 + Penalty 241.093233 = -10030.634105 Iteration 8Q: 3 clusters Score -10030.63 nChanged 37 ComputeScore: Raw -10325.283745 + Penalty 241.093233 = -10084.190512 Iteration 9Q: 3 clusters Score -10084.19 nChanged 35 ComputeScore: Raw -10348.999117 + Penalty 241.093233 = -10107.905884 Iteration 10Q: 3 clusters Score -10107.91 nChanged 16 ComputeScore: Raw -10356.115975 + Penalty 241.093233 = -10115.022742 Iteration 11Q: 3 clusters Score -10115.02 nChanged 12 ComputeScore: Raw -10361.244142 + Penalty 241.093233 = -10120.150909 Iteration 12Q: 3 clusters Score -10120.15 nChanged 10 ComputeScore: Raw -10366.026890 + Penalty 241.093233 = -10124.933657 Iteration 13Q: 3 clusters Score -10124.93 nChanged 6 ComputeScore: Raw -10367.546837 + Penalty 241.093233 = -10126.453604 Iteration 14Q: 3 clusters Score -10126.45 nChanged 9 ComputeScore: Raw -10369.895420 + Penalty 241.093233 = -10128.802187 Iteration 15Q: 3 clusters Score -10128.8 nChanged 10 ComputeScore: Raw -10374.142491 + Penalty 241.093233 = -10133.049258 Iteration 16Q: 3 clusters Score -10133.05 nChanged 8 ComputeScore: Raw -10378.765184 + Penalty 241.093233 = -10137.671951 Iteration 17Q: 3 clusters Score -10137.67 nChanged 13 ComputeScore: Raw -10386.423157 + Penalty 241.093233 = -10145.329924 Iteration 18Q: 3 clusters Score -10145.33 nChanged 11 ComputeScore: Raw -10392.682886 + Penalty 241.093233 = -10151.589653 Iteration 19Q: 3 clusters Score -10151.59 nChanged 9 ComputeScore: Raw -10397.441752 + Penalty 241.093233 = -10156.348519 Iteration 20F: 3 clusters Score -10156.35 nChanged 11 ComputeScore: Raw -10403.912505 + Penalty 241.093233 = -10162.819272 Iteration 21Q: 3 clusters Score -10162.82 nChanged 12 ComputeScore: Raw -10411.220261 + Penalty 241.093233 = -10170.127028 Iteration 22Q: 3 clusters Score -10170.13 nChanged 12 ComputeScore: Raw -10418.486751 + Penalty 241.093233 = -10177.393518 Iteration 23Q: 3 clusters Score -10177.39 nChanged 10 ComputeScore: Raw -10424.951628 + Penalty 241.093233 = -10183.858395 Iteration 24Q: 3 clusters Score -10183.86 nChanged 13 ComputeScore: Raw -10438.855325 + Penalty 241.093233 = -10197.762092 Iteration 25Q: 3 clusters Score -10197.76 nChanged 14 ComputeScore: Raw -10452.946173 + Penalty 241.093233 = -10211.852940 Iteration 26Q: 3 clusters Score -10211.85 nChanged 8 ComputeScore: Raw -10458.216307 + Penalty 241.093233 = -10217.123074 Iteration 27Q: 3 clusters Score -10217.12 nChanged 6 ComputeScore: Raw -10461.796301 + Penalty 241.093233 = -10220.703068 Iteration 28Q: 3 clusters Score -10220.7 nChanged 4 ComputeScore: Raw -10463.899354 + Penalty 241.093233 = -10222.806121 Iteration 29Q: 3 clusters Score -10222.81 nChanged 3 ComputeScore: Raw -10465.905788 + Penalty 241.093233 = -10224.812555 Iteration 30Q: 3 clusters Score -10224.81 nChanged 2 ComputeScore: Raw -10466.507161 + Penalty 241.093233 = -10225.413928 Iteration 31Q: 3 clusters Score -10225.41 nChanged 1 ComputeScore: Raw -10466.563352 + Penalty 241.093233 = -10225.470119 Iteration 32Q: 3 clusters Score -10225.47 nChanged 0 ComputeScore: Raw -10466.563352 + Penalty 241.093233 = -10225.470119 Iteration 33F: 3 clusters Score -10225.47 nChanged 0 Trying to split cluster 17 (600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7166.810716 + Penalty 115.144734 = -7051.665982 Iteration 0F: 2 clusters Score -7051.666 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6842.273314 + Penalty 230.289468 = -6611.983847 Iteration 0F: 3 clusters Score -6611.984 nChanged 250 ComputeScore: Raw -7039.130617 + Penalty 230.289468 = -6808.841149 Iteration 1F: 3 clusters Score -6808.841 nChanged 57 ComputeScore: Raw -7091.005058 + Penalty 230.289468 = -6860.715590 Iteration 2F: 3 clusters Score -6860.716 nChanged 30 ComputeScore: Raw -7113.283002 + Penalty 230.289468 = -6882.993535 Iteration 3Q: 3 clusters Score -6882.994 nChanged 18 ComputeScore: Raw -7119.904395 + Penalty 230.289468 = -6889.614927 Iteration 4Q: 3 clusters Score -6889.615 nChanged 11 ComputeScore: Raw -7124.495788 + Penalty 230.289468 = -6894.206320 Iteration 5Q: 3 clusters Score -6894.206 nChanged 7 ComputeScore: Raw -7128.274008 + Penalty 230.289468 = -6897.984540 Iteration 6Q: 3 clusters Score -6897.985 nChanged 5 ComputeScore: Raw -7129.780902 + Penalty 230.289468 = -6899.491434 Iteration 7Q: 3 clusters Score -6899.491 nChanged 3 ComputeScore: Raw -7131.163667 + Penalty 230.289468 = -6900.874200 Iteration 8Q: 3 clusters Score -6900.874 nChanged 5 ComputeScore: Raw -7134.746890 + Penalty 230.289468 = -6904.457422 Iteration 9Q: 3 clusters Score -6904.457 nChanged 5 ComputeScore: Raw -7138.606496 + Penalty 230.289468 = -6908.317029 Iteration 10Q: 3 clusters Score -6908.317 nChanged 6 ComputeScore: Raw -7142.069395 + Penalty 230.289468 = -6911.779927 Iteration 11Q: 3 clusters Score -6911.78 nChanged 6 ComputeScore: Raw -7146.179037 + Penalty 230.289468 = -6915.889570 Iteration 12Q: 3 clusters Score -6915.89 nChanged 3 ComputeScore: Raw -7148.285846 + Penalty 230.289468 = -6917.996378 Iteration 13Q: 3 clusters Score -6917.996 nChanged 3 ComputeScore: Raw -7148.742491 + Penalty 230.289468 = -6918.453024 Iteration 14Q: 3 clusters Score -6918.453 nChanged 1 ComputeScore: Raw -7148.838647 + Penalty 230.289468 = -6918.549179 Iteration 15Q: 3 clusters Score -6918.549 nChanged 1 ComputeScore: Raw -7148.908479 + Penalty 230.289468 = -6918.619011 Iteration 16Q: 3 clusters Score -6918.619 nChanged 1 ComputeScore: Raw -7148.971306 + Penalty 230.289468 = -6918.681838 Iteration 17Q: 3 clusters Score -6918.682 nChanged 0 ComputeScore: Raw -7148.971306 + Penalty 230.289468 = -6918.681838 Iteration 18F: 3 clusters Score -6918.682 nChanged 0 Trying to split cluster 18 (229 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3323.790679 + Penalty 97.806996 = -3225.983683 Iteration 0F: 2 clusters Score -3225.984 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3211.947734 + Penalty 195.613992 = -3016.333742 Iteration 0F: 3 clusters Score -3016.334 nChanged 84 ComputeScore: Raw -3266.949513 + Penalty 195.613992 = -3071.335521 Iteration 1F: 3 clusters Score -3071.336 nChanged 22 ComputeScore: Raw -3287.911126 + Penalty 195.613992 = -3092.297134 Iteration 2F: 3 clusters Score -3092.297 nChanged 11 ComputeScore: Raw -3297.535414 + Penalty 195.613992 = -3101.921422 Iteration 3Q: 3 clusters Score -3101.921 nChanged 5 ComputeScore: Raw -3301.552185 + Penalty 195.613992 = -3105.938193 Iteration 4Q: 3 clusters Score -3105.938 nChanged 3 ComputeScore: Raw -3304.464229 + Penalty 195.613992 = -3108.850237 Iteration 5Q: 3 clusters Score -3108.85 nChanged 4 ComputeScore: Raw -3306.719170 + Penalty 195.613992 = -3111.105177 Iteration 6Q: 3 clusters Score -3111.105 nChanged 1 ComputeScore: Raw -3307.593719 + Penalty 195.613992 = -3111.979727 Iteration 7Q: 3 clusters Score -3111.98 nChanged 3 ComputeScore: Raw -3310.140004 + Penalty 195.613992 = -3114.526012 Iteration 8Q: 3 clusters Score -3114.526 nChanged 1 ComputeScore: Raw -3311.349927 + Penalty 195.613992 = -3115.735935 Iteration 9Q: 3 clusters Score -3115.736 nChanged 1 ComputeScore: Raw -3312.719336 + Penalty 195.613992 = -3117.105344 Iteration 10Q: 3 clusters Score -3117.105 nChanged 3 ComputeScore: Raw -3316.735244 + Penalty 195.613992 = -3121.121252 Iteration 11Q: 3 clusters Score -3121.121 nChanged 1 ComputeScore: Raw -3317.083819 + Penalty 195.613992 = -3121.469827 Iteration 12Q: 3 clusters Score -3121.47 nChanged 3 ComputeScore: Raw -3318.417828 + Penalty 195.613992 = -3122.803836 Iteration 13Q: 3 clusters Score -3122.804 nChanged 1 ComputeScore: Raw -3319.349475 + Penalty 195.613992 = -3123.735483 Iteration 14Q: 3 clusters Score -3123.735 nChanged 2 ComputeScore: Raw -3320.450286 + Penalty 195.613992 = -3124.836294 Iteration 15Q: 3 clusters Score -3124.836 nChanged 0 ComputeScore: Raw -3320.450286 + Penalty 195.613992 = -3124.836294 Iteration 16F: 3 clusters Score -3124.836 nChanged 0 Trying to split cluster 19 (3384 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32531.809934 + Penalty 146.282647 = -32385.527287 Iteration 0F: 2 clusters Score -32385.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30439.183630 + Penalty 292.565294 = -30146.618336 Iteration 0F: 3 clusters Score -30146.62 nChanged 1565 ComputeScore: Raw -31348.549514 + Penalty 292.565294 = -31055.984220 Iteration 1F: 3 clusters Score -31055.98 nChanged 254 ComputeScore: Raw -31505.939164 + Penalty 292.565294 = -31213.373870 Iteration 2F: 3 clusters Score -31213.37 nChanged 298 ComputeScore: Raw -31735.569626 + Penalty 292.565294 = -31443.004332 Iteration 3F: 3 clusters Score -31443 nChanged 297 ComputeScore: Raw -31995.756624 + Penalty 292.565294 = -31703.191330 Iteration 4F: 3 clusters Score -31703.19 nChanged 242 ComputeScore: Raw -32222.472190 + Penalty 292.565294 = -31929.906896 Iteration 5F: 3 clusters Score -31929.91 nChanged 167 ComputeScore: Raw -32379.027751 + Penalty 292.565294 = -32086.462457 Iteration 6Q: 3 clusters Score -32086.46 nChanged 85 ComputeScore: Raw -32459.003852 + Penalty 292.565294 = -32166.438558 Iteration 7Q: 3 clusters Score -32166.44 nChanged 41 ComputeScore: Raw -32498.743861 + Penalty 292.565294 = -32206.178567 Iteration 8Q: 3 clusters Score -32206.18 nChanged 17 ComputeScore: Raw -32523.908285 + Penalty 292.565294 = -32231.342991 Iteration 9Q: 3 clusters Score -32231.34 nChanged 7 ComputeScore: Raw -32542.330783 + Penalty 292.565294 = -32249.765489 Iteration 10Q: 3 clusters Score -32249.77 nChanged 5 ComputeScore: Raw -32546.883509 + Penalty 292.565294 = -32254.318215 Iteration 11Q: 3 clusters Score -32254.32 nChanged 2 ComputeScore: Raw -32548.015666 + Penalty 292.565294 = -32255.450372 Iteration 12Q: 3 clusters Score -32255.45 nChanged 0 ComputeScore: Raw -32548.015666 + Penalty 292.565294 = -32255.450372 Iteration 13F: 3 clusters Score -32255.45 nChanged 0 Trying to split cluster 20 (1956 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22877.258845 + Penalty 136.415823 = -22740.843022 Iteration 0F: 2 clusters Score -22740.84 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21717.900079 + Penalty 272.831647 = -21445.068433 Iteration 0F: 3 clusters Score -21445.07 nChanged 873 ComputeScore: Raw -22255.325181 + Penalty 272.831647 = -21982.493534 Iteration 1F: 3 clusters Score -21982.49 nChanged 147 ComputeScore: Raw -22346.907714 + Penalty 272.831647 = -22074.076068 Iteration 2F: 3 clusters Score -22074.08 nChanged 128 ComputeScore: Raw -22438.371368 + Penalty 272.831647 = -22165.539722 Iteration 3F: 3 clusters Score -22165.54 nChanged 104 ComputeScore: Raw -22511.815000 + Penalty 272.831647 = -22238.983353 Iteration 4F: 3 clusters Score -22238.98 nChanged 82 ComputeScore: Raw -22586.767634 + Penalty 272.831647 = -22313.935987 Iteration 5Q: 3 clusters Score -22313.94 nChanged 87 ComputeScore: Raw -22652.415162 + Penalty 272.831647 = -22379.583515 Iteration 6Q: 3 clusters Score -22379.58 nChanged 58 ComputeScore: Raw -22679.851595 + Penalty 272.831647 = -22407.019948 Iteration 7Q: 3 clusters Score -22407.02 nChanged 45 ComputeScore: Raw -22700.620380 + Penalty 272.831647 = -22427.788733 Iteration 8Q: 3 clusters Score -22427.79 nChanged 37 ComputeScore: Raw -22722.503544 + Penalty 272.831647 = -22449.671897 Iteration 9Q: 3 clusters Score -22449.67 nChanged 43 ComputeScore: Raw -22743.524184 + Penalty 272.831647 = -22470.692537 Iteration 10Q: 3 clusters Score -22470.69 nChanged 39 ComputeScore: Raw -22763.513084 + Penalty 272.831647 = -22490.681437 Iteration 11Q: 3 clusters Score -22490.68 nChanged 39 ComputeScore: Raw -22782.767050 + Penalty 272.831647 = -22509.935404 Iteration 12Q: 3 clusters Score -22509.94 nChanged 29 ComputeScore: Raw -22793.669411 + Penalty 272.831647 = -22520.837764 Iteration 13Q: 3 clusters Score -22520.84 nChanged 23 ComputeScore: Raw -22803.980644 + Penalty 272.831647 = -22531.148997 Iteration 14Q: 3 clusters Score -22531.15 nChanged 19 ComputeScore: Raw -22813.204864 + Penalty 272.831647 = -22540.373217 Iteration 15Q: 3 clusters Score -22540.37 nChanged 17 ComputeScore: Raw -22819.552868 + Penalty 272.831647 = -22546.721222 Iteration 16Q: 3 clusters Score -22546.72 nChanged 15 ComputeScore: Raw -22825.206227 + Penalty 272.831647 = -22552.374580 Iteration 17Q: 3 clusters Score -22552.37 nChanged 16 ComputeScore: Raw -22833.267335 + Penalty 272.831647 = -22560.435688 Iteration 18Q: 3 clusters Score -22560.44 nChanged 20 ComputeScore: Raw -22847.141913 + Penalty 272.831647 = -22574.310266 Iteration 19Q: 3 clusters Score -22574.31 nChanged 22 ComputeScore: Raw -22860.983710 + Penalty 272.831647 = -22588.152063 Iteration 20F: 3 clusters Score -22588.15 nChanged 19 ComputeScore: Raw -22871.845292 + Penalty 272.831647 = -22599.013646 Iteration 21Q: 3 clusters Score -22599.01 nChanged 13 ComputeScore: Raw -22877.681931 + Penalty 272.831647 = -22604.850284 Iteration 22Q: 3 clusters Score -22604.85 nChanged 7 ComputeScore: Raw -22880.285865 + Penalty 272.831647 = -22607.454218 Iteration 23Q: 3 clusters Score -22607.45 nChanged 6 ComputeScore: Raw -22881.915522 + Penalty 272.831647 = -22609.083875 Iteration 24Q: 3 clusters Score -22609.08 nChanged 6 ComputeScore: Raw -22884.132763 + Penalty 272.831647 = -22611.301117 Iteration 25Q: 3 clusters Score -22611.3 nChanged 4 ComputeScore: Raw -22884.967523 + Penalty 272.831647 = -22612.135876 Iteration 26Q: 3 clusters Score -22612.14 nChanged 1 ComputeScore: Raw -22885.095263 + Penalty 272.831647 = -22612.263617 Iteration 27Q: 3 clusters Score -22612.26 nChanged 1 ComputeScore: Raw -22885.114367 + Penalty 272.831647 = -22612.282720 Iteration 28Q: 3 clusters Score -22612.28 nChanged 1 ComputeScore: Raw -22885.139227 + Penalty 272.831647 = -22612.307581 Iteration 29Q: 3 clusters Score -22612.31 nChanged 1 ComputeScore: Raw -22885.385754 + Penalty 272.831647 = -22612.554108 Iteration 30Q: 3 clusters Score -22612.55 nChanged 1 ComputeScore: Raw -22886.817810 + Penalty 272.831647 = -22613.986163 Iteration 31Q: 3 clusters Score -22613.99 nChanged 2 ComputeScore: Raw -22888.920727 + Penalty 272.831647 = -22616.089080 Iteration 32Q: 3 clusters Score -22616.09 nChanged 4 ComputeScore: Raw -22889.733316 + Penalty 272.831647 = -22616.901670 Iteration 33Q: 3 clusters Score -22616.9 nChanged 2 ComputeScore: Raw -22891.388028 + Penalty 272.831647 = -22618.556382 Iteration 34Q: 3 clusters Score -22618.56 nChanged 2 ComputeScore: Raw -22891.618798 + Penalty 272.831647 = -22618.787151 Iteration 35Q: 3 clusters Score -22618.79 nChanged 0 ComputeScore: Raw -22891.618798 + Penalty 272.831647 = -22618.787151 Iteration 36F: 3 clusters Score -22618.79 nChanged 0 Trying to split cluster 21 (11009 points) Assigned 2 initial classes randomly. ComputeScore: Raw -94883.437870 + Penalty 167.516431 = -94715.921438 Iteration 0F: 2 clusters Score -94715.92 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -87769.724275 + Penalty 335.032862 = -87434.691412 Iteration 0F: 3 clusters Score -87434.69 nChanged 5236 ComputeScore: Raw -91995.700613 + Penalty 335.032862 = -91660.667751 Iteration 1F: 3 clusters Score -91660.67 nChanged 1213 ComputeScore: Raw -93173.818861 + Penalty 335.032862 = -92838.785998 Iteration 2F: 3 clusters Score -92838.79 nChanged 889 ComputeScore: Raw -94129.058031 + Penalty 335.032862 = -93794.025169 Iteration 3F: 3 clusters Score -93794.03 nChanged 472 ComputeScore: Raw -94615.677699 + Penalty 335.032862 = -94280.644837 Iteration 4Q: 3 clusters Score -94280.64 nChanged 188 ComputeScore: Raw -94792.155027 + Penalty 335.032862 = -94457.122164 Iteration 5Q: 3 clusters Score -94457.12 nChanged 83 ComputeScore: Raw -94868.628867 + Penalty 335.032862 = -94533.596004 Iteration 6Q: 3 clusters Score -94533.6 nChanged 28 ComputeScore: Raw -94894.592901 + Penalty 335.032862 = -94559.560038 Iteration 7Q: 3 clusters Score -94559.56 nChanged 4 ComputeScore: Raw -94901.372066 + Penalty 335.032862 = -94566.339204 Iteration 8Q: 3 clusters Score -94566.34 nChanged 3 ComputeScore: Raw -94907.228238 + Penalty 335.032862 = -94572.195376 Iteration 9Q: 3 clusters Score -94572.2 nChanged 1 ComputeScore: Raw -94908.810508 + Penalty 335.032862 = -94573.777645 Iteration 10Q: 3 clusters Score -94573.78 nChanged 0 ComputeScore: Raw -94908.810508 + Penalty 335.032862 = -94573.777645 Iteration 11F: 3 clusters Score -94573.78 nChanged 0 Trying to split cluster 22 (209 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2912.812476 + Penalty 96.162017 = -2816.650459 Iteration 0F: 2 clusters Score -2816.65 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2828.642495 + Penalty 192.324033 = -2636.318462 Iteration 0F: 3 clusters Score -2636.318 nChanged 71 ComputeScore: Raw -2869.821330 + Penalty 192.324033 = -2677.497297 Iteration 1F: 3 clusters Score -2677.497 nChanged 11 ComputeScore: Raw -2874.974780 + Penalty 192.324033 = -2682.650747 Iteration 2F: 3 clusters Score -2682.651 nChanged 5 ComputeScore: Raw -2877.716536 + Penalty 192.324033 = -2685.392503 Iteration 3Q: 3 clusters Score -2685.393 nChanged 5 ComputeScore: Raw -2881.062067 + Penalty 192.324033 = -2688.738034 Iteration 4Q: 3 clusters Score -2688.738 nChanged 8 ComputeScore: Raw -2885.945157 + Penalty 192.324033 = -2693.621124 Iteration 5Q: 3 clusters Score -2693.621 nChanged 7 ComputeScore: Raw -2888.611315 + Penalty 192.324033 = -2696.287282 Iteration 6Q: 3 clusters Score -2696.287 nChanged 1 ComputeScore: Raw -2888.707532 + Penalty 192.324033 = -2696.383499 Iteration 7Q: 3 clusters Score -2696.383 nChanged 1 ComputeScore: Raw -2889.018861 + Penalty 192.324033 = -2696.694828 Iteration 8Q: 3 clusters Score -2696.695 nChanged 3 ComputeScore: Raw -2890.715196 + Penalty 192.324033 = -2698.391163 Iteration 9Q: 3 clusters Score -2698.391 nChanged 5 ComputeScore: Raw -2896.031523 + Penalty 192.324033 = -2703.707490 Iteration 10Q: 3 clusters Score -2703.707 nChanged 5 ComputeScore: Raw -2900.753733 + Penalty 192.324033 = -2708.429700 Iteration 11Q: 3 clusters Score -2708.43 nChanged 2 ComputeScore: Raw -2903.821221 + Penalty 192.324033 = -2711.497187 Iteration 12Q: 3 clusters Score -2711.497 nChanged 0 ComputeScore: Raw -2903.821221 + Penalty 192.324033 = -2711.497187 Iteration 13F: 3 clusters Score -2711.497 nChanged 0 Trying to split cluster 23 (453 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5800.418736 + Penalty 110.086058 = -5690.332678 Iteration 0F: 2 clusters Score -5690.333 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5573.189956 + Penalty 220.172117 = -5353.017840 Iteration 0F: 3 clusters Score -5353.018 nChanged 180 ComputeScore: Raw -5689.907020 + Penalty 220.172117 = -5469.734903 Iteration 1F: 3 clusters Score -5469.735 nChanged 32 ComputeScore: Raw -5708.505890 + Penalty 220.172117 = -5488.333773 Iteration 2F: 3 clusters Score -5488.334 nChanged 26 ComputeScore: Raw -5721.298218 + Penalty 220.172117 = -5501.126101 Iteration 3F: 3 clusters Score -5501.126 nChanged 17 ComputeScore: Raw -5731.754787 + Penalty 220.172117 = -5511.582671 Iteration 4Q: 3 clusters Score -5511.583 nChanged 14 ComputeScore: Raw -5741.206779 + Penalty 220.172117 = -5521.034662 Iteration 5Q: 3 clusters Score -5521.035 nChanged 7 ComputeScore: Raw -5749.114210 + Penalty 220.172117 = -5528.942094 Iteration 6Q: 3 clusters Score -5528.942 nChanged 11 ComputeScore: Raw -5754.648123 + Penalty 220.172117 = -5534.476006 Iteration 7Q: 3 clusters Score -5534.476 nChanged 7 ComputeScore: Raw -5757.099849 + Penalty 220.172117 = -5536.927732 Iteration 8Q: 3 clusters Score -5536.928 nChanged 5 ComputeScore: Raw -5759.134384 + Penalty 220.172117 = -5538.962268 Iteration 9Q: 3 clusters Score -5538.962 nChanged 5 ComputeScore: Raw -5761.091163 + Penalty 220.172117 = -5540.919047 Iteration 10Q: 3 clusters Score -5540.919 nChanged 4 ComputeScore: Raw -5763.076637 + Penalty 220.172117 = -5542.904521 Iteration 11Q: 3 clusters Score -5542.905 nChanged 3 ComputeScore: Raw -5764.852135 + Penalty 220.172117 = -5544.680019 Iteration 12Q: 3 clusters Score -5544.68 nChanged 3 ComputeScore: Raw -5765.566009 + Penalty 220.172117 = -5545.393893 Iteration 13Q: 3 clusters Score -5545.394 nChanged 3 ComputeScore: Raw -5766.272571 + Penalty 220.172117 = -5546.100455 Iteration 14Q: 3 clusters Score -5546.1 nChanged 1 ComputeScore: Raw -5766.478515 + Penalty 220.172117 = -5546.306398 Iteration 15Q: 3 clusters Score -5546.306 nChanged 3 ComputeScore: Raw -5768.994814 + Penalty 220.172117 = -5548.822698 Iteration 16Q: 3 clusters Score -5548.823 nChanged 5 ComputeScore: Raw -5773.024429 + Penalty 220.172117 = -5552.852313 Iteration 17Q: 3 clusters Score -5552.852 nChanged 5 ComputeScore: Raw -5776.614489 + Penalty 220.172117 = -5556.442373 Iteration 18Q: 3 clusters Score -5556.442 nChanged 6 ComputeScore: Raw -5783.547081 + Penalty 220.172117 = -5563.374964 Iteration 19Q: 3 clusters Score -5563.375 nChanged 7 ComputeScore: Raw -5789.821155 + Penalty 220.172117 = -5569.649038 Iteration 20F: 3 clusters Score -5569.649 nChanged 6 ComputeScore: Raw -5795.852286 + Penalty 220.172117 = -5575.680169 Iteration 21Q: 3 clusters Score -5575.68 nChanged 5 ComputeScore: Raw -5800.828969 + Penalty 220.172117 = -5580.656853 Iteration 22Q: 3 clusters Score -5580.657 nChanged 3 ComputeScore: Raw -5802.506754 + Penalty 220.172117 = -5582.334637 Iteration 23Q: 3 clusters Score -5582.335 nChanged 5 ComputeScore: Raw -5804.964314 + Penalty 220.172117 = -5584.792198 Iteration 24Q: 3 clusters Score -5584.792 nChanged 3 ComputeScore: Raw -5807.722309 + Penalty 220.172117 = -5587.550193 Iteration 25Q: 3 clusters Score -5587.55 nChanged 4 ComputeScore: Raw -5812.658642 + Penalty 220.172117 = -5592.486525 Iteration 26Q: 3 clusters Score -5592.487 nChanged 1 ComputeScore: Raw -5814.532078 + Penalty 220.172117 = -5594.359961 Iteration 27Q: 3 clusters Score -5594.36 nChanged 0 ComputeScore: Raw -5814.532078 + Penalty 220.172117 = -5594.359961 Iteration 28F: 3 clusters Score -5594.36 nChanged 0 Trying to split cluster 24 (943 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9915.633393 + Penalty 123.283193 = -9792.350200 Iteration 0F: 2 clusters Score -9792.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9384.000120 + Penalty 246.566386 = -9137.433734 Iteration 0F: 3 clusters Score -9137.434 nChanged 407 ComputeScore: Raw -9699.314159 + Penalty 246.566386 = -9452.747772 Iteration 1F: 3 clusters Score -9452.748 nChanged 73 ComputeScore: Raw -9773.680574 + Penalty 246.566386 = -9527.114187 Iteration 2F: 3 clusters Score -9527.114 nChanged 66 ComputeScore: Raw -9864.904897 + Penalty 246.566386 = -9618.338511 Iteration 3F: 3 clusters Score -9618.339 nChanged 59 ComputeScore: Raw -9926.103192 + Penalty 246.566386 = -9679.536806 Iteration 4F: 3 clusters Score -9679.537 nChanged 30 ComputeScore: Raw -9956.872492 + Penalty 246.566386 = -9710.306106 Iteration 5Q: 3 clusters Score -9710.306 nChanged 25 ComputeScore: Raw -9982.728158 + Penalty 246.566386 = -9736.161772 Iteration 6Q: 3 clusters Score -9736.162 nChanged 31 ComputeScore: Raw -10023.750966 + Penalty 246.566386 = -9777.184580 Iteration 7Q: 3 clusters Score -9777.185 nChanged 23 ComputeScore: Raw -10048.018918 + Penalty 246.566386 = -9801.452532 Iteration 8Q: 3 clusters Score -9801.453 nChanged 14 ComputeScore: Raw -10060.548169 + Penalty 246.566386 = -9813.981782 Iteration 9Q: 3 clusters Score -9813.982 nChanged 7 ComputeScore: Raw -10066.758759 + Penalty 246.566386 = -9820.192373 Iteration 10Q: 3 clusters Score -9820.192 nChanged 7 ComputeScore: Raw -10069.649732 + Penalty 246.566386 = -9823.083345 Iteration 11Q: 3 clusters Score -9823.083 nChanged 2 ComputeScore: Raw -10070.801126 + Penalty 246.566386 = -9824.234739 Iteration 12Q: 3 clusters Score -9824.235 nChanged 1 ComputeScore: Raw -10072.249591 + Penalty 246.566386 = -9825.683205 Iteration 13Q: 3 clusters Score -9825.683 nChanged 2 ComputeScore: Raw -10072.995088 + Penalty 246.566386 = -9826.428702 Iteration 14Q: 3 clusters Score -9826.429 nChanged 1 ComputeScore: Raw -10073.041839 + Penalty 246.566386 = -9826.475452 Iteration 15Q: 3 clusters Score -9826.475 nChanged 0 ComputeScore: Raw -10073.041839 + Penalty 246.566386 = -9826.475452 Iteration 16F: 3 clusters Score -9826.475 nChanged 0 ComputeScore: Raw -544389.931539 + Penalty 8757.290007 = -535632.641532Splitting cluster 24 changes total score from -535678.538667 to -535632.641532 So it's not getting split. Trying to split cluster 25 (2173 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21309.482403 + Penalty 138.309552 = -21171.172851 Iteration 0F: 2 clusters Score -21171.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -19979.994298 + Penalty 276.619103 = -19703.375194 Iteration 0F: 3 clusters Score -19703.38 nChanged 1027 ComputeScore: Raw -20627.151104 + Penalty 276.619103 = -20350.532000 Iteration 1F: 3 clusters Score -20350.53 nChanged 160 ComputeScore: Raw -20737.056984 + Penalty 276.619103 = -20460.437881 Iteration 2F: 3 clusters Score -20460.44 nChanged 164 ComputeScore: Raw -20871.575316 + Penalty 276.619103 = -20594.956213 Iteration 3F: 3 clusters Score -20594.96 nChanged 154 ComputeScore: Raw -21017.753474 + Penalty 276.619103 = -20741.134371 Iteration 4F: 3 clusters Score -20741.13 nChanged 132 ComputeScore: Raw -21154.421862 + Penalty 276.619103 = -20877.802758 Iteration 5F: 3 clusters Score -20877.8 nChanged 91 ComputeScore: Raw -21242.992233 + Penalty 276.619103 = -20966.373130 Iteration 6Q: 3 clusters Score -20966.37 nChanged 46 ComputeScore: Raw -21285.560575 + Penalty 276.619103 = -21008.941472 Iteration 7Q: 3 clusters Score -21008.94 nChanged 23 ComputeScore: Raw -21305.909413 + Penalty 276.619103 = -21029.290310 Iteration 8Q: 3 clusters Score -21029.29 nChanged 10 ComputeScore: Raw -21315.323230 + Penalty 276.619103 = -21038.704127 Iteration 9Q: 3 clusters Score -21038.7 nChanged 7 ComputeScore: Raw -21323.937919 + Penalty 276.619103 = -21047.318815 Iteration 10Q: 3 clusters Score -21047.32 nChanged 8 ComputeScore: Raw -21328.987422 + Penalty 276.619103 = -21052.368318 Iteration 11Q: 3 clusters Score -21052.37 nChanged 6 ComputeScore: Raw -21335.406596 + Penalty 276.619103 = -21058.787492 Iteration 12Q: 3 clusters Score -21058.79 nChanged 7 ComputeScore: Raw -21340.004597 + Penalty 276.619103 = -21063.385493 Iteration 13Q: 3 clusters Score -21063.39 nChanged 1 ComputeScore: Raw -21340.112479 + Penalty 276.619103 = -21063.493375 Iteration 14Q: 3 clusters Score -21063.49 nChanged 0 ComputeScore: Raw -21340.112479 + Penalty 276.619103 = -21063.493375 Iteration 15F: 3 clusters Score -21063.49 nChanged 0 Trying to split cluster 26 (451 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6508.050172 + Penalty 110.006412 = -6398.043760 Iteration 0F: 2 clusters Score -6398.044 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6271.197593 + Penalty 220.012824 = -6051.184769 Iteration 0F: 3 clusters Score -6051.185 nChanged 178 ComputeScore: Raw -6367.777263 + Penalty 220.012824 = -6147.764439 Iteration 1F: 3 clusters Score -6147.764 nChanged 38 ComputeScore: Raw -6390.519864 + Penalty 220.012824 = -6170.507040 Iteration 2F: 3 clusters Score -6170.507 nChanged 30 ComputeScore: Raw -6406.822496 + Penalty 220.012824 = -6186.809672 Iteration 3F: 3 clusters Score -6186.81 nChanged 20 ComputeScore: Raw -6416.782900 + Penalty 220.012824 = -6196.770076 Iteration 4Q: 3 clusters Score -6196.77 nChanged 18 ComputeScore: Raw -6428.930012 + Penalty 220.012824 = -6208.917188 Iteration 5Q: 3 clusters Score -6208.917 nChanged 19 ComputeScore: Raw -6442.767183 + Penalty 220.012824 = -6222.754359 Iteration 6Q: 3 clusters Score -6222.754 nChanged 11 ComputeScore: Raw -6449.949068 + Penalty 220.012824 = -6229.936244 Iteration 7Q: 3 clusters Score -6229.936 nChanged 11 ComputeScore: Raw -6455.897332 + Penalty 220.012824 = -6235.884508 Iteration 8Q: 3 clusters Score -6235.885 nChanged 9 ComputeScore: Raw -6463.818716 + Penalty 220.012824 = -6243.805891 Iteration 9Q: 3 clusters Score -6243.806 nChanged 10 ComputeScore: Raw -6471.150981 + Penalty 220.012824 = -6251.138157 Iteration 10Q: 3 clusters Score -6251.138 nChanged 9 ComputeScore: Raw -6478.013427 + Penalty 220.012824 = -6258.000603 Iteration 11Q: 3 clusters Score -6258.001 nChanged 11 ComputeScore: Raw -6488.628674 + Penalty 220.012824 = -6268.615850 Iteration 12Q: 3 clusters Score -6268.616 nChanged 8 ComputeScore: Raw -6496.311937 + Penalty 220.012824 = -6276.299113 Iteration 13Q: 3 clusters Score -6276.299 nChanged 9 ComputeScore: Raw -6509.746808 + Penalty 220.012824 = -6289.733983 Iteration 14Q: 3 clusters Score -6289.734 nChanged 6 ComputeScore: Raw -6514.549361 + Penalty 220.012824 = -6294.536537 Iteration 15Q: 3 clusters Score -6294.537 nChanged 2 ComputeScore: Raw -6515.785812 + Penalty 220.012824 = -6295.772988 Iteration 16Q: 3 clusters Score -6295.773 nChanged 4 ComputeScore: Raw -6518.499614 + Penalty 220.012824 = -6298.486790 Iteration 17Q: 3 clusters Score -6298.487 nChanged 3 ComputeScore: Raw -6521.011115 + Penalty 220.012824 = -6300.998291 Iteration 18Q: 3 clusters Score -6300.998 nChanged 2 ComputeScore: Raw -6522.524547 + Penalty 220.012824 = -6302.511723 Iteration 19Q: 3 clusters Score -6302.512 nChanged 2 ComputeScore: Raw -6523.019173 + Penalty 220.012824 = -6303.006348 Iteration 20F: 3 clusters Score -6303.006 nChanged 1 ComputeScore: Raw -6524.546806 + Penalty 220.012824 = -6304.533982 Iteration 21Q: 3 clusters Score -6304.534 nChanged 2 ComputeScore: Raw -6525.483090 + Penalty 220.012824 = -6305.470266 Iteration 22Q: 3 clusters Score -6305.47 nChanged 1 ComputeScore: Raw -6526.250707 + Penalty 220.012824 = -6306.237883 Iteration 23Q: 3 clusters Score -6306.238 nChanged 1 ComputeScore: Raw -6527.067865 + Penalty 220.012824 = -6307.055041 Iteration 24Q: 3 clusters Score -6307.055 nChanged 1 ComputeScore: Raw -6527.482279 + Penalty 220.012824 = -6307.469455 Iteration 25Q: 3 clusters Score -6307.469 nChanged 1 ComputeScore: Raw -6528.098252 + Penalty 220.012824 = -6308.085427 Iteration 26Q: 3 clusters Score -6308.085 nChanged 1 ComputeScore: Raw -6528.508521 + Penalty 220.012824 = -6308.495697 Iteration 27Q: 3 clusters Score -6308.496 nChanged 1 ComputeScore: Raw -6528.749727 + Penalty 220.012824 = -6308.736902 Iteration 28Q: 3 clusters Score -6308.737 nChanged 0 ComputeScore: Raw -6528.749727 + Penalty 220.012824 = -6308.736902 Iteration 29F: 3 clusters Score -6308.737 nChanged 0 Trying to split cluster 27 (448 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5453.945405 + Penalty 109.886278 = -5344.059126 Iteration 0F: 2 clusters Score -5344.059 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5230.562740 + Penalty 219.772556 = -5010.790184 Iteration 0F: 3 clusters Score -5010.79 nChanged 176 ComputeScore: Raw -5337.039253 + Penalty 219.772556 = -5117.266697 Iteration 1F: 3 clusters Score -5117.267 nChanged 37 ComputeScore: Raw -5362.948102 + Penalty 219.772556 = -5143.175546 Iteration 2F: 3 clusters Score -5143.176 nChanged 29 ComputeScore: Raw -5388.965962 + Penalty 219.772556 = -5169.193406 Iteration 3F: 3 clusters Score -5169.193 nChanged 20 ComputeScore: Raw -5406.774443 + Penalty 219.772556 = -5187.001886 Iteration 4Q: 3 clusters Score -5187.002 nChanged 15 ComputeScore: Raw -5416.899679 + Penalty 219.772556 = -5197.127123 Iteration 5Q: 3 clusters Score -5197.127 nChanged 7 ComputeScore: Raw -5419.666889 + Penalty 219.772556 = -5199.894333 Iteration 6Q: 3 clusters Score -5199.894 nChanged 7 ComputeScore: Raw -5424.544257 + Penalty 219.772556 = -5204.771701 Iteration 7Q: 3 clusters Score -5204.772 nChanged 5 ComputeScore: Raw -5427.166842 + Penalty 219.772556 = -5207.394286 Iteration 8Q: 3 clusters Score -5207.394 nChanged 3 ComputeScore: Raw -5430.993661 + Penalty 219.772556 = -5211.221104 Iteration 9Q: 3 clusters Score -5211.221 nChanged 4 ComputeScore: Raw -5434.048931 + Penalty 219.772556 = -5214.276375 Iteration 10Q: 3 clusters Score -5214.276 nChanged 4 ComputeScore: Raw -5437.126124 + Penalty 219.772556 = -5217.353567 Iteration 11Q: 3 clusters Score -5217.354 nChanged 4 ComputeScore: Raw -5439.537093 + Penalty 219.772556 = -5219.764537 Iteration 12Q: 3 clusters Score -5219.765 nChanged 2 ComputeScore: Raw -5440.435728 + Penalty 219.772556 = -5220.663171 Iteration 13Q: 3 clusters Score -5220.663 nChanged 0 ComputeScore: Raw -5440.435728 + Penalty 219.772556 = -5220.663171 Iteration 14F: 3 clusters Score -5220.663 nChanged 0 Trying to split cluster 28 (837 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10490.574541 + Penalty 121.136833 = -10369.437708 Iteration 0F: 2 clusters Score -10369.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10024.433410 + Penalty 242.273667 = -9782.159743 Iteration 0F: 3 clusters Score -9782.16 nChanged 352 ComputeScore: Raw -10224.791116 + Penalty 242.273667 = -9982.517450 Iteration 1F: 3 clusters Score -9982.517 nChanged 60 ComputeScore: Raw -10259.630159 + Penalty 242.273667 = -10017.356493 Iteration 2F: 3 clusters Score -10017.36 nChanged 55 ComputeScore: Raw -10287.433974 + Penalty 242.273667 = -10045.160307 Iteration 3F: 3 clusters Score -10045.16 nChanged 44 ComputeScore: Raw -10312.771988 + Penalty 242.273667 = -10070.498321 Iteration 4F: 3 clusters Score -10070.5 nChanged 42 ComputeScore: Raw -10345.695116 + Penalty 242.273667 = -10103.421450 Iteration 5F: 3 clusters Score -10103.42 nChanged 38 ComputeScore: Raw -10371.105031 + Penalty 242.273667 = -10128.831364 Iteration 6Q: 3 clusters Score -10128.83 nChanged 29 ComputeScore: Raw -10386.729440 + Penalty 242.273667 = -10144.455774 Iteration 7Q: 3 clusters Score -10144.46 nChanged 27 ComputeScore: Raw -10400.756232 + Penalty 242.273667 = -10158.482566 Iteration 8Q: 3 clusters Score -10158.48 nChanged 24 ComputeScore: Raw -10410.664801 + Penalty 242.273667 = -10168.391134 Iteration 9Q: 3 clusters Score -10168.39 nChanged 15 ComputeScore: Raw -10419.019537 + Penalty 242.273667 = -10176.745871 Iteration 10Q: 3 clusters Score -10176.75 nChanged 18 ComputeScore: Raw -10435.686881 + Penalty 242.273667 = -10193.413215 Iteration 11Q: 3 clusters Score -10193.41 nChanged 23 ComputeScore: Raw -10456.072633 + Penalty 242.273667 = -10213.798966 Iteration 12Q: 3 clusters Score -10213.8 nChanged 24 ComputeScore: Raw -10472.670022 + Penalty 242.273667 = -10230.396356 Iteration 13Q: 3 clusters Score -10230.4 nChanged 21 ComputeScore: Raw -10491.125527 + Penalty 242.273667 = -10248.851860 Iteration 14Q: 3 clusters Score -10248.85 nChanged 17 ComputeScore: Raw -10506.830904 + Penalty 242.273667 = -10264.557237 Iteration 15Q: 3 clusters Score -10264.56 nChanged 20 ComputeScore: Raw -10523.176718 + Penalty 242.273667 = -10280.903052 Iteration 16Q: 3 clusters Score -10280.9 nChanged 12 ComputeScore: Raw -10528.694291 + Penalty 242.273667 = -10286.420625 Iteration 17Q: 3 clusters Score -10286.42 nChanged 8 ComputeScore: Raw -10530.690409 + Penalty 242.273667 = -10288.416742 Iteration 18Q: 3 clusters Score -10288.42 nChanged 6 ComputeScore: Raw -10531.669702 + Penalty 242.273667 = -10289.396035 Iteration 19Q: 3 clusters Score -10289.4 nChanged 0 ComputeScore: Raw -10531.669702 + Penalty 242.273667 = -10289.396035 Iteration 20F: 3 clusters Score -10289.4 nChanged 0 Trying to split cluster 29 (4427 points) Assigned 2 initial classes randomly. ComputeScore: Raw -40608.119613 + Penalty 151.118594 = -40457.001019 Iteration 0F: 2 clusters Score -40457 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37838.049692 + Penalty 302.237188 = -37535.812504 Iteration 0F: 3 clusters Score -37535.81 nChanged 2073 ComputeScore: Raw -39135.179851 + Penalty 302.237188 = -38832.942663 Iteration 1F: 3 clusters Score -38832.94 nChanged 263 ComputeScore: Raw -39257.489559 + Penalty 302.237188 = -38955.252371 Iteration 2F: 3 clusters Score -38955.25 nChanged 266 ComputeScore: Raw -39415.414601 + Penalty 302.237188 = -39113.177413 Iteration 3F: 3 clusters Score -39113.18 nChanged 270 ComputeScore: Raw -39642.627947 + Penalty 302.237188 = -39340.390760 Iteration 4F: 3 clusters Score -39340.39 nChanged 293 ComputeScore: Raw -39928.889506 + Penalty 302.237188 = -39626.652318 Iteration 5F: 3 clusters Score -39626.65 nChanged 263 ComputeScore: Raw -40194.277449 + Penalty 302.237188 = -39892.040262 Iteration 6F: 3 clusters Score -39892.04 nChanged 180 ComputeScore: Raw -40365.016909 + Penalty 302.237188 = -40062.779721 Iteration 7Q: 3 clusters Score -40062.78 nChanged 125 ComputeScore: Raw -40483.914637 + Penalty 302.237188 = -40181.677449 Iteration 8Q: 3 clusters Score -40181.68 nChanged 60 ComputeScore: Raw -40532.824166 + Penalty 302.237188 = -40230.586979 Iteration 9Q: 3 clusters Score -40230.59 nChanged 36 ComputeScore: Raw -40563.195305 + Penalty 302.237188 = -40260.958117 Iteration 10Q: 3 clusters Score -40260.96 nChanged 20 ComputeScore: Raw -40579.281571 + Penalty 302.237188 = -40277.044383 Iteration 11Q: 3 clusters Score -40277.04 nChanged 18 ComputeScore: Raw -40596.856068 + Penalty 302.237188 = -40294.618881 Iteration 12Q: 3 clusters Score -40294.62 nChanged 8 ComputeScore: Raw -40602.458834 + Penalty 302.237188 = -40300.221647 Iteration 13Q: 3 clusters Score -40300.22 nChanged 5 ComputeScore: Raw -40606.721814 + Penalty 302.237188 = -40304.484627 Iteration 14Q: 3 clusters Score -40304.48 nChanged 3 ComputeScore: Raw -40609.081339 + Penalty 302.237188 = -40306.844151 Iteration 15Q: 3 clusters Score -40306.84 nChanged 4 ComputeScore: Raw -40611.654546 + Penalty 302.237188 = -40309.417359 Iteration 16Q: 3 clusters Score -40309.42 nChanged 1 ComputeScore: Raw -40611.900776 + Penalty 302.237188 = -40309.663588 Iteration 17Q: 3 clusters Score -40309.66 nChanged 1 ComputeScore: Raw -40612.381932 + Penalty 302.237188 = -40310.144744 Iteration 18Q: 3 clusters Score -40310.14 nChanged 0 ComputeScore: Raw -40612.381932 + Penalty 302.237188 = -40310.144744 Iteration 19F: 3 clusters Score -40310.14 nChanged 0 Trying to split cluster 30 (245 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3757.546391 + Penalty 99.022648 = -3658.523743 Iteration 0F: 2 clusters Score -3658.524 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3655.900857 + Penalty 198.045296 = -3457.855561 Iteration 0F: 3 clusters Score -3457.856 nChanged 80 ComputeScore: Raw -3710.751735 + Penalty 198.045296 = -3512.706439 Iteration 1F: 3 clusters Score -3512.706 nChanged 22 ComputeScore: Raw -3726.374252 + Penalty 198.045296 = -3528.328957 Iteration 2F: 3 clusters Score -3528.329 nChanged 13 ComputeScore: Raw -3734.917025 + Penalty 198.045296 = -3536.871729 Iteration 3F: 3 clusters Score -3536.872 nChanged 8 ComputeScore: Raw -3739.609840 + Penalty 198.045296 = -3541.564545 Iteration 4Q: 3 clusters Score -3541.565 nChanged 5 ComputeScore: Raw -3740.633527 + Penalty 198.045296 = -3542.588232 Iteration 5Q: 3 clusters Score -3542.588 nChanged 1 ComputeScore: Raw -3740.697520 + Penalty 198.045296 = -3542.652224 Iteration 6Q: 3 clusters Score -3542.652 nChanged 0 ComputeScore: Raw -3740.697520 + Penalty 198.045296 = -3542.652224 Iteration 7F: 3 clusters Score -3542.652 nChanged 0 Trying to split cluster 31 (783 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9655.518841 + Penalty 119.936389 = -9535.582452 Iteration 0F: 2 clusters Score -9535.582 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9245.171420 + Penalty 239.872777 = -9005.298642 Iteration 0F: 3 clusters Score -9005.299 nChanged 319 ComputeScore: Raw -9450.168182 + Penalty 239.872777 = -9210.295405 Iteration 1F: 3 clusters Score -9210.295 nChanged 71 ComputeScore: Raw -9492.951993 + Penalty 239.872777 = -9253.079215 Iteration 2F: 3 clusters Score -9253.079 nChanged 41 ComputeScore: Raw -9517.725098 + Penalty 239.872777 = -9277.852321 Iteration 3F: 3 clusters Score -9277.852 nChanged 45 ComputeScore: Raw -9545.990214 + Penalty 239.872777 = -9306.117437 Iteration 4F: 3 clusters Score -9306.117 nChanged 25 ComputeScore: Raw -9560.069694 + Penalty 239.872777 = -9320.196917 Iteration 5Q: 3 clusters Score -9320.197 nChanged 22 ComputeScore: Raw -9579.325459 + Penalty 239.872777 = -9339.452682 Iteration 6Q: 3 clusters Score -9339.453 nChanged 21 ComputeScore: Raw -9596.674465 + Penalty 239.872777 = -9356.801688 Iteration 7Q: 3 clusters Score -9356.802 nChanged 18 ComputeScore: Raw -9613.935199 + Penalty 239.872777 = -9374.062422 Iteration 8Q: 3 clusters Score -9374.062 nChanged 20 ComputeScore: Raw -9630.437275 + Penalty 239.872777 = -9390.564498 Iteration 9Q: 3 clusters Score -9390.564 nChanged 11 ComputeScore: Raw -9639.649674 + Penalty 239.872777 = -9399.776897 Iteration 10Q: 3 clusters Score -9399.777 nChanged 7 ComputeScore: Raw -9647.334076 + Penalty 239.872777 = -9407.461298 Iteration 11Q: 3 clusters Score -9407.461 nChanged 8 ComputeScore: Raw -9654.102691 + Penalty 239.872777 = -9414.229914 Iteration 12Q: 3 clusters Score -9414.23 nChanged 6 ComputeScore: Raw -9658.666369 + Penalty 239.872777 = -9418.793592 Iteration 13Q: 3 clusters Score -9418.794 nChanged 4 ComputeScore: Raw -9661.652459 + Penalty 239.872777 = -9421.779682 Iteration 14Q: 3 clusters Score -9421.78 nChanged 4 ComputeScore: Raw -9669.265970 + Penalty 239.872777 = -9429.393193 Iteration 15Q: 3 clusters Score -9429.393 nChanged 3 ComputeScore: Raw -9674.331005 + Penalty 239.872777 = -9434.458228 Iteration 16Q: 3 clusters Score -9434.458 nChanged 5 ComputeScore: Raw -9677.194745 + Penalty 239.872777 = -9437.321968 Iteration 17Q: 3 clusters Score -9437.322 nChanged 1 ComputeScore: Raw -9677.589059 + Penalty 239.872777 = -9437.716282 Iteration 18Q: 3 clusters Score -9437.716 nChanged 0 ComputeScore: Raw -9677.589059 + Penalty 239.872777 = -9437.716282 Iteration 19F: 3 clusters Score -9437.716 nChanged 0 Trying to split cluster 32 (278 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3806.681172 + Penalty 101.297180 = -3705.383992 Iteration 0F: 2 clusters Score -3705.384 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3687.486979 + Penalty 202.594360 = -3484.892619 Iteration 0F: 3 clusters Score -3484.893 nChanged 104 ComputeScore: Raw -3754.215817 + Penalty 202.594360 = -3551.621457 Iteration 1F: 3 clusters Score -3551.621 nChanged 20 ComputeScore: Raw -3768.152195 + Penalty 202.594360 = -3565.557835 Iteration 2F: 3 clusters Score -3565.558 nChanged 18 ComputeScore: Raw -3792.636324 + Penalty 202.594360 = -3590.041964 Iteration 3F: 3 clusters Score -3590.042 nChanged 8 ComputeScore: Raw -3798.261923 + Penalty 202.594360 = -3595.667563 Iteration 4Q: 3 clusters Score -3595.668 nChanged 5 ComputeScore: Raw -3805.352496 + Penalty 202.594360 = -3602.758136 Iteration 5Q: 3 clusters Score -3602.758 nChanged 5 ComputeScore: Raw -3814.472264 + Penalty 202.594360 = -3611.877904 Iteration 6Q: 3 clusters Score -3611.878 nChanged 7 ComputeScore: Raw -3827.956242 + Penalty 202.594360 = -3625.361882 Iteration 7Q: 3 clusters Score -3625.362 nChanged 7 ComputeScore: Raw -3839.619941 + Penalty 202.594360 = -3637.025581 Iteration 8Q: 3 clusters Score -3637.026 nChanged 6 ComputeScore: Raw -3854.199704 + Penalty 202.594360 = -3651.605344 Iteration 9Q: 3 clusters Score -3651.605 nChanged 9 ComputeScore: Raw -3892.241524 + Penalty 202.594360 = -3689.647164 Iteration 10Q: 3 clusters Score -3689.647 nChanged 7 ComputeScore: Raw -3916.771010 + Penalty 202.594360 = -3714.176650 Iteration 11Q: 3 clusters Score -3714.177 nChanged 4 ComputeScore: Raw -3947.114539 + Penalty 202.594360 = -3744.520179 Iteration 12Q: 3 clusters Score -3744.52 nChanged 1 ComputeScore: Raw -3955.977065 + Penalty 202.594360 = -3753.382705 Iteration 13Q: 3 clusters Score -3753.383 nChanged 0 ComputeScore: Raw -3955.977065 + Penalty 202.594360 = -3753.382705 Iteration 14F: 3 clusters Score -3753.383 nChanged 0 ComputeScore: Raw -544381.818986 + Penalty 8757.290007 = -535624.528979Splitting cluster 32 changes total score from -535678.538667 to -535624.528979 So it's not getting split. Trying to split cluster 33 (1478 points) Assigned 2 initial classes randomly. ComputeScore: Raw -15553.700008 + Penalty 131.372012 = -15422.327997 Iteration 0F: 2 clusters Score -15422.33 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -14704.653512 + Penalty 262.744024 = -14441.909489 Iteration 0F: 3 clusters Score -14441.91 nChanged 644 ComputeScore: Raw -15168.793207 + Penalty 262.744024 = -14906.049183 Iteration 1F: 3 clusters Score -14906.05 nChanged 131 ComputeScore: Raw -15274.046052 + Penalty 262.744024 = -15011.302028 Iteration 2F: 3 clusters Score -15011.3 nChanged 115 ComputeScore: Raw -15383.010133 + Penalty 262.744024 = -15120.266109 Iteration 3F: 3 clusters Score -15120.27 nChanged 82 ComputeScore: Raw -15464.807887 + Penalty 262.744024 = -15202.063863 Iteration 4F: 3 clusters Score -15202.06 nChanged 51 ComputeScore: Raw -15521.549840 + Penalty 262.744024 = -15258.805816 Iteration 5Q: 3 clusters Score -15258.81 nChanged 31 ComputeScore: Raw -15553.160433 + Penalty 262.744024 = -15290.416409 Iteration 6Q: 3 clusters Score -15290.42 nChanged 11 ComputeScore: Raw -15564.788862 + Penalty 262.744024 = -15302.044838 Iteration 7Q: 3 clusters Score -15302.04 nChanged 3 ComputeScore: Raw -15568.550744 + Penalty 262.744024 = -15305.806720 Iteration 8Q: 3 clusters Score -15305.81 nChanged 2 ComputeScore: Raw -15570.611014 + Penalty 262.744024 = -15307.866991 Iteration 9Q: 3 clusters Score -15307.87 nChanged 1 ComputeScore: Raw -15572.721448 + Penalty 262.744024 = -15309.977424 Iteration 10Q: 3 clusters Score -15309.98 nChanged 0 ComputeScore: Raw -15572.721448 + Penalty 262.744024 = -15309.977424 Iteration 11F: 3 clusters Score -15309.98 nChanged 0 Trying to split cluster 34 (414 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5440.903581 + Penalty 108.465588 = -5332.437993 Iteration 0F: 2 clusters Score -5332.438 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5231.802593 + Penalty 216.931175 = -5014.871418 Iteration 0F: 3 clusters Score -5014.871 nChanged 162 ComputeScore: Raw -5391.015895 + Penalty 216.931175 = -5174.084720 Iteration 1F: 3 clusters Score -5174.085 nChanged 36 ComputeScore: Raw -5447.134602 + Penalty 216.931175 = -5230.203427 Iteration 2F: 3 clusters Score -5230.203 nChanged 33 ComputeScore: Raw -5481.099746 + Penalty 216.931175 = -5264.168571 Iteration 3F: 3 clusters Score -5264.169 nChanged 38 ComputeScore: Raw -5523.569586 + Penalty 216.931175 = -5306.638410 Iteration 4F: 3 clusters Score -5306.638 nChanged 25 ComputeScore: Raw -5555.690379 + Penalty 216.931175 = -5338.759204 Iteration 5F: 3 clusters Score -5338.759 nChanged 20 ComputeScore: Raw -5603.242708 + Penalty 216.931175 = -5386.311533 Iteration 6Q: 3 clusters Score -5386.312 nChanged 10 ComputeScore: Raw -5661.775334 + Penalty 216.931175 = -5444.844159 Iteration 7Q: 3 clusters Score -5444.844 nChanged 2 ComputeScore: Raw -5672.110689 + Penalty 216.931175 = -5455.179514 Iteration 8Q: 3 clusters Score -5455.18 nChanged 0 ComputeScore: Raw -5672.110689 + Penalty 216.931175 = -5455.179514 Iteration 9F: 3 clusters Score -5455.18 nChanged 0 ComputeScore: Raw -544463.730201 + Penalty 8757.290007 = -535706.440194Splitting cluster 34 changes total score from -535678.538667 to -535706.440194 So it's getting split into cluster 43. Trying to split cluster 35 (277 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3919.902162 + Penalty 101.232315 = -3818.669847 Iteration 0F: 2 clusters Score -3818.67 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3800.255675 + Penalty 202.464630 = -3597.791045 Iteration 0F: 3 clusters Score -3597.791 nChanged 92 ComputeScore: Raw -3877.064021 + Penalty 202.464630 = -3674.599390 Iteration 1F: 3 clusters Score -3674.599 nChanged 15 ComputeScore: Raw -3899.279749 + Penalty 202.464630 = -3696.815119 Iteration 2F: 3 clusters Score -3696.815 nChanged 9 ComputeScore: Raw -3910.268346 + Penalty 202.464630 = -3707.803716 Iteration 3Q: 3 clusters Score -3707.804 nChanged 4 ComputeScore: Raw -3912.295262 + Penalty 202.464630 = -3709.830631 Iteration 4Q: 3 clusters Score -3709.831 nChanged 3 ComputeScore: Raw -3914.166866 + Penalty 202.464630 = -3711.702236 Iteration 5Q: 3 clusters Score -3711.702 nChanged 2 ComputeScore: Raw -3915.656665 + Penalty 202.464630 = -3713.192035 Iteration 6Q: 3 clusters Score -3713.192 nChanged 3 ComputeScore: Raw -3918.200205 + Penalty 202.464630 = -3715.735575 Iteration 7Q: 3 clusters Score -3715.736 nChanged 4 ComputeScore: Raw -3920.990346 + Penalty 202.464630 = -3718.525716 Iteration 8Q: 3 clusters Score -3718.526 nChanged 4 ComputeScore: Raw -3923.997549 + Penalty 202.464630 = -3721.532918 Iteration 9Q: 3 clusters Score -3721.533 nChanged 2 ComputeScore: Raw -3925.154448 + Penalty 202.464630 = -3722.689818 Iteration 10Q: 3 clusters Score -3722.69 nChanged 3 ComputeScore: Raw -3928.770340 + Penalty 202.464630 = -3726.305710 Iteration 11Q: 3 clusters Score -3726.306 nChanged 4 ComputeScore: Raw -3934.732772 + Penalty 202.464630 = -3732.268142 Iteration 12Q: 3 clusters Score -3732.268 nChanged 0 ComputeScore: Raw -3934.732772 + Penalty 202.464630 = -3732.268142 Iteration 13F: 3 clusters Score -3732.268 nChanged 0 Trying to split cluster 36 (2609 points) Assigned 2 initial classes randomly. ComputeScore: Raw -27779.052897 + Penalty 141.601001 = -27637.451896 Iteration 0F: 2 clusters Score -27637.45 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -26188.154222 + Penalty 283.202002 = -25904.952220 Iteration 0F: 3 clusters Score -25904.95 nChanged 1152 ComputeScore: Raw -26965.923177 + Penalty 283.202002 = -26682.721175 Iteration 1F: 3 clusters Score -26682.72 nChanged 213 ComputeScore: Raw -27095.655079 + Penalty 283.202002 = -26812.453077 Iteration 2F: 3 clusters Score -26812.45 nChanged 174 ComputeScore: Raw -27227.702172 + Penalty 283.202002 = -26944.500169 Iteration 3F: 3 clusters Score -26944.5 nChanged 165 ComputeScore: Raw -27324.869106 + Penalty 283.202002 = -27041.667104 Iteration 4F: 3 clusters Score -27041.67 nChanged 124 ComputeScore: Raw -27396.496333 + Penalty 283.202002 = -27113.294331 Iteration 5Q: 3 clusters Score -27113.29 nChanged 83 ComputeScore: Raw -27434.281206 + Penalty 283.202002 = -27151.079204 Iteration 6Q: 3 clusters Score -27151.08 nChanged 59 ComputeScore: Raw -27464.553559 + Penalty 283.202002 = -27181.351557 Iteration 7Q: 3 clusters Score -27181.35 nChanged 57 ComputeScore: Raw -27487.184364 + Penalty 283.202002 = -27203.982362 Iteration 8Q: 3 clusters Score -27203.98 nChanged 49 ComputeScore: Raw -27511.262046 + Penalty 283.202002 = -27228.060044 Iteration 9Q: 3 clusters Score -27228.06 nChanged 55 ComputeScore: Raw -27545.864239 + Penalty 283.202002 = -27262.662237 Iteration 10Q: 3 clusters Score -27262.66 nChanged 62 ComputeScore: Raw -27584.722421 + Penalty 283.202002 = -27301.520419 Iteration 11Q: 3 clusters Score -27301.52 nChanged 59 ComputeScore: Raw -27626.548740 + Penalty 283.202002 = -27343.346737 Iteration 12Q: 3 clusters Score -27343.35 nChanged 59 ComputeScore: Raw -27671.168027 + Penalty 283.202002 = -27387.966024 Iteration 13Q: 3 clusters Score -27387.97 nChanged 52 ComputeScore: Raw -27703.927153 + Penalty 283.202002 = -27420.725150 Iteration 14Q: 3 clusters Score -27420.73 nChanged 51 ComputeScore: Raw -27731.093697 + Penalty 283.202002 = -27447.891695 Iteration 15Q: 3 clusters Score -27447.89 nChanged 48 ComputeScore: Raw -27757.827011 + Penalty 283.202002 = -27474.625008 Iteration 16Q: 3 clusters Score -27474.63 nChanged 28 ComputeScore: Raw -27770.329570 + Penalty 283.202002 = -27487.127568 Iteration 17Q: 3 clusters Score -27487.13 nChanged 31 ComputeScore: Raw -27782.830418 + Penalty 283.202002 = -27499.628416 Iteration 18Q: 3 clusters Score -27499.63 nChanged 29 ComputeScore: Raw -27793.861747 + Penalty 283.202002 = -27510.659744 Iteration 19Q: 3 clusters Score -27510.66 nChanged 32 ComputeScore: Raw -27805.385389 + Penalty 283.202002 = -27522.183387 Iteration 20F: 3 clusters Score -27522.18 nChanged 35 ComputeScore: Raw -27819.492383 + Penalty 283.202002 = -27536.290381 Iteration 21Q: 3 clusters Score -27536.29 nChanged 35 ComputeScore: Raw -27844.259278 + Penalty 283.202002 = -27561.057276 Iteration 22Q: 3 clusters Score -27561.06 nChanged 32 ComputeScore: Raw -27856.590363 + Penalty 283.202002 = -27573.388361 Iteration 23Q: 3 clusters Score -27573.39 nChanged 2 ComputeScore: Raw -27856.786903 + Penalty 283.202002 = -27573.584901 Iteration 24Q: 3 clusters Score -27573.58 nChanged 0 ComputeScore: Raw -27856.786903 + Penalty 283.202002 = -27573.584901 Iteration 25F: 3 clusters Score -27573.58 nChanged 0 Trying to split cluster 37 (2614 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25723.426090 + Penalty 141.635464 = -25581.790626 Iteration 0F: 2 clusters Score -25581.79 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24150.785665 + Penalty 283.270928 = -23867.514737 Iteration 0F: 3 clusters Score -23867.51 nChanged 1172 ComputeScore: Raw -24936.129438 + Penalty 283.270928 = -24652.858510 Iteration 1F: 3 clusters Score -24652.86 nChanged 258 ComputeScore: Raw -25119.439062 + Penalty 283.270928 = -24836.168134 Iteration 2F: 3 clusters Score -24836.17 nChanged 203 ComputeScore: Raw -25257.734350 + Penalty 283.270928 = -24974.463422 Iteration 3F: 3 clusters Score -24974.46 nChanged 152 ComputeScore: Raw -25358.492140 + Penalty 283.270928 = -25075.221212 Iteration 4F: 3 clusters Score -25075.22 nChanged 113 ComputeScore: Raw -25449.402474 + Penalty 283.270928 = -25166.131545 Iteration 5Q: 3 clusters Score -25166.13 nChanged 99 ComputeScore: Raw -25537.870100 + Penalty 283.270928 = -25254.599172 Iteration 6Q: 3 clusters Score -25254.6 nChanged 78 ComputeScore: Raw -25616.582574 + Penalty 283.270928 = -25333.311646 Iteration 7Q: 3 clusters Score -25333.31 nChanged 59 ComputeScore: Raw -25680.491681 + Penalty 283.270928 = -25397.220753 Iteration 8Q: 3 clusters Score -25397.22 nChanged 19 ComputeScore: Raw -25703.571686 + Penalty 283.270928 = -25420.300758 Iteration 9Q: 3 clusters Score -25420.3 nChanged 13 ComputeScore: Raw -25714.451942 + Penalty 283.270928 = -25431.181014 Iteration 10Q: 3 clusters Score -25431.18 nChanged 9 ComputeScore: Raw -25720.321939 + Penalty 283.270928 = -25437.051010 Iteration 11Q: 3 clusters Score -25437.05 nChanged 5 ComputeScore: Raw -25724.398651 + Penalty 283.270928 = -25441.127723 Iteration 12Q: 3 clusters Score -25441.13 nChanged 6 ComputeScore: Raw -25727.541242 + Penalty 283.270928 = -25444.270314 Iteration 13Q: 3 clusters Score -25444.27 nChanged 7 ComputeScore: Raw -25736.020522 + Penalty 283.270928 = -25452.749594 Iteration 14Q: 3 clusters Score -25452.75 nChanged 8 ComputeScore: Raw -25740.718988 + Penalty 283.270928 = -25457.448059 Iteration 15Q: 3 clusters Score -25457.45 nChanged 2 ComputeScore: Raw -25741.945081 + Penalty 283.270928 = -25458.674153 Iteration 16Q: 3 clusters Score -25458.67 nChanged 1 ComputeScore: Raw -25742.129304 + Penalty 283.270928 = -25458.858376 Iteration 17Q: 3 clusters Score -25458.86 nChanged 1 ComputeScore: Raw -25742.419334 + Penalty 283.270928 = -25459.148405 Iteration 18Q: 3 clusters Score -25459.15 nChanged 0 ComputeScore: Raw -25742.419334 + Penalty 283.270928 = -25459.148405 Iteration 19F: 3 clusters Score -25459.15 nChanged 0 Trying to split cluster 38 (66 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1003.112769 + Penalty 75.413785 = -927.698984 Iteration 0F: 2 clusters Score -927.699 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -985.197584 + Penalty 150.827571 = -834.370013 Iteration 0F: 3 clusters Score -834.37 nChanged 19 ComputeScore: Raw -1002.414279 + Penalty 150.827571 = -851.586708 Iteration 1F: 3 clusters Score -851.5867 nChanged 8 ComputeScore: Raw -1016.669548 + Penalty 150.827571 = -865.841978 Iteration 2F: 3 clusters Score -865.842 nChanged 3 ComputeScore: Raw -1022.203099 + Penalty 150.827571 = -871.375528 Iteration 3Q: 3 clusters Score -871.3755 nChanged 0 ComputeScore: Raw -1022.203099 + Penalty 150.827571 = -871.375528 Iteration 4F: 3 clusters Score -871.3755 nChanged 0 Trying to split cluster 39 (390 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4795.699455 + Penalty 107.390641 = -4688.308814 Iteration 0F: 2 clusters Score -4688.309 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4610.449216 + Penalty 214.781283 = -4395.667933 Iteration 0F: 3 clusters Score -4395.668 nChanged 158 ComputeScore: Raw -4712.498463 + Penalty 214.781283 = -4497.717180 Iteration 1F: 3 clusters Score -4497.717 nChanged 17 ComputeScore: Raw -4724.014921 + Penalty 214.781283 = -4509.233638 Iteration 2Q: 3 clusters Score -4509.234 nChanged 13 ComputeScore: Raw -4731.356340 + Penalty 214.781283 = -4516.575057 Iteration 3Q: 3 clusters Score -4516.575 nChanged 8 ComputeScore: Raw -4733.921005 + Penalty 214.781283 = -4519.139722 Iteration 4Q: 3 clusters Score -4519.14 nChanged 5 ComputeScore: Raw -4735.348867 + Penalty 214.781283 = -4520.567584 Iteration 5Q: 3 clusters Score -4520.568 nChanged 3 ComputeScore: Raw -4739.683773 + Penalty 214.781283 = -4524.902490 Iteration 6Q: 3 clusters Score -4524.902 nChanged 10 ComputeScore: Raw -4747.170319 + Penalty 214.781283 = -4532.389036 Iteration 7Q: 3 clusters Score -4532.389 nChanged 9 ComputeScore: Raw -4749.571583 + Penalty 214.781283 = -4534.790300 Iteration 8Q: 3 clusters Score -4534.79 nChanged 5 ComputeScore: Raw -4753.231174 + Penalty 214.781283 = -4538.449891 Iteration 9Q: 3 clusters Score -4538.45 nChanged 10 ComputeScore: Raw -4760.990613 + Penalty 214.781283 = -4546.209330 Iteration 10Q: 3 clusters Score -4546.209 nChanged 10 ComputeScore: Raw -4770.295943 + Penalty 214.781283 = -4555.514660 Iteration 11Q: 3 clusters Score -4555.515 nChanged 10 ComputeScore: Raw -4776.630998 + Penalty 214.781283 = -4561.849715 Iteration 12Q: 3 clusters Score -4561.85 nChanged 9 ComputeScore: Raw -4781.406799 + Penalty 214.781283 = -4566.625516 Iteration 13Q: 3 clusters Score -4566.626 nChanged 8 ComputeScore: Raw -4785.692890 + Penalty 214.781283 = -4570.911608 Iteration 14Q: 3 clusters Score -4570.912 nChanged 6 ComputeScore: Raw -4788.613407 + Penalty 214.781283 = -4573.832124 Iteration 15Q: 3 clusters Score -4573.832 nChanged 3 ComputeScore: Raw -4789.646293 + Penalty 214.781283 = -4574.865011 Iteration 16Q: 3 clusters Score -4574.865 nChanged 0 ComputeScore: Raw -4789.646293 + Penalty 214.781283 = -4574.865011 Iteration 17F: 3 clusters Score -4574.865 nChanged 0 Trying to split cluster 40 (51 points) Assigned 2 initial classes randomly. ComputeScore: Raw -838.732642 + Penalty 70.772861 = -767.959781 Iteration 0F: 2 clusters Score -767.9598 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -831.768468 + Penalty 141.545723 = -690.222745 Iteration 0F: 3 clusters Score -690.2227 nChanged 7 ComputeScore: Raw -843.667859 + Penalty 141.545723 = -702.122137 Iteration 1F: 3 clusters Score -702.1221 nChanged 3 ComputeScore: Raw -847.070746 + Penalty 141.545723 = -705.525023 Iteration 2F: 3 clusters Score -705.525 nChanged 2 ComputeScore: Raw -849.422783 + Penalty 141.545723 = -707.877060 Iteration 3Q: 3 clusters Score -707.8771 nChanged 2 ComputeScore: Raw -850.848595 + Penalty 141.545723 = -709.302872 Iteration 4Q: 3 clusters Score -709.3029 nChanged 0 ComputeScore: Raw -850.848595 + Penalty 141.545723 = -709.302872 Iteration 5F: 3 clusters Score -709.3029 nChanged 0 Trying to split cluster 41 (1254 points) Assigned 2 initial classes randomly. ComputeScore: Raw -13508.347959 + Penalty 128.413687 = -13379.934272 Iteration 0F: 2 clusters Score -13379.93 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -12788.833753 + Penalty 256.827374 = -12532.006379 Iteration 0F: 3 clusters Score -12532.01 nChanged 529 ComputeScore: Raw -13101.575198 + Penalty 256.827374 = -12844.747824 Iteration 1F: 3 clusters Score -12844.75 nChanged 107 ComputeScore: Raw -13169.071043 + Penalty 256.827374 = -12912.243669 Iteration 2F: 3 clusters Score -12912.24 nChanged 92 ComputeScore: Raw -13243.410449 + Penalty 256.827374 = -12986.583075 Iteration 3F: 3 clusters Score -12986.58 nChanged 75 ComputeScore: Raw -13297.583031 + Penalty 256.827374 = -13040.755657 Iteration 4F: 3 clusters Score -13040.76 nChanged 65 ComputeScore: Raw -13347.232858 + Penalty 256.827374 = -13090.405484 Iteration 5F: 3 clusters Score -13090.41 nChanged 63 ComputeScore: Raw -13404.669162 + Penalty 256.827374 = -13147.841788 Iteration 6F: 3 clusters Score -13147.84 nChanged 45 ComputeScore: Raw -13447.483653 + Penalty 256.827374 = -13190.656279 Iteration 7Q: 3 clusters Score -13190.66 nChanged 36 ComputeScore: Raw -13489.435804 + Penalty 256.827374 = -13232.608430 Iteration 8Q: 3 clusters Score -13232.61 nChanged 21 ComputeScore: Raw -13511.264496 + Penalty 256.827374 = -13254.437122 Iteration 9Q: 3 clusters Score -13254.44 nChanged 6 ComputeScore: Raw -13518.812874 + Penalty 256.827374 = -13261.985500 Iteration 10Q: 3 clusters Score -13261.99 nChanged 3 ComputeScore: Raw -13522.037056 + Penalty 256.827374 = -13265.209682 Iteration 11Q: 3 clusters Score -13265.21 nChanged 2 ComputeScore: Raw -13525.969406 + Penalty 256.827374 = -13269.142032 Iteration 12Q: 3 clusters Score -13269.14 nChanged 2 ComputeScore: Raw -13529.061836 + Penalty 256.827374 = -13272.234462 Iteration 13Q: 3 clusters Score -13272.23 nChanged 2 ComputeScore: Raw -13532.209894 + Penalty 256.827374 = -13275.382520 Iteration 14Q: 3 clusters Score -13275.38 nChanged 1 ComputeScore: Raw -13532.792134 + Penalty 256.827374 = -13275.964760 Iteration 15Q: 3 clusters Score -13275.96 nChanged 0 ComputeScore: Raw -13532.792134 + Penalty 256.827374 = -13275.964760 Iteration 16F: 3 clusters Score -13275.96 nChanged 0 Trying to split cluster 42 (262 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3649.025083 + Penalty 100.230201 = -3548.794882 Iteration 0F: 2 clusters Score -3548.795 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3529.345746 + Penalty 200.460402 = -3328.885344 Iteration 0F: 3 clusters Score -3328.885 nChanged 92 ComputeScore: Raw -3575.022226 + Penalty 200.460402 = -3374.561824 Iteration 1F: 3 clusters Score -3374.562 nChanged 12 ComputeScore: Raw -3585.320286 + Penalty 200.460402 = -3384.859884 Iteration 2Q: 3 clusters Score -3384.86 nChanged 17 ComputeScore: Raw -3597.410851 + Penalty 200.460402 = -3396.950449 Iteration 3F: 3 clusters Score -3396.95 nChanged 16 ComputeScore: Raw -3613.727939 + Penalty 200.460402 = -3413.267537 Iteration 4F: 3 clusters Score -3413.268 nChanged 11 ComputeScore: Raw -3620.310737 + Penalty 200.460402 = -3419.850335 Iteration 5Q: 3 clusters Score -3419.85 nChanged 6 ComputeScore: Raw -3621.476502 + Penalty 200.460402 = -3421.016100 Iteration 6Q: 3 clusters Score -3421.016 nChanged 2 ComputeScore: Raw -3624.133420 + Penalty 200.460402 = -3423.673018 Iteration 7Q: 3 clusters Score -3423.673 nChanged 3 ComputeScore: Raw -3627.055928 + Penalty 200.460402 = -3426.595526 Iteration 8Q: 3 clusters Score -3426.596 nChanged 3 ComputeScore: Raw -3630.174050 + Penalty 200.460402 = -3429.713648 Iteration 9Q: 3 clusters Score -3429.714 nChanged 6 ComputeScore: Raw -3636.264212 + Penalty 200.460402 = -3435.803810 Iteration 10Q: 3 clusters Score -3435.804 nChanged 8 ComputeScore: Raw -3647.708360 + Penalty 200.460402 = -3447.247958 Iteration 11Q: 3 clusters Score -3447.248 nChanged 9 ComputeScore: Raw -3652.896030 + Penalty 200.460402 = -3452.435628 Iteration 12Q: 3 clusters Score -3452.436 nChanged 4 ComputeScore: Raw -3655.623673 + Penalty 200.460402 = -3455.163271 Iteration 13Q: 3 clusters Score -3455.163 nChanged 7 ComputeScore: Raw -3662.702217 + Penalty 200.460402 = -3462.241815 Iteration 14Q: 3 clusters Score -3462.242 nChanged 5 ComputeScore: Raw -3665.742407 + Penalty 200.460402 = -3465.282005 Iteration 15Q: 3 clusters Score -3465.282 nChanged 4 ComputeScore: Raw -3666.875962 + Penalty 200.460402 = -3466.415560 Iteration 16Q: 3 clusters Score -3466.416 nChanged 1 ComputeScore: Raw -3667.128894 + Penalty 200.460402 = -3466.668492 Iteration 17Q: 3 clusters Score -3466.668 nChanged 0 ComputeScore: Raw -3667.128894 + Penalty 200.460402 = -3466.668492 Iteration 18F: 3 clusters Score -3466.668 nChanged 0 ConsiderDeletion: ComputeScore: Raw -544472.117904 + Penalty 8757.290007 = -535714.827898Iteration 319Q: 44 clusters Score -535714.8 nChanged 13 ConsiderDeletion: ComputeScore: Raw -544483.369782 + Penalty 8757.290007 = -535726.079776Iteration 320F: 44 clusters Score -535726.1 nChanged 14 ConsiderDeletion: ComputeScore: Raw -544496.073853 + Penalty 8757.290007 = -535738.783846Iteration 321Q: 44 clusters Score -535738.8 nChanged 9 ConsiderDeletion: ComputeScore: Raw -544513.898341 + Penalty 8757.290007 = -535756.608334Iteration 322Q: 44 clusters Score -535756.6 nChanged 5 ConsiderDeletion: ComputeScore: Raw -544525.551224 + Penalty 8757.290007 = -535768.261218Iteration 323Q: 44 clusters Score -535768.3 nChanged 3 ConsiderDeletion: ComputeScore: Raw -544525.697371 + Penalty 8757.290007 = -535768.407364Iteration 324Q: 44 clusters Score -535768.4 nChanged 5 ConsiderDeletion: ComputeScore: Raw -544526.052115 + Penalty 8757.290007 = -535768.762108Iteration 325Q: 44 clusters Score -535768.8 nChanged 5 ConsiderDeletion: ComputeScore: Raw -544526.278135 + Penalty 8757.290007 = -535768.988128Iteration 326Q: 44 clusters Score -535769 nChanged 2 ConsiderDeletion: ComputeScore: Raw -544526.360875 + Penalty 8757.290007 = -535769.070868Iteration 327Q: 44 clusters Score -535769.1 nChanged 3 ConsiderDeletion: ComputeScore: Raw -544526.595256 + Penalty 8757.290007 = -535769.305249Iteration 328Q: 44 clusters Score -535769.3 nChanged 7 ConsiderDeletion: ComputeScore: Raw -544527.340774 + Penalty 8757.290007 = -535770.050767Iteration 329Q: 44 clusters Score -535770.1 nChanged 4 ConsiderDeletion: ComputeScore: Raw -544527.608524 + Penalty 8757.290007 = -535770.318517Iteration 330Q: 44 clusters Score -535770.3 nChanged 3 ConsiderDeletion: ComputeScore: Raw -544527.844858 + Penalty 8757.290007 = -535770.554851Iteration 331Q: 44 clusters Score -535770.6 nChanged 3 ConsiderDeletion: ComputeScore: Raw -544528.072092 + Penalty 8757.290007 = -535770.782085Iteration 332Q: 44 clusters Score -535770.8 nChanged 4 ConsiderDeletion: ComputeScore: Raw -544528.530325 + Penalty 8757.290007 = -535771.240318Iteration 333Q: 44 clusters Score -535771.2 nChanged 6 ConsiderDeletion: ComputeScore: Raw -544528.986546 + Penalty 8757.290007 = -535771.696540Iteration 334Q: 44 clusters Score -535771.7 nChanged 4 ConsiderDeletion: ComputeScore: Raw -544529.324812 + Penalty 8757.290007 = -535772.034805Iteration 335Q: 44 clusters Score -535772 nChanged 8 ConsiderDeletion: ComputeScore: Raw -544529.972471 + Penalty 8757.290007 = -535772.682465Iteration 336Q: 44 clusters Score -535772.7 nChanged 3 ConsiderDeletion: ComputeScore: Raw -544530.252940 + Penalty 8757.290007 = -535772.962933Iteration 337Q: 44 clusters Score -535773 nChanged 4 ConsiderDeletion: ComputeScore: Raw -544530.477345 + Penalty 8757.290007 = -535773.187338Iteration 338Q: 44 clusters Score -535773.2 nChanged 2 ConsiderDeletion: ComputeScore: Raw -544530.547816 + Penalty 8757.290007 = -535773.257809Iteration 339Q: 44 clusters Score -535773.3 nChanged 0 ConsiderDeletion: ComputeScore: Raw -544530.547816 + Penalty 8757.290007 = -535773.257809Iteration 340F: 44 clusters Score -535773.3 nChanged 0 ComputeScore: Raw -544530.547816 + Penalty 8757.290007 = -535773.257809Trying to split cluster 1 (386 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5071.983740 + Penalty 107.205073 = -4964.778667 Iteration 0F: 2 clusters Score -4964.779 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4879.036080 + Penalty 214.410145 = -4664.625935 Iteration 0F: 3 clusters Score -4664.626 nChanged 150 ComputeScore: Raw -4992.425653 + Penalty 214.410145 = -4778.015508 Iteration 1F: 3 clusters Score -4778.016 nChanged 24 ComputeScore: Raw -5006.798480 + Penalty 214.410145 = -4792.388334 Iteration 2F: 3 clusters Score -4792.388 nChanged 10 ComputeScore: Raw -5014.795118 + Penalty 214.410145 = -4800.384973 Iteration 3Q: 3 clusters Score -4800.385 nChanged 11 ComputeScore: Raw -5021.659639 + Penalty 214.410145 = -4807.249494 Iteration 4Q: 3 clusters Score -4807.249 nChanged 8 ComputeScore: Raw -5025.142249 + Penalty 214.410145 = -4810.732104 Iteration 5Q: 3 clusters Score -4810.732 nChanged 8 ComputeScore: Raw -5027.932660 + Penalty 214.410145 = -4813.522515 Iteration 6Q: 3 clusters Score -4813.523 nChanged 6 ComputeScore: Raw -5030.460074 + Penalty 214.410145 = -4816.049928 Iteration 7Q: 3 clusters Score -4816.05 nChanged 5 ComputeScore: Raw -5034.548825 + Penalty 214.410145 = -4820.138680 Iteration 8Q: 3 clusters Score -4820.139 nChanged 7 ComputeScore: Raw -5044.204987 + Penalty 214.410145 = -4829.794842 Iteration 9Q: 3 clusters Score -4829.795 nChanged 9 ComputeScore: Raw -5053.610245 + Penalty 214.410145 = -4839.200100 Iteration 10Q: 3 clusters Score -4839.2 nChanged 5 ComputeScore: Raw -5057.983298 + Penalty 214.410145 = -4843.573153 Iteration 11Q: 3 clusters Score -4843.573 nChanged 2 ComputeScore: Raw -5059.293653 + Penalty 214.410145 = -4844.883508 Iteration 12Q: 3 clusters Score -4844.884 nChanged 2 ComputeScore: Raw -5059.604729 + Penalty 214.410145 = -4845.194584 Iteration 13Q: 3 clusters Score -4845.195 nChanged 1 ComputeScore: Raw -5059.774650 + Penalty 214.410145 = -4845.364505 Iteration 14Q: 3 clusters Score -4845.365 nChanged 1 ComputeScore: Raw -5059.975335 + Penalty 214.410145 = -4845.565190 Iteration 15Q: 3 clusters Score -4845.565 nChanged 1 ComputeScore: Raw -5060.131934 + Penalty 214.410145 = -4845.721789 Iteration 16Q: 3 clusters Score -4845.722 nChanged 1 ComputeScore: Raw -5060.291193 + Penalty 214.410145 = -4845.881048 Iteration 17Q: 3 clusters Score -4845.881 nChanged 0 ComputeScore: Raw -5060.291193 + Penalty 214.410145 = -4845.881048 Iteration 18F: 3 clusters Score -4845.881 nChanged 0 Trying to split cluster 2 (358 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2983.986276 + Penalty 105.849594 = -2878.136682 Iteration 0F: 2 clusters Score -2878.137 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2813.894071 + Penalty 211.699188 = -2602.194884 Iteration 0F: 3 clusters Score -2602.195 nChanged 139 ComputeScore: Raw -2917.437179 + Penalty 211.699188 = -2705.737991 Iteration 1F: 3 clusters Score -2705.738 nChanged 36 ComputeScore: Raw -2953.764828 + Penalty 211.699188 = -2742.065640 Iteration 2F: 3 clusters Score -2742.066 nChanged 19 ComputeScore: Raw -2972.441845 + Penalty 211.699188 = -2760.742657 Iteration 3F: 3 clusters Score -2760.743 nChanged 17 ComputeScore: Raw -2987.631361 + Penalty 211.699188 = -2775.932174 Iteration 4Q: 3 clusters Score -2775.932 nChanged 17 ComputeScore: Raw -3002.945072 + Penalty 211.699188 = -2791.245884 Iteration 5Q: 3 clusters Score -2791.246 nChanged 7 ComputeScore: Raw -3011.642949 + Penalty 211.699188 = -2799.943762 Iteration 6Q: 3 clusters Score -2799.944 nChanged 6 ComputeScore: Raw -3017.313192 + Penalty 211.699188 = -2805.614004 Iteration 7Q: 3 clusters Score -2805.614 nChanged 5 ComputeScore: Raw -3021.203514 + Penalty 211.699188 = -2809.504327 Iteration 8Q: 3 clusters Score -2809.504 nChanged 6 ComputeScore: Raw -3027.449257 + Penalty 211.699188 = -2815.750069 Iteration 9Q: 3 clusters Score -2815.75 nChanged 5 ComputeScore: Raw -3031.137318 + Penalty 211.699188 = -2819.438131 Iteration 10Q: 3 clusters Score -2819.438 nChanged 3 ComputeScore: Raw -3032.200577 + Penalty 211.699188 = -2820.501390 Iteration 11Q: 3 clusters Score -2820.501 nChanged 6 ComputeScore: Raw -3035.132264 + Penalty 211.699188 = -2823.433076 Iteration 12Q: 3 clusters Score -2823.433 nChanged 4 ComputeScore: Raw -3036.583988 + Penalty 211.699188 = -2824.884801 Iteration 13Q: 3 clusters Score -2824.885 nChanged 1 ComputeScore: Raw -3037.508193 + Penalty 211.699188 = -2825.809006 Iteration 14Q: 3 clusters Score -2825.809 nChanged 1 ComputeScore: Raw -3037.957692 + Penalty 211.699188 = -2826.258504 Iteration 15Q: 3 clusters Score -2826.259 nChanged 3 ComputeScore: Raw -3039.242441 + Penalty 211.699188 = -2827.543254 Iteration 16Q: 3 clusters Score -2827.543 nChanged 2 ComputeScore: Raw -3039.781389 + Penalty 211.699188 = -2828.082202 Iteration 17Q: 3 clusters Score -2828.082 nChanged 1 ComputeScore: Raw -3039.926704 + Penalty 211.699188 = -2828.227516 Iteration 18Q: 3 clusters Score -2828.228 nChanged 0 ComputeScore: Raw -3039.926704 + Penalty 211.699188 = -2828.227516 Iteration 19F: 3 clusters Score -2828.228 nChanged 0 Trying to split cluster 3 (286 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4323.149462 + Penalty 101.807853 = -4221.341610 Iteration 0F: 2 clusters Score -4221.342 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4198.899278 + Penalty 203.615705 = -3995.283573 Iteration 0F: 3 clusters Score -3995.284 nChanged 100 ComputeScore: Raw -4264.648864 + Penalty 203.615705 = -4061.033158 Iteration 1F: 3 clusters Score -4061.033 nChanged 16 ComputeScore: Raw -4277.244502 + Penalty 203.615705 = -4073.628797 Iteration 2F: 3 clusters Score -4073.629 nChanged 10 ComputeScore: Raw -4281.025643 + Penalty 203.615705 = -4077.409937 Iteration 3Q: 3 clusters Score -4077.41 nChanged 8 ComputeScore: Raw -4284.885108 + Penalty 203.615705 = -4081.269402 Iteration 4Q: 3 clusters Score -4081.269 nChanged 5 ComputeScore: Raw -4285.917295 + Penalty 203.615705 = -4082.301590 Iteration 5Q: 3 clusters Score -4082.302 nChanged 1 ComputeScore: Raw -4286.067020 + Penalty 203.615705 = -4082.451315 Iteration 6Q: 3 clusters Score -4082.451 nChanged 0 ComputeScore: Raw -4286.067020 + Penalty 203.615705 = -4082.451315 Iteration 7F: 3 clusters Score -4082.451 nChanged 0 Trying to split cluster 4 (4774 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42506.839732 + Penalty 152.476917 = -42354.362815 Iteration 0F: 2 clusters Score -42354.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39469.318140 + Penalty 304.953833 = -39164.364307 Iteration 0F: 3 clusters Score -39164.36 nChanged 2256 ComputeScore: Raw -40954.699179 + Penalty 304.953833 = -40649.745346 Iteration 1F: 3 clusters Score -40649.75 nChanged 393 ComputeScore: Raw -41291.765713 + Penalty 304.953833 = -40986.811880 Iteration 2F: 3 clusters Score -40986.81 nChanged 344 ComputeScore: Raw -41601.647531 + Penalty 304.953833 = -41296.693698 Iteration 3F: 3 clusters Score -41296.69 nChanged 285 ComputeScore: Raw -41812.453312 + Penalty 304.953833 = -41507.499479 Iteration 4F: 3 clusters Score -41507.5 nChanged 184 ComputeScore: Raw -41909.056506 + Penalty 304.953833 = -41604.102673 Iteration 5Q: 3 clusters Score -41604.1 nChanged 105 ComputeScore: Raw -41949.771513 + Penalty 304.953833 = -41644.817680 Iteration 6Q: 3 clusters Score -41644.82 nChanged 68 ComputeScore: Raw -41968.494125 + Penalty 304.953833 = -41663.540292 Iteration 7Q: 3 clusters Score -41663.54 nChanged 52 ComputeScore: Raw -41979.755646 + Penalty 304.953833 = -41674.801813 Iteration 8Q: 3 clusters Score -41674.8 nChanged 38 ComputeScore: Raw -41987.515059 + Penalty 304.953833 = -41682.561226 Iteration 9Q: 3 clusters Score -41682.56 nChanged 27 ComputeScore: Raw -41994.613539 + Penalty 304.953833 = -41689.659706 Iteration 10Q: 3 clusters Score -41689.66 nChanged 35 ComputeScore: Raw -42003.526579 + Penalty 304.953833 = -41698.572746 Iteration 11Q: 3 clusters Score -41698.57 nChanged 32 ComputeScore: Raw -42013.361033 + Penalty 304.953833 = -41708.407200 Iteration 12Q: 3 clusters Score -41708.41 nChanged 33 ComputeScore: Raw -42021.234746 + Penalty 304.953833 = -41716.280913 Iteration 13Q: 3 clusters Score -41716.28 nChanged 30 ComputeScore: Raw -42026.472040 + Penalty 304.953833 = -41721.518207 Iteration 14Q: 3 clusters Score -41721.52 nChanged 27 ComputeScore: Raw -42030.044999 + Penalty 304.953833 = -41725.091166 Iteration 15Q: 3 clusters Score -41725.09 nChanged 29 ComputeScore: Raw -42035.978418 + Penalty 304.953833 = -41731.024585 Iteration 16Q: 3 clusters Score -41731.02 nChanged 26 ComputeScore: Raw -42041.420290 + Penalty 304.953833 = -41736.466457 Iteration 17Q: 3 clusters Score -41736.47 nChanged 31 ComputeScore: Raw -42048.827285 + Penalty 304.953833 = -41743.873452 Iteration 18Q: 3 clusters Score -41743.87 nChanged 39 ComputeScore: Raw -42059.178035 + Penalty 304.953833 = -41754.224202 Iteration 19Q: 3 clusters Score -41754.22 nChanged 37 ComputeScore: Raw -42071.405067 + Penalty 304.953833 = -41766.451234 Iteration 20F: 3 clusters Score -41766.45 nChanged 35 ComputeScore: Raw -42086.301419 + Penalty 304.953833 = -41781.347586 Iteration 21Q: 3 clusters Score -41781.35 nChanged 43 ComputeScore: Raw -42099.027288 + Penalty 304.953833 = -41794.073455 Iteration 22Q: 3 clusters Score -41794.07 nChanged 43 ComputeScore: Raw -42106.862314 + Penalty 304.953833 = -41801.908481 Iteration 23Q: 3 clusters Score -41801.91 nChanged 28 ComputeScore: Raw -42111.939119 + Penalty 304.953833 = -41806.985286 Iteration 24Q: 3 clusters Score -41806.99 nChanged 30 ComputeScore: Raw -42122.247087 + Penalty 304.953833 = -41817.293254 Iteration 25Q: 3 clusters Score -41817.29 nChanged 36 ComputeScore: Raw -42131.585706 + Penalty 304.953833 = -41826.631873 Iteration 26Q: 3 clusters Score -41826.63 nChanged 38 ComputeScore: Raw -42140.844120 + Penalty 304.953833 = -41835.890287 Iteration 27Q: 3 clusters Score -41835.89 nChanged 39 ComputeScore: Raw -42150.295383 + Penalty 304.953833 = -41845.341550 Iteration 28Q: 3 clusters Score -41845.34 nChanged 37 ComputeScore: Raw -42158.264988 + Penalty 304.953833 = -41853.311155 Iteration 29Q: 3 clusters Score -41853.31 nChanged 40 ComputeScore: Raw -42169.583621 + Penalty 304.953833 = -41864.629788 Iteration 30Q: 3 clusters Score -41864.63 nChanged 29 ComputeScore: Raw -42176.483814 + Penalty 304.953833 = -41871.529981 Iteration 31Q: 3 clusters Score -41871.53 nChanged 27 ComputeScore: Raw -42182.907823 + Penalty 304.953833 = -41877.953990 Iteration 32Q: 3 clusters Score -41877.95 nChanged 23 ComputeScore: Raw -42189.925308 + Penalty 304.953833 = -41884.971475 Iteration 33Q: 3 clusters Score -41884.97 nChanged 27 ComputeScore: Raw -42199.730760 + Penalty 304.953833 = -41894.776927 Iteration 34Q: 3 clusters Score -41894.78 nChanged 30 ComputeScore: Raw -42210.272456 + Penalty 304.953833 = -41905.318623 Iteration 35Q: 3 clusters Score -41905.32 nChanged 35 ComputeScore: Raw -42222.802454 + Penalty 304.953833 = -41917.848621 Iteration 36Q: 3 clusters Score -41917.85 nChanged 35 ComputeScore: Raw -42232.023902 + Penalty 304.953833 = -41927.070069 Iteration 37Q: 3 clusters Score -41927.07 nChanged 35 ComputeScore: Raw -42240.736557 + Penalty 304.953833 = -41935.782724 Iteration 38Q: 3 clusters Score -41935.78 nChanged 25 ComputeScore: Raw -42247.134404 + Penalty 304.953833 = -41942.180571 Iteration 39Q: 3 clusters Score -41942.18 nChanged 28 ComputeScore: Raw -42253.174636 + Penalty 304.953833 = -41948.220803 Iteration 40F: 3 clusters Score -41948.22 nChanged 25 ComputeScore: Raw -42258.929581 + Penalty 304.953833 = -41953.975748 Iteration 41Q: 3 clusters Score -41953.98 nChanged 22 ComputeScore: Raw -42264.937803 + Penalty 304.953833 = -41959.983970 Iteration 42Q: 3 clusters Score -41959.98 nChanged 31 ComputeScore: Raw -42275.728697 + Penalty 304.953833 = -41970.774864 Iteration 43Q: 3 clusters Score -41970.77 nChanged 40 ComputeScore: Raw -42287.319725 + Penalty 304.953833 = -41982.365891 Iteration 44Q: 3 clusters Score -41982.37 nChanged 33 ComputeScore: Raw -42297.696393 + Penalty 304.953833 = -41992.742560 Iteration 45Q: 3 clusters Score -41992.74 nChanged 53 ComputeScore: Raw -42318.096542 + Penalty 304.953833 = -42013.142708 Iteration 46Q: 3 clusters Score -42013.14 nChanged 63 ComputeScore: Raw -42349.519763 + Penalty 304.953833 = -42044.565930 Iteration 47Q: 3 clusters Score -42044.57 nChanged 56 ComputeScore: Raw -42374.751323 + Penalty 304.953833 = -42069.797490 Iteration 48Q: 3 clusters Score -42069.8 nChanged 50 ComputeScore: Raw -42393.078617 + Penalty 304.953833 = -42088.124784 Iteration 49Q: 3 clusters Score -42088.12 nChanged 49 ComputeScore: Raw -42412.686273 + Penalty 304.953833 = -42107.732440 Iteration 50Q: 3 clusters Score -42107.73 nChanged 32 ComputeScore: Raw -42422.597667 + Penalty 304.953833 = -42117.643834 Iteration 51Q: 3 clusters Score -42117.64 nChanged 26 ComputeScore: Raw -42429.122948 + Penalty 304.953833 = -42124.169115 Iteration 52Q: 3 clusters Score -42124.17 nChanged 24 ComputeScore: Raw -42437.099396 + Penalty 304.953833 = -42132.145563 Iteration 53Q: 3 clusters Score -42132.15 nChanged 21 ComputeScore: Raw -42444.245879 + Penalty 304.953833 = -42139.292046 Iteration 54Q: 3 clusters Score -42139.29 nChanged 18 ComputeScore: Raw -42452.017653 + Penalty 304.953833 = -42147.063820 Iteration 55Q: 3 clusters Score -42147.06 nChanged 22 ComputeScore: Raw -42467.065181 + Penalty 304.953833 = -42162.111348 Iteration 56Q: 3 clusters Score -42162.11 nChanged 20 ComputeScore: Raw -42477.823492 + Penalty 304.953833 = -42172.869659 Iteration 57Q: 3 clusters Score -42172.87 nChanged 16 ComputeScore: Raw -42484.001926 + Penalty 304.953833 = -42179.048093 Iteration 58Q: 3 clusters Score -42179.05 nChanged 14 ComputeScore: Raw -42488.073363 + Penalty 304.953833 = -42183.119530 Iteration 59Q: 3 clusters Score -42183.12 nChanged 7 ComputeScore: Raw -42490.346694 + Penalty 304.953833 = -42185.392861 Iteration 60F: 3 clusters Score -42185.39 nChanged 7 ComputeScore: Raw -42494.579474 + Penalty 304.953833 = -42189.625641 Iteration 61Q: 3 clusters Score -42189.63 nChanged 9 ComputeScore: Raw -42498.338158 + Penalty 304.953833 = -42193.384325 Iteration 62Q: 3 clusters Score -42193.38 nChanged 7 ComputeScore: Raw -42500.158369 + Penalty 304.953833 = -42195.204536 Iteration 63Q: 3 clusters Score -42195.2 nChanged 3 ComputeScore: Raw -42500.793192 + Penalty 304.953833 = -42195.839359 Iteration 64Q: 3 clusters Score -42195.84 nChanged 2 ComputeScore: Raw -42501.374918 + Penalty 304.953833 = -42196.421085 Iteration 65Q: 3 clusters Score -42196.42 nChanged 2 ComputeScore: Raw -42501.966959 + Penalty 304.953833 = -42197.013126 Iteration 66Q: 3 clusters Score -42197.01 nChanged 3 ComputeScore: Raw -42504.392565 + Penalty 304.953833 = -42199.438732 Iteration 67Q: 3 clusters Score -42199.44 nChanged 6 ComputeScore: Raw -42507.284782 + Penalty 304.953833 = -42202.330949 Iteration 68Q: 3 clusters Score -42202.33 nChanged 4 ComputeScore: Raw -42508.349273 + Penalty 304.953833 = -42203.395440 Iteration 69Q: 3 clusters Score -42203.4 nChanged 4 ComputeScore: Raw -42510.381599 + Penalty 304.953833 = -42205.427766 Iteration 70Q: 3 clusters Score -42205.43 nChanged 8 ComputeScore: Raw -42515.124381 + Penalty 304.953833 = -42210.170548 Iteration 71Q: 3 clusters Score -42210.17 nChanged 8 ComputeScore: Raw -42519.931595 + Penalty 304.953833 = -42214.977762 Iteration 72Q: 3 clusters Score -42214.98 nChanged 8 ComputeScore: Raw -42524.022828 + Penalty 304.953833 = -42219.068995 Iteration 73Q: 3 clusters Score -42219.07 nChanged 2 ComputeScore: Raw -42525.278604 + Penalty 304.953833 = -42220.324771 Iteration 74Q: 3 clusters Score -42220.32 nChanged 4 ComputeScore: Raw -42527.178268 + Penalty 304.953833 = -42222.224435 Iteration 75Q: 3 clusters Score -42222.22 nChanged 3 ComputeScore: Raw -42528.203082 + Penalty 304.953833 = -42223.249249 Iteration 76Q: 3 clusters Score -42223.25 nChanged 6 ComputeScore: Raw -42531.474923 + Penalty 304.953833 = -42226.521090 Iteration 77Q: 3 clusters Score -42226.52 nChanged 5 ComputeScore: Raw -42535.006017 + Penalty 304.953833 = -42230.052184 Iteration 78Q: 3 clusters Score -42230.05 nChanged 4 ComputeScore: Raw -42536.692516 + Penalty 304.953833 = -42231.738683 Iteration 79Q: 3 clusters Score -42231.74 nChanged 2 ComputeScore: Raw -42537.625393 + Penalty 304.953833 = -42232.671560 Iteration 80F: 3 clusters Score -42232.67 nChanged 3 ComputeScore: Raw -42538.959315 + Penalty 304.953833 = -42234.005482 Iteration 81Q: 3 clusters Score -42234.01 nChanged 4 ComputeScore: Raw -42541.319894 + Penalty 304.953833 = -42236.366061 Iteration 82Q: 3 clusters Score -42236.37 nChanged 3 ComputeScore: Raw -42543.368933 + Penalty 304.953833 = -42238.415100 Iteration 83Q: 3 clusters Score -42238.42 nChanged 2 ComputeScore: Raw -42544.385030 + Penalty 304.953833 = -42239.431197 Iteration 84Q: 3 clusters Score -42239.43 nChanged 1 ComputeScore: Raw -42544.902199 + Penalty 304.953833 = -42239.948366 Iteration 85Q: 3 clusters Score -42239.95 nChanged 3 ComputeScore: Raw -42546.405827 + Penalty 304.953833 = -42241.451994 Iteration 86Q: 3 clusters Score -42241.45 nChanged 3 ComputeScore: Raw -42548.039657 + Penalty 304.953833 = -42243.085824 Iteration 87Q: 3 clusters Score -42243.09 nChanged 2 ComputeScore: Raw -42549.111714 + Penalty 304.953833 = -42244.157881 Iteration 88Q: 3 clusters Score -42244.16 nChanged 1 ComputeScore: Raw -42549.790722 + Penalty 304.953833 = -42244.836889 Iteration 89Q: 3 clusters Score -42244.84 nChanged 1 ComputeScore: Raw -42550.230529 + Penalty 304.953833 = -42245.276696 Iteration 90Q: 3 clusters Score -42245.28 nChanged 1 ComputeScore: Raw -42550.596815 + Penalty 304.953833 = -42245.642982 Iteration 91Q: 3 clusters Score -42245.64 nChanged 1 ComputeScore: Raw -42550.896176 + Penalty 304.953833 = -42245.942343 Iteration 92Q: 3 clusters Score -42245.94 nChanged 2 ComputeScore: Raw -42551.600430 + Penalty 304.953833 = -42246.646597 Iteration 93Q: 3 clusters Score -42246.65 nChanged 0 ComputeScore: Raw -42551.600430 + Penalty 304.953833 = -42246.646597 Iteration 94F: 3 clusters Score -42246.65 nChanged 0 Trying to split cluster 5 (2591 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25757.064433 + Penalty 141.476385 = -25615.588048 Iteration 0F: 2 clusters Score -25615.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24123.696756 + Penalty 282.952771 = -23840.743985 Iteration 0F: 3 clusters Score -23840.74 nChanged 1240 ComputeScore: Raw -24868.274118 + Penalty 282.952771 = -24585.321347 Iteration 1F: 3 clusters Score -24585.32 nChanged 210 ComputeScore: Raw -24978.617926 + Penalty 282.952771 = -24695.665156 Iteration 2F: 3 clusters Score -24695.67 nChanged 176 ComputeScore: Raw -25076.359128 + Penalty 282.952771 = -24793.406358 Iteration 3F: 3 clusters Score -24793.41 nChanged 168 ComputeScore: Raw -25200.989612 + Penalty 282.952771 = -24918.036841 Iteration 4F: 3 clusters Score -24918.04 nChanged 173 ComputeScore: Raw -25355.657539 + Penalty 282.952771 = -25072.704769 Iteration 5F: 3 clusters Score -25072.7 nChanged 146 ComputeScore: Raw -25517.792179 + Penalty 282.952771 = -25234.839408 Iteration 6F: 3 clusters Score -25234.84 nChanged 104 ComputeScore: Raw -25647.847926 + Penalty 282.952771 = -25364.895155 Iteration 7Q: 3 clusters Score -25364.9 nChanged 44 ComputeScore: Raw -25706.521538 + Penalty 282.952771 = -25423.568768 Iteration 8Q: 3 clusters Score -25423.57 nChanged 23 ComputeScore: Raw -25722.229357 + Penalty 282.952771 = -25439.276587 Iteration 9Q: 3 clusters Score -25439.28 nChanged 11 ComputeScore: Raw -25727.118886 + Penalty 282.952771 = -25444.166115 Iteration 10Q: 3 clusters Score -25444.17 nChanged 6 ComputeScore: Raw -25730.254365 + Penalty 282.952771 = -25447.301595 Iteration 11Q: 3 clusters Score -25447.3 nChanged 4 ComputeScore: Raw -25731.275823 + Penalty 282.952771 = -25448.323052 Iteration 12Q: 3 clusters Score -25448.32 nChanged 3 ComputeScore: Raw -25732.803636 + Penalty 282.952771 = -25449.850865 Iteration 13Q: 3 clusters Score -25449.85 nChanged 4 ComputeScore: Raw -25734.114135 + Penalty 282.952771 = -25451.161364 Iteration 14Q: 3 clusters Score -25451.16 nChanged 2 ComputeScore: Raw -25734.439056 + Penalty 282.952771 = -25451.486285 Iteration 15Q: 3 clusters Score -25451.49 nChanged 1 ComputeScore: Raw -25734.774289 + Penalty 282.952771 = -25451.821518 Iteration 16Q: 3 clusters Score -25451.82 nChanged 0 ComputeScore: Raw -25734.774289 + Penalty 282.952771 = -25451.821518 Iteration 17F: 3 clusters Score -25451.82 nChanged 0 Trying to split cluster 6 (5053 points) Assigned 2 initial classes randomly. ComputeScore: Raw -46269.633713 + Penalty 153.499273 = -46116.134440 Iteration 0F: 2 clusters Score -46116.13 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -43136.223342 + Penalty 306.998547 = -42829.224795 Iteration 0F: 3 clusters Score -42829.22 nChanged 2322 ComputeScore: Raw -44874.503696 + Penalty 306.998547 = -44567.505150 Iteration 1F: 3 clusters Score -44567.51 nChanged 295 ComputeScore: Raw -45079.652120 + Penalty 306.998547 = -44772.653574 Iteration 2F: 3 clusters Score -44772.65 nChanged 263 ComputeScore: Raw -45239.815086 + Penalty 306.998547 = -44932.816539 Iteration 3F: 3 clusters Score -44932.82 nChanged 214 ComputeScore: Raw -45354.354348 + Penalty 306.998547 = -45047.355802 Iteration 4Q: 3 clusters Score -45047.36 nChanged 159 ComputeScore: Raw -45413.416696 + Penalty 306.998547 = -45106.418149 Iteration 5Q: 3 clusters Score -45106.42 nChanged 117 ComputeScore: Raw -45440.810196 + Penalty 306.998547 = -45133.811649 Iteration 6Q: 3 clusters Score -45133.81 nChanged 71 ComputeScore: Raw -45453.768274 + Penalty 306.998547 = -45146.769728 Iteration 7Q: 3 clusters Score -45146.77 nChanged 51 ComputeScore: Raw -45463.927200 + Penalty 306.998547 = -45156.928653 Iteration 8Q: 3 clusters Score -45156.93 nChanged 46 ComputeScore: Raw -45475.227237 + Penalty 306.998547 = -45168.228690 Iteration 9Q: 3 clusters Score -45168.23 nChanged 43 ComputeScore: Raw -45484.988841 + Penalty 306.998547 = -45177.990294 Iteration 10Q: 3 clusters Score -45177.99 nChanged 54 ComputeScore: Raw -45500.685276 + Penalty 306.998547 = -45193.686729 Iteration 11Q: 3 clusters Score -45193.69 nChanged 59 ComputeScore: Raw -45516.318834 + Penalty 306.998547 = -45209.320287 Iteration 12Q: 3 clusters Score -45209.32 nChanged 55 ComputeScore: Raw -45530.480724 + Penalty 306.998547 = -45223.482178 Iteration 13Q: 3 clusters Score -45223.48 nChanged 39 ComputeScore: Raw -45540.741504 + Penalty 306.998547 = -45233.742957 Iteration 14Q: 3 clusters Score -45233.74 nChanged 52 ComputeScore: Raw -45556.935418 + Penalty 306.998547 = -45249.936871 Iteration 15Q: 3 clusters Score -45249.94 nChanged 53 ComputeScore: Raw -45573.172653 + Penalty 306.998547 = -45266.174106 Iteration 16Q: 3 clusters Score -45266.17 nChanged 68 ComputeScore: Raw -45604.291843 + Penalty 306.998547 = -45297.293296 Iteration 17Q: 3 clusters Score -45297.29 nChanged 72 ComputeScore: Raw -45636.502215 + Penalty 306.998547 = -45329.503668 Iteration 18Q: 3 clusters Score -45329.5 nChanged 83 ComputeScore: Raw -45677.205139 + Penalty 306.998547 = -45370.206592 Iteration 19Q: 3 clusters Score -45370.21 nChanged 94 ComputeScore: Raw -45725.891506 + Penalty 306.998547 = -45418.892959 Iteration 20F: 3 clusters Score -45418.89 nChanged 106 ComputeScore: Raw -45775.661424 + Penalty 306.998547 = -45468.662878 Iteration 21Q: 3 clusters Score -45468.66 nChanged 88 ComputeScore: Raw -45815.720200 + Penalty 306.998547 = -45508.721654 Iteration 22Q: 3 clusters Score -45508.72 nChanged 85 ComputeScore: Raw -45861.753708 + Penalty 306.998547 = -45554.755161 Iteration 23Q: 3 clusters Score -45554.76 nChanged 90 ComputeScore: Raw -45910.792357 + Penalty 306.998547 = -45603.793810 Iteration 24Q: 3 clusters Score -45603.79 nChanged 93 ComputeScore: Raw -45954.729997 + Penalty 306.998547 = -45647.731450 Iteration 25Q: 3 clusters Score -45647.73 nChanged 76 ComputeScore: Raw -45990.005559 + Penalty 306.998547 = -45683.007013 Iteration 26Q: 3 clusters Score -45683.01 nChanged 68 ComputeScore: Raw -46020.417936 + Penalty 306.998547 = -45713.419389 Iteration 27Q: 3 clusters Score -45713.42 nChanged 62 ComputeScore: Raw -46038.043821 + Penalty 306.998547 = -45731.045275 Iteration 28Q: 3 clusters Score -45731.05 nChanged 59 ComputeScore: Raw -46054.066944 + Penalty 306.998547 = -45747.068397 Iteration 29Q: 3 clusters Score -45747.07 nChanged 52 ComputeScore: Raw -46067.531677 + Penalty 306.998547 = -45760.533131 Iteration 30Q: 3 clusters Score -45760.53 nChanged 38 ComputeScore: Raw -46076.741663 + Penalty 306.998547 = -45769.743117 Iteration 31Q: 3 clusters Score -45769.74 nChanged 41 ComputeScore: Raw -46088.275087 + Penalty 306.998547 = -45781.276541 Iteration 32Q: 3 clusters Score -45781.28 nChanged 39 ComputeScore: Raw -46098.095583 + Penalty 306.998547 = -45791.097037 Iteration 33Q: 3 clusters Score -45791.1 nChanged 38 ComputeScore: Raw -46107.949264 + Penalty 306.998547 = -45800.950717 Iteration 34Q: 3 clusters Score -45800.95 nChanged 41 ComputeScore: Raw -46119.892103 + Penalty 306.998547 = -45812.893557 Iteration 35Q: 3 clusters Score -45812.89 nChanged 36 ComputeScore: Raw -46129.338714 + Penalty 306.998547 = -45822.340167 Iteration 36Q: 3 clusters Score -45822.34 nChanged 25 ComputeScore: Raw -46136.003093 + Penalty 306.998547 = -45829.004546 Iteration 37Q: 3 clusters Score -45829 nChanged 27 ComputeScore: Raw -46145.762776 + Penalty 306.998547 = -45838.764229 Iteration 38Q: 3 clusters Score -45838.76 nChanged 30 ComputeScore: Raw -46160.424152 + Penalty 306.998547 = -45853.425605 Iteration 39Q: 3 clusters Score -45853.43 nChanged 41 ComputeScore: Raw -46182.890805 + Penalty 306.998547 = -45875.892259 Iteration 40F: 3 clusters Score -45875.89 nChanged 42 ComputeScore: Raw -46202.231170 + Penalty 306.998547 = -45895.232624 Iteration 41Q: 3 clusters Score -45895.23 nChanged 42 ComputeScore: Raw -46215.480628 + Penalty 306.998547 = -45908.482081 Iteration 42Q: 3 clusters Score -45908.48 nChanged 28 ComputeScore: Raw -46220.910693 + Penalty 306.998547 = -45913.912147 Iteration 43Q: 3 clusters Score -45913.91 nChanged 19 ComputeScore: Raw -46225.777123 + Penalty 306.998547 = -45918.778577 Iteration 44Q: 3 clusters Score -45918.78 nChanged 18 ComputeScore: Raw -46230.433477 + Penalty 306.998547 = -45923.434930 Iteration 45Q: 3 clusters Score -45923.43 nChanged 19 ComputeScore: Raw -46234.487659 + Penalty 306.998547 = -45927.489112 Iteration 46Q: 3 clusters Score -45927.49 nChanged 16 ComputeScore: Raw -46238.502650 + Penalty 306.998547 = -45931.504104 Iteration 47Q: 3 clusters Score -45931.5 nChanged 20 ComputeScore: Raw -46244.222745 + Penalty 306.998547 = -45937.224198 Iteration 48Q: 3 clusters Score -45937.22 nChanged 19 ComputeScore: Raw -46249.847993 + Penalty 306.998547 = -45942.849446 Iteration 49Q: 3 clusters Score -45942.85 nChanged 19 ComputeScore: Raw -46255.216883 + Penalty 306.998547 = -45948.218336 Iteration 50Q: 3 clusters Score -45948.22 nChanged 11 ComputeScore: Raw -46257.309974 + Penalty 306.998547 = -45950.311427 Iteration 51Q: 3 clusters Score -45950.31 nChanged 8 ComputeScore: Raw -46260.404135 + Penalty 306.998547 = -45953.405589 Iteration 52Q: 3 clusters Score -45953.41 nChanged 15 ComputeScore: Raw -46263.225821 + Penalty 306.998547 = -45956.227275 Iteration 53Q: 3 clusters Score -45956.23 nChanged 9 ComputeScore: Raw -46264.668104 + Penalty 306.998547 = -45957.669558 Iteration 54Q: 3 clusters Score -45957.67 nChanged 10 ComputeScore: Raw -46266.604014 + Penalty 306.998547 = -45959.605467 Iteration 55Q: 3 clusters Score -45959.61 nChanged 11 ComputeScore: Raw -46268.330942 + Penalty 306.998547 = -45961.332396 Iteration 56Q: 3 clusters Score -45961.33 nChanged 8 ComputeScore: Raw -46269.635867 + Penalty 306.998547 = -45962.637321 Iteration 57Q: 3 clusters Score -45962.64 nChanged 8 ComputeScore: Raw -46271.629659 + Penalty 306.998547 = -45964.631113 Iteration 58Q: 3 clusters Score -45964.63 nChanged 11 ComputeScore: Raw -46274.746971 + Penalty 306.998547 = -45967.748425 Iteration 59Q: 3 clusters Score -45967.75 nChanged 16 ComputeScore: Raw -46278.329204 + Penalty 306.998547 = -45971.330657 Iteration 60F: 3 clusters Score -45971.33 nChanged 9 ComputeScore: Raw -46280.568433 + Penalty 306.998547 = -45973.569886 Iteration 61Q: 3 clusters Score -45973.57 nChanged 12 ComputeScore: Raw -46284.046698 + Penalty 306.998547 = -45977.048151 Iteration 62Q: 3 clusters Score -45977.05 nChanged 11 ComputeScore: Raw -46286.450732 + Penalty 306.998547 = -45979.452185 Iteration 63Q: 3 clusters Score -45979.45 nChanged 10 ComputeScore: Raw -46288.404595 + Penalty 306.998547 = -45981.406049 Iteration 64Q: 3 clusters Score -45981.41 nChanged 7 ComputeScore: Raw -46290.095249 + Penalty 306.998547 = -45983.096702 Iteration 65Q: 3 clusters Score -45983.1 nChanged 8 ComputeScore: Raw -46291.060701 + Penalty 306.998547 = -45984.062155 Iteration 66Q: 3 clusters Score -45984.06 nChanged 3 ComputeScore: Raw -46291.512239 + Penalty 306.998547 = -45984.513692 Iteration 67Q: 3 clusters Score -45984.51 nChanged 3 ComputeScore: Raw -46291.816135 + Penalty 306.998547 = -45984.817589 Iteration 68Q: 3 clusters Score -45984.82 nChanged 4 ComputeScore: Raw -46293.098781 + Penalty 306.998547 = -45986.100234 Iteration 69Q: 3 clusters Score -45986.1 nChanged 5 ComputeScore: Raw -46294.416340 + Penalty 306.998547 = -45987.417794 Iteration 70Q: 3 clusters Score -45987.42 nChanged 8 ComputeScore: Raw -46295.581860 + Penalty 306.998547 = -45988.583314 Iteration 71Q: 3 clusters Score -45988.58 nChanged 6 ComputeScore: Raw -46297.266343 + Penalty 306.998547 = -45990.267796 Iteration 72Q: 3 clusters Score -45990.27 nChanged 8 ComputeScore: Raw -46299.130804 + Penalty 306.998547 = -45992.132258 Iteration 73Q: 3 clusters Score -45992.13 nChanged 12 ComputeScore: Raw -46301.457159 + Penalty 306.998547 = -45994.458612 Iteration 74Q: 3 clusters Score -45994.46 nChanged 4 ComputeScore: Raw -46302.030475 + Penalty 306.998547 = -45995.031929 Iteration 75Q: 3 clusters Score -45995.03 nChanged 5 ComputeScore: Raw -46303.197384 + Penalty 306.998547 = -45996.198837 Iteration 76Q: 3 clusters Score -45996.2 nChanged 5 ComputeScore: Raw -46305.164861 + Penalty 306.998547 = -45998.166315 Iteration 77Q: 3 clusters Score -45998.17 nChanged 9 ComputeScore: Raw -46307.272243 + Penalty 306.998547 = -46000.273696 Iteration 78Q: 3 clusters Score -46000.27 nChanged 12 ComputeScore: Raw -46309.461403 + Penalty 306.998547 = -46002.462857 Iteration 79Q: 3 clusters Score -46002.46 nChanged 6 ComputeScore: Raw -46309.974842 + Penalty 306.998547 = -46002.976296 Iteration 80F: 3 clusters Score -46002.98 nChanged 2 ComputeScore: Raw -46310.186488 + Penalty 306.998547 = -46003.187941 Iteration 81Q: 3 clusters Score -46003.19 nChanged 1 ComputeScore: Raw -46310.226676 + Penalty 306.998547 = -46003.228130 Iteration 82Q: 3 clusters Score -46003.23 nChanged 0 ComputeScore: Raw -46310.226676 + Penalty 306.998547 = -46003.228130 Iteration 83F: 3 clusters Score -46003.23 nChanged 0 Trying to split cluster 7 (15263 points) Assigned 2 initial classes randomly. ComputeScore: Raw -125114.555972 + Penalty 173.397364 = -124941.158609 Iteration 0F: 2 clusters Score -124941.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -114997.992596 + Penalty 346.794728 = -114651.197869 Iteration 0F: 3 clusters Score -114651.2 nChanged 7449 ComputeScore: Raw -119408.769522 + Penalty 346.794728 = -119061.974794 Iteration 1F: 3 clusters Score -119062 nChanged 1004 ComputeScore: Raw -119896.060215 + Penalty 346.794728 = -119549.265488 Iteration 2F: 3 clusters Score -119549.3 nChanged 1152 ComputeScore: Raw -120503.429435 + Penalty 346.794728 = -120156.634707 Iteration 3F: 3 clusters Score -120156.6 nChanged 1096 ComputeScore: Raw -121085.405964 + Penalty 346.794728 = -120738.611237 Iteration 4F: 3 clusters Score -120738.6 nChanged 952 ComputeScore: Raw -121673.591480 + Penalty 346.794728 = -121326.796752 Iteration 5F: 3 clusters Score -121326.8 nChanged 826 ComputeScore: Raw -122289.924250 + Penalty 346.794728 = -121943.129523 Iteration 6F: 3 clusters Score -121943.1 nChanged 697 ComputeScore: Raw -122989.179999 + Penalty 346.794728 = -122642.385272 Iteration 7Q: 3 clusters Score -122642.4 nChanged 546 ComputeScore: Raw -123510.819932 + Penalty 346.794728 = -123164.025204 Iteration 8Q: 3 clusters Score -123164 nChanged 400 ComputeScore: Raw -123848.471489 + Penalty 346.794728 = -123501.676762 Iteration 9Q: 3 clusters Score -123501.7 nChanged 330 ComputeScore: Raw -124058.033918 + Penalty 346.794728 = -123711.239191 Iteration 10Q: 3 clusters Score -123711.2 nChanged 249 ComputeScore: Raw -124196.266550 + Penalty 346.794728 = -123849.471823 Iteration 11Q: 3 clusters Score -123849.5 nChanged 200 ComputeScore: Raw -124291.528696 + Penalty 346.794728 = -123944.733969 Iteration 12Q: 3 clusters Score -123944.7 nChanged 169 ComputeScore: Raw -124367.445963 + Penalty 346.794728 = -124020.651235 Iteration 13Q: 3 clusters Score -124020.7 nChanged 142 ComputeScore: Raw -124435.396293 + Penalty 346.794728 = -124088.601565 Iteration 14Q: 3 clusters Score -124088.6 nChanged 137 ComputeScore: Raw -124496.289681 + Penalty 346.794728 = -124149.494954 Iteration 15Q: 3 clusters Score -124149.5 nChanged 110 ComputeScore: Raw -124539.933879 + Penalty 346.794728 = -124193.139151 Iteration 16Q: 3 clusters Score -124193.1 nChanged 100 ComputeScore: Raw -124583.758790 + Penalty 346.794728 = -124236.964062 Iteration 17Q: 3 clusters Score -124237 nChanged 96 ComputeScore: Raw -124622.644978 + Penalty 346.794728 = -124275.850250 Iteration 18Q: 3 clusters Score -124275.9 nChanged 78 ComputeScore: Raw -124653.984099 + Penalty 346.794728 = -124307.189371 Iteration 19Q: 3 clusters Score -124307.2 nChanged 76 ComputeScore: Raw -124690.116263 + Penalty 346.794728 = -124343.321535 Iteration 20F: 3 clusters Score -124343.3 nChanged 73 ComputeScore: Raw -124736.947612 + Penalty 346.794728 = -124390.152885 Iteration 21Q: 3 clusters Score -124390.2 nChanged 78 ComputeScore: Raw -124783.837047 + Penalty 346.794728 = -124437.042320 Iteration 22Q: 3 clusters Score -124437 nChanged 79 ComputeScore: Raw -124822.911972 + Penalty 346.794728 = -124476.117245 Iteration 23Q: 3 clusters Score -124476.1 nChanged 91 ComputeScore: Raw -124892.754061 + Penalty 346.794728 = -124545.959333 Iteration 24Q: 3 clusters Score -124546 nChanged 101 ComputeScore: Raw -125004.748145 + Penalty 346.794728 = -124657.953417 Iteration 25Q: 3 clusters Score -124658 nChanged 96 ComputeScore: Raw -125049.070806 + Penalty 346.794728 = -124702.276079 Iteration 26Q: 3 clusters Score -124702.3 nChanged 75 ComputeScore: Raw -125068.162512 + Penalty 346.794728 = -124721.367784 Iteration 27Q: 3 clusters Score -124721.4 nChanged 57 ComputeScore: Raw -125079.310938 + Penalty 346.794728 = -124732.516210 Iteration 28Q: 3 clusters Score -124732.5 nChanged 47 ComputeScore: Raw -125087.695578 + Penalty 346.794728 = -124740.900850 Iteration 29Q: 3 clusters Score -124740.9 nChanged 40 ComputeScore: Raw -125092.890055 + Penalty 346.794728 = -124746.095327 Iteration 30Q: 3 clusters Score -124746.1 nChanged 28 ComputeScore: Raw -125096.792463 + Penalty 346.794728 = -124749.997735 Iteration 31Q: 3 clusters Score -124750 nChanged 27 ComputeScore: Raw -125100.389061 + Penalty 346.794728 = -124753.594333 Iteration 32Q: 3 clusters Score -124753.6 nChanged 26 ComputeScore: Raw -125103.279244 + Penalty 346.794728 = -124756.484517 Iteration 33Q: 3 clusters Score -124756.5 nChanged 16 ComputeScore: Raw -125105.737487 + Penalty 346.794728 = -124758.942759 Iteration 34Q: 3 clusters Score -124758.9 nChanged 25 ComputeScore: Raw -125109.353714 + Penalty 346.794728 = -124762.558987 Iteration 35Q: 3 clusters Score -124762.6 nChanged 25 ComputeScore: Raw -125112.740681 + Penalty 346.794728 = -124765.945954 Iteration 36Q: 3 clusters Score -124765.9 nChanged 21 ComputeScore: Raw -125117.180500 + Penalty 346.794728 = -124770.385773 Iteration 37Q: 3 clusters Score -124770.4 nChanged 27 ComputeScore: Raw -125122.576149 + Penalty 346.794728 = -124775.781422 Iteration 38Q: 3 clusters Score -124775.8 nChanged 29 ComputeScore: Raw -125129.767739 + Penalty 346.794728 = -124782.973012 Iteration 39Q: 3 clusters Score -124783 nChanged 20 ComputeScore: Raw -125131.785236 + Penalty 346.794728 = -124784.990509 Iteration 40F: 3 clusters Score -124785 nChanged 9 ComputeScore: Raw -125132.301156 + Penalty 346.794728 = -124785.506428 Iteration 41Q: 3 clusters Score -124785.5 nChanged 8 ComputeScore: Raw -125132.653158 + Penalty 346.794728 = -124785.858430 Iteration 42Q: 3 clusters Score -124785.9 nChanged 3 ComputeScore: Raw -125132.790806 + Penalty 346.794728 = -124785.996078 Iteration 43Q: 3 clusters Score -124786 nChanged 6 ComputeScore: Raw -125133.132087 + Penalty 346.794728 = -124786.337359 Iteration 44Q: 3 clusters Score -124786.3 nChanged 9 ComputeScore: Raw -125133.979257 + Penalty 346.794728 = -124787.184529 Iteration 45Q: 3 clusters Score -124787.2 nChanged 11 ComputeScore: Raw -125134.921580 + Penalty 346.794728 = -124788.126852 Iteration 46Q: 3 clusters Score -124788.1 nChanged 9 ComputeScore: Raw -125135.324271 + Penalty 346.794728 = -124788.529543 Iteration 47Q: 3 clusters Score -124788.5 nChanged 5 ComputeScore: Raw -125135.689683 + Penalty 346.794728 = -124788.894955 Iteration 48Q: 3 clusters Score -124788.9 nChanged 6 ComputeScore: Raw -125136.110637 + Penalty 346.794728 = -124789.315909 Iteration 49Q: 3 clusters Score -124789.3 nChanged 5 ComputeScore: Raw -125136.328217 + Penalty 346.794728 = -124789.533489 Iteration 50Q: 3 clusters Score -124789.5 nChanged 6 ComputeScore: Raw -125136.737941 + Penalty 346.794728 = -124789.943213 Iteration 51Q: 3 clusters Score -124789.9 nChanged 9 ComputeScore: Raw -125137.705992 + Penalty 346.794728 = -124790.911264 Iteration 52Q: 3 clusters Score -124790.9 nChanged 6 ComputeScore: Raw -125138.124211 + Penalty 346.794728 = -124791.329483 Iteration 53Q: 3 clusters Score -124791.3 nChanged 7 ComputeScore: Raw -125138.484693 + Penalty 346.794728 = -124791.689965 Iteration 54Q: 3 clusters Score -124791.7 nChanged 8 ComputeScore: Raw -125138.894758 + Penalty 346.794728 = -124792.100030 Iteration 55Q: 3 clusters Score -124792.1 nChanged 4 ComputeScore: Raw -125139.025488 + Penalty 346.794728 = -124792.230760 Iteration 56Q: 3 clusters Score -124792.2 nChanged 6 ComputeScore: Raw -125139.693408 + Penalty 346.794728 = -124792.898680 Iteration 57Q: 3 clusters Score -124792.9 nChanged 10 ComputeScore: Raw -125140.302549 + Penalty 346.794728 = -124793.507821 Iteration 58Q: 3 clusters Score -124793.5 nChanged 7 ComputeScore: Raw -125140.687038 + Penalty 346.794728 = -124793.892311 Iteration 59Q: 3 clusters Score -124793.9 nChanged 5 ComputeScore: Raw -125141.073432 + Penalty 346.794728 = -124794.278705 Iteration 60F: 3 clusters Score -124794.3 nChanged 5 ComputeScore: Raw -125141.456478 + Penalty 346.794728 = -124794.661750 Iteration 61Q: 3 clusters Score -124794.7 nChanged 2 ComputeScore: Raw -125141.567449 + Penalty 346.794728 = -124794.772722 Iteration 62Q: 3 clusters Score -124794.8 nChanged 1 ComputeScore: Raw -125141.649102 + Penalty 346.794728 = -124794.854375 Iteration 63Q: 3 clusters Score -124794.9 nChanged 3 ComputeScore: Raw -125141.833652 + Penalty 346.794728 = -124795.038925 Iteration 64Q: 3 clusters Score -124795 nChanged 3 ComputeScore: Raw -125142.236043 + Penalty 346.794728 = -124795.441316 Iteration 65Q: 3 clusters Score -124795.4 nChanged 3 ComputeScore: Raw -125142.410720 + Penalty 346.794728 = -124795.615992 Iteration 66Q: 3 clusters Score -124795.6 nChanged 2 ComputeScore: Raw -125142.503409 + Penalty 346.794728 = -124795.708681 Iteration 67Q: 3 clusters Score -124795.7 nChanged 0 ComputeScore: Raw -125142.503409 + Penalty 346.794728 = -124795.708681 Iteration 68F: 3 clusters Score -124795.7 nChanged 0 Trying to split cluster 8 (2761 points) Assigned 2 initial classes randomly. ComputeScore: Raw -29171.534540 + Penalty 142.620268 = -29028.914272 Iteration 0F: 2 clusters Score -29028.91 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27464.677082 + Penalty 285.240536 = -27179.436547 Iteration 0F: 3 clusters Score -27179.44 nChanged 1272 ComputeScore: Raw -28408.079801 + Penalty 285.240536 = -28122.839265 Iteration 1F: 3 clusters Score -28122.84 nChanged 193 ComputeScore: Raw -28541.572551 + Penalty 285.240536 = -28256.332015 Iteration 2F: 3 clusters Score -28256.33 nChanged 178 ComputeScore: Raw -28657.941057 + Penalty 285.240536 = -28372.700521 Iteration 3F: 3 clusters Score -28372.7 nChanged 138 ComputeScore: Raw -28756.019253 + Penalty 285.240536 = -28470.778718 Iteration 4Q: 3 clusters Score -28470.78 nChanged 122 ComputeScore: Raw -28846.955030 + Penalty 285.240536 = -28561.714494 Iteration 5Q: 3 clusters Score -28561.71 nChanged 106 ComputeScore: Raw -28925.354145 + Penalty 285.240536 = -28640.113609 Iteration 6Q: 3 clusters Score -28640.11 nChanged 89 ComputeScore: Raw -28990.515590 + Penalty 285.240536 = -28705.275054 Iteration 7Q: 3 clusters Score -28705.28 nChanged 74 ComputeScore: Raw -29040.278953 + Penalty 285.240536 = -28755.038417 Iteration 8Q: 3 clusters Score -28755.04 nChanged 63 ComputeScore: Raw -29091.432724 + Penalty 285.240536 = -28806.192188 Iteration 9Q: 3 clusters Score -28806.19 nChanged 52 ComputeScore: Raw -29127.099777 + Penalty 285.240536 = -28841.859241 Iteration 10Q: 3 clusters Score -28841.86 nChanged 34 ComputeScore: Raw -29146.151802 + Penalty 285.240536 = -28860.911267 Iteration 11Q: 3 clusters Score -28860.91 nChanged 19 ComputeScore: Raw -29154.749590 + Penalty 285.240536 = -28869.509054 Iteration 12Q: 3 clusters Score -28869.51 nChanged 16 ComputeScore: Raw -29164.179503 + Penalty 285.240536 = -28878.938967 Iteration 13Q: 3 clusters Score -28878.94 nChanged 18 ComputeScore: Raw -29173.197507 + Penalty 285.240536 = -28887.956971 Iteration 14Q: 3 clusters Score -28887.96 nChanged 13 ComputeScore: Raw -29177.900573 + Penalty 285.240536 = -28892.660038 Iteration 15Q: 3 clusters Score -28892.66 nChanged 8 ComputeScore: Raw -29179.219020 + Penalty 285.240536 = -28893.978485 Iteration 16Q: 3 clusters Score -28893.98 nChanged 5 ComputeScore: Raw -29180.093707 + Penalty 285.240536 = -28894.853171 Iteration 17Q: 3 clusters Score -28894.85 nChanged 6 ComputeScore: Raw -29181.002320 + Penalty 285.240536 = -28895.761785 Iteration 18Q: 3 clusters Score -28895.76 nChanged 2 ComputeScore: Raw -29181.252879 + Penalty 285.240536 = -28896.012343 Iteration 19Q: 3 clusters Score -28896.01 nChanged 2 ComputeScore: Raw -29181.590058 + Penalty 285.240536 = -28896.349522 Iteration 20F: 3 clusters Score -28896.35 nChanged 1 ComputeScore: Raw -29182.501897 + Penalty 285.240536 = -28897.261361 Iteration 21Q: 3 clusters Score -28897.26 nChanged 1 ComputeScore: Raw -29182.767771 + Penalty 285.240536 = -28897.527236 Iteration 22Q: 3 clusters Score -28897.53 nChanged 1 ComputeScore: Raw -29183.013406 + Penalty 285.240536 = -28897.772870 Iteration 23Q: 3 clusters Score -28897.77 nChanged 0 ComputeScore: Raw -29183.013406 + Penalty 285.240536 = -28897.772870 Iteration 24F: 3 clusters Score -28897.77 nChanged 0 Trying to split cluster 9 (760 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9895.288352 + Penalty 119.399732 = -9775.888620 Iteration 0F: 2 clusters Score -9775.889 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9461.155806 + Penalty 238.799464 = -9222.356343 Iteration 0F: 3 clusters Score -9222.356 nChanged 319 ComputeScore: Raw -9688.085765 + Penalty 238.799464 = -9449.286301 Iteration 1F: 3 clusters Score -9449.286 nChanged 56 ComputeScore: Raw -9725.506592 + Penalty 238.799464 = -9486.707128 Iteration 2F: 3 clusters Score -9486.707 nChanged 41 ComputeScore: Raw -9756.347299 + Penalty 238.799464 = -9517.547835 Iteration 3F: 3 clusters Score -9517.548 nChanged 24 ComputeScore: Raw -9782.744224 + Penalty 238.799464 = -9543.944761 Iteration 4Q: 3 clusters Score -9543.945 nChanged 18 ComputeScore: Raw -9803.497770 + Penalty 238.799464 = -9564.698307 Iteration 5Q: 3 clusters Score -9564.698 nChanged 19 ComputeScore: Raw -9810.573933 + Penalty 238.799464 = -9571.774470 Iteration 6Q: 3 clusters Score -9571.774 nChanged 12 ComputeScore: Raw -9813.776671 + Penalty 238.799464 = -9574.977207 Iteration 7Q: 3 clusters Score -9574.977 nChanged 6 ComputeScore: Raw -9816.776973 + Penalty 238.799464 = -9577.977510 Iteration 8Q: 3 clusters Score -9577.978 nChanged 5 ComputeScore: Raw -9819.158087 + Penalty 238.799464 = -9580.358623 Iteration 9Q: 3 clusters Score -9580.359 nChanged 8 ComputeScore: Raw -9823.028217 + Penalty 238.799464 = -9584.228753 Iteration 10Q: 3 clusters Score -9584.229 nChanged 8 ComputeScore: Raw -9826.972309 + Penalty 238.799464 = -9588.172845 Iteration 11Q: 3 clusters Score -9588.173 nChanged 9 ComputeScore: Raw -9833.459947 + Penalty 238.799464 = -9594.660484 Iteration 12Q: 3 clusters Score -9594.66 nChanged 8 ComputeScore: Raw -9838.483684 + Penalty 238.799464 = -9599.684221 Iteration 13Q: 3 clusters Score -9599.684 nChanged 9 ComputeScore: Raw -9842.241640 + Penalty 238.799464 = -9603.442177 Iteration 14Q: 3 clusters Score -9603.442 nChanged 13 ComputeScore: Raw -9850.772476 + Penalty 238.799464 = -9611.973013 Iteration 15Q: 3 clusters Score -9611.973 nChanged 9 ComputeScore: Raw -9857.757446 + Penalty 238.799464 = -9618.957982 Iteration 16Q: 3 clusters Score -9618.958 nChanged 7 ComputeScore: Raw -9863.499875 + Penalty 238.799464 = -9624.700412 Iteration 17Q: 3 clusters Score -9624.7 nChanged 4 ComputeScore: Raw -9865.892748 + Penalty 238.799464 = -9627.093285 Iteration 18Q: 3 clusters Score -9627.093 nChanged 3 ComputeScore: Raw -9866.647436 + Penalty 238.799464 = -9627.847972 Iteration 19Q: 3 clusters Score -9627.848 nChanged 3 ComputeScore: Raw -9867.798464 + Penalty 238.799464 = -9628.999000 Iteration 20F: 3 clusters Score -9628.999 nChanged 4 ComputeScore: Raw -9869.445664 + Penalty 238.799464 = -9630.646201 Iteration 21Q: 3 clusters Score -9630.646 nChanged 4 ComputeScore: Raw -9871.847477 + Penalty 238.799464 = -9633.048013 Iteration 22Q: 3 clusters Score -9633.048 nChanged 4 ComputeScore: Raw -9875.003537 + Penalty 238.799464 = -9636.204073 Iteration 23Q: 3 clusters Score -9636.204 nChanged 5 ComputeScore: Raw -9878.410177 + Penalty 238.799464 = -9639.610713 Iteration 24Q: 3 clusters Score -9639.611 nChanged 4 ComputeScore: Raw -9880.386396 + Penalty 238.799464 = -9641.586933 Iteration 25Q: 3 clusters Score -9641.587 nChanged 2 ComputeScore: Raw -9880.839858 + Penalty 238.799464 = -9642.040395 Iteration 26Q: 3 clusters Score -9642.04 nChanged 5 ComputeScore: Raw -9882.675571 + Penalty 238.799464 = -9643.876107 Iteration 27Q: 3 clusters Score -9643.876 nChanged 4 ComputeScore: Raw -9883.978654 + Penalty 238.799464 = -9645.179190 Iteration 28Q: 3 clusters Score -9645.179 nChanged 2 ComputeScore: Raw -9884.576488 + Penalty 238.799464 = -9645.777025 Iteration 29Q: 3 clusters Score -9645.777 nChanged 2 ComputeScore: Raw -9885.455408 + Penalty 238.799464 = -9646.655945 Iteration 30Q: 3 clusters Score -9646.656 nChanged 1 ComputeScore: Raw -9885.743945 + Penalty 238.799464 = -9646.944482 Iteration 31Q: 3 clusters Score -9646.944 nChanged 2 ComputeScore: Raw -9887.061688 + Penalty 238.799464 = -9648.262225 Iteration 32Q: 3 clusters Score -9648.262 nChanged 2 ComputeScore: Raw -9887.807644 + Penalty 238.799464 = -9649.008181 Iteration 33Q: 3 clusters Score -9649.008 nChanged 3 ComputeScore: Raw -9889.074732 + Penalty 238.799464 = -9650.275269 Iteration 34Q: 3 clusters Score -9650.275 nChanged 2 ComputeScore: Raw -9889.704535 + Penalty 238.799464 = -9650.905071 Iteration 35Q: 3 clusters Score -9650.905 nChanged 3 ComputeScore: Raw -9890.639055 + Penalty 238.799464 = -9651.839591 Iteration 36Q: 3 clusters Score -9651.84 nChanged 4 ComputeScore: Raw -9892.556931 + Penalty 238.799464 = -9653.757468 Iteration 37Q: 3 clusters Score -9653.757 nChanged 2 ComputeScore: Raw -9893.197274 + Penalty 238.799464 = -9654.397811 Iteration 38Q: 3 clusters Score -9654.398 nChanged 2 ComputeScore: Raw -9894.350761 + Penalty 238.799464 = -9655.551297 Iteration 39Q: 3 clusters Score -9655.551 nChanged 3 ComputeScore: Raw -9895.120597 + Penalty 238.799464 = -9656.321134 Iteration 40F: 3 clusters Score -9656.321 nChanged 0 Trying to split cluster 10 (1171 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8834.163228 + Penalty 127.181041 = -8706.982187 Iteration 0F: 2 clusters Score -8706.982 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8185.346027 + Penalty 254.362081 = -7930.983946 Iteration 0F: 3 clusters Score -7930.984 nChanged 510 ComputeScore: Raw -8619.435005 + Penalty 254.362081 = -8365.072924 Iteration 1F: 3 clusters Score -8365.073 nChanged 139 ComputeScore: Raw -8769.562424 + Penalty 254.362081 = -8515.200343 Iteration 2F: 3 clusters Score -8515.2 nChanged 83 ComputeScore: Raw -8838.149220 + Penalty 254.362081 = -8583.787139 Iteration 3F: 3 clusters Score -8583.787 nChanged 59 ComputeScore: Raw -8874.075357 + Penalty 254.362081 = -8619.713276 Iteration 4F: 3 clusters Score -8619.713 nChanged 28 ComputeScore: Raw -8892.861635 + Penalty 254.362081 = -8638.499554 Iteration 5Q: 3 clusters Score -8638.5 nChanged 24 ComputeScore: Raw -8904.198491 + Penalty 254.362081 = -8649.836410 Iteration 6Q: 3 clusters Score -8649.836 nChanged 15 ComputeScore: Raw -8908.829546 + Penalty 254.362081 = -8654.467465 Iteration 7Q: 3 clusters Score -8654.467 nChanged 6 ComputeScore: Raw -8911.252414 + Penalty 254.362081 = -8656.890332 Iteration 8Q: 3 clusters Score -8656.89 nChanged 9 ComputeScore: Raw -8915.570500 + Penalty 254.362081 = -8661.208419 Iteration 9Q: 3 clusters Score -8661.208 nChanged 9 ComputeScore: Raw -8920.344190 + Penalty 254.362081 = -8665.982109 Iteration 10Q: 3 clusters Score -8665.982 nChanged 15 ComputeScore: Raw -8932.877666 + Penalty 254.362081 = -8678.515585 Iteration 11Q: 3 clusters Score -8678.516 nChanged 23 ComputeScore: Raw -8952.500576 + Penalty 254.362081 = -8698.138495 Iteration 12Q: 3 clusters Score -8698.138 nChanged 21 ComputeScore: Raw -8972.970058 + Penalty 254.362081 = -8718.607977 Iteration 13Q: 3 clusters Score -8718.608 nChanged 15 ComputeScore: Raw -8980.379284 + Penalty 254.362081 = -8726.017203 Iteration 14Q: 3 clusters Score -8726.017 nChanged 5 ComputeScore: Raw -8981.013432 + Penalty 254.362081 = -8726.651351 Iteration 15Q: 3 clusters Score -8726.651 nChanged 0 ComputeScore: Raw -8981.013432 + Penalty 254.362081 = -8726.651351 Iteration 16F: 3 clusters Score -8726.651 nChanged 0 ComputeScore: Raw -544677.398020 + Penalty 8960.947914 = -535716.450107Splitting cluster 10 changes total score from -535773.257809 to -535716.450107 So it's not getting split. Trying to split cluster 11 (3509 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32961.373022 + Penalty 146.935555 = -32814.437467 Iteration 0F: 2 clusters Score -32814.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30832.966032 + Penalty 293.871110 = -30539.094922 Iteration 0F: 3 clusters Score -30539.09 nChanged 1605 ComputeScore: Raw -31979.448557 + Penalty 293.871110 = -31685.577447 Iteration 1F: 3 clusters Score -31685.58 nChanged 212 ComputeScore: Raw -32112.079682 + Penalty 293.871110 = -31818.208572 Iteration 2F: 3 clusters Score -31818.21 nChanged 189 ComputeScore: Raw -32254.784817 + Penalty 293.871110 = -31960.913708 Iteration 3F: 3 clusters Score -31960.91 nChanged 182 ComputeScore: Raw -32417.049170 + Penalty 293.871110 = -32123.178061 Iteration 4F: 3 clusters Score -32123.18 nChanged 156 ComputeScore: Raw -32543.630080 + Penalty 293.871110 = -32249.758971 Iteration 5Q: 3 clusters Score -32249.76 nChanged 126 ComputeScore: Raw -32673.294962 + Penalty 293.871110 = -32379.423853 Iteration 6Q: 3 clusters Score -32379.42 nChanged 94 ComputeScore: Raw -32750.343870 + Penalty 293.871110 = -32456.472761 Iteration 7Q: 3 clusters Score -32456.47 nChanged 52 ComputeScore: Raw -32782.262822 + Penalty 293.871110 = -32488.391712 Iteration 8Q: 3 clusters Score -32488.39 nChanged 46 ComputeScore: Raw -32808.236204 + Penalty 293.871110 = -32514.365094 Iteration 9Q: 3 clusters Score -32514.37 nChanged 42 ComputeScore: Raw -32834.544402 + Penalty 293.871110 = -32540.673293 Iteration 10Q: 3 clusters Score -32540.67 nChanged 41 ComputeScore: Raw -32854.775296 + Penalty 293.871110 = -32560.904187 Iteration 11Q: 3 clusters Score -32560.9 nChanged 25 ComputeScore: Raw -32867.829298 + Penalty 293.871110 = -32573.958188 Iteration 12Q: 3 clusters Score -32573.96 nChanged 22 ComputeScore: Raw -32876.880746 + Penalty 293.871110 = -32583.009636 Iteration 13Q: 3 clusters Score -32583.01 nChanged 29 ComputeScore: Raw -32888.374645 + Penalty 293.871110 = -32594.503536 Iteration 14Q: 3 clusters Score -32594.5 nChanged 22 ComputeScore: Raw -32896.778591 + Penalty 293.871110 = -32602.907482 Iteration 15Q: 3 clusters Score -32602.91 nChanged 23 ComputeScore: Raw -32907.953471 + Penalty 293.871110 = -32614.082362 Iteration 16Q: 3 clusters Score -32614.08 nChanged 29 ComputeScore: Raw -32921.499491 + Penalty 293.871110 = -32627.628381 Iteration 17Q: 3 clusters Score -32627.63 nChanged 24 ComputeScore: Raw -32933.047325 + Penalty 293.871110 = -32639.176216 Iteration 18Q: 3 clusters Score -32639.18 nChanged 18 ComputeScore: Raw -32943.062392 + Penalty 293.871110 = -32649.191282 Iteration 19Q: 3 clusters Score -32649.19 nChanged 18 ComputeScore: Raw -32955.337303 + Penalty 293.871110 = -32661.466193 Iteration 20F: 3 clusters Score -32661.47 nChanged 8 ComputeScore: Raw -32964.979243 + Penalty 293.871110 = -32671.108133 Iteration 21Q: 3 clusters Score -32671.11 nChanged 11 ComputeScore: Raw -32979.415242 + Penalty 293.871110 = -32685.544133 Iteration 22Q: 3 clusters Score -32685.54 nChanged 7 ComputeScore: Raw -32985.229404 + Penalty 293.871110 = -32691.358295 Iteration 23Q: 3 clusters Score -32691.36 nChanged 3 ComputeScore: Raw -32987.264085 + Penalty 293.871110 = -32693.392976 Iteration 24Q: 3 clusters Score -32693.39 nChanged 4 ComputeScore: Raw -32990.712950 + Penalty 293.871110 = -32696.841840 Iteration 25Q: 3 clusters Score -32696.84 nChanged 4 ComputeScore: Raw -32993.576569 + Penalty 293.871110 = -32699.705460 Iteration 26Q: 3 clusters Score -32699.71 nChanged 1 ComputeScore: Raw -32993.754677 + Penalty 293.871110 = -32699.883568 Iteration 27Q: 3 clusters Score -32699.88 nChanged 1 ComputeScore: Raw -32994.011085 + Penalty 293.871110 = -32700.139976 Iteration 28Q: 3 clusters Score -32700.14 nChanged 0 ComputeScore: Raw -32994.011085 + Penalty 293.871110 = -32700.139976 Iteration 29F: 3 clusters Score -32700.14 nChanged 0 Trying to split cluster 12 (5321 points) Assigned 2 initial classes randomly. ComputeScore: Raw -50926.072012 + Penalty 154.429498 = -50771.642515 Iteration 0F: 2 clusters Score -50771.64 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -47598.378347 + Penalty 308.858995 = -47289.519352 Iteration 0F: 3 clusters Score -47289.52 nChanged 2449 ComputeScore: Raw -49031.073447 + Penalty 308.858995 = -48722.214452 Iteration 1F: 3 clusters Score -48722.21 nChanged 348 ComputeScore: Raw -49194.931120 + Penalty 308.858995 = -48886.072125 Iteration 2F: 3 clusters Score -48886.07 nChanged 289 ComputeScore: Raw -49371.769108 + Penalty 308.858995 = -49062.910113 Iteration 3F: 3 clusters Score -49062.91 nChanged 294 ComputeScore: Raw -49599.701114 + Penalty 308.858995 = -49290.842119 Iteration 4F: 3 clusters Score -49290.84 nChanged 267 ComputeScore: Raw -49805.756505 + Penalty 308.858995 = -49496.897509 Iteration 5F: 3 clusters Score -49496.9 nChanged 232 ComputeScore: Raw -49950.607451 + Penalty 308.858995 = -49641.748456 Iteration 6Q: 3 clusters Score -49641.75 nChanged 183 ComputeScore: Raw -50030.875099 + Penalty 308.858995 = -49722.016104 Iteration 7Q: 3 clusters Score -49722.02 nChanged 123 ComputeScore: Raw -50069.814738 + Penalty 308.858995 = -49760.955743 Iteration 8Q: 3 clusters Score -49760.96 nChanged 110 ComputeScore: Raw -50110.826432 + Penalty 308.858995 = -49801.967437 Iteration 9Q: 3 clusters Score -49801.97 nChanged 109 ComputeScore: Raw -50151.123159 + Penalty 308.858995 = -49842.264163 Iteration 10Q: 3 clusters Score -49842.26 nChanged 110 ComputeScore: Raw -50195.416677 + Penalty 308.858995 = -49886.557682 Iteration 11Q: 3 clusters Score -49886.56 nChanged 111 ComputeScore: Raw -50234.522890 + Penalty 308.858995 = -49925.663895 Iteration 12Q: 3 clusters Score -49925.66 nChanged 104 ComputeScore: Raw -50270.997833 + Penalty 308.858995 = -49962.138838 Iteration 13Q: 3 clusters Score -49962.14 nChanged 99 ComputeScore: Raw -50308.199149 + Penalty 308.858995 = -49999.340154 Iteration 14Q: 3 clusters Score -49999.34 nChanged 100 ComputeScore: Raw -50351.243002 + Penalty 308.858995 = -50042.384007 Iteration 15Q: 3 clusters Score -50042.38 nChanged 96 ComputeScore: Raw -50391.649642 + Penalty 308.858995 = -50082.790647 Iteration 16Q: 3 clusters Score -50082.79 nChanged 91 ComputeScore: Raw -50435.998361 + Penalty 308.858995 = -50127.139366 Iteration 17Q: 3 clusters Score -50127.14 nChanged 106 ComputeScore: Raw -50493.850025 + Penalty 308.858995 = -50184.991029 Iteration 18Q: 3 clusters Score -50184.99 nChanged 95 ComputeScore: Raw -50544.356562 + Penalty 308.858995 = -50235.497567 Iteration 19Q: 3 clusters Score -50235.5 nChanged 99 ComputeScore: Raw -50598.956027 + Penalty 308.858995 = -50290.097032 Iteration 20F: 3 clusters Score -50290.1 nChanged 96 ComputeScore: Raw -50658.278041 + Penalty 308.858995 = -50349.419045 Iteration 21Q: 3 clusters Score -50349.42 nChanged 85 ComputeScore: Raw -50709.076970 + Penalty 308.858995 = -50400.217975 Iteration 22Q: 3 clusters Score -50400.22 nChanged 74 ComputeScore: Raw -50757.427888 + Penalty 308.858995 = -50448.568893 Iteration 23Q: 3 clusters Score -50448.57 nChanged 61 ComputeScore: Raw -50792.018726 + Penalty 308.858995 = -50483.159731 Iteration 24Q: 3 clusters Score -50483.16 nChanged 44 ComputeScore: Raw -50814.745263 + Penalty 308.858995 = -50505.886267 Iteration 25Q: 3 clusters Score -50505.89 nChanged 38 ComputeScore: Raw -50831.353757 + Penalty 308.858995 = -50522.494761 Iteration 26Q: 3 clusters Score -50522.49 nChanged 26 ComputeScore: Raw -50841.491973 + Penalty 308.858995 = -50532.632977 Iteration 27Q: 3 clusters Score -50532.63 nChanged 19 ComputeScore: Raw -50849.298304 + Penalty 308.858995 = -50540.439309 Iteration 28Q: 3 clusters Score -50540.44 nChanged 23 ComputeScore: Raw -50862.598216 + Penalty 308.858995 = -50553.739221 Iteration 29Q: 3 clusters Score -50553.74 nChanged 25 ComputeScore: Raw -50876.790877 + Penalty 308.858995 = -50567.931881 Iteration 30Q: 3 clusters Score -50567.93 nChanged 25 ComputeScore: Raw -50897.556383 + Penalty 308.858995 = -50588.697387 Iteration 31Q: 3 clusters Score -50588.7 nChanged 21 ComputeScore: Raw -50911.792440 + Penalty 308.858995 = -50602.933445 Iteration 32Q: 3 clusters Score -50602.93 nChanged 16 ComputeScore: Raw -50922.172572 + Penalty 308.858995 = -50613.313577 Iteration 33Q: 3 clusters Score -50613.31 nChanged 10 ComputeScore: Raw -50927.418650 + Penalty 308.858995 = -50618.559655 Iteration 34Q: 3 clusters Score -50618.56 nChanged 5 ComputeScore: Raw -50930.248631 + Penalty 308.858995 = -50621.389635 Iteration 35Q: 3 clusters Score -50621.39 nChanged 6 ComputeScore: Raw -50933.607934 + Penalty 308.858995 = -50624.748938 Iteration 36Q: 3 clusters Score -50624.75 nChanged 3 ComputeScore: Raw -50935.373387 + Penalty 308.858995 = -50626.514392 Iteration 37Q: 3 clusters Score -50626.51 nChanged 3 ComputeScore: Raw -50936.851804 + Penalty 308.858995 = -50627.992809 Iteration 38Q: 3 clusters Score -50627.99 nChanged 4 ComputeScore: Raw -50941.321160 + Penalty 308.858995 = -50632.462164 Iteration 39Q: 3 clusters Score -50632.46 nChanged 2 ComputeScore: Raw -50942.636641 + Penalty 308.858995 = -50633.777646 Iteration 40F: 3 clusters Score -50633.78 nChanged 1 ComputeScore: Raw -50943.529626 + Penalty 308.858995 = -50634.670631 Iteration 41Q: 3 clusters Score -50634.67 nChanged 3 ComputeScore: Raw -50945.697985 + Penalty 308.858995 = -50636.838990 Iteration 42Q: 3 clusters Score -50636.84 nChanged 1 ComputeScore: Raw -50946.889342 + Penalty 308.858995 = -50638.030347 Iteration 43Q: 3 clusters Score -50638.03 nChanged 0 ComputeScore: Raw -50946.889342 + Penalty 308.858995 = -50638.030347 Iteration 44F: 3 clusters Score -50638.03 nChanged 0 Trying to split cluster 13 (529 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7023.656365 + Penalty 112.877792 = -6910.778573 Iteration 0F: 2 clusters Score -6910.779 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6737.965655 + Penalty 225.755584 = -6512.210071 Iteration 0F: 3 clusters Score -6512.21 nChanged 204 ComputeScore: Raw -6883.608147 + Penalty 225.755584 = -6657.852564 Iteration 1F: 3 clusters Score -6657.853 nChanged 40 ComputeScore: Raw -6908.202533 + Penalty 225.755584 = -6682.446949 Iteration 2F: 3 clusters Score -6682.447 nChanged 22 ComputeScore: Raw -6918.618777 + Penalty 225.755584 = -6692.863194 Iteration 3Q: 3 clusters Score -6692.863 nChanged 17 ComputeScore: Raw -6929.444079 + Penalty 225.755584 = -6703.688495 Iteration 4Q: 3 clusters Score -6703.688 nChanged 17 ComputeScore: Raw -6938.602800 + Penalty 225.755584 = -6712.847216 Iteration 5Q: 3 clusters Score -6712.847 nChanged 11 ComputeScore: Raw -6945.298979 + Penalty 225.755584 = -6719.543395 Iteration 6Q: 3 clusters Score -6719.543 nChanged 9 ComputeScore: Raw -6950.283822 + Penalty 225.755584 = -6724.528238 Iteration 7Q: 3 clusters Score -6724.528 nChanged 10 ComputeScore: Raw -6954.404376 + Penalty 225.755584 = -6728.648793 Iteration 8Q: 3 clusters Score -6728.649 nChanged 9 ComputeScore: Raw -6958.683988 + Penalty 225.755584 = -6732.928405 Iteration 9Q: 3 clusters Score -6732.928 nChanged 6 ComputeScore: Raw -6962.710453 + Penalty 225.755584 = -6736.954870 Iteration 10Q: 3 clusters Score -6736.955 nChanged 9 ComputeScore: Raw -6969.699821 + Penalty 225.755584 = -6743.944237 Iteration 11Q: 3 clusters Score -6743.944 nChanged 7 ComputeScore: Raw -6973.036201 + Penalty 225.755584 = -6747.280617 Iteration 12Q: 3 clusters Score -6747.281 nChanged 5 ComputeScore: Raw -6975.691974 + Penalty 225.755584 = -6749.936391 Iteration 13Q: 3 clusters Score -6749.936 nChanged 3 ComputeScore: Raw -6976.803435 + Penalty 225.755584 = -6751.047852 Iteration 14Q: 3 clusters Score -6751.048 nChanged 5 ComputeScore: Raw -6979.274581 + Penalty 225.755584 = -6753.518997 Iteration 15Q: 3 clusters Score -6753.519 nChanged 7 ComputeScore: Raw -6984.026293 + Penalty 225.755584 = -6758.270710 Iteration 16Q: 3 clusters Score -6758.271 nChanged 5 ComputeScore: Raw -6987.856260 + Penalty 225.755584 = -6762.100676 Iteration 17Q: 3 clusters Score -6762.101 nChanged 6 ComputeScore: Raw -6992.634180 + Penalty 225.755584 = -6766.878596 Iteration 18Q: 3 clusters Score -6766.879 nChanged 5 ComputeScore: Raw -6993.284011 + Penalty 225.755584 = -6767.528427 Iteration 19Q: 3 clusters Score -6767.528 nChanged 0 ComputeScore: Raw -6993.284011 + Penalty 225.755584 = -6767.528427 Iteration 20F: 3 clusters Score -6767.528 nChanged 0 Trying to split cluster 14 (217 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1733.386818 + Penalty 96.838152 = -1636.548665 Iteration 0F: 2 clusters Score -1636.549 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1646.851306 + Penalty 193.676305 = -1453.175002 Iteration 0F: 3 clusters Score -1453.175 nChanged 74 ComputeScore: Raw -1694.408138 + Penalty 193.676305 = -1500.731833 Iteration 1F: 3 clusters Score -1500.732 nChanged 11 ComputeScore: Raw -1700.904135 + Penalty 193.676305 = -1507.227830 Iteration 2F: 3 clusters Score -1507.228 nChanged 8 ComputeScore: Raw -1707.974001 + Penalty 193.676305 = -1514.297696 Iteration 3Q: 3 clusters Score -1514.298 nChanged 6 ComputeScore: Raw -1713.026255 + Penalty 193.676305 = -1519.349950 Iteration 4Q: 3 clusters Score -1519.35 nChanged 3 ComputeScore: Raw -1718.326350 + Penalty 193.676305 = -1524.650046 Iteration 5Q: 3 clusters Score -1524.65 nChanged 3 ComputeScore: Raw -1719.839079 + Penalty 193.676305 = -1526.162774 Iteration 6Q: 3 clusters Score -1526.163 nChanged 3 ComputeScore: Raw -1722.664673 + Penalty 193.676305 = -1528.988368 Iteration 7Q: 3 clusters Score -1528.988 nChanged 4 ComputeScore: Raw -1728.289764 + Penalty 193.676305 = -1534.613459 Iteration 8Q: 3 clusters Score -1534.613 nChanged 5 ComputeScore: Raw -1732.019230 + Penalty 193.676305 = -1538.342925 Iteration 9Q: 3 clusters Score -1538.343 nChanged 6 ComputeScore: Raw -1735.985393 + Penalty 193.676305 = -1542.309088 Iteration 10Q: 3 clusters Score -1542.309 nChanged 6 ComputeScore: Raw -1746.211024 + Penalty 193.676305 = -1552.534719 Iteration 11Q: 3 clusters Score -1552.535 nChanged 5 ComputeScore: Raw -1750.333259 + Penalty 193.676305 = -1556.656954 Iteration 12Q: 3 clusters Score -1556.657 nChanged 3 ComputeScore: Raw -1752.659012 + Penalty 193.676305 = -1558.982707 Iteration 13Q: 3 clusters Score -1558.983 nChanged 3 ComputeScore: Raw -1755.637354 + Penalty 193.676305 = -1561.961049 Iteration 14Q: 3 clusters Score -1561.961 nChanged 1 ComputeScore: Raw -1755.812156 + Penalty 193.676305 = -1562.135851 Iteration 15Q: 3 clusters Score -1562.136 nChanged 0 ComputeScore: Raw -1755.812156 + Penalty 193.676305 = -1562.135851 Iteration 16F: 3 clusters Score -1562.136 nChanged 0 Trying to split cluster 15 (294 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4093.979780 + Penalty 102.304436 = -3991.675345 Iteration 0F: 2 clusters Score -3991.675 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3957.077764 + Penalty 204.608872 = -3752.468893 Iteration 0F: 3 clusters Score -3752.469 nChanged 109 ComputeScore: Raw -4033.292861 + Penalty 204.608872 = -3828.683989 Iteration 1F: 3 clusters Score -3828.684 nChanged 20 ComputeScore: Raw -4048.464340 + Penalty 204.608872 = -3843.855468 Iteration 2F: 3 clusters Score -3843.855 nChanged 11 ComputeScore: Raw -4057.923757 + Penalty 204.608872 = -3853.314885 Iteration 3Q: 3 clusters Score -3853.315 nChanged 8 ComputeScore: Raw -4064.332646 + Penalty 204.608872 = -3859.723775 Iteration 4Q: 3 clusters Score -3859.724 nChanged 8 ComputeScore: Raw -4069.237770 + Penalty 204.608872 = -3864.628899 Iteration 5Q: 3 clusters Score -3864.629 nChanged 5 ComputeScore: Raw -4071.998958 + Penalty 204.608872 = -3867.390087 Iteration 6Q: 3 clusters Score -3867.39 nChanged 2 ComputeScore: Raw -4073.147149 + Penalty 204.608872 = -3868.538278 Iteration 7Q: 3 clusters Score -3868.538 nChanged 3 ComputeScore: Raw -4074.116510 + Penalty 204.608872 = -3869.507638 Iteration 8Q: 3 clusters Score -3869.508 nChanged 3 ComputeScore: Raw -4075.983298 + Penalty 204.608872 = -3871.374426 Iteration 9Q: 3 clusters Score -3871.374 nChanged 4 ComputeScore: Raw -4078.767997 + Penalty 204.608872 = -3874.159126 Iteration 10Q: 3 clusters Score -3874.159 nChanged 2 ComputeScore: Raw -4080.578600 + Penalty 204.608872 = -3875.969729 Iteration 11Q: 3 clusters Score -3875.97 nChanged 1 ComputeScore: Raw -4080.739985 + Penalty 204.608872 = -3876.131114 Iteration 12Q: 3 clusters Score -3876.131 nChanged 1 ComputeScore: Raw -4081.204369 + Penalty 204.608872 = -3876.595497 Iteration 13Q: 3 clusters Score -3876.595 nChanged 1 ComputeScore: Raw -4081.317014 + Penalty 204.608872 = -3876.708142 Iteration 14Q: 3 clusters Score -3876.708 nChanged 0 ComputeScore: Raw -4081.317014 + Penalty 204.608872 = -3876.708142 Iteration 15F: 3 clusters Score -3876.708 nChanged 0 Trying to split cluster 16 (810 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10362.829890 + Penalty 120.546616 = -10242.283273 Iteration 0F: 2 clusters Score -10242.28 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9932.778719 + Penalty 241.093233 = -9691.685486 Iteration 0F: 3 clusters Score -9691.685 nChanged 344 ComputeScore: Raw -10153.993591 + Penalty 241.093233 = -9912.900358 Iteration 1F: 3 clusters Score -9912.9 nChanged 70 ComputeScore: Raw -10220.088167 + Penalty 241.093233 = -9978.994934 Iteration 2F: 3 clusters Score -9978.995 nChanged 62 ComputeScore: Raw -10280.561351 + Penalty 241.093233 = -10039.468118 Iteration 3F: 3 clusters Score -10039.47 nChanged 38 ComputeScore: Raw -10324.662462 + Penalty 241.093233 = -10083.569229 Iteration 4Q: 3 clusters Score -10083.57 nChanged 30 ComputeScore: Raw -10345.851558 + Penalty 241.093233 = -10104.758325 Iteration 5Q: 3 clusters Score -10104.76 nChanged 10 ComputeScore: Raw -10352.187614 + Penalty 241.093233 = -10111.094381 Iteration 6Q: 3 clusters Score -10111.09 nChanged 8 ComputeScore: Raw -10355.996544 + Penalty 241.093233 = -10114.903311 Iteration 7Q: 3 clusters Score -10114.9 nChanged 6 ComputeScore: Raw -10359.015354 + Penalty 241.093233 = -10117.922121 Iteration 8Q: 3 clusters Score -10117.92 nChanged 8 ComputeScore: Raw -10361.675872 + Penalty 241.093233 = -10120.582639 Iteration 9Q: 3 clusters Score -10120.58 nChanged 5 ComputeScore: Raw -10362.858884 + Penalty 241.093233 = -10121.765651 Iteration 10Q: 3 clusters Score -10121.77 nChanged 6 ComputeScore: Raw -10364.987177 + Penalty 241.093233 = -10123.893944 Iteration 11Q: 3 clusters Score -10123.89 nChanged 6 ComputeScore: Raw -10366.247537 + Penalty 241.093233 = -10125.154304 Iteration 12Q: 3 clusters Score -10125.15 nChanged 4 ComputeScore: Raw -10367.786115 + Penalty 241.093233 = -10126.692882 Iteration 13Q: 3 clusters Score -10126.69 nChanged 4 ComputeScore: Raw -10368.520082 + Penalty 241.093233 = -10127.426849 Iteration 14Q: 3 clusters Score -10127.43 nChanged 2 ComputeScore: Raw -10370.061817 + Penalty 241.093233 = -10128.968584 Iteration 15Q: 3 clusters Score -10128.97 nChanged 4 ComputeScore: Raw -10372.374537 + Penalty 241.093233 = -10131.281304 Iteration 16Q: 3 clusters Score -10131.28 nChanged 1 ComputeScore: Raw -10372.819543 + Penalty 241.093233 = -10131.726310 Iteration 17Q: 3 clusters Score -10131.73 nChanged 1 ComputeScore: Raw -10373.077270 + Penalty 241.093233 = -10131.984037 Iteration 18Q: 3 clusters Score -10131.98 nChanged 1 ComputeScore: Raw -10373.384587 + Penalty 241.093233 = -10132.291354 Iteration 19Q: 3 clusters Score -10132.29 nChanged 0 ComputeScore: Raw -10373.384587 + Penalty 241.093233 = -10132.291354 Iteration 20F: 3 clusters Score -10132.29 nChanged 0 Trying to split cluster 17 (600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7166.810716 + Penalty 115.144734 = -7051.665982 Iteration 0F: 2 clusters Score -7051.666 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6824.509078 + Penalty 230.289468 = -6594.219610 Iteration 0F: 3 clusters Score -6594.22 nChanged 264 ComputeScore: Raw -6967.298406 + Penalty 230.289468 = -6737.008938 Iteration 1F: 3 clusters Score -6737.009 nChanged 54 ComputeScore: Raw -7005.939309 + Penalty 230.289468 = -6775.649842 Iteration 2F: 3 clusters Score -6775.65 nChanged 34 ComputeScore: Raw -7025.544617 + Penalty 230.289468 = -6795.255150 Iteration 3F: 3 clusters Score -6795.255 nChanged 29 ComputeScore: Raw -7048.654017 + Penalty 230.289468 = -6818.364549 Iteration 4Q: 3 clusters Score -6818.365 nChanged 35 ComputeScore: Raw -7083.192467 + Penalty 230.289468 = -6852.902999 Iteration 5F: 3 clusters Score -6852.903 nChanged 32 ComputeScore: Raw -7114.779265 + Penalty 230.289468 = -6884.489797 Iteration 6F: 3 clusters Score -6884.49 nChanged 16 ComputeScore: Raw -7128.785751 + Penalty 230.289468 = -6898.496283 Iteration 7Q: 3 clusters Score -6898.496 nChanged 12 ComputeScore: Raw -7144.117971 + Penalty 230.289468 = -6913.828503 Iteration 8Q: 3 clusters Score -6913.829 nChanged 9 ComputeScore: Raw -7157.449528 + Penalty 230.289468 = -6927.160060 Iteration 9Q: 3 clusters Score -6927.16 nChanged 6 ComputeScore: Raw -7169.444115 + Penalty 230.289468 = -6939.154647 Iteration 10Q: 3 clusters Score -6939.155 nChanged 4 ComputeScore: Raw -7173.894527 + Penalty 230.289468 = -6943.605059 Iteration 11Q: 3 clusters Score -6943.605 nChanged 3 ComputeScore: Raw -7179.386109 + Penalty 230.289468 = -6949.096641 Iteration 12Q: 3 clusters Score -6949.097 nChanged 3 ComputeScore: Raw -7181.460283 + Penalty 230.289468 = -6951.170815 Iteration 13Q: 3 clusters Score -6951.171 nChanged 0 ComputeScore: Raw -7181.460283 + Penalty 230.289468 = -6951.170815 Iteration 14F: 3 clusters Score -6951.171 nChanged 0 Trying to split cluster 18 (229 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3323.790679 + Penalty 97.806996 = -3225.983683 Iteration 0F: 2 clusters Score -3225.984 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3226.065924 + Penalty 195.613992 = -3030.451931 Iteration 0F: 3 clusters Score -3030.452 nChanged 71 ComputeScore: Raw -3275.676490 + Penalty 195.613992 = -3080.062498 Iteration 1F: 3 clusters Score -3080.062 nChanged 16 ComputeScore: Raw -3289.342177 + Penalty 195.613992 = -3093.728185 Iteration 2F: 3 clusters Score -3093.728 nChanged 10 ComputeScore: Raw -3300.421714 + Penalty 195.613992 = -3104.807722 Iteration 3Q: 3 clusters Score -3104.808 nChanged 10 ComputeScore: Raw -3315.051299 + Penalty 195.613992 = -3119.437307 Iteration 4Q: 3 clusters Score -3119.437 nChanged 6 ComputeScore: Raw -3318.068792 + Penalty 195.613992 = -3122.454800 Iteration 5Q: 3 clusters Score -3122.455 nChanged 2 ComputeScore: Raw -3318.358089 + Penalty 195.613992 = -3122.744097 Iteration 6Q: 3 clusters Score -3122.744 nChanged 0 ComputeScore: Raw -3318.358089 + Penalty 195.613992 = -3122.744097 Iteration 7F: 3 clusters Score -3122.744 nChanged 0 Trying to split cluster 19 (3384 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32531.809934 + Penalty 146.282647 = -32385.527287 Iteration 0F: 2 clusters Score -32385.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30411.069414 + Penalty 292.565294 = -30118.504120 Iteration 0F: 3 clusters Score -30118.5 nChanged 1556 ComputeScore: Raw -31335.594982 + Penalty 292.565294 = -31043.029688 Iteration 1F: 3 clusters Score -31043.03 nChanged 221 ComputeScore: Raw -31441.611100 + Penalty 292.565294 = -31149.045806 Iteration 2F: 3 clusters Score -31149.05 nChanged 193 ComputeScore: Raw -31531.889008 + Penalty 292.565294 = -31239.323714 Iteration 3F: 3 clusters Score -31239.32 nChanged 162 ComputeScore: Raw -31593.729836 + Penalty 292.565294 = -31301.164542 Iteration 4Q: 3 clusters Score -31301.16 nChanged 127 ComputeScore: Raw -31649.690444 + Penalty 292.565294 = -31357.125150 Iteration 5Q: 3 clusters Score -31357.13 nChanged 118 ComputeScore: Raw -31704.930696 + Penalty 292.565294 = -31412.365402 Iteration 6Q: 3 clusters Score -31412.37 nChanged 116 ComputeScore: Raw -31758.297433 + Penalty 292.565294 = -31465.732139 Iteration 7Q: 3 clusters Score -31465.73 nChanged 124 ComputeScore: Raw -31820.035122 + Penalty 292.565294 = -31527.469828 Iteration 8Q: 3 clusters Score -31527.47 nChanged 148 ComputeScore: Raw -31915.195931 + Penalty 292.565294 = -31622.630637 Iteration 9Q: 3 clusters Score -31622.63 nChanged 172 ComputeScore: Raw -32024.699854 + Penalty 292.565294 = -31732.134560 Iteration 10F: 3 clusters Score -31732.13 nChanged 161 ComputeScore: Raw -32141.675527 + Penalty 292.565294 = -31849.110233 Iteration 11Q: 3 clusters Score -31849.11 nChanged 164 ComputeScore: Raw -32265.236108 + Penalty 292.565294 = -31972.670814 Iteration 12Q: 3 clusters Score -31972.67 nChanged 130 ComputeScore: Raw -32361.424838 + Penalty 292.565294 = -32068.859544 Iteration 13Q: 3 clusters Score -32068.86 nChanged 94 ComputeScore: Raw -32420.840402 + Penalty 292.565294 = -32128.275108 Iteration 14Q: 3 clusters Score -32128.28 nChanged 59 ComputeScore: Raw -32455.565692 + Penalty 292.565294 = -32163.000398 Iteration 15Q: 3 clusters Score -32163 nChanged 46 ComputeScore: Raw -32486.701418 + Penalty 292.565294 = -32194.136124 Iteration 16Q: 3 clusters Score -32194.14 nChanged 34 ComputeScore: Raw -32509.364531 + Penalty 292.565294 = -32216.799237 Iteration 17Q: 3 clusters Score -32216.8 nChanged 23 ComputeScore: Raw -32523.960364 + Penalty 292.565294 = -32231.395070 Iteration 18Q: 3 clusters Score -32231.4 nChanged 18 ComputeScore: Raw -32534.721639 + Penalty 292.565294 = -32242.156345 Iteration 19Q: 3 clusters Score -32242.16 nChanged 11 ComputeScore: Raw -32539.882450 + Penalty 292.565294 = -32247.317156 Iteration 20F: 3 clusters Score -32247.32 nChanged 8 ComputeScore: Raw -32542.765591 + Penalty 292.565294 = -32250.200297 Iteration 21Q: 3 clusters Score -32250.2 nChanged 2 ComputeScore: Raw -32543.611819 + Penalty 292.565294 = -32251.046525 Iteration 22Q: 3 clusters Score -32251.05 nChanged 2 ComputeScore: Raw -32544.630786 + Penalty 292.565294 = -32252.065492 Iteration 23Q: 3 clusters Score -32252.07 nChanged 2 ComputeScore: Raw -32545.744178 + Penalty 292.565294 = -32253.178884 Iteration 24Q: 3 clusters Score -32253.18 nChanged 5 ComputeScore: Raw -32547.991448 + Penalty 292.565294 = -32255.426154 Iteration 25Q: 3 clusters Score -32255.43 nChanged 3 ComputeScore: Raw -32549.258287 + Penalty 292.565294 = -32256.692993 Iteration 26Q: 3 clusters Score -32256.69 nChanged 3 ComputeScore: Raw -32550.802646 + Penalty 292.565294 = -32258.237352 Iteration 27Q: 3 clusters Score -32258.24 nChanged 4 ComputeScore: Raw -32552.750910 + Penalty 292.565294 = -32260.185616 Iteration 28Q: 3 clusters Score -32260.19 nChanged 4 ComputeScore: Raw -32555.400329 + Penalty 292.565294 = -32262.835035 Iteration 29Q: 3 clusters Score -32262.84 nChanged 2 ComputeScore: Raw -32557.312069 + Penalty 292.565294 = -32264.746775 Iteration 30Q: 3 clusters Score -32264.75 nChanged 3 ComputeScore: Raw -32558.604093 + Penalty 292.565294 = -32266.038799 Iteration 31Q: 3 clusters Score -32266.04 nChanged 0 ComputeScore: Raw -32558.604093 + Penalty 292.565294 = -32266.038799 Iteration 32F: 3 clusters Score -32266.04 nChanged 0 Trying to split cluster 20 (1959 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22902.827376 + Penalty 136.443410 = -22766.383967 Iteration 0F: 2 clusters Score -22766.38 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21785.840054 + Penalty 272.886819 = -21512.953235 Iteration 0F: 3 clusters Score -21512.95 nChanged 829 ComputeScore: Raw -22336.691584 + Penalty 272.886819 = -22063.804765 Iteration 1F: 3 clusters Score -22063.8 nChanged 166 ComputeScore: Raw -22477.071097 + Penalty 272.886819 = -22204.184277 Iteration 2F: 3 clusters Score -22204.18 nChanged 174 ComputeScore: Raw -22643.753514 + Penalty 272.886819 = -22370.866695 Iteration 3F: 3 clusters Score -22370.87 nChanged 116 ComputeScore: Raw -22740.466510 + Penalty 272.886819 = -22467.579691 Iteration 4F: 3 clusters Score -22467.58 nChanged 84 ComputeScore: Raw -22812.447950 + Penalty 272.886819 = -22539.561131 Iteration 5Q: 3 clusters Score -22539.56 nChanged 44 ComputeScore: Raw -22869.896246 + Penalty 272.886819 = -22597.009427 Iteration 6Q: 3 clusters Score -22597.01 nChanged 27 ComputeScore: Raw -22893.049699 + Penalty 272.886819 = -22620.162880 Iteration 7Q: 3 clusters Score -22620.16 nChanged 18 ComputeScore: Raw -22902.922820 + Penalty 272.886819 = -22630.036001 Iteration 8Q: 3 clusters Score -22630.04 nChanged 13 ComputeScore: Raw -22910.235945 + Penalty 272.886819 = -22637.349126 Iteration 9Q: 3 clusters Score -22637.35 nChanged 9 ComputeScore: Raw -22913.972998 + Penalty 272.886819 = -22641.086179 Iteration 10Q: 3 clusters Score -22641.09 nChanged 8 ComputeScore: Raw -22917.029934 + Penalty 272.886819 = -22644.143115 Iteration 11Q: 3 clusters Score -22644.14 nChanged 7 ComputeScore: Raw -22920.332020 + Penalty 272.886819 = -22647.445201 Iteration 12Q: 3 clusters Score -22647.45 nChanged 8 ComputeScore: Raw -22926.022583 + Penalty 272.886819 = -22653.135764 Iteration 13Q: 3 clusters Score -22653.14 nChanged 6 ComputeScore: Raw -22930.373619 + Penalty 272.886819 = -22657.486800 Iteration 14Q: 3 clusters Score -22657.49 nChanged 2 ComputeScore: Raw -22930.960401 + Penalty 272.886819 = -22658.073582 Iteration 15Q: 3 clusters Score -22658.07 nChanged 1 ComputeScore: Raw -22931.519626 + Penalty 272.886819 = -22658.632807 Iteration 16Q: 3 clusters Score -22658.63 nChanged 1 ComputeScore: Raw -22932.170247 + Penalty 272.886819 = -22659.283428 Iteration 17Q: 3 clusters Score -22659.28 nChanged 2 ComputeScore: Raw -22932.748636 + Penalty 272.886819 = -22659.861817 Iteration 18Q: 3 clusters Score -22659.86 nChanged 2 ComputeScore: Raw -22933.130824 + Penalty 272.886819 = -22660.244005 Iteration 19Q: 3 clusters Score -22660.24 nChanged 1 ComputeScore: Raw -22933.231364 + Penalty 272.886819 = -22660.344545 Iteration 20F: 3 clusters Score -22660.34 nChanged 1 ComputeScore: Raw -22933.257434 + Penalty 272.886819 = -22660.370615 Iteration 21Q: 3 clusters Score -22660.37 nChanged 0 ComputeScore: Raw -22933.257434 + Penalty 272.886819 = -22660.370615 Iteration 22F: 3 clusters Score -22660.37 nChanged 0 Trying to split cluster 21 (11009 points) Assigned 2 initial classes randomly. ComputeScore: Raw -94883.437870 + Penalty 167.516431 = -94715.921438 Iteration 0F: 2 clusters Score -94715.92 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -87708.323344 + Penalty 335.032862 = -87373.290481 Iteration 0F: 3 clusters Score -87373.29 nChanged 5295 ComputeScore: Raw -91226.112822 + Penalty 335.032862 = -90891.079960 Iteration 1F: 3 clusters Score -90891.08 nChanged 829 ComputeScore: Raw -91697.959132 + Penalty 335.032862 = -91362.926269 Iteration 2F: 3 clusters Score -91362.93 nChanged 782 ComputeScore: Raw -92196.313844 + Penalty 335.032862 = -91861.280982 Iteration 3F: 3 clusters Score -91861.28 nChanged 696 ComputeScore: Raw -92695.659265 + Penalty 335.032862 = -92360.626402 Iteration 4F: 3 clusters Score -92360.63 nChanged 619 ComputeScore: Raw -93172.305098 + Penalty 335.032862 = -92837.272236 Iteration 5F: 3 clusters Score -92837.27 nChanged 516 ComputeScore: Raw -93644.783871 + Penalty 335.032862 = -93309.751009 Iteration 6Q: 3 clusters Score -93309.75 nChanged 404 ComputeScore: Raw -94030.901935 + Penalty 335.032862 = -93695.869072 Iteration 7Q: 3 clusters Score -93695.87 nChanged 290 ComputeScore: Raw -94288.387685 + Penalty 335.032862 = -93953.354822 Iteration 8Q: 3 clusters Score -93953.35 nChanged 207 ComputeScore: Raw -94458.095026 + Penalty 335.032862 = -94123.062164 Iteration 9Q: 3 clusters Score -94123.06 nChanged 153 ComputeScore: Raw -94574.111909 + Penalty 335.032862 = -94239.079046 Iteration 10Q: 3 clusters Score -94239.08 nChanged 125 ComputeScore: Raw -94665.486346 + Penalty 335.032862 = -94330.453483 Iteration 11Q: 3 clusters Score -94330.45 nChanged 97 ComputeScore: Raw -94732.685158 + Penalty 335.032862 = -94397.652295 Iteration 12Q: 3 clusters Score -94397.65 nChanged 77 ComputeScore: Raw -94784.413584 + Penalty 335.032862 = -94449.380721 Iteration 13Q: 3 clusters Score -94449.38 nChanged 59 ComputeScore: Raw -94818.237124 + Penalty 335.032862 = -94483.204261 Iteration 14Q: 3 clusters Score -94483.2 nChanged 47 ComputeScore: Raw -94844.746732 + Penalty 335.032862 = -94509.713869 Iteration 15Q: 3 clusters Score -94509.71 nChanged 38 ComputeScore: Raw -94862.952526 + Penalty 335.032862 = -94527.919664 Iteration 16Q: 3 clusters Score -94527.92 nChanged 32 ComputeScore: Raw -94879.064423 + Penalty 335.032862 = -94544.031561 Iteration 17Q: 3 clusters Score -94544.03 nChanged 23 ComputeScore: Raw -94890.561384 + Penalty 335.032862 = -94555.528521 Iteration 18Q: 3 clusters Score -94555.53 nChanged 17 ComputeScore: Raw -94896.984913 + Penalty 335.032862 = -94561.952050 Iteration 19Q: 3 clusters Score -94561.95 nChanged 10 ComputeScore: Raw -94900.239020 + Penalty 335.032862 = -94565.206158 Iteration 20F: 3 clusters Score -94565.21 nChanged 8 ComputeScore: Raw -94903.546903 + Penalty 335.032862 = -94568.514041 Iteration 21Q: 3 clusters Score -94568.51 nChanged 13 ComputeScore: Raw -94909.448420 + Penalty 335.032862 = -94574.415558 Iteration 22Q: 3 clusters Score -94574.42 nChanged 14 ComputeScore: Raw -94915.745208 + Penalty 335.032862 = -94580.712346 Iteration 23Q: 3 clusters Score -94580.71 nChanged 9 ComputeScore: Raw -94921.224228 + Penalty 335.032862 = -94586.191366 Iteration 24Q: 3 clusters Score -94586.19 nChanged 6 ComputeScore: Raw -94924.903805 + Penalty 335.032862 = -94589.870943 Iteration 25Q: 3 clusters Score -94589.87 nChanged 3 ComputeScore: Raw -94926.015806 + Penalty 335.032862 = -94590.982943 Iteration 26Q: 3 clusters Score -94590.98 nChanged 1 ComputeScore: Raw -94926.722905 + Penalty 335.032862 = -94591.690042 Iteration 27Q: 3 clusters Score -94591.69 nChanged 1 ComputeScore: Raw -94926.798053 + Penalty 335.032862 = -94591.765191 Iteration 28Q: 3 clusters Score -94591.77 nChanged 0 ComputeScore: Raw -94926.798053 + Penalty 335.032862 = -94591.765191 Iteration 29F: 3 clusters Score -94591.77 nChanged 0 Trying to split cluster 22 (209 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2912.812476 + Penalty 96.162017 = -2816.650459 Iteration 0F: 2 clusters Score -2816.65 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2823.416603 + Penalty 192.324033 = -2631.092570 Iteration 0F: 3 clusters Score -2631.093 nChanged 79 ComputeScore: Raw -2872.874638 + Penalty 192.324033 = -2680.550605 Iteration 1F: 3 clusters Score -2680.551 nChanged 11 ComputeScore: Raw -2884.882347 + Penalty 192.324033 = -2692.558314 Iteration 2F: 3 clusters Score -2692.558 nChanged 8 ComputeScore: Raw -2894.663295 + Penalty 192.324033 = -2702.339262 Iteration 3Q: 3 clusters Score -2702.339 nChanged 8 ComputeScore: Raw -2901.478861 + Penalty 192.324033 = -2709.154828 Iteration 4Q: 3 clusters Score -2709.155 nChanged 6 ComputeScore: Raw -2905.719274 + Penalty 192.324033 = -2713.395241 Iteration 5Q: 3 clusters Score -2713.395 nChanged 2 ComputeScore: Raw -2906.938395 + Penalty 192.324033 = -2714.614362 Iteration 6Q: 3 clusters Score -2714.614 nChanged 1 ComputeScore: Raw -2907.421726 + Penalty 192.324033 = -2715.097693 Iteration 7Q: 3 clusters Score -2715.098 nChanged 1 ComputeScore: Raw -2908.037672 + Penalty 192.324033 = -2715.713639 Iteration 8Q: 3 clusters Score -2715.714 nChanged 0 ComputeScore: Raw -2908.037672 + Penalty 192.324033 = -2715.713639 Iteration 9F: 3 clusters Score -2715.714 nChanged 0 Trying to split cluster 23 (453 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5800.418736 + Penalty 110.086058 = -5690.332678 Iteration 0F: 2 clusters Score -5690.333 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5548.110692 + Penalty 220.172117 = -5327.938576 Iteration 0F: 3 clusters Score -5327.939 nChanged 186 ComputeScore: Raw -5677.060740 + Penalty 220.172117 = -5456.888623 Iteration 1F: 3 clusters Score -5456.889 nChanged 52 ComputeScore: Raw -5716.938812 + Penalty 220.172117 = -5496.766696 Iteration 2F: 3 clusters Score -5496.767 nChanged 28 ComputeScore: Raw -5739.933717 + Penalty 220.172117 = -5519.761600 Iteration 3F: 3 clusters Score -5519.762 nChanged 21 ComputeScore: Raw -5753.066969 + Penalty 220.172117 = -5532.894852 Iteration 4Q: 3 clusters Score -5532.895 nChanged 12 ComputeScore: Raw -5761.803832 + Penalty 220.172117 = -5541.631715 Iteration 5Q: 3 clusters Score -5541.632 nChanged 10 ComputeScore: Raw -5768.268090 + Penalty 220.172117 = -5548.095974 Iteration 6Q: 3 clusters Score -5548.096 nChanged 11 ComputeScore: Raw -5779.309361 + Penalty 220.172117 = -5559.137245 Iteration 7Q: 3 clusters Score -5559.137 nChanged 8 ComputeScore: Raw -5787.723979 + Penalty 220.172117 = -5567.551862 Iteration 8Q: 3 clusters Score -5567.552 nChanged 5 ComputeScore: Raw -5792.818884 + Penalty 220.172117 = -5572.646768 Iteration 9Q: 3 clusters Score -5572.647 nChanged 3 ComputeScore: Raw -5796.342479 + Penalty 220.172117 = -5576.170362 Iteration 10Q: 3 clusters Score -5576.17 nChanged 2 ComputeScore: Raw -5799.722482 + Penalty 220.172117 = -5579.550366 Iteration 11Q: 3 clusters Score -5579.55 nChanged 2 ComputeScore: Raw -5800.980385 + Penalty 220.172117 = -5580.808268 Iteration 12Q: 3 clusters Score -5580.808 nChanged 0 ComputeScore: Raw -5800.980385 + Penalty 220.172117 = -5580.808268 Iteration 13F: 3 clusters Score -5580.808 nChanged 0 Trying to split cluster 24 (943 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9915.633393 + Penalty 123.283193 = -9792.350200 Iteration 0F: 2 clusters Score -9792.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9374.429602 + Penalty 246.566386 = -9127.863215 Iteration 0F: 3 clusters Score -9127.863 nChanged 403 ComputeScore: Raw -9599.988161 + Penalty 246.566386 = -9353.421775 Iteration 1F: 3 clusters Score -9353.422 nChanged 49 ComputeScore: Raw -9623.183981 + Penalty 246.566386 = -9376.617595 Iteration 2F: 3 clusters Score -9376.618 nChanged 35 ComputeScore: Raw -9644.075771 + Penalty 246.566386 = -9397.509385 Iteration 3Q: 3 clusters Score -9397.509 nChanged 41 ComputeScore: Raw -9667.128135 + Penalty 246.566386 = -9420.561749 Iteration 4Q: 3 clusters Score -9420.562 nChanged 40 ComputeScore: Raw -9693.013129 + Penalty 246.566386 = -9446.446743 Iteration 5Q: 3 clusters Score -9446.447 nChanged 48 ComputeScore: Raw -9732.630856 + Penalty 246.566386 = -9486.064470 Iteration 6F: 3 clusters Score -9486.064 nChanged 55 ComputeScore: Raw -9783.533721 + Penalty 246.566386 = -9536.967335 Iteration 7F: 3 clusters Score -9536.967 nChanged 44 ComputeScore: Raw -9817.740725 + Penalty 246.566386 = -9571.174339 Iteration 8Q: 3 clusters Score -9571.174 nChanged 34 ComputeScore: Raw -9834.799293 + Penalty 246.566386 = -9588.232907 Iteration 9Q: 3 clusters Score -9588.233 nChanged 18 ComputeScore: Raw -9846.584622 + Penalty 246.566386 = -9600.018236 Iteration 10Q: 3 clusters Score -9600.018 nChanged 18 ComputeScore: Raw -9859.604402 + Penalty 246.566386 = -9613.038015 Iteration 11Q: 3 clusters Score -9613.038 nChanged 18 ComputeScore: Raw -9882.336934 + Penalty 246.566386 = -9635.770548 Iteration 12Q: 3 clusters Score -9635.771 nChanged 16 ComputeScore: Raw -9905.933999 + Penalty 246.566386 = -9659.367613 Iteration 13Q: 3 clusters Score -9659.368 nChanged 14 ComputeScore: Raw -9921.814785 + Penalty 246.566386 = -9675.248398 Iteration 14Q: 3 clusters Score -9675.248 nChanged 10 ComputeScore: Raw -9927.162811 + Penalty 246.566386 = -9680.596425 Iteration 15Q: 3 clusters Score -9680.596 nChanged 5 ComputeScore: Raw -9931.910080 + Penalty 246.566386 = -9685.343694 Iteration 16Q: 3 clusters Score -9685.344 nChanged 3 ComputeScore: Raw -9934.773606 + Penalty 246.566386 = -9688.207220 Iteration 17Q: 3 clusters Score -9688.207 nChanged 2 ComputeScore: Raw -9936.396642 + Penalty 246.566386 = -9689.830256 Iteration 18Q: 3 clusters Score -9689.83 nChanged 1 ComputeScore: Raw -9938.976312 + Penalty 246.566386 = -9692.409925 Iteration 19Q: 3 clusters Score -9692.41 nChanged 0 ComputeScore: Raw -9938.976312 + Penalty 246.566386 = -9692.409925 Iteration 20F: 3 clusters Score -9692.41 nChanged 0 Trying to split cluster 25 (2173 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21309.482403 + Penalty 138.309552 = -21171.172851 Iteration 0F: 2 clusters Score -21171.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -19983.719467 + Penalty 276.619103 = -19707.100364 Iteration 0F: 3 clusters Score -19707.1 nChanged 977 ComputeScore: Raw -20577.432109 + Penalty 276.619103 = -20300.813005 Iteration 1F: 3 clusters Score -20300.81 nChanged 213 ComputeScore: Raw -20738.130733 + Penalty 276.619103 = -20461.511629 Iteration 2F: 3 clusters Score -20461.51 nChanged 186 ComputeScore: Raw -20907.604567 + Penalty 276.619103 = -20630.985464 Iteration 3F: 3 clusters Score -20630.99 nChanged 128 ComputeScore: Raw -21009.550374 + Penalty 276.619103 = -20732.931271 Iteration 4F: 3 clusters Score -20732.93 nChanged 86 ComputeScore: Raw -21092.100647 + Penalty 276.619103 = -20815.481543 Iteration 5Q: 3 clusters Score -20815.48 nChanged 64 ComputeScore: Raw -21146.822236 + Penalty 276.619103 = -20870.203133 Iteration 6Q: 3 clusters Score -20870.2 nChanged 50 ComputeScore: Raw -21186.181479 + Penalty 276.619103 = -20909.562376 Iteration 7Q: 3 clusters Score -20909.56 nChanged 44 ComputeScore: Raw -21221.152374 + Penalty 276.619103 = -20944.533271 Iteration 8Q: 3 clusters Score -20944.53 nChanged 34 ComputeScore: Raw -21241.118575 + Penalty 276.619103 = -20964.499471 Iteration 9Q: 3 clusters Score -20964.5 nChanged 20 ComputeScore: Raw -21254.605173 + Penalty 276.619103 = -20977.986070 Iteration 10Q: 3 clusters Score -20977.99 nChanged 14 ComputeScore: Raw -21264.611235 + Penalty 276.619103 = -20987.992131 Iteration 11Q: 3 clusters Score -20987.99 nChanged 11 ComputeScore: Raw -21272.160673 + Penalty 276.619103 = -20995.541569 Iteration 12Q: 3 clusters Score -20995.54 nChanged 9 ComputeScore: Raw -21276.785061 + Penalty 276.619103 = -21000.165958 Iteration 13Q: 3 clusters Score -21000.17 nChanged 5 ComputeScore: Raw -21279.852446 + Penalty 276.619103 = -21003.233343 Iteration 14Q: 3 clusters Score -21003.23 nChanged 7 ComputeScore: Raw -21282.852043 + Penalty 276.619103 = -21006.232940 Iteration 15Q: 3 clusters Score -21006.23 nChanged 6 ComputeScore: Raw -21286.602640 + Penalty 276.619103 = -21009.983537 Iteration 16Q: 3 clusters Score -21009.98 nChanged 5 ComputeScore: Raw -21288.870695 + Penalty 276.619103 = -21012.251592 Iteration 17Q: 3 clusters Score -21012.25 nChanged 2 ComputeScore: Raw -21291.215117 + Penalty 276.619103 = -21014.596014 Iteration 18Q: 3 clusters Score -21014.6 nChanged 3 ComputeScore: Raw -21292.994943 + Penalty 276.619103 = -21016.375840 Iteration 19Q: 3 clusters Score -21016.38 nChanged 4 ComputeScore: Raw -21293.783417 + Penalty 276.619103 = -21017.164313 Iteration 20F: 3 clusters Score -21017.16 nChanged 2 ComputeScore: Raw -21294.980946 + Penalty 276.619103 = -21018.361843 Iteration 21Q: 3 clusters Score -21018.36 nChanged 3 ComputeScore: Raw -21296.244384 + Penalty 276.619103 = -21019.625281 Iteration 22Q: 3 clusters Score -21019.63 nChanged 4 ComputeScore: Raw -21297.354283 + Penalty 276.619103 = -21020.735180 Iteration 23Q: 3 clusters Score -21020.74 nChanged 4 ComputeScore: Raw -21298.362235 + Penalty 276.619103 = -21021.743132 Iteration 24Q: 3 clusters Score -21021.74 nChanged 5 ComputeScore: Raw -21301.932920 + Penalty 276.619103 = -21025.313817 Iteration 25Q: 3 clusters Score -21025.31 nChanged 8 ComputeScore: Raw -21306.542794 + Penalty 276.619103 = -21029.923690 Iteration 26Q: 3 clusters Score -21029.92 nChanged 3 ComputeScore: Raw -21308.175889 + Penalty 276.619103 = -21031.556786 Iteration 27Q: 3 clusters Score -21031.56 nChanged 1 ComputeScore: Raw -21308.313002 + Penalty 276.619103 = -21031.693898 Iteration 28Q: 3 clusters Score -21031.69 nChanged 1 ComputeScore: Raw -21308.781269 + Penalty 276.619103 = -21032.162165 Iteration 29Q: 3 clusters Score -21032.16 nChanged 4 ComputeScore: Raw -21310.179825 + Penalty 276.619103 = -21033.560722 Iteration 30Q: 3 clusters Score -21033.56 nChanged 2 ComputeScore: Raw -21310.971603 + Penalty 276.619103 = -21034.352499 Iteration 31Q: 3 clusters Score -21034.35 nChanged 1 ComputeScore: Raw -21311.377114 + Penalty 276.619103 = -21034.758010 Iteration 32Q: 3 clusters Score -21034.76 nChanged 1 ComputeScore: Raw -21311.962617 + Penalty 276.619103 = -21035.343514 Iteration 33Q: 3 clusters Score -21035.34 nChanged 2 ComputeScore: Raw -21313.734179 + Penalty 276.619103 = -21037.115076 Iteration 34Q: 3 clusters Score -21037.12 nChanged 2 ComputeScore: Raw -21314.924302 + Penalty 276.619103 = -21038.305199 Iteration 35Q: 3 clusters Score -21038.31 nChanged 1 ComputeScore: Raw -21316.317412 + Penalty 276.619103 = -21039.698308 Iteration 36Q: 3 clusters Score -21039.7 nChanged 3 ComputeScore: Raw -21321.536292 + Penalty 276.619103 = -21044.917189 Iteration 37Q: 3 clusters Score -21044.92 nChanged 4 ComputeScore: Raw -21325.163456 + Penalty 276.619103 = -21048.544353 Iteration 38Q: 3 clusters Score -21048.54 nChanged 2 ComputeScore: Raw -21326.528158 + Penalty 276.619103 = -21049.909054 Iteration 39Q: 3 clusters Score -21049.91 nChanged 3 ComputeScore: Raw -21328.979926 + Penalty 276.619103 = -21052.360823 Iteration 40F: 3 clusters Score -21052.36 nChanged 3 ComputeScore: Raw -21334.474414 + Penalty 276.619103 = -21057.855311 Iteration 41Q: 3 clusters Score -21057.86 nChanged 2 ComputeScore: Raw -21336.430754 + Penalty 276.619103 = -21059.811650 Iteration 42Q: 3 clusters Score -21059.81 nChanged 0 ComputeScore: Raw -21336.430754 + Penalty 276.619103 = -21059.811650 Iteration 43F: 3 clusters Score -21059.81 nChanged 0 Trying to split cluster 26 (451 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6508.050172 + Penalty 110.006412 = -6398.043760 Iteration 0F: 2 clusters Score -6398.044 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6247.367432 + Penalty 220.012824 = -6027.354608 Iteration 0F: 3 clusters Score -6027.355 nChanged 195 ComputeScore: Raw -6397.950376 + Penalty 220.012824 = -6177.937551 Iteration 1F: 3 clusters Score -6177.938 nChanged 37 ComputeScore: Raw -6420.690208 + Penalty 220.012824 = -6200.677384 Iteration 2F: 3 clusters Score -6200.677 nChanged 22 ComputeScore: Raw -6434.282560 + Penalty 220.012824 = -6214.269736 Iteration 3Q: 3 clusters Score -6214.27 nChanged 17 ComputeScore: Raw -6445.156933 + Penalty 220.012824 = -6225.144109 Iteration 4Q: 3 clusters Score -6225.144 nChanged 9 ComputeScore: Raw -6462.623766 + Penalty 220.012824 = -6242.610942 Iteration 5Q: 3 clusters Score -6242.611 nChanged 15 ComputeScore: Raw -6474.361313 + Penalty 220.012824 = -6254.348489 Iteration 6Q: 3 clusters Score -6254.348 nChanged 13 ComputeScore: Raw -6480.988378 + Penalty 220.012824 = -6260.975553 Iteration 7Q: 3 clusters Score -6260.976 nChanged 4 ComputeScore: Raw -6483.216643 + Penalty 220.012824 = -6263.203818 Iteration 8Q: 3 clusters Score -6263.204 nChanged 3 ComputeScore: Raw -6484.193757 + Penalty 220.012824 = -6264.180933 Iteration 9Q: 3 clusters Score -6264.181 nChanged 3 ComputeScore: Raw -6485.491994 + Penalty 220.012824 = -6265.479170 Iteration 10Q: 3 clusters Score -6265.479 nChanged 5 ComputeScore: Raw -6488.103247 + Penalty 220.012824 = -6268.090423 Iteration 11Q: 3 clusters Score -6268.09 nChanged 4 ComputeScore: Raw -6488.859108 + Penalty 220.012824 = -6268.846284 Iteration 12Q: 3 clusters Score -6268.846 nChanged 2 ComputeScore: Raw -6489.983648 + Penalty 220.012824 = -6269.970824 Iteration 13Q: 3 clusters Score -6269.971 nChanged 1 ComputeScore: Raw -6490.116065 + Penalty 220.012824 = -6270.103241 Iteration 14Q: 3 clusters Score -6270.103 nChanged 2 ComputeScore: Raw -6491.286628 + Penalty 220.012824 = -6271.273804 Iteration 15Q: 3 clusters Score -6271.274 nChanged 2 ComputeScore: Raw -6492.144939 + Penalty 220.012824 = -6272.132115 Iteration 16Q: 3 clusters Score -6272.132 nChanged 3 ComputeScore: Raw -6494.958046 + Penalty 220.012824 = -6274.945222 Iteration 17Q: 3 clusters Score -6274.945 nChanged 7 ComputeScore: Raw -6501.615288 + Penalty 220.012824 = -6281.602464 Iteration 18Q: 3 clusters Score -6281.602 nChanged 6 ComputeScore: Raw -6506.367660 + Penalty 220.012824 = -6286.354836 Iteration 19Q: 3 clusters Score -6286.355 nChanged 3 ComputeScore: Raw -6507.151086 + Penalty 220.012824 = -6287.138262 Iteration 20F: 3 clusters Score -6287.138 nChanged 1 ComputeScore: Raw -6507.424581 + Penalty 220.012824 = -6287.411757 Iteration 21Q: 3 clusters Score -6287.412 nChanged 0 ComputeScore: Raw -6507.424581 + Penalty 220.012824 = -6287.411757 Iteration 22F: 3 clusters Score -6287.412 nChanged 0 Trying to split cluster 27 (448 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5453.945405 + Penalty 109.886278 = -5344.059126 Iteration 0F: 2 clusters Score -5344.059 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5223.290274 + Penalty 219.772556 = -5003.517718 Iteration 0F: 3 clusters Score -5003.518 nChanged 176 ComputeScore: Raw -5300.811999 + Penalty 219.772556 = -5081.039443 Iteration 1F: 3 clusters Score -5081.039 nChanged 29 ComputeScore: Raw -5313.808573 + Penalty 219.772556 = -5094.036017 Iteration 2F: 3 clusters Score -5094.036 nChanged 17 ComputeScore: Raw -5323.394131 + Penalty 219.772556 = -5103.621575 Iteration 3Q: 3 clusters Score -5103.622 nChanged 11 ComputeScore: Raw -5329.629563 + Penalty 219.772556 = -5109.857006 Iteration 4Q: 3 clusters Score -5109.857 nChanged 13 ComputeScore: Raw -5335.801073 + Penalty 219.772556 = -5116.028517 Iteration 5Q: 3 clusters Score -5116.029 nChanged 12 ComputeScore: Raw -5343.733217 + Penalty 219.772556 = -5123.960660 Iteration 6Q: 3 clusters Score -5123.961 nChanged 16 ComputeScore: Raw -5351.415242 + Penalty 219.772556 = -5131.642685 Iteration 7Q: 3 clusters Score -5131.643 nChanged 11 ComputeScore: Raw -5355.631899 + Penalty 219.772556 = -5135.859342 Iteration 8Q: 3 clusters Score -5135.859 nChanged 7 ComputeScore: Raw -5359.077823 + Penalty 219.772556 = -5139.305267 Iteration 9Q: 3 clusters Score -5139.305 nChanged 8 ComputeScore: Raw -5363.429646 + Penalty 219.772556 = -5143.657090 Iteration 10Q: 3 clusters Score -5143.657 nChanged 6 ComputeScore: Raw -5365.546751 + Penalty 219.772556 = -5145.774195 Iteration 11Q: 3 clusters Score -5145.774 nChanged 4 ComputeScore: Raw -5367.941185 + Penalty 219.772556 = -5148.168629 Iteration 12Q: 3 clusters Score -5148.169 nChanged 7 ComputeScore: Raw -5370.762528 + Penalty 219.772556 = -5150.989972 Iteration 13Q: 3 clusters Score -5150.99 nChanged 5 ComputeScore: Raw -5373.037715 + Penalty 219.772556 = -5153.265159 Iteration 14Q: 3 clusters Score -5153.265 nChanged 7 ComputeScore: Raw -5376.215111 + Penalty 219.772556 = -5156.442555 Iteration 15Q: 3 clusters Score -5156.443 nChanged 4 ComputeScore: Raw -5377.111328 + Penalty 219.772556 = -5157.338772 Iteration 16Q: 3 clusters Score -5157.339 nChanged 3 ComputeScore: Raw -5377.906709 + Penalty 219.772556 = -5158.134153 Iteration 17Q: 3 clusters Score -5158.134 nChanged 2 ComputeScore: Raw -5380.433099 + Penalty 219.772556 = -5160.660543 Iteration 18Q: 3 clusters Score -5160.661 nChanged 6 ComputeScore: Raw -5384.263015 + Penalty 219.772556 = -5164.490458 Iteration 19Q: 3 clusters Score -5164.49 nChanged 2 ComputeScore: Raw -5385.204661 + Penalty 219.772556 = -5165.432104 Iteration 20F: 3 clusters Score -5165.432 nChanged 3 ComputeScore: Raw -5387.736188 + Penalty 219.772556 = -5167.963632 Iteration 21Q: 3 clusters Score -5167.964 nChanged 3 ComputeScore: Raw -5390.441657 + Penalty 219.772556 = -5170.669100 Iteration 22Q: 3 clusters Score -5170.669 nChanged 4 ComputeScore: Raw -5393.602130 + Penalty 219.772556 = -5173.829574 Iteration 23Q: 3 clusters Score -5173.83 nChanged 3 ComputeScore: Raw -5396.213620 + Penalty 219.772556 = -5176.441064 Iteration 24Q: 3 clusters Score -5176.441 nChanged 8 ComputeScore: Raw -5404.953215 + Penalty 219.772556 = -5185.180659 Iteration 25Q: 3 clusters Score -5185.181 nChanged 8 ComputeScore: Raw -5409.214223 + Penalty 219.772556 = -5189.441667 Iteration 26Q: 3 clusters Score -5189.442 nChanged 10 ComputeScore: Raw -5419.653567 + Penalty 219.772556 = -5199.881011 Iteration 27Q: 3 clusters Score -5199.881 nChanged 12 ComputeScore: Raw -5435.241370 + Penalty 219.772556 = -5215.468813 Iteration 28Q: 3 clusters Score -5215.469 nChanged 13 ComputeScore: Raw -5447.638231 + Penalty 219.772556 = -5227.865674 Iteration 29Q: 3 clusters Score -5227.866 nChanged 10 ComputeScore: Raw -5452.115621 + Penalty 219.772556 = -5232.343065 Iteration 30Q: 3 clusters Score -5232.343 nChanged 6 ComputeScore: Raw -5455.011373 + Penalty 219.772556 = -5235.238816 Iteration 31Q: 3 clusters Score -5235.239 nChanged 6 ComputeScore: Raw -5457.973162 + Penalty 219.772556 = -5238.200606 Iteration 32Q: 3 clusters Score -5238.201 nChanged 4 ComputeScore: Raw -5461.204343 + Penalty 219.772556 = -5241.431787 Iteration 33Q: 3 clusters Score -5241.432 nChanged 3 ComputeScore: Raw -5462.362331 + Penalty 219.772556 = -5242.589775 Iteration 34Q: 3 clusters Score -5242.59 nChanged 2 ComputeScore: Raw -5466.009244 + Penalty 219.772556 = -5246.236688 Iteration 35Q: 3 clusters Score -5246.237 nChanged 1 ComputeScore: Raw -5467.229814 + Penalty 219.772556 = -5247.457258 Iteration 36Q: 3 clusters Score -5247.457 nChanged 1 ComputeScore: Raw -5467.685433 + Penalty 219.772556 = -5247.912877 Iteration 37Q: 3 clusters Score -5247.913 nChanged 1 ComputeScore: Raw -5468.852395 + Penalty 219.772556 = -5249.079839 Iteration 38Q: 3 clusters Score -5249.08 nChanged 1 ComputeScore: Raw -5469.681585 + Penalty 219.772556 = -5249.909029 Iteration 39Q: 3 clusters Score -5249.909 nChanged 3 ComputeScore: Raw -5470.832813 + Penalty 219.772556 = -5251.060256 Iteration 40F: 3 clusters Score -5251.06 nChanged 0 Trying to split cluster 28 (838 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10500.269008 + Penalty 121.158326 = -10379.110682 Iteration 0F: 2 clusters Score -10379.11 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10016.985440 + Penalty 242.316652 = -9774.668789 Iteration 0F: 3 clusters Score -9774.669 nChanged 380 ComputeScore: Raw -10248.061878 + Penalty 242.316652 = -10005.745226 Iteration 1F: 3 clusters Score -10005.75 nChanged 68 ComputeScore: Raw -10290.396429 + Penalty 242.316652 = -10048.079777 Iteration 2F: 3 clusters Score -10048.08 nChanged 50 ComputeScore: Raw -10314.697791 + Penalty 242.316652 = -10072.381139 Iteration 3F: 3 clusters Score -10072.38 nChanged 42 ComputeScore: Raw -10342.350231 + Penalty 242.316652 = -10100.033579 Iteration 4F: 3 clusters Score -10100.03 nChanged 43 ComputeScore: Raw -10377.349612 + Penalty 242.316652 = -10135.032961 Iteration 5F: 3 clusters Score -10135.03 nChanged 42 ComputeScore: Raw -10416.877869 + Penalty 242.316652 = -10174.561217 Iteration 6F: 3 clusters Score -10174.56 nChanged 22 ComputeScore: Raw -10444.731051 + Penalty 242.316652 = -10202.414400 Iteration 7Q: 3 clusters Score -10202.41 nChanged 19 ComputeScore: Raw -10474.101413 + Penalty 242.316652 = -10231.784761 Iteration 8Q: 3 clusters Score -10231.78 nChanged 13 ComputeScore: Raw -10486.177741 + Penalty 242.316652 = -10243.861090 Iteration 9Q: 3 clusters Score -10243.86 nChanged 6 ComputeScore: Raw -10490.326698 + Penalty 242.316652 = -10248.010046 Iteration 10Q: 3 clusters Score -10248.01 nChanged 7 ComputeScore: Raw -10497.867524 + Penalty 242.316652 = -10255.550873 Iteration 11Q: 3 clusters Score -10255.55 nChanged 8 ComputeScore: Raw -10504.572550 + Penalty 242.316652 = -10262.255899 Iteration 12Q: 3 clusters Score -10262.26 nChanged 5 ComputeScore: Raw -10507.284159 + Penalty 242.316652 = -10264.967507 Iteration 13Q: 3 clusters Score -10264.97 nChanged 2 ComputeScore: Raw -10509.443900 + Penalty 242.316652 = -10267.127249 Iteration 14Q: 3 clusters Score -10267.13 nChanged 4 ComputeScore: Raw -10510.710471 + Penalty 242.316652 = -10268.393819 Iteration 15Q: 3 clusters Score -10268.39 nChanged 1 ComputeScore: Raw -10511.059825 + Penalty 242.316652 = -10268.743174 Iteration 16Q: 3 clusters Score -10268.74 nChanged 2 ComputeScore: Raw -10512.084453 + Penalty 242.316652 = -10269.767802 Iteration 17Q: 3 clusters Score -10269.77 nChanged 2 ComputeScore: Raw -10513.223093 + Penalty 242.316652 = -10270.906442 Iteration 18Q: 3 clusters Score -10270.91 nChanged 3 ComputeScore: Raw -10517.271308 + Penalty 242.316652 = -10274.954656 Iteration 19Q: 3 clusters Score -10274.95 nChanged 5 ComputeScore: Raw -10523.506977 + Penalty 242.316652 = -10281.190325 Iteration 20F: 3 clusters Score -10281.19 nChanged 1 ComputeScore: Raw -10525.489005 + Penalty 242.316652 = -10283.172353 Iteration 21Q: 3 clusters Score -10283.17 nChanged 2 ComputeScore: Raw -10526.664990 + Penalty 242.316652 = -10284.348338 Iteration 22Q: 3 clusters Score -10284.35 nChanged 0 ComputeScore: Raw -10526.664990 + Penalty 242.316652 = -10284.348338 Iteration 23F: 3 clusters Score -10284.35 nChanged 0 Trying to split cluster 29 (4427 points) Assigned 2 initial classes randomly. ComputeScore: Raw -40608.119613 + Penalty 151.118594 = -40457.001019 Iteration 0F: 2 clusters Score -40457 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37804.585399 + Penalty 302.237188 = -37502.348212 Iteration 0F: 3 clusters Score -37502.35 nChanged 2099 ComputeScore: Raw -39112.716252 + Penalty 302.237188 = -38810.479065 Iteration 1F: 3 clusters Score -38810.48 nChanged 298 ComputeScore: Raw -39308.316367 + Penalty 302.237188 = -39006.079179 Iteration 2F: 3 clusters Score -39006.08 nChanged 302 ComputeScore: Raw -39557.429055 + Penalty 302.237188 = -39255.191867 Iteration 3F: 3 clusters Score -39255.19 nChanged 298 ComputeScore: Raw -39805.720194 + Penalty 302.237188 = -39503.483006 Iteration 4F: 3 clusters Score -39503.48 nChanged 211 ComputeScore: Raw -39953.840839 + Penalty 302.237188 = -39651.603651 Iteration 5Q: 3 clusters Score -39651.6 nChanged 135 ComputeScore: Raw -40025.088605 + Penalty 302.237188 = -39722.851417 Iteration 6Q: 3 clusters Score -39722.85 nChanged 98 ComputeScore: Raw -40068.712170 + Penalty 302.237188 = -39766.474983 Iteration 7Q: 3 clusters Score -39766.47 nChanged 102 ComputeScore: Raw -40114.633983 + Penalty 302.237188 = -39812.396796 Iteration 8Q: 3 clusters Score -39812.4 nChanged 91 ComputeScore: Raw -40148.850199 + Penalty 302.237188 = -39846.613011 Iteration 9Q: 3 clusters Score -39846.61 nChanged 83 ComputeScore: Raw -40183.361325 + Penalty 302.237188 = -39881.124137 Iteration 10Q: 3 clusters Score -39881.12 nChanged 90 ComputeScore: Raw -40225.322278 + Penalty 302.237188 = -39923.085091 Iteration 11Q: 3 clusters Score -39923.09 nChanged 83 ComputeScore: Raw -40266.692125 + Penalty 302.237188 = -39964.454938 Iteration 12Q: 3 clusters Score -39964.45 nChanged 91 ComputeScore: Raw -40316.578785 + Penalty 302.237188 = -40014.341597 Iteration 13Q: 3 clusters Score -40014.34 nChanged 81 ComputeScore: Raw -40358.510434 + Penalty 302.237188 = -40056.273246 Iteration 14Q: 3 clusters Score -40056.27 nChanged 71 ComputeScore: Raw -40396.217170 + Penalty 302.237188 = -40093.979983 Iteration 15Q: 3 clusters Score -40093.98 nChanged 70 ComputeScore: Raw -40446.924091 + Penalty 302.237188 = -40144.686904 Iteration 16Q: 3 clusters Score -40144.69 nChanged 61 ComputeScore: Raw -40492.668374 + Penalty 302.237188 = -40190.431186 Iteration 17Q: 3 clusters Score -40190.43 nChanged 43 ComputeScore: Raw -40521.331808 + Penalty 302.237188 = -40219.094620 Iteration 18Q: 3 clusters Score -40219.09 nChanged 30 ComputeScore: Raw -40540.494080 + Penalty 302.237188 = -40238.256892 Iteration 19Q: 3 clusters Score -40238.26 nChanged 24 ComputeScore: Raw -40565.947969 + Penalty 302.237188 = -40263.710781 Iteration 20F: 3 clusters Score -40263.71 nChanged 22 ComputeScore: Raw -40585.636584 + Penalty 302.237188 = -40283.399397 Iteration 21Q: 3 clusters Score -40283.4 nChanged 12 ComputeScore: Raw -40595.249474 + Penalty 302.237188 = -40293.012286 Iteration 22Q: 3 clusters Score -40293.01 nChanged 11 ComputeScore: Raw -40602.247688 + Penalty 302.237188 = -40300.010500 Iteration 23Q: 3 clusters Score -40300.01 nChanged 7 ComputeScore: Raw -40607.807517 + Penalty 302.237188 = -40305.570330 Iteration 24Q: 3 clusters Score -40305.57 nChanged 4 ComputeScore: Raw -40610.457328 + Penalty 302.237188 = -40308.220141 Iteration 25Q: 3 clusters Score -40308.22 nChanged 1 ComputeScore: Raw -40610.637970 + Penalty 302.237188 = -40308.400782 Iteration 26Q: 3 clusters Score -40308.4 nChanged 0 ComputeScore: Raw -40610.637970 + Penalty 302.237188 = -40308.400782 Iteration 27F: 3 clusters Score -40308.4 nChanged 0 Trying to split cluster 30 (245 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3757.546391 + Penalty 99.022648 = -3658.523743 Iteration 0F: 2 clusters Score -3658.524 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3645.623519 + Penalty 198.045296 = -3447.578224 Iteration 0F: 3 clusters Score -3447.578 nChanged 95 ComputeScore: Raw -3706.505077 + Penalty 198.045296 = -3508.459782 Iteration 1F: 3 clusters Score -3508.46 nChanged 24 ComputeScore: Raw -3723.003587 + Penalty 198.045296 = -3524.958292 Iteration 2F: 3 clusters Score -3524.958 nChanged 10 ComputeScore: Raw -3727.760021 + Penalty 198.045296 = -3529.714725 Iteration 3Q: 3 clusters Score -3529.715 nChanged 7 ComputeScore: Raw -3731.067484 + Penalty 198.045296 = -3533.022189 Iteration 4Q: 3 clusters Score -3533.022 nChanged 1 ComputeScore: Raw -3731.317186 + Penalty 198.045296 = -3533.271891 Iteration 5Q: 3 clusters Score -3533.272 nChanged 1 ComputeScore: Raw -3731.750766 + Penalty 198.045296 = -3533.705471 Iteration 6Q: 3 clusters Score -3533.705 nChanged 2 ComputeScore: Raw -3732.673904 + Penalty 198.045296 = -3534.628608 Iteration 7Q: 3 clusters Score -3534.629 nChanged 4 ComputeScore: Raw -3735.422740 + Penalty 198.045296 = -3537.377444 Iteration 8Q: 3 clusters Score -3537.377 nChanged 4 ComputeScore: Raw -3742.154926 + Penalty 198.045296 = -3544.109630 Iteration 9Q: 3 clusters Score -3544.11 nChanged 4 ComputeScore: Raw -3744.159360 + Penalty 198.045296 = -3546.114064 Iteration 10Q: 3 clusters Score -3546.114 nChanged 4 ComputeScore: Raw -3749.236607 + Penalty 198.045296 = -3551.191311 Iteration 11Q: 3 clusters Score -3551.191 nChanged 3 ComputeScore: Raw -3753.600158 + Penalty 198.045296 = -3555.554862 Iteration 12Q: 3 clusters Score -3555.555 nChanged 4 ComputeScore: Raw -3755.954492 + Penalty 198.045296 = -3557.909196 Iteration 13Q: 3 clusters Score -3557.909 nChanged 2 ComputeScore: Raw -3757.467803 + Penalty 198.045296 = -3559.422508 Iteration 14Q: 3 clusters Score -3559.423 nChanged 2 ComputeScore: Raw -3758.148962 + Penalty 198.045296 = -3560.103667 Iteration 15Q: 3 clusters Score -3560.104 nChanged 2 ComputeScore: Raw -3760.232203 + Penalty 198.045296 = -3562.186908 Iteration 16Q: 3 clusters Score -3562.187 nChanged 2 ComputeScore: Raw -3762.455279 + Penalty 198.045296 = -3564.409983 Iteration 17Q: 3 clusters Score -3564.41 nChanged 0 ComputeScore: Raw -3762.455279 + Penalty 198.045296 = -3564.409983 Iteration 18F: 3 clusters Score -3564.41 nChanged 0 Trying to split cluster 31 (783 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9655.518841 + Penalty 119.936389 = -9535.582452 Iteration 0F: 2 clusters Score -9535.582 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9227.045721 + Penalty 239.872777 = -8987.172944 Iteration 0F: 3 clusters Score -8987.173 nChanged 328 ComputeScore: Raw -9419.907673 + Penalty 239.872777 = -9180.034896 Iteration 1F: 3 clusters Score -9180.035 nChanged 56 ComputeScore: Raw -9442.969307 + Penalty 239.872777 = -9203.096530 Iteration 2F: 3 clusters Score -9203.097 nChanged 35 ComputeScore: Raw -9456.591711 + Penalty 239.872777 = -9216.718934 Iteration 3Q: 3 clusters Score -9216.719 nChanged 29 ComputeScore: Raw -9471.866052 + Penalty 239.872777 = -9231.993275 Iteration 4Q: 3 clusters Score -9231.993 nChanged 22 ComputeScore: Raw -9483.689395 + Penalty 239.872777 = -9243.816618 Iteration 5Q: 3 clusters Score -9243.817 nChanged 20 ComputeScore: Raw -9492.218602 + Penalty 239.872777 = -9252.345825 Iteration 6Q: 3 clusters Score -9252.346 nChanged 16 ComputeScore: Raw -9503.340887 + Penalty 239.872777 = -9263.468110 Iteration 7Q: 3 clusters Score -9263.468 nChanged 20 ComputeScore: Raw -9514.792666 + Penalty 239.872777 = -9274.919889 Iteration 8Q: 3 clusters Score -9274.92 nChanged 19 ComputeScore: Raw -9527.416069 + Penalty 239.872777 = -9287.543292 Iteration 9Q: 3 clusters Score -9287.543 nChanged 20 ComputeScore: Raw -9538.230734 + Penalty 239.872777 = -9298.357957 Iteration 10Q: 3 clusters Score -9298.358 nChanged 14 ComputeScore: Raw -9553.826442 + Penalty 239.872777 = -9313.953665 Iteration 11Q: 3 clusters Score -9313.954 nChanged 20 ComputeScore: Raw -9574.034534 + Penalty 239.872777 = -9334.161757 Iteration 12Q: 3 clusters Score -9334.162 nChanged 13 ComputeScore: Raw -9588.073624 + Penalty 239.872777 = -9348.200847 Iteration 13Q: 3 clusters Score -9348.201 nChanged 17 ComputeScore: Raw -9614.272362 + Penalty 239.872777 = -9374.399585 Iteration 14Q: 3 clusters Score -9374.4 nChanged 9 ComputeScore: Raw -9626.289749 + Penalty 239.872777 = -9386.416972 Iteration 15Q: 3 clusters Score -9386.417 nChanged 8 ComputeScore: Raw -9629.663893 + Penalty 239.872777 = -9389.791116 Iteration 16Q: 3 clusters Score -9389.791 nChanged 4 ComputeScore: Raw -9632.069229 + Penalty 239.872777 = -9392.196452 Iteration 17Q: 3 clusters Score -9392.196 nChanged 5 ComputeScore: Raw -9634.055188 + Penalty 239.872777 = -9394.182411 Iteration 18Q: 3 clusters Score -9394.182 nChanged 4 ComputeScore: Raw -9635.301474 + Penalty 239.872777 = -9395.428697 Iteration 19Q: 3 clusters Score -9395.429 nChanged 3 ComputeScore: Raw -9635.655728 + Penalty 239.872777 = -9395.782951 Iteration 20F: 3 clusters Score -9395.783 nChanged 2 ComputeScore: Raw -9635.990496 + Penalty 239.872777 = -9396.117719 Iteration 21Q: 3 clusters Score -9396.118 nChanged 1 ComputeScore: Raw -9636.073232 + Penalty 239.872777 = -9396.200455 Iteration 22Q: 3 clusters Score -9396.2 nChanged 0 ComputeScore: Raw -9636.073232 + Penalty 239.872777 = -9396.200455 Iteration 23F: 3 clusters Score -9396.2 nChanged 0 Trying to split cluster 32 (278 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3806.681172 + Penalty 101.297180 = -3705.383992 Iteration 0F: 2 clusters Score -3705.384 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3668.324609 + Penalty 202.594360 = -3465.730249 Iteration 0F: 3 clusters Score -3465.73 nChanged 110 ComputeScore: Raw -3753.191725 + Penalty 202.594360 = -3550.597364 Iteration 1F: 3 clusters Score -3550.597 nChanged 19 ComputeScore: Raw -3764.077685 + Penalty 202.594360 = -3561.483324 Iteration 2F: 3 clusters Score -3561.483 nChanged 10 ComputeScore: Raw -3770.004214 + Penalty 202.594360 = -3567.409854 Iteration 3Q: 3 clusters Score -3567.41 nChanged 10 ComputeScore: Raw -3781.349155 + Penalty 202.594360 = -3578.754795 Iteration 4Q: 3 clusters Score -3578.755 nChanged 13 ComputeScore: Raw -3812.652223 + Penalty 202.594360 = -3610.057863 Iteration 5Q: 3 clusters Score -3610.058 nChanged 12 ComputeScore: Raw -3836.323445 + Penalty 202.594360 = -3633.729085 Iteration 6Q: 3 clusters Score -3633.729 nChanged 4 ComputeScore: Raw -3837.282083 + Penalty 202.594360 = -3634.687723 Iteration 7Q: 3 clusters Score -3634.688 nChanged 3 ComputeScore: Raw -3839.110909 + Penalty 202.594360 = -3636.516549 Iteration 8Q: 3 clusters Score -3636.517 nChanged 2 ComputeScore: Raw -3841.055799 + Penalty 202.594360 = -3638.461439 Iteration 9Q: 3 clusters Score -3638.461 nChanged 1 ComputeScore: Raw -3841.588227 + Penalty 202.594360 = -3638.993867 Iteration 10Q: 3 clusters Score -3638.994 nChanged 2 ComputeScore: Raw -3842.158561 + Penalty 202.594360 = -3639.564201 Iteration 11Q: 3 clusters Score -3639.564 nChanged 0 ComputeScore: Raw -3842.158561 + Penalty 202.594360 = -3639.564201 Iteration 12F: 3 clusters Score -3639.564 nChanged 0 Trying to split cluster 33 (1478 points) Assigned 2 initial classes randomly. ComputeScore: Raw -15553.700008 + Penalty 131.372012 = -15422.327997 Iteration 0F: 2 clusters Score -15422.33 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -14689.163745 + Penalty 262.744024 = -14426.419722 Iteration 0F: 3 clusters Score -14426.42 nChanged 656 ComputeScore: Raw -15197.776160 + Penalty 262.744024 = -14935.032137 Iteration 1F: 3 clusters Score -14935.03 nChanged 144 ComputeScore: Raw -15330.951385 + Penalty 262.744024 = -15068.207361 Iteration 2F: 3 clusters Score -15068.21 nChanged 102 ComputeScore: Raw -15433.928042 + Penalty 262.744024 = -15171.184018 Iteration 3F: 3 clusters Score -15171.18 nChanged 64 ComputeScore: Raw -15483.371580 + Penalty 262.744024 = -15220.627556 Iteration 4Q: 3 clusters Score -15220.63 nChanged 33 ComputeScore: Raw -15507.021099 + Penalty 262.744024 = -15244.277076 Iteration 5Q: 3 clusters Score -15244.28 nChanged 22 ComputeScore: Raw -15524.242338 + Penalty 262.744024 = -15261.498314 Iteration 6Q: 3 clusters Score -15261.5 nChanged 12 ComputeScore: Raw -15532.056023 + Penalty 262.744024 = -15269.311999 Iteration 7Q: 3 clusters Score -15269.31 nChanged 6 ComputeScore: Raw -15535.510340 + Penalty 262.744024 = -15272.766316 Iteration 8Q: 3 clusters Score -15272.77 nChanged 7 ComputeScore: Raw -15539.353858 + Penalty 262.744024 = -15276.609835 Iteration 9Q: 3 clusters Score -15276.61 nChanged 6 ComputeScore: Raw -15544.570841 + Penalty 262.744024 = -15281.826818 Iteration 10Q: 3 clusters Score -15281.83 nChanged 8 ComputeScore: Raw -15554.441318 + Penalty 262.744024 = -15291.697295 Iteration 11Q: 3 clusters Score -15291.7 nChanged 4 ComputeScore: Raw -15559.602537 + Penalty 262.744024 = -15296.858514 Iteration 12Q: 3 clusters Score -15296.86 nChanged 4 ComputeScore: Raw -15563.334006 + Penalty 262.744024 = -15300.589982 Iteration 13Q: 3 clusters Score -15300.59 nChanged 3 ComputeScore: Raw -15568.157105 + Penalty 262.744024 = -15305.413081 Iteration 14Q: 3 clusters Score -15305.41 nChanged 2 ComputeScore: Raw -15572.773013 + Penalty 262.744024 = -15310.028989 Iteration 15Q: 3 clusters Score -15310.03 nChanged 2 ComputeScore: Raw -15577.539615 + Penalty 262.744024 = -15314.795592 Iteration 16Q: 3 clusters Score -15314.8 nChanged 1 ComputeScore: Raw -15577.775444 + Penalty 262.744024 = -15315.031420 Iteration 17Q: 3 clusters Score -15315.03 nChanged 0 ComputeScore: Raw -15577.775444 + Penalty 262.744024 = -15315.031420 Iteration 18F: 3 clusters Score -15315.03 nChanged 0 Trying to split cluster 34 (323 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4573.087651 + Penalty 103.997742 = -4469.089909 Iteration 0F: 2 clusters Score -4469.09 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4419.594703 + Penalty 207.995484 = -4211.599219 Iteration 0F: 3 clusters Score -4211.599 nChanged 132 ComputeScore: Raw -4499.384242 + Penalty 207.995484 = -4291.388758 Iteration 1F: 3 clusters Score -4291.389 nChanged 21 ComputeScore: Raw -4518.442801 + Penalty 207.995484 = -4310.447317 Iteration 2F: 3 clusters Score -4310.447 nChanged 18 ComputeScore: Raw -4536.471358 + Penalty 207.995484 = -4328.475874 Iteration 3F: 3 clusters Score -4328.476 nChanged 8 ComputeScore: Raw -4543.291153 + Penalty 207.995484 = -4335.295669 Iteration 4Q: 3 clusters Score -4335.296 nChanged 3 ComputeScore: Raw -4547.953716 + Penalty 207.995484 = -4339.958232 Iteration 5Q: 3 clusters Score -4339.958 nChanged 8 ComputeScore: Raw -4563.451072 + Penalty 207.995484 = -4355.455588 Iteration 6Q: 3 clusters Score -4355.456 nChanged 7 ComputeScore: Raw -4569.019938 + Penalty 207.995484 = -4361.024454 Iteration 7Q: 3 clusters Score -4361.024 nChanged 3 ComputeScore: Raw -4571.243259 + Penalty 207.995484 = -4363.247775 Iteration 8Q: 3 clusters Score -4363.248 nChanged 3 ComputeScore: Raw -4574.111681 + Penalty 207.995484 = -4366.116197 Iteration 9Q: 3 clusters Score -4366.116 nChanged 2 ComputeScore: Raw -4577.304654 + Penalty 207.995484 = -4369.309170 Iteration 10Q: 3 clusters Score -4369.309 nChanged 2 ComputeScore: Raw -4579.451865 + Penalty 207.995484 = -4371.456381 Iteration 11Q: 3 clusters Score -4371.456 nChanged 4 ComputeScore: Raw -4583.796901 + Penalty 207.995484 = -4375.801418 Iteration 12Q: 3 clusters Score -4375.801 nChanged 2 ComputeScore: Raw -4584.591736 + Penalty 207.995484 = -4376.596252 Iteration 13Q: 3 clusters Score -4376.596 nChanged 1 ComputeScore: Raw -4585.025852 + Penalty 207.995484 = -4377.030368 Iteration 14Q: 3 clusters Score -4377.03 nChanged 0 ComputeScore: Raw -4585.025852 + Penalty 207.995484 = -4377.030368 Iteration 15F: 3 clusters Score -4377.03 nChanged 0 Trying to split cluster 35 (277 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3919.902162 + Penalty 101.232315 = -3818.669847 Iteration 0F: 2 clusters Score -3818.67 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3796.553581 + Penalty 202.464630 = -3594.088950 Iteration 0F: 3 clusters Score -3594.089 nChanged 93 ComputeScore: Raw -3851.723205 + Penalty 202.464630 = -3649.258575 Iteration 1F: 3 clusters Score -3649.259 nChanged 20 ComputeScore: Raw -3868.565538 + Penalty 202.464630 = -3666.100907 Iteration 2F: 3 clusters Score -3666.101 nChanged 14 ComputeScore: Raw -3882.639260 + Penalty 202.464630 = -3680.174630 Iteration 3F: 3 clusters Score -3680.175 nChanged 8 ComputeScore: Raw -3892.502269 + Penalty 202.464630 = -3690.037639 Iteration 4Q: 3 clusters Score -3690.038 nChanged 6 ComputeScore: Raw -3899.359969 + Penalty 202.464630 = -3696.895339 Iteration 5Q: 3 clusters Score -3696.895 nChanged 8 ComputeScore: Raw -3906.374622 + Penalty 202.464630 = -3703.909992 Iteration 6Q: 3 clusters Score -3703.91 nChanged 8 ComputeScore: Raw -3912.987977 + Penalty 202.464630 = -3710.523346 Iteration 7Q: 3 clusters Score -3710.523 nChanged 2 ComputeScore: Raw -3914.127868 + Penalty 202.464630 = -3711.663238 Iteration 8Q: 3 clusters Score -3711.663 nChanged 0 ComputeScore: Raw -3914.127868 + Penalty 202.464630 = -3711.663238 Iteration 9F: 3 clusters Score -3711.663 nChanged 0 Trying to split cluster 36 (2613 points) Assigned 2 initial classes randomly. ComputeScore: Raw -27780.825469 + Penalty 141.628577 = -27639.196893 Iteration 0F: 2 clusters Score -27639.2 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -26171.395870 + Penalty 283.257154 = -25888.138717 Iteration 0F: 3 clusters Score -25888.14 nChanged 1218 ComputeScore: Raw -26897.798441 + Penalty 283.257154 = -26614.541288 Iteration 1F: 3 clusters Score -26614.54 nChanged 196 ComputeScore: Raw -27025.956143 + Penalty 283.257154 = -26742.698989 Iteration 2F: 3 clusters Score -26742.7 nChanged 174 ComputeScore: Raw -27172.178158 + Penalty 283.257154 = -26888.921004 Iteration 3F: 3 clusters Score -26888.92 nChanged 168 ComputeScore: Raw -27313.855709 + Penalty 283.257154 = -27030.598556 Iteration 4F: 3 clusters Score -27030.6 nChanged 137 ComputeScore: Raw -27416.703680 + Penalty 283.257154 = -27133.446527 Iteration 5F: 3 clusters Score -27133.45 nChanged 95 ComputeScore: Raw -27454.737208 + Penalty 283.257154 = -27171.480055 Iteration 6Q: 3 clusters Score -27171.48 nChanged 49 ComputeScore: Raw -27481.848251 + Penalty 283.257154 = -27198.591098 Iteration 7Q: 3 clusters Score -27198.59 nChanged 49 ComputeScore: Raw -27502.758758 + Penalty 283.257154 = -27219.501604 Iteration 8Q: 3 clusters Score -27219.5 nChanged 41 ComputeScore: Raw -27525.767834 + Penalty 283.257154 = -27242.510680 Iteration 9Q: 3 clusters Score -27242.51 nChanged 34 ComputeScore: Raw -27546.883795 + Penalty 283.257154 = -27263.626642 Iteration 10Q: 3 clusters Score -27263.63 nChanged 33 ComputeScore: Raw -27572.925909 + Penalty 283.257154 = -27289.668755 Iteration 11Q: 3 clusters Score -27289.67 nChanged 40 ComputeScore: Raw -27610.166533 + Penalty 283.257154 = -27326.909380 Iteration 12Q: 3 clusters Score -27326.91 nChanged 40 ComputeScore: Raw -27641.337463 + Penalty 283.257154 = -27358.080309 Iteration 13Q: 3 clusters Score -27358.08 nChanged 44 ComputeScore: Raw -27651.315841 + Penalty 283.257154 = -27368.058688 Iteration 14Q: 3 clusters Score -27368.06 nChanged 33 ComputeScore: Raw -27660.172054 + Penalty 283.257154 = -27376.914900 Iteration 15Q: 3 clusters Score -27376.91 nChanged 29 ComputeScore: Raw -27669.446618 + Penalty 283.257154 = -27386.189465 Iteration 16Q: 3 clusters Score -27386.19 nChanged 27 ComputeScore: Raw -27678.242792 + Penalty 283.257154 = -27394.985638 Iteration 17Q: 3 clusters Score -27394.99 nChanged 27 ComputeScore: Raw -27688.364923 + Penalty 283.257154 = -27405.107770 Iteration 18Q: 3 clusters Score -27405.11 nChanged 30 ComputeScore: Raw -27704.275613 + Penalty 283.257154 = -27421.018459 Iteration 19Q: 3 clusters Score -27421.02 nChanged 27 ComputeScore: Raw -27718.434338 + Penalty 283.257154 = -27435.177185 Iteration 20F: 3 clusters Score -27435.18 nChanged 27 ComputeScore: Raw -27733.179071 + Penalty 283.257154 = -27449.921918 Iteration 21Q: 3 clusters Score -27449.92 nChanged 35 ComputeScore: Raw -27765.532634 + Penalty 283.257154 = -27482.275480 Iteration 22Q: 3 clusters Score -27482.28 nChanged 32 ComputeScore: Raw -27798.007358 + Penalty 283.257154 = -27514.750204 Iteration 23Q: 3 clusters Score -27514.75 nChanged 34 ComputeScore: Raw -27824.053417 + Penalty 283.257154 = -27540.796264 Iteration 24Q: 3 clusters Score -27540.8 nChanged 27 ComputeScore: Raw -27832.716282 + Penalty 283.257154 = -27549.459129 Iteration 25Q: 3 clusters Score -27549.46 nChanged 19 ComputeScore: Raw -27836.132033 + Penalty 283.257154 = -27552.874879 Iteration 26Q: 3 clusters Score -27552.87 nChanged 11 ComputeScore: Raw -27837.827768 + Penalty 283.257154 = -27554.570615 Iteration 27Q: 3 clusters Score -27554.57 nChanged 6 ComputeScore: Raw -27838.903131 + Penalty 283.257154 = -27555.645977 Iteration 28Q: 3 clusters Score -27555.65 nChanged 5 ComputeScore: Raw -27839.660688 + Penalty 283.257154 = -27556.403535 Iteration 29Q: 3 clusters Score -27556.4 nChanged 9 ComputeScore: Raw -27842.283745 + Penalty 283.257154 = -27559.026591 Iteration 30Q: 3 clusters Score -27559.03 nChanged 14 ComputeScore: Raw -27846.271178 + Penalty 283.257154 = -27563.014024 Iteration 31Q: 3 clusters Score -27563.01 nChanged 16 ComputeScore: Raw -27851.721503 + Penalty 283.257154 = -27568.464350 Iteration 32Q: 3 clusters Score -27568.46 nChanged 17 ComputeScore: Raw -27858.043457 + Penalty 283.257154 = -27574.786303 Iteration 33Q: 3 clusters Score -27574.79 nChanged 22 ComputeScore: Raw -27862.610421 + Penalty 283.257154 = -27579.353268 Iteration 34Q: 3 clusters Score -27579.35 nChanged 9 ComputeScore: Raw -27863.566076 + Penalty 283.257154 = -27580.308923 Iteration 35Q: 3 clusters Score -27580.31 nChanged 5 ComputeScore: Raw -27864.203591 + Penalty 283.257154 = -27580.946438 Iteration 36Q: 3 clusters Score -27580.95 nChanged 6 ComputeScore: Raw -27864.996836 + Penalty 283.257154 = -27581.739682 Iteration 37Q: 3 clusters Score -27581.74 nChanged 5 ComputeScore: Raw -27865.807943 + Penalty 283.257154 = -27582.550790 Iteration 38Q: 3 clusters Score -27582.55 nChanged 3 ComputeScore: Raw -27866.426207 + Penalty 283.257154 = -27583.169053 Iteration 39Q: 3 clusters Score -27583.17 nChanged 6 ComputeScore: Raw -27869.954785 + Penalty 283.257154 = -27586.697631 Iteration 40F: 3 clusters Score -27586.7 nChanged 8 ComputeScore: Raw -27874.632037 + Penalty 283.257154 = -27591.374884 Iteration 41Q: 3 clusters Score -27591.37 nChanged 10 ComputeScore: Raw -27876.139205 + Penalty 283.257154 = -27592.882052 Iteration 42Q: 3 clusters Score -27592.88 nChanged 2 ComputeScore: Raw -27876.254763 + Penalty 283.257154 = -27592.997609 Iteration 43Q: 3 clusters Score -27593 nChanged 2 ComputeScore: Raw -27876.611433 + Penalty 283.257154 = -27593.354280 Iteration 44Q: 3 clusters Score -27593.35 nChanged 4 ComputeScore: Raw -27877.250736 + Penalty 283.257154 = -27593.993582 Iteration 45Q: 3 clusters Score -27593.99 nChanged 3 ComputeScore: Raw -27877.891047 + Penalty 283.257154 = -27594.633893 Iteration 46Q: 3 clusters Score -27594.63 nChanged 4 ComputeScore: Raw -27879.104974 + Penalty 283.257154 = -27595.847820 Iteration 47Q: 3 clusters Score -27595.85 nChanged 5 ComputeScore: Raw -27879.814294 + Penalty 283.257154 = -27596.557140 Iteration 48Q: 3 clusters Score -27596.56 nChanged 5 ComputeScore: Raw -27880.184590 + Penalty 283.257154 = -27596.927437 Iteration 49Q: 3 clusters Score -27596.93 nChanged 3 ComputeScore: Raw -27880.479563 + Penalty 283.257154 = -27597.222410 Iteration 50Q: 3 clusters Score -27597.22 nChanged 3 ComputeScore: Raw -27880.907957 + Penalty 283.257154 = -27597.650803 Iteration 51Q: 3 clusters Score -27597.65 nChanged 6 ComputeScore: Raw -27882.147927 + Penalty 283.257154 = -27598.890773 Iteration 52Q: 3 clusters Score -27598.89 nChanged 8 ComputeScore: Raw -27883.534272 + Penalty 283.257154 = -27600.277118 Iteration 53Q: 3 clusters Score -27600.28 nChanged 7 ComputeScore: Raw -27884.794831 + Penalty 283.257154 = -27601.537678 Iteration 54Q: 3 clusters Score -27601.54 nChanged 7 ComputeScore: Raw -27886.706891 + Penalty 283.257154 = -27603.449738 Iteration 55Q: 3 clusters Score -27603.45 nChanged 12 ComputeScore: Raw -27889.667662 + Penalty 283.257154 = -27606.410508 Iteration 56Q: 3 clusters Score -27606.41 nChanged 6 ComputeScore: Raw -27890.182551 + Penalty 283.257154 = -27606.925397 Iteration 57Q: 3 clusters Score -27606.93 nChanged 4 ComputeScore: Raw -27890.415668 + Penalty 283.257154 = -27607.158514 Iteration 58Q: 3 clusters Score -27607.16 nChanged 1 ComputeScore: Raw -27890.448918 + Penalty 283.257154 = -27607.191764 Iteration 59Q: 3 clusters Score -27607.19 nChanged 0 ComputeScore: Raw -27890.448918 + Penalty 283.257154 = -27607.191764 Iteration 60F: 3 clusters Score -27607.19 nChanged 0 Trying to split cluster 37 (2632 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25873.606658 + Penalty 141.758987 = -25731.847671 Iteration 0F: 2 clusters Score -25731.85 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24252.084565 + Penalty 283.517975 = -23968.566590 Iteration 0F: 3 clusters Score -23968.57 nChanged 1220 ComputeScore: Raw -25055.829556 + Penalty 283.517975 = -24772.311581 Iteration 1F: 3 clusters Score -24772.31 nChanged 187 ComputeScore: Raw -25187.398168 + Penalty 283.517975 = -24903.880194 Iteration 2F: 3 clusters Score -24903.88 nChanged 167 ComputeScore: Raw -25316.723187 + Penalty 283.517975 = -25033.205212 Iteration 3F: 3 clusters Score -25033.21 nChanged 133 ComputeScore: Raw -25439.092799 + Penalty 283.517975 = -25155.574825 Iteration 4F: 3 clusters Score -25155.57 nChanged 111 ComputeScore: Raw -25551.801210 + Penalty 283.517975 = -25268.283235 Iteration 5Q: 3 clusters Score -25268.28 nChanged 88 ComputeScore: Raw -25621.239254 + Penalty 283.517975 = -25337.721280 Iteration 6Q: 3 clusters Score -25337.72 nChanged 61 ComputeScore: Raw -25676.623512 + Penalty 283.517975 = -25393.105538 Iteration 7Q: 3 clusters Score -25393.11 nChanged 43 ComputeScore: Raw -25707.495871 + Penalty 283.517975 = -25423.977897 Iteration 8Q: 3 clusters Score -25423.98 nChanged 47 ComputeScore: Raw -25728.270057 + Penalty 283.517975 = -25444.752083 Iteration 9Q: 3 clusters Score -25444.75 nChanged 30 ComputeScore: Raw -25737.862216 + Penalty 283.517975 = -25454.344241 Iteration 10Q: 3 clusters Score -25454.34 nChanged 27 ComputeScore: Raw -25747.414561 + Penalty 283.517975 = -25463.896587 Iteration 11Q: 3 clusters Score -25463.9 nChanged 23 ComputeScore: Raw -25754.551845 + Penalty 283.517975 = -25471.033871 Iteration 12Q: 3 clusters Score -25471.03 nChanged 24 ComputeScore: Raw -25762.362296 + Penalty 283.517975 = -25478.844322 Iteration 13Q: 3 clusters Score -25478.84 nChanged 16 ComputeScore: Raw -25765.005121 + Penalty 283.517975 = -25481.487146 Iteration 14Q: 3 clusters Score -25481.49 nChanged 12 ComputeScore: Raw -25767.526795 + Penalty 283.517975 = -25484.008820 Iteration 15Q: 3 clusters Score -25484.01 nChanged 10 ComputeScore: Raw -25770.360452 + Penalty 283.517975 = -25486.842477 Iteration 16Q: 3 clusters Score -25486.84 nChanged 15 ComputeScore: Raw -25774.581122 + Penalty 283.517975 = -25491.063148 Iteration 17Q: 3 clusters Score -25491.06 nChanged 12 ComputeScore: Raw -25777.073133 + Penalty 283.517975 = -25493.555158 Iteration 18Q: 3 clusters Score -25493.56 nChanged 13 ComputeScore: Raw -25778.838724 + Penalty 283.517975 = -25495.320749 Iteration 19Q: 3 clusters Score -25495.32 nChanged 7 ComputeScore: Raw -25779.993724 + Penalty 283.517975 = -25496.475750 Iteration 20F: 3 clusters Score -25496.48 nChanged 5 ComputeScore: Raw -25780.516803 + Penalty 283.517975 = -25496.998829 Iteration 21Q: 3 clusters Score -25497 nChanged 5 ComputeScore: Raw -25781.498252 + Penalty 283.517975 = -25497.980277 Iteration 22Q: 3 clusters Score -25497.98 nChanged 4 ComputeScore: Raw -25782.023667 + Penalty 283.517975 = -25498.505692 Iteration 23Q: 3 clusters Score -25498.51 nChanged 2 ComputeScore: Raw -25782.061615 + Penalty 283.517975 = -25498.543640 Iteration 24Q: 3 clusters Score -25498.54 nChanged 1 ComputeScore: Raw -25782.115576 + Penalty 283.517975 = -25498.597602 Iteration 25Q: 3 clusters Score -25498.6 nChanged 0 ComputeScore: Raw -25782.115576 + Penalty 283.517975 = -25498.597602 Iteration 26F: 3 clusters Score -25498.6 nChanged 0 Trying to split cluster 38 (66 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1003.112769 + Penalty 75.413785 = -927.698984 Iteration 0F: 2 clusters Score -927.699 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -992.462455 + Penalty 150.827571 = -841.634884 Iteration 0F: 3 clusters Score -841.6349 nChanged 16 ComputeScore: Raw -1007.810513 + Penalty 150.827571 = -856.982942 Iteration 1F: 3 clusters Score -856.9829 nChanged 3 ComputeScore: Raw -1010.963827 + Penalty 150.827571 = -860.136256 Iteration 2Q: 3 clusters Score -860.1363 nChanged 0 ComputeScore: Raw -1010.963827 + Penalty 150.827571 = -860.136256 Iteration 3F: 3 clusters Score -860.1363 nChanged 0 Trying to split cluster 39 (390 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4795.699455 + Penalty 107.390641 = -4688.308814 Iteration 0F: 2 clusters Score -4688.309 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4605.551748 + Penalty 214.781283 = -4390.770465 Iteration 0F: 3 clusters Score -4390.77 nChanged 159 ComputeScore: Raw -4682.967373 + Penalty 214.781283 = -4468.186090 Iteration 1F: 3 clusters Score -4468.186 nChanged 23 ComputeScore: Raw -4707.048138 + Penalty 214.781283 = -4492.266856 Iteration 2F: 3 clusters Score -4492.267 nChanged 31 ComputeScore: Raw -4736.258450 + Penalty 214.781283 = -4521.477167 Iteration 3F: 3 clusters Score -4521.477 nChanged 26 ComputeScore: Raw -4754.594702 + Penalty 214.781283 = -4539.813420 Iteration 4F: 3 clusters Score -4539.813 nChanged 19 ComputeScore: Raw -4771.310864 + Penalty 214.781283 = -4556.529582 Iteration 5Q: 3 clusters Score -4556.53 nChanged 11 ComputeScore: Raw -4779.507481 + Penalty 214.781283 = -4564.726198 Iteration 6Q: 3 clusters Score -4564.726 nChanged 7 ComputeScore: Raw -4783.689032 + Penalty 214.781283 = -4568.907749 Iteration 7Q: 3 clusters Score -4568.908 nChanged 4 ComputeScore: Raw -4787.686294 + Penalty 214.781283 = -4572.905011 Iteration 8Q: 3 clusters Score -4572.905 nChanged 6 ComputeScore: Raw -4792.291312 + Penalty 214.781283 = -4577.510029 Iteration 9Q: 3 clusters Score -4577.51 nChanged 3 ComputeScore: Raw -4796.020767 + Penalty 214.781283 = -4581.239484 Iteration 10Q: 3 clusters Score -4581.239 nChanged 4 ComputeScore: Raw -4800.806329 + Penalty 214.781283 = -4586.025046 Iteration 11Q: 3 clusters Score -4586.025 nChanged 1 ComputeScore: Raw -4801.746804 + Penalty 214.781283 = -4586.965522 Iteration 12Q: 3 clusters Score -4586.966 nChanged 1 ComputeScore: Raw -4802.004521 + Penalty 214.781283 = -4587.223238 Iteration 13Q: 3 clusters Score -4587.223 nChanged 1 ComputeScore: Raw -4802.138304 + Penalty 214.781283 = -4587.357022 Iteration 14Q: 3 clusters Score -4587.357 nChanged 0 ComputeScore: Raw -4802.138304 + Penalty 214.781283 = -4587.357022 Iteration 15F: 3 clusters Score -4587.357 nChanged 0 Trying to split cluster 40 (51 points) Assigned 2 initial classes randomly. ComputeScore: Raw -838.732642 + Penalty 70.772861 = -767.959781 Iteration 0F: 2 clusters Score -767.9598 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -827.737277 + Penalty 141.545723 = -686.191555 Iteration 0F: 3 clusters Score -686.1916 nChanged 12 ComputeScore: Raw -846.751268 + Penalty 141.545723 = -705.205546 Iteration 1F: 3 clusters Score -705.2055 nChanged 2 ComputeScore: Raw -849.925731 + Penalty 141.545723 = -708.380008 Iteration 2Q: 3 clusters Score -708.38 nChanged 1 ComputeScore: Raw -851.237761 + Penalty 141.545723 = -709.692038 Iteration 3Q: 3 clusters Score -709.692 nChanged 0 ComputeScore: Raw -851.237761 + Penalty 141.545723 = -709.692038 Iteration 4F: 3 clusters Score -709.692 nChanged 0 Trying to split cluster 41 (1296 points) Assigned 2 initial classes randomly. ComputeScore: Raw -13883.571957 + Penalty 129.006682 = -13754.565275 Iteration 0F: 2 clusters Score -13754.57 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -13134.058490 + Penalty 258.013364 = -12876.045127 Iteration 0F: 3 clusters Score -12876.05 nChanged 557 ComputeScore: Raw -13455.722844 + Penalty 258.013364 = -13197.709481 Iteration 1F: 3 clusters Score -13197.71 nChanged 133 ComputeScore: Raw -13547.691669 + Penalty 258.013364 = -13289.678305 Iteration 2F: 3 clusters Score -13289.68 nChanged 114 ComputeScore: Raw -13632.516514 + Penalty 258.013364 = -13374.503150 Iteration 3F: 3 clusters Score -13374.5 nChanged 78 ComputeScore: Raw -13682.901841 + Penalty 258.013364 = -13424.888478 Iteration 4F: 3 clusters Score -13424.89 nChanged 54 ComputeScore: Raw -13734.585114 + Penalty 258.013364 = -13476.571751 Iteration 5Q: 3 clusters Score -13476.57 nChanged 49 ComputeScore: Raw -13789.543149 + Penalty 258.013364 = -13531.529786 Iteration 6Q: 3 clusters Score -13531.53 nChanged 31 ComputeScore: Raw -13831.813900 + Penalty 258.013364 = -13573.800536 Iteration 7Q: 3 clusters Score -13573.8 nChanged 32 ComputeScore: Raw -13880.648786 + Penalty 258.013364 = -13622.635423 Iteration 8Q: 3 clusters Score -13622.64 nChanged 37 ComputeScore: Raw -13918.690802 + Penalty 258.013364 = -13660.677438 Iteration 9Q: 3 clusters Score -13660.68 nChanged 29 ComputeScore: Raw -13960.020157 + Penalty 258.013364 = -13702.006794 Iteration 10Q: 3 clusters Score -13702.01 nChanged 30 ComputeScore: Raw -14051.481417 + Penalty 258.013364 = -13793.468053 Iteration 11Q: 3 clusters Score -13793.47 nChanged 30 ComputeScore: Raw -14099.082891 + Penalty 258.013364 = -13841.069528 Iteration 12Q: 3 clusters Score -13841.07 nChanged 24 ComputeScore: Raw -14128.466826 + Penalty 258.013364 = -13870.453462 Iteration 13Q: 3 clusters Score -13870.45 nChanged 19 ComputeScore: Raw -14144.213953 + Penalty 258.013364 = -13886.200589 Iteration 14Q: 3 clusters Score -13886.2 nChanged 16 ComputeScore: Raw -14153.451802 + Penalty 258.013364 = -13895.438439 Iteration 15Q: 3 clusters Score -13895.44 nChanged 12 ComputeScore: Raw -14159.799199 + Penalty 258.013364 = -13901.785835 Iteration 16Q: 3 clusters Score -13901.79 nChanged 7 ComputeScore: Raw -14164.495320 + Penalty 258.013364 = -13906.481956 Iteration 17Q: 3 clusters Score -13906.48 nChanged 5 ComputeScore: Raw -14166.135614 + Penalty 258.013364 = -13908.122250 Iteration 18Q: 3 clusters Score -13908.12 nChanged 1 ComputeScore: Raw -14166.249339 + Penalty 258.013364 = -13908.235976 Iteration 19Q: 3 clusters Score -13908.24 nChanged 0 ComputeScore: Raw -14166.375478 + Penalty 258.013364 = -13908.362114 Iteration 20F: 3 clusters Score -13908.36 nChanged 1 ComputeScore: Raw -14166.493637 + Penalty 258.013364 = -13908.480273 Iteration 21Q: 3 clusters Score -13908.48 nChanged 1 ComputeScore: Raw -14166.705607 + Penalty 258.013364 = -13908.692243 Iteration 22Q: 3 clusters Score -13908.69 nChanged 1 ComputeScore: Raw -14167.051575 + Penalty 258.013364 = -13909.038211 Iteration 23Q: 3 clusters Score -13909.04 nChanged 1 ComputeScore: Raw -14167.139912 + Penalty 258.013364 = -13909.126548 Iteration 24Q: 3 clusters Score -13909.13 nChanged 0 ComputeScore: Raw -14167.139912 + Penalty 258.013364 = -13909.126548 Iteration 25F: 3 clusters Score -13909.13 nChanged 0 ComputeScore: Raw -544814.115770 + Penalty 8960.947914 = -535853.167856Splitting cluster 41 changes total score from -535773.257809 to -535853.167856 So it's getting split into cluster 44. Trying to split cluster 42 (262 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3649.025083 + Penalty 100.230201 = -3548.794882 Iteration 0F: 2 clusters Score -3548.795 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3527.631119 + Penalty 200.460402 = -3327.170717 Iteration 0F: 3 clusters Score -3327.171 nChanged 103 ComputeScore: Raw -3599.645948 + Penalty 200.460402 = -3399.185546 Iteration 1F: 3 clusters Score -3399.186 nChanged 19 ComputeScore: Raw -3612.963731 + Penalty 200.460402 = -3412.503329 Iteration 2F: 3 clusters Score -3412.503 nChanged 15 ComputeScore: Raw -3625.711631 + Penalty 200.460402 = -3425.251229 Iteration 3F: 3 clusters Score -3425.251 nChanged 11 ComputeScore: Raw -3630.470574 + Penalty 200.460402 = -3430.010171 Iteration 4Q: 3 clusters Score -3430.01 nChanged 5 ComputeScore: Raw -3633.225694 + Penalty 200.460402 = -3432.765292 Iteration 5Q: 3 clusters Score -3432.765 nChanged 4 ComputeScore: Raw -3639.019603 + Penalty 200.460402 = -3438.559201 Iteration 6Q: 3 clusters Score -3438.559 nChanged 6 ComputeScore: Raw -3646.900396 + Penalty 200.460402 = -3446.439994 Iteration 7Q: 3 clusters Score -3446.44 nChanged 5 ComputeScore: Raw -3650.414977 + Penalty 200.460402 = -3449.954575 Iteration 8Q: 3 clusters Score -3449.955 nChanged 4 ComputeScore: Raw -3652.596991 + Penalty 200.460402 = -3452.136589 Iteration 9Q: 3 clusters Score -3452.137 nChanged 4 ComputeScore: Raw -3653.868473 + Penalty 200.460402 = -3453.408071 Iteration 10Q: 3 clusters Score -3453.408 nChanged 4 ComputeScore: Raw -3655.783426 + Penalty 200.460402 = -3455.323024 Iteration 11Q: 3 clusters Score -3455.323 nChanged 2 ComputeScore: Raw -3656.445726 + Penalty 200.460402 = -3455.985324 Iteration 12Q: 3 clusters Score -3455.985 nChanged 0 ComputeScore: Raw -3656.445726 + Penalty 200.460402 = -3455.985324 Iteration 13F: 3 clusters Score -3455.985 nChanged 0 Trying to split cluster 43 (88 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1370.397290 + Penalty 80.592063 = -1289.805228 Iteration 0F: 2 clusters Score -1289.805 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1347.023261 + Penalty 161.184125 = -1185.839136 Iteration 0F: 3 clusters Score -1185.839 nChanged 18 ComputeScore: Raw -1364.681187 + Penalty 161.184125 = -1203.497061 Iteration 1F: 3 clusters Score -1203.497 nChanged 7 ComputeScore: Raw -1371.579646 + Penalty 161.184125 = -1210.395521 Iteration 2F: 3 clusters Score -1210.396 nChanged 3 ComputeScore: Raw -1374.137729 + Penalty 161.184125 = -1212.953604 Iteration 3Q: 3 clusters Score -1212.954 nChanged 1 ComputeScore: Raw -1374.792662 + Penalty 161.184125 = -1213.608536 Iteration 4Q: 3 clusters Score -1213.609 nChanged 2 ComputeScore: Raw -1379.045857 + Penalty 161.184125 = -1217.861731 Iteration 5Q: 3 clusters Score -1217.862 nChanged 3 ComputeScore: Raw -1387.086796 + Penalty 161.184125 = -1225.902671 Iteration 6Q: 3 clusters Score -1225.903 nChanged 1 ComputeScore: Raw -1387.989451 + Penalty 161.184125 = -1226.805326 Iteration 7Q: 3 clusters Score -1226.805 nChanged 0 ComputeScore: Raw -1387.989451 + Penalty 161.184125 = -1226.805326 Iteration 8F: 3 clusters Score -1226.805 nChanged 0 ConsiderDeletion: ComputeScore: Raw -544855.881070 + Penalty 8960.947914 = -535894.933156Iteration 341F: 45 clusters Score -535894.9 nChanged 73 ConsiderDeletion: ComputeScore: Raw -544888.775366 + Penalty 8960.947914 = -535927.827452Iteration 342Q: 45 clusters Score -535927.8 nChanged 31 ConsiderDeletion: ComputeScore: Raw -544892.939570 + Penalty 8960.947914 = -535931.991656Iteration 343Q: 45 clusters Score -535932 nChanged 14 ConsiderDeletion: ComputeScore: Raw -544894.880078 + Penalty 8960.947914 = -535933.932164Iteration 344Q: 45 clusters Score -535933.9 nChanged 11 ConsiderDeletion: ComputeScore: Raw -544897.099590 + Penalty 8960.947914 = -535936.151676Iteration 345Q: 45 clusters Score -535936.2 nChanged 8 ConsiderDeletion: ComputeScore: Raw -544898.624009 + Penalty 8960.947914 = -535937.676095Iteration 346Q: 45 clusters Score -535937.7 nChanged 5 ConsiderDeletion: ComputeScore: Raw -544899.241513 + Penalty 8960.947914 = -535938.293599Iteration 347Q: 45 clusters Score -535938.3 nChanged 1 ConsiderDeletion: ComputeScore: Raw -544899.284955 + Penalty 8960.947914 = -535938.337041Iteration 348Q: 45 clusters Score -535938.3 nChanged 0 ConsiderDeletion: ComputeScore: Raw -544899.284955 + Penalty 8960.947914 = -535938.337041Iteration 349F: 45 clusters Score -535938.3 nChanged 0 ComputeScore: Raw -544899.284955 + Penalty 8960.947914 = -535938.337041Trying to split cluster 1 (386 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5071.983740 + Penalty 107.205073 = -4964.778667 Iteration 0F: 2 clusters Score -4964.779 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4862.825297 + Penalty 214.410145 = -4648.415152 Iteration 0F: 3 clusters Score -4648.415 nChanged 162 ComputeScore: Raw -4981.404661 + Penalty 214.410145 = -4766.994515 Iteration 1F: 3 clusters Score -4766.995 nChanged 22 ComputeScore: Raw -4994.684442 + Penalty 214.410145 = -4780.274296 Iteration 2F: 3 clusters Score -4780.274 nChanged 14 ComputeScore: Raw -5004.283504 + Penalty 214.410145 = -4789.873358 Iteration 3Q: 3 clusters Score -4789.873 nChanged 9 ComputeScore: Raw -5011.536159 + Penalty 214.410145 = -4797.126014 Iteration 4Q: 3 clusters Score -4797.126 nChanged 13 ComputeScore: Raw -5023.312112 + Penalty 214.410145 = -4808.901966 Iteration 5Q: 3 clusters Score -4808.902 nChanged 9 ComputeScore: Raw -5026.874197 + Penalty 214.410145 = -4812.464051 Iteration 6Q: 3 clusters Score -4812.464 nChanged 5 ComputeScore: Raw -5032.785925 + Penalty 214.410145 = -4818.375780 Iteration 7Q: 3 clusters Score -4818.376 nChanged 7 ComputeScore: Raw -5038.354762 + Penalty 214.410145 = -4823.944617 Iteration 8Q: 3 clusters Score -4823.945 nChanged 6 ComputeScore: Raw -5040.488889 + Penalty 214.410145 = -4826.078744 Iteration 9Q: 3 clusters Score -4826.079 nChanged 1 ComputeScore: Raw -5040.809802 + Penalty 214.410145 = -4826.399657 Iteration 10Q: 3 clusters Score -4826.4 nChanged 1 ComputeScore: Raw -5041.192648 + Penalty 214.410145 = -4826.782503 Iteration 11Q: 3 clusters Score -4826.783 nChanged 1 ComputeScore: Raw -5041.263757 + Penalty 214.410145 = -4826.853612 Iteration 12Q: 3 clusters Score -4826.854 nChanged 1 ComputeScore: Raw -5041.346534 + Penalty 214.410145 = -4826.936389 Iteration 13Q: 3 clusters Score -4826.936 nChanged 0 ComputeScore: Raw -5041.346534 + Penalty 214.410145 = -4826.936389 Iteration 14F: 3 clusters Score -4826.936 nChanged 0 Trying to split cluster 2 (358 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2983.986276 + Penalty 105.849594 = -2878.136682 Iteration 0F: 2 clusters Score -2878.137 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2818.944872 + Penalty 211.699188 = -2607.245685 Iteration 0F: 3 clusters Score -2607.246 nChanged 142 ComputeScore: Raw -2945.564552 + Penalty 211.699188 = -2733.865365 Iteration 1F: 3 clusters Score -2733.865 nChanged 39 ComputeScore: Raw -2984.759950 + Penalty 211.699188 = -2773.060763 Iteration 2F: 3 clusters Score -2773.061 nChanged 18 ComputeScore: Raw -3005.175860 + Penalty 211.699188 = -2793.476673 Iteration 3F: 3 clusters Score -2793.477 nChanged 12 ComputeScore: Raw -3014.669473 + Penalty 211.699188 = -2802.970286 Iteration 4Q: 3 clusters Score -2802.97 nChanged 10 ComputeScore: Raw -3025.452888 + Penalty 211.699188 = -2813.753701 Iteration 5Q: 3 clusters Score -2813.754 nChanged 9 ComputeScore: Raw -3031.787380 + Penalty 211.699188 = -2820.088192 Iteration 6Q: 3 clusters Score -2820.088 nChanged 4 ComputeScore: Raw -3034.024591 + Penalty 211.699188 = -2822.325403 Iteration 7Q: 3 clusters Score -2822.325 nChanged 3 ComputeScore: Raw -3034.944770 + Penalty 211.699188 = -2823.245583 Iteration 8Q: 3 clusters Score -2823.246 nChanged 3 ComputeScore: Raw -3036.964549 + Penalty 211.699188 = -2825.265361 Iteration 9Q: 3 clusters Score -2825.265 nChanged 3 ComputeScore: Raw -3038.976316 + Penalty 211.699188 = -2827.277128 Iteration 10Q: 3 clusters Score -2827.277 nChanged 0 ComputeScore: Raw -3038.976316 + Penalty 211.699188 = -2827.277128 Iteration 11F: 3 clusters Score -2827.277 nChanged 0 Trying to split cluster 3 (286 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4323.149462 + Penalty 101.807853 = -4221.341610 Iteration 0F: 2 clusters Score -4221.342 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4188.869174 + Penalty 203.615705 = -3985.253469 Iteration 0F: 3 clusters Score -3985.253 nChanged 102 ComputeScore: Raw -4242.075727 + Penalty 203.615705 = -4038.460022 Iteration 1F: 3 clusters Score -4038.46 nChanged 15 ComputeScore: Raw -4251.207719 + Penalty 203.615705 = -4047.592014 Iteration 2F: 3 clusters Score -4047.592 nChanged 15 ComputeScore: Raw -4263.284856 + Penalty 203.615705 = -4059.669151 Iteration 3F: 3 clusters Score -4059.669 nChanged 18 ComputeScore: Raw -4282.042584 + Penalty 203.615705 = -4078.426879 Iteration 4F: 3 clusters Score -4078.427 nChanged 18 ComputeScore: Raw -4302.275296 + Penalty 203.615705 = -4098.659591 Iteration 5F: 3 clusters Score -4098.66 nChanged 13 ComputeScore: Raw -4310.329914 + Penalty 203.615705 = -4106.714208 Iteration 6Q: 3 clusters Score -4106.714 nChanged 7 ComputeScore: Raw -4316.680036 + Penalty 203.615705 = -4113.064331 Iteration 7Q: 3 clusters Score -4113.064 nChanged 5 ComputeScore: Raw -4327.419634 + Penalty 203.615705 = -4123.803929 Iteration 8Q: 3 clusters Score -4123.804 nChanged 4 ComputeScore: Raw -4336.989588 + Penalty 203.615705 = -4133.373883 Iteration 9Q: 3 clusters Score -4133.374 nChanged 5 ComputeScore: Raw -4344.400020 + Penalty 203.615705 = -4140.784314 Iteration 10Q: 3 clusters Score -4140.784 nChanged 5 ComputeScore: Raw -4350.777853 + Penalty 203.615705 = -4147.162148 Iteration 11Q: 3 clusters Score -4147.162 nChanged 3 ComputeScore: Raw -4356.515736 + Penalty 203.615705 = -4152.900031 Iteration 12Q: 3 clusters Score -4152.9 nChanged 3 ComputeScore: Raw -4362.351363 + Penalty 203.615705 = -4158.735658 Iteration 13Q: 3 clusters Score -4158.736 nChanged 6 ComputeScore: Raw -4364.789334 + Penalty 203.615705 = -4161.173629 Iteration 14Q: 3 clusters Score -4161.174 nChanged 2 ComputeScore: Raw -4365.926471 + Penalty 203.615705 = -4162.310766 Iteration 15Q: 3 clusters Score -4162.311 nChanged 3 ComputeScore: Raw -4368.764679 + Penalty 203.615705 = -4165.148974 Iteration 16Q: 3 clusters Score -4165.149 nChanged 4 ComputeScore: Raw -4372.510316 + Penalty 203.615705 = -4168.894610 Iteration 17Q: 3 clusters Score -4168.895 nChanged 3 ComputeScore: Raw -4374.721718 + Penalty 203.615705 = -4171.106013 Iteration 18Q: 3 clusters Score -4171.106 nChanged 1 ComputeScore: Raw -4376.304785 + Penalty 203.615705 = -4172.689080 Iteration 19Q: 3 clusters Score -4172.689 nChanged 1 ComputeScore: Raw -4377.206820 + Penalty 203.615705 = -4173.591115 Iteration 20F: 3 clusters Score -4173.591 nChanged 1 ComputeScore: Raw -4377.773173 + Penalty 203.615705 = -4174.157468 Iteration 21Q: 3 clusters Score -4174.157 nChanged 2 ComputeScore: Raw -4381.917571 + Penalty 203.615705 = -4178.301866 Iteration 22Q: 3 clusters Score -4178.302 nChanged 0 ComputeScore: Raw -4381.917571 + Penalty 203.615705 = -4178.301866 Iteration 23F: 3 clusters Score -4178.302 nChanged 0 Trying to split cluster 4 (4774 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42506.839732 + Penalty 152.476917 = -42354.362815 Iteration 0F: 2 clusters Score -42354.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39558.069638 + Penalty 304.953833 = -39253.115805 Iteration 0F: 3 clusters Score -39253.12 nChanged 2215 ComputeScore: Raw -41388.175845 + Penalty 304.953833 = -41083.222012 Iteration 1F: 3 clusters Score -41083.22 nChanged 400 ComputeScore: Raw -41683.074062 + Penalty 304.953833 = -41378.120229 Iteration 2F: 3 clusters Score -41378.12 nChanged 267 ComputeScore: Raw -41854.135333 + Penalty 304.953833 = -41549.181500 Iteration 3F: 3 clusters Score -41549.18 nChanged 189 ComputeScore: Raw -41939.778791 + Penalty 304.953833 = -41634.824958 Iteration 4Q: 3 clusters Score -41634.82 nChanged 111 ComputeScore: Raw -41983.879295 + Penalty 304.953833 = -41678.925462 Iteration 5Q: 3 clusters Score -41678.93 nChanged 79 ComputeScore: Raw -42014.538952 + Penalty 304.953833 = -41709.585119 Iteration 6Q: 3 clusters Score -41709.59 nChanged 72 ComputeScore: Raw -42033.979432 + Penalty 304.953833 = -41729.025599 Iteration 7Q: 3 clusters Score -41729.03 nChanged 56 ComputeScore: Raw -42049.208242 + Penalty 304.953833 = -41744.254409 Iteration 8Q: 3 clusters Score -41744.25 nChanged 61 ComputeScore: Raw -42067.607931 + Penalty 304.953833 = -41762.654098 Iteration 9Q: 3 clusters Score -41762.65 nChanged 61 ComputeScore: Raw -42086.142278 + Penalty 304.953833 = -41781.188445 Iteration 10Q: 3 clusters Score -41781.19 nChanged 61 ComputeScore: Raw -42102.970872 + Penalty 304.953833 = -41798.017039 Iteration 11Q: 3 clusters Score -41798.02 nChanged 58 ComputeScore: Raw -42120.104831 + Penalty 304.953833 = -41815.150998 Iteration 12Q: 3 clusters Score -41815.15 nChanged 53 ComputeScore: Raw -42137.978879 + Penalty 304.953833 = -41833.025046 Iteration 13Q: 3 clusters Score -41833.03 nChanged 60 ComputeScore: Raw -42156.061002 + Penalty 304.953833 = -41851.107169 Iteration 14Q: 3 clusters Score -41851.11 nChanged 50 ComputeScore: Raw -42171.727366 + Penalty 304.953833 = -41866.773532 Iteration 15Q: 3 clusters Score -41866.77 nChanged 52 ComputeScore: Raw -42192.500718 + Penalty 304.953833 = -41887.546885 Iteration 16Q: 3 clusters Score -41887.55 nChanged 59 ComputeScore: Raw -42220.852345 + Penalty 304.953833 = -41915.898512 Iteration 17Q: 3 clusters Score -41915.9 nChanged 70 ComputeScore: Raw -42250.992117 + Penalty 304.953833 = -41946.038284 Iteration 18Q: 3 clusters Score -41946.04 nChanged 60 ComputeScore: Raw -42276.925084 + Penalty 304.953833 = -41971.971251 Iteration 19Q: 3 clusters Score -41971.97 nChanged 60 ComputeScore: Raw -42301.663224 + Penalty 304.953833 = -41996.709391 Iteration 20F: 3 clusters Score -41996.71 nChanged 57 ComputeScore: Raw -42325.740357 + Penalty 304.953833 = -42020.786524 Iteration 21Q: 3 clusters Score -42020.79 nChanged 59 ComputeScore: Raw -42351.577100 + Penalty 304.953833 = -42046.623267 Iteration 22Q: 3 clusters Score -42046.62 nChanged 59 ComputeScore: Raw -42376.054168 + Penalty 304.953833 = -42071.100335 Iteration 23Q: 3 clusters Score -42071.1 nChanged 44 ComputeScore: Raw -42393.033984 + Penalty 304.953833 = -42088.080151 Iteration 24Q: 3 clusters Score -42088.08 nChanged 42 ComputeScore: Raw -42407.246154 + Penalty 304.953833 = -42102.292321 Iteration 25Q: 3 clusters Score -42102.29 nChanged 30 ComputeScore: Raw -42418.769972 + Penalty 304.953833 = -42113.816139 Iteration 26Q: 3 clusters Score -42113.82 nChanged 28 ComputeScore: Raw -42432.046834 + Penalty 304.953833 = -42127.093001 Iteration 27Q: 3 clusters Score -42127.09 nChanged 25 ComputeScore: Raw -42440.607933 + Penalty 304.953833 = -42135.654100 Iteration 28Q: 3 clusters Score -42135.65 nChanged 19 ComputeScore: Raw -42445.818751 + Penalty 304.953833 = -42140.864918 Iteration 29Q: 3 clusters Score -42140.86 nChanged 19 ComputeScore: Raw -42451.177532 + Penalty 304.953833 = -42146.223699 Iteration 30Q: 3 clusters Score -42146.22 nChanged 14 ComputeScore: Raw -42455.770367 + Penalty 304.953833 = -42150.816534 Iteration 31Q: 3 clusters Score -42150.82 nChanged 17 ComputeScore: Raw -42460.561187 + Penalty 304.953833 = -42155.607354 Iteration 32Q: 3 clusters Score -42155.61 nChanged 16 ComputeScore: Raw -42464.591606 + Penalty 304.953833 = -42159.637773 Iteration 33Q: 3 clusters Score -42159.64 nChanged 12 ComputeScore: Raw -42469.488308 + Penalty 304.953833 = -42164.534475 Iteration 34Q: 3 clusters Score -42164.53 nChanged 15 ComputeScore: Raw -42477.331485 + Penalty 304.953833 = -42172.377652 Iteration 35Q: 3 clusters Score -42172.38 nChanged 18 ComputeScore: Raw -42487.981720 + Penalty 304.953833 = -42183.027887 Iteration 36Q: 3 clusters Score -42183.03 nChanged 12 ComputeScore: Raw -42493.693333 + Penalty 304.953833 = -42188.739499 Iteration 37Q: 3 clusters Score -42188.74 nChanged 16 ComputeScore: Raw -42502.955930 + Penalty 304.953833 = -42198.002097 Iteration 38Q: 3 clusters Score -42198 nChanged 11 ComputeScore: Raw -42508.392893 + Penalty 304.953833 = -42203.439060 Iteration 39Q: 3 clusters Score -42203.44 nChanged 8 ComputeScore: Raw -42511.998419 + Penalty 304.953833 = -42207.044586 Iteration 40F: 3 clusters Score -42207.04 nChanged 6 ComputeScore: Raw -42514.813674 + Penalty 304.953833 = -42209.859841 Iteration 41Q: 3 clusters Score -42209.86 nChanged 6 ComputeScore: Raw -42517.922577 + Penalty 304.953833 = -42212.968744 Iteration 42Q: 3 clusters Score -42212.97 nChanged 7 ComputeScore: Raw -42521.854713 + Penalty 304.953833 = -42216.900880 Iteration 43Q: 3 clusters Score -42216.9 nChanged 7 ComputeScore: Raw -42526.415578 + Penalty 304.953833 = -42221.461745 Iteration 44Q: 3 clusters Score -42221.46 nChanged 7 ComputeScore: Raw -42529.127407 + Penalty 304.953833 = -42224.173574 Iteration 45Q: 3 clusters Score -42224.17 nChanged 8 ComputeScore: Raw -42531.317829 + Penalty 304.953833 = -42226.363996 Iteration 46Q: 3 clusters Score -42226.36 nChanged 3 ComputeScore: Raw -42532.035347 + Penalty 304.953833 = -42227.081514 Iteration 47Q: 3 clusters Score -42227.08 nChanged 2 ComputeScore: Raw -42532.200906 + Penalty 304.953833 = -42227.247072 Iteration 48Q: 3 clusters Score -42227.25 nChanged 0 ComputeScore: Raw -42532.200906 + Penalty 304.953833 = -42227.247072 Iteration 49F: 3 clusters Score -42227.25 nChanged 0 Trying to split cluster 5 (2591 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25757.064433 + Penalty 141.476385 = -25615.588048 Iteration 0F: 2 clusters Score -25615.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24179.685872 + Penalty 282.952771 = -23896.733101 Iteration 0F: 3 clusters Score -23896.73 nChanged 1159 ComputeScore: Raw -24800.081794 + Penalty 282.952771 = -24517.129023 Iteration 1F: 3 clusters Score -24517.13 nChanged 132 ComputeScore: Raw -24842.869824 + Penalty 282.952771 = -24559.917053 Iteration 2F: 3 clusters Score -24559.92 nChanged 127 ComputeScore: Raw -24886.618189 + Penalty 282.952771 = -24603.665418 Iteration 3Q: 3 clusters Score -24603.67 nChanged 142 ComputeScore: Raw -24935.881043 + Penalty 282.952771 = -24652.928272 Iteration 4F: 3 clusters Score -24652.93 nChanged 111 ComputeScore: Raw -24971.091086 + Penalty 282.952771 = -24688.138315 Iteration 5Q: 3 clusters Score -24688.14 nChanged 99 ComputeScore: Raw -25006.207041 + Penalty 282.952771 = -24723.254270 Iteration 6Q: 3 clusters Score -24723.25 nChanged 105 ComputeScore: Raw -25047.199915 + Penalty 282.952771 = -24764.247144 Iteration 7Q: 3 clusters Score -24764.25 nChanged 112 ComputeScore: Raw -25102.807305 + Penalty 282.952771 = -24819.854534 Iteration 8Q: 3 clusters Score -24819.85 nChanged 133 ComputeScore: Raw -25185.817151 + Penalty 282.952771 = -24902.864381 Iteration 9F: 3 clusters Score -24902.86 nChanged 150 ComputeScore: Raw -25310.690557 + Penalty 282.952771 = -25027.737786 Iteration 10F: 3 clusters Score -25027.74 nChanged 155 ComputeScore: Raw -25463.500686 + Penalty 282.952771 = -25180.547916 Iteration 11F: 3 clusters Score -25180.55 nChanged 131 ComputeScore: Raw -25601.843201 + Penalty 282.952771 = -25318.890431 Iteration 12F: 3 clusters Score -25318.89 nChanged 90 ComputeScore: Raw -25694.726887 + Penalty 282.952771 = -25411.774117 Iteration 13Q: 3 clusters Score -25411.77 nChanged 44 ComputeScore: Raw -25740.258145 + Penalty 282.952771 = -25457.305375 Iteration 14Q: 3 clusters Score -25457.31 nChanged 24 ComputeScore: Raw -25764.177657 + Penalty 282.952771 = -25481.224886 Iteration 15Q: 3 clusters Score -25481.22 nChanged 11 ComputeScore: Raw -25774.507990 + Penalty 282.952771 = -25491.555219 Iteration 16Q: 3 clusters Score -25491.56 nChanged 5 ComputeScore: Raw -25781.745642 + Penalty 282.952771 = -25498.792872 Iteration 17Q: 3 clusters Score -25498.79 nChanged 1 ComputeScore: Raw -25782.773740 + Penalty 282.952771 = -25499.820969 Iteration 18Q: 3 clusters Score -25499.82 nChanged 1 ComputeScore: Raw -25784.106608 + Penalty 282.952771 = -25501.153837 Iteration 19Q: 3 clusters Score -25501.15 nChanged 0 ComputeScore: Raw -25784.106608 + Penalty 282.952771 = -25501.153837 Iteration 20F: 3 clusters Score -25501.15 nChanged 0 Trying to split cluster 6 (5086 points) Assigned 2 initial classes randomly. ComputeScore: Raw -46488.145325 + Penalty 153.616445 = -46334.528880 Iteration 0F: 2 clusters Score -46334.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -43218.976965 + Penalty 307.232890 = -42911.744075 Iteration 0F: 3 clusters Score -42911.74 nChanged 2356 ComputeScore: Raw -44640.455742 + Penalty 307.232890 = -44333.222852 Iteration 1F: 3 clusters Score -44333.22 nChanged 465 ComputeScore: Raw -44958.404424 + Penalty 307.232890 = -44651.171534 Iteration 2F: 3 clusters Score -44651.17 nChanged 455 ComputeScore: Raw -45260.250012 + Penalty 307.232890 = -44953.017121 Iteration 3F: 3 clusters Score -44953.02 nChanged 385 ComputeScore: Raw -45540.497954 + Penalty 307.232890 = -45233.265064 Iteration 4F: 3 clusters Score -45233.27 nChanged 327 ComputeScore: Raw -45811.267412 + Penalty 307.232890 = -45504.034522 Iteration 5F: 3 clusters Score -45504.03 nChanged 263 ComputeScore: Raw -46052.326396 + Penalty 307.232890 = -45745.093506 Iteration 6F: 3 clusters Score -45745.09 nChanged 213 ComputeScore: Raw -46249.397128 + Penalty 307.232890 = -45942.164238 Iteration 7Q: 3 clusters Score -45942.16 nChanged 135 ComputeScore: Raw -46377.343140 + Penalty 307.232890 = -46070.110249 Iteration 8Q: 3 clusters Score -46070.11 nChanged 83 ComputeScore: Raw -46458.201818 + Penalty 307.232890 = -46150.968928 Iteration 9Q: 3 clusters Score -46150.97 nChanged 30 ComputeScore: Raw -46488.516663 + Penalty 307.232890 = -46181.283773 Iteration 10Q: 3 clusters Score -46181.28 nChanged 13 ComputeScore: Raw -46499.059485 + Penalty 307.232890 = -46191.826595 Iteration 11Q: 3 clusters Score -46191.83 nChanged 6 ComputeScore: Raw -46503.626320 + Penalty 307.232890 = -46196.393429 Iteration 12Q: 3 clusters Score -46196.39 nChanged 7 ComputeScore: Raw -46511.883922 + Penalty 307.232890 = -46204.651031 Iteration 13Q: 3 clusters Score -46204.65 nChanged 5 ComputeScore: Raw -46519.312400 + Penalty 307.232890 = -46212.079510 Iteration 14Q: 3 clusters Score -46212.08 nChanged 1 ComputeScore: Raw -46521.819786 + Penalty 307.232890 = -46214.586896 Iteration 15Q: 3 clusters Score -46214.59 nChanged 2 ComputeScore: Raw -46523.581240 + Penalty 307.232890 = -46216.348350 Iteration 16Q: 3 clusters Score -46216.35 nChanged 1 ComputeScore: Raw -46525.241672 + Penalty 307.232890 = -46218.008782 Iteration 17Q: 3 clusters Score -46218.01 nChanged 0 ComputeScore: Raw -46525.241672 + Penalty 307.232890 = -46218.008782 Iteration 18F: 3 clusters Score -46218.01 nChanged 0 Trying to split cluster 7 (15264 points) Assigned 2 initial classes randomly. ComputeScore: Raw -125119.696108 + Penalty 173.398543 = -124946.297565 Iteration 0F: 2 clusters Score -124946.3 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -115165.565399 + Penalty 346.797086 = -114818.768312 Iteration 0F: 3 clusters Score -114818.8 nChanged 7360 ComputeScore: Raw -120131.014066 + Penalty 346.797086 = -119784.216979 Iteration 1F: 3 clusters Score -119784.2 nChanged 1146 ComputeScore: Raw -121064.957350 + Penalty 346.797086 = -120718.160264 Iteration 2F: 3 clusters Score -120718.2 nChanged 1102 ComputeScore: Raw -121934.418676 + Penalty 346.797086 = -121587.621590 Iteration 3F: 3 clusters Score -121587.6 nChanged 906 ComputeScore: Raw -122722.812917 + Penalty 346.797086 = -122376.015831 Iteration 4F: 3 clusters Score -122376 nChanged 796 ComputeScore: Raw -123314.112827 + Penalty 346.797086 = -122967.315741 Iteration 5F: 3 clusters Score -122967.3 nChanged 550 ComputeScore: Raw -123611.538337 + Penalty 346.797086 = -123264.741251 Iteration 6Q: 3 clusters Score -123264.7 nChanged 401 ComputeScore: Raw -123805.974889 + Penalty 346.797086 = -123459.177803 Iteration 7Q: 3 clusters Score -123459.2 nChanged 325 ComputeScore: Raw -123940.756959 + Penalty 346.797086 = -123593.959873 Iteration 8Q: 3 clusters Score -123594 nChanged 250 ComputeScore: Raw -124031.598601 + Penalty 346.797086 = -123684.801514 Iteration 9Q: 3 clusters Score -123684.8 nChanged 242 ComputeScore: Raw -124104.454986 + Penalty 346.797086 = -123757.657900 Iteration 10Q: 3 clusters Score -123757.7 nChanged 193 ComputeScore: Raw -124153.992418 + Penalty 346.797086 = -123807.195332 Iteration 11Q: 3 clusters Score -123807.2 nChanged 174 ComputeScore: Raw -124207.525183 + Penalty 346.797086 = -123860.728096 Iteration 12Q: 3 clusters Score -123860.7 nChanged 196 ComputeScore: Raw -124272.222991 + Penalty 346.797086 = -123925.425905 Iteration 13Q: 3 clusters Score -123925.4 nChanged 203 ComputeScore: Raw -124344.452711 + Penalty 346.797086 = -123997.655625 Iteration 14Q: 3 clusters Score -123997.7 nChanged 215 ComputeScore: Raw -124427.182050 + Penalty 346.797086 = -124080.384964 Iteration 15Q: 3 clusters Score -124080.4 nChanged 249 ComputeScore: Raw -124521.043228 + Penalty 346.797086 = -124174.246142 Iteration 16Q: 3 clusters Score -124174.2 nChanged 213 ComputeScore: Raw -124598.826029 + Penalty 346.797086 = -124252.028943 Iteration 17Q: 3 clusters Score -124252 nChanged 185 ComputeScore: Raw -124650.677674 + Penalty 346.797086 = -124303.880587 Iteration 18Q: 3 clusters Score -124303.9 nChanged 133 ComputeScore: Raw -124681.013350 + Penalty 346.797086 = -124334.216264 Iteration 19Q: 3 clusters Score -124334.2 nChanged 92 ComputeScore: Raw -124699.146324 + Penalty 346.797086 = -124352.349238 Iteration 20F: 3 clusters Score -124352.3 nChanged 77 ComputeScore: Raw -124711.686344 + Penalty 346.797086 = -124364.889258 Iteration 21Q: 3 clusters Score -124364.9 nChanged 59 ComputeScore: Raw -124719.520264 + Penalty 346.797086 = -124372.723177 Iteration 22Q: 3 clusters Score -124372.7 nChanged 38 ComputeScore: Raw -124722.669699 + Penalty 346.797086 = -124375.872613 Iteration 23Q: 3 clusters Score -124375.9 nChanged 26 ComputeScore: Raw -124724.381530 + Penalty 346.797086 = -124377.584443 Iteration 24Q: 3 clusters Score -124377.6 nChanged 24 ComputeScore: Raw -124725.917061 + Penalty 346.797086 = -124379.119975 Iteration 25Q: 3 clusters Score -124379.1 nChanged 21 ComputeScore: Raw -124726.979850 + Penalty 346.797086 = -124380.182764 Iteration 26Q: 3 clusters Score -124380.2 nChanged 13 ComputeScore: Raw -124727.664654 + Penalty 346.797086 = -124380.867568 Iteration 27Q: 3 clusters Score -124380.9 nChanged 14 ComputeScore: Raw -124728.460441 + Penalty 346.797086 = -124381.663355 Iteration 28Q: 3 clusters Score -124381.7 nChanged 14 ComputeScore: Raw -124729.075066 + Penalty 346.797086 = -124382.277980 Iteration 29Q: 3 clusters Score -124382.3 nChanged 18 ComputeScore: Raw -124730.061545 + Penalty 346.797086 = -124383.264458 Iteration 30Q: 3 clusters Score -124383.3 nChanged 21 ComputeScore: Raw -124731.797301 + Penalty 346.797086 = -124385.000215 Iteration 31Q: 3 clusters Score -124385 nChanged 26 ComputeScore: Raw -124734.284660 + Penalty 346.797086 = -124387.487574 Iteration 32Q: 3 clusters Score -124387.5 nChanged 34 ComputeScore: Raw -124737.657538 + Penalty 346.797086 = -124390.860451 Iteration 33Q: 3 clusters Score -124390.9 nChanged 28 ComputeScore: Raw -124740.017876 + Penalty 346.797086 = -124393.220790 Iteration 34Q: 3 clusters Score -124393.2 nChanged 23 ComputeScore: Raw -124742.201428 + Penalty 346.797086 = -124395.404342 Iteration 35Q: 3 clusters Score -124395.4 nChanged 29 ComputeScore: Raw -124745.654019 + Penalty 346.797086 = -124398.856933 Iteration 36Q: 3 clusters Score -124398.9 nChanged 34 ComputeScore: Raw -124750.315931 + Penalty 346.797086 = -124403.518844 Iteration 37Q: 3 clusters Score -124403.5 nChanged 23 ComputeScore: Raw -124752.881916 + Penalty 346.797086 = -124406.084830 Iteration 38Q: 3 clusters Score -124406.1 nChanged 29 ComputeScore: Raw -124755.989668 + Penalty 346.797086 = -124409.192581 Iteration 39Q: 3 clusters Score -124409.2 nChanged 29 ComputeScore: Raw -124759.253293 + Penalty 346.797086 = -124412.456206 Iteration 40F: 3 clusters Score -124412.5 nChanged 34 ComputeScore: Raw -124763.938827 + Penalty 346.797086 = -124417.141741 Iteration 41Q: 3 clusters Score -124417.1 nChanged 35 ComputeScore: Raw -124768.858114 + Penalty 346.797086 = -124422.061028 Iteration 42Q: 3 clusters Score -124422.1 nChanged 44 ComputeScore: Raw -124777.212670 + Penalty 346.797086 = -124430.415584 Iteration 43Q: 3 clusters Score -124430.4 nChanged 55 ComputeScore: Raw -124787.039894 + Penalty 346.797086 = -124440.242807 Iteration 44Q: 3 clusters Score -124440.2 nChanged 54 ComputeScore: Raw -124794.521207 + Penalty 346.797086 = -124447.724121 Iteration 45Q: 3 clusters Score -124447.7 nChanged 45 ComputeScore: Raw -124800.217476 + Penalty 346.797086 = -124453.420390 Iteration 46Q: 3 clusters Score -124453.4 nChanged 46 ComputeScore: Raw -124808.727624 + Penalty 346.797086 = -124461.930537 Iteration 47Q: 3 clusters Score -124461.9 nChanged 55 ComputeScore: Raw -124817.552740 + Penalty 346.797086 = -124470.755654 Iteration 48Q: 3 clusters Score -124470.8 nChanged 57 ComputeScore: Raw -124826.574473 + Penalty 346.797086 = -124479.777387 Iteration 49Q: 3 clusters Score -124479.8 nChanged 48 ComputeScore: Raw -124834.391720 + Penalty 346.797086 = -124487.594634 Iteration 50Q: 3 clusters Score -124487.6 nChanged 50 ComputeScore: Raw -124841.640150 + Penalty 346.797086 = -124494.843064 Iteration 51Q: 3 clusters Score -124494.8 nChanged 45 ComputeScore: Raw -124847.309061 + Penalty 346.797086 = -124500.511975 Iteration 52Q: 3 clusters Score -124500.5 nChanged 41 ComputeScore: Raw -124855.396912 + Penalty 346.797086 = -124508.599826 Iteration 53Q: 3 clusters Score -124508.6 nChanged 52 ComputeScore: Raw -124864.249018 + Penalty 346.797086 = -124517.451932 Iteration 54Q: 3 clusters Score -124517.5 nChanged 41 ComputeScore: Raw -124867.873585 + Penalty 346.797086 = -124521.076499 Iteration 55Q: 3 clusters Score -124521.1 nChanged 30 ComputeScore: Raw -124870.174506 + Penalty 346.797086 = -124523.377420 Iteration 56Q: 3 clusters Score -124523.4 nChanged 26 ComputeScore: Raw -124871.968083 + Penalty 346.797086 = -124525.170997 Iteration 57Q: 3 clusters Score -124525.2 nChanged 21 ComputeScore: Raw -124873.070001 + Penalty 346.797086 = -124526.272915 Iteration 58Q: 3 clusters Score -124526.3 nChanged 14 ComputeScore: Raw -124873.605981 + Penalty 346.797086 = -124526.808895 Iteration 59Q: 3 clusters Score -124526.8 nChanged 10 ComputeScore: Raw -124873.883642 + Penalty 346.797086 = -124527.086556 Iteration 60F: 3 clusters Score -124527.1 nChanged 7 ComputeScore: Raw -124874.146003 + Penalty 346.797086 = -124527.348916 Iteration 61Q: 3 clusters Score -124527.3 nChanged 6 ComputeScore: Raw -124874.275585 + Penalty 346.797086 = -124527.478498 Iteration 62Q: 3 clusters Score -124527.5 nChanged 5 ComputeScore: Raw -124874.554345 + Penalty 346.797086 = -124527.757259 Iteration 63Q: 3 clusters Score -124527.8 nChanged 6 ComputeScore: Raw -124874.657956 + Penalty 346.797086 = -124527.860870 Iteration 64Q: 3 clusters Score -124527.9 nChanged 6 ComputeScore: Raw -124874.757395 + Penalty 346.797086 = -124527.960309 Iteration 65Q: 3 clusters Score -124528 nChanged 7 ComputeScore: Raw -124874.966437 + Penalty 346.797086 = -124528.169351 Iteration 66Q: 3 clusters Score -124528.2 nChanged 12 ComputeScore: Raw -124875.217034 + Penalty 346.797086 = -124528.419948 Iteration 67Q: 3 clusters Score -124528.4 nChanged 4 ComputeScore: Raw -124875.280408 + Penalty 346.797086 = -124528.483322 Iteration 68Q: 3 clusters Score -124528.5 nChanged 6 ComputeScore: Raw -124875.475666 + Penalty 346.797086 = -124528.678580 Iteration 69Q: 3 clusters Score -124528.7 nChanged 7 ComputeScore: Raw -124875.635902 + Penalty 346.797086 = -124528.838816 Iteration 70Q: 3 clusters Score -124528.8 nChanged 8 ComputeScore: Raw -124875.924091 + Penalty 346.797086 = -124529.127005 Iteration 71Q: 3 clusters Score -124529.1 nChanged 7 ComputeScore: Raw -124876.072317 + Penalty 346.797086 = -124529.275231 Iteration 72Q: 3 clusters Score -124529.3 nChanged 9 ComputeScore: Raw -124876.284486 + Penalty 346.797086 = -124529.487399 Iteration 73Q: 3 clusters Score -124529.5 nChanged 7 ComputeScore: Raw -124876.411450 + Penalty 346.797086 = -124529.614364 Iteration 74Q: 3 clusters Score -124529.6 nChanged 2 ComputeScore: Raw -124876.425594 + Penalty 346.797086 = -124529.628508 Iteration 75Q: 3 clusters Score -124529.6 nChanged 1 ComputeScore: Raw -124876.432833 + Penalty 346.797086 = -124529.635746 Iteration 76Q: 3 clusters Score -124529.6 nChanged 0 ComputeScore: Raw -124876.432833 + Penalty 346.797086 = -124529.635746 Iteration 77F: 3 clusters Score -124529.6 nChanged 0 Trying to split cluster 8 (2761 points) Assigned 2 initial classes randomly. ComputeScore: Raw -29171.534540 + Penalty 142.620268 = -29028.914272 Iteration 0F: 2 clusters Score -29028.91 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27465.458129 + Penalty 285.240536 = -27180.217593 Iteration 0F: 3 clusters Score -27180.22 nChanged 1266 ComputeScore: Raw -28132.327347 + Penalty 285.240536 = -27847.086812 Iteration 1F: 3 clusters Score -27847.09 nChanged 129 ComputeScore: Raw -28170.283968 + Penalty 285.240536 = -27885.043432 Iteration 2Q: 3 clusters Score -27885.04 nChanged 117 ComputeScore: Raw -28210.532320 + Penalty 285.240536 = -27925.291784 Iteration 3Q: 3 clusters Score -27925.29 nChanged 116 ComputeScore: Raw -28258.977256 + Penalty 285.240536 = -27973.736720 Iteration 4Q: 3 clusters Score -27973.74 nChanged 131 ComputeScore: Raw -28328.441009 + Penalty 285.240536 = -28043.200473 Iteration 5Q: 3 clusters Score -28043.2 nChanged 160 ComputeScore: Raw -28450.050216 + Penalty 285.240536 = -28164.809681 Iteration 6F: 3 clusters Score -28164.81 nChanged 212 ComputeScore: Raw -28633.442177 + Penalty 285.240536 = -28348.201642 Iteration 7F: 3 clusters Score -28348.2 nChanged 185 ComputeScore: Raw -28819.480988 + Penalty 285.240536 = -28534.240452 Iteration 8F: 3 clusters Score -28534.24 nChanged 153 ComputeScore: Raw -28985.522995 + Penalty 285.240536 = -28700.282460 Iteration 9F: 3 clusters Score -28700.28 nChanged 98 ComputeScore: Raw -29073.708305 + Penalty 285.240536 = -28788.467769 Iteration 10Q: 3 clusters Score -28788.47 nChanged 53 ComputeScore: Raw -29116.259356 + Penalty 285.240536 = -28831.018821 Iteration 11Q: 3 clusters Score -28831.02 nChanged 30 ComputeScore: Raw -29141.287155 + Penalty 285.240536 = -28856.046620 Iteration 12Q: 3 clusters Score -28856.05 nChanged 22 ComputeScore: Raw -29158.532125 + Penalty 285.240536 = -28873.291589 Iteration 13Q: 3 clusters Score -28873.29 nChanged 10 ComputeScore: Raw -29170.783524 + Penalty 285.240536 = -28885.542988 Iteration 14Q: 3 clusters Score -28885.54 nChanged 5 ComputeScore: Raw -29182.421424 + Penalty 285.240536 = -28897.180888 Iteration 15Q: 3 clusters Score -28897.18 nChanged 1 ComputeScore: Raw -29185.178027 + Penalty 285.240536 = -28899.937492 Iteration 16Q: 3 clusters Score -28899.94 nChanged 5 ComputeScore: Raw -29195.152200 + Penalty 285.240536 = -28909.911664 Iteration 17Q: 3 clusters Score -28909.91 nChanged 4 ComputeScore: Raw -29199.312081 + Penalty 285.240536 = -28914.071545 Iteration 18Q: 3 clusters Score -28914.07 nChanged 3 ComputeScore: Raw -29201.356041 + Penalty 285.240536 = -28916.115506 Iteration 19Q: 3 clusters Score -28916.12 nChanged 2 ComputeScore: Raw -29202.507981 + Penalty 285.240536 = -28917.267445 Iteration 20F: 3 clusters Score -28917.27 nChanged 0 Trying to split cluster 9 (760 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9895.288352 + Penalty 119.399732 = -9775.888620 Iteration 0F: 2 clusters Score -9775.889 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9495.791910 + Penalty 238.799464 = -9256.992446 Iteration 0F: 3 clusters Score -9256.992 nChanged 315 ComputeScore: Raw -9670.382968 + Penalty 238.799464 = -9431.583504 Iteration 1F: 3 clusters Score -9431.584 nChanged 53 ComputeScore: Raw -9699.617264 + Penalty 238.799464 = -9460.817800 Iteration 2F: 3 clusters Score -9460.818 nChanged 32 ComputeScore: Raw -9709.228313 + Penalty 238.799464 = -9470.428850 Iteration 3Q: 3 clusters Score -9470.429 nChanged 19 ComputeScore: Raw -9717.341564 + Penalty 238.799464 = -9478.542101 Iteration 4Q: 3 clusters Score -9478.542 nChanged 17 ComputeScore: Raw -9730.729084 + Penalty 238.799464 = -9491.929620 Iteration 5Q: 3 clusters Score -9491.93 nChanged 24 ComputeScore: Raw -9750.827277 + Penalty 238.799464 = -9512.027813 Iteration 6Q: 3 clusters Score -9512.028 nChanged 34 ComputeScore: Raw -9789.259498 + Penalty 238.799464 = -9550.460035 Iteration 7Q: 3 clusters Score -9550.46 nChanged 26 ComputeScore: Raw -9819.063583 + Penalty 238.799464 = -9580.264119 Iteration 8Q: 3 clusters Score -9580.264 nChanged 26 ComputeScore: Raw -9839.906879 + Penalty 238.799464 = -9601.107415 Iteration 9Q: 3 clusters Score -9601.107 nChanged 25 ComputeScore: Raw -9871.869791 + Penalty 238.799464 = -9633.070327 Iteration 10Q: 3 clusters Score -9633.07 nChanged 26 ComputeScore: Raw -9896.406563 + Penalty 238.799464 = -9657.607099 Iteration 11Q: 3 clusters Score -9657.607 nChanged 11 ComputeScore: Raw -9903.859985 + Penalty 238.799464 = -9665.060522 Iteration 12Q: 3 clusters Score -9665.061 nChanged 10 ComputeScore: Raw -9908.608027 + Penalty 238.799464 = -9669.808563 Iteration 13Q: 3 clusters Score -9669.809 nChanged 9 ComputeScore: Raw -9913.227196 + Penalty 238.799464 = -9674.427733 Iteration 14Q: 3 clusters Score -9674.428 nChanged 11 ComputeScore: Raw -9921.626567 + Penalty 238.799464 = -9682.827103 Iteration 15Q: 3 clusters Score -9682.827 nChanged 12 ComputeScore: Raw -9928.292487 + Penalty 238.799464 = -9689.493024 Iteration 16Q: 3 clusters Score -9689.493 nChanged 8 ComputeScore: Raw -9934.070471 + Penalty 238.799464 = -9695.271008 Iteration 17Q: 3 clusters Score -9695.271 nChanged 6 ComputeScore: Raw -9939.547677 + Penalty 238.799464 = -9700.748213 Iteration 18Q: 3 clusters Score -9700.748 nChanged 7 ComputeScore: Raw -9944.474150 + Penalty 238.799464 = -9705.674687 Iteration 19Q: 3 clusters Score -9705.675 nChanged 6 ComputeScore: Raw -9948.155342 + Penalty 238.799464 = -9709.355878 Iteration 20F: 3 clusters Score -9709.356 nChanged 7 ComputeScore: Raw -9952.191394 + Penalty 238.799464 = -9713.391931 Iteration 21Q: 3 clusters Score -9713.392 nChanged 7 ComputeScore: Raw -9957.139126 + Penalty 238.799464 = -9718.339662 Iteration 22Q: 3 clusters Score -9718.34 nChanged 5 ComputeScore: Raw -9958.691378 + Penalty 238.799464 = -9719.891915 Iteration 23Q: 3 clusters Score -9719.892 nChanged 1 ComputeScore: Raw -9958.811810 + Penalty 238.799464 = -9720.012347 Iteration 24Q: 3 clusters Score -9720.012 nChanged 0 ComputeScore: Raw -9958.811810 + Penalty 238.799464 = -9720.012347 Iteration 25F: 3 clusters Score -9720.012 nChanged 0 Trying to split cluster 10 (1177 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8879.813886 + Penalty 127.273034 = -8752.540852 Iteration 0F: 2 clusters Score -8752.541 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8186.669701 + Penalty 254.546068 = -7932.123633 Iteration 0F: 3 clusters Score -7932.124 nChanged 568 ComputeScore: Raw -8604.725017 + Penalty 254.546068 = -8350.178949 Iteration 1F: 3 clusters Score -8350.179 nChanged 95 ComputeScore: Raw -8681.236531 + Penalty 254.546068 = -8426.690463 Iteration 2F: 3 clusters Score -8426.69 nChanged 73 ComputeScore: Raw -8734.093748 + Penalty 254.546068 = -8479.547680 Iteration 3F: 3 clusters Score -8479.548 nChanged 50 ComputeScore: Raw -8774.394891 + Penalty 254.546068 = -8519.848823 Iteration 4Q: 3 clusters Score -8519.849 nChanged 46 ComputeScore: Raw -8807.381673 + Penalty 254.546068 = -8552.835605 Iteration 5Q: 3 clusters Score -8552.836 nChanged 49 ComputeScore: Raw -8842.761630 + Penalty 254.546068 = -8588.215562 Iteration 6Q: 3 clusters Score -8588.216 nChanged 43 ComputeScore: Raw -8876.086113 + Penalty 254.546068 = -8621.540045 Iteration 7Q: 3 clusters Score -8621.54 nChanged 39 ComputeScore: Raw -8912.118724 + Penalty 254.546068 = -8657.572656 Iteration 8Q: 3 clusters Score -8657.573 nChanged 36 ComputeScore: Raw -8942.107339 + Penalty 254.546068 = -8687.561272 Iteration 9Q: 3 clusters Score -8687.561 nChanged 31 ComputeScore: Raw -8971.036071 + Penalty 254.546068 = -8716.490003 Iteration 10Q: 3 clusters Score -8716.49 nChanged 25 ComputeScore: Raw -8987.780875 + Penalty 254.546068 = -8733.234807 Iteration 11Q: 3 clusters Score -8733.235 nChanged 15 ComputeScore: Raw -8994.165508 + Penalty 254.546068 = -8739.619440 Iteration 12Q: 3 clusters Score -8739.619 nChanged 8 ComputeScore: Raw -8997.703590 + Penalty 254.546068 = -8743.157522 Iteration 13Q: 3 clusters Score -8743.158 nChanged 7 ComputeScore: Raw -9000.809656 + Penalty 254.546068 = -8746.263588 Iteration 14Q: 3 clusters Score -8746.264 nChanged 7 ComputeScore: Raw -9002.424491 + Penalty 254.546068 = -8747.878423 Iteration 15Q: 3 clusters Score -8747.878 nChanged 3 ComputeScore: Raw -9002.684245 + Penalty 254.546068 = -8748.138177 Iteration 16Q: 3 clusters Score -8748.138 nChanged 1 ComputeScore: Raw -9002.766311 + Penalty 254.546068 = -8748.220243 Iteration 17Q: 3 clusters Score -8748.22 nChanged 0 ComputeScore: Raw -9003.192608 + Penalty 254.546068 = -8748.646540 Iteration 18F: 3 clusters Score -8748.647 nChanged 1 ComputeScore: Raw -9004.142550 + Penalty 254.546068 = -8749.596482 Iteration 19Q: 3 clusters Score -8749.596 nChanged 2 ComputeScore: Raw -9005.205227 + Penalty 254.546068 = -8750.659159 Iteration 20F: 3 clusters Score -8750.659 nChanged 1 ComputeScore: Raw -9005.532564 + Penalty 254.546068 = -8750.986496 Iteration 21Q: 3 clusters Score -8750.986 nChanged 0 ComputeScore: Raw -9005.532564 + Penalty 254.546068 = -8750.986496 Iteration 22F: 3 clusters Score -8750.986 nChanged 0 Trying to split cluster 11 (3509 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32961.373022 + Penalty 146.935555 = -32814.437467 Iteration 0F: 2 clusters Score -32814.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30806.833958 + Penalty 293.871110 = -30512.962849 Iteration 0F: 3 clusters Score -30512.96 nChanged 1611 ComputeScore: Raw -31869.453623 + Penalty 293.871110 = -31575.582514 Iteration 1F: 3 clusters Score -31575.58 nChanged 284 ComputeScore: Raw -32080.434475 + Penalty 293.871110 = -31786.563365 Iteration 2F: 3 clusters Score -31786.56 nChanged 297 ComputeScore: Raw -32369.915022 + Penalty 293.871110 = -32076.043912 Iteration 3F: 3 clusters Score -32076.04 nChanged 259 ComputeScore: Raw -32651.654701 + Penalty 293.871110 = -32357.783591 Iteration 4F: 3 clusters Score -32357.78 nChanged 181 ComputeScore: Raw -32856.236593 + Penalty 293.871110 = -32562.365484 Iteration 5F: 3 clusters Score -32562.37 nChanged 78 ComputeScore: Raw -32931.585786 + Penalty 293.871110 = -32637.714677 Iteration 6Q: 3 clusters Score -32637.71 nChanged 31 ComputeScore: Raw -32968.650185 + Penalty 293.871110 = -32674.779076 Iteration 7Q: 3 clusters Score -32674.78 nChanged 8 ComputeScore: Raw -32981.376254 + Penalty 293.871110 = -32687.505144 Iteration 8Q: 3 clusters Score -32687.51 nChanged 3 ComputeScore: Raw -32985.773631 + Penalty 293.871110 = -32691.902522 Iteration 9Q: 3 clusters Score -32691.9 nChanged 2 ComputeScore: Raw -32990.619409 + Penalty 293.871110 = -32696.748300 Iteration 10Q: 3 clusters Score -32696.75 nChanged 3 ComputeScore: Raw -32997.062957 + Penalty 293.871110 = -32703.191847 Iteration 11Q: 3 clusters Score -32703.19 nChanged 1 ComputeScore: Raw -32998.859711 + Penalty 293.871110 = -32704.988601 Iteration 12Q: 3 clusters Score -32704.99 nChanged 0 ComputeScore: Raw -32998.859711 + Penalty 293.871110 = -32704.988601 Iteration 13F: 3 clusters Score -32704.99 nChanged 0 Trying to split cluster 12 (5321 points) Assigned 2 initial classes randomly. ComputeScore: Raw -50926.072012 + Penalty 154.429498 = -50771.642515 Iteration 0F: 2 clusters Score -50771.64 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -47568.371107 + Penalty 308.858995 = -47259.512112 Iteration 0F: 3 clusters Score -47259.51 nChanged 2501 ComputeScore: Raw -49132.422335 + Penalty 308.858995 = -48823.563340 Iteration 1F: 3 clusters Score -48823.56 nChanged 335 ComputeScore: Raw -49295.427206 + Penalty 308.858995 = -48986.568211 Iteration 2F: 3 clusters Score -48986.57 nChanged 357 ComputeScore: Raw -49501.876126 + Penalty 308.858995 = -49193.017131 Iteration 3F: 3 clusters Score -49193.02 nChanged 362 ComputeScore: Raw -49752.261358 + Penalty 308.858995 = -49443.402363 Iteration 4F: 3 clusters Score -49443.4 nChanged 355 ComputeScore: Raw -50042.415754 + Penalty 308.858995 = -49733.556759 Iteration 5F: 3 clusters Score -49733.56 nChanged 343 ComputeScore: Raw -50376.913564 + Penalty 308.858995 = -50068.054569 Iteration 6F: 3 clusters Score -50068.05 nChanged 265 ComputeScore: Raw -50661.698784 + Penalty 308.858995 = -50352.839788 Iteration 7Q: 3 clusters Score -50352.84 nChanged 155 ComputeScore: Raw -50851.738387 + Penalty 308.858995 = -50542.879392 Iteration 8Q: 3 clusters Score -50542.88 nChanged 38 ComputeScore: Raw -50890.388555 + Penalty 308.858995 = -50581.529560 Iteration 9Q: 3 clusters Score -50581.53 nChanged 22 ComputeScore: Raw -50908.643159 + Penalty 308.858995 = -50599.784164 Iteration 10Q: 3 clusters Score -50599.78 nChanged 15 ComputeScore: Raw -50928.782091 + Penalty 308.858995 = -50619.923096 Iteration 11Q: 3 clusters Score -50619.92 nChanged 10 ComputeScore: Raw -50935.906257 + Penalty 308.858995 = -50627.047262 Iteration 12Q: 3 clusters Score -50627.05 nChanged 9 ComputeScore: Raw -50940.244907 + Penalty 308.858995 = -50631.385912 Iteration 13Q: 3 clusters Score -50631.39 nChanged 5 ComputeScore: Raw -50942.427738 + Penalty 308.858995 = -50633.568743 Iteration 14Q: 3 clusters Score -50633.57 nChanged 2 ComputeScore: Raw -50945.029674 + Penalty 308.858995 = -50636.170679 Iteration 15Q: 3 clusters Score -50636.17 nChanged 3 ComputeScore: Raw -50947.378474 + Penalty 308.858995 = -50638.519478 Iteration 16Q: 3 clusters Score -50638.52 nChanged 3 ComputeScore: Raw -50948.348803 + Penalty 308.858995 = -50639.489808 Iteration 17Q: 3 clusters Score -50639.49 nChanged 1 ComputeScore: Raw -50949.055210 + Penalty 308.858995 = -50640.196215 Iteration 18Q: 3 clusters Score -50640.2 nChanged 0 ComputeScore: Raw -50949.055210 + Penalty 308.858995 = -50640.196215 Iteration 19F: 3 clusters Score -50640.2 nChanged 0 Trying to split cluster 13 (529 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7023.656365 + Penalty 112.877792 = -6910.778573 Iteration 0F: 2 clusters Score -6910.779 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6763.817903 + Penalty 225.755584 = -6538.062319 Iteration 0F: 3 clusters Score -6538.062 nChanged 196 ComputeScore: Raw -6869.767098 + Penalty 225.755584 = -6644.011514 Iteration 1F: 3 clusters Score -6644.012 nChanged 30 ComputeScore: Raw -6888.602282 + Penalty 225.755584 = -6662.846699 Iteration 2F: 3 clusters Score -6662.847 nChanged 24 ComputeScore: Raw -6900.735636 + Penalty 225.755584 = -6674.980052 Iteration 3Q: 3 clusters Score -6674.98 nChanged 18 ComputeScore: Raw -6911.794741 + Penalty 225.755584 = -6686.039158 Iteration 4Q: 3 clusters Score -6686.039 nChanged 14 ComputeScore: Raw -6924.725866 + Penalty 225.755584 = -6698.970282 Iteration 5Q: 3 clusters Score -6698.97 nChanged 16 ComputeScore: Raw -6938.451338 + Penalty 225.755584 = -6712.695755 Iteration 6Q: 3 clusters Score -6712.696 nChanged 20 ComputeScore: Raw -6955.370797 + Penalty 225.755584 = -6729.615213 Iteration 7Q: 3 clusters Score -6729.615 nChanged 12 ComputeScore: Raw -6963.252680 + Penalty 225.755584 = -6737.497097 Iteration 8Q: 3 clusters Score -6737.497 nChanged 10 ComputeScore: Raw -6971.565224 + Penalty 225.755584 = -6745.809641 Iteration 9Q: 3 clusters Score -6745.81 nChanged 15 ComputeScore: Raw -6982.750103 + Penalty 225.755584 = -6756.994520 Iteration 10Q: 3 clusters Score -6756.995 nChanged 9 ComputeScore: Raw -6990.178800 + Penalty 225.755584 = -6764.423216 Iteration 11Q: 3 clusters Score -6764.423 nChanged 8 ComputeScore: Raw -6994.976721 + Penalty 225.755584 = -6769.221138 Iteration 12Q: 3 clusters Score -6769.221 nChanged 6 ComputeScore: Raw -6998.591038 + Penalty 225.755584 = -6772.835454 Iteration 13Q: 3 clusters Score -6772.835 nChanged 7 ComputeScore: Raw -7003.745820 + Penalty 225.755584 = -6777.990236 Iteration 14Q: 3 clusters Score -6777.99 nChanged 7 ComputeScore: Raw -7008.039929 + Penalty 225.755584 = -6782.284345 Iteration 15Q: 3 clusters Score -6782.284 nChanged 7 ComputeScore: Raw -7012.086884 + Penalty 225.755584 = -6786.331300 Iteration 16Q: 3 clusters Score -6786.331 nChanged 7 ComputeScore: Raw -7015.208784 + Penalty 225.755584 = -6789.453201 Iteration 17Q: 3 clusters Score -6789.453 nChanged 2 ComputeScore: Raw -7015.838842 + Penalty 225.755584 = -6790.083258 Iteration 18Q: 3 clusters Score -6790.083 nChanged 3 ComputeScore: Raw -7017.744583 + Penalty 225.755584 = -6791.989000 Iteration 19Q: 3 clusters Score -6791.989 nChanged 3 ComputeScore: Raw -7021.865820 + Penalty 225.755584 = -6796.110236 Iteration 20F: 3 clusters Score -6796.11 nChanged 1 ComputeScore: Raw -7022.104036 + Penalty 225.755584 = -6796.348452 Iteration 21Q: 3 clusters Score -6796.348 nChanged 0 ComputeScore: Raw -7022.104036 + Penalty 225.755584 = -6796.348452 Iteration 22F: 3 clusters Score -6796.348 nChanged 0 Trying to split cluster 14 (217 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1733.386818 + Penalty 96.838152 = -1636.548665 Iteration 0F: 2 clusters Score -1636.549 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1644.526963 + Penalty 193.676305 = -1450.850658 Iteration 0F: 3 clusters Score -1450.851 nChanged 75 ComputeScore: Raw -1710.257025 + Penalty 193.676305 = -1516.580720 Iteration 1F: 3 clusters Score -1516.581 nChanged 20 ComputeScore: Raw -1732.194472 + Penalty 193.676305 = -1538.518167 Iteration 2F: 3 clusters Score -1538.518 nChanged 12 ComputeScore: Raw -1747.964925 + Penalty 193.676305 = -1554.288620 Iteration 3F: 3 clusters Score -1554.289 nChanged 10 ComputeScore: Raw -1756.571885 + Penalty 193.676305 = -1562.895580 Iteration 4Q: 3 clusters Score -1562.896 nChanged 5 ComputeScore: Raw -1763.145552 + Penalty 193.676305 = -1569.469247 Iteration 5Q: 3 clusters Score -1569.469 nChanged 2 ComputeScore: Raw -1766.886951 + Penalty 193.676305 = -1573.210646 Iteration 6Q: 3 clusters Score -1573.211 nChanged 2 ComputeScore: Raw -1770.388018 + Penalty 193.676305 = -1576.711713 Iteration 7Q: 3 clusters Score -1576.712 nChanged 1 ComputeScore: Raw -1776.042128 + Penalty 193.676305 = -1582.365824 Iteration 8Q: 3 clusters Score -1582.366 nChanged 2 ComputeScore: Raw -1779.927106 + Penalty 193.676305 = -1586.250801 Iteration 9Q: 3 clusters Score -1586.251 nChanged 1 ComputeScore: Raw -1780.268414 + Penalty 193.676305 = -1586.592109 Iteration 10Q: 3 clusters Score -1586.592 nChanged 0 ComputeScore: Raw -1780.268414 + Penalty 193.676305 = -1586.592109 Iteration 11F: 3 clusters Score -1586.592 nChanged 0 Trying to split cluster 15 (294 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4093.979780 + Penalty 102.304436 = -3991.675345 Iteration 0F: 2 clusters Score -3991.675 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3947.801062 + Penalty 204.608872 = -3743.192190 Iteration 0F: 3 clusters Score -3743.192 nChanged 128 ComputeScore: Raw -4022.448256 + Penalty 204.608872 = -3817.839384 Iteration 1F: 3 clusters Score -3817.839 nChanged 16 ComputeScore: Raw -4031.498973 + Penalty 204.608872 = -3826.890101 Iteration 2F: 3 clusters Score -3826.89 nChanged 9 ComputeScore: Raw -4035.794092 + Penalty 204.608872 = -3831.185220 Iteration 3Q: 3 clusters Score -3831.185 nChanged 6 ComputeScore: Raw -4039.315932 + Penalty 204.608872 = -3834.707060 Iteration 4Q: 3 clusters Score -3834.707 nChanged 6 ComputeScore: Raw -4042.043109 + Penalty 204.608872 = -3837.434237 Iteration 5Q: 3 clusters Score -3837.434 nChanged 4 ComputeScore: Raw -4044.624547 + Penalty 204.608872 = -3840.015676 Iteration 6Q: 3 clusters Score -3840.016 nChanged 2 ComputeScore: Raw -4044.839204 + Penalty 204.608872 = -3840.230333 Iteration 7Q: 3 clusters Score -3840.23 nChanged 0 ComputeScore: Raw -4044.839204 + Penalty 204.608872 = -3840.230333 Iteration 8F: 3 clusters Score -3840.23 nChanged 0 Trying to split cluster 16 (810 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10362.829890 + Penalty 120.546616 = -10242.283273 Iteration 0F: 2 clusters Score -10242.28 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9908.378457 + Penalty 241.093233 = -9667.285224 Iteration 0F: 3 clusters Score -9667.285 nChanged 342 ComputeScore: Raw -10075.055559 + Penalty 241.093233 = -9833.962326 Iteration 1F: 3 clusters Score -9833.962 nChanged 52 ComputeScore: Raw -10095.712180 + Penalty 241.093233 = -9854.618947 Iteration 2F: 3 clusters Score -9854.619 nChanged 44 ComputeScore: Raw -10111.233206 + Penalty 241.093233 = -9870.139973 Iteration 3F: 3 clusters Score -9870.14 nChanged 41 ComputeScore: Raw -10128.572847 + Penalty 241.093233 = -9887.479614 Iteration 4F: 3 clusters Score -9887.48 nChanged 34 ComputeScore: Raw -10142.333909 + Penalty 241.093233 = -9901.240676 Iteration 5Q: 3 clusters Score -9901.241 nChanged 32 ComputeScore: Raw -10154.195768 + Penalty 241.093233 = -9913.102535 Iteration 6Q: 3 clusters Score -9913.103 nChanged 16 ComputeScore: Raw -10160.109765 + Penalty 241.093233 = -9919.016532 Iteration 7Q: 3 clusters Score -9919.017 nChanged 20 ComputeScore: Raw -10169.819127 + Penalty 241.093233 = -9928.725894 Iteration 8Q: 3 clusters Score -9928.726 nChanged 23 ComputeScore: Raw -10187.130303 + Penalty 241.093233 = -9946.037070 Iteration 9Q: 3 clusters Score -9946.037 nChanged 33 ComputeScore: Raw -10216.267696 + Penalty 241.093233 = -9975.174463 Iteration 10Q: 3 clusters Score -9975.174 nChanged 37 ComputeScore: Raw -10252.720924 + Penalty 241.093233 = -10011.627691 Iteration 11Q: 3 clusters Score -10011.63 nChanged 43 ComputeScore: Raw -10303.216405 + Penalty 241.093233 = -10062.123172 Iteration 12F: 3 clusters Score -10062.12 nChanged 40 ComputeScore: Raw -10360.223998 + Penalty 241.093233 = -10119.130766 Iteration 13Q: 3 clusters Score -10119.13 nChanged 36 ComputeScore: Raw -10420.657560 + Penalty 241.093233 = -10179.564327 Iteration 14Q: 3 clusters Score -10179.56 nChanged 20 ComputeScore: Raw -10456.432243 + Penalty 241.093233 = -10215.339010 Iteration 15Q: 3 clusters Score -10215.34 nChanged 16 ComputeScore: Raw -10464.952084 + Penalty 241.093233 = -10223.858851 Iteration 16Q: 3 clusters Score -10223.86 nChanged 4 ComputeScore: Raw -10466.215415 + Penalty 241.093233 = -10225.122182 Iteration 17Q: 3 clusters Score -10225.12 nChanged 2 ComputeScore: Raw -10466.564715 + Penalty 241.093233 = -10225.471482 Iteration 18Q: 3 clusters Score -10225.47 nChanged 1 ComputeScore: Raw -10466.643694 + Penalty 241.093233 = -10225.550461 Iteration 19Q: 3 clusters Score -10225.55 nChanged 1 ComputeScore: Raw -10466.777934 + Penalty 241.093233 = -10225.684701 Iteration 20F: 3 clusters Score -10225.68 nChanged 1 ComputeScore: Raw -10466.897421 + Penalty 241.093233 = -10225.804188 Iteration 21Q: 3 clusters Score -10225.8 nChanged 0 ComputeScore: Raw -10466.897421 + Penalty 241.093233 = -10225.804188 Iteration 22F: 3 clusters Score -10225.8 nChanged 0 Trying to split cluster 17 (600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7166.810716 + Penalty 115.144734 = -7051.665982 Iteration 0F: 2 clusters Score -7051.666 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6857.474548 + Penalty 230.289468 = -6627.185081 Iteration 0F: 3 clusters Score -6627.185 nChanged 238 ComputeScore: Raw -7003.120167 + Penalty 230.289468 = -6772.830699 Iteration 1F: 3 clusters Score -6772.831 nChanged 46 ComputeScore: Raw -7041.655845 + Penalty 230.289468 = -6811.366377 Iteration 2F: 3 clusters Score -6811.366 nChanged 41 ComputeScore: Raw -7071.737345 + Penalty 230.289468 = -6841.447878 Iteration 3F: 3 clusters Score -6841.448 nChanged 27 ComputeScore: Raw -7093.008384 + Penalty 230.289468 = -6862.718916 Iteration 4Q: 3 clusters Score -6862.719 nChanged 32 ComputeScore: Raw -7123.139030 + Penalty 230.289468 = -6892.849562 Iteration 5F: 3 clusters Score -6892.85 nChanged 18 ComputeScore: Raw -7138.696349 + Penalty 230.289468 = -6908.406881 Iteration 6Q: 3 clusters Score -6908.407 nChanged 11 ComputeScore: Raw -7153.298213 + Penalty 230.289468 = -6923.008745 Iteration 7Q: 3 clusters Score -6923.009 nChanged 8 ComputeScore: Raw -7158.619265 + Penalty 230.289468 = -6928.329798 Iteration 8Q: 3 clusters Score -6928.33 nChanged 4 ComputeScore: Raw -7161.469353 + Penalty 230.289468 = -6931.179885 Iteration 9Q: 3 clusters Score -6931.18 nChanged 3 ComputeScore: Raw -7162.414353 + Penalty 230.289468 = -6932.124886 Iteration 10Q: 3 clusters Score -6932.125 nChanged 1 ComputeScore: Raw -7164.945104 + Penalty 230.289468 = -6934.655636 Iteration 11Q: 3 clusters Score -6934.656 nChanged 1 ComputeScore: Raw -7165.157375 + Penalty 230.289468 = -6934.867908 Iteration 12Q: 3 clusters Score -6934.868 nChanged 1 ComputeScore: Raw -7165.212742 + Penalty 230.289468 = -6934.923275 Iteration 13Q: 3 clusters Score -6934.923 nChanged 0 ComputeScore: Raw -7165.212742 + Penalty 230.289468 = -6934.923275 Iteration 14F: 3 clusters Score -6934.923 nChanged 0 Trying to split cluster 18 (229 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3323.790679 + Penalty 97.806996 = -3225.983683 Iteration 0F: 2 clusters Score -3225.984 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3218.521314 + Penalty 195.613992 = -3022.907322 Iteration 0F: 3 clusters Score -3022.907 nChanged 86 ComputeScore: Raw -3273.543672 + Penalty 195.613992 = -3077.929680 Iteration 1F: 3 clusters Score -3077.93 nChanged 17 ComputeScore: Raw -3288.164719 + Penalty 195.613992 = -3092.550727 Iteration 2F: 3 clusters Score -3092.551 nChanged 11 ComputeScore: Raw -3298.746421 + Penalty 195.613992 = -3103.132429 Iteration 3Q: 3 clusters Score -3103.132 nChanged 6 ComputeScore: Raw -3302.811804 + Penalty 195.613992 = -3107.197812 Iteration 4Q: 3 clusters Score -3107.198 nChanged 5 ComputeScore: Raw -3310.879297 + Penalty 195.613992 = -3115.265305 Iteration 5Q: 3 clusters Score -3115.265 nChanged 5 ComputeScore: Raw -3316.163379 + Penalty 195.613992 = -3120.549387 Iteration 6Q: 3 clusters Score -3120.549 nChanged 4 ComputeScore: Raw -3320.690962 + Penalty 195.613992 = -3125.076969 Iteration 7Q: 3 clusters Score -3125.077 nChanged 3 ComputeScore: Raw -3322.900898 + Penalty 195.613992 = -3127.286906 Iteration 8Q: 3 clusters Score -3127.287 nChanged 2 ComputeScore: Raw -3324.054480 + Penalty 195.613992 = -3128.440488 Iteration 9Q: 3 clusters Score -3128.44 nChanged 0 ComputeScore: Raw -3324.054480 + Penalty 195.613992 = -3128.440488 Iteration 10F: 3 clusters Score -3128.44 nChanged 0 Trying to split cluster 19 (3384 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32531.809934 + Penalty 146.282647 = -32385.527287 Iteration 0F: 2 clusters Score -32385.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30450.270256 + Penalty 292.565294 = -30157.704962 Iteration 0F: 3 clusters Score -30157.7 nChanged 1543 ComputeScore: Raw -31400.537067 + Penalty 292.565294 = -31107.971773 Iteration 1F: 3 clusters Score -31107.97 nChanged 255 ComputeScore: Raw -31528.347330 + Penalty 292.565294 = -31235.782036 Iteration 2F: 3 clusters Score -31235.78 nChanged 206 ComputeScore: Raw -31652.453600 + Penalty 292.565294 = -31359.888306 Iteration 3F: 3 clusters Score -31359.89 nChanged 220 ComputeScore: Raw -31831.833920 + Penalty 292.565294 = -31539.268626 Iteration 4F: 3 clusters Score -31539.27 nChanged 196 ComputeScore: Raw -32010.553293 + Penalty 292.565294 = -31717.987999 Iteration 5F: 3 clusters Score -31717.99 nChanged 131 ComputeScore: Raw -32134.847784 + Penalty 292.565294 = -31842.282490 Iteration 6Q: 3 clusters Score -31842.28 nChanged 94 ComputeScore: Raw -32206.504860 + Penalty 292.565294 = -31913.939566 Iteration 7Q: 3 clusters Score -31913.94 nChanged 79 ComputeScore: Raw -32264.429674 + Penalty 292.565294 = -31971.864380 Iteration 8Q: 3 clusters Score -31971.86 nChanged 70 ComputeScore: Raw -32313.056938 + Penalty 292.565294 = -32020.491644 Iteration 9Q: 3 clusters Score -32020.49 nChanged 58 ComputeScore: Raw -32349.871396 + Penalty 292.565294 = -32057.306102 Iteration 10Q: 3 clusters Score -32057.31 nChanged 51 ComputeScore: Raw -32385.980938 + Penalty 292.565294 = -32093.415644 Iteration 11Q: 3 clusters Score -32093.42 nChanged 51 ComputeScore: Raw -32432.273340 + Penalty 292.565294 = -32139.708046 Iteration 12Q: 3 clusters Score -32139.71 nChanged 39 ComputeScore: Raw -32459.502627 + Penalty 292.565294 = -32166.937333 Iteration 13Q: 3 clusters Score -32166.94 nChanged 30 ComputeScore: Raw -32476.744302 + Penalty 292.565294 = -32184.179008 Iteration 14Q: 3 clusters Score -32184.18 nChanged 26 ComputeScore: Raw -32492.476931 + Penalty 292.565294 = -32199.911637 Iteration 15Q: 3 clusters Score -32199.91 nChanged 21 ComputeScore: Raw -32505.851877 + Penalty 292.565294 = -32213.286583 Iteration 16Q: 3 clusters Score -32213.29 nChanged 14 ComputeScore: Raw -32517.432166 + Penalty 292.565294 = -32224.866872 Iteration 17Q: 3 clusters Score -32224.87 nChanged 10 ComputeScore: Raw -32523.438580 + Penalty 292.565294 = -32230.873286 Iteration 18Q: 3 clusters Score -32230.87 nChanged 12 ComputeScore: Raw -32533.230292 + Penalty 292.565294 = -32240.664998 Iteration 19Q: 3 clusters Score -32240.66 nChanged 7 ComputeScore: Raw -32539.059204 + Penalty 292.565294 = -32246.493910 Iteration 20F: 3 clusters Score -32246.49 nChanged 7 ComputeScore: Raw -32544.159527 + Penalty 292.565294 = -32251.594233 Iteration 21Q: 3 clusters Score -32251.59 nChanged 3 ComputeScore: Raw -32547.147917 + Penalty 292.565294 = -32254.582623 Iteration 22Q: 3 clusters Score -32254.58 nChanged 4 ComputeScore: Raw -32553.030522 + Penalty 292.565294 = -32260.465228 Iteration 23Q: 3 clusters Score -32260.47 nChanged 2 ComputeScore: Raw -32555.847467 + Penalty 292.565294 = -32263.282173 Iteration 24Q: 3 clusters Score -32263.28 nChanged 1 ComputeScore: Raw -32556.309712 + Penalty 292.565294 = -32263.744418 Iteration 25Q: 3 clusters Score -32263.74 nChanged 1 ComputeScore: Raw -32556.546821 + Penalty 292.565294 = -32263.981527 Iteration 26Q: 3 clusters Score -32263.98 nChanged 1 ComputeScore: Raw -32556.747211 + Penalty 292.565294 = -32264.181917 Iteration 27Q: 3 clusters Score -32264.18 nChanged 0 ComputeScore: Raw -32556.747211 + Penalty 292.565294 = -32264.181917 Iteration 28F: 3 clusters Score -32264.18 nChanged 0 Trying to split cluster 20 (1959 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22902.827376 + Penalty 136.443410 = -22766.383967 Iteration 0F: 2 clusters Score -22766.38 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21697.034536 + Penalty 272.886819 = -21424.147717 Iteration 0F: 3 clusters Score -21424.15 nChanged 879 ComputeScore: Raw -22262.625025 + Penalty 272.886819 = -21989.738206 Iteration 1F: 3 clusters Score -21989.74 nChanged 134 ComputeScore: Raw -22311.284953 + Penalty 272.886819 = -22038.398134 Iteration 2F: 3 clusters Score -22038.4 nChanged 84 ComputeScore: Raw -22351.708193 + Penalty 272.886819 = -22078.821374 Iteration 3Q: 3 clusters Score -22078.82 nChanged 86 ComputeScore: Raw -22394.690129 + Penalty 272.886819 = -22121.803310 Iteration 4Q: 3 clusters Score -22121.8 nChanged 77 ComputeScore: Raw -22456.013730 + Penalty 272.886819 = -22183.126911 Iteration 5Q: 3 clusters Score -22183.13 nChanged 93 ComputeScore: Raw -22525.065448 + Penalty 272.886819 = -22252.178629 Iteration 6Q: 3 clusters Score -22252.18 nChanged 92 ComputeScore: Raw -22570.462595 + Penalty 272.886819 = -22297.575776 Iteration 7Q: 3 clusters Score -22297.58 nChanged 60 ComputeScore: Raw -22602.750259 + Penalty 272.886819 = -22329.863440 Iteration 8Q: 3 clusters Score -22329.86 nChanged 68 ComputeScore: Raw -22636.144433 + Penalty 272.886819 = -22363.257614 Iteration 9Q: 3 clusters Score -22363.26 nChanged 60 ComputeScore: Raw -22661.409560 + Penalty 272.886819 = -22388.522741 Iteration 10Q: 3 clusters Score -22388.52 nChanged 49 ComputeScore: Raw -22678.352288 + Penalty 272.886819 = -22405.465469 Iteration 11Q: 3 clusters Score -22405.47 nChanged 38 ComputeScore: Raw -22686.619350 + Penalty 272.886819 = -22413.732530 Iteration 12Q: 3 clusters Score -22413.73 nChanged 23 ComputeScore: Raw -22691.677774 + Penalty 272.886819 = -22418.790955 Iteration 13Q: 3 clusters Score -22418.79 nChanged 18 ComputeScore: Raw -22696.490646 + Penalty 272.886819 = -22423.603827 Iteration 14Q: 3 clusters Score -22423.6 nChanged 25 ComputeScore: Raw -22702.663587 + Penalty 272.886819 = -22429.776768 Iteration 15Q: 3 clusters Score -22429.78 nChanged 14 ComputeScore: Raw -22707.476533 + Penalty 272.886819 = -22434.589714 Iteration 16Q: 3 clusters Score -22434.59 nChanged 12 ComputeScore: Raw -22709.382627 + Penalty 272.886819 = -22436.495808 Iteration 17Q: 3 clusters Score -22436.5 nChanged 9 ComputeScore: Raw -22710.445653 + Penalty 272.886819 = -22437.558834 Iteration 18Q: 3 clusters Score -22437.56 nChanged 7 ComputeScore: Raw -22711.172744 + Penalty 272.886819 = -22438.285925 Iteration 19Q: 3 clusters Score -22438.29 nChanged 9 ComputeScore: Raw -22712.153720 + Penalty 272.886819 = -22439.266901 Iteration 20F: 3 clusters Score -22439.27 nChanged 14 ComputeScore: Raw -22714.942499 + Penalty 272.886819 = -22442.055680 Iteration 21Q: 3 clusters Score -22442.06 nChanged 20 ComputeScore: Raw -22720.567642 + Penalty 272.886819 = -22447.680823 Iteration 22Q: 3 clusters Score -22447.68 nChanged 27 ComputeScore: Raw -22727.918819 + Penalty 272.886819 = -22455.031999 Iteration 23Q: 3 clusters Score -22455.03 nChanged 19 ComputeScore: Raw -22732.105205 + Penalty 272.886819 = -22459.218386 Iteration 24Q: 3 clusters Score -22459.22 nChanged 21 ComputeScore: Raw -22738.173680 + Penalty 272.886819 = -22465.286861 Iteration 25Q: 3 clusters Score -22465.29 nChanged 24 ComputeScore: Raw -22745.116387 + Penalty 272.886819 = -22472.229568 Iteration 26Q: 3 clusters Score -22472.23 nChanged 24 ComputeScore: Raw -22752.240579 + Penalty 272.886819 = -22479.353760 Iteration 27Q: 3 clusters Score -22479.35 nChanged 25 ComputeScore: Raw -22758.619223 + Penalty 272.886819 = -22485.732404 Iteration 28Q: 3 clusters Score -22485.73 nChanged 17 ComputeScore: Raw -22762.998056 + Penalty 272.886819 = -22490.111237 Iteration 29Q: 3 clusters Score -22490.11 nChanged 16 ComputeScore: Raw -22767.128424 + Penalty 272.886819 = -22494.241605 Iteration 30Q: 3 clusters Score -22494.24 nChanged 14 ComputeScore: Raw -22769.848878 + Penalty 272.886819 = -22496.962059 Iteration 31Q: 3 clusters Score -22496.96 nChanged 8 ComputeScore: Raw -22771.673129 + Penalty 272.886819 = -22498.786310 Iteration 32Q: 3 clusters Score -22498.79 nChanged 8 ComputeScore: Raw -22774.163800 + Penalty 272.886819 = -22501.276981 Iteration 33Q: 3 clusters Score -22501.28 nChanged 10 ComputeScore: Raw -22776.339123 + Penalty 272.886819 = -22503.452304 Iteration 34Q: 3 clusters Score -22503.45 nChanged 9 ComputeScore: Raw -22778.327084 + Penalty 272.886819 = -22505.440265 Iteration 35Q: 3 clusters Score -22505.44 nChanged 10 ComputeScore: Raw -22780.356393 + Penalty 272.886819 = -22507.469574 Iteration 36Q: 3 clusters Score -22507.47 nChanged 10 ComputeScore: Raw -22782.118504 + Penalty 272.886819 = -22509.231685 Iteration 37Q: 3 clusters Score -22509.23 nChanged 14 ComputeScore: Raw -22785.223103 + Penalty 272.886819 = -22512.336284 Iteration 38Q: 3 clusters Score -22512.34 nChanged 16 ComputeScore: Raw -22792.007148 + Penalty 272.886819 = -22519.120329 Iteration 39Q: 3 clusters Score -22519.12 nChanged 21 ComputeScore: Raw -22802.529114 + Penalty 272.886819 = -22529.642295 Iteration 40F: 3 clusters Score -22529.64 nChanged 21 ComputeScore: Raw -22812.822807 + Penalty 272.886819 = -22539.935988 Iteration 41Q: 3 clusters Score -22539.94 nChanged 19 ComputeScore: Raw -22823.966149 + Penalty 272.886819 = -22551.079330 Iteration 42Q: 3 clusters Score -22551.08 nChanged 14 ComputeScore: Raw -22833.453128 + Penalty 272.886819 = -22560.566309 Iteration 43Q: 3 clusters Score -22560.57 nChanged 19 ComputeScore: Raw -22846.431911 + Penalty 272.886819 = -22573.545092 Iteration 44Q: 3 clusters Score -22573.55 nChanged 19 ComputeScore: Raw -22855.939971 + Penalty 272.886819 = -22583.053152 Iteration 45Q: 3 clusters Score -22583.05 nChanged 17 ComputeScore: Raw -22865.048660 + Penalty 272.886819 = -22592.161841 Iteration 46Q: 3 clusters Score -22592.16 nChanged 14 ComputeScore: Raw -22872.873823 + Penalty 272.886819 = -22599.987004 Iteration 47Q: 3 clusters Score -22599.99 nChanged 16 ComputeScore: Raw -22881.302751 + Penalty 272.886819 = -22608.415932 Iteration 48Q: 3 clusters Score -22608.42 nChanged 10 ComputeScore: Raw -22887.886282 + Penalty 272.886819 = -22614.999463 Iteration 49Q: 3 clusters Score -22615 nChanged 7 ComputeScore: Raw -22893.137365 + Penalty 272.886819 = -22620.250546 Iteration 50Q: 3 clusters Score -22620.25 nChanged 7 ComputeScore: Raw -22899.765377 + Penalty 272.886819 = -22626.878558 Iteration 51Q: 3 clusters Score -22626.88 nChanged 9 ComputeScore: Raw -22909.067510 + Penalty 272.886819 = -22636.180691 Iteration 52Q: 3 clusters Score -22636.18 nChanged 3 ComputeScore: Raw -22910.430686 + Penalty 272.886819 = -22637.543867 Iteration 53Q: 3 clusters Score -22637.54 nChanged 1 ComputeScore: Raw -22911.733199 + Penalty 272.886819 = -22638.846380 Iteration 54Q: 3 clusters Score -22638.85 nChanged 1 ComputeScore: Raw -22912.840092 + Penalty 272.886819 = -22639.953273 Iteration 55Q: 3 clusters Score -22639.95 nChanged 0 ComputeScore: Raw -22912.840092 + Penalty 272.886819 = -22639.953273 Iteration 56F: 3 clusters Score -22639.95 nChanged 0 Trying to split cluster 21 (11010 points) Assigned 2 initial classes randomly. ComputeScore: Raw -94886.507132 + Penalty 167.518066 = -94718.989066 Iteration 0F: 2 clusters Score -94718.99 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -87672.966004 + Penalty 335.036132 = -87337.929872 Iteration 0F: 3 clusters Score -87337.93 nChanged 5282 ComputeScore: Raw -91112.926594 + Penalty 335.036132 = -90777.890461 Iteration 1F: 3 clusters Score -90777.89 nChanged 674 ComputeScore: Raw -91557.543791 + Penalty 335.036132 = -91222.507659 Iteration 2F: 3 clusters Score -91222.51 nChanged 690 ComputeScore: Raw -92046.020089 + Penalty 335.036132 = -91710.983957 Iteration 3F: 3 clusters Score -91710.98 nChanged 624 ComputeScore: Raw -92489.382773 + Penalty 335.036132 = -92154.346641 Iteration 4F: 3 clusters Score -92154.35 nChanged 528 ComputeScore: Raw -92852.714117 + Penalty 335.036132 = -92517.677985 Iteration 5Q: 3 clusters Score -92517.68 nChanged 451 ComputeScore: Raw -93087.925657 + Penalty 335.036132 = -92752.889524 Iteration 6Q: 3 clusters Score -92752.89 nChanged 317 ComputeScore: Raw -93214.903730 + Penalty 335.036132 = -92879.867598 Iteration 7Q: 3 clusters Score -92879.87 nChanged 207 ComputeScore: Raw -93277.600834 + Penalty 335.036132 = -92942.564702 Iteration 8Q: 3 clusters Score -92942.56 nChanged 146 ComputeScore: Raw -93317.409656 + Penalty 335.036132 = -92982.373524 Iteration 9Q: 3 clusters Score -92982.37 nChanged 132 ComputeScore: Raw -93349.499758 + Penalty 335.036132 = -93014.463626 Iteration 10Q: 3 clusters Score -93014.46 nChanged 132 ComputeScore: Raw -93382.761113 + Penalty 335.036132 = -93047.724981 Iteration 11Q: 3 clusters Score -93047.72 nChanged 149 ComputeScore: Raw -93423.533513 + Penalty 335.036132 = -93088.497381 Iteration 12Q: 3 clusters Score -93088.5 nChanged 150 ComputeScore: Raw -93464.424003 + Penalty 335.036132 = -93129.387871 Iteration 13Q: 3 clusters Score -93129.39 nChanged 146 ComputeScore: Raw -93510.066193 + Penalty 335.036132 = -93175.030061 Iteration 14Q: 3 clusters Score -93175.03 nChanged 178 ComputeScore: Raw -93571.441396 + Penalty 335.036132 = -93236.405264 Iteration 15Q: 3 clusters Score -93236.41 nChanged 174 ComputeScore: Raw -93634.239673 + Penalty 335.036132 = -93299.203541 Iteration 16Q: 3 clusters Score -93299.2 nChanged 199 ComputeScore: Raw -93713.462020 + Penalty 335.036132 = -93378.425888 Iteration 17Q: 3 clusters Score -93378.43 nChanged 209 ComputeScore: Raw -93789.790124 + Penalty 335.036132 = -93454.753992 Iteration 18Q: 3 clusters Score -93454.75 nChanged 185 ComputeScore: Raw -93861.642611 + Penalty 335.036132 = -93526.606479 Iteration 19Q: 3 clusters Score -93526.61 nChanged 205 ComputeScore: Raw -93953.802927 + Penalty 335.036132 = -93618.766795 Iteration 20F: 3 clusters Score -93618.77 nChanged 209 ComputeScore: Raw -94049.637828 + Penalty 335.036132 = -93714.601696 Iteration 21Q: 3 clusters Score -93714.6 nChanged 201 ComputeScore: Raw -94143.803017 + Penalty 335.036132 = -93808.766885 Iteration 22Q: 3 clusters Score -93808.77 nChanged 198 ComputeScore: Raw -94234.415372 + Penalty 335.036132 = -93899.379240 Iteration 23Q: 3 clusters Score -93899.38 nChanged 180 ComputeScore: Raw -94318.657134 + Penalty 335.036132 = -93983.621002 Iteration 24Q: 3 clusters Score -93983.62 nChanged 161 ComputeScore: Raw -94397.881785 + Penalty 335.036132 = -94062.845653 Iteration 25Q: 3 clusters Score -94062.85 nChanged 145 ComputeScore: Raw -94469.397408 + Penalty 335.036132 = -94134.361275 Iteration 26Q: 3 clusters Score -94134.36 nChanged 126 ComputeScore: Raw -94532.222449 + Penalty 335.036132 = -94197.186317 Iteration 27Q: 3 clusters Score -94197.19 nChanged 121 ComputeScore: Raw -94595.971362 + Penalty 335.036132 = -94260.935230 Iteration 28Q: 3 clusters Score -94260.94 nChanged 107 ComputeScore: Raw -94651.084056 + Penalty 335.036132 = -94316.047923 Iteration 29Q: 3 clusters Score -94316.05 nChanged 97 ComputeScore: Raw -94702.505115 + Penalty 335.036132 = -94367.468983 Iteration 30Q: 3 clusters Score -94367.47 nChanged 89 ComputeScore: Raw -94750.807355 + Penalty 335.036132 = -94415.771223 Iteration 31Q: 3 clusters Score -94415.77 nChanged 69 ComputeScore: Raw -94790.081182 + Penalty 335.036132 = -94455.045050 Iteration 32Q: 3 clusters Score -94455.05 nChanged 69 ComputeScore: Raw -94830.521911 + Penalty 335.036132 = -94495.485779 Iteration 33Q: 3 clusters Score -94495.49 nChanged 47 ComputeScore: Raw -94859.576440 + Penalty 335.036132 = -94524.540308 Iteration 34Q: 3 clusters Score -94524.54 nChanged 37 ComputeScore: Raw -94886.938673 + Penalty 335.036132 = -94551.902541 Iteration 35Q: 3 clusters Score -94551.9 nChanged 18 ComputeScore: Raw -94898.217857 + Penalty 335.036132 = -94563.181725 Iteration 36Q: 3 clusters Score -94563.18 nChanged 12 ComputeScore: Raw -94907.233772 + Penalty 335.036132 = -94572.197640 Iteration 37Q: 3 clusters Score -94572.2 nChanged 7 ComputeScore: Raw -94911.138409 + Penalty 335.036132 = -94576.102276 Iteration 38Q: 3 clusters Score -94576.1 nChanged 4 ComputeScore: Raw -94913.559860 + Penalty 335.036132 = -94578.523727 Iteration 39Q: 3 clusters Score -94578.52 nChanged 4 ComputeScore: Raw -94917.569501 + Penalty 335.036132 = -94582.533369 Iteration 40F: 3 clusters Score -94582.53 nChanged 1 ComputeScore: Raw -94919.587076 + Penalty 335.036132 = -94584.550943 Iteration 41Q: 3 clusters Score -94584.55 nChanged 2 ComputeScore: Raw -94920.730308 + Penalty 335.036132 = -94585.694176 Iteration 42Q: 3 clusters Score -94585.69 nChanged 1 ComputeScore: Raw -94921.102604 + Penalty 335.036132 = -94586.066472 Iteration 43Q: 3 clusters Score -94586.07 nChanged 0 ComputeScore: Raw -94921.102604 + Penalty 335.036132 = -94586.066472 Iteration 44F: 3 clusters Score -94586.07 nChanged 0 Trying to split cluster 22 (209 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2912.812476 + Penalty 96.162017 = -2816.650459 Iteration 0F: 2 clusters Score -2816.65 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2822.102381 + Penalty 192.324033 = -2629.778348 Iteration 0F: 3 clusters Score -2629.778 nChanged 72 ComputeScore: Raw -2874.510216 + Penalty 192.324033 = -2682.186183 Iteration 1F: 3 clusters Score -2682.186 nChanged 10 ComputeScore: Raw -2884.351004 + Penalty 192.324033 = -2692.026971 Iteration 2Q: 3 clusters Score -2692.027 nChanged 5 ComputeScore: Raw -2887.061205 + Penalty 192.324033 = -2694.737172 Iteration 3Q: 3 clusters Score -2694.737 nChanged 4 ComputeScore: Raw -2890.797096 + Penalty 192.324033 = -2698.473063 Iteration 4Q: 3 clusters Score -2698.473 nChanged 3 ComputeScore: Raw -2892.323546 + Penalty 192.324033 = -2699.999513 Iteration 5Q: 3 clusters Score -2700 nChanged 3 ComputeScore: Raw -2893.579411 + Penalty 192.324033 = -2701.255378 Iteration 6Q: 3 clusters Score -2701.255 nChanged 1 ComputeScore: Raw -2893.714590 + Penalty 192.324033 = -2701.390557 Iteration 7Q: 3 clusters Score -2701.391 nChanged 0 ComputeScore: Raw -2893.714590 + Penalty 192.324033 = -2701.390557 Iteration 8F: 3 clusters Score -2701.391 nChanged 0 Trying to split cluster 23 (453 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5800.418736 + Penalty 110.086058 = -5690.332678 Iteration 0F: 2 clusters Score -5690.333 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5558.089439 + Penalty 220.172117 = -5337.917322 Iteration 0F: 3 clusters Score -5337.917 nChanged 177 ComputeScore: Raw -5686.566427 + Penalty 220.172117 = -5466.394310 Iteration 1F: 3 clusters Score -5466.394 nChanged 53 ComputeScore: Raw -5746.923313 + Penalty 220.172117 = -5526.751197 Iteration 2F: 3 clusters Score -5526.751 nChanged 26 ComputeScore: Raw -5769.715845 + Penalty 220.172117 = -5549.543729 Iteration 3F: 3 clusters Score -5549.544 nChanged 14 ComputeScore: Raw -5779.024036 + Penalty 220.172117 = -5558.851919 Iteration 4Q: 3 clusters Score -5558.852 nChanged 14 ComputeScore: Raw -5787.276618 + Penalty 220.172117 = -5567.104501 Iteration 5Q: 3 clusters Score -5567.105 nChanged 7 ComputeScore: Raw -5791.343828 + Penalty 220.172117 = -5571.171711 Iteration 6Q: 3 clusters Score -5571.172 nChanged 4 ComputeScore: Raw -5795.130356 + Penalty 220.172117 = -5574.958239 Iteration 7Q: 3 clusters Score -5574.958 nChanged 6 ComputeScore: Raw -5797.449778 + Penalty 220.172117 = -5577.277661 Iteration 8Q: 3 clusters Score -5577.278 nChanged 3 ComputeScore: Raw -5797.902926 + Penalty 220.172117 = -5577.730810 Iteration 9Q: 3 clusters Score -5577.731 nChanged 0 ComputeScore: Raw -5797.902926 + Penalty 220.172117 = -5577.730810 Iteration 10F: 3 clusters Score -5577.731 nChanged 0 Trying to split cluster 24 (943 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9915.633393 + Penalty 123.283193 = -9792.350200 Iteration 0F: 2 clusters Score -9792.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9362.118971 + Penalty 246.566386 = -9115.552585 Iteration 0F: 3 clusters Score -9115.553 nChanged 423 ComputeScore: Raw -9652.901934 + Penalty 246.566386 = -9406.335548 Iteration 1F: 3 clusters Score -9406.336 nChanged 73 ComputeScore: Raw -9701.135011 + Penalty 246.566386 = -9454.568625 Iteration 2F: 3 clusters Score -9454.569 nChanged 51 ComputeScore: Raw -9747.855200 + Penalty 246.566386 = -9501.288814 Iteration 3F: 3 clusters Score -9501.289 nChanged 65 ComputeScore: Raw -9839.448614 + Penalty 246.566386 = -9592.882228 Iteration 4F: 3 clusters Score -9592.882 nChanged 59 ComputeScore: Raw -9939.198411 + Penalty 246.566386 = -9692.632025 Iteration 5F: 3 clusters Score -9692.632 nChanged 51 ComputeScore: Raw -10022.945443 + Penalty 246.566386 = -9776.379057 Iteration 6F: 3 clusters Score -9776.379 nChanged 28 ComputeScore: Raw -10060.113488 + Penalty 246.566386 = -9813.547102 Iteration 7Q: 3 clusters Score -9813.547 nChanged 14 ComputeScore: Raw -10070.132471 + Penalty 246.566386 = -9823.566085 Iteration 8Q: 3 clusters Score -9823.566 nChanged 4 ComputeScore: Raw -10070.708584 + Penalty 246.566386 = -9824.142198 Iteration 9Q: 3 clusters Score -9824.142 nChanged 2 ComputeScore: Raw -10071.197584 + Penalty 246.566386 = -9824.631198 Iteration 10Q: 3 clusters Score -9824.631 nChanged 0 ComputeScore: Raw -10071.197584 + Penalty 246.566386 = -9824.631198 Iteration 11F: 3 clusters Score -9824.631 nChanged 0 ComputeScore: Raw -545054.849147 + Penalty 9164.605821 = -535890.243326Splitting cluster 24 changes total score from -535938.337041 to -535890.243326 So it's not getting split. Trying to split cluster 25 (2173 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21309.482403 + Penalty 138.309552 = -21171.172851 Iteration 0F: 2 clusters Score -21171.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -19994.211582 + Penalty 276.619103 = -19717.592478 Iteration 0F: 3 clusters Score -19717.59 nChanged 1000 ComputeScore: Raw -20610.370344 + Penalty 276.619103 = -20333.751240 Iteration 1F: 3 clusters Score -20333.75 nChanged 151 ComputeScore: Raw -20678.346860 + Penalty 276.619103 = -20401.727757 Iteration 2F: 3 clusters Score -20401.73 nChanged 114 ComputeScore: Raw -20721.138168 + Penalty 276.619103 = -20444.519064 Iteration 3F: 3 clusters Score -20444.52 nChanged 83 ComputeScore: Raw -20756.295476 + Penalty 276.619103 = -20479.676373 Iteration 4Q: 3 clusters Score -20479.68 nChanged 78 ComputeScore: Raw -20788.987627 + Penalty 276.619103 = -20512.368524 Iteration 5Q: 3 clusters Score -20512.37 nChanged 63 ComputeScore: Raw -20817.817273 + Penalty 276.619103 = -20541.198170 Iteration 6Q: 3 clusters Score -20541.2 nChanged 67 ComputeScore: Raw -20845.389676 + Penalty 276.619103 = -20568.770573 Iteration 7Q: 3 clusters Score -20568.77 nChanged 74 ComputeScore: Raw -20874.495205 + Penalty 276.619103 = -20597.876101 Iteration 8Q: 3 clusters Score -20597.88 nChanged 93 ComputeScore: Raw -20915.353020 + Penalty 276.619103 = -20638.733916 Iteration 9Q: 3 clusters Score -20638.73 nChanged 103 ComputeScore: Raw -20967.601036 + Penalty 276.619103 = -20690.981933 Iteration 10Q: 3 clusters Score -20690.98 nChanged 99 ComputeScore: Raw -21027.514272 + Penalty 276.619103 = -20750.895168 Iteration 11Q: 3 clusters Score -20750.9 nChanged 100 ComputeScore: Raw -21093.734294 + Penalty 276.619103 = -20817.115191 Iteration 12Q: 3 clusters Score -20817.12 nChanged 93 ComputeScore: Raw -21151.326335 + Penalty 276.619103 = -20874.707232 Iteration 13Q: 3 clusters Score -20874.71 nChanged 73 ComputeScore: Raw -21196.573614 + Penalty 276.619103 = -20919.954511 Iteration 14Q: 3 clusters Score -20919.95 nChanged 66 ComputeScore: Raw -21246.144606 + Penalty 276.619103 = -20969.525503 Iteration 15Q: 3 clusters Score -20969.53 nChanged 55 ComputeScore: Raw -21292.742853 + Penalty 276.619103 = -21016.123750 Iteration 16Q: 3 clusters Score -21016.12 nChanged 19 ComputeScore: Raw -21307.806814 + Penalty 276.619103 = -21031.187710 Iteration 17Q: 3 clusters Score -21031.19 nChanged 8 ComputeScore: Raw -21313.207332 + Penalty 276.619103 = -21036.588229 Iteration 18Q: 3 clusters Score -21036.59 nChanged 8 ComputeScore: Raw -21319.363431 + Penalty 276.619103 = -21042.744327 Iteration 19Q: 3 clusters Score -21042.74 nChanged 8 ComputeScore: Raw -21324.466873 + Penalty 276.619103 = -21047.847770 Iteration 20F: 3 clusters Score -21047.85 nChanged 3 ComputeScore: Raw -21327.197818 + Penalty 276.619103 = -21050.578715 Iteration 21Q: 3 clusters Score -21050.58 nChanged 3 ComputeScore: Raw -21330.107789 + Penalty 276.619103 = -21053.488685 Iteration 22Q: 3 clusters Score -21053.49 nChanged 2 ComputeScore: Raw -21331.276948 + Penalty 276.619103 = -21054.657845 Iteration 23Q: 3 clusters Score -21054.66 nChanged 2 ComputeScore: Raw -21332.928174 + Penalty 276.619103 = -21056.309070 Iteration 24Q: 3 clusters Score -21056.31 nChanged 2 ComputeScore: Raw -21336.083308 + Penalty 276.619103 = -21059.464205 Iteration 25Q: 3 clusters Score -21059.46 nChanged 1 ComputeScore: Raw -21337.925240 + Penalty 276.619103 = -21061.306137 Iteration 26Q: 3 clusters Score -21061.31 nChanged 2 ComputeScore: Raw -21339.042518 + Penalty 276.619103 = -21062.423415 Iteration 27Q: 3 clusters Score -21062.42 nChanged 1 ComputeScore: Raw -21340.959064 + Penalty 276.619103 = -21064.339960 Iteration 28Q: 3 clusters Score -21064.34 nChanged 3 ComputeScore: Raw -21343.218991 + Penalty 276.619103 = -21066.599887 Iteration 29Q: 3 clusters Score -21066.6 nChanged 2 ComputeScore: Raw -21344.149667 + Penalty 276.619103 = -21067.530564 Iteration 30Q: 3 clusters Score -21067.53 nChanged 2 ComputeScore: Raw -21345.674998 + Penalty 276.619103 = -21069.055895 Iteration 31Q: 3 clusters Score -21069.06 nChanged 2 ComputeScore: Raw -21348.522545 + Penalty 276.619103 = -21071.903441 Iteration 32Q: 3 clusters Score -21071.9 nChanged 1 ComputeScore: Raw -21349.751437 + Penalty 276.619103 = -21073.132334 Iteration 33Q: 3 clusters Score -21073.13 nChanged 0 ComputeScore: Raw -21349.751437 + Penalty 276.619103 = -21073.132334 Iteration 34F: 3 clusters Score -21073.13 nChanged 0 Trying to split cluster 26 (451 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6508.050172 + Penalty 110.006412 = -6398.043760 Iteration 0F: 2 clusters Score -6398.044 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6276.107558 + Penalty 220.012824 = -6056.094734 Iteration 0F: 3 clusters Score -6056.095 nChanged 188 ComputeScore: Raw -6388.432086 + Penalty 220.012824 = -6168.419262 Iteration 1F: 3 clusters Score -6168.419 nChanged 24 ComputeScore: Raw -6404.653731 + Penalty 220.012824 = -6184.640907 Iteration 2F: 3 clusters Score -6184.641 nChanged 15 ComputeScore: Raw -6413.849527 + Penalty 220.012824 = -6193.836703 Iteration 3Q: 3 clusters Score -6193.837 nChanged 10 ComputeScore: Raw -6424.669965 + Penalty 220.012824 = -6204.657141 Iteration 4Q: 3 clusters Score -6204.657 nChanged 10 ComputeScore: Raw -6434.327011 + Penalty 220.012824 = -6214.314187 Iteration 5Q: 3 clusters Score -6214.314 nChanged 10 ComputeScore: Raw -6444.434445 + Penalty 220.012824 = -6224.421621 Iteration 6Q: 3 clusters Score -6224.422 nChanged 8 ComputeScore: Raw -6447.298235 + Penalty 220.012824 = -6227.285411 Iteration 7Q: 3 clusters Score -6227.285 nChanged 1 ComputeScore: Raw -6447.520396 + Penalty 220.012824 = -6227.507572 Iteration 8Q: 3 clusters Score -6227.508 nChanged 3 ComputeScore: Raw -6447.830599 + Penalty 220.012824 = -6227.817774 Iteration 9Q: 3 clusters Score -6227.818 nChanged 2 ComputeScore: Raw -6448.274111 + Penalty 220.012824 = -6228.261287 Iteration 10Q: 3 clusters Score -6228.261 nChanged 4 ComputeScore: Raw -6449.015280 + Penalty 220.012824 = -6229.002456 Iteration 11Q: 3 clusters Score -6229.002 nChanged 4 ComputeScore: Raw -6449.768684 + Penalty 220.012824 = -6229.755859 Iteration 12Q: 3 clusters Score -6229.756 nChanged 1 ComputeScore: Raw -6450.075354 + Penalty 220.012824 = -6230.062530 Iteration 13Q: 3 clusters Score -6230.063 nChanged 2 ComputeScore: Raw -6450.698288 + Penalty 220.012824 = -6230.685463 Iteration 14Q: 3 clusters Score -6230.685 nChanged 2 ComputeScore: Raw -6451.363128 + Penalty 220.012824 = -6231.350304 Iteration 15Q: 3 clusters Score -6231.35 nChanged 2 ComputeScore: Raw -6453.899121 + Penalty 220.012824 = -6233.886297 Iteration 16Q: 3 clusters Score -6233.886 nChanged 3 ComputeScore: Raw -6456.015086 + Penalty 220.012824 = -6236.002261 Iteration 17Q: 3 clusters Score -6236.002 nChanged 4 ComputeScore: Raw -6459.879654 + Penalty 220.012824 = -6239.866830 Iteration 18Q: 3 clusters Score -6239.867 nChanged 6 ComputeScore: Raw -6464.669934 + Penalty 220.012824 = -6244.657109 Iteration 19Q: 3 clusters Score -6244.657 nChanged 7 ComputeScore: Raw -6469.302724 + Penalty 220.012824 = -6249.289900 Iteration 20F: 3 clusters Score -6249.29 nChanged 6 ComputeScore: Raw -6474.010417 + Penalty 220.012824 = -6253.997593 Iteration 21Q: 3 clusters Score -6253.998 nChanged 8 ComputeScore: Raw -6478.860812 + Penalty 220.012824 = -6258.847988 Iteration 22Q: 3 clusters Score -6258.848 nChanged 12 ComputeScore: Raw -6486.389876 + Penalty 220.012824 = -6266.377051 Iteration 23Q: 3 clusters Score -6266.377 nChanged 11 ComputeScore: Raw -6492.088419 + Penalty 220.012824 = -6272.075595 Iteration 24Q: 3 clusters Score -6272.076 nChanged 8 ComputeScore: Raw -6499.166402 + Penalty 220.012824 = -6279.153578 Iteration 25Q: 3 clusters Score -6279.154 nChanged 9 ComputeScore: Raw -6502.712722 + Penalty 220.012824 = -6282.699898 Iteration 26Q: 3 clusters Score -6282.7 nChanged 8 ComputeScore: Raw -6506.501809 + Penalty 220.012824 = -6286.488985 Iteration 27Q: 3 clusters Score -6286.489 nChanged 6 ComputeScore: Raw -6509.302955 + Penalty 220.012824 = -6289.290131 Iteration 28Q: 3 clusters Score -6289.29 nChanged 4 ComputeScore: Raw -6510.289559 + Penalty 220.012824 = -6290.276735 Iteration 29Q: 3 clusters Score -6290.277 nChanged 1 ComputeScore: Raw -6510.738692 + Penalty 220.012824 = -6290.725868 Iteration 30Q: 3 clusters Score -6290.726 nChanged 0 ComputeScore: Raw -6510.738692 + Penalty 220.012824 = -6290.725868 Iteration 31F: 3 clusters Score -6290.726 nChanged 0 Trying to split cluster 27 (448 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5453.945405 + Penalty 109.886278 = -5344.059126 Iteration 0F: 2 clusters Score -5344.059 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5244.493076 + Penalty 219.772556 = -5024.720519 Iteration 0F: 3 clusters Score -5024.721 nChanged 166 ComputeScore: Raw -5336.194910 + Penalty 219.772556 = -5116.422353 Iteration 1F: 3 clusters Score -5116.422 nChanged 39 ComputeScore: Raw -5354.524937 + Penalty 219.772556 = -5134.752380 Iteration 2F: 3 clusters Score -5134.752 nChanged 26 ComputeScore: Raw -5367.308006 + Penalty 219.772556 = -5147.535450 Iteration 3F: 3 clusters Score -5147.535 nChanged 19 ComputeScore: Raw -5374.747396 + Penalty 219.772556 = -5154.974840 Iteration 4Q: 3 clusters Score -5154.975 nChanged 9 ComputeScore: Raw -5378.239227 + Penalty 219.772556 = -5158.466671 Iteration 5Q: 3 clusters Score -5158.467 nChanged 12 ComputeScore: Raw -5382.609886 + Penalty 219.772556 = -5162.837329 Iteration 6Q: 3 clusters Score -5162.837 nChanged 15 ComputeScore: Raw -5391.031388 + Penalty 219.772556 = -5171.258832 Iteration 7Q: 3 clusters Score -5171.259 nChanged 16 ComputeScore: Raw -5398.769832 + Penalty 219.772556 = -5178.997275 Iteration 8Q: 3 clusters Score -5178.997 nChanged 10 ComputeScore: Raw -5402.145144 + Penalty 219.772556 = -5182.372588 Iteration 9Q: 3 clusters Score -5182.373 nChanged 8 ComputeScore: Raw -5405.333441 + Penalty 219.772556 = -5185.560885 Iteration 10Q: 3 clusters Score -5185.561 nChanged 10 ComputeScore: Raw -5410.823069 + Penalty 219.772556 = -5191.050512 Iteration 11Q: 3 clusters Score -5191.051 nChanged 9 ComputeScore: Raw -5415.576618 + Penalty 219.772556 = -5195.804061 Iteration 12Q: 3 clusters Score -5195.804 nChanged 4 ComputeScore: Raw -5418.230202 + Penalty 219.772556 = -5198.457646 Iteration 13Q: 3 clusters Score -5198.458 nChanged 6 ComputeScore: Raw -5421.990629 + Penalty 219.772556 = -5202.218072 Iteration 14Q: 3 clusters Score -5202.218 nChanged 8 ComputeScore: Raw -5427.384257 + Penalty 219.772556 = -5207.611701 Iteration 15Q: 3 clusters Score -5207.612 nChanged 5 ComputeScore: Raw -5430.468276 + Penalty 219.772556 = -5210.695720 Iteration 16Q: 3 clusters Score -5210.696 nChanged 2 ComputeScore: Raw -5431.100862 + Penalty 219.772556 = -5211.328305 Iteration 17Q: 3 clusters Score -5211.328 nChanged 3 ComputeScore: Raw -5432.823675 + Penalty 219.772556 = -5213.051119 Iteration 18Q: 3 clusters Score -5213.051 nChanged 1 ComputeScore: Raw -5434.726540 + Penalty 219.772556 = -5214.953984 Iteration 19Q: 3 clusters Score -5214.954 nChanged 2 ComputeScore: Raw -5437.128617 + Penalty 219.772556 = -5217.356061 Iteration 20F: 3 clusters Score -5217.356 nChanged 2 ComputeScore: Raw -5438.162253 + Penalty 219.772556 = -5218.389696 Iteration 21Q: 3 clusters Score -5218.39 nChanged 0 ComputeScore: Raw -5438.162253 + Penalty 219.772556 = -5218.389696 Iteration 22F: 3 clusters Score -5218.39 nChanged 0 Trying to split cluster 28 (838 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10500.269008 + Penalty 121.158326 = -10379.110682 Iteration 0F: 2 clusters Score -10379.11 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10050.577024 + Penalty 242.316652 = -9808.260372 Iteration 0F: 3 clusters Score -9808.26 nChanged 352 ComputeScore: Raw -10303.446576 + Penalty 242.316652 = -10061.129925 Iteration 1F: 3 clusters Score -10061.13 nChanged 69 ComputeScore: Raw -10340.297842 + Penalty 242.316652 = -10097.981191 Iteration 2F: 3 clusters Score -10097.98 nChanged 45 ComputeScore: Raw -10371.112975 + Penalty 242.316652 = -10128.796323 Iteration 3F: 3 clusters Score -10128.8 nChanged 32 ComputeScore: Raw -10396.955423 + Penalty 242.316652 = -10154.638772 Iteration 4Q: 3 clusters Score -10154.64 nChanged 26 ComputeScore: Raw -10421.401589 + Penalty 242.316652 = -10179.084937 Iteration 5Q: 3 clusters Score -10179.08 nChanged 19 ComputeScore: Raw -10434.262604 + Penalty 242.316652 = -10191.945953 Iteration 6Q: 3 clusters Score -10191.95 nChanged 17 ComputeScore: Raw -10451.048758 + Penalty 242.316652 = -10208.732106 Iteration 7Q: 3 clusters Score -10208.73 nChanged 21 ComputeScore: Raw -10472.174632 + Penalty 242.316652 = -10229.857980 Iteration 8Q: 3 clusters Score -10229.86 nChanged 14 ComputeScore: Raw -10489.129827 + Penalty 242.316652 = -10246.813175 Iteration 9Q: 3 clusters Score -10246.81 nChanged 16 ComputeScore: Raw -10507.040992 + Penalty 242.316652 = -10264.724340 Iteration 10Q: 3 clusters Score -10264.72 nChanged 8 ComputeScore: Raw -10514.842734 + Penalty 242.316652 = -10272.526083 Iteration 11Q: 3 clusters Score -10272.53 nChanged 5 ComputeScore: Raw -10520.534814 + Penalty 242.316652 = -10278.218162 Iteration 12Q: 3 clusters Score -10278.22 nChanged 5 ComputeScore: Raw -10526.067247 + Penalty 242.316652 = -10283.750595 Iteration 13Q: 3 clusters Score -10283.75 nChanged 6 ComputeScore: Raw -10533.411216 + Penalty 242.316652 = -10291.094564 Iteration 14Q: 3 clusters Score -10291.09 nChanged 3 ComputeScore: Raw -10535.779739 + Penalty 242.316652 = -10293.463088 Iteration 15Q: 3 clusters Score -10293.46 nChanged 1 ComputeScore: Raw -10536.095288 + Penalty 242.316652 = -10293.778636 Iteration 16Q: 3 clusters Score -10293.78 nChanged 0 ComputeScore: Raw -10536.095288 + Penalty 242.316652 = -10293.778636 Iteration 17F: 3 clusters Score -10293.78 nChanged 0 Trying to split cluster 29 (4426 points) Assigned 2 initial classes randomly. ComputeScore: Raw -40600.844670 + Penalty 151.114527 = -40449.730142 Iteration 0F: 2 clusters Score -40449.73 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37748.253310 + Penalty 302.229055 = -37446.024255 Iteration 0F: 3 clusters Score -37446.02 nChanged 2074 ComputeScore: Raw -39008.840238 + Penalty 302.229055 = -38706.611183 Iteration 1F: 3 clusters Score -38706.61 nChanged 258 ComputeScore: Raw -39100.032488 + Penalty 302.229055 = -38797.803433 Iteration 2F: 3 clusters Score -38797.8 nChanged 235 ComputeScore: Raw -39200.782244 + Penalty 302.229055 = -38898.553189 Iteration 3F: 3 clusters Score -38898.55 nChanged 241 ComputeScore: Raw -39304.999273 + Penalty 302.229055 = -39002.770218 Iteration 4F: 3 clusters Score -39002.77 nChanged 203 ComputeScore: Raw -39415.676728 + Penalty 302.229055 = -39113.447673 Iteration 5Q: 3 clusters Score -39113.45 nChanged 209 ComputeScore: Raw -39553.356044 + Penalty 302.229055 = -39251.126990 Iteration 6Q: 3 clusters Score -39251.13 nChanged 214 ComputeScore: Raw -39716.211392 + Penalty 302.229055 = -39413.982337 Iteration 7Q: 3 clusters Score -39413.98 nChanged 192 ComputeScore: Raw -39800.171911 + Penalty 302.229055 = -39497.942856 Iteration 8Q: 3 clusters Score -39497.94 nChanged 105 ComputeScore: Raw -39825.704034 + Penalty 302.229055 = -39523.474979 Iteration 9Q: 3 clusters Score -39523.47 nChanged 69 ComputeScore: Raw -39839.668153 + Penalty 302.229055 = -39537.439099 Iteration 10Q: 3 clusters Score -39537.44 nChanged 43 ComputeScore: Raw -39846.910346 + Penalty 302.229055 = -39544.681291 Iteration 11Q: 3 clusters Score -39544.68 nChanged 34 ComputeScore: Raw -39851.344493 + Penalty 302.229055 = -39549.115438 Iteration 12Q: 3 clusters Score -39549.12 nChanged 27 ComputeScore: Raw -39854.817045 + Penalty 302.229055 = -39552.587990 Iteration 13Q: 3 clusters Score -39552.59 nChanged 34 ComputeScore: Raw -39859.421784 + Penalty 302.229055 = -39557.192729 Iteration 14Q: 3 clusters Score -39557.19 nChanged 41 ComputeScore: Raw -39865.336295 + Penalty 302.229055 = -39563.107240 Iteration 15Q: 3 clusters Score -39563.11 nChanged 32 ComputeScore: Raw -39869.966364 + Penalty 302.229055 = -39567.737309 Iteration 16Q: 3 clusters Score -39567.74 nChanged 38 ComputeScore: Raw -39876.446776 + Penalty 302.229055 = -39574.217721 Iteration 17Q: 3 clusters Score -39574.22 nChanged 37 ComputeScore: Raw -39883.613719 + Penalty 302.229055 = -39581.384664 Iteration 18Q: 3 clusters Score -39581.38 nChanged 46 ComputeScore: Raw -39893.317222 + Penalty 302.229055 = -39591.088167 Iteration 19Q: 3 clusters Score -39591.09 nChanged 54 ComputeScore: Raw -39904.419907 + Penalty 302.229055 = -39602.190853 Iteration 20F: 3 clusters Score -39602.19 nChanged 53 ComputeScore: Raw -39916.555870 + Penalty 302.229055 = -39614.326815 Iteration 21Q: 3 clusters Score -39614.33 nChanged 61 ComputeScore: Raw -39935.938706 + Penalty 302.229055 = -39633.709651 Iteration 22Q: 3 clusters Score -39633.71 nChanged 74 ComputeScore: Raw -39961.434885 + Penalty 302.229055 = -39659.205831 Iteration 23Q: 3 clusters Score -39659.21 nChanged 73 ComputeScore: Raw -39985.942866 + Penalty 302.229055 = -39683.713811 Iteration 24Q: 3 clusters Score -39683.71 nChanged 84 ComputeScore: Raw -40016.542551 + Penalty 302.229055 = -39714.313496 Iteration 25Q: 3 clusters Score -39714.31 nChanged 92 ComputeScore: Raw -40053.179281 + Penalty 302.229055 = -39750.950226 Iteration 26Q: 3 clusters Score -39750.95 nChanged 96 ComputeScore: Raw -40097.422339 + Penalty 302.229055 = -39795.193284 Iteration 27Q: 3 clusters Score -39795.19 nChanged 107 ComputeScore: Raw -40154.913464 + Penalty 302.229055 = -39852.684409 Iteration 28Q: 3 clusters Score -39852.68 nChanged 99 ComputeScore: Raw -40206.128627 + Penalty 302.229055 = -39903.899573 Iteration 29Q: 3 clusters Score -39903.9 nChanged 94 ComputeScore: Raw -40255.329914 + Penalty 302.229055 = -39953.100859 Iteration 30Q: 3 clusters Score -39953.1 nChanged 85 ComputeScore: Raw -40298.753332 + Penalty 302.229055 = -39996.524277 Iteration 31Q: 3 clusters Score -39996.52 nChanged 70 ComputeScore: Raw -40343.895259 + Penalty 302.229055 = -40041.666204 Iteration 32Q: 3 clusters Score -40041.67 nChanged 63 ComputeScore: Raw -40382.674532 + Penalty 302.229055 = -40080.445478 Iteration 33Q: 3 clusters Score -40080.45 nChanged 60 ComputeScore: Raw -40416.707348 + Penalty 302.229055 = -40114.478293 Iteration 34Q: 3 clusters Score -40114.48 nChanged 53 ComputeScore: Raw -40446.263728 + Penalty 302.229055 = -40144.034673 Iteration 35Q: 3 clusters Score -40144.03 nChanged 44 ComputeScore: Raw -40469.251428 + Penalty 302.229055 = -40167.022373 Iteration 36Q: 3 clusters Score -40167.02 nChanged 44 ComputeScore: Raw -40498.288747 + Penalty 302.229055 = -40196.059692 Iteration 37Q: 3 clusters Score -40196.06 nChanged 39 ComputeScore: Raw -40525.160789 + Penalty 302.229055 = -40222.931735 Iteration 38Q: 3 clusters Score -40222.93 nChanged 37 ComputeScore: Raw -40550.091660 + Penalty 302.229055 = -40247.862605 Iteration 39Q: 3 clusters Score -40247.86 nChanged 22 ComputeScore: Raw -40577.504844 + Penalty 302.229055 = -40275.275790 Iteration 40F: 3 clusters Score -40275.28 nChanged 18 ComputeScore: Raw -40594.147703 + Penalty 302.229055 = -40291.918648 Iteration 41Q: 3 clusters Score -40291.92 nChanged 8 ComputeScore: Raw -40601.537803 + Penalty 302.229055 = -40299.308748 Iteration 42Q: 3 clusters Score -40299.31 nChanged 5 ComputeScore: Raw -40608.842130 + Penalty 302.229055 = -40306.613076 Iteration 43Q: 3 clusters Score -40306.61 nChanged 10 ComputeScore: Raw -40617.884150 + Penalty 302.229055 = -40315.655095 Iteration 44Q: 3 clusters Score -40315.66 nChanged 4 ComputeScore: Raw -40621.562922 + Penalty 302.229055 = -40319.333867 Iteration 45Q: 3 clusters Score -40319.33 nChanged 2 ComputeScore: Raw -40623.852425 + Penalty 302.229055 = -40321.623371 Iteration 46Q: 3 clusters Score -40321.62 nChanged 2 ComputeScore: Raw -40625.889662 + Penalty 302.229055 = -40323.660607 Iteration 47Q: 3 clusters Score -40323.66 nChanged 0 ComputeScore: Raw -40625.889662 + Penalty 302.229055 = -40323.660607 Iteration 48F: 3 clusters Score -40323.66 nChanged 0 Trying to split cluster 30 (245 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3757.546391 + Penalty 99.022648 = -3658.523743 Iteration 0F: 2 clusters Score -3658.524 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3637.603829 + Penalty 198.045296 = -3439.558533 Iteration 0F: 3 clusters Score -3439.559 nChanged 79 ComputeScore: Raw -3680.111219 + Penalty 198.045296 = -3482.065923 Iteration 1F: 3 clusters Score -3482.066 nChanged 21 ComputeScore: Raw -3694.296601 + Penalty 198.045296 = -3496.251305 Iteration 2F: 3 clusters Score -3496.251 nChanged 13 ComputeScore: Raw -3707.422782 + Penalty 198.045296 = -3509.377486 Iteration 3F: 3 clusters Score -3509.377 nChanged 11 ComputeScore: Raw -3727.060374 + Penalty 198.045296 = -3529.015078 Iteration 4Q: 3 clusters Score -3529.015 nChanged 8 ComputeScore: Raw -3733.512301 + Penalty 198.045296 = -3535.467005 Iteration 5Q: 3 clusters Score -3535.467 nChanged 4 ComputeScore: Raw -3737.232572 + Penalty 198.045296 = -3539.187276 Iteration 6Q: 3 clusters Score -3539.187 nChanged 7 ComputeScore: Raw -3740.700748 + Penalty 198.045296 = -3542.655452 Iteration 7Q: 3 clusters Score -3542.655 nChanged 3 ComputeScore: Raw -3741.444745 + Penalty 198.045296 = -3543.399449 Iteration 8Q: 3 clusters Score -3543.399 nChanged 0 ComputeScore: Raw -3741.444745 + Penalty 198.045296 = -3543.399449 Iteration 9F: 3 clusters Score -3543.399 nChanged 0 Trying to split cluster 31 (783 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9655.518841 + Penalty 119.936389 = -9535.582452 Iteration 0F: 2 clusters Score -9535.582 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9226.303304 + Penalty 239.872777 = -8986.430527 Iteration 0F: 3 clusters Score -8986.431 nChanged 329 ComputeScore: Raw -9415.687516 + Penalty 239.872777 = -9175.814739 Iteration 1F: 3 clusters Score -9175.815 nChanged 67 ComputeScore: Raw -9467.320386 + Penalty 239.872777 = -9227.447609 Iteration 2F: 3 clusters Score -9227.448 nChanged 59 ComputeScore: Raw -9507.576980 + Penalty 239.872777 = -9267.704203 Iteration 3F: 3 clusters Score -9267.704 nChanged 32 ComputeScore: Raw -9534.457699 + Penalty 239.872777 = -9294.584922 Iteration 4Q: 3 clusters Score -9294.585 nChanged 38 ComputeScore: Raw -9564.170377 + Penalty 239.872777 = -9324.297599 Iteration 5Q: 3 clusters Score -9324.298 nChanged 41 ComputeScore: Raw -9604.338561 + Penalty 239.872777 = -9364.465784 Iteration 6F: 3 clusters Score -9364.466 nChanged 35 ComputeScore: Raw -9643.051640 + Penalty 239.872777 = -9403.178863 Iteration 7Q: 3 clusters Score -9403.179 nChanged 20 ComputeScore: Raw -9664.943913 + Penalty 239.872777 = -9425.071136 Iteration 8Q: 3 clusters Score -9425.071 nChanged 18 ComputeScore: Raw -9682.177359 + Penalty 239.872777 = -9442.304582 Iteration 9Q: 3 clusters Score -9442.305 nChanged 12 ComputeScore: Raw -9696.524595 + Penalty 239.872777 = -9456.651818 Iteration 10Q: 3 clusters Score -9456.652 nChanged 19 ComputeScore: Raw -9733.037021 + Penalty 239.872777 = -9493.164244 Iteration 11Q: 3 clusters Score -9493.164 nChanged 6 ComputeScore: Raw -9741.270867 + Penalty 239.872777 = -9501.398090 Iteration 12Q: 3 clusters Score -9501.398 nChanged 2 ComputeScore: Raw -9741.965537 + Penalty 239.872777 = -9502.092760 Iteration 13Q: 3 clusters Score -9502.093 nChanged 0 ComputeScore: Raw -9741.965537 + Penalty 239.872777 = -9502.092760 Iteration 14F: 3 clusters Score -9502.093 nChanged 0 Trying to split cluster 32 (278 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3806.681172 + Penalty 101.297180 = -3705.383992 Iteration 0F: 2 clusters Score -3705.384 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3671.077741 + Penalty 202.594360 = -3468.483381 Iteration 0F: 3 clusters Score -3468.483 nChanged 99 ComputeScore: Raw -3733.202815 + Penalty 202.594360 = -3530.608454 Iteration 1F: 3 clusters Score -3530.608 nChanged 16 ComputeScore: Raw -3746.863928 + Penalty 202.594360 = -3544.269568 Iteration 2F: 3 clusters Score -3544.27 nChanged 15 ComputeScore: Raw -3768.219397 + Penalty 202.594360 = -3565.625037 Iteration 3F: 3 clusters Score -3565.625 nChanged 14 ComputeScore: Raw -3793.007054 + Penalty 202.594360 = -3590.412694 Iteration 4F: 3 clusters Score -3590.413 nChanged 15 ComputeScore: Raw -3807.304428 + Penalty 202.594360 = -3604.710067 Iteration 5F: 3 clusters Score -3604.71 nChanged 12 ComputeScore: Raw -3817.603102 + Penalty 202.594360 = -3615.008742 Iteration 6Q: 3 clusters Score -3615.009 nChanged 7 ComputeScore: Raw -3820.349764 + Penalty 202.594360 = -3617.755404 Iteration 7Q: 3 clusters Score -3617.755 nChanged 7 ComputeScore: Raw -3824.225047 + Penalty 202.594360 = -3621.630687 Iteration 8Q: 3 clusters Score -3621.631 nChanged 6 ComputeScore: Raw -3825.684859 + Penalty 202.594360 = -3623.090499 Iteration 9Q: 3 clusters Score -3623.09 nChanged 2 ComputeScore: Raw -3826.243348 + Penalty 202.594360 = -3623.648988 Iteration 10Q: 3 clusters Score -3623.649 nChanged 3 ComputeScore: Raw -3827.152258 + Penalty 202.594360 = -3624.557898 Iteration 11Q: 3 clusters Score -3624.558 nChanged 5 ComputeScore: Raw -3829.065709 + Penalty 202.594360 = -3626.471349 Iteration 12Q: 3 clusters Score -3626.471 nChanged 7 ComputeScore: Raw -3833.464899 + Penalty 202.594360 = -3630.870539 Iteration 13Q: 3 clusters Score -3630.871 nChanged 13 ComputeScore: Raw -3845.073376 + Penalty 202.594360 = -3642.479016 Iteration 14Q: 3 clusters Score -3642.479 nChanged 13 ComputeScore: Raw -3856.032311 + Penalty 202.594360 = -3653.437951 Iteration 15Q: 3 clusters Score -3653.438 nChanged 7 ComputeScore: Raw -3861.643379 + Penalty 202.594360 = -3659.049019 Iteration 16Q: 3 clusters Score -3659.049 nChanged 8 ComputeScore: Raw -3870.468907 + Penalty 202.594360 = -3667.874547 Iteration 17Q: 3 clusters Score -3667.875 nChanged 8 ComputeScore: Raw -3883.461868 + Penalty 202.594360 = -3680.867508 Iteration 18Q: 3 clusters Score -3680.868 nChanged 5 ComputeScore: Raw -3899.732607 + Penalty 202.594360 = -3697.138247 Iteration 19Q: 3 clusters Score -3697.138 nChanged 4 ComputeScore: Raw -3908.939942 + Penalty 202.594360 = -3706.345582 Iteration 20F: 3 clusters Score -3706.346 nChanged 3 ComputeScore: Raw -3915.964405 + Penalty 202.594360 = -3713.370045 Iteration 21Q: 3 clusters Score -3713.37 nChanged 4 ComputeScore: Raw -3936.578773 + Penalty 202.594360 = -3733.984413 Iteration 22Q: 3 clusters Score -3733.984 nChanged 3 ComputeScore: Raw -3955.977065 + Penalty 202.594360 = -3753.382705 Iteration 23Q: 3 clusters Score -3753.383 nChanged 0 ComputeScore: Raw -3955.977065 + Penalty 202.594360 = -3753.382705 Iteration 24F: 3 clusters Score -3753.383 nChanged 0 ComputeScore: Raw -545048.580848 + Penalty 9164.605821 = -535883.975027Splitting cluster 32 changes total score from -535938.337041 to -535883.975027 So it's not getting split. Trying to split cluster 33 (1478 points) Assigned 2 initial classes randomly. ComputeScore: Raw -15553.700008 + Penalty 131.372012 = -15422.327997 Iteration 0F: 2 clusters Score -15422.33 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -14688.172598 + Penalty 262.744024 = -14425.428575 Iteration 0F: 3 clusters Score -14425.43 nChanged 652 ComputeScore: Raw -15155.655476 + Penalty 262.744024 = -14892.911453 Iteration 1F: 3 clusters Score -14892.91 nChanged 117 ComputeScore: Raw -15303.696054 + Penalty 262.744024 = -15040.952031 Iteration 2F: 3 clusters Score -15040.95 nChanged 99 ComputeScore: Raw -15482.870052 + Penalty 262.744024 = -15220.126028 Iteration 3F: 3 clusters Score -15220.13 nChanged 77 ComputeScore: Raw -15581.251551 + Penalty 262.744024 = -15318.507528 Iteration 4F: 3 clusters Score -15318.51 nChanged 63 ComputeScore: Raw -15644.562165 + Penalty 262.744024 = -15381.818142 Iteration 5Q: 3 clusters Score -15381.82 nChanged 42 ComputeScore: Raw -15698.491630 + Penalty 262.744024 = -15435.747606 Iteration 6Q: 3 clusters Score -15435.75 nChanged 31 ComputeScore: Raw -15744.351230 + Penalty 262.744024 = -15481.607206 Iteration 7Q: 3 clusters Score -15481.61 nChanged 20 ComputeScore: Raw -15756.395201 + Penalty 262.744024 = -15493.651177 Iteration 8Q: 3 clusters Score -15493.65 nChanged 13 ComputeScore: Raw -15760.689295 + Penalty 262.744024 = -15497.945272 Iteration 9Q: 3 clusters Score -15497.95 nChanged 7 ComputeScore: Raw -15762.287324 + Penalty 262.744024 = -15499.543300 Iteration 10Q: 3 clusters Score -15499.54 nChanged 6 ComputeScore: Raw -15763.134271 + Penalty 262.744024 = -15500.390248 Iteration 11Q: 3 clusters Score -15500.39 nChanged 2 ComputeScore: Raw -15763.508741 + Penalty 262.744024 = -15500.764717 Iteration 12Q: 3 clusters Score -15500.76 nChanged 1 ComputeScore: Raw -15763.636616 + Penalty 262.744024 = -15500.892593 Iteration 13Q: 3 clusters Score -15500.89 nChanged 0 ComputeScore: Raw -15763.636616 + Penalty 262.744024 = -15500.892593 Iteration 14F: 3 clusters Score -15500.89 nChanged 0 ComputeScore: Raw -545109.221563 + Penalty 9164.605821 = -535944.615742Splitting cluster 33 changes total score from -535938.337041 to -535944.615742 So it's getting split into cluster 45. Trying to split cluster 34 (323 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4573.087651 + Penalty 103.997742 = -4469.089909 Iteration 0F: 2 clusters Score -4469.09 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4429.460077 + Penalty 207.995484 = -4221.464593 Iteration 0F: 3 clusters Score -4221.465 nChanged 122 ComputeScore: Raw -4493.030589 + Penalty 207.995484 = -4285.035105 Iteration 1F: 3 clusters Score -4285.035 nChanged 18 ComputeScore: Raw -4504.094295 + Penalty 207.995484 = -4296.098812 Iteration 2F: 3 clusters Score -4296.099 nChanged 17 ComputeScore: Raw -4512.677120 + Penalty 207.995484 = -4304.681636 Iteration 3F: 3 clusters Score -4304.682 nChanged 13 ComputeScore: Raw -4519.717696 + Penalty 207.995484 = -4311.722212 Iteration 4Q: 3 clusters Score -4311.722 nChanged 11 ComputeScore: Raw -4525.336485 + Penalty 207.995484 = -4317.341001 Iteration 5Q: 3 clusters Score -4317.341 nChanged 8 ComputeScore: Raw -4528.984117 + Penalty 207.995484 = -4320.988634 Iteration 6Q: 3 clusters Score -4320.989 nChanged 7 ComputeScore: Raw -4533.735208 + Penalty 207.995484 = -4325.739724 Iteration 7Q: 3 clusters Score -4325.74 nChanged 6 ComputeScore: Raw -4539.924171 + Penalty 207.995484 = -4331.928687 Iteration 8Q: 3 clusters Score -4331.929 nChanged 9 ComputeScore: Raw -4547.685372 + Penalty 207.995484 = -4339.689888 Iteration 9Q: 3 clusters Score -4339.69 nChanged 6 ComputeScore: Raw -4552.043404 + Penalty 207.995484 = -4344.047920 Iteration 10Q: 3 clusters Score -4344.048 nChanged 4 ComputeScore: Raw -4554.366448 + Penalty 207.995484 = -4346.370964 Iteration 11Q: 3 clusters Score -4346.371 nChanged 4 ComputeScore: Raw -4559.377015 + Penalty 207.995484 = -4351.381531 Iteration 12Q: 3 clusters Score -4351.382 nChanged 6 ComputeScore: Raw -4565.163242 + Penalty 207.995484 = -4357.167758 Iteration 13Q: 3 clusters Score -4357.168 nChanged 4 ComputeScore: Raw -4572.043977 + Penalty 207.995484 = -4364.048493 Iteration 14Q: 3 clusters Score -4364.048 nChanged 3 ComputeScore: Raw -4578.500209 + Penalty 207.995484 = -4370.504725 Iteration 15Q: 3 clusters Score -4370.505 nChanged 1 ComputeScore: Raw -4579.241857 + Penalty 207.995484 = -4371.246374 Iteration 16Q: 3 clusters Score -4371.246 nChanged 1 ComputeScore: Raw -4580.476573 + Penalty 207.995484 = -4372.481090 Iteration 17Q: 3 clusters Score -4372.481 nChanged 2 ComputeScore: Raw -4583.255418 + Penalty 207.995484 = -4375.259934 Iteration 18Q: 3 clusters Score -4375.26 nChanged 2 ComputeScore: Raw -4583.722175 + Penalty 207.995484 = -4375.726692 Iteration 19Q: 3 clusters Score -4375.727 nChanged 0 ComputeScore: Raw -4583.722175 + Penalty 207.995484 = -4375.726692 Iteration 20F: 3 clusters Score -4375.727 nChanged 0 Trying to split cluster 35 (277 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3919.902162 + Penalty 101.232315 = -3818.669847 Iteration 0F: 2 clusters Score -3818.67 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3795.270653 + Penalty 202.464630 = -3592.806022 Iteration 0F: 3 clusters Score -3592.806 nChanged 93 ComputeScore: Raw -3879.421635 + Penalty 202.464630 = -3676.957004 Iteration 1F: 3 clusters Score -3676.957 nChanged 18 ComputeScore: Raw -3894.608136 + Penalty 202.464630 = -3692.143506 Iteration 2F: 3 clusters Score -3692.144 nChanged 7 ComputeScore: Raw -3903.824155 + Penalty 202.464630 = -3701.359525 Iteration 3Q: 3 clusters Score -3701.36 nChanged 8 ComputeScore: Raw -3915.087045 + Penalty 202.464630 = -3712.622415 Iteration 4Q: 3 clusters Score -3712.622 nChanged 6 ComputeScore: Raw -3918.171692 + Penalty 202.464630 = -3715.707062 Iteration 5Q: 3 clusters Score -3715.707 nChanged 2 ComputeScore: Raw -3919.390724 + Penalty 202.464630 = -3716.926094 Iteration 6Q: 3 clusters Score -3716.926 nChanged 1 ComputeScore: Raw -3920.267907 + Penalty 202.464630 = -3717.803277 Iteration 7Q: 3 clusters Score -3717.803 nChanged 2 ComputeScore: Raw -3921.887716 + Penalty 202.464630 = -3719.423086 Iteration 8Q: 3 clusters Score -3719.423 nChanged 1 ComputeScore: Raw -3922.305353 + Penalty 202.464630 = -3719.840723 Iteration 9Q: 3 clusters Score -3719.841 nChanged 1 ComputeScore: Raw -3922.598135 + Penalty 202.464630 = -3720.133505 Iteration 10Q: 3 clusters Score -3720.134 nChanged 1 ComputeScore: Raw -3923.047387 + Penalty 202.464630 = -3720.582757 Iteration 11Q: 3 clusters Score -3720.583 nChanged 1 ComputeScore: Raw -3923.980122 + Penalty 202.464630 = -3721.515492 Iteration 12Q: 3 clusters Score -3721.515 nChanged 0 ComputeScore: Raw -3923.980122 + Penalty 202.464630 = -3721.515492 Iteration 13F: 3 clusters Score -3721.515 nChanged 0 Trying to split cluster 36 (2614 points) Assigned 2 initial classes randomly. ComputeScore: Raw -27784.416947 + Penalty 141.635464 = -27642.781483 Iteration 0F: 2 clusters Score -27642.78 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -26185.956674 + Penalty 283.270928 = -25902.685746 Iteration 0F: 3 clusters Score -25902.69 nChanged 1189 ComputeScore: Raw -26872.423223 + Penalty 283.270928 = -26589.152295 Iteration 1F: 3 clusters Score -26589.15 nChanged 175 ComputeScore: Raw -26968.021890 + Penalty 283.270928 = -26684.750962 Iteration 2F: 3 clusters Score -26684.75 nChanged 143 ComputeScore: Raw -27033.439410 + Penalty 283.270928 = -26750.168482 Iteration 3F: 3 clusters Score -26750.17 nChanged 109 ComputeScore: Raw -27087.946006 + Penalty 283.270928 = -26804.675078 Iteration 4Q: 3 clusters Score -26804.68 nChanged 108 ComputeScore: Raw -27147.136619 + Penalty 283.270928 = -26863.865691 Iteration 5Q: 3 clusters Score -26863.87 nChanged 111 ComputeScore: Raw -27209.461506 + Penalty 283.270928 = -26926.190578 Iteration 6Q: 3 clusters Score -26926.19 nChanged 107 ComputeScore: Raw -27269.310365 + Penalty 283.270928 = -26986.039437 Iteration 7Q: 3 clusters Score -26986.04 nChanged 103 ComputeScore: Raw -27320.630393 + Penalty 283.270928 = -27037.359465 Iteration 8Q: 3 clusters Score -27037.36 nChanged 119 ComputeScore: Raw -27389.691960 + Penalty 283.270928 = -27106.421031 Iteration 9Q: 3 clusters Score -27106.42 nChanged 118 ComputeScore: Raw -27463.839683 + Penalty 283.270928 = -27180.568755 Iteration 10Q: 3 clusters Score -27180.57 nChanged 113 ComputeScore: Raw -27529.386622 + Penalty 283.270928 = -27246.115693 Iteration 11Q: 3 clusters Score -27246.12 nChanged 103 ComputeScore: Raw -27592.088842 + Penalty 283.270928 = -27308.817914 Iteration 12Q: 3 clusters Score -27308.82 nChanged 94 ComputeScore: Raw -27652.539834 + Penalty 283.270928 = -27369.268906 Iteration 13Q: 3 clusters Score -27369.27 nChanged 74 ComputeScore: Raw -27701.983137 + Penalty 283.270928 = -27418.712209 Iteration 14Q: 3 clusters Score -27418.71 nChanged 43 ComputeScore: Raw -27725.079398 + Penalty 283.270928 = -27441.808470 Iteration 15Q: 3 clusters Score -27441.81 nChanged 30 ComputeScore: Raw -27746.460942 + Penalty 283.270928 = -27463.190014 Iteration 16Q: 3 clusters Score -27463.19 nChanged 29 ComputeScore: Raw -27764.266818 + Penalty 283.270928 = -27480.995890 Iteration 17Q: 3 clusters Score -27481 nChanged 19 ComputeScore: Raw -27776.493825 + Penalty 283.270928 = -27493.222897 Iteration 18Q: 3 clusters Score -27493.22 nChanged 8 ComputeScore: Raw -27781.921128 + Penalty 283.270928 = -27498.650199 Iteration 19Q: 3 clusters Score -27498.65 nChanged 5 ComputeScore: Raw -27784.670239 + Penalty 283.270928 = -27501.399311 Iteration 20F: 3 clusters Score -27501.4 nChanged 6 ComputeScore: Raw -27791.149111 + Penalty 283.270928 = -27507.878183 Iteration 21Q: 3 clusters Score -27507.88 nChanged 3 ComputeScore: Raw -27796.146326 + Penalty 283.270928 = -27512.875398 Iteration 22Q: 3 clusters Score -27512.88 nChanged 3 ComputeScore: Raw -27799.725580 + Penalty 283.270928 = -27516.454652 Iteration 23Q: 3 clusters Score -27516.45 nChanged 3 ComputeScore: Raw -27802.923829 + Penalty 283.270928 = -27519.652901 Iteration 24Q: 3 clusters Score -27519.65 nChanged 3 ComputeScore: Raw -27804.187767 + Penalty 283.270928 = -27520.916839 Iteration 25Q: 3 clusters Score -27520.92 nChanged 3 ComputeScore: Raw -27805.630293 + Penalty 283.270928 = -27522.359365 Iteration 26Q: 3 clusters Score -27522.36 nChanged 2 ComputeScore: Raw -27808.601121 + Penalty 283.270928 = -27525.330193 Iteration 27Q: 3 clusters Score -27525.33 nChanged 4 ComputeScore: Raw -27810.414742 + Penalty 283.270928 = -27527.143814 Iteration 28Q: 3 clusters Score -27527.14 nChanged 0 ComputeScore: Raw -27810.414742 + Penalty 283.270928 = -27527.143814 Iteration 29F: 3 clusters Score -27527.14 nChanged 0 Trying to split cluster 37 (2614 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25680.288868 + Penalty 141.635464 = -25538.653404 Iteration 0F: 2 clusters Score -25538.65 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24104.673994 + Penalty 283.270928 = -23821.403066 Iteration 0F: 3 clusters Score -23821.4 nChanged 1228 ComputeScore: Raw -24898.625645 + Penalty 283.270928 = -24615.354717 Iteration 1F: 3 clusters Score -24615.35 nChanged 239 ComputeScore: Raw -25072.846163 + Penalty 283.270928 = -24789.575235 Iteration 2F: 3 clusters Score -24789.58 nChanged 166 ComputeScore: Raw -25197.435101 + Penalty 283.270928 = -24914.164173 Iteration 3F: 3 clusters Score -24914.16 nChanged 125 ComputeScore: Raw -25295.362802 + Penalty 283.270928 = -25012.091874 Iteration 4Q: 3 clusters Score -25012.09 nChanged 97 ComputeScore: Raw -25363.006543 + Penalty 283.270928 = -25079.735615 Iteration 5Q: 3 clusters Score -25079.74 nChanged 71 ComputeScore: Raw -25403.734241 + Penalty 283.270928 = -25120.463312 Iteration 6Q: 3 clusters Score -25120.46 nChanged 45 ComputeScore: Raw -25430.722259 + Penalty 283.270928 = -25147.451331 Iteration 7Q: 3 clusters Score -25147.45 nChanged 41 ComputeScore: Raw -25459.082875 + Penalty 283.270928 = -25175.811947 Iteration 8Q: 3 clusters Score -25175.81 nChanged 36 ComputeScore: Raw -25487.228501 + Penalty 283.270928 = -25203.957573 Iteration 9Q: 3 clusters Score -25203.96 nChanged 39 ComputeScore: Raw -25505.009255 + Penalty 283.270928 = -25221.738327 Iteration 10Q: 3 clusters Score -25221.74 nChanged 27 ComputeScore: Raw -25523.089260 + Penalty 283.270928 = -25239.818332 Iteration 11Q: 3 clusters Score -25239.82 nChanged 29 ComputeScore: Raw -25543.853140 + Penalty 283.270928 = -25260.582212 Iteration 12Q: 3 clusters Score -25260.58 nChanged 33 ComputeScore: Raw -25572.151537 + Penalty 283.270928 = -25288.880609 Iteration 13Q: 3 clusters Score -25288.88 nChanged 29 ComputeScore: Raw -25588.452329 + Penalty 283.270928 = -25305.181400 Iteration 14Q: 3 clusters Score -25305.18 nChanged 26 ComputeScore: Raw -25603.550796 + Penalty 283.270928 = -25320.279867 Iteration 15Q: 3 clusters Score -25320.28 nChanged 18 ComputeScore: Raw -25614.491088 + Penalty 283.270928 = -25331.220160 Iteration 16Q: 3 clusters Score -25331.22 nChanged 23 ComputeScore: Raw -25626.161330 + Penalty 283.270928 = -25342.890402 Iteration 17Q: 3 clusters Score -25342.89 nChanged 24 ComputeScore: Raw -25637.526142 + Penalty 283.270928 = -25354.255214 Iteration 18Q: 3 clusters Score -25354.26 nChanged 21 ComputeScore: Raw -25645.480798 + Penalty 283.270928 = -25362.209870 Iteration 19Q: 3 clusters Score -25362.21 nChanged 16 ComputeScore: Raw -25651.681729 + Penalty 283.270928 = -25368.410801 Iteration 20F: 3 clusters Score -25368.41 nChanged 14 ComputeScore: Raw -25656.956076 + Penalty 283.270928 = -25373.685148 Iteration 21Q: 3 clusters Score -25373.69 nChanged 13 ComputeScore: Raw -25661.242477 + Penalty 283.270928 = -25377.971548 Iteration 22Q: 3 clusters Score -25377.97 nChanged 13 ComputeScore: Raw -25665.919404 + Penalty 283.270928 = -25382.648476 Iteration 23Q: 3 clusters Score -25382.65 nChanged 14 ComputeScore: Raw -25670.713344 + Penalty 283.270928 = -25387.442416 Iteration 24Q: 3 clusters Score -25387.44 nChanged 15 ComputeScore: Raw -25679.315407 + Penalty 283.270928 = -25396.044479 Iteration 25Q: 3 clusters Score -25396.04 nChanged 15 ComputeScore: Raw -25686.356667 + Penalty 283.270928 = -25403.085738 Iteration 26Q: 3 clusters Score -25403.09 nChanged 12 ComputeScore: Raw -25696.522337 + Penalty 283.270928 = -25413.251409 Iteration 27Q: 3 clusters Score -25413.25 nChanged 12 ComputeScore: Raw -25702.012100 + Penalty 283.270928 = -25418.741172 Iteration 28Q: 3 clusters Score -25418.74 nChanged 11 ComputeScore: Raw -25706.970225 + Penalty 283.270928 = -25423.699297 Iteration 29Q: 3 clusters Score -25423.7 nChanged 14 ComputeScore: Raw -25718.977783 + Penalty 283.270928 = -25435.706855 Iteration 30Q: 3 clusters Score -25435.71 nChanged 18 ComputeScore: Raw -25734.448485 + Penalty 283.270928 = -25451.177556 Iteration 31Q: 3 clusters Score -25451.18 nChanged 14 ComputeScore: Raw -25744.500531 + Penalty 283.270928 = -25461.229603 Iteration 32Q: 3 clusters Score -25461.23 nChanged 9 ComputeScore: Raw -25747.746770 + Penalty 283.270928 = -25464.475842 Iteration 33Q: 3 clusters Score -25464.48 nChanged 4 ComputeScore: Raw -25748.500314 + Penalty 283.270928 = -25465.229386 Iteration 34Q: 3 clusters Score -25465.23 nChanged 3 ComputeScore: Raw -25749.165594 + Penalty 283.270928 = -25465.894666 Iteration 35Q: 3 clusters Score -25465.89 nChanged 2 ComputeScore: Raw -25749.372402 + Penalty 283.270928 = -25466.101474 Iteration 36Q: 3 clusters Score -25466.1 nChanged 0 ComputeScore: Raw -25749.372402 + Penalty 283.270928 = -25466.101474 Iteration 37F: 3 clusters Score -25466.1 nChanged 0 Trying to split cluster 38 (66 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1003.112769 + Penalty 75.413785 = -927.698984 Iteration 0F: 2 clusters Score -927.699 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -999.026833 + Penalty 150.827571 = -848.199262 Iteration 0F: 3 clusters Score -848.1993 nChanged 17 ComputeScore: Raw -1017.489164 + Penalty 150.827571 = -866.661593 Iteration 1F: 3 clusters Score -866.6616 nChanged 2 ComputeScore: Raw -1020.251294 + Penalty 150.827571 = -869.423724 Iteration 2Q: 3 clusters Score -869.4237 nChanged 4 ComputeScore: Raw -1025.521965 + Penalty 150.827571 = -874.694394 Iteration 3F: 3 clusters Score -874.6944 nChanged 1 ComputeScore: Raw -1025.949769 + Penalty 150.827571 = -875.122198 Iteration 4Q: 3 clusters Score -875.1222 nChanged 0 ComputeScore: Raw -1025.949769 + Penalty 150.827571 = -875.122198 Iteration 5F: 3 clusters Score -875.1222 nChanged 0 Trying to split cluster 39 (390 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4795.699455 + Penalty 107.390641 = -4688.308814 Iteration 0F: 2 clusters Score -4688.309 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4595.846392 + Penalty 214.781283 = -4381.065109 Iteration 0F: 3 clusters Score -4381.065 nChanged 158 ComputeScore: Raw -4693.998641 + Penalty 214.781283 = -4479.217358 Iteration 1F: 3 clusters Score -4479.217 nChanged 31 ComputeScore: Raw -4717.945271 + Penalty 214.781283 = -4503.163988 Iteration 2F: 3 clusters Score -4503.164 nChanged 19 ComputeScore: Raw -4727.135885 + Penalty 214.781283 = -4512.354602 Iteration 3Q: 3 clusters Score -4512.355 nChanged 17 ComputeScore: Raw -4733.950909 + Penalty 214.781283 = -4519.169626 Iteration 4Q: 3 clusters Score -4519.17 nChanged 8 ComputeScore: Raw -4736.038221 + Penalty 214.781283 = -4521.256939 Iteration 5Q: 3 clusters Score -4521.257 nChanged 8 ComputeScore: Raw -4740.333901 + Penalty 214.781283 = -4525.552619 Iteration 6Q: 3 clusters Score -4525.553 nChanged 8 ComputeScore: Raw -4746.833673 + Penalty 214.781283 = -4532.052390 Iteration 7Q: 3 clusters Score -4532.052 nChanged 8 ComputeScore: Raw -4750.438759 + Penalty 214.781283 = -4535.657477 Iteration 8Q: 3 clusters Score -4535.657 nChanged 5 ComputeScore: Raw -4753.082184 + Penalty 214.781283 = -4538.300901 Iteration 9Q: 3 clusters Score -4538.301 nChanged 6 ComputeScore: Raw -4758.099876 + Penalty 214.781283 = -4543.318593 Iteration 10Q: 3 clusters Score -4543.319 nChanged 3 ComputeScore: Raw -4759.013086 + Penalty 214.781283 = -4544.231803 Iteration 11Q: 3 clusters Score -4544.232 nChanged 4 ComputeScore: Raw -4760.950195 + Penalty 214.781283 = -4546.168913 Iteration 12Q: 3 clusters Score -4546.169 nChanged 2 ComputeScore: Raw -4761.775864 + Penalty 214.781283 = -4546.994582 Iteration 13Q: 3 clusters Score -4546.995 nChanged 2 ComputeScore: Raw -4762.059688 + Penalty 214.781283 = -4547.278406 Iteration 14Q: 3 clusters Score -4547.278 nChanged 0 ComputeScore: Raw -4762.059688 + Penalty 214.781283 = -4547.278406 Iteration 15F: 3 clusters Score -4547.278 nChanged 0 Trying to split cluster 40 (51 points) Assigned 2 initial classes randomly. ComputeScore: Raw -838.732642 + Penalty 70.772861 = -767.959781 Iteration 0F: 2 clusters Score -767.9598 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -828.762994 + Penalty 141.545723 = -687.217271 Iteration 0F: 3 clusters Score -687.2173 nChanged 9 ComputeScore: Raw -840.814467 + Penalty 141.545723 = -699.268745 Iteration 1F: 3 clusters Score -699.2687 nChanged 2 ComputeScore: Raw -843.175938 + Penalty 141.545723 = -701.630215 Iteration 2Q: 3 clusters Score -701.6302 nChanged 1 ComputeScore: Raw -844.859125 + Penalty 141.545723 = -703.313402 Iteration 3Q: 3 clusters Score -703.3134 nChanged 0 ComputeScore: Raw -844.859125 + Penalty 141.545723 = -703.313402 Iteration 4F: 3 clusters Score -703.3134 nChanged 0 Trying to split cluster 41 (957 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10756.475845 + Penalty 123.548461 = -10632.927384 Iteration 0F: 2 clusters Score -10632.93 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10219.895529 + Penalty 247.096922 = -9972.798607 Iteration 0F: 3 clusters Score -9972.799 nChanged 426 ComputeScore: Raw -10504.829987 + Penalty 247.096922 = -10257.733065 Iteration 1F: 3 clusters Score -10257.73 nChanged 62 ComputeScore: Raw -10546.476912 + Penalty 247.096922 = -10299.379990 Iteration 2F: 3 clusters Score -10299.38 nChanged 48 ComputeScore: Raw -10599.738660 + Penalty 247.096922 = -10352.641738 Iteration 3F: 3 clusters Score -10352.64 nChanged 44 ComputeScore: Raw -10638.086174 + Penalty 247.096922 = -10390.989252 Iteration 4Q: 3 clusters Score -10390.99 nChanged 30 ComputeScore: Raw -10662.197210 + Penalty 247.096922 = -10415.100288 Iteration 5Q: 3 clusters Score -10415.1 nChanged 29 ComputeScore: Raw -10690.360412 + Penalty 247.096922 = -10443.263490 Iteration 6Q: 3 clusters Score -10443.26 nChanged 18 ComputeScore: Raw -10701.691415 + Penalty 247.096922 = -10454.594493 Iteration 7Q: 3 clusters Score -10454.59 nChanged 15 ComputeScore: Raw -10707.639692 + Penalty 247.096922 = -10460.542770 Iteration 8Q: 3 clusters Score -10460.54 nChanged 5 ComputeScore: Raw -10710.179210 + Penalty 247.096922 = -10463.082288 Iteration 9Q: 3 clusters Score -10463.08 nChanged 7 ComputeScore: Raw -10713.518340 + Penalty 247.096922 = -10466.421418 Iteration 10Q: 3 clusters Score -10466.42 nChanged 5 ComputeScore: Raw -10714.612446 + Penalty 247.096922 = -10467.515524 Iteration 11Q: 3 clusters Score -10467.52 nChanged 6 ComputeScore: Raw -10716.720401 + Penalty 247.096922 = -10469.623479 Iteration 12Q: 3 clusters Score -10469.62 nChanged 4 ComputeScore: Raw -10717.855494 + Penalty 247.096922 = -10470.758572 Iteration 13Q: 3 clusters Score -10470.76 nChanged 3 ComputeScore: Raw -10719.052879 + Penalty 247.096922 = -10471.955957 Iteration 14Q: 3 clusters Score -10471.96 nChanged 4 ComputeScore: Raw -10720.485556 + Penalty 247.096922 = -10473.388634 Iteration 15Q: 3 clusters Score -10473.39 nChanged 1 ComputeScore: Raw -10720.878396 + Penalty 247.096922 = -10473.781474 Iteration 16Q: 3 clusters Score -10473.78 nChanged 3 ComputeScore: Raw -10722.746083 + Penalty 247.096922 = -10475.649161 Iteration 17Q: 3 clusters Score -10475.65 nChanged 5 ComputeScore: Raw -10726.215963 + Penalty 247.096922 = -10479.119041 Iteration 18Q: 3 clusters Score -10479.12 nChanged 4 ComputeScore: Raw -10727.840655 + Penalty 247.096922 = -10480.743732 Iteration 19Q: 3 clusters Score -10480.74 nChanged 3 ComputeScore: Raw -10728.437822 + Penalty 247.096922 = -10481.340900 Iteration 20F: 3 clusters Score -10481.34 nChanged 2 ComputeScore: Raw -10729.183783 + Penalty 247.096922 = -10482.086860 Iteration 21Q: 3 clusters Score -10482.09 nChanged 2 ComputeScore: Raw -10729.513671 + Penalty 247.096922 = -10482.416749 Iteration 22Q: 3 clusters Score -10482.42 nChanged 0 ComputeScore: Raw -10729.513671 + Penalty 247.096922 = -10482.416749 Iteration 23F: 3 clusters Score -10482.42 nChanged 0 Trying to split cluster 42 (262 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3649.025083 + Penalty 100.230201 = -3548.794882 Iteration 0F: 2 clusters Score -3548.795 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3544.016848 + Penalty 200.460402 = -3343.556445 Iteration 0F: 3 clusters Score -3343.556 nChanged 93 ComputeScore: Raw -3612.032779 + Penalty 200.460402 = -3411.572377 Iteration 1F: 3 clusters Score -3411.572 nChanged 10 ComputeScore: Raw -3623.497321 + Penalty 200.460402 = -3423.036919 Iteration 2Q: 3 clusters Score -3423.037 nChanged 8 ComputeScore: Raw -3635.958434 + Penalty 200.460402 = -3435.498032 Iteration 3Q: 3 clusters Score -3435.498 nChanged 6 ComputeScore: Raw -3644.162437 + Penalty 200.460402 = -3443.702035 Iteration 4Q: 3 clusters Score -3443.702 nChanged 4 ComputeScore: Raw -3666.124335 + Penalty 200.460402 = -3465.663933 Iteration 5Q: 3 clusters Score -3465.664 nChanged 4 ComputeScore: Raw -3669.660267 + Penalty 200.460402 = -3469.199865 Iteration 6Q: 3 clusters Score -3469.2 nChanged 3 ComputeScore: Raw -3671.991574 + Penalty 200.460402 = -3471.531172 Iteration 7Q: 3 clusters Score -3471.531 nChanged 2 ComputeScore: Raw -3672.748410 + Penalty 200.460402 = -3472.288008 Iteration 8Q: 3 clusters Score -3472.288 nChanged 1 ComputeScore: Raw -3672.867418 + Penalty 200.460402 = -3472.407015 Iteration 9Q: 3 clusters Score -3472.407 nChanged 0 ComputeScore: Raw -3672.867418 + Penalty 200.460402 = -3472.407015 Iteration 10F: 3 clusters Score -3472.407 nChanged 0 Trying to split cluster 43 (88 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1370.397290 + Penalty 80.592063 = -1289.805228 Iteration 0F: 2 clusters Score -1289.805 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1340.572501 + Penalty 161.184125 = -1179.388375 Iteration 0F: 3 clusters Score -1179.388 nChanged 24 ComputeScore: Raw -1362.488095 + Penalty 161.184125 = -1201.303970 Iteration 1F: 3 clusters Score -1201.304 nChanged 6 ComputeScore: Raw -1369.716300 + Penalty 161.184125 = -1208.532174 Iteration 2F: 3 clusters Score -1208.532 nChanged 0 Trying to split cluster 44 (316 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4096.823854 + Penalty 103.603360 = -3993.220494 Iteration 0F: 2 clusters Score -3993.22 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3950.865208 + Penalty 207.206720 = -3743.658488 Iteration 0F: 3 clusters Score -3743.658 nChanged 120 ComputeScore: Raw -4038.443599 + Penalty 207.206720 = -3831.236879 Iteration 1F: 3 clusters Score -3831.237 nChanged 22 ComputeScore: Raw -4053.081079 + Penalty 207.206720 = -3845.874359 Iteration 2F: 3 clusters Score -3845.874 nChanged 14 ComputeScore: Raw -4061.601704 + Penalty 207.206720 = -3854.394984 Iteration 3Q: 3 clusters Score -3854.395 nChanged 9 ComputeScore: Raw -4069.528431 + Penalty 207.206720 = -3862.321712 Iteration 4Q: 3 clusters Score -3862.322 nChanged 11 ComputeScore: Raw -4080.147872 + Penalty 207.206720 = -3872.941153 Iteration 5Q: 3 clusters Score -3872.941 nChanged 4 ComputeScore: Raw -4084.517795 + Penalty 207.206720 = -3877.311075 Iteration 6Q: 3 clusters Score -3877.311 nChanged 2 ComputeScore: Raw -4090.298084 + Penalty 207.206720 = -3883.091364 Iteration 7Q: 3 clusters Score -3883.091 nChanged 4 ComputeScore: Raw -4095.218824 + Penalty 207.206720 = -3888.012104 Iteration 8Q: 3 clusters Score -3888.012 nChanged 3 ComputeScore: Raw -4096.654546 + Penalty 207.206720 = -3889.447826 Iteration 9Q: 3 clusters Score -3889.448 nChanged 1 ComputeScore: Raw -4096.834406 + Penalty 207.206720 = -3889.627686 Iteration 10Q: 3 clusters Score -3889.628 nChanged 0 ComputeScore: Raw -4096.834406 + Penalty 207.206720 = -3889.627686 Iteration 11F: 3 clusters Score -3889.628 nChanged 0 ConsiderDeletion: ComputeScore: Raw -545164.279497 + Penalty 9164.605821 = -535999.673676Iteration 350F: 46 clusters Score -535999.7 nChanged 36 ConsiderDeletion: ComputeScore: Raw -545189.641381 + Penalty 9164.605821 = -536025.035560Iteration 351Q: 46 clusters Score -536025 nChanged 15 ConsiderDeletion: ComputeScore: Raw -545194.391033 + Penalty 9164.605821 = -536029.785212Iteration 352Q: 46 clusters Score -536029.8 nChanged 9 ConsiderDeletion: ComputeScore: Raw -545196.356772 + Penalty 9164.605821 = -536031.750951Iteration 353Q: 46 clusters Score -536031.8 nChanged 11 ConsiderDeletion: ComputeScore: Raw -545198.573396 + Penalty 9164.605821 = -536033.967575Iteration 354Q: 46 clusters Score -536034 nChanged 9 ConsiderDeletion: ComputeScore: Raw -545199.573775 + Penalty 9164.605821 = -536034.967954Iteration 355Q: 46 clusters Score -536035 nChanged 4 ConsiderDeletion: ComputeScore: Raw -545200.023589 + Penalty 9164.605821 = -536035.417768Iteration 356Q: 46 clusters Score -536035.4 nChanged 4 ConsiderDeletion: ComputeScore: Raw -545200.458337 + Penalty 9164.605821 = -536035.852516Iteration 357Q: 46 clusters Score -536035.9 nChanged 6 ConsiderDeletion: ComputeScore: Raw -545201.015911 + Penalty 9164.605821 = -536036.410090Iteration 358Q: 46 clusters Score -536036.4 nChanged 6 ComputeScore: Raw -545201.015911 + Penalty 9164.605821 = -536036.410090Trying to split cluster 1 (386 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5071.983740 + Penalty 107.205073 = -4964.778667 Iteration 0F: 2 clusters Score -4964.779 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4876.440604 + Penalty 214.410145 = -4662.030459 Iteration 0F: 3 clusters Score -4662.03 nChanged 153 ComputeScore: Raw -4973.835024 + Penalty 214.410145 = -4759.424879 Iteration 1F: 3 clusters Score -4759.425 nChanged 29 ComputeScore: Raw -4993.974278 + Penalty 214.410145 = -4779.564133 Iteration 2F: 3 clusters Score -4779.564 nChanged 22 ComputeScore: Raw -5014.601546 + Penalty 214.410145 = -4800.191400 Iteration 3F: 3 clusters Score -4800.191 nChanged 11 ComputeScore: Raw -5025.205303 + Penalty 214.410145 = -4810.795157 Iteration 4Q: 3 clusters Score -4810.795 nChanged 16 ComputeScore: Raw -5032.316142 + Penalty 214.410145 = -4817.905997 Iteration 5Q: 3 clusters Score -4817.906 nChanged 8 ComputeScore: Raw -5035.128785 + Penalty 214.410145 = -4820.718639 Iteration 6Q: 3 clusters Score -4820.719 nChanged 8 ComputeScore: Raw -5039.872894 + Penalty 214.410145 = -4825.462749 Iteration 7Q: 3 clusters Score -4825.463 nChanged 10 ComputeScore: Raw -5042.530208 + Penalty 214.410145 = -4828.120062 Iteration 8Q: 3 clusters Score -4828.12 nChanged 2 ComputeScore: Raw -5043.957025 + Penalty 214.410145 = -4829.546879 Iteration 9Q: 3 clusters Score -4829.547 nChanged 4 ComputeScore: Raw -5045.185979 + Penalty 214.410145 = -4830.775833 Iteration 10Q: 3 clusters Score -4830.776 nChanged 1 ComputeScore: Raw -5045.264407 + Penalty 214.410145 = -4830.854261 Iteration 11Q: 3 clusters Score -4830.854 nChanged 0 ComputeScore: Raw -5045.264407 + Penalty 214.410145 = -4830.854261 Iteration 12F: 3 clusters Score -4830.854 nChanged 0 Trying to split cluster 2 (358 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2983.986276 + Penalty 105.849594 = -2878.136682 Iteration 0F: 2 clusters Score -2878.137 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2803.212199 + Penalty 211.699188 = -2591.513012 Iteration 0F: 3 clusters Score -2591.513 nChanged 130 ComputeScore: Raw -2893.616470 + Penalty 211.699188 = -2681.917283 Iteration 1F: 3 clusters Score -2681.917 nChanged 33 ComputeScore: Raw -2921.796299 + Penalty 211.699188 = -2710.097112 Iteration 2F: 3 clusters Score -2710.097 nChanged 19 ComputeScore: Raw -2932.722161 + Penalty 211.699188 = -2721.022974 Iteration 3F: 3 clusters Score -2721.023 nChanged 10 ComputeScore: Raw -2943.819069 + Penalty 211.699188 = -2732.119882 Iteration 4Q: 3 clusters Score -2732.12 nChanged 18 ComputeScore: Raw -2960.911068 + Penalty 211.699188 = -2749.211880 Iteration 5F: 3 clusters Score -2749.212 nChanged 10 ComputeScore: Raw -2969.429829 + Penalty 211.699188 = -2757.730641 Iteration 6Q: 3 clusters Score -2757.731 nChanged 7 ComputeScore: Raw -2982.367187 + Penalty 211.699188 = -2770.667999 Iteration 7Q: 3 clusters Score -2770.668 nChanged 5 ComputeScore: Raw -2992.247662 + Penalty 211.699188 = -2780.548475 Iteration 8Q: 3 clusters Score -2780.548 nChanged 7 ComputeScore: Raw -3003.048112 + Penalty 211.699188 = -2791.348924 Iteration 9Q: 3 clusters Score -2791.349 nChanged 2 ComputeScore: Raw -3004.571302 + Penalty 211.699188 = -2792.872114 Iteration 10Q: 3 clusters Score -2792.872 nChanged 3 ComputeScore: Raw -3006.882844 + Penalty 211.699188 = -2795.183656 Iteration 11Q: 3 clusters Score -2795.184 nChanged 2 ComputeScore: Raw -3008.418039 + Penalty 211.699188 = -2796.718851 Iteration 12Q: 3 clusters Score -2796.719 nChanged 0 ComputeScore: Raw -3008.418039 + Penalty 211.699188 = -2796.718851 Iteration 13F: 3 clusters Score -2796.719 nChanged 0 Trying to split cluster 3 (286 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4323.149462 + Penalty 101.807853 = -4221.341610 Iteration 0F: 2 clusters Score -4221.342 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4181.339510 + Penalty 203.615705 = -3977.723805 Iteration 0F: 3 clusters Score -3977.724 nChanged 112 ComputeScore: Raw -4240.584422 + Penalty 203.615705 = -4036.968717 Iteration 1F: 3 clusters Score -4036.969 nChanged 28 ComputeScore: Raw -4261.770151 + Penalty 203.615705 = -4058.154446 Iteration 2F: 3 clusters Score -4058.154 nChanged 20 ComputeScore: Raw -4275.699265 + Penalty 203.615705 = -4072.083560 Iteration 3F: 3 clusters Score -4072.084 nChanged 10 ComputeScore: Raw -4283.890214 + Penalty 203.615705 = -4080.274509 Iteration 4Q: 3 clusters Score -4080.275 nChanged 6 ComputeScore: Raw -4292.532848 + Penalty 203.615705 = -4088.917143 Iteration 5Q: 3 clusters Score -4088.917 nChanged 14 ComputeScore: Raw -4301.697215 + Penalty 203.615705 = -4098.081510 Iteration 6Q: 3 clusters Score -4098.082 nChanged 7 ComputeScore: Raw -4306.023260 + Penalty 203.615705 = -4102.407555 Iteration 7Q: 3 clusters Score -4102.408 nChanged 8 ComputeScore: Raw -4308.952648 + Penalty 203.615705 = -4105.336942 Iteration 8Q: 3 clusters Score -4105.337 nChanged 2 ComputeScore: Raw -4311.044970 + Penalty 203.615705 = -4107.429264 Iteration 9Q: 3 clusters Score -4107.429 nChanged 2 ComputeScore: Raw -4314.689357 + Penalty 203.615705 = -4111.073652 Iteration 10Q: 3 clusters Score -4111.074 nChanged 6 ComputeScore: Raw -4319.364523 + Penalty 203.615705 = -4115.748818 Iteration 11Q: 3 clusters Score -4115.749 nChanged 1 ComputeScore: Raw -4319.914535 + Penalty 203.615705 = -4116.298829 Iteration 12Q: 3 clusters Score -4116.299 nChanged 0 ComputeScore: Raw -4319.914535 + Penalty 203.615705 = -4116.298829 Iteration 13F: 3 clusters Score -4116.299 nChanged 0 Trying to split cluster 4 (4774 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42506.839732 + Penalty 152.476917 = -42354.362815 Iteration 0F: 2 clusters Score -42354.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39548.728609 + Penalty 304.953833 = -39243.774776 Iteration 0F: 3 clusters Score -39243.77 nChanged 2249 ComputeScore: Raw -41090.328468 + Penalty 304.953833 = -40785.374635 Iteration 1F: 3 clusters Score -40785.37 nChanged 359 ComputeScore: Raw -41344.747074 + Penalty 304.953833 = -41039.793241 Iteration 2F: 3 clusters Score -41039.79 nChanged 302 ComputeScore: Raw -41576.014728 + Penalty 304.953833 = -41271.060895 Iteration 3F: 3 clusters Score -41271.06 nChanged 231 ComputeScore: Raw -41753.551887 + Penalty 304.953833 = -41448.598054 Iteration 4Q: 3 clusters Score -41448.6 nChanged 170 ComputeScore: Raw -41850.161808 + Penalty 304.953833 = -41545.207975 Iteration 5Q: 3 clusters Score -41545.21 nChanged 116 ComputeScore: Raw -41899.255957 + Penalty 304.953833 = -41594.302124 Iteration 6Q: 3 clusters Score -41594.3 nChanged 102 ComputeScore: Raw -41938.081092 + Penalty 304.953833 = -41633.127259 Iteration 7Q: 3 clusters Score -41633.13 nChanged 103 ComputeScore: Raw -41977.709983 + Penalty 304.953833 = -41672.756150 Iteration 8Q: 3 clusters Score -41672.76 nChanged 107 ComputeScore: Raw -42029.186540 + Penalty 304.953833 = -41724.232706 Iteration 9Q: 3 clusters Score -41724.23 nChanged 116 ComputeScore: Raw -42086.614327 + Penalty 304.953833 = -41781.660494 Iteration 10Q: 3 clusters Score -41781.66 nChanged 103 ComputeScore: Raw -42133.406969 + Penalty 304.953833 = -41828.453136 Iteration 11Q: 3 clusters Score -41828.45 nChanged 92 ComputeScore: Raw -42174.586747 + Penalty 304.953833 = -41869.632914 Iteration 12Q: 3 clusters Score -41869.63 nChanged 75 ComputeScore: Raw -42207.420747 + Penalty 304.953833 = -41902.466914 Iteration 13Q: 3 clusters Score -41902.47 nChanged 67 ComputeScore: Raw -42236.379631 + Penalty 304.953833 = -41931.425798 Iteration 14Q: 3 clusters Score -41931.43 nChanged 61 ComputeScore: Raw -42261.861205 + Penalty 304.953833 = -41956.907372 Iteration 15Q: 3 clusters Score -41956.91 nChanged 56 ComputeScore: Raw -42281.962714 + Penalty 304.953833 = -41977.008881 Iteration 16Q: 3 clusters Score -41977.01 nChanged 50 ComputeScore: Raw -42301.824451 + Penalty 304.953833 = -41996.870618 Iteration 17Q: 3 clusters Score -41996.87 nChanged 53 ComputeScore: Raw -42326.414632 + Penalty 304.953833 = -42021.460799 Iteration 18Q: 3 clusters Score -42021.46 nChanged 46 ComputeScore: Raw -42351.671227 + Penalty 304.953833 = -42046.717394 Iteration 19Q: 3 clusters Score -42046.72 nChanged 54 ComputeScore: Raw -42384.377580 + Penalty 304.953833 = -42079.423747 Iteration 20F: 3 clusters Score -42079.42 nChanged 42 ComputeScore: Raw -42410.137066 + Penalty 304.953833 = -42105.183233 Iteration 21Q: 3 clusters Score -42105.18 nChanged 37 ComputeScore: Raw -42428.875126 + Penalty 304.953833 = -42123.921293 Iteration 22Q: 3 clusters Score -42123.92 nChanged 37 ComputeScore: Raw -42444.382683 + Penalty 304.953833 = -42139.428850 Iteration 23Q: 3 clusters Score -42139.43 nChanged 28 ComputeScore: Raw -42455.768027 + Penalty 304.953833 = -42150.814194 Iteration 24Q: 3 clusters Score -42150.81 nChanged 30 ComputeScore: Raw -42470.033649 + Penalty 304.953833 = -42165.079815 Iteration 25Q: 3 clusters Score -42165.08 nChanged 30 ComputeScore: Raw -42489.733850 + Penalty 304.953833 = -42184.780016 Iteration 26Q: 3 clusters Score -42184.78 nChanged 24 ComputeScore: Raw -42509.811445 + Penalty 304.953833 = -42204.857612 Iteration 27Q: 3 clusters Score -42204.86 nChanged 18 ComputeScore: Raw -42526.902182 + Penalty 304.953833 = -42221.948349 Iteration 28Q: 3 clusters Score -42221.95 nChanged 9 ComputeScore: Raw -42533.984896 + Penalty 304.953833 = -42229.031063 Iteration 29Q: 3 clusters Score -42229.03 nChanged 10 ComputeScore: Raw -42543.046399 + Penalty 304.953833 = -42238.092566 Iteration 30Q: 3 clusters Score -42238.09 nChanged 6 ComputeScore: Raw -42551.823815 + Penalty 304.953833 = -42246.869982 Iteration 31Q: 3 clusters Score -42246.87 nChanged 4 ComputeScore: Raw -42555.138919 + Penalty 304.953833 = -42250.185086 Iteration 32Q: 3 clusters Score -42250.19 nChanged 1 ComputeScore: Raw -42556.900943 + Penalty 304.953833 = -42251.947110 Iteration 33Q: 3 clusters Score -42251.95 nChanged 1 ComputeScore: Raw -42558.701732 + Penalty 304.953833 = -42253.747898 Iteration 34Q: 3 clusters Score -42253.75 nChanged 2 ComputeScore: Raw -42561.073121 + Penalty 304.953833 = -42256.119288 Iteration 35Q: 3 clusters Score -42256.12 nChanged 2 ComputeScore: Raw -42562.311465 + Penalty 304.953833 = -42257.357632 Iteration 36Q: 3 clusters Score -42257.36 nChanged 0 ComputeScore: Raw -42562.311465 + Penalty 304.953833 = -42257.357632 Iteration 37F: 3 clusters Score -42257.36 nChanged 0 Trying to split cluster 5 (2591 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25757.064433 + Penalty 141.476385 = -25615.588048 Iteration 0F: 2 clusters Score -25615.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24139.541987 + Penalty 282.952771 = -23856.589216 Iteration 0F: 3 clusters Score -23856.59 nChanged 1207 ComputeScore: Raw -24809.109558 + Penalty 282.952771 = -24526.156788 Iteration 1F: 3 clusters Score -24526.16 nChanged 153 ComputeScore: Raw -24868.108901 + Penalty 282.952771 = -24585.156131 Iteration 2F: 3 clusters Score -24585.16 nChanged 140 ComputeScore: Raw -24935.556428 + Penalty 282.952771 = -24652.603657 Iteration 3F: 3 clusters Score -24652.6 nChanged 151 ComputeScore: Raw -25044.656193 + Penalty 282.952771 = -24761.703422 Iteration 4F: 3 clusters Score -24761.7 nChanged 147 ComputeScore: Raw -25175.286165 + Penalty 282.952771 = -24892.333395 Iteration 5F: 3 clusters Score -24892.33 nChanged 136 ComputeScore: Raw -25348.420512 + Penalty 282.952771 = -25065.467741 Iteration 6F: 3 clusters Score -25065.47 nChanged 107 ComputeScore: Raw -25478.509309 + Penalty 282.952771 = -25195.556538 Iteration 7Q: 3 clusters Score -25195.56 nChanged 93 ComputeScore: Raw -25537.826774 + Penalty 282.952771 = -25254.874004 Iteration 8Q: 3 clusters Score -25254.87 nChanged 64 ComputeScore: Raw -25578.732002 + Penalty 282.952771 = -25295.779232 Iteration 9Q: 3 clusters Score -25295.78 nChanged 42 ComputeScore: Raw -25605.800989 + Penalty 282.952771 = -25322.848218 Iteration 10Q: 3 clusters Score -25322.85 nChanged 35 ComputeScore: Raw -25626.049200 + Penalty 282.952771 = -25343.096429 Iteration 11Q: 3 clusters Score -25343.1 nChanged 34 ComputeScore: Raw -25642.661527 + Penalty 282.952771 = -25359.708757 Iteration 12Q: 3 clusters Score -25359.71 nChanged 29 ComputeScore: Raw -25656.617195 + Penalty 282.952771 = -25373.664425 Iteration 13Q: 3 clusters Score -25373.66 nChanged 29 ComputeScore: Raw -25668.438425 + Penalty 282.952771 = -25385.485654 Iteration 14Q: 3 clusters Score -25385.49 nChanged 22 ComputeScore: Raw -25676.137924 + Penalty 282.952771 = -25393.185154 Iteration 15Q: 3 clusters Score -25393.19 nChanged 21 ComputeScore: Raw -25687.718247 + Penalty 282.952771 = -25404.765476 Iteration 16Q: 3 clusters Score -25404.77 nChanged 23 ComputeScore: Raw -25699.709420 + Penalty 282.952771 = -25416.756649 Iteration 17Q: 3 clusters Score -25416.76 nChanged 28 ComputeScore: Raw -25720.180876 + Penalty 282.952771 = -25437.228106 Iteration 18Q: 3 clusters Score -25437.23 nChanged 16 ComputeScore: Raw -25727.636449 + Penalty 282.952771 = -25444.683679 Iteration 19Q: 3 clusters Score -25444.68 nChanged 15 ComputeScore: Raw -25735.454174 + Penalty 282.952771 = -25452.501403 Iteration 20F: 3 clusters Score -25452.5 nChanged 18 ComputeScore: Raw -25744.109040 + Penalty 282.952771 = -25461.156269 Iteration 21Q: 3 clusters Score -25461.16 nChanged 16 ComputeScore: Raw -25750.405584 + Penalty 282.952771 = -25467.452813 Iteration 22Q: 3 clusters Score -25467.45 nChanged 12 ComputeScore: Raw -25755.033034 + Penalty 282.952771 = -25472.080264 Iteration 23Q: 3 clusters Score -25472.08 nChanged 13 ComputeScore: Raw -25759.068989 + Penalty 282.952771 = -25476.116218 Iteration 24Q: 3 clusters Score -25476.12 nChanged 9 ComputeScore: Raw -25762.004405 + Penalty 282.952771 = -25479.051635 Iteration 25Q: 3 clusters Score -25479.05 nChanged 7 ComputeScore: Raw -25764.195427 + Penalty 282.952771 = -25481.242656 Iteration 26Q: 3 clusters Score -25481.24 nChanged 6 ComputeScore: Raw -25767.723447 + Penalty 282.952771 = -25484.770676 Iteration 27Q: 3 clusters Score -25484.77 nChanged 6 ComputeScore: Raw -25770.422687 + Penalty 282.952771 = -25487.469917 Iteration 28Q: 3 clusters Score -25487.47 nChanged 8 ComputeScore: Raw -25773.960079 + Penalty 282.952771 = -25491.007309 Iteration 29Q: 3 clusters Score -25491.01 nChanged 7 ComputeScore: Raw -25776.274009 + Penalty 282.952771 = -25493.321239 Iteration 30Q: 3 clusters Score -25493.32 nChanged 7 ComputeScore: Raw -25778.471552 + Penalty 282.952771 = -25495.518781 Iteration 31Q: 3 clusters Score -25495.52 nChanged 4 ComputeScore: Raw -25779.383899 + Penalty 282.952771 = -25496.431128 Iteration 32Q: 3 clusters Score -25496.43 nChanged 2 ComputeScore: Raw -25780.195398 + Penalty 282.952771 = -25497.242628 Iteration 33Q: 3 clusters Score -25497.24 nChanged 0 ComputeScore: Raw -25780.195398 + Penalty 282.952771 = -25497.242628 Iteration 34F: 3 clusters Score -25497.24 nChanged 0 Trying to split cluster 6 (5099 points) Assigned 2 initial classes randomly. ComputeScore: Raw -46549.706234 + Penalty 153.662395 = -46396.043839 Iteration 0F: 2 clusters Score -46396.04 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -43302.607191 + Penalty 307.324790 = -42995.282401 Iteration 0F: 3 clusters Score -42995.28 nChanged 2415 ComputeScore: Raw -44768.039728 + Penalty 307.324790 = -44460.714938 Iteration 1F: 3 clusters Score -44460.71 nChanged 348 ComputeScore: Raw -44994.861076 + Penalty 307.324790 = -44687.536286 Iteration 2F: 3 clusters Score -44687.54 nChanged 345 ComputeScore: Raw -45195.713932 + Penalty 307.324790 = -44888.389142 Iteration 3F: 3 clusters Score -44888.39 nChanged 256 ComputeScore: Raw -45335.737473 + Penalty 307.324790 = -45028.412683 Iteration 4F: 3 clusters Score -45028.41 nChanged 201 ComputeScore: Raw -45485.558787 + Penalty 307.324790 = -45178.233997 Iteration 5Q: 3 clusters Score -45178.23 nChanged 207 ComputeScore: Raw -45600.978777 + Penalty 307.324790 = -45293.653987 Iteration 6Q: 3 clusters Score -45293.65 nChanged 155 ComputeScore: Raw -45655.728625 + Penalty 307.324790 = -45348.403835 Iteration 7Q: 3 clusters Score -45348.4 nChanged 99 ComputeScore: Raw -45682.221404 + Penalty 307.324790 = -45374.896614 Iteration 8Q: 3 clusters Score -45374.9 nChanged 60 ComputeScore: Raw -45695.798218 + Penalty 307.324790 = -45388.473428 Iteration 9Q: 3 clusters Score -45388.47 nChanged 51 ComputeScore: Raw -45706.231546 + Penalty 307.324790 = -45398.906756 Iteration 10Q: 3 clusters Score -45398.91 nChanged 53 ComputeScore: Raw -45715.942621 + Penalty 307.324790 = -45408.617831 Iteration 11Q: 3 clusters Score -45408.62 nChanged 52 ComputeScore: Raw -45726.187596 + Penalty 307.324790 = -45418.862806 Iteration 12Q: 3 clusters Score -45418.86 nChanged 48 ComputeScore: Raw -45736.338269 + Penalty 307.324790 = -45429.013479 Iteration 13Q: 3 clusters Score -45429.01 nChanged 58 ComputeScore: Raw -45751.073567 + Penalty 307.324790 = -45443.748777 Iteration 14Q: 3 clusters Score -45443.75 nChanged 62 ComputeScore: Raw -45768.514896 + Penalty 307.324790 = -45461.190106 Iteration 15Q: 3 clusters Score -45461.19 nChanged 71 ComputeScore: Raw -45786.556710 + Penalty 307.324790 = -45479.231920 Iteration 16Q: 3 clusters Score -45479.23 nChanged 52 ComputeScore: Raw -45797.233279 + Penalty 307.324790 = -45489.908489 Iteration 17Q: 3 clusters Score -45489.91 nChanged 61 ComputeScore: Raw -45812.703002 + Penalty 307.324790 = -45505.378212 Iteration 18Q: 3 clusters Score -45505.38 nChanged 70 ComputeScore: Raw -45832.834436 + Penalty 307.324790 = -45525.509646 Iteration 19Q: 3 clusters Score -45525.51 nChanged 77 ComputeScore: Raw -45859.239474 + Penalty 307.324790 = -45551.914684 Iteration 20F: 3 clusters Score -45551.91 nChanged 82 ComputeScore: Raw -45892.259286 + Penalty 307.324790 = -45584.934496 Iteration 21Q: 3 clusters Score -45584.93 nChanged 103 ComputeScore: Raw -45935.562693 + Penalty 307.324790 = -45628.237903 Iteration 22Q: 3 clusters Score -45628.24 nChanged 107 ComputeScore: Raw -45982.263215 + Penalty 307.324790 = -45674.938425 Iteration 23Q: 3 clusters Score -45674.94 nChanged 109 ComputeScore: Raw -46031.446535 + Penalty 307.324790 = -45724.121745 Iteration 24Q: 3 clusters Score -45724.12 nChanged 108 ComputeScore: Raw -46080.249678 + Penalty 307.324790 = -45772.924889 Iteration 25Q: 3 clusters Score -45772.92 nChanged 89 ComputeScore: Raw -46118.642977 + Penalty 307.324790 = -45811.318187 Iteration 26Q: 3 clusters Score -45811.32 nChanged 97 ComputeScore: Raw -46159.870235 + Penalty 307.324790 = -45852.545445 Iteration 27Q: 3 clusters Score -45852.55 nChanged 84 ComputeScore: Raw -46193.261335 + Penalty 307.324790 = -45885.936545 Iteration 28Q: 3 clusters Score -45885.94 nChanged 86 ComputeScore: Raw -46228.362131 + Penalty 307.324790 = -45921.037341 Iteration 29Q: 3 clusters Score -45921.04 nChanged 79 ComputeScore: Raw -46264.918820 + Penalty 307.324790 = -45957.594030 Iteration 30Q: 3 clusters Score -45957.59 nChanged 80 ComputeScore: Raw -46311.241848 + Penalty 307.324790 = -46003.917058 Iteration 31Q: 3 clusters Score -46003.92 nChanged 78 ComputeScore: Raw -46352.731084 + Penalty 307.324790 = -46045.406294 Iteration 32Q: 3 clusters Score -46045.41 nChanged 56 ComputeScore: Raw -46378.320173 + Penalty 307.324790 = -46070.995383 Iteration 33Q: 3 clusters Score -46071 nChanged 53 ComputeScore: Raw -46408.906115 + Penalty 307.324790 = -46101.581325 Iteration 34Q: 3 clusters Score -46101.58 nChanged 47 ComputeScore: Raw -46434.954820 + Penalty 307.324790 = -46127.630030 Iteration 35Q: 3 clusters Score -46127.63 nChanged 44 ComputeScore: Raw -46459.266373 + Penalty 307.324790 = -46151.941583 Iteration 36Q: 3 clusters Score -46151.94 nChanged 40 ComputeScore: Raw -46484.301557 + Penalty 307.324790 = -46176.976767 Iteration 37Q: 3 clusters Score -46176.98 nChanged 32 ComputeScore: Raw -46503.535615 + Penalty 307.324790 = -46196.210825 Iteration 38Q: 3 clusters Score -46196.21 nChanged 23 ComputeScore: Raw -46517.336698 + Penalty 307.324790 = -46210.011908 Iteration 39Q: 3 clusters Score -46210.01 nChanged 16 ComputeScore: Raw -46528.106012 + Penalty 307.324790 = -46220.781222 Iteration 40F: 3 clusters Score -46220.78 nChanged 12 ComputeScore: Raw -46532.429902 + Penalty 307.324790 = -46225.105112 Iteration 41Q: 3 clusters Score -46225.11 nChanged 7 ComputeScore: Raw -46535.170654 + Penalty 307.324790 = -46227.845864 Iteration 42Q: 3 clusters Score -46227.85 nChanged 9 ComputeScore: Raw -46541.091023 + Penalty 307.324790 = -46233.766233 Iteration 43Q: 3 clusters Score -46233.77 nChanged 10 ComputeScore: Raw -46545.752946 + Penalty 307.324790 = -46238.428156 Iteration 44Q: 3 clusters Score -46238.43 nChanged 7 ComputeScore: Raw -46548.560080 + Penalty 307.324790 = -46241.235290 Iteration 45Q: 3 clusters Score -46241.24 nChanged 3 ComputeScore: Raw -46549.195790 + Penalty 307.324790 = -46241.871000 Iteration 46Q: 3 clusters Score -46241.87 nChanged 4 ComputeScore: Raw -46550.434079 + Penalty 307.324790 = -46243.109289 Iteration 47Q: 3 clusters Score -46243.11 nChanged 5 ComputeScore: Raw -46552.898770 + Penalty 307.324790 = -46245.573980 Iteration 48Q: 3 clusters Score -46245.57 nChanged 6 ComputeScore: Raw -46559.040191 + Penalty 307.324790 = -46251.715401 Iteration 49Q: 3 clusters Score -46251.72 nChanged 2 ComputeScore: Raw -46559.489156 + Penalty 307.324790 = -46252.164366 Iteration 50Q: 3 clusters Score -46252.16 nChanged 1 ComputeScore: Raw -46559.586793 + Penalty 307.324790 = -46252.262003 Iteration 51Q: 3 clusters Score -46252.26 nChanged 1 ComputeScore: Raw -46560.073866 + Penalty 307.324790 = -46252.749076 Iteration 52Q: 3 clusters Score -46252.75 nChanged 0 ComputeScore: Raw -46560.073866 + Penalty 307.324790 = -46252.749076 Iteration 53F: 3 clusters Score -46252.75 nChanged 0 Trying to split cluster 7 (15293 points) Assigned 2 initial classes randomly. ComputeScore: Raw -125260.002806 + Penalty 173.432709 = -125086.570098 Iteration 0F: 2 clusters Score -125086.6 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -115140.947393 + Penalty 346.865418 = -114794.081976 Iteration 0F: 3 clusters Score -114794.1 nChanged 7448 ComputeScore: Raw -120232.596361 + Penalty 346.865418 = -119885.730944 Iteration 1F: 3 clusters Score -119885.7 nChanged 941 ComputeScore: Raw -120581.619557 + Penalty 346.865418 = -120234.754139 Iteration 2F: 3 clusters Score -120234.8 nChanged 754 ComputeScore: Raw -120871.577282 + Penalty 346.865418 = -120524.711865 Iteration 3Q: 3 clusters Score -120524.7 nChanged 693 ComputeScore: Raw -121216.783702 + Penalty 346.865418 = -120869.918284 Iteration 4Q: 3 clusters Score -120869.9 nChanged 729 ComputeScore: Raw -121676.476844 + Penalty 346.865418 = -121329.611426 Iteration 5Q: 3 clusters Score -121329.6 nChanged 725 ComputeScore: Raw -122273.463358 + Penalty 346.865418 = -121926.597940 Iteration 6Q: 3 clusters Score -121926.6 nChanged 660 ComputeScore: Raw -122881.729645 + Penalty 346.865418 = -122534.864228 Iteration 7Q: 3 clusters Score -122534.9 nChanged 586 ComputeScore: Raw -123387.399503 + Penalty 346.865418 = -123040.534086 Iteration 8Q: 3 clusters Score -123040.5 nChanged 458 ComputeScore: Raw -123726.470670 + Penalty 346.865418 = -123379.605253 Iteration 9Q: 3 clusters Score -123379.6 nChanged 384 ComputeScore: Raw -123979.648595 + Penalty 346.865418 = -123632.783177 Iteration 10Q: 3 clusters Score -123632.8 nChanged 334 ComputeScore: Raw -124184.352050 + Penalty 346.865418 = -123837.486632 Iteration 11Q: 3 clusters Score -123837.5 nChanged 304 ComputeScore: Raw -124367.085087 + Penalty 346.865418 = -124020.219669 Iteration 12Q: 3 clusters Score -124020.2 nChanged 261 ComputeScore: Raw -124521.619983 + Penalty 346.865418 = -124174.754566 Iteration 13Q: 3 clusters Score -124174.8 nChanged 226 ComputeScore: Raw -124651.195721 + Penalty 346.865418 = -124304.330304 Iteration 14Q: 3 clusters Score -124304.3 nChanged 185 ComputeScore: Raw -124754.975119 + Penalty 346.865418 = -124408.109702 Iteration 15Q: 3 clusters Score -124408.1 nChanged 169 ComputeScore: Raw -124854.237982 + Penalty 346.865418 = -124507.372564 Iteration 16Q: 3 clusters Score -124507.4 nChanged 153 ComputeScore: Raw -124945.664477 + Penalty 346.865418 = -124598.799060 Iteration 17Q: 3 clusters Score -124598.8 nChanged 122 ComputeScore: Raw -125028.083429 + Penalty 346.865418 = -124681.218012 Iteration 18Q: 3 clusters Score -124681.2 nChanged 82 ComputeScore: Raw -125073.883754 + Penalty 346.865418 = -124727.018336 Iteration 19Q: 3 clusters Score -124727 nChanged 78 ComputeScore: Raw -125129.691303 + Penalty 346.865418 = -124782.825886 Iteration 20F: 3 clusters Score -124782.8 nChanged 65 ComputeScore: Raw -125181.205556 + Penalty 346.865418 = -124834.340139 Iteration 21Q: 3 clusters Score -124834.3 nChanged 49 ComputeScore: Raw -125218.606308 + Penalty 346.865418 = -124871.740891 Iteration 22Q: 3 clusters Score -124871.7 nChanged 36 ComputeScore: Raw -125243.296833 + Penalty 346.865418 = -124896.431416 Iteration 23Q: 3 clusters Score -124896.4 nChanged 25 ComputeScore: Raw -125257.062422 + Penalty 346.865418 = -124910.197004 Iteration 24Q: 3 clusters Score -124910.2 nChanged 12 ComputeScore: Raw -125264.153874 + Penalty 346.865418 = -124917.288457 Iteration 25Q: 3 clusters Score -124917.3 nChanged 8 ComputeScore: Raw -125267.903424 + Penalty 346.865418 = -124921.038006 Iteration 26Q: 3 clusters Score -124921 nChanged 6 ComputeScore: Raw -125270.915025 + Penalty 346.865418 = -124924.049607 Iteration 27Q: 3 clusters Score -124924 nChanged 7 ComputeScore: Raw -125275.312922 + Penalty 346.865418 = -124928.447505 Iteration 28Q: 3 clusters Score -124928.4 nChanged 13 ComputeScore: Raw -125287.151828 + Penalty 346.865418 = -124940.286411 Iteration 29Q: 3 clusters Score -124940.3 nChanged 10 ComputeScore: Raw -125297.814472 + Penalty 346.865418 = -124950.949055 Iteration 30Q: 3 clusters Score -124950.9 nChanged 5 ComputeScore: Raw -125301.388614 + Penalty 346.865418 = -124954.523196 Iteration 31Q: 3 clusters Score -124954.5 nChanged 3 ComputeScore: Raw -125304.641568 + Penalty 346.865418 = -124957.776151 Iteration 32Q: 3 clusters Score -124957.8 nChanged 6 ComputeScore: Raw -125308.134119 + Penalty 346.865418 = -124961.268702 Iteration 33Q: 3 clusters Score -124961.3 nChanged 3 ComputeScore: Raw -125310.497092 + Penalty 346.865418 = -124963.631674 Iteration 34Q: 3 clusters Score -124963.6 nChanged 3 ComputeScore: Raw -125313.489906 + Penalty 346.865418 = -124966.624489 Iteration 35Q: 3 clusters Score -124966.6 nChanged 3 ComputeScore: Raw -125316.334371 + Penalty 346.865418 = -124969.468954 Iteration 36Q: 3 clusters Score -124969.5 nChanged 1 ComputeScore: Raw -125316.531640 + Penalty 346.865418 = -124969.666222 Iteration 37Q: 3 clusters Score -124969.7 nChanged 0 ComputeScore: Raw -125316.531640 + Penalty 346.865418 = -124969.666222 Iteration 38F: 3 clusters Score -124969.7 nChanged 0 Trying to split cluster 8 (2761 points) Assigned 2 initial classes randomly. ComputeScore: Raw -29171.534540 + Penalty 142.620268 = -29028.914272 Iteration 0F: 2 clusters Score -29028.91 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27500.423989 + Penalty 285.240536 = -27215.183453 Iteration 0F: 3 clusters Score -27215.18 nChanged 1283 ComputeScore: Raw -28178.003639 + Penalty 285.240536 = -27892.763103 Iteration 1F: 3 clusters Score -27892.76 nChanged 168 ComputeScore: Raw -28251.640894 + Penalty 285.240536 = -27966.400359 Iteration 2F: 3 clusters Score -27966.4 nChanged 155 ComputeScore: Raw -28347.377814 + Penalty 285.240536 = -28062.137278 Iteration 3F: 3 clusters Score -28062.14 nChanged 172 ComputeScore: Raw -28476.587000 + Penalty 285.240536 = -28191.346465 Iteration 4F: 3 clusters Score -28191.35 nChanged 171 ComputeScore: Raw -28627.613303 + Penalty 285.240536 = -28342.372767 Iteration 5F: 3 clusters Score -28342.37 nChanged 147 ComputeScore: Raw -28761.085762 + Penalty 285.240536 = -28475.845227 Iteration 6F: 3 clusters Score -28475.85 nChanged 117 ComputeScore: Raw -28864.882070 + Penalty 285.240536 = -28579.641534 Iteration 7Q: 3 clusters Score -28579.64 nChanged 82 ComputeScore: Raw -28916.768423 + Penalty 285.240536 = -28631.527887 Iteration 8Q: 3 clusters Score -28631.53 nChanged 57 ComputeScore: Raw -28939.680694 + Penalty 285.240536 = -28654.440158 Iteration 9Q: 3 clusters Score -28654.44 nChanged 48 ComputeScore: Raw -28956.604592 + Penalty 285.240536 = -28671.364057 Iteration 10Q: 3 clusters Score -28671.36 nChanged 45 ComputeScore: Raw -28976.417845 + Penalty 285.240536 = -28691.177310 Iteration 11Q: 3 clusters Score -28691.18 nChanged 47 ComputeScore: Raw -28995.828990 + Penalty 285.240536 = -28710.588455 Iteration 12Q: 3 clusters Score -28710.59 nChanged 43 ComputeScore: Raw -29015.634184 + Penalty 285.240536 = -28730.393649 Iteration 13Q: 3 clusters Score -28730.39 nChanged 37 ComputeScore: Raw -29033.995651 + Penalty 285.240536 = -28748.755115 Iteration 14Q: 3 clusters Score -28748.76 nChanged 41 ComputeScore: Raw -29055.314933 + Penalty 285.240536 = -28770.074398 Iteration 15Q: 3 clusters Score -28770.07 nChanged 33 ComputeScore: Raw -29076.129163 + Penalty 285.240536 = -28790.888628 Iteration 16Q: 3 clusters Score -28790.89 nChanged 25 ComputeScore: Raw -29089.402775 + Penalty 285.240536 = -28804.162239 Iteration 17Q: 3 clusters Score -28804.16 nChanged 24 ComputeScore: Raw -29100.295577 + Penalty 285.240536 = -28815.055041 Iteration 18Q: 3 clusters Score -28815.06 nChanged 26 ComputeScore: Raw -29109.899411 + Penalty 285.240536 = -28824.658875 Iteration 19Q: 3 clusters Score -28824.66 nChanged 18 ComputeScore: Raw -29120.218875 + Penalty 285.240536 = -28834.978340 Iteration 20F: 3 clusters Score -28834.98 nChanged 19 ComputeScore: Raw -29130.143301 + Penalty 285.240536 = -28844.902765 Iteration 21Q: 3 clusters Score -28844.9 nChanged 14 ComputeScore: Raw -29137.408892 + Penalty 285.240536 = -28852.168357 Iteration 22Q: 3 clusters Score -28852.17 nChanged 12 ComputeScore: Raw -29143.567914 + Penalty 285.240536 = -28858.327378 Iteration 23Q: 3 clusters Score -28858.33 nChanged 11 ComputeScore: Raw -29146.295829 + Penalty 285.240536 = -28861.055293 Iteration 24Q: 3 clusters Score -28861.06 nChanged 4 ComputeScore: Raw -29147.367679 + Penalty 285.240536 = -28862.127143 Iteration 25Q: 3 clusters Score -28862.13 nChanged 5 ComputeScore: Raw -29149.412649 + Penalty 285.240536 = -28864.172114 Iteration 26Q: 3 clusters Score -28864.17 nChanged 8 ComputeScore: Raw -29152.986198 + Penalty 285.240536 = -28867.745662 Iteration 27Q: 3 clusters Score -28867.75 nChanged 7 ComputeScore: Raw -29156.330018 + Penalty 285.240536 = -28871.089482 Iteration 28Q: 3 clusters Score -28871.09 nChanged 6 ComputeScore: Raw -29159.074559 + Penalty 285.240536 = -28873.834023 Iteration 29Q: 3 clusters Score -28873.83 nChanged 7 ComputeScore: Raw -29162.079806 + Penalty 285.240536 = -28876.839270 Iteration 30Q: 3 clusters Score -28876.84 nChanged 5 ComputeScore: Raw -29165.515421 + Penalty 285.240536 = -28880.274886 Iteration 31Q: 3 clusters Score -28880.27 nChanged 4 ComputeScore: Raw -29166.641764 + Penalty 285.240536 = -28881.401229 Iteration 32Q: 3 clusters Score -28881.4 nChanged 2 ComputeScore: Raw -29167.249853 + Penalty 285.240536 = -28882.009318 Iteration 33Q: 3 clusters Score -28882.01 nChanged 1 ComputeScore: Raw -29167.648529 + Penalty 285.240536 = -28882.407994 Iteration 34Q: 3 clusters Score -28882.41 nChanged 1 ComputeScore: Raw -29167.943199 + Penalty 285.240536 = -28882.702663 Iteration 35Q: 3 clusters Score -28882.7 nChanged 1 ComputeScore: Raw -29168.735500 + Penalty 285.240536 = -28883.494965 Iteration 36Q: 3 clusters Score -28883.49 nChanged 2 ComputeScore: Raw -29169.864732 + Penalty 285.240536 = -28884.624197 Iteration 37Q: 3 clusters Score -28884.62 nChanged 2 ComputeScore: Raw -29173.394995 + Penalty 285.240536 = -28888.154459 Iteration 38Q: 3 clusters Score -28888.15 nChanged 3 ComputeScore: Raw -29176.215520 + Penalty 285.240536 = -28890.974985 Iteration 39Q: 3 clusters Score -28890.97 nChanged 6 ComputeScore: Raw -29181.341099 + Penalty 285.240536 = -28896.100563 Iteration 40F: 3 clusters Score -28896.1 nChanged 2 ComputeScore: Raw -29183.977683 + Penalty 285.240536 = -28898.737147 Iteration 41Q: 3 clusters Score -28898.74 nChanged 1 ComputeScore: Raw -29184.353168 + Penalty 285.240536 = -28899.112632 Iteration 42Q: 3 clusters Score -28899.11 nChanged 1 ComputeScore: Raw -29184.448356 + Penalty 285.240536 = -28899.207820 Iteration 43Q: 3 clusters Score -28899.21 nChanged 2 ComputeScore: Raw -29185.115910 + Penalty 285.240536 = -28899.875375 Iteration 44Q: 3 clusters Score -28899.88 nChanged 1 ComputeScore: Raw -29185.403302 + Penalty 285.240536 = -28900.162767 Iteration 45Q: 3 clusters Score -28900.16 nChanged 0 ComputeScore: Raw -29185.403302 + Penalty 285.240536 = -28900.162767 Iteration 46F: 3 clusters Score -28900.16 nChanged 0 Trying to split cluster 9 (761 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9903.127160 + Penalty 119.423400 = -9783.703759 Iteration 0F: 2 clusters Score -9783.704 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9468.173904 + Penalty 238.846801 = -9229.327103 Iteration 0F: 3 clusters Score -9229.327 nChanged 325 ComputeScore: Raw -9654.846737 + Penalty 238.846801 = -9415.999937 Iteration 1F: 3 clusters Score -9416 nChanged 79 ComputeScore: Raw -9713.211220 + Penalty 238.846801 = -9474.364419 Iteration 2F: 3 clusters Score -9474.364 nChanged 61 ComputeScore: Raw -9763.109738 + Penalty 238.846801 = -9524.262937 Iteration 3F: 3 clusters Score -9524.263 nChanged 53 ComputeScore: Raw -9804.903225 + Penalty 238.846801 = -9566.056424 Iteration 4F: 3 clusters Score -9566.056 nChanged 34 ComputeScore: Raw -9835.026532 + Penalty 238.846801 = -9596.179731 Iteration 5Q: 3 clusters Score -9596.18 nChanged 26 ComputeScore: Raw -9857.221176 + Penalty 238.846801 = -9618.374375 Iteration 6Q: 3 clusters Score -9618.374 nChanged 19 ComputeScore: Raw -9871.754088 + Penalty 238.846801 = -9632.907287 Iteration 7Q: 3 clusters Score -9632.907 nChanged 13 ComputeScore: Raw -9879.543759 + Penalty 238.846801 = -9640.696958 Iteration 8Q: 3 clusters Score -9640.697 nChanged 9 ComputeScore: Raw -9890.994273 + Penalty 238.846801 = -9652.147472 Iteration 9Q: 3 clusters Score -9652.147 nChanged 4 ComputeScore: Raw -9895.799693 + Penalty 238.846801 = -9656.952893 Iteration 10Q: 3 clusters Score -9656.953 nChanged 3 ComputeScore: Raw -9896.944110 + Penalty 238.846801 = -9658.097309 Iteration 11Q: 3 clusters Score -9658.097 nChanged 1 ComputeScore: Raw -9897.192100 + Penalty 238.846801 = -9658.345299 Iteration 12Q: 3 clusters Score -9658.345 nChanged 2 ComputeScore: Raw -9898.636647 + Penalty 238.846801 = -9659.789846 Iteration 13Q: 3 clusters Score -9659.79 nChanged 2 ComputeScore: Raw -9901.105235 + Penalty 238.846801 = -9662.258434 Iteration 14Q: 3 clusters Score -9662.258 nChanged 4 ComputeScore: Raw -9905.169043 + Penalty 238.846801 = -9666.322242 Iteration 15Q: 3 clusters Score -9666.322 nChanged 4 ComputeScore: Raw -9908.826563 + Penalty 238.846801 = -9669.979762 Iteration 16Q: 3 clusters Score -9669.98 nChanged 2 ComputeScore: Raw -9910.861296 + Penalty 238.846801 = -9672.014495 Iteration 17Q: 3 clusters Score -9672.014 nChanged 0 ComputeScore: Raw -9910.861296 + Penalty 238.846801 = -9672.014495 Iteration 18F: 3 clusters Score -9672.014 nChanged 0 Trying to split cluster 10 (1154 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8727.890982 + Penalty 126.917810 = -8600.973172 Iteration 0F: 2 clusters Score -8600.973 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8103.932215 + Penalty 253.835620 = -7850.096595 Iteration 0F: 3 clusters Score -7850.097 nChanged 518 ComputeScore: Raw -8563.037254 + Penalty 253.835620 = -8309.201634 Iteration 1F: 3 clusters Score -8309.202 nChanged 135 ComputeScore: Raw -8690.904746 + Penalty 253.835620 = -8437.069126 Iteration 2F: 3 clusters Score -8437.069 nChanged 90 ComputeScore: Raw -8778.210721 + Penalty 253.835620 = -8524.375101 Iteration 3F: 3 clusters Score -8524.375 nChanged 50 ComputeScore: Raw -8822.385347 + Penalty 253.835620 = -8568.549727 Iteration 4Q: 3 clusters Score -8568.55 nChanged 29 ComputeScore: Raw -8840.316145 + Penalty 253.835620 = -8586.480525 Iteration 5Q: 3 clusters Score -8586.481 nChanged 20 ComputeScore: Raw -8849.404022 + Penalty 253.835620 = -8595.568402 Iteration 6Q: 3 clusters Score -8595.568 nChanged 8 ComputeScore: Raw -8853.185378 + Penalty 253.835620 = -8599.349758 Iteration 7Q: 3 clusters Score -8599.35 nChanged 4 ComputeScore: Raw -8853.928397 + Penalty 253.835620 = -8600.092777 Iteration 8Q: 3 clusters Score -8600.093 nChanged 3 ComputeScore: Raw -8854.453961 + Penalty 253.835620 = -8600.618341 Iteration 9Q: 3 clusters Score -8600.618 nChanged 4 ComputeScore: Raw -8854.929178 + Penalty 253.835620 = -8601.093558 Iteration 10Q: 3 clusters Score -8601.094 nChanged 3 ComputeScore: Raw -8855.081617 + Penalty 253.835620 = -8601.245997 Iteration 11Q: 3 clusters Score -8601.246 nChanged 0 ComputeScore: Raw -8855.081617 + Penalty 253.835620 = -8601.245997 Iteration 12F: 3 clusters Score -8601.246 nChanged 0 ComputeScore: Raw -545328.457639 + Penalty 9368.263728 = -535960.193911Splitting cluster 10 changes total score from -536036.410090 to -535960.193911 So it's not getting split. Trying to split cluster 11 (3509 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32961.373022 + Penalty 146.935555 = -32814.437467 Iteration 0F: 2 clusters Score -32814.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30800.646316 + Penalty 293.871110 = -30506.775207 Iteration 0F: 3 clusters Score -30506.78 nChanged 1628 ComputeScore: Raw -31937.497099 + Penalty 293.871110 = -31643.625990 Iteration 1F: 3 clusters Score -31643.63 nChanged 311 ComputeScore: Raw -32198.079626 + Penalty 293.871110 = -31904.208516 Iteration 2F: 3 clusters Score -31904.21 nChanged 224 ComputeScore: Raw -32390.298506 + Penalty 293.871110 = -32096.427397 Iteration 3F: 3 clusters Score -32096.43 nChanged 176 ComputeScore: Raw -32515.497073 + Penalty 293.871110 = -32221.625963 Iteration 4F: 3 clusters Score -32221.63 nChanged 120 ComputeScore: Raw -32592.782201 + Penalty 293.871110 = -32298.911092 Iteration 5Q: 3 clusters Score -32298.91 nChanged 91 ComputeScore: Raw -32648.270172 + Penalty 293.871110 = -32354.399063 Iteration 6Q: 3 clusters Score -32354.4 nChanged 70 ComputeScore: Raw -32689.062384 + Penalty 293.871110 = -32395.191275 Iteration 7Q: 3 clusters Score -32395.19 nChanged 70 ComputeScore: Raw -32740.111530 + Penalty 293.871110 = -32446.240421 Iteration 8Q: 3 clusters Score -32446.24 nChanged 73 ComputeScore: Raw -32790.667281 + Penalty 293.871110 = -32496.796171 Iteration 9Q: 3 clusters Score -32496.8 nChanged 60 ComputeScore: Raw -32835.078512 + Penalty 293.871110 = -32541.207402 Iteration 10Q: 3 clusters Score -32541.21 nChanged 54 ComputeScore: Raw -32869.400761 + Penalty 293.871110 = -32575.529651 Iteration 11Q: 3 clusters Score -32575.53 nChanged 27 ComputeScore: Raw -32887.211640 + Penalty 293.871110 = -32593.340531 Iteration 12Q: 3 clusters Score -32593.34 nChanged 28 ComputeScore: Raw -32903.362596 + Penalty 293.871110 = -32609.491487 Iteration 13Q: 3 clusters Score -32609.49 nChanged 19 ComputeScore: Raw -32915.296553 + Penalty 293.871110 = -32621.425444 Iteration 14Q: 3 clusters Score -32621.43 nChanged 19 ComputeScore: Raw -32929.619082 + Penalty 293.871110 = -32635.747972 Iteration 15Q: 3 clusters Score -32635.75 nChanged 16 ComputeScore: Raw -32940.316825 + Penalty 293.871110 = -32646.445716 Iteration 16Q: 3 clusters Score -32646.45 nChanged 17 ComputeScore: Raw -32951.841965 + Penalty 293.871110 = -32657.970856 Iteration 17Q: 3 clusters Score -32657.97 nChanged 11 ComputeScore: Raw -32960.399808 + Penalty 293.871110 = -32666.528698 Iteration 18Q: 3 clusters Score -32666.53 nChanged 10 ComputeScore: Raw -32969.176439 + Penalty 293.871110 = -32675.305329 Iteration 19Q: 3 clusters Score -32675.31 nChanged 7 ComputeScore: Raw -32976.933119 + Penalty 293.871110 = -32683.062009 Iteration 20F: 3 clusters Score -32683.06 nChanged 2 ComputeScore: Raw -32979.401533 + Penalty 293.871110 = -32685.530423 Iteration 21Q: 3 clusters Score -32685.53 nChanged 3 ComputeScore: Raw -32981.430080 + Penalty 293.871110 = -32687.558970 Iteration 22Q: 3 clusters Score -32687.56 nChanged 0 ComputeScore: Raw -32981.430080 + Penalty 293.871110 = -32687.558970 Iteration 23F: 3 clusters Score -32687.56 nChanged 0 Trying to split cluster 12 (5320 points) Assigned 2 initial classes randomly. ComputeScore: Raw -50920.432442 + Penalty 154.426114 = -50766.006328 Iteration 0F: 2 clusters Score -50766.01 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -47498.037919 + Penalty 308.852229 = -47189.185690 Iteration 0F: 3 clusters Score -47189.19 nChanged 2510 ComputeScore: Raw -48983.254490 + Penalty 308.852229 = -48674.402261 Iteration 1F: 3 clusters Score -48674.4 nChanged 329 ComputeScore: Raw -49165.893142 + Penalty 308.852229 = -48857.040913 Iteration 2F: 3 clusters Score -48857.04 nChanged 378 ComputeScore: Raw -49456.051135 + Penalty 308.852229 = -49147.198906 Iteration 3F: 3 clusters Score -49147.2 nChanged 446 ComputeScore: Raw -49861.361415 + Penalty 308.852229 = -49552.509186 Iteration 4F: 3 clusters Score -49552.51 nChanged 398 ComputeScore: Raw -50209.532825 + Penalty 308.852229 = -49900.680596 Iteration 5F: 3 clusters Score -49900.68 nChanged 294 ComputeScore: Raw -50462.711572 + Penalty 308.852229 = -50153.859343 Iteration 6F: 3 clusters Score -50153.86 nChanged 208 ComputeScore: Raw -50648.450920 + Penalty 308.852229 = -50339.598691 Iteration 7Q: 3 clusters Score -50339.6 nChanged 138 ComputeScore: Raw -50762.170434 + Penalty 308.852229 = -50453.318205 Iteration 8Q: 3 clusters Score -50453.32 nChanged 85 ComputeScore: Raw -50834.726469 + Penalty 308.852229 = -50525.874240 Iteration 9Q: 3 clusters Score -50525.87 nChanged 60 ComputeScore: Raw -50884.676112 + Penalty 308.852229 = -50575.823884 Iteration 10Q: 3 clusters Score -50575.82 nChanged 27 ComputeScore: Raw -50907.357130 + Penalty 308.852229 = -50598.504901 Iteration 11Q: 3 clusters Score -50598.5 nChanged 16 ComputeScore: Raw -50920.003479 + Penalty 308.852229 = -50611.151250 Iteration 12Q: 3 clusters Score -50611.15 nChanged 8 ComputeScore: Raw -50927.869759 + Penalty 308.852229 = -50619.017530 Iteration 13Q: 3 clusters Score -50619.02 nChanged 7 ComputeScore: Raw -50945.306822 + Penalty 308.852229 = -50636.454593 Iteration 14Q: 3 clusters Score -50636.45 nChanged 2 ComputeScore: Raw -50949.466068 + Penalty 308.852229 = -50640.613839 Iteration 15Q: 3 clusters Score -50640.61 nChanged 1 ComputeScore: Raw -50956.180334 + Penalty 308.852229 = -50647.328105 Iteration 16Q: 3 clusters Score -50647.33 nChanged 2 ComputeScore: Raw -50957.086775 + Penalty 308.852229 = -50648.234546 Iteration 17Q: 3 clusters Score -50648.23 nChanged 1 ComputeScore: Raw -50957.419665 + Penalty 308.852229 = -50648.567436 Iteration 18Q: 3 clusters Score -50648.57 nChanged 0 ComputeScore: Raw -50957.419665 + Penalty 308.852229 = -50648.567436 Iteration 19F: 3 clusters Score -50648.57 nChanged 0 Trying to split cluster 13 (529 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7023.656365 + Penalty 112.877792 = -6910.778573 Iteration 0F: 2 clusters Score -6910.779 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6752.308219 + Penalty 225.755584 = -6526.552636 Iteration 0F: 3 clusters Score -6526.553 nChanged 194 ComputeScore: Raw -6856.323011 + Penalty 225.755584 = -6630.567427 Iteration 1F: 3 clusters Score -6630.567 nChanged 27 ComputeScore: Raw -6872.378560 + Penalty 225.755584 = -6646.622976 Iteration 2F: 3 clusters Score -6646.623 nChanged 32 ComputeScore: Raw -6896.991280 + Penalty 225.755584 = -6671.235697 Iteration 3F: 3 clusters Score -6671.236 nChanged 27 ComputeScore: Raw -6914.994892 + Penalty 225.755584 = -6689.239308 Iteration 4F: 3 clusters Score -6689.239 nChanged 26 ComputeScore: Raw -6924.980523 + Penalty 225.755584 = -6699.224939 Iteration 5Q: 3 clusters Score -6699.225 nChanged 19 ComputeScore: Raw -6938.545672 + Penalty 225.755584 = -6712.790089 Iteration 6Q: 3 clusters Score -6712.79 nChanged 12 ComputeScore: Raw -6944.488606 + Penalty 225.755584 = -6718.733022 Iteration 7Q: 3 clusters Score -6718.733 nChanged 9 ComputeScore: Raw -6949.507159 + Penalty 225.755584 = -6723.751576 Iteration 8Q: 3 clusters Score -6723.752 nChanged 11 ComputeScore: Raw -6956.307079 + Penalty 225.755584 = -6730.551495 Iteration 9Q: 3 clusters Score -6730.551 nChanged 8 ComputeScore: Raw -6964.516064 + Penalty 225.755584 = -6738.760480 Iteration 10Q: 3 clusters Score -6738.76 nChanged 10 ComputeScore: Raw -6973.883336 + Penalty 225.755584 = -6748.127752 Iteration 11Q: 3 clusters Score -6748.128 nChanged 14 ComputeScore: Raw -6985.440775 + Penalty 225.755584 = -6759.685191 Iteration 12Q: 3 clusters Score -6759.685 nChanged 9 ComputeScore: Raw -6993.789343 + Penalty 225.755584 = -6768.033759 Iteration 13Q: 3 clusters Score -6768.034 nChanged 9 ComputeScore: Raw -7000.954874 + Penalty 225.755584 = -6775.199291 Iteration 14Q: 3 clusters Score -6775.199 nChanged 11 ComputeScore: Raw -7004.838093 + Penalty 225.755584 = -6779.082510 Iteration 15Q: 3 clusters Score -6779.083 nChanged 4 ComputeScore: Raw -7006.298204 + Penalty 225.755584 = -6780.542621 Iteration 16Q: 3 clusters Score -6780.543 nChanged 4 ComputeScore: Raw -7007.064526 + Penalty 225.755584 = -6781.308943 Iteration 17Q: 3 clusters Score -6781.309 nChanged 2 ComputeScore: Raw -7008.606200 + Penalty 225.755584 = -6782.850617 Iteration 18Q: 3 clusters Score -6782.851 nChanged 3 ComputeScore: Raw -7009.911691 + Penalty 225.755584 = -6784.156108 Iteration 19Q: 3 clusters Score -6784.156 nChanged 1 ComputeScore: Raw -7010.203309 + Penalty 225.755584 = -6784.447726 Iteration 20F: 3 clusters Score -6784.448 nChanged 1 ComputeScore: Raw -7011.061542 + Penalty 225.755584 = -6785.305959 Iteration 21Q: 3 clusters Score -6785.306 nChanged 3 ComputeScore: Raw -7012.178378 + Penalty 225.755584 = -6786.422794 Iteration 22Q: 3 clusters Score -6786.423 nChanged 2 ComputeScore: Raw -7013.686911 + Penalty 225.755584 = -6787.931327 Iteration 23Q: 3 clusters Score -6787.931 nChanged 4 ComputeScore: Raw -7016.400391 + Penalty 225.755584 = -6790.644807 Iteration 24Q: 3 clusters Score -6790.645 nChanged 4 ComputeScore: Raw -7020.168634 + Penalty 225.755584 = -6794.413050 Iteration 25Q: 3 clusters Score -6794.413 nChanged 8 ComputeScore: Raw -7026.748058 + Penalty 225.755584 = -6800.992475 Iteration 26Q: 3 clusters Score -6800.992 nChanged 5 ComputeScore: Raw -7030.654195 + Penalty 225.755584 = -6804.898611 Iteration 27Q: 3 clusters Score -6804.899 nChanged 4 ComputeScore: Raw -7035.916491 + Penalty 225.755584 = -6810.160908 Iteration 28Q: 3 clusters Score -6810.161 nChanged 5 ComputeScore: Raw -7043.452107 + Penalty 225.755584 = -6817.696524 Iteration 29Q: 3 clusters Score -6817.697 nChanged 5 ComputeScore: Raw -7048.169840 + Penalty 225.755584 = -6822.414256 Iteration 30Q: 3 clusters Score -6822.414 nChanged 6 ComputeScore: Raw -7054.377851 + Penalty 225.755584 = -6828.622267 Iteration 31Q: 3 clusters Score -6828.622 nChanged 3 ComputeScore: Raw -7056.295270 + Penalty 225.755584 = -6830.539687 Iteration 32Q: 3 clusters Score -6830.54 nChanged 1 ComputeScore: Raw -7057.099467 + Penalty 225.755584 = -6831.343883 Iteration 33Q: 3 clusters Score -6831.344 nChanged 1 ComputeScore: Raw -7063.440537 + Penalty 225.755584 = -6837.684953 Iteration 34Q: 3 clusters Score -6837.685 nChanged 2 ComputeScore: Raw -7064.521506 + Penalty 225.755584 = -6838.765923 Iteration 35Q: 3 clusters Score -6838.766 nChanged 1 ComputeScore: Raw -7065.022009 + Penalty 225.755584 = -6839.266426 Iteration 36Q: 3 clusters Score -6839.266 nChanged 0 ComputeScore: Raw -7065.022009 + Penalty 225.755584 = -6839.266426 Iteration 37F: 3 clusters Score -6839.266 nChanged 0 Trying to split cluster 14 (217 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1733.386818 + Penalty 96.838152 = -1636.548665 Iteration 0F: 2 clusters Score -1636.549 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1640.963755 + Penalty 193.676305 = -1447.287450 Iteration 0F: 3 clusters Score -1447.287 nChanged 74 ComputeScore: Raw -1703.853724 + Penalty 193.676305 = -1510.177419 Iteration 1F: 3 clusters Score -1510.177 nChanged 13 ComputeScore: Raw -1714.600925 + Penalty 193.676305 = -1520.924620 Iteration 2F: 3 clusters Score -1520.925 nChanged 8 ComputeScore: Raw -1729.332961 + Penalty 193.676305 = -1535.656656 Iteration 3Q: 3 clusters Score -1535.657 nChanged 10 ComputeScore: Raw -1743.498633 + Penalty 193.676305 = -1549.822328 Iteration 4Q: 3 clusters Score -1549.822 nChanged 2 ComputeScore: Raw -1744.821518 + Penalty 193.676305 = -1551.145213 Iteration 5Q: 3 clusters Score -1551.145 nChanged 1 ComputeScore: Raw -1745.137253 + Penalty 193.676305 = -1551.460949 Iteration 6Q: 3 clusters Score -1551.461 nChanged 1 ComputeScore: Raw -1747.138050 + Penalty 193.676305 = -1553.461745 Iteration 7Q: 3 clusters Score -1553.462 nChanged 3 ComputeScore: Raw -1750.811418 + Penalty 193.676305 = -1557.135113 Iteration 8Q: 3 clusters Score -1557.135 nChanged 2 ComputeScore: Raw -1755.374724 + Penalty 193.676305 = -1561.698420 Iteration 9Q: 3 clusters Score -1561.698 nChanged 6 ComputeScore: Raw -1760.927471 + Penalty 193.676305 = -1567.251166 Iteration 10Q: 3 clusters Score -1567.251 nChanged 4 ComputeScore: Raw -1764.474381 + Penalty 193.676305 = -1570.798076 Iteration 11Q: 3 clusters Score -1570.798 nChanged 4 ComputeScore: Raw -1766.449471 + Penalty 193.676305 = -1572.773166 Iteration 12Q: 3 clusters Score -1572.773 nChanged 1 ComputeScore: Raw -1767.518352 + Penalty 193.676305 = -1573.842047 Iteration 13Q: 3 clusters Score -1573.842 nChanged 2 ComputeScore: Raw -1768.434374 + Penalty 193.676305 = -1574.758069 Iteration 14Q: 3 clusters Score -1574.758 nChanged 0 ComputeScore: Raw -1768.434374 + Penalty 193.676305 = -1574.758069 Iteration 15F: 3 clusters Score -1574.758 nChanged 0 Trying to split cluster 15 (294 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4093.979780 + Penalty 102.304436 = -3991.675345 Iteration 0F: 2 clusters Score -3991.675 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3950.360106 + Penalty 204.608872 = -3745.751234 Iteration 0F: 3 clusters Score -3745.751 nChanged 112 ComputeScore: Raw -4016.558150 + Penalty 204.608872 = -3811.949278 Iteration 1F: 3 clusters Score -3811.949 nChanged 22 ComputeScore: Raw -4028.980188 + Penalty 204.608872 = -3824.371316 Iteration 2F: 3 clusters Score -3824.371 nChanged 12 ComputeScore: Raw -4037.819207 + Penalty 204.608872 = -3833.210335 Iteration 3Q: 3 clusters Score -3833.21 nChanged 11 ComputeScore: Raw -4044.261052 + Penalty 204.608872 = -3839.652181 Iteration 4Q: 3 clusters Score -3839.652 nChanged 10 ComputeScore: Raw -4050.819001 + Penalty 204.608872 = -3846.210129 Iteration 5Q: 3 clusters Score -3846.21 nChanged 11 ComputeScore: Raw -4059.145456 + Penalty 204.608872 = -3854.536584 Iteration 6Q: 3 clusters Score -3854.537 nChanged 8 ComputeScore: Raw -4063.473108 + Penalty 204.608872 = -3858.864236 Iteration 7Q: 3 clusters Score -3858.864 nChanged 4 ComputeScore: Raw -4066.511282 + Penalty 204.608872 = -3861.902410 Iteration 8Q: 3 clusters Score -3861.902 nChanged 4 ComputeScore: Raw -4067.310296 + Penalty 204.608872 = -3862.701424 Iteration 9Q: 3 clusters Score -3862.701 nChanged 1 ComputeScore: Raw -4067.481647 + Penalty 204.608872 = -3862.872775 Iteration 10Q: 3 clusters Score -3862.873 nChanged 1 ComputeScore: Raw -4067.628043 + Penalty 204.608872 = -3863.019171 Iteration 11Q: 3 clusters Score -3863.019 nChanged 1 ComputeScore: Raw -4067.817534 + Penalty 204.608872 = -3863.208662 Iteration 12Q: 3 clusters Score -3863.209 nChanged 0 ComputeScore: Raw -4067.817534 + Penalty 204.608872 = -3863.208662 Iteration 13F: 3 clusters Score -3863.209 nChanged 0 Trying to split cluster 16 (810 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10362.829890 + Penalty 120.546616 = -10242.283273 Iteration 0F: 2 clusters Score -10242.28 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9898.149423 + Penalty 241.093233 = -9657.056190 Iteration 0F: 3 clusters Score -9657.056 nChanged 353 ComputeScore: Raw -10119.890486 + Penalty 241.093233 = -9878.797253 Iteration 1F: 3 clusters Score -9878.797 nChanged 64 ComputeScore: Raw -10159.957854 + Penalty 241.093233 = -9918.864621 Iteration 2F: 3 clusters Score -9918.865 nChanged 50 ComputeScore: Raw -10198.650118 + Penalty 241.093233 = -9957.556885 Iteration 3F: 3 clusters Score -9957.557 nChanged 46 ComputeScore: Raw -10238.040753 + Penalty 241.093233 = -9996.947520 Iteration 4F: 3 clusters Score -9996.948 nChanged 35 ComputeScore: Raw -10284.349884 + Penalty 241.093233 = -10043.256651 Iteration 5Q: 3 clusters Score -10043.26 nChanged 31 ComputeScore: Raw -10324.012869 + Penalty 241.093233 = -10082.919636 Iteration 6Q: 3 clusters Score -10082.92 nChanged 22 ComputeScore: Raw -10347.935019 + Penalty 241.093233 = -10106.841786 Iteration 7Q: 3 clusters Score -10106.84 nChanged 19 ComputeScore: Raw -10361.489229 + Penalty 241.093233 = -10120.395996 Iteration 8Q: 3 clusters Score -10120.4 nChanged 18 ComputeScore: Raw -10376.103375 + Penalty 241.093233 = -10135.010142 Iteration 9Q: 3 clusters Score -10135.01 nChanged 11 ComputeScore: Raw -10387.199325 + Penalty 241.093233 = -10146.106093 Iteration 10Q: 3 clusters Score -10146.11 nChanged 5 ComputeScore: Raw -10389.184661 + Penalty 241.093233 = -10148.091428 Iteration 11Q: 3 clusters Score -10148.09 nChanged 2 ComputeScore: Raw -10389.649314 + Penalty 241.093233 = -10148.556081 Iteration 12Q: 3 clusters Score -10148.56 nChanged 1 ComputeScore: Raw -10389.805277 + Penalty 241.093233 = -10148.712044 Iteration 13Q: 3 clusters Score -10148.71 nChanged 0 ComputeScore: Raw -10389.805277 + Penalty 241.093233 = -10148.712044 Iteration 14F: 3 clusters Score -10148.71 nChanged 0 Trying to split cluster 17 (600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7166.810716 + Penalty 115.144734 = -7051.665982 Iteration 0F: 2 clusters Score -7051.666 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6847.088167 + Penalty 230.289468 = -6616.798699 Iteration 0F: 3 clusters Score -6616.799 nChanged 260 ComputeScore: Raw -6971.521543 + Penalty 230.289468 = -6741.232075 Iteration 1F: 3 clusters Score -6741.232 nChanged 37 ComputeScore: Raw -6998.989237 + Penalty 230.289468 = -6768.699770 Iteration 2F: 3 clusters Score -6768.7 nChanged 52 ComputeScore: Raw -7044.005710 + Penalty 230.289468 = -6813.716243 Iteration 3F: 3 clusters Score -6813.716 nChanged 43 ComputeScore: Raw -7081.634493 + Penalty 230.289468 = -6851.345025 Iteration 4F: 3 clusters Score -6851.345 nChanged 33 ComputeScore: Raw -7117.392498 + Penalty 230.289468 = -6887.103031 Iteration 5F: 3 clusters Score -6887.103 nChanged 23 ComputeScore: Raw -7138.510778 + Penalty 230.289468 = -6908.221311 Iteration 6Q: 3 clusters Score -6908.221 nChanged 21 ComputeScore: Raw -7156.515583 + Penalty 230.289468 = -6926.226116 Iteration 7Q: 3 clusters Score -6926.226 nChanged 16 ComputeScore: Raw -7174.936742 + Penalty 230.289468 = -6944.647274 Iteration 8Q: 3 clusters Score -6944.647 nChanged 17 ComputeScore: Raw -7197.244632 + Penalty 230.289468 = -6966.955164 Iteration 9Q: 3 clusters Score -6966.955 nChanged 12 ComputeScore: Raw -7207.909732 + Penalty 230.289468 = -6977.620265 Iteration 10Q: 3 clusters Score -6977.62 nChanged 8 ComputeScore: Raw -7220.533867 + Penalty 230.289468 = -6990.244399 Iteration 11Q: 3 clusters Score -6990.244 nChanged 10 ComputeScore: Raw -7233.342246 + Penalty 230.289468 = -7003.052779 Iteration 12Q: 3 clusters Score -7003.053 nChanged 3 ComputeScore: Raw -7234.113406 + Penalty 230.289468 = -7003.823938 Iteration 13Q: 3 clusters Score -7003.824 nChanged 1 ComputeScore: Raw -7234.327520 + Penalty 230.289468 = -7004.038052 Iteration 14Q: 3 clusters Score -7004.038 nChanged 1 ComputeScore: Raw -7234.446504 + Penalty 230.289468 = -7004.157036 Iteration 15Q: 3 clusters Score -7004.157 nChanged 1 ComputeScore: Raw -7234.511410 + Penalty 230.289468 = -7004.221942 Iteration 16Q: 3 clusters Score -7004.222 nChanged 0 ComputeScore: Raw -7234.511410 + Penalty 230.289468 = -7004.221942 Iteration 17F: 3 clusters Score -7004.222 nChanged 0 Trying to split cluster 18 (229 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3323.790679 + Penalty 97.806996 = -3225.983683 Iteration 0F: 2 clusters Score -3225.984 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3235.954323 + Penalty 195.613992 = -3040.340331 Iteration 0F: 3 clusters Score -3040.34 nChanged 74 ComputeScore: Raw -3287.157890 + Penalty 195.613992 = -3091.543898 Iteration 1F: 3 clusters Score -3091.544 nChanged 11 ComputeScore: Raw -3291.850881 + Penalty 195.613992 = -3096.236889 Iteration 2Q: 3 clusters Score -3096.237 nChanged 6 ComputeScore: Raw -3294.102840 + Penalty 195.613992 = -3098.488848 Iteration 3Q: 3 clusters Score -3098.489 nChanged 3 ComputeScore: Raw -3296.143981 + Penalty 195.613992 = -3100.529989 Iteration 4Q: 3 clusters Score -3100.53 nChanged 4 ComputeScore: Raw -3297.554605 + Penalty 195.613992 = -3101.940613 Iteration 5Q: 3 clusters Score -3101.941 nChanged 1 ComputeScore: Raw -3298.158466 + Penalty 195.613992 = -3102.544474 Iteration 6Q: 3 clusters Score -3102.544 nChanged 1 ComputeScore: Raw -3298.407439 + Penalty 195.613992 = -3102.793446 Iteration 7Q: 3 clusters Score -3102.793 nChanged 0 ComputeScore: Raw -3298.407439 + Penalty 195.613992 = -3102.793446 Iteration 8F: 3 clusters Score -3102.793 nChanged 0 Trying to split cluster 19 (3384 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32531.809934 + Penalty 146.282647 = -32385.527287 Iteration 0F: 2 clusters Score -32385.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30444.006454 + Penalty 292.565294 = -30151.441160 Iteration 0F: 3 clusters Score -30151.44 nChanged 1587 ComputeScore: Raw -31432.813160 + Penalty 292.565294 = -31140.247867 Iteration 1F: 3 clusters Score -31140.25 nChanged 290 ComputeScore: Raw -31599.982469 + Penalty 292.565294 = -31307.417176 Iteration 2F: 3 clusters Score -31307.42 nChanged 219 ComputeScore: Raw -31679.837859 + Penalty 292.565294 = -31387.272565 Iteration 3F: 3 clusters Score -31387.27 nChanged 129 ComputeScore: Raw -31719.671625 + Penalty 292.565294 = -31427.106331 Iteration 4Q: 3 clusters Score -31427.11 nChanged 101 ComputeScore: Raw -31750.001560 + Penalty 292.565294 = -31457.436266 Iteration 5Q: 3 clusters Score -31457.44 nChanged 100 ComputeScore: Raw -31774.185154 + Penalty 292.565294 = -31481.619860 Iteration 6Q: 3 clusters Score -31481.62 nChanged 87 ComputeScore: Raw -31798.125436 + Penalty 292.565294 = -31505.560142 Iteration 7Q: 3 clusters Score -31505.56 nChanged 85 ComputeScore: Raw -31821.238627 + Penalty 292.565294 = -31528.673333 Iteration 8Q: 3 clusters Score -31528.67 nChanged 66 ComputeScore: Raw -31837.966822 + Penalty 292.565294 = -31545.401528 Iteration 9Q: 3 clusters Score -31545.4 nChanged 72 ComputeScore: Raw -31862.226054 + Penalty 292.565294 = -31569.660760 Iteration 10Q: 3 clusters Score -31569.66 nChanged 85 ComputeScore: Raw -31896.702098 + Penalty 292.565294 = -31604.136804 Iteration 11Q: 3 clusters Score -31604.14 nChanged 108 ComputeScore: Raw -31949.192911 + Penalty 292.565294 = -31656.627617 Iteration 12Q: 3 clusters Score -31656.63 nChanged 132 ComputeScore: Raw -32027.826609 + Penalty 292.565294 = -31735.261316 Iteration 13Q: 3 clusters Score -31735.26 nChanged 145 ComputeScore: Raw -32128.943212 + Penalty 292.565294 = -31836.377918 Iteration 14Q: 3 clusters Score -31836.38 nChanged 151 ComputeScore: Raw -32245.683036 + Penalty 292.565294 = -31953.117742 Iteration 15Q: 3 clusters Score -31953.12 nChanged 120 ComputeScore: Raw -32350.093362 + Penalty 292.565294 = -32057.528068 Iteration 16Q: 3 clusters Score -32057.53 nChanged 96 ComputeScore: Raw -32437.263553 + Penalty 292.565294 = -32144.698259 Iteration 17Q: 3 clusters Score -32144.7 nChanged 55 ComputeScore: Raw -32477.828296 + Penalty 292.565294 = -32185.263002 Iteration 18Q: 3 clusters Score -32185.26 nChanged 22 ComputeScore: Raw -32495.660679 + Penalty 292.565294 = -32203.095385 Iteration 19Q: 3 clusters Score -32203.1 nChanged 16 ComputeScore: Raw -32513.103559 + Penalty 292.565294 = -32220.538265 Iteration 20F: 3 clusters Score -32220.54 nChanged 12 ComputeScore: Raw -32529.019786 + Penalty 292.565294 = -32236.454492 Iteration 21Q: 3 clusters Score -32236.45 nChanged 5 ComputeScore: Raw -32537.954391 + Penalty 292.565294 = -32245.389097 Iteration 22Q: 3 clusters Score -32245.39 nChanged 1 ComputeScore: Raw -32541.261297 + Penalty 292.565294 = -32248.696003 Iteration 23Q: 3 clusters Score -32248.7 nChanged 0 ComputeScore: Raw -32541.261297 + Penalty 292.565294 = -32248.696003 Iteration 24F: 3 clusters Score -32248.7 nChanged 0 Trying to split cluster 20 (1959 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22902.827376 + Penalty 136.443410 = -22766.383967 Iteration 0F: 2 clusters Score -22766.38 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21719.882016 + Penalty 272.886819 = -21446.995197 Iteration 0F: 3 clusters Score -21447 nChanged 907 ComputeScore: Raw -22205.375190 + Penalty 272.886819 = -21932.488371 Iteration 1F: 3 clusters Score -21932.49 nChanged 118 ComputeScore: Raw -22258.124445 + Penalty 272.886819 = -21985.237626 Iteration 2F: 3 clusters Score -21985.24 nChanged 108 ComputeScore: Raw -22324.574686 + Penalty 272.886819 = -22051.687867 Iteration 3F: 3 clusters Score -22051.69 nChanged 134 ComputeScore: Raw -22437.557978 + Penalty 272.886819 = -22164.671159 Iteration 4F: 3 clusters Score -22164.67 nChanged 141 ComputeScore: Raw -22556.891904 + Penalty 272.886819 = -22284.005085 Iteration 5F: 3 clusters Score -22284.01 nChanged 107 ComputeScore: Raw -22648.036532 + Penalty 272.886819 = -22375.149713 Iteration 6F: 3 clusters Score -22375.15 nChanged 83 ComputeScore: Raw -22721.402195 + Penalty 272.886819 = -22448.515375 Iteration 7Q: 3 clusters Score -22448.52 nChanged 61 ComputeScore: Raw -22761.197755 + Penalty 272.886819 = -22488.310936 Iteration 8Q: 3 clusters Score -22488.31 nChanged 36 ComputeScore: Raw -22781.609540 + Penalty 272.886819 = -22508.722721 Iteration 9Q: 3 clusters Score -22508.72 nChanged 23 ComputeScore: Raw -22791.214430 + Penalty 272.886819 = -22518.327611 Iteration 10Q: 3 clusters Score -22518.33 nChanged 25 ComputeScore: Raw -22804.464341 + Penalty 272.886819 = -22531.577522 Iteration 11Q: 3 clusters Score -22531.58 nChanged 28 ComputeScore: Raw -22822.138719 + Penalty 272.886819 = -22549.251900 Iteration 12Q: 3 clusters Score -22549.25 nChanged 20 ComputeScore: Raw -22833.326643 + Penalty 272.886819 = -22560.439824 Iteration 13Q: 3 clusters Score -22560.44 nChanged 14 ComputeScore: Raw -22836.555566 + Penalty 272.886819 = -22563.668747 Iteration 14Q: 3 clusters Score -22563.67 nChanged 12 ComputeScore: Raw -22840.140164 + Penalty 272.886819 = -22567.253345 Iteration 15Q: 3 clusters Score -22567.25 nChanged 14 ComputeScore: Raw -22843.938142 + Penalty 272.886819 = -22571.051323 Iteration 16Q: 3 clusters Score -22571.05 nChanged 9 ComputeScore: Raw -22845.968220 + Penalty 272.886819 = -22573.081401 Iteration 17Q: 3 clusters Score -22573.08 nChanged 11 ComputeScore: Raw -22848.410547 + Penalty 272.886819 = -22575.523728 Iteration 18Q: 3 clusters Score -22575.52 nChanged 11 ComputeScore: Raw -22850.436712 + Penalty 272.886819 = -22577.549893 Iteration 19Q: 3 clusters Score -22577.55 nChanged 5 ComputeScore: Raw -22851.323867 + Penalty 272.886819 = -22578.437048 Iteration 20F: 3 clusters Score -22578.44 nChanged 4 ComputeScore: Raw -22851.786248 + Penalty 272.886819 = -22578.899429 Iteration 21Q: 3 clusters Score -22578.9 nChanged 2 ComputeScore: Raw -22852.024027 + Penalty 272.886819 = -22579.137208 Iteration 22Q: 3 clusters Score -22579.14 nChanged 1 ComputeScore: Raw -22852.456046 + Penalty 272.886819 = -22579.569227 Iteration 23Q: 3 clusters Score -22579.57 nChanged 2 ComputeScore: Raw -22852.792215 + Penalty 272.886819 = -22579.905395 Iteration 24Q: 3 clusters Score -22579.91 nChanged 1 ComputeScore: Raw -22852.818585 + Penalty 272.886819 = -22579.931766 Iteration 25Q: 3 clusters Score -22579.93 nChanged 0 ComputeScore: Raw -22852.818585 + Penalty 272.886819 = -22579.931766 Iteration 26F: 3 clusters Score -22579.93 nChanged 0 Trying to split cluster 21 (11013 points) Assigned 2 initial classes randomly. ComputeScore: Raw -94898.224296 + Penalty 167.522970 = -94730.701326 Iteration 0F: 2 clusters Score -94730.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -87696.890149 + Penalty 335.045940 = -87361.844208 Iteration 0F: 3 clusters Score -87361.84 nChanged 5281 ComputeScore: Raw -91174.991684 + Penalty 335.045940 = -90839.945744 Iteration 1F: 3 clusters Score -90839.95 nChanged 704 ComputeScore: Raw -91638.999547 + Penalty 335.045940 = -91303.953607 Iteration 2F: 3 clusters Score -91303.95 nChanged 665 ComputeScore: Raw -92069.935430 + Penalty 335.045940 = -91734.889489 Iteration 3F: 3 clusters Score -91734.89 nChanged 680 ComputeScore: Raw -92549.499979 + Penalty 335.045940 = -92214.454039 Iteration 4F: 3 clusters Score -92214.45 nChanged 703 ComputeScore: Raw -93078.160835 + Penalty 335.045940 = -92743.114895 Iteration 5F: 3 clusters Score -92743.11 nChanged 598 ComputeScore: Raw -93537.419412 + Penalty 335.045940 = -93202.373472 Iteration 6F: 3 clusters Score -93202.37 nChanged 504 ComputeScore: Raw -93926.290072 + Penalty 335.045940 = -93591.244132 Iteration 7Q: 3 clusters Score -93591.24 nChanged 410 ComputeScore: Raw -94244.864796 + Penalty 335.045940 = -93909.818856 Iteration 8Q: 3 clusters Score -93909.82 nChanged 294 ComputeScore: Raw -94469.861589 + Penalty 335.045940 = -94134.815649 Iteration 9Q: 3 clusters Score -94134.82 nChanged 228 ComputeScore: Raw -94643.636333 + Penalty 335.045940 = -94308.590393 Iteration 10Q: 3 clusters Score -94308.59 nChanged 173 ComputeScore: Raw -94771.687336 + Penalty 335.045940 = -94436.641396 Iteration 11Q: 3 clusters Score -94436.64 nChanged 97 ComputeScore: Raw -94854.070046 + Penalty 335.045940 = -94519.024106 Iteration 12Q: 3 clusters Score -94519.02 nChanged 49 ComputeScore: Raw -94888.934313 + Penalty 335.045940 = -94553.888373 Iteration 13Q: 3 clusters Score -94553.89 nChanged 21 ComputeScore: Raw -94901.671358 + Penalty 335.045940 = -94566.625418 Iteration 14Q: 3 clusters Score -94566.63 nChanged 11 ComputeScore: Raw -94910.168652 + Penalty 335.045940 = -94575.122712 Iteration 15Q: 3 clusters Score -94575.12 nChanged 12 ComputeScore: Raw -94918.134155 + Penalty 335.045940 = -94583.088215 Iteration 16Q: 3 clusters Score -94583.09 nChanged 5 ComputeScore: Raw -94922.078661 + Penalty 335.045940 = -94587.032721 Iteration 17Q: 3 clusters Score -94587.03 nChanged 4 ComputeScore: Raw -94927.202851 + Penalty 335.045940 = -94592.156911 Iteration 18Q: 3 clusters Score -94592.16 nChanged 3 ComputeScore: Raw -94930.208943 + Penalty 335.045940 = -94595.163003 Iteration 19Q: 3 clusters Score -94595.16 nChanged 2 ComputeScore: Raw -94930.610439 + Penalty 335.045940 = -94595.564499 Iteration 20F: 3 clusters Score -94595.56 nChanged 0 Trying to split cluster 22 (209 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2912.812476 + Penalty 96.162017 = -2816.650459 Iteration 0F: 2 clusters Score -2816.65 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2815.868847 + Penalty 192.324033 = -2623.544814 Iteration 0F: 3 clusters Score -2623.545 nChanged 79 ComputeScore: Raw -2863.963260 + Penalty 192.324033 = -2671.639227 Iteration 1F: 3 clusters Score -2671.639 nChanged 25 ComputeScore: Raw -2885.091700 + Penalty 192.324033 = -2692.767667 Iteration 2F: 3 clusters Score -2692.768 nChanged 12 ComputeScore: Raw -2894.774673 + Penalty 192.324033 = -2702.450640 Iteration 3F: 3 clusters Score -2702.451 nChanged 4 ComputeScore: Raw -2899.028123 + Penalty 192.324033 = -2706.704090 Iteration 4Q: 3 clusters Score -2706.704 nChanged 4 ComputeScore: Raw -2903.212036 + Penalty 192.324033 = -2710.888003 Iteration 5Q: 3 clusters Score -2710.888 nChanged 4 ComputeScore: Raw -2906.545569 + Penalty 192.324033 = -2714.221536 Iteration 6Q: 3 clusters Score -2714.222 nChanged 0 ComputeScore: Raw -2906.545569 + Penalty 192.324033 = -2714.221536 Iteration 7F: 3 clusters Score -2714.222 nChanged 0 Trying to split cluster 23 (453 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5800.418736 + Penalty 110.086058 = -5690.332678 Iteration 0F: 2 clusters Score -5690.333 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5560.363961 + Penalty 220.172117 = -5340.191845 Iteration 0F: 3 clusters Score -5340.192 nChanged 180 ComputeScore: Raw -5661.910447 + Penalty 220.172117 = -5441.738331 Iteration 1F: 3 clusters Score -5441.738 nChanged 40 ComputeScore: Raw -5694.303858 + Penalty 220.172117 = -5474.131742 Iteration 2F: 3 clusters Score -5474.132 nChanged 29 ComputeScore: Raw -5717.548072 + Penalty 220.172117 = -5497.375955 Iteration 3F: 3 clusters Score -5497.376 nChanged 18 ComputeScore: Raw -5730.303858 + Penalty 220.172117 = -5510.131742 Iteration 4Q: 3 clusters Score -5510.132 nChanged 19 ComputeScore: Raw -5744.623093 + Penalty 220.172117 = -5524.450976 Iteration 5Q: 3 clusters Score -5524.451 nChanged 11 ComputeScore: Raw -5753.981373 + Penalty 220.172117 = -5533.809257 Iteration 6Q: 3 clusters Score -5533.809 nChanged 10 ComputeScore: Raw -5761.210274 + Penalty 220.172117 = -5541.038158 Iteration 7Q: 3 clusters Score -5541.038 nChanged 12 ComputeScore: Raw -5767.763568 + Penalty 220.172117 = -5547.591452 Iteration 8Q: 3 clusters Score -5547.591 nChanged 4 ComputeScore: Raw -5768.397470 + Penalty 220.172117 = -5548.225354 Iteration 9Q: 3 clusters Score -5548.225 nChanged 3 ComputeScore: Raw -5769.470308 + Penalty 220.172117 = -5549.298191 Iteration 10Q: 3 clusters Score -5549.298 nChanged 2 ComputeScore: Raw -5769.875582 + Penalty 220.172117 = -5549.703466 Iteration 11Q: 3 clusters Score -5549.703 nChanged 1 ComputeScore: Raw -5770.330242 + Penalty 220.172117 = -5550.158126 Iteration 12Q: 3 clusters Score -5550.158 nChanged 3 ComputeScore: Raw -5771.645757 + Penalty 220.172117 = -5551.473640 Iteration 13Q: 3 clusters Score -5551.474 nChanged 5 ComputeScore: Raw -5774.647643 + Penalty 220.172117 = -5554.475527 Iteration 14Q: 3 clusters Score -5554.476 nChanged 2 ComputeScore: Raw -5775.409416 + Penalty 220.172117 = -5555.237299 Iteration 15Q: 3 clusters Score -5555.237 nChanged 1 ComputeScore: Raw -5775.454574 + Penalty 220.172117 = -5555.282457 Iteration 16Q: 3 clusters Score -5555.282 nChanged 1 ComputeScore: Raw -5775.525955 + Penalty 220.172117 = -5555.353839 Iteration 17Q: 3 clusters Score -5555.354 nChanged 2 ComputeScore: Raw -5775.971505 + Penalty 220.172117 = -5555.799388 Iteration 18Q: 3 clusters Score -5555.799 nChanged 3 ComputeScore: Raw -5777.948996 + Penalty 220.172117 = -5557.776880 Iteration 19Q: 3 clusters Score -5557.777 nChanged 3 ComputeScore: Raw -5780.170183 + Penalty 220.172117 = -5559.998066 Iteration 20F: 3 clusters Score -5559.998 nChanged 4 ComputeScore: Raw -5782.857279 + Penalty 220.172117 = -5562.685162 Iteration 21Q: 3 clusters Score -5562.685 nChanged 6 ComputeScore: Raw -5786.717928 + Penalty 220.172117 = -5566.545811 Iteration 22Q: 3 clusters Score -5566.546 nChanged 4 ComputeScore: Raw -5788.620579 + Penalty 220.172117 = -5568.448463 Iteration 23Q: 3 clusters Score -5568.448 nChanged 3 ComputeScore: Raw -5789.603851 + Penalty 220.172117 = -5569.431735 Iteration 24Q: 3 clusters Score -5569.432 nChanged 2 ComputeScore: Raw -5790.732684 + Penalty 220.172117 = -5570.560567 Iteration 25Q: 3 clusters Score -5570.561 nChanged 2 ComputeScore: Raw -5793.935274 + Penalty 220.172117 = -5573.763157 Iteration 26Q: 3 clusters Score -5573.763 nChanged 4 ComputeScore: Raw -5796.773927 + Penalty 220.172117 = -5576.601811 Iteration 27Q: 3 clusters Score -5576.602 nChanged 3 ComputeScore: Raw -5799.140845 + Penalty 220.172117 = -5578.968729 Iteration 28Q: 3 clusters Score -5578.969 nChanged 3 ComputeScore: Raw -5802.165301 + Penalty 220.172117 = -5581.993185 Iteration 29Q: 3 clusters Score -5581.993 nChanged 4 ComputeScore: Raw -5806.474222 + Penalty 220.172117 = -5586.302105 Iteration 30Q: 3 clusters Score -5586.302 nChanged 4 ComputeScore: Raw -5811.244437 + Penalty 220.172117 = -5591.072320 Iteration 31Q: 3 clusters Score -5591.072 nChanged 3 ComputeScore: Raw -5813.141609 + Penalty 220.172117 = -5592.969493 Iteration 32Q: 3 clusters Score -5592.969 nChanged 2 ComputeScore: Raw -5814.921155 + Penalty 220.172117 = -5594.749038 Iteration 33Q: 3 clusters Score -5594.749 nChanged 3 ComputeScore: Raw -5817.165534 + Penalty 220.172117 = -5596.993417 Iteration 34Q: 3 clusters Score -5596.993 nChanged 4 ComputeScore: Raw -5821.062444 + Penalty 220.172117 = -5600.890328 Iteration 35Q: 3 clusters Score -5600.89 nChanged 3 ComputeScore: Raw -5823.805005 + Penalty 220.172117 = -5603.632888 Iteration 36Q: 3 clusters Score -5603.633 nChanged 1 ComputeScore: Raw -5823.992784 + Penalty 220.172117 = -5603.820668 Iteration 37Q: 3 clusters Score -5603.821 nChanged 0 ComputeScore: Raw -5823.992784 + Penalty 220.172117 = -5603.820668 Iteration 38F: 3 clusters Score -5603.821 nChanged 0 Trying to split cluster 24 (943 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9915.633393 + Penalty 123.283193 = -9792.350200 Iteration 0F: 2 clusters Score -9792.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9400.494774 + Penalty 246.566386 = -9153.928388 Iteration 0F: 3 clusters Score -9153.928 nChanged 383 ComputeScore: Raw -9637.420745 + Penalty 246.566386 = -9390.854359 Iteration 1F: 3 clusters Score -9390.854 nChanged 62 ComputeScore: Raw -9685.097847 + Penalty 246.566386 = -9438.531460 Iteration 2F: 3 clusters Score -9438.531 nChanged 54 ComputeScore: Raw -9747.108320 + Penalty 246.566386 = -9500.541934 Iteration 3F: 3 clusters Score -9500.542 nChanged 60 ComputeScore: Raw -9800.019804 + Penalty 246.566386 = -9553.453418 Iteration 4F: 3 clusters Score -9553.453 nChanged 49 ComputeScore: Raw -9843.379785 + Penalty 246.566386 = -9596.813399 Iteration 5F: 3 clusters Score -9596.813 nChanged 39 ComputeScore: Raw -9873.587724 + Penalty 246.566386 = -9627.021338 Iteration 6Q: 3 clusters Score -9627.021 nChanged 26 ComputeScore: Raw -9887.441054 + Penalty 246.566386 = -9640.874668 Iteration 7Q: 3 clusters Score -9640.875 nChanged 22 ComputeScore: Raw -9897.444162 + Penalty 246.566386 = -9650.877776 Iteration 8Q: 3 clusters Score -9650.878 nChanged 15 ComputeScore: Raw -9909.251892 + Penalty 246.566386 = -9662.685506 Iteration 9Q: 3 clusters Score -9662.686 nChanged 17 ComputeScore: Raw -9916.493983 + Penalty 246.566386 = -9669.927597 Iteration 10Q: 3 clusters Score -9669.928 nChanged 16 ComputeScore: Raw -9924.353943 + Penalty 246.566386 = -9677.787557 Iteration 11Q: 3 clusters Score -9677.788 nChanged 10 ComputeScore: Raw -9928.300130 + Penalty 246.566386 = -9681.733744 Iteration 12Q: 3 clusters Score -9681.734 nChanged 7 ComputeScore: Raw -9929.458394 + Penalty 246.566386 = -9682.892008 Iteration 13Q: 3 clusters Score -9682.892 nChanged 5 ComputeScore: Raw -9932.688724 + Penalty 246.566386 = -9686.122338 Iteration 14Q: 3 clusters Score -9686.122 nChanged 4 ComputeScore: Raw -9934.906075 + Penalty 246.566386 = -9688.339689 Iteration 15Q: 3 clusters Score -9688.34 nChanged 5 ComputeScore: Raw -9937.079105 + Penalty 246.566386 = -9690.512719 Iteration 16Q: 3 clusters Score -9690.513 nChanged 6 ComputeScore: Raw -9938.329300 + Penalty 246.566386 = -9691.762913 Iteration 17Q: 3 clusters Score -9691.763 nChanged 6 ComputeScore: Raw -9940.722078 + Penalty 246.566386 = -9694.155692 Iteration 18Q: 3 clusters Score -9694.156 nChanged 7 ComputeScore: Raw -9942.105456 + Penalty 246.566386 = -9695.539070 Iteration 19Q: 3 clusters Score -9695.539 nChanged 5 ComputeScore: Raw -9943.308155 + Penalty 246.566386 = -9696.741769 Iteration 20F: 3 clusters Score -9696.742 nChanged 3 ComputeScore: Raw -9943.893353 + Penalty 246.566386 = -9697.326967 Iteration 21Q: 3 clusters Score -9697.327 nChanged 3 ComputeScore: Raw -9944.204367 + Penalty 246.566386 = -9697.637980 Iteration 22Q: 3 clusters Score -9697.638 nChanged 2 ComputeScore: Raw -9944.875066 + Penalty 246.566386 = -9698.308680 Iteration 23Q: 3 clusters Score -9698.309 nChanged 5 ComputeScore: Raw -9947.238768 + Penalty 246.566386 = -9700.672382 Iteration 24Q: 3 clusters Score -9700.672 nChanged 2 ComputeScore: Raw -9947.949944 + Penalty 246.566386 = -9701.383557 Iteration 25Q: 3 clusters Score -9701.384 nChanged 3 ComputeScore: Raw -9949.464222 + Penalty 246.566386 = -9702.897835 Iteration 26Q: 3 clusters Score -9702.898 nChanged 3 ComputeScore: Raw -9949.877910 + Penalty 246.566386 = -9703.311524 Iteration 27Q: 3 clusters Score -9703.312 nChanged 1 ComputeScore: Raw -9949.932270 + Penalty 246.566386 = -9703.365883 Iteration 28Q: 3 clusters Score -9703.366 nChanged 1 ComputeScore: Raw -9950.050279 + Penalty 246.566386 = -9703.483893 Iteration 29Q: 3 clusters Score -9703.484 nChanged 1 ComputeScore: Raw -9950.164679 + Penalty 246.566386 = -9703.598293 Iteration 30Q: 3 clusters Score -9703.598 nChanged 0 ComputeScore: Raw -9950.164679 + Penalty 246.566386 = -9703.598293 Iteration 31F: 3 clusters Score -9703.598 nChanged 0 Trying to split cluster 25 (2173 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21309.482403 + Penalty 138.309552 = -21171.172851 Iteration 0F: 2 clusters Score -21171.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -19978.715388 + Penalty 276.619103 = -19702.096285 Iteration 0F: 3 clusters Score -19702.1 nChanged 990 ComputeScore: Raw -20556.022778 + Penalty 276.619103 = -20279.403675 Iteration 1F: 3 clusters Score -20279.4 nChanged 168 ComputeScore: Raw -20674.225951 + Penalty 276.619103 = -20397.606847 Iteration 2F: 3 clusters Score -20397.61 nChanged 159 ComputeScore: Raw -20802.645015 + Penalty 276.619103 = -20526.025912 Iteration 3F: 3 clusters Score -20526.03 nChanged 137 ComputeScore: Raw -20908.800961 + Penalty 276.619103 = -20632.181858 Iteration 4F: 3 clusters Score -20632.18 nChanged 109 ComputeScore: Raw -21001.523038 + Penalty 276.619103 = -20724.903935 Iteration 5F: 3 clusters Score -20724.9 nChanged 93 ComputeScore: Raw -21065.511450 + Penalty 276.619103 = -20788.892346 Iteration 6Q: 3 clusters Score -20788.89 nChanged 68 ComputeScore: Raw -21103.636196 + Penalty 276.619103 = -20827.017092 Iteration 7Q: 3 clusters Score -20827.02 nChanged 57 ComputeScore: Raw -21136.608263 + Penalty 276.619103 = -20859.989160 Iteration 8Q: 3 clusters Score -20859.99 nChanged 44 ComputeScore: Raw -21159.853480 + Penalty 276.619103 = -20883.234377 Iteration 9Q: 3 clusters Score -20883.23 nChanged 43 ComputeScore: Raw -21185.108406 + Penalty 276.619103 = -20908.489303 Iteration 10Q: 3 clusters Score -20908.49 nChanged 37 ComputeScore: Raw -21207.976328 + Penalty 276.619103 = -20931.357225 Iteration 11Q: 3 clusters Score -20931.36 nChanged 38 ComputeScore: Raw -21227.785808 + Penalty 276.619103 = -20951.166705 Iteration 12Q: 3 clusters Score -20951.17 nChanged 36 ComputeScore: Raw -21243.106454 + Penalty 276.619103 = -20966.487350 Iteration 13Q: 3 clusters Score -20966.49 nChanged 23 ComputeScore: Raw -21247.675031 + Penalty 276.619103 = -20971.055927 Iteration 14Q: 3 clusters Score -20971.06 nChanged 13 ComputeScore: Raw -21249.429113 + Penalty 276.619103 = -20972.810010 Iteration 15Q: 3 clusters Score -20972.81 nChanged 5 ComputeScore: Raw -21249.869699 + Penalty 276.619103 = -20973.250596 Iteration 16Q: 3 clusters Score -20973.25 nChanged 3 ComputeScore: Raw -21250.170565 + Penalty 276.619103 = -20973.551462 Iteration 17Q: 3 clusters Score -20973.55 nChanged 2 ComputeScore: Raw -21250.349294 + Penalty 276.619103 = -20973.730191 Iteration 18Q: 3 clusters Score -20973.73 nChanged 1 ComputeScore: Raw -21250.407518 + Penalty 276.619103 = -20973.788414 Iteration 19Q: 3 clusters Score -20973.79 nChanged 1 ComputeScore: Raw -21250.419054 + Penalty 276.619103 = -20973.799950 Iteration 20F: 3 clusters Score -20973.8 nChanged 0 Trying to split cluster 26 (451 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6508.050172 + Penalty 110.006412 = -6398.043760 Iteration 0F: 2 clusters Score -6398.044 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6267.960109 + Penalty 220.012824 = -6047.947285 Iteration 0F: 3 clusters Score -6047.947 nChanged 176 ComputeScore: Raw -6381.117636 + Penalty 220.012824 = -6161.104812 Iteration 1F: 3 clusters Score -6161.105 nChanged 53 ComputeScore: Raw -6423.196655 + Penalty 220.012824 = -6203.183831 Iteration 2F: 3 clusters Score -6203.184 nChanged 31 ComputeScore: Raw -6444.759068 + Penalty 220.012824 = -6224.746244 Iteration 3F: 3 clusters Score -6224.746 nChanged 14 ComputeScore: Raw -6454.585463 + Penalty 220.012824 = -6234.572638 Iteration 4Q: 3 clusters Score -6234.573 nChanged 13 ComputeScore: Raw -6466.710293 + Penalty 220.012824 = -6246.697469 Iteration 5Q: 3 clusters Score -6246.697 nChanged 9 ComputeScore: Raw -6479.733518 + Penalty 220.012824 = -6259.720694 Iteration 6Q: 3 clusters Score -6259.721 nChanged 13 ComputeScore: Raw -6492.327495 + Penalty 220.012824 = -6272.314671 Iteration 7Q: 3 clusters Score -6272.315 nChanged 12 ComputeScore: Raw -6500.959137 + Penalty 220.012824 = -6280.946313 Iteration 8Q: 3 clusters Score -6280.946 nChanged 8 ComputeScore: Raw -6506.391634 + Penalty 220.012824 = -6286.378810 Iteration 9Q: 3 clusters Score -6286.379 nChanged 6 ComputeScore: Raw -6512.988503 + Penalty 220.012824 = -6292.975679 Iteration 10Q: 3 clusters Score -6292.976 nChanged 4 ComputeScore: Raw -6515.372443 + Penalty 220.012824 = -6295.359619 Iteration 11Q: 3 clusters Score -6295.36 nChanged 6 ComputeScore: Raw -6525.846114 + Penalty 220.012824 = -6305.833289 Iteration 12Q: 3 clusters Score -6305.833 nChanged 4 ComputeScore: Raw -6539.637893 + Penalty 220.012824 = -6319.625069 Iteration 13Q: 3 clusters Score -6319.625 nChanged 7 ComputeScore: Raw -6579.083767 + Penalty 220.012824 = -6359.070943 Iteration 14Q: 3 clusters Score -6359.071 nChanged 2 ComputeScore: Raw -6590.338542 + Penalty 220.012824 = -6370.325718 Iteration 15Q: 3 clusters Score -6370.326 nChanged 4 ComputeScore: Raw -6598.210683 + Penalty 220.012824 = -6378.197859 Iteration 16Q: 3 clusters Score -6378.198 nChanged 3 ComputeScore: Raw -6600.082110 + Penalty 220.012824 = -6380.069286 Iteration 17Q: 3 clusters Score -6380.069 nChanged 2 ComputeScore: Raw -6600.795357 + Penalty 220.012824 = -6380.782533 Iteration 18Q: 3 clusters Score -6380.783 nChanged 1 ComputeScore: Raw -6601.107396 + Penalty 220.012824 = -6381.094572 Iteration 19Q: 3 clusters Score -6381.095 nChanged 2 ComputeScore: Raw -6602.255633 + Penalty 220.012824 = -6382.242808 Iteration 20F: 3 clusters Score -6382.243 nChanged 2 ComputeScore: Raw -6603.448224 + Penalty 220.012824 = -6383.435400 Iteration 21Q: 3 clusters Score -6383.435 nChanged 3 ComputeScore: Raw -6605.560802 + Penalty 220.012824 = -6385.547978 Iteration 22Q: 3 clusters Score -6385.548 nChanged 1 ComputeScore: Raw -6605.821458 + Penalty 220.012824 = -6385.808633 Iteration 23Q: 3 clusters Score -6385.809 nChanged 1 ComputeScore: Raw -6606.478608 + Penalty 220.012824 = -6386.465784 Iteration 24Q: 3 clusters Score -6386.466 nChanged 1 ComputeScore: Raw -6606.858589 + Penalty 220.012824 = -6386.845765 Iteration 25Q: 3 clusters Score -6386.846 nChanged 1 ComputeScore: Raw -6607.112294 + Penalty 220.012824 = -6387.099470 Iteration 26Q: 3 clusters Score -6387.099 nChanged 0 ComputeScore: Raw -6607.112294 + Penalty 220.012824 = -6387.099470 Iteration 27F: 3 clusters Score -6387.099 nChanged 0 Trying to split cluster 27 (448 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5453.945405 + Penalty 109.886278 = -5344.059126 Iteration 0F: 2 clusters Score -5344.059 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5231.843693 + Penalty 219.772556 = -5012.071137 Iteration 0F: 3 clusters Score -5012.071 nChanged 174 ComputeScore: Raw -5346.227170 + Penalty 219.772556 = -5126.454613 Iteration 1F: 3 clusters Score -5126.455 nChanged 32 ComputeScore: Raw -5363.032666 + Penalty 219.772556 = -5143.260110 Iteration 2F: 3 clusters Score -5143.26 nChanged 21 ComputeScore: Raw -5376.823915 + Penalty 219.772556 = -5157.051359 Iteration 3Q: 3 clusters Score -5157.051 nChanged 22 ComputeScore: Raw -5397.653801 + Penalty 219.772556 = -5177.881244 Iteration 4Q: 3 clusters Score -5177.881 nChanged 12 ComputeScore: Raw -5406.638560 + Penalty 219.772556 = -5186.866004 Iteration 5Q: 3 clusters Score -5186.866 nChanged 13 ComputeScore: Raw -5427.004380 + Penalty 219.772556 = -5207.231823 Iteration 6Q: 3 clusters Score -5207.232 nChanged 9 ComputeScore: Raw -5444.514491 + Penalty 219.772556 = -5224.741935 Iteration 7Q: 3 clusters Score -5224.742 nChanged 7 ComputeScore: Raw -5449.765788 + Penalty 219.772556 = -5229.993231 Iteration 8Q: 3 clusters Score -5229.993 nChanged 4 ComputeScore: Raw -5454.572026 + Penalty 219.772556 = -5234.799470 Iteration 9Q: 3 clusters Score -5234.799 nChanged 5 ComputeScore: Raw -5458.426607 + Penalty 219.772556 = -5238.654050 Iteration 10Q: 3 clusters Score -5238.654 nChanged 3 ComputeScore: Raw -5462.977319 + Penalty 219.772556 = -5243.204763 Iteration 11Q: 3 clusters Score -5243.205 nChanged 2 ComputeScore: Raw -5464.597127 + Penalty 219.772556 = -5244.824570 Iteration 12Q: 3 clusters Score -5244.825 nChanged 2 ComputeScore: Raw -5465.205624 + Penalty 219.772556 = -5245.433068 Iteration 13Q: 3 clusters Score -5245.433 nChanged 0 ComputeScore: Raw -5465.205624 + Penalty 219.772556 = -5245.433068 Iteration 14F: 3 clusters Score -5245.433 nChanged 0 Trying to split cluster 28 (838 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10500.269008 + Penalty 121.158326 = -10379.110682 Iteration 0F: 2 clusters Score -10379.11 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10021.004183 + Penalty 242.316652 = -9778.687532 Iteration 0F: 3 clusters Score -9778.688 nChanged 391 ComputeScore: Raw -10284.794397 + Penalty 242.316652 = -10042.477745 Iteration 1F: 3 clusters Score -10042.48 nChanged 57 ComputeScore: Raw -10334.649250 + Penalty 242.316652 = -10092.332598 Iteration 2F: 3 clusters Score -10092.33 nChanged 43 ComputeScore: Raw -10374.412552 + Penalty 242.316652 = -10132.095900 Iteration 3F: 3 clusters Score -10132.1 nChanged 35 ComputeScore: Raw -10401.912421 + Penalty 242.316652 = -10159.595769 Iteration 4Q: 3 clusters Score -10159.6 nChanged 30 ComputeScore: Raw -10418.957255 + Penalty 242.316652 = -10176.640603 Iteration 5Q: 3 clusters Score -10176.64 nChanged 26 ComputeScore: Raw -10436.837526 + Penalty 242.316652 = -10194.520875 Iteration 6Q: 3 clusters Score -10194.52 nChanged 20 ComputeScore: Raw -10446.846764 + Penalty 242.316652 = -10204.530113 Iteration 7Q: 3 clusters Score -10204.53 nChanged 20 ComputeScore: Raw -10456.803866 + Penalty 242.316652 = -10214.487214 Iteration 8Q: 3 clusters Score -10214.49 nChanged 10 ComputeScore: Raw -10462.837198 + Penalty 242.316652 = -10220.520546 Iteration 9Q: 3 clusters Score -10220.52 nChanged 13 ComputeScore: Raw -10471.607501 + Penalty 242.316652 = -10229.290849 Iteration 10Q: 3 clusters Score -10229.29 nChanged 7 ComputeScore: Raw -10474.541614 + Penalty 242.316652 = -10232.224963 Iteration 11Q: 3 clusters Score -10232.22 nChanged 4 ComputeScore: Raw -10475.492412 + Penalty 242.316652 = -10233.175761 Iteration 12Q: 3 clusters Score -10233.18 nChanged 3 ComputeScore: Raw -10476.519442 + Penalty 242.316652 = -10234.202791 Iteration 13Q: 3 clusters Score -10234.2 nChanged 2 ComputeScore: Raw -10477.263875 + Penalty 242.316652 = -10234.947223 Iteration 14Q: 3 clusters Score -10234.95 nChanged 5 ComputeScore: Raw -10479.335784 + Penalty 242.316652 = -10237.019133 Iteration 15Q: 3 clusters Score -10237.02 nChanged 6 ComputeScore: Raw -10482.894090 + Penalty 242.316652 = -10240.577439 Iteration 16Q: 3 clusters Score -10240.58 nChanged 8 ComputeScore: Raw -10487.066054 + Penalty 242.316652 = -10244.749403 Iteration 17Q: 3 clusters Score -10244.75 nChanged 6 ComputeScore: Raw -10490.683046 + Penalty 242.316652 = -10248.366394 Iteration 18Q: 3 clusters Score -10248.37 nChanged 3 ComputeScore: Raw -10493.289768 + Penalty 242.316652 = -10250.973116 Iteration 19Q: 3 clusters Score -10250.97 nChanged 3 ComputeScore: Raw -10495.738292 + Penalty 242.316652 = -10253.421641 Iteration 20F: 3 clusters Score -10253.42 nChanged 4 ComputeScore: Raw -10497.012774 + Penalty 242.316652 = -10254.696123 Iteration 21Q: 3 clusters Score -10254.7 nChanged 1 ComputeScore: Raw -10497.229168 + Penalty 242.316652 = -10254.912517 Iteration 22Q: 3 clusters Score -10254.91 nChanged 1 ComputeScore: Raw -10498.497483 + Penalty 242.316652 = -10256.180832 Iteration 23Q: 3 clusters Score -10256.18 nChanged 4 ComputeScore: Raw -10501.114955 + Penalty 242.316652 = -10258.798304 Iteration 24Q: 3 clusters Score -10258.8 nChanged 2 ComputeScore: Raw -10501.263095 + Penalty 242.316652 = -10258.946444 Iteration 25Q: 3 clusters Score -10258.95 nChanged 0 ComputeScore: Raw -10501.263095 + Penalty 242.316652 = -10258.946444 Iteration 26F: 3 clusters Score -10258.95 nChanged 0 Trying to split cluster 29 (4426 points) Assigned 2 initial classes randomly. ComputeScore: Raw -40600.844670 + Penalty 151.114527 = -40449.730142 Iteration 0F: 2 clusters Score -40449.73 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37794.393007 + Penalty 302.229055 = -37492.163952 Iteration 0F: 3 clusters Score -37492.16 nChanged 2094 ComputeScore: Raw -39352.911087 + Penalty 302.229055 = -39050.682032 Iteration 1F: 3 clusters Score -39050.68 nChanged 378 ComputeScore: Raw -39630.524596 + Penalty 302.229055 = -39328.295541 Iteration 2F: 3 clusters Score -39328.3 nChanged 309 ComputeScore: Raw -39884.511210 + Penalty 302.229055 = -39582.282155 Iteration 3F: 3 clusters Score -39582.28 nChanged 248 ComputeScore: Raw -40108.213318 + Penalty 302.229055 = -39805.984264 Iteration 4F: 3 clusters Score -39805.98 nChanged 209 ComputeScore: Raw -40310.151622 + Penalty 302.229055 = -40007.922567 Iteration 5Q: 3 clusters Score -40007.92 nChanged 130 ComputeScore: Raw -40424.335416 + Penalty 302.229055 = -40122.106362 Iteration 6Q: 3 clusters Score -40122.11 nChanged 83 ComputeScore: Raw -40499.034422 + Penalty 302.229055 = -40196.805367 Iteration 7Q: 3 clusters Score -40196.81 nChanged 54 ComputeScore: Raw -40540.281242 + Penalty 302.229055 = -40238.052187 Iteration 8Q: 3 clusters Score -40238.05 nChanged 37 ComputeScore: Raw -40568.386820 + Penalty 302.229055 = -40266.157765 Iteration 9Q: 3 clusters Score -40266.16 nChanged 20 ComputeScore: Raw -40584.441362 + Penalty 302.229055 = -40282.212307 Iteration 10Q: 3 clusters Score -40282.21 nChanged 17 ComputeScore: Raw -40595.904651 + Penalty 302.229055 = -40293.675596 Iteration 11Q: 3 clusters Score -40293.68 nChanged 11 ComputeScore: Raw -40609.145085 + Penalty 302.229055 = -40306.916031 Iteration 12Q: 3 clusters Score -40306.92 nChanged 6 ComputeScore: Raw -40613.448368 + Penalty 302.229055 = -40311.219313 Iteration 13Q: 3 clusters Score -40311.22 nChanged 4 ComputeScore: Raw -40614.804586 + Penalty 302.229055 = -40312.575532 Iteration 14Q: 3 clusters Score -40312.58 nChanged 1 ComputeScore: Raw -40615.008693 + Penalty 302.229055 = -40312.779639 Iteration 15Q: 3 clusters Score -40312.78 nChanged 1 ComputeScore: Raw -40615.951964 + Penalty 302.229055 = -40313.722909 Iteration 16Q: 3 clusters Score -40313.72 nChanged 3 ComputeScore: Raw -40617.992011 + Penalty 302.229055 = -40315.762956 Iteration 17Q: 3 clusters Score -40315.76 nChanged 3 ComputeScore: Raw -40620.449601 + Penalty 302.229055 = -40318.220546 Iteration 18Q: 3 clusters Score -40318.22 nChanged 4 ComputeScore: Raw -40627.318336 + Penalty 302.229055 = -40325.089282 Iteration 19Q: 3 clusters Score -40325.09 nChanged 1 ComputeScore: Raw -40628.330379 + Penalty 302.229055 = -40326.101324 Iteration 20F: 3 clusters Score -40326.1 nChanged 0 Trying to split cluster 30 (245 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3757.546391 + Penalty 99.022648 = -3658.523743 Iteration 0F: 2 clusters Score -3658.524 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3647.503447 + Penalty 198.045296 = -3449.458151 Iteration 0F: 3 clusters Score -3449.458 nChanged 84 ComputeScore: Raw -3709.202040 + Penalty 198.045296 = -3511.156745 Iteration 1F: 3 clusters Score -3511.157 nChanged 22 ComputeScore: Raw -3724.673949 + Penalty 198.045296 = -3526.628653 Iteration 2F: 3 clusters Score -3526.629 nChanged 13 ComputeScore: Raw -3738.816530 + Penalty 198.045296 = -3540.771234 Iteration 3F: 3 clusters Score -3540.771 nChanged 11 ComputeScore: Raw -3753.678052 + Penalty 198.045296 = -3555.632756 Iteration 4Q: 3 clusters Score -3555.633 nChanged 7 ComputeScore: Raw -3758.366365 + Penalty 198.045296 = -3560.321069 Iteration 5Q: 3 clusters Score -3560.321 nChanged 2 ComputeScore: Raw -3759.144418 + Penalty 198.045296 = -3561.099122 Iteration 6Q: 3 clusters Score -3561.099 nChanged 3 ComputeScore: Raw -3760.174628 + Penalty 198.045296 = -3562.129332 Iteration 7Q: 3 clusters Score -3562.129 nChanged 1 ComputeScore: Raw -3760.499627 + Penalty 198.045296 = -3562.454331 Iteration 8Q: 3 clusters Score -3562.454 nChanged 0 ComputeScore: Raw -3760.499627 + Penalty 198.045296 = -3562.454331 Iteration 9F: 3 clusters Score -3562.454 nChanged 0 Trying to split cluster 31 (782 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9647.256736 + Penalty 119.913385 = -9527.343351 Iteration 0F: 2 clusters Score -9527.343 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9215.264686 + Penalty 239.826771 = -8975.437915 Iteration 0F: 3 clusters Score -8975.438 nChanged 341 ComputeScore: Raw -9377.149500 + Penalty 239.826771 = -9137.322729 Iteration 1F: 3 clusters Score -9137.323 nChanged 61 ComputeScore: Raw -9406.699321 + Penalty 239.826771 = -9166.872550 Iteration 2F: 3 clusters Score -9166.873 nChanged 48 ComputeScore: Raw -9424.856109 + Penalty 239.826771 = -9185.029339 Iteration 3F: 3 clusters Score -9185.029 nChanged 26 ComputeScore: Raw -9438.437000 + Penalty 239.826771 = -9198.610229 Iteration 4Q: 3 clusters Score -9198.61 nChanged 28 ComputeScore: Raw -9452.426866 + Penalty 239.826771 = -9212.600095 Iteration 5Q: 3 clusters Score -9212.6 nChanged 33 ComputeScore: Raw -9470.449321 + Penalty 239.826771 = -9230.622550 Iteration 6Q: 3 clusters Score -9230.623 nChanged 38 ComputeScore: Raw -9501.964319 + Penalty 239.826771 = -9262.137549 Iteration 7Q: 3 clusters Score -9262.138 nChanged 47 ComputeScore: Raw -9543.859088 + Penalty 239.826771 = -9304.032317 Iteration 8F: 3 clusters Score -9304.032 nChanged 40 ComputeScore: Raw -9560.290361 + Penalty 239.826771 = -9320.463591 Iteration 9F: 3 clusters Score -9320.464 nChanged 20 ComputeScore: Raw -9566.878816 + Penalty 239.826771 = -9327.052045 Iteration 10Q: 3 clusters Score -9327.052 nChanged 10 ComputeScore: Raw -9570.618016 + Penalty 239.826771 = -9330.791245 Iteration 11Q: 3 clusters Score -9330.791 nChanged 5 ComputeScore: Raw -9571.680569 + Penalty 239.826771 = -9331.853799 Iteration 12Q: 3 clusters Score -9331.854 nChanged 6 ComputeScore: Raw -9573.268494 + Penalty 239.826771 = -9333.441724 Iteration 13Q: 3 clusters Score -9333.442 nChanged 7 ComputeScore: Raw -9574.934061 + Penalty 239.826771 = -9335.107290 Iteration 14Q: 3 clusters Score -9335.107 nChanged 7 ComputeScore: Raw -9576.746091 + Penalty 239.826771 = -9336.919320 Iteration 15Q: 3 clusters Score -9336.919 nChanged 6 ComputeScore: Raw -9578.337181 + Penalty 239.826771 = -9338.510410 Iteration 16Q: 3 clusters Score -9338.51 nChanged 7 ComputeScore: Raw -9579.927193 + Penalty 239.826771 = -9340.100422 Iteration 17Q: 3 clusters Score -9340.1 nChanged 8 ComputeScore: Raw -9581.554269 + Penalty 239.826771 = -9341.727498 Iteration 18Q: 3 clusters Score -9341.727 nChanged 7 ComputeScore: Raw -9583.086972 + Penalty 239.826771 = -9343.260201 Iteration 19Q: 3 clusters Score -9343.26 nChanged 6 ComputeScore: Raw -9584.283311 + Penalty 239.826771 = -9344.456541 Iteration 20F: 3 clusters Score -9344.457 nChanged 5 ComputeScore: Raw -9585.420829 + Penalty 239.826771 = -9345.594059 Iteration 21Q: 3 clusters Score -9345.594 nChanged 5 ComputeScore: Raw -9586.733698 + Penalty 239.826771 = -9346.906927 Iteration 22Q: 3 clusters Score -9346.907 nChanged 6 ComputeScore: Raw -9588.516468 + Penalty 239.826771 = -9348.689698 Iteration 23Q: 3 clusters Score -9348.69 nChanged 5 ComputeScore: Raw -9589.815443 + Penalty 239.826771 = -9349.988672 Iteration 24Q: 3 clusters Score -9349.989 nChanged 6 ComputeScore: Raw -9591.930859 + Penalty 239.826771 = -9352.104088 Iteration 25Q: 3 clusters Score -9352.104 nChanged 6 ComputeScore: Raw -9593.747404 + Penalty 239.826771 = -9353.920634 Iteration 26Q: 3 clusters Score -9353.921 nChanged 5 ComputeScore: Raw -9596.329487 + Penalty 239.826771 = -9356.502716 Iteration 27Q: 3 clusters Score -9356.503 nChanged 8 ComputeScore: Raw -9598.329035 + Penalty 239.826771 = -9358.502264 Iteration 28Q: 3 clusters Score -9358.502 nChanged 3 ComputeScore: Raw -9599.953281 + Penalty 239.826771 = -9360.126510 Iteration 29Q: 3 clusters Score -9360.127 nChanged 5 ComputeScore: Raw -9602.171737 + Penalty 239.826771 = -9362.344967 Iteration 30Q: 3 clusters Score -9362.345 nChanged 6 ComputeScore: Raw -9603.872028 + Penalty 239.826771 = -9364.045257 Iteration 31Q: 3 clusters Score -9364.045 nChanged 3 ComputeScore: Raw -9604.615736 + Penalty 239.826771 = -9364.788965 Iteration 32Q: 3 clusters Score -9364.789 nChanged 2 ComputeScore: Raw -9605.235456 + Penalty 239.826771 = -9365.408686 Iteration 33Q: 3 clusters Score -9365.409 nChanged 5 ComputeScore: Raw -9607.443447 + Penalty 239.826771 = -9367.616676 Iteration 34Q: 3 clusters Score -9367.617 nChanged 7 ComputeScore: Raw -9609.617110 + Penalty 239.826771 = -9369.790339 Iteration 35Q: 3 clusters Score -9369.79 nChanged 4 ComputeScore: Raw -9610.487041 + Penalty 239.826771 = -9370.660271 Iteration 36Q: 3 clusters Score -9370.66 nChanged 5 ComputeScore: Raw -9611.758997 + Penalty 239.826771 = -9371.932226 Iteration 37Q: 3 clusters Score -9371.932 nChanged 5 ComputeScore: Raw -9613.810914 + Penalty 239.826771 = -9373.984143 Iteration 38Q: 3 clusters Score -9373.984 nChanged 5 ComputeScore: Raw -9615.904571 + Penalty 239.826771 = -9376.077800 Iteration 39Q: 3 clusters Score -9376.078 nChanged 5 ComputeScore: Raw -9618.353909 + Penalty 239.826771 = -9378.527138 Iteration 40F: 3 clusters Score -9378.527 nChanged 7 ComputeScore: Raw -9622.593423 + Penalty 239.826771 = -9382.766652 Iteration 41Q: 3 clusters Score -9382.767 nChanged 7 ComputeScore: Raw -9627.685405 + Penalty 239.826771 = -9387.858634 Iteration 42Q: 3 clusters Score -9387.859 nChanged 4 ComputeScore: Raw -9631.195906 + Penalty 239.826771 = -9391.369135 Iteration 43Q: 3 clusters Score -9391.369 nChanged 6 ComputeScore: Raw -9633.645142 + Penalty 239.826771 = -9393.818372 Iteration 44Q: 3 clusters Score -9393.818 nChanged 6 ComputeScore: Raw -9636.653633 + Penalty 239.826771 = -9396.826863 Iteration 45Q: 3 clusters Score -9396.827 nChanged 6 ComputeScore: Raw -9639.868658 + Penalty 239.826771 = -9400.041888 Iteration 46Q: 3 clusters Score -9400.042 nChanged 9 ComputeScore: Raw -9647.256459 + Penalty 239.826771 = -9407.429689 Iteration 47Q: 3 clusters Score -9407.43 nChanged 6 ComputeScore: Raw -9650.026802 + Penalty 239.826771 = -9410.200031 Iteration 48Q: 3 clusters Score -9410.2 nChanged 2 ComputeScore: Raw -9650.963144 + Penalty 239.826771 = -9411.136373 Iteration 49Q: 3 clusters Score -9411.136 nChanged 1 ComputeScore: Raw -9651.700064 + Penalty 239.826771 = -9411.873293 Iteration 50Q: 3 clusters Score -9411.873 nChanged 2 ComputeScore: Raw -9652.185715 + Penalty 239.826771 = -9412.358944 Iteration 51Q: 3 clusters Score -9412.359 nChanged 2 ComputeScore: Raw -9653.241496 + Penalty 239.826771 = -9413.414725 Iteration 52Q: 3 clusters Score -9413.415 nChanged 2 ComputeScore: Raw -9655.701323 + Penalty 239.826771 = -9415.874552 Iteration 53Q: 3 clusters Score -9415.875 nChanged 3 ComputeScore: Raw -9657.450562 + Penalty 239.826771 = -9417.623791 Iteration 54Q: 3 clusters Score -9417.624 nChanged 3 ComputeScore: Raw -9658.821558 + Penalty 239.826771 = -9418.994788 Iteration 55Q: 3 clusters Score -9418.995 nChanged 2 ComputeScore: Raw -9659.694966 + Penalty 239.826771 = -9419.868195 Iteration 56Q: 3 clusters Score -9419.868 nChanged 0 ComputeScore: Raw -9659.694966 + Penalty 239.826771 = -9419.868195 Iteration 57F: 3 clusters Score -9419.868 nChanged 0 Trying to split cluster 32 (278 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3806.681172 + Penalty 101.297180 = -3705.383992 Iteration 0F: 2 clusters Score -3705.384 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3678.546824 + Penalty 202.594360 = -3475.952464 Iteration 0F: 3 clusters Score -3475.952 nChanged 102 ComputeScore: Raw -3757.684154 + Penalty 202.594360 = -3555.089794 Iteration 1F: 3 clusters Score -3555.09 nChanged 22 ComputeScore: Raw -3786.052607 + Penalty 202.594360 = -3583.458247 Iteration 2F: 3 clusters Score -3583.458 nChanged 17 ComputeScore: Raw -3804.470337 + Penalty 202.594360 = -3601.875977 Iteration 3F: 3 clusters Score -3601.876 nChanged 13 ComputeScore: Raw -3810.940188 + Penalty 202.594360 = -3608.345828 Iteration 4Q: 3 clusters Score -3608.346 nChanged 7 ComputeScore: Raw -3817.944453 + Penalty 202.594360 = -3615.350093 Iteration 5Q: 3 clusters Score -3615.35 nChanged 4 ComputeScore: Raw -3822.650686 + Penalty 202.594360 = -3620.056326 Iteration 6Q: 3 clusters Score -3620.056 nChanged 5 ComputeScore: Raw -3825.446578 + Penalty 202.594360 = -3622.852218 Iteration 7Q: 3 clusters Score -3622.852 nChanged 5 ComputeScore: Raw -3828.720701 + Penalty 202.594360 = -3626.126341 Iteration 8Q: 3 clusters Score -3626.126 nChanged 6 ComputeScore: Raw -3838.354647 + Penalty 202.594360 = -3635.760287 Iteration 9Q: 3 clusters Score -3635.76 nChanged 6 ComputeScore: Raw -3843.322048 + Penalty 202.594360 = -3640.727687 Iteration 10Q: 3 clusters Score -3640.728 nChanged 5 ComputeScore: Raw -3847.482664 + Penalty 202.594360 = -3644.888304 Iteration 11Q: 3 clusters Score -3644.888 nChanged 4 ComputeScore: Raw -3849.396710 + Penalty 202.594360 = -3646.802350 Iteration 12Q: 3 clusters Score -3646.802 nChanged 1 ComputeScore: Raw -3849.704194 + Penalty 202.594360 = -3647.109834 Iteration 13Q: 3 clusters Score -3647.11 nChanged 1 ComputeScore: Raw -3850.092787 + Penalty 202.594360 = -3647.498427 Iteration 14Q: 3 clusters Score -3647.498 nChanged 2 ComputeScore: Raw -3850.688315 + Penalty 202.594360 = -3648.093955 Iteration 15Q: 3 clusters Score -3648.094 nChanged 2 ComputeScore: Raw -3851.233326 + Penalty 202.594360 = -3648.638965 Iteration 16Q: 3 clusters Score -3648.639 nChanged 0 ComputeScore: Raw -3851.233326 + Penalty 202.594360 = -3648.638965 Iteration 17F: 3 clusters Score -3648.639 nChanged 0 Trying to split cluster 33 (760 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8883.981961 + Penalty 119.399732 = -8764.582230 Iteration 0F: 2 clusters Score -8764.582 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8496.541803 + Penalty 238.799464 = -8257.742339 Iteration 0F: 3 clusters Score -8257.742 nChanged 307 ComputeScore: Raw -8711.393324 + Penalty 238.799464 = -8472.593860 Iteration 1F: 3 clusters Score -8472.594 nChanged 68 ComputeScore: Raw -8764.415583 + Penalty 238.799464 = -8525.616119 Iteration 2F: 3 clusters Score -8525.616 nChanged 46 ComputeScore: Raw -8795.357872 + Penalty 238.799464 = -8556.558408 Iteration 3F: 3 clusters Score -8556.558 nChanged 24 ComputeScore: Raw -8814.791915 + Penalty 238.799464 = -8575.992452 Iteration 4Q: 3 clusters Score -8575.992 nChanged 21 ComputeScore: Raw -8832.593122 + Penalty 238.799464 = -8593.793659 Iteration 5Q: 3 clusters Score -8593.794 nChanged 14 ComputeScore: Raw -8847.508156 + Penalty 238.799464 = -8608.708692 Iteration 6Q: 3 clusters Score -8608.709 nChanged 20 ComputeScore: Raw -8859.071907 + Penalty 238.799464 = -8620.272444 Iteration 7Q: 3 clusters Score -8620.272 nChanged 12 ComputeScore: Raw -8872.250467 + Penalty 238.799464 = -8633.451003 Iteration 8Q: 3 clusters Score -8633.451 nChanged 12 ComputeScore: Raw -8881.090195 + Penalty 238.799464 = -8642.290731 Iteration 9Q: 3 clusters Score -8642.291 nChanged 10 ComputeScore: Raw -8885.688893 + Penalty 238.799464 = -8646.889430 Iteration 10Q: 3 clusters Score -8646.889 nChanged 5 ComputeScore: Raw -8888.761946 + Penalty 238.799464 = -8649.962483 Iteration 11Q: 3 clusters Score -8649.962 nChanged 4 ComputeScore: Raw -8891.673449 + Penalty 238.799464 = -8652.873986 Iteration 12Q: 3 clusters Score -8652.874 nChanged 8 ComputeScore: Raw -8897.022029 + Penalty 238.799464 = -8658.222565 Iteration 13Q: 3 clusters Score -8658.223 nChanged 9 ComputeScore: Raw -8900.449232 + Penalty 238.799464 = -8661.649768 Iteration 14Q: 3 clusters Score -8661.65 nChanged 6 ComputeScore: Raw -8902.900290 + Penalty 238.799464 = -8664.100826 Iteration 15Q: 3 clusters Score -8664.101 nChanged 6 ComputeScore: Raw -8905.291748 + Penalty 238.799464 = -8666.492285 Iteration 16Q: 3 clusters Score -8666.492 nChanged 2 ComputeScore: Raw -8905.610545 + Penalty 238.799464 = -8666.811082 Iteration 17Q: 3 clusters Score -8666.811 nChanged 1 ComputeScore: Raw -8905.714404 + Penalty 238.799464 = -8666.914940 Iteration 18Q: 3 clusters Score -8666.915 nChanged 1 ComputeScore: Raw -8906.484956 + Penalty 238.799464 = -8667.685492 Iteration 19Q: 3 clusters Score -8667.685 nChanged 2 ComputeScore: Raw -8909.754232 + Penalty 238.799464 = -8670.954769 Iteration 20F: 3 clusters Score -8670.955 nChanged 3 ComputeScore: Raw -8911.543517 + Penalty 238.799464 = -8672.744054 Iteration 21Q: 3 clusters Score -8672.744 nChanged 2 ComputeScore: Raw -8913.115152 + Penalty 238.799464 = -8674.315688 Iteration 22Q: 3 clusters Score -8674.316 nChanged 1 ComputeScore: Raw -8913.680915 + Penalty 238.799464 = -8674.881452 Iteration 23Q: 3 clusters Score -8674.881 nChanged 0 ComputeScore: Raw -8913.680915 + Penalty 238.799464 = -8674.881452 Iteration 24F: 3 clusters Score -8674.881 nChanged 0 Trying to split cluster 34 (323 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4573.087651 + Penalty 103.997742 = -4469.089909 Iteration 0F: 2 clusters Score -4469.09 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4398.666952 + Penalty 207.995484 = -4190.671469 Iteration 0F: 3 clusters Score -4190.671 nChanged 131 ComputeScore: Raw -4503.654638 + Penalty 207.995484 = -4295.659155 Iteration 1F: 3 clusters Score -4295.659 nChanged 31 ComputeScore: Raw -4533.525661 + Penalty 207.995484 = -4325.530178 Iteration 2F: 3 clusters Score -4325.53 nChanged 17 ComputeScore: Raw -4544.006555 + Penalty 207.995484 = -4336.011072 Iteration 3F: 3 clusters Score -4336.011 nChanged 9 ComputeScore: Raw -4546.890254 + Penalty 207.995484 = -4338.894770 Iteration 4Q: 3 clusters Score -4338.895 nChanged 2 ComputeScore: Raw -4547.891154 + Penalty 207.995484 = -4339.895671 Iteration 5Q: 3 clusters Score -4339.896 nChanged 2 ComputeScore: Raw -4548.791904 + Penalty 207.995484 = -4340.796420 Iteration 6Q: 3 clusters Score -4340.796 nChanged 2 ComputeScore: Raw -4550.133639 + Penalty 207.995484 = -4342.138156 Iteration 7Q: 3 clusters Score -4342.138 nChanged 6 ComputeScore: Raw -4553.654804 + Penalty 207.995484 = -4345.659320 Iteration 8Q: 3 clusters Score -4345.659 nChanged 7 ComputeScore: Raw -4559.317248 + Penalty 207.995484 = -4351.321764 Iteration 9Q: 3 clusters Score -4351.322 nChanged 8 ComputeScore: Raw -4570.220514 + Penalty 207.995484 = -4362.225030 Iteration 10Q: 3 clusters Score -4362.225 nChanged 9 ComputeScore: Raw -4577.885612 + Penalty 207.995484 = -4369.890128 Iteration 11Q: 3 clusters Score -4369.89 nChanged 9 ComputeScore: Raw -4590.089794 + Penalty 207.995484 = -4382.094311 Iteration 12Q: 3 clusters Score -4382.094 nChanged 9 ComputeScore: Raw -4596.133529 + Penalty 207.995484 = -4388.138045 Iteration 13Q: 3 clusters Score -4388.138 nChanged 5 ComputeScore: Raw -4600.150307 + Penalty 207.995484 = -4392.154824 Iteration 14Q: 3 clusters Score -4392.155 nChanged 4 ComputeScore: Raw -4602.614747 + Penalty 207.995484 = -4394.619263 Iteration 15Q: 3 clusters Score -4394.619 nChanged 2 ComputeScore: Raw -4603.364068 + Penalty 207.995484 = -4395.368584 Iteration 16Q: 3 clusters Score -4395.369 nChanged 0 ComputeScore: Raw -4603.364068 + Penalty 207.995484 = -4395.368584 Iteration 17F: 3 clusters Score -4395.369 nChanged 0 Trying to split cluster 35 (277 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3919.902162 + Penalty 101.232315 = -3818.669847 Iteration 0F: 2 clusters Score -3818.67 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3786.837024 + Penalty 202.464630 = -3584.372394 Iteration 0F: 3 clusters Score -3584.372 nChanged 102 ComputeScore: Raw -3862.362406 + Penalty 202.464630 = -3659.897776 Iteration 1F: 3 clusters Score -3659.898 nChanged 15 ComputeScore: Raw -3876.886950 + Penalty 202.464630 = -3674.422320 Iteration 2F: 3 clusters Score -3674.422 nChanged 16 ComputeScore: Raw -3887.305974 + Penalty 202.464630 = -3684.841343 Iteration 3F: 3 clusters Score -3684.841 nChanged 11 ComputeScore: Raw -3895.968604 + Penalty 202.464630 = -3693.503973 Iteration 4Q: 3 clusters Score -3693.504 nChanged 8 ComputeScore: Raw -3901.191035 + Penalty 202.464630 = -3698.726405 Iteration 5Q: 3 clusters Score -3698.726 nChanged 5 ComputeScore: Raw -3905.547216 + Penalty 202.464630 = -3703.082586 Iteration 6Q: 3 clusters Score -3703.083 nChanged 4 ComputeScore: Raw -3914.342572 + Penalty 202.464630 = -3711.877942 Iteration 7Q: 3 clusters Score -3711.878 nChanged 4 ComputeScore: Raw -3919.789431 + Penalty 202.464630 = -3717.324801 Iteration 8Q: 3 clusters Score -3717.325 nChanged 5 ComputeScore: Raw -3923.450292 + Penalty 202.464630 = -3720.985661 Iteration 9Q: 3 clusters Score -3720.986 nChanged 1 ComputeScore: Raw -3924.751359 + Penalty 202.464630 = -3722.286729 Iteration 10Q: 3 clusters Score -3722.287 nChanged 1 ComputeScore: Raw -3925.408790 + Penalty 202.464630 = -3722.944160 Iteration 11Q: 3 clusters Score -3722.944 nChanged 1 ComputeScore: Raw -3925.954251 + Penalty 202.464630 = -3723.489621 Iteration 12Q: 3 clusters Score -3723.49 nChanged 1 ComputeScore: Raw -3926.201394 + Penalty 202.464630 = -3723.736763 Iteration 13Q: 3 clusters Score -3723.737 nChanged 0 ComputeScore: Raw -3926.201394 + Penalty 202.464630 = -3723.736763 Iteration 14F: 3 clusters Score -3723.737 nChanged 0 Trying to split cluster 36 (2614 points) Assigned 2 initial classes randomly. ComputeScore: Raw -27784.416947 + Penalty 141.635464 = -27642.781483 Iteration 0F: 2 clusters Score -27642.78 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -26153.409196 + Penalty 283.270928 = -25870.138268 Iteration 0F: 3 clusters Score -25870.14 nChanged 1190 ComputeScore: Raw -26811.503058 + Penalty 283.270928 = -26528.232130 Iteration 1F: 3 clusters Score -26528.23 nChanged 233 ComputeScore: Raw -26930.968857 + Penalty 283.270928 = -26647.697929 Iteration 2F: 3 clusters Score -26647.7 nChanged 177 ComputeScore: Raw -27021.411248 + Penalty 283.270928 = -26738.140320 Iteration 3F: 3 clusters Score -26738.14 nChanged 147 ComputeScore: Raw -27105.456082 + Penalty 283.270928 = -26822.185154 Iteration 4F: 3 clusters Score -26822.19 nChanged 140 ComputeScore: Raw -27215.635525 + Penalty 283.270928 = -26932.364597 Iteration 5F: 3 clusters Score -26932.36 nChanged 157 ComputeScore: Raw -27355.835651 + Penalty 283.270928 = -27072.564722 Iteration 6F: 3 clusters Score -27072.56 nChanged 157 ComputeScore: Raw -27514.063793 + Penalty 283.270928 = -27230.792865 Iteration 7F: 3 clusters Score -27230.79 nChanged 127 ComputeScore: Raw -27635.779385 + Penalty 283.270928 = -27352.508457 Iteration 8Q: 3 clusters Score -27352.51 nChanged 78 ComputeScore: Raw -27705.896778 + Penalty 283.270928 = -27422.625850 Iteration 9Q: 3 clusters Score -27422.63 nChanged 47 ComputeScore: Raw -27755.573499 + Penalty 283.270928 = -27472.302570 Iteration 10Q: 3 clusters Score -27472.3 nChanged 25 ComputeScore: Raw -27779.057657 + Penalty 283.270928 = -27495.786729 Iteration 11Q: 3 clusters Score -27495.79 nChanged 13 ComputeScore: Raw -27790.337635 + Penalty 283.270928 = -27507.066707 Iteration 12Q: 3 clusters Score -27507.07 nChanged 9 ComputeScore: Raw -27795.338413 + Penalty 283.270928 = -27512.067485 Iteration 13Q: 3 clusters Score -27512.07 nChanged 9 ComputeScore: Raw -27799.539843 + Penalty 283.270928 = -27516.268915 Iteration 14Q: 3 clusters Score -27516.27 nChanged 6 ComputeScore: Raw -27803.331715 + Penalty 283.270928 = -27520.060786 Iteration 15Q: 3 clusters Score -27520.06 nChanged 6 ComputeScore: Raw -27809.584372 + Penalty 283.270928 = -27526.313444 Iteration 16Q: 3 clusters Score -27526.31 nChanged 4 ComputeScore: Raw -27812.349436 + Penalty 283.270928 = -27529.078508 Iteration 17Q: 3 clusters Score -27529.08 nChanged 2 ComputeScore: Raw -27812.633584 + Penalty 283.270928 = -27529.362656 Iteration 18Q: 3 clusters Score -27529.36 nChanged 0 ComputeScore: Raw -27812.633584 + Penalty 283.270928 = -27529.362656 Iteration 19F: 3 clusters Score -27529.36 nChanged 0 Trying to split cluster 37 (2621 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25731.377209 + Penalty 141.683602 = -25589.693608 Iteration 0F: 2 clusters Score -25589.69 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24134.927973 + Penalty 283.367203 = -23851.560770 Iteration 0F: 3 clusters Score -23851.56 nChanged 1206 ComputeScore: Raw -24919.088890 + Penalty 283.367203 = -24635.721687 Iteration 1F: 3 clusters Score -24635.72 nChanged 204 ComputeScore: Raw -25044.420412 + Penalty 283.367203 = -24761.053209 Iteration 2F: 3 clusters Score -24761.05 nChanged 151 ComputeScore: Raw -25111.486465 + Penalty 283.367203 = -24828.119261 Iteration 3F: 3 clusters Score -24828.12 nChanged 110 ComputeScore: Raw -25158.396509 + Penalty 283.367203 = -24875.029305 Iteration 4Q: 3 clusters Score -24875.03 nChanged 90 ComputeScore: Raw -25190.668624 + Penalty 283.367203 = -24907.301420 Iteration 5Q: 3 clusters Score -24907.3 nChanged 72 ComputeScore: Raw -25218.886580 + Penalty 283.367203 = -24935.519377 Iteration 6Q: 3 clusters Score -24935.52 nChanged 93 ComputeScore: Raw -25256.725852 + Penalty 283.367203 = -24973.358649 Iteration 7Q: 3 clusters Score -24973.36 nChanged 84 ComputeScore: Raw -25293.249166 + Penalty 283.367203 = -25009.881963 Iteration 8Q: 3 clusters Score -25009.88 nChanged 87 ComputeScore: Raw -25338.353043 + Penalty 283.367203 = -25054.985840 Iteration 9Q: 3 clusters Score -25054.99 nChanged 95 ComputeScore: Raw -25392.534452 + Penalty 283.367203 = -25109.167249 Iteration 10Q: 3 clusters Score -25109.17 nChanged 99 ComputeScore: Raw -25445.839363 + Penalty 283.367203 = -25162.472160 Iteration 11Q: 3 clusters Score -25162.47 nChanged 88 ComputeScore: Raw -25500.370677 + Penalty 283.367203 = -25217.003473 Iteration 12Q: 3 clusters Score -25217 nChanged 78 ComputeScore: Raw -25561.562034 + Penalty 283.367203 = -25278.194831 Iteration 13Q: 3 clusters Score -25278.19 nChanged 72 ComputeScore: Raw -25618.974706 + Penalty 283.367203 = -25335.607503 Iteration 14Q: 3 clusters Score -25335.61 nChanged 52 ComputeScore: Raw -25658.412811 + Penalty 283.367203 = -25375.045608 Iteration 15Q: 3 clusters Score -25375.05 nChanged 46 ComputeScore: Raw -25685.561966 + Penalty 283.367203 = -25402.194763 Iteration 16Q: 3 clusters Score -25402.19 nChanged 30 ComputeScore: Raw -25699.873263 + Penalty 283.367203 = -25416.506060 Iteration 17Q: 3 clusters Score -25416.51 nChanged 22 ComputeScore: Raw -25711.252208 + Penalty 283.367203 = -25427.885004 Iteration 18Q: 3 clusters Score -25427.89 nChanged 16 ComputeScore: Raw -25717.997965 + Penalty 283.367203 = -25434.630762 Iteration 19Q: 3 clusters Score -25434.63 nChanged 13 ComputeScore: Raw -25723.654712 + Penalty 283.367203 = -25440.287508 Iteration 20F: 3 clusters Score -25440.29 nChanged 10 ComputeScore: Raw -25727.539449 + Penalty 283.367203 = -25444.172246 Iteration 21Q: 3 clusters Score -25444.17 nChanged 10 ComputeScore: Raw -25732.366828 + Penalty 283.367203 = -25448.999625 Iteration 22Q: 3 clusters Score -25449 nChanged 9 ComputeScore: Raw -25738.022850 + Penalty 283.367203 = -25454.655646 Iteration 23Q: 3 clusters Score -25454.66 nChanged 7 ComputeScore: Raw -25741.217455 + Penalty 283.367203 = -25457.850252 Iteration 24Q: 3 clusters Score -25457.85 nChanged 4 ComputeScore: Raw -25742.943334 + Penalty 283.367203 = -25459.576131 Iteration 25Q: 3 clusters Score -25459.58 nChanged 2 ComputeScore: Raw -25743.285231 + Penalty 283.367203 = -25459.918028 Iteration 26Q: 3 clusters Score -25459.92 nChanged 0 ComputeScore: Raw -25743.285231 + Penalty 283.367203 = -25459.918028 Iteration 27F: 3 clusters Score -25459.92 nChanged 0 Trying to split cluster 38 (66 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1003.112769 + Penalty 75.413785 = -927.698984 Iteration 0F: 2 clusters Score -927.699 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -992.195758 + Penalty 150.827571 = -841.368187 Iteration 0F: 3 clusters Score -841.3682 nChanged 12 ComputeScore: Raw -1004.661404 + Penalty 150.827571 = -853.833833 Iteration 1F: 3 clusters Score -853.8338 nChanged 2 ComputeScore: Raw -1009.443189 + Penalty 150.827571 = -858.615618 Iteration 2Q: 3 clusters Score -858.6156 nChanged 0 ComputeScore: Raw -1009.443189 + Penalty 150.827571 = -858.615618 Iteration 3F: 3 clusters Score -858.6156 nChanged 0 Trying to split cluster 39 (390 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4795.699455 + Penalty 107.390641 = -4688.308814 Iteration 0F: 2 clusters Score -4688.309 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4597.659706 + Penalty 214.781283 = -4382.878424 Iteration 0F: 3 clusters Score -4382.878 nChanged 163 ComputeScore: Raw -4693.520304 + Penalty 214.781283 = -4478.739022 Iteration 1F: 3 clusters Score -4478.739 nChanged 26 ComputeScore: Raw -4715.319527 + Penalty 214.781283 = -4500.538245 Iteration 2F: 3 clusters Score -4500.538 nChanged 20 ComputeScore: Raw -4731.288859 + Penalty 214.781283 = -4516.507576 Iteration 3F: 3 clusters Score -4516.508 nChanged 11 ComputeScore: Raw -4737.568745 + Penalty 214.781283 = -4522.787462 Iteration 4Q: 3 clusters Score -4522.787 nChanged 10 ComputeScore: Raw -4748.269835 + Penalty 214.781283 = -4533.488552 Iteration 5Q: 3 clusters Score -4533.489 nChanged 5 ComputeScore: Raw -4751.576570 + Penalty 214.781283 = -4536.795287 Iteration 6Q: 3 clusters Score -4536.795 nChanged 4 ComputeScore: Raw -4754.573869 + Penalty 214.781283 = -4539.792586 Iteration 7Q: 3 clusters Score -4539.793 nChanged 7 ComputeScore: Raw -4759.392438 + Penalty 214.781283 = -4544.611156 Iteration 8Q: 3 clusters Score -4544.611 nChanged 6 ComputeScore: Raw -4764.773454 + Penalty 214.781283 = -4549.992171 Iteration 9Q: 3 clusters Score -4549.992 nChanged 6 ComputeScore: Raw -4768.168023 + Penalty 214.781283 = -4553.386741 Iteration 10Q: 3 clusters Score -4553.387 nChanged 5 ComputeScore: Raw -4770.141484 + Penalty 214.781283 = -4555.360201 Iteration 11Q: 3 clusters Score -4555.36 nChanged 5 ComputeScore: Raw -4773.562651 + Penalty 214.781283 = -4558.781368 Iteration 12Q: 3 clusters Score -4558.781 nChanged 7 ComputeScore: Raw -4780.747353 + Penalty 214.781283 = -4565.966071 Iteration 13Q: 3 clusters Score -4565.966 nChanged 8 ComputeScore: Raw -4787.140944 + Penalty 214.781283 = -4572.359661 Iteration 14Q: 3 clusters Score -4572.36 nChanged 7 ComputeScore: Raw -4796.655781 + Penalty 214.781283 = -4581.874499 Iteration 15Q: 3 clusters Score -4581.874 nChanged 7 ComputeScore: Raw -4807.087341 + Penalty 214.781283 = -4592.306058 Iteration 16Q: 3 clusters Score -4592.306 nChanged 5 ComputeScore: Raw -4812.285686 + Penalty 214.781283 = -4597.504404 Iteration 17Q: 3 clusters Score -4597.504 nChanged 0 ComputeScore: Raw -4812.285686 + Penalty 214.781283 = -4597.504404 Iteration 18F: 3 clusters Score -4597.504 nChanged 0 Trying to split cluster 40 (51 points) Assigned 2 initial classes randomly. ComputeScore: Raw -838.732642 + Penalty 70.772861 = -767.959781 Iteration 0F: 2 clusters Score -767.9598 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -829.096782 + Penalty 141.545723 = -687.551060 Iteration 0F: 3 clusters Score -687.5511 nChanged 7 ComputeScore: Raw -839.054222 + Penalty 141.545723 = -697.508500 Iteration 1F: 3 clusters Score -697.5085 nChanged 1 ComputeScore: Raw -839.860546 + Penalty 141.545723 = -698.314823 Iteration 2Q: 3 clusters Score -698.3148 nChanged 1 ComputeScore: Raw -840.171835 + Penalty 141.545723 = -698.626112 Iteration 3Q: 3 clusters Score -698.6261 nChanged 0 ComputeScore: Raw -840.171835 + Penalty 141.545723 = -698.626112 Iteration 4F: 3 clusters Score -698.6261 nChanged 0 Trying to split cluster 41 (957 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10756.475845 + Penalty 123.548461 = -10632.927384 Iteration 0F: 2 clusters Score -10632.93 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10206.675049 + Penalty 247.096922 = -9959.578127 Iteration 0F: 3 clusters Score -9959.578 nChanged 414 ComputeScore: Raw -10472.405300 + Penalty 247.096922 = -10225.308378 Iteration 1F: 3 clusters Score -10225.31 nChanged 72 ComputeScore: Raw -10524.466106 + Penalty 247.096922 = -10277.369184 Iteration 2F: 3 clusters Score -10277.37 nChanged 40 ComputeScore: Raw -10545.482224 + Penalty 247.096922 = -10298.385301 Iteration 3Q: 3 clusters Score -10298.39 nChanged 28 ComputeScore: Raw -10556.917053 + Penalty 247.096922 = -10309.820131 Iteration 4Q: 3 clusters Score -10309.82 nChanged 29 ComputeScore: Raw -10572.509090 + Penalty 247.096922 = -10325.412168 Iteration 5Q: 3 clusters Score -10325.41 nChanged 37 ComputeScore: Raw -10590.469844 + Penalty 247.096922 = -10343.372922 Iteration 6Q: 3 clusters Score -10343.37 nChanged 34 ComputeScore: Raw -10609.652069 + Penalty 247.096922 = -10362.555146 Iteration 7Q: 3 clusters Score -10362.56 nChanged 36 ComputeScore: Raw -10628.654581 + Penalty 247.096922 = -10381.557659 Iteration 8Q: 3 clusters Score -10381.56 nChanged 33 ComputeScore: Raw -10652.692156 + Penalty 247.096922 = -10405.595234 Iteration 9Q: 3 clusters Score -10405.6 nChanged 32 ComputeScore: Raw -10673.186145 + Penalty 247.096922 = -10426.089223 Iteration 10Q: 3 clusters Score -10426.09 nChanged 29 ComputeScore: Raw -10689.896129 + Penalty 247.096922 = -10442.799207 Iteration 11Q: 3 clusters Score -10442.8 nChanged 24 ComputeScore: Raw -10704.726435 + Penalty 247.096922 = -10457.629513 Iteration 12Q: 3 clusters Score -10457.63 nChanged 20 ComputeScore: Raw -10723.142500 + Penalty 247.096922 = -10476.045578 Iteration 13Q: 3 clusters Score -10476.05 nChanged 19 ComputeScore: Raw -10739.504718 + Penalty 247.096922 = -10492.407796 Iteration 14Q: 3 clusters Score -10492.41 nChanged 11 ComputeScore: Raw -10757.436974 + Penalty 247.096922 = -10510.340052 Iteration 15Q: 3 clusters Score -10510.34 nChanged 12 ComputeScore: Raw -10773.106401 + Penalty 247.096922 = -10526.009479 Iteration 16Q: 3 clusters Score -10526.01 nChanged 11 ComputeScore: Raw -10778.787893 + Penalty 247.096922 = -10531.690970 Iteration 17Q: 3 clusters Score -10531.69 nChanged 7 ComputeScore: Raw -10782.842899 + Penalty 247.096922 = -10535.745977 Iteration 18Q: 3 clusters Score -10535.75 nChanged 4 ComputeScore: Raw -10784.997323 + Penalty 247.096922 = -10537.900401 Iteration 19Q: 3 clusters Score -10537.9 nChanged 2 ComputeScore: Raw -10785.719496 + Penalty 247.096922 = -10538.622574 Iteration 20F: 3 clusters Score -10538.62 nChanged 0 Trying to split cluster 42 (262 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3649.025083 + Penalty 100.230201 = -3548.794882 Iteration 0F: 2 clusters Score -3548.795 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3540.450948 + Penalty 200.460402 = -3339.990546 Iteration 0F: 3 clusters Score -3339.991 nChanged 86 ComputeScore: Raw -3602.087868 + Penalty 200.460402 = -3401.627466 Iteration 1F: 3 clusters Score -3401.627 nChanged 19 ComputeScore: Raw -3617.969492 + Penalty 200.460402 = -3417.509090 Iteration 2F: 3 clusters Score -3417.509 nChanged 9 ComputeScore: Raw -3624.672509 + Penalty 200.460402 = -3424.212107 Iteration 3Q: 3 clusters Score -3424.212 nChanged 7 ComputeScore: Raw -3628.106925 + Penalty 200.460402 = -3427.646523 Iteration 4Q: 3 clusters Score -3427.647 nChanged 3 ComputeScore: Raw -3628.682921 + Penalty 200.460402 = -3428.222519 Iteration 5Q: 3 clusters Score -3428.223 nChanged 2 ComputeScore: Raw -3629.093024 + Penalty 200.460402 = -3428.632622 Iteration 6Q: 3 clusters Score -3428.633 nChanged 1 ComputeScore: Raw -3629.300687 + Penalty 200.460402 = -3428.840285 Iteration 7Q: 3 clusters Score -3428.84 nChanged 1 ComputeScore: Raw -3630.973048 + Penalty 200.460402 = -3430.512646 Iteration 8Q: 3 clusters Score -3430.513 nChanged 1 ComputeScore: Raw -3631.784836 + Penalty 200.460402 = -3431.324434 Iteration 9Q: 3 clusters Score -3431.324 nChanged 1 ComputeScore: Raw -3632.259005 + Penalty 200.460402 = -3431.798603 Iteration 10Q: 3 clusters Score -3431.799 nChanged 1 ComputeScore: Raw -3632.633361 + Penalty 200.460402 = -3432.172959 Iteration 11Q: 3 clusters Score -3432.173 nChanged 3 ComputeScore: Raw -3634.074608 + Penalty 200.460402 = -3433.614206 Iteration 12Q: 3 clusters Score -3433.614 nChanged 3 ComputeScore: Raw -3637.687457 + Penalty 200.460402 = -3437.227055 Iteration 13Q: 3 clusters Score -3437.227 nChanged 3 ComputeScore: Raw -3641.117260 + Penalty 200.460402 = -3440.656858 Iteration 14Q: 3 clusters Score -3440.657 nChanged 4 ComputeScore: Raw -3649.470748 + Penalty 200.460402 = -3449.010346 Iteration 15Q: 3 clusters Score -3449.01 nChanged 3 ComputeScore: Raw -3657.414127 + Penalty 200.460402 = -3456.953725 Iteration 16Q: 3 clusters Score -3456.954 nChanged 3 ComputeScore: Raw -3659.719641 + Penalty 200.460402 = -3459.259239 Iteration 17Q: 3 clusters Score -3459.259 nChanged 2 ComputeScore: Raw -3661.053704 + Penalty 200.460402 = -3460.593302 Iteration 18Q: 3 clusters Score -3460.593 nChanged 1 ComputeScore: Raw -3661.830328 + Penalty 200.460402 = -3461.369926 Iteration 19Q: 3 clusters Score -3461.37 nChanged 0 ComputeScore: Raw -3661.830328 + Penalty 200.460402 = -3461.369926 Iteration 20F: 3 clusters Score -3461.37 nChanged 0 Trying to split cluster 43 (88 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1370.397290 + Penalty 80.592063 = -1289.805228 Iteration 0F: 2 clusters Score -1289.805 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1348.790198 + Penalty 161.184125 = -1187.606073 Iteration 0F: 3 clusters Score -1187.606 nChanged 31 ComputeScore: Raw -1378.473851 + Penalty 161.184125 = -1217.289725 Iteration 1F: 3 clusters Score -1217.29 nChanged 6 ComputeScore: Raw -1386.333730 + Penalty 161.184125 = -1225.149605 Iteration 2F: 3 clusters Score -1225.15 nChanged 2 ComputeScore: Raw -1389.643929 + Penalty 161.184125 = -1228.459804 Iteration 3Q: 3 clusters Score -1228.46 nChanged 1 ComputeScore: Raw -1390.784919 + Penalty 161.184125 = -1229.600793 Iteration 4Q: 3 clusters Score -1229.601 nChanged 0 ComputeScore: Raw -1390.784919 + Penalty 161.184125 = -1229.600793 Iteration 5F: 3 clusters Score -1229.601 nChanged 0 Trying to split cluster 44 (316 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4096.823854 + Penalty 103.603360 = -3993.220494 Iteration 0F: 2 clusters Score -3993.22 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3941.711322 + Penalty 207.206720 = -3734.504602 Iteration 0F: 3 clusters Score -3734.505 nChanged 123 ComputeScore: Raw -4037.929512 + Penalty 207.206720 = -3830.722792 Iteration 1F: 3 clusters Score -3830.723 nChanged 27 ComputeScore: Raw -4083.429552 + Penalty 207.206720 = -3876.222832 Iteration 2F: 3 clusters Score -3876.223 nChanged 20 ComputeScore: Raw -4121.106661 + Penalty 207.206720 = -3913.899941 Iteration 3F: 3 clusters Score -3913.9 nChanged 15 ComputeScore: Raw -4169.886432 + Penalty 207.206720 = -3962.679712 Iteration 4Q: 3 clusters Score -3962.68 nChanged 11 ComputeScore: Raw -4211.058183 + Penalty 207.206720 = -4003.851464 Iteration 5Q: 3 clusters Score -4003.851 nChanged 5 ComputeScore: Raw -4218.665425 + Penalty 207.206720 = -4011.458706 Iteration 6Q: 3 clusters Score -4011.459 nChanged 4 ComputeScore: Raw -4229.756853 + Penalty 207.206720 = -4022.550133 Iteration 7Q: 3 clusters Score -4022.55 nChanged 4 ComputeScore: Raw -4260.146957 + Penalty 207.206720 = -4052.940238 Iteration 8Q: 3 clusters Score -4052.94 nChanged 3 ComputeScore: Raw -4271.581425 + Penalty 207.206720 = -4064.374705 Iteration 9Q: 3 clusters Score -4064.375 nChanged 0 ComputeScore: Raw -4271.581425 + Penalty 207.206720 = -4064.374705 Iteration 10F: 3 clusters Score -4064.375 nChanged 0 ComputeScore: Raw -545376.024574 + Penalty 9368.263728 = -536007.760846Splitting cluster 44 changes total score from -536036.410090 to -536007.760846 So it's not getting split. Trying to split cluster 45 (690 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7769.121176 + Penalty 117.660449 = -7651.460728 Iteration 0F: 2 clusters Score -7651.461 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -7401.105224 + Penalty 235.320898 = -7165.784326 Iteration 0F: 3 clusters Score -7165.784 nChanged 290 ComputeScore: Raw -7599.399031 + Penalty 235.320898 = -7364.078133 Iteration 1F: 3 clusters Score -7364.078 nChanged 83 ComputeScore: Raw -7711.091813 + Penalty 235.320898 = -7475.770916 Iteration 2F: 3 clusters Score -7475.771 nChanged 65 ComputeScore: Raw -7857.051976 + Penalty 235.320898 = -7621.731078 Iteration 3F: 3 clusters Score -7621.731 nChanged 42 ComputeScore: Raw -7925.762962 + Penalty 235.320898 = -7690.442065 Iteration 4F: 3 clusters Score -7690.442 nChanged 27 ComputeScore: Raw -7967.004627 + Penalty 235.320898 = -7731.683730 Iteration 5Q: 3 clusters Score -7731.684 nChanged 22 ComputeScore: Raw -7998.077101 + Penalty 235.320898 = -7762.756204 Iteration 6Q: 3 clusters Score -7762.756 nChanged 17 ComputeScore: Raw -8028.309842 + Penalty 235.320898 = -7792.988945 Iteration 7Q: 3 clusters Score -7792.989 nChanged 13 ComputeScore: Raw -8102.037175 + Penalty 235.320898 = -7866.716277 Iteration 8Q: 3 clusters Score -7866.716 nChanged 11 ComputeScore: Raw -8201.347047 + Penalty 235.320898 = -7966.026149 Iteration 9Q: 3 clusters Score -7966.026 nChanged 3 ComputeScore: Raw -8213.579548 + Penalty 235.320898 = -7978.258650 Iteration 10Q: 3 clusters Score -7978.259 nChanged 2 ComputeScore: Raw -8217.868408 + Penalty 235.320898 = -7982.547511 Iteration 11Q: 3 clusters Score -7982.548 nChanged 1 ComputeScore: Raw -8219.283591 + Penalty 235.320898 = -7983.962693 Iteration 12Q: 3 clusters Score -7983.963 nChanged 1 ComputeScore: Raw -8221.899726 + Penalty 235.320898 = -7986.578828 Iteration 13Q: 3 clusters Score -7986.579 nChanged 2 ComputeScore: Raw -8231.542762 + Penalty 235.320898 = -7996.221864 Iteration 14Q: 3 clusters Score -7996.222 nChanged 2 ComputeScore: Raw -8250.216346 + Penalty 235.320898 = -8014.895448 Iteration 15Q: 3 clusters Score -8014.895 nChanged 2 ComputeScore: Raw -8309.287360 + Penalty 235.320898 = -8073.966463 Iteration 16Q: 3 clusters Score -8073.966 nChanged 2 ComputeScore: Raw -8338.668092 + Penalty 235.320898 = -8103.347195 Iteration 17Q: 3 clusters Score -8103.347 nChanged 1 ComputeScore: Raw -8351.293126 + Penalty 235.320898 = -8115.972228 Iteration 18Q: 3 clusters Score -8115.972 nChanged 2 ComputeScore: Raw -8358.100750 + Penalty 235.320898 = -8122.779852 Iteration 19Q: 3 clusters Score -8122.78 nChanged 0 ComputeScore: Raw -8360.504719 + Penalty 235.320898 = -8125.183821 Iteration 20F: 3 clusters Score -8125.184 nChanged 1 ComputeScore: Raw -8362.175171 + Penalty 235.320898 = -8126.854273 Iteration 21Q: 3 clusters Score -8126.854 nChanged 0 ComputeScore: Raw -8362.175171 + Penalty 235.320898 = -8126.854273 Iteration 22F: 3 clusters Score -8126.854 nChanged 0 ComputeScore: Raw -545794.320997 + Penalty 9368.263728 = -536426.057269Splitting cluster 45 changes total score from -536036.410090 to -536426.057269 So it's getting split into cluster 46. ConsiderDeletion: ComputeScore: Raw -545852.390813 + Penalty 9368.263728 = -536484.127085Iteration 359Q: 47 clusters Score -536484.1 nChanged 35 ConsiderDeletion: ComputeScore: Raw -545947.697044 + Penalty 9368.263728 = -536579.433316Iteration 360F: 47 clusters Score -536579.4 nChanged 37 ConsiderDeletion: ComputeScore: Raw -546202.776882 + Penalty 9368.263728 = -536834.513153Iteration 361Q: 47 clusters Score -536834.5 nChanged 25 ConsiderDeletion: ComputeScore: Raw -546359.394128 + Penalty 9368.263728 = -536991.130400Iteration 362Q: 47 clusters Score -536991.1 nChanged 11 ConsiderDeletion: ComputeScore: Raw -546360.824231 + Penalty 9368.263728 = -536992.560503Iteration 363Q: 47 clusters Score -536992.6 nChanged 6 ConsiderDeletion: ComputeScore: Raw -546361.432006 + Penalty 9368.263728 = -536993.168278Iteration 364Q: 47 clusters Score -536993.2 nChanged 2 ConsiderDeletion: ComputeScore: Raw -546361.515418 + Penalty 9368.263728 = -536993.251690Iteration 365Q: 47 clusters Score -536993.3 nChanged 0 ConsiderDeletion: ComputeScore: Raw -546361.515418 + Penalty 9368.263728 = -536993.251690Iteration 366F: 47 clusters Score -536993.3 nChanged 0 ComputeScore: Raw -546361.515418 + Penalty 9368.263728 = -536993.251690Trying to split cluster 1 (386 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5071.983740 + Penalty 107.205073 = -4964.778667 Iteration 0F: 2 clusters Score -4964.779 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4881.762441 + Penalty 214.410145 = -4667.352296 Iteration 0F: 3 clusters Score -4667.352 nChanged 146 ComputeScore: Raw -4974.180619 + Penalty 214.410145 = -4759.770474 Iteration 1F: 3 clusters Score -4759.77 nChanged 32 ComputeScore: Raw -4999.291036 + Penalty 214.410145 = -4784.880890 Iteration 2F: 3 clusters Score -4784.881 nChanged 22 ComputeScore: Raw -5012.873702 + Penalty 214.410145 = -4798.463557 Iteration 3F: 3 clusters Score -4798.464 nChanged 11 ComputeScore: Raw -5018.252124 + Penalty 214.410145 = -4803.841979 Iteration 4Q: 3 clusters Score -4803.842 nChanged 10 ComputeScore: Raw -5024.817051 + Penalty 214.410145 = -4810.406905 Iteration 5Q: 3 clusters Score -4810.407 nChanged 6 ComputeScore: Raw -5028.233640 + Penalty 214.410145 = -4813.823495 Iteration 6Q: 3 clusters Score -4813.823 nChanged 7 ComputeScore: Raw -5045.252431 + Penalty 214.410145 = -4830.842286 Iteration 7Q: 3 clusters Score -4830.842 nChanged 8 ComputeScore: Raw -5055.681862 + Penalty 214.410145 = -4841.271717 Iteration 8Q: 3 clusters Score -4841.272 nChanged 6 ComputeScore: Raw -5061.375671 + Penalty 214.410145 = -4846.965526 Iteration 9Q: 3 clusters Score -4846.966 nChanged 5 ComputeScore: Raw -5064.341708 + Penalty 214.410145 = -4849.931563 Iteration 10Q: 3 clusters Score -4849.932 nChanged 7 ComputeScore: Raw -5069.023176 + Penalty 214.410145 = -4854.613031 Iteration 11Q: 3 clusters Score -4854.613 nChanged 8 ComputeScore: Raw -5075.991447 + Penalty 214.410145 = -4861.581301 Iteration 12Q: 3 clusters Score -4861.581 nChanged 4 ComputeScore: Raw -5077.405060 + Penalty 214.410145 = -4862.994914 Iteration 13Q: 3 clusters Score -4862.995 nChanged 6 ComputeScore: Raw -5080.839724 + Penalty 214.410145 = -4866.429578 Iteration 14Q: 3 clusters Score -4866.43 nChanged 5 ComputeScore: Raw -5085.194654 + Penalty 214.410145 = -4870.784509 Iteration 15Q: 3 clusters Score -4870.785 nChanged 3 ComputeScore: Raw -5085.916113 + Penalty 214.410145 = -4871.505968 Iteration 16Q: 3 clusters Score -4871.506 nChanged 2 ComputeScore: Raw -5086.387110 + Penalty 214.410145 = -4871.976965 Iteration 17Q: 3 clusters Score -4871.977 nChanged 0 ComputeScore: Raw -5086.387110 + Penalty 214.410145 = -4871.976965 Iteration 18F: 3 clusters Score -4871.977 nChanged 0 Trying to split cluster 2 (358 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2983.986276 + Penalty 105.849594 = -2878.136682 Iteration 0F: 2 clusters Score -2878.137 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2819.285723 + Penalty 211.699188 = -2607.586536 Iteration 0F: 3 clusters Score -2607.587 nChanged 140 ComputeScore: Raw -2927.368529 + Penalty 211.699188 = -2715.669341 Iteration 1F: 3 clusters Score -2715.669 nChanged 33 ComputeScore: Raw -2975.980114 + Penalty 211.699188 = -2764.280927 Iteration 2F: 3 clusters Score -2764.281 nChanged 20 ComputeScore: Raw -2993.659610 + Penalty 211.699188 = -2781.960423 Iteration 3F: 3 clusters Score -2781.96 nChanged 13 ComputeScore: Raw -3004.665645 + Penalty 211.699188 = -2792.966458 Iteration 4Q: 3 clusters Score -2792.966 nChanged 11 ComputeScore: Raw -3015.110792 + Penalty 211.699188 = -2803.411605 Iteration 5Q: 3 clusters Score -2803.412 nChanged 5 ComputeScore: Raw -3017.706167 + Penalty 211.699188 = -2806.006980 Iteration 6Q: 3 clusters Score -2806.007 nChanged 5 ComputeScore: Raw -3019.935518 + Penalty 211.699188 = -2808.236330 Iteration 7Q: 3 clusters Score -2808.236 nChanged 1 ComputeScore: Raw -3020.379011 + Penalty 211.699188 = -2808.679824 Iteration 8Q: 3 clusters Score -2808.68 nChanged 1 ComputeScore: Raw -3020.990386 + Penalty 211.699188 = -2809.291198 Iteration 9Q: 3 clusters Score -2809.291 nChanged 2 ComputeScore: Raw -3021.287527 + Penalty 211.699188 = -2809.588339 Iteration 10Q: 3 clusters Score -2809.588 nChanged 1 ComputeScore: Raw -3021.368357 + Penalty 211.699188 = -2809.669170 Iteration 11Q: 3 clusters Score -2809.669 nChanged 0 ComputeScore: Raw -3021.368357 + Penalty 211.699188 = -2809.669170 Iteration 12F: 3 clusters Score -2809.669 nChanged 0 Trying to split cluster 3 (286 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4323.149462 + Penalty 101.807853 = -4221.341610 Iteration 0F: 2 clusters Score -4221.342 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4185.806114 + Penalty 203.615705 = -3982.190408 Iteration 0F: 3 clusters Score -3982.19 nChanged 108 ComputeScore: Raw -4255.350971 + Penalty 203.615705 = -4051.735266 Iteration 1F: 3 clusters Score -4051.735 nChanged 18 ComputeScore: Raw -4276.275594 + Penalty 203.615705 = -4072.659888 Iteration 2F: 3 clusters Score -4072.66 nChanged 20 ComputeScore: Raw -4295.246631 + Penalty 203.615705 = -4091.630926 Iteration 3F: 3 clusters Score -4091.631 nChanged 9 ComputeScore: Raw -4303.617656 + Penalty 203.615705 = -4100.001950 Iteration 4Q: 3 clusters Score -4100.002 nChanged 8 ComputeScore: Raw -4320.588673 + Penalty 203.615705 = -4116.972968 Iteration 5Q: 3 clusters Score -4116.973 nChanged 11 ComputeScore: Raw -4337.247970 + Penalty 203.615705 = -4133.632265 Iteration 6Q: 3 clusters Score -4133.632 nChanged 8 ComputeScore: Raw -4348.326337 + Penalty 203.615705 = -4144.710632 Iteration 7Q: 3 clusters Score -4144.711 nChanged 4 ComputeScore: Raw -4352.747971 + Penalty 203.615705 = -4149.132265 Iteration 8Q: 3 clusters Score -4149.132 nChanged 3 ComputeScore: Raw -4358.494046 + Penalty 203.615705 = -4154.878340 Iteration 9Q: 3 clusters Score -4154.878 nChanged 3 ComputeScore: Raw -4369.084820 + Penalty 203.615705 = -4165.469115 Iteration 10Q: 3 clusters Score -4165.469 nChanged 2 ComputeScore: Raw -4370.749148 + Penalty 203.615705 = -4167.133443 Iteration 11Q: 3 clusters Score -4167.133 nChanged 1 ComputeScore: Raw -4371.213481 + Penalty 203.615705 = -4167.597776 Iteration 12Q: 3 clusters Score -4167.598 nChanged 0 ComputeScore: Raw -4371.213481 + Penalty 203.615705 = -4167.597776 Iteration 13F: 3 clusters Score -4167.598 nChanged 0 Trying to split cluster 4 (4774 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42506.839732 + Penalty 152.476917 = -42354.362815 Iteration 0F: 2 clusters Score -42354.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39441.419538 + Penalty 304.953833 = -39136.465705 Iteration 0F: 3 clusters Score -39136.47 nChanged 2308 ComputeScore: Raw -40894.170764 + Penalty 304.953833 = -40589.216931 Iteration 1F: 3 clusters Score -40589.22 nChanged 457 ComputeScore: Raw -41180.278386 + Penalty 304.953833 = -40875.324553 Iteration 2F: 3 clusters Score -40875.32 nChanged 392 ComputeScore: Raw -41453.141744 + Penalty 304.953833 = -41148.187911 Iteration 3F: 3 clusters Score -41148.19 nChanged 317 ComputeScore: Raw -41668.350515 + Penalty 304.953833 = -41363.396682 Iteration 4F: 3 clusters Score -41363.4 nChanged 222 ComputeScore: Raw -41815.776368 + Penalty 304.953833 = -41510.822534 Iteration 5Q: 3 clusters Score -41510.82 nChanged 167 ComputeScore: Raw -41892.596585 + Penalty 304.953833 = -41587.642752 Iteration 6Q: 3 clusters Score -41587.64 nChanged 116 ComputeScore: Raw -41931.878485 + Penalty 304.953833 = -41626.924652 Iteration 7Q: 3 clusters Score -41626.92 nChanged 86 ComputeScore: Raw -41959.509460 + Penalty 304.953833 = -41654.555627 Iteration 8Q: 3 clusters Score -41654.56 nChanged 103 ComputeScore: Raw -41994.943980 + Penalty 304.953833 = -41689.990147 Iteration 9Q: 3 clusters Score -41689.99 nChanged 92 ComputeScore: Raw -42023.265366 + Penalty 304.953833 = -41718.311533 Iteration 10Q: 3 clusters Score -41718.31 nChanged 88 ComputeScore: Raw -42051.449753 + Penalty 304.953833 = -41746.495920 Iteration 11Q: 3 clusters Score -41746.5 nChanged 76 ComputeScore: Raw -42073.703143 + Penalty 304.953833 = -41768.749310 Iteration 12Q: 3 clusters Score -41768.75 nChanged 67 ComputeScore: Raw -42093.286366 + Penalty 304.953833 = -41788.332533 Iteration 13Q: 3 clusters Score -41788.33 nChanged 77 ComputeScore: Raw -42122.899094 + Penalty 304.953833 = -41817.945261 Iteration 14Q: 3 clusters Score -41817.95 nChanged 78 ComputeScore: Raw -42155.816721 + Penalty 304.953833 = -41850.862888 Iteration 15Q: 3 clusters Score -41850.86 nChanged 90 ComputeScore: Raw -42193.741152 + Penalty 304.953833 = -41888.787319 Iteration 16Q: 3 clusters Score -41888.79 nChanged 75 ComputeScore: Raw -42225.342642 + Penalty 304.953833 = -41920.388809 Iteration 17Q: 3 clusters Score -41920.39 nChanged 75 ComputeScore: Raw -42260.294604 + Penalty 304.953833 = -41955.340771 Iteration 18Q: 3 clusters Score -41955.34 nChanged 70 ComputeScore: Raw -42296.949424 + Penalty 304.953833 = -41991.995591 Iteration 19Q: 3 clusters Score -41992 nChanged 64 ComputeScore: Raw -42324.666669 + Penalty 304.953833 = -42019.712836 Iteration 20F: 3 clusters Score -42019.71 nChanged 49 ComputeScore: Raw -42343.327013 + Penalty 304.953833 = -42038.373180 Iteration 21Q: 3 clusters Score -42038.37 nChanged 34 ComputeScore: Raw -42355.718524 + Penalty 304.953833 = -42050.764690 Iteration 22Q: 3 clusters Score -42050.76 nChanged 28 ComputeScore: Raw -42362.734879 + Penalty 304.953833 = -42057.781046 Iteration 23Q: 3 clusters Score -42057.78 nChanged 30 ComputeScore: Raw -42371.039739 + Penalty 304.953833 = -42066.085906 Iteration 24Q: 3 clusters Score -42066.09 nChanged 26 ComputeScore: Raw -42379.686515 + Penalty 304.953833 = -42074.732682 Iteration 25Q: 3 clusters Score -42074.73 nChanged 25 ComputeScore: Raw -42385.826399 + Penalty 304.953833 = -42080.872566 Iteration 26Q: 3 clusters Score -42080.87 nChanged 26 ComputeScore: Raw -42394.375142 + Penalty 304.953833 = -42089.421309 Iteration 27Q: 3 clusters Score -42089.42 nChanged 24 ComputeScore: Raw -42403.364228 + Penalty 304.953833 = -42098.410395 Iteration 28Q: 3 clusters Score -42098.41 nChanged 24 ComputeScore: Raw -42413.507576 + Penalty 304.953833 = -42108.553743 Iteration 29Q: 3 clusters Score -42108.55 nChanged 32 ComputeScore: Raw -42426.611381 + Penalty 304.953833 = -42121.657548 Iteration 30Q: 3 clusters Score -42121.66 nChanged 33 ComputeScore: Raw -42441.700191 + Penalty 304.953833 = -42136.746358 Iteration 31Q: 3 clusters Score -42136.75 nChanged 34 ComputeScore: Raw -42456.739101 + Penalty 304.953833 = -42151.785268 Iteration 32Q: 3 clusters Score -42151.79 nChanged 24 ComputeScore: Raw -42471.325106 + Penalty 304.953833 = -42166.371273 Iteration 33Q: 3 clusters Score -42166.37 nChanged 24 ComputeScore: Raw -42480.818449 + Penalty 304.953833 = -42175.864616 Iteration 34Q: 3 clusters Score -42175.86 nChanged 15 ComputeScore: Raw -42485.932495 + Penalty 304.953833 = -42180.978662 Iteration 35Q: 3 clusters Score -42180.98 nChanged 11 ComputeScore: Raw -42488.945915 + Penalty 304.953833 = -42183.992082 Iteration 36Q: 3 clusters Score -42183.99 nChanged 7 ComputeScore: Raw -42494.246349 + Penalty 304.953833 = -42189.292516 Iteration 37Q: 3 clusters Score -42189.29 nChanged 14 ComputeScore: Raw -42504.843817 + Penalty 304.953833 = -42199.889984 Iteration 38Q: 3 clusters Score -42199.89 nChanged 10 ComputeScore: Raw -42510.040709 + Penalty 304.953833 = -42205.086876 Iteration 39Q: 3 clusters Score -42205.09 nChanged 13 ComputeScore: Raw -42517.749196 + Penalty 304.953833 = -42212.795363 Iteration 40F: 3 clusters Score -42212.8 nChanged 8 ComputeScore: Raw -42523.766017 + Penalty 304.953833 = -42218.812184 Iteration 41Q: 3 clusters Score -42218.81 nChanged 6 ComputeScore: Raw -42526.360907 + Penalty 304.953833 = -42221.407074 Iteration 42Q: 3 clusters Score -42221.41 nChanged 8 ComputeScore: Raw -42527.677946 + Penalty 304.953833 = -42222.724113 Iteration 43Q: 3 clusters Score -42222.72 nChanged 3 ComputeScore: Raw -42529.014017 + Penalty 304.953833 = -42224.060184 Iteration 44Q: 3 clusters Score -42224.06 nChanged 5 ComputeScore: Raw -42530.835722 + Penalty 304.953833 = -42225.881889 Iteration 45Q: 3 clusters Score -42225.88 nChanged 8 ComputeScore: Raw -42533.882052 + Penalty 304.953833 = -42228.928219 Iteration 46Q: 3 clusters Score -42228.93 nChanged 2 ComputeScore: Raw -42535.661287 + Penalty 304.953833 = -42230.707454 Iteration 47Q: 3 clusters Score -42230.71 nChanged 2 ComputeScore: Raw -42539.791177 + Penalty 304.953833 = -42234.837344 Iteration 48Q: 3 clusters Score -42234.84 nChanged 5 ComputeScore: Raw -42541.262144 + Penalty 304.953833 = -42236.308311 Iteration 49Q: 3 clusters Score -42236.31 nChanged 4 ComputeScore: Raw -42543.528477 + Penalty 304.953833 = -42238.574644 Iteration 50Q: 3 clusters Score -42238.57 nChanged 3 ComputeScore: Raw -42544.726476 + Penalty 304.953833 = -42239.772643 Iteration 51Q: 3 clusters Score -42239.77 nChanged 3 ComputeScore: Raw -42545.464589 + Penalty 304.953833 = -42240.510756 Iteration 52Q: 3 clusters Score -42240.51 nChanged 3 ComputeScore: Raw -42546.431657 + Penalty 304.953833 = -42241.477824 Iteration 53Q: 3 clusters Score -42241.48 nChanged 3 ComputeScore: Raw -42547.469597 + Penalty 304.953833 = -42242.515764 Iteration 54Q: 3 clusters Score -42242.52 nChanged 0 ComputeScore: Raw -42547.469597 + Penalty 304.953833 = -42242.515764 Iteration 55F: 3 clusters Score -42242.52 nChanged 0 Trying to split cluster 5 (2591 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25757.064433 + Penalty 141.476385 = -25615.588048 Iteration 0F: 2 clusters Score -25615.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24177.022438 + Penalty 282.952771 = -23894.069668 Iteration 0F: 3 clusters Score -23894.07 nChanged 1194 ComputeScore: Raw -24824.684785 + Penalty 282.952771 = -24541.732014 Iteration 1F: 3 clusters Score -24541.73 nChanged 185 ComputeScore: Raw -24944.242718 + Penalty 282.952771 = -24661.289948 Iteration 2F: 3 clusters Score -24661.29 nChanged 190 ComputeScore: Raw -25114.248366 + Penalty 282.952771 = -24831.295595 Iteration 3F: 3 clusters Score -24831.3 nChanged 171 ComputeScore: Raw -25303.511544 + Penalty 282.952771 = -25020.558774 Iteration 4F: 3 clusters Score -25020.56 nChanged 171 ComputeScore: Raw -25486.808323 + Penalty 282.952771 = -25203.855552 Iteration 5F: 3 clusters Score -25203.86 nChanged 153 ComputeScore: Raw -25629.954301 + Penalty 282.952771 = -25347.001530 Iteration 6F: 3 clusters Score -25347 nChanged 101 ComputeScore: Raw -25695.676512 + Penalty 282.952771 = -25412.723741 Iteration 7Q: 3 clusters Score -25412.72 nChanged 66 ComputeScore: Raw -25734.364857 + Penalty 282.952771 = -25451.412086 Iteration 8Q: 3 clusters Score -25451.41 nChanged 47 ComputeScore: Raw -25750.984564 + Penalty 282.952771 = -25468.031793 Iteration 9Q: 3 clusters Score -25468.03 nChanged 24 ComputeScore: Raw -25756.461026 + Penalty 282.952771 = -25473.508256 Iteration 10Q: 3 clusters Score -25473.51 nChanged 18 ComputeScore: Raw -25760.884864 + Penalty 282.952771 = -25477.932094 Iteration 11Q: 3 clusters Score -25477.93 nChanged 11 ComputeScore: Raw -25763.304035 + Penalty 282.952771 = -25480.351264 Iteration 12Q: 3 clusters Score -25480.35 nChanged 7 ComputeScore: Raw -25764.345971 + Penalty 282.952771 = -25481.393201 Iteration 13Q: 3 clusters Score -25481.39 nChanged 4 ComputeScore: Raw -25764.719892 + Penalty 282.952771 = -25481.767122 Iteration 14Q: 3 clusters Score -25481.77 nChanged 2 ComputeScore: Raw -25764.812682 + Penalty 282.952771 = -25481.859911 Iteration 15Q: 3 clusters Score -25481.86 nChanged 1 ComputeScore: Raw -25764.856889 + Penalty 282.952771 = -25481.904118 Iteration 16Q: 3 clusters Score -25481.9 nChanged 0 ComputeScore: Raw -25764.856889 + Penalty 282.952771 = -25481.904118 Iteration 17F: 3 clusters Score -25481.9 nChanged 0 Trying to split cluster 6 (5100 points) Assigned 2 initial classes randomly. ComputeScore: Raw -46552.405064 + Penalty 153.665925 = -46398.739140 Iteration 0F: 2 clusters Score -46398.74 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -43355.308228 + Penalty 307.331849 = -43047.976378 Iteration 0F: 3 clusters Score -43047.98 nChanged 2368 ComputeScore: Raw -45007.158239 + Penalty 307.331849 = -44699.826389 Iteration 1F: 3 clusters Score -44699.83 nChanged 387 ComputeScore: Raw -45217.784403 + Penalty 307.331849 = -44910.452554 Iteration 2F: 3 clusters Score -44910.45 nChanged 301 ComputeScore: Raw -45381.524518 + Penalty 307.331849 = -45074.192668 Iteration 3F: 3 clusters Score -45074.19 nChanged 281 ComputeScore: Raw -45544.083885 + Penalty 307.331849 = -45236.752035 Iteration 4F: 3 clusters Score -45236.75 nChanged 245 ComputeScore: Raw -45702.387472 + Penalty 307.331849 = -45395.055623 Iteration 5Q: 3 clusters Score -45395.06 nChanged 249 ComputeScore: Raw -45901.423169 + Penalty 307.331849 = -45594.091319 Iteration 6Q: 3 clusters Score -45594.09 nChanged 246 ComputeScore: Raw -46119.370964 + Penalty 307.331849 = -45812.039114 Iteration 7Q: 3 clusters Score -45812.04 nChanged 212 ComputeScore: Raw -46321.834627 + Penalty 307.331849 = -46014.502778 Iteration 8Q: 3 clusters Score -46014.5 nChanged 136 ComputeScore: Raw -46454.363684 + Penalty 307.331849 = -46147.031835 Iteration 9Q: 3 clusters Score -46147.03 nChanged 78 ComputeScore: Raw -46525.403313 + Penalty 307.331849 = -46218.071463 Iteration 10Q: 3 clusters Score -46218.07 nChanged 23 ComputeScore: Raw -46548.511967 + Penalty 307.331849 = -46241.180118 Iteration 11Q: 3 clusters Score -46241.18 nChanged 9 ComputeScore: Raw -46562.271433 + Penalty 307.331849 = -46254.939584 Iteration 12Q: 3 clusters Score -46254.94 nChanged 4 ComputeScore: Raw -46569.274304 + Penalty 307.331849 = -46261.942455 Iteration 13Q: 3 clusters Score -46261.94 nChanged 3 ComputeScore: Raw -46572.122311 + Penalty 307.331849 = -46264.790462 Iteration 14Q: 3 clusters Score -46264.79 nChanged 3 ComputeScore: Raw -46577.929407 + Penalty 307.331849 = -46270.597558 Iteration 15Q: 3 clusters Score -46270.6 nChanged 2 ComputeScore: Raw -46583.707811 + Penalty 307.331849 = -46276.375961 Iteration 16Q: 3 clusters Score -46276.38 nChanged 2 ComputeScore: Raw -46584.529738 + Penalty 307.331849 = -46277.197888 Iteration 17Q: 3 clusters Score -46277.2 nChanged 2 ComputeScore: Raw -46585.190252 + Penalty 307.331849 = -46277.858403 Iteration 18Q: 3 clusters Score -46277.86 nChanged 0 ComputeScore: Raw -46585.190252 + Penalty 307.331849 = -46277.858403 Iteration 19F: 3 clusters Score -46277.86 nChanged 0 Trying to split cluster 7 (15281 points) Assigned 2 initial classes randomly. ComputeScore: Raw -125205.811209 + Penalty 173.418579 = -125032.392630 Iteration 0F: 2 clusters Score -125032.4 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -115125.351673 + Penalty 346.837158 = -114778.514515 Iteration 0F: 3 clusters Score -114778.5 nChanged 7359 ComputeScore: Raw -119777.444119 + Penalty 346.837158 = -119430.606960 Iteration 1F: 3 clusters Score -119430.6 nChanged 1010 ComputeScore: Raw -120387.805030 + Penalty 346.837158 = -120040.967872 Iteration 2F: 3 clusters Score -120041 nChanged 1129 ComputeScore: Raw -121110.919704 + Penalty 346.837158 = -120764.082546 Iteration 3F: 3 clusters Score -120764.1 nChanged 1054 ComputeScore: Raw -121844.464339 + Penalty 346.837158 = -121497.627181 Iteration 4F: 3 clusters Score -121497.6 nChanged 812 ComputeScore: Raw -122438.772335 + Penalty 346.837158 = -122091.935177 Iteration 5F: 3 clusters Score -122091.9 nChanged 625 ComputeScore: Raw -122783.358505 + Penalty 346.837158 = -122436.521346 Iteration 6Q: 3 clusters Score -122436.5 nChanged 421 ComputeScore: Raw -122977.255899 + Penalty 346.837158 = -122630.418741 Iteration 7Q: 3 clusters Score -122630.4 nChanged 314 ComputeScore: Raw -123119.371442 + Penalty 346.837158 = -122772.534284 Iteration 8Q: 3 clusters Score -122772.5 nChanged 334 ComputeScore: Raw -123283.132520 + Penalty 346.837158 = -122936.295362 Iteration 9Q: 3 clusters Score -122936.3 nChanged 334 ComputeScore: Raw -123453.785217 + Penalty 346.837158 = -123106.948059 Iteration 10Q: 3 clusters Score -123106.9 nChanged 297 ComputeScore: Raw -123619.642413 + Penalty 346.837158 = -123272.805255 Iteration 11Q: 3 clusters Score -123272.8 nChanged 279 ComputeScore: Raw -123790.990533 + Penalty 346.837158 = -123444.153375 Iteration 12Q: 3 clusters Score -123444.2 nChanged 243 ComputeScore: Raw -123945.127210 + Penalty 346.837158 = -123598.290052 Iteration 13Q: 3 clusters Score -123598.3 nChanged 246 ComputeScore: Raw -124119.451607 + Penalty 346.837158 = -123772.614449 Iteration 14Q: 3 clusters Score -123772.6 nChanged 229 ComputeScore: Raw -124284.901311 + Penalty 346.837158 = -123938.064153 Iteration 15Q: 3 clusters Score -123938.1 nChanged 210 ComputeScore: Raw -124393.512489 + Penalty 346.837158 = -124046.675331 Iteration 16Q: 3 clusters Score -124046.7 nChanged 173 ComputeScore: Raw -124483.240305 + Penalty 346.837158 = -124136.403147 Iteration 17Q: 3 clusters Score -124136.4 nChanged 167 ComputeScore: Raw -124549.169735 + Penalty 346.837158 = -124202.332577 Iteration 18Q: 3 clusters Score -124202.3 nChanged 136 ComputeScore: Raw -124594.040542 + Penalty 346.837158 = -124247.203384 Iteration 19Q: 3 clusters Score -124247.2 nChanged 114 ComputeScore: Raw -124631.985837 + Penalty 346.837158 = -124285.148679 Iteration 20F: 3 clusters Score -124285.1 nChanged 87 ComputeScore: Raw -124664.278819 + Penalty 346.837158 = -124317.441661 Iteration 21Q: 3 clusters Score -124317.4 nChanged 85 ComputeScore: Raw -124702.484842 + Penalty 346.837158 = -124355.647683 Iteration 22Q: 3 clusters Score -124355.6 nChanged 71 ComputeScore: Raw -124739.964716 + Penalty 346.837158 = -124393.127558 Iteration 23Q: 3 clusters Score -124393.1 nChanged 91 ComputeScore: Raw -124781.875290 + Penalty 346.837158 = -124435.038132 Iteration 24Q: 3 clusters Score -124435 nChanged 90 ComputeScore: Raw -124812.831169 + Penalty 346.837158 = -124465.994011 Iteration 25Q: 3 clusters Score -124466 nChanged 83 ComputeScore: Raw -124842.117650 + Penalty 346.837158 = -124495.280492 Iteration 26Q: 3 clusters Score -124495.3 nChanged 99 ComputeScore: Raw -124889.347003 + Penalty 346.837158 = -124542.509845 Iteration 27Q: 3 clusters Score -124542.5 nChanged 114 ComputeScore: Raw -124981.187458 + Penalty 346.837158 = -124634.350299 Iteration 28Q: 3 clusters Score -124634.4 nChanged 123 ComputeScore: Raw -125058.895968 + Penalty 346.837158 = -124712.058810 Iteration 29Q: 3 clusters Score -124712.1 nChanged 107 ComputeScore: Raw -125093.399760 + Penalty 346.837158 = -124746.562602 Iteration 30Q: 3 clusters Score -124746.6 nChanged 88 ComputeScore: Raw -125117.757243 + Penalty 346.837158 = -124770.920085 Iteration 31Q: 3 clusters Score -124770.9 nChanged 56 ComputeScore: Raw -125129.926966 + Penalty 346.837158 = -124783.089807 Iteration 32Q: 3 clusters Score -124783.1 nChanged 55 ComputeScore: Raw -125140.309996 + Penalty 346.837158 = -124793.472838 Iteration 33Q: 3 clusters Score -124793.5 nChanged 40 ComputeScore: Raw -125147.217279 + Penalty 346.837158 = -124800.380121 Iteration 34Q: 3 clusters Score -124800.4 nChanged 37 ComputeScore: Raw -125152.981647 + Penalty 346.837158 = -124806.144489 Iteration 35Q: 3 clusters Score -124806.1 nChanged 32 ComputeScore: Raw -125156.074701 + Penalty 346.837158 = -124809.237542 Iteration 36Q: 3 clusters Score -124809.2 nChanged 29 ComputeScore: Raw -125158.851356 + Penalty 346.837158 = -124812.014198 Iteration 37Q: 3 clusters Score -124812 nChanged 24 ComputeScore: Raw -125160.595157 + Penalty 346.837158 = -124813.757998 Iteration 38Q: 3 clusters Score -124813.8 nChanged 14 ComputeScore: Raw -125161.755221 + Penalty 346.837158 = -124814.918063 Iteration 39Q: 3 clusters Score -124814.9 nChanged 12 ComputeScore: Raw -125162.402109 + Penalty 346.837158 = -124815.564951 Iteration 40F: 3 clusters Score -124815.6 nChanged 11 ComputeScore: Raw -125163.149777 + Penalty 346.837158 = -124816.312619 Iteration 41Q: 3 clusters Score -124816.3 nChanged 11 ComputeScore: Raw -125164.044763 + Penalty 346.837158 = -124817.207605 Iteration 42Q: 3 clusters Score -124817.2 nChanged 18 ComputeScore: Raw -125165.581777 + Penalty 346.837158 = -124818.744618 Iteration 43Q: 3 clusters Score -124818.7 nChanged 24 ComputeScore: Raw -125168.636846 + Penalty 346.837158 = -124821.799688 Iteration 44Q: 3 clusters Score -124821.8 nChanged 24 ComputeScore: Raw -125171.807201 + Penalty 346.837158 = -124824.970042 Iteration 45Q: 3 clusters Score -124825 nChanged 37 ComputeScore: Raw -125176.779091 + Penalty 346.837158 = -124829.941932 Iteration 46Q: 3 clusters Score -124829.9 nChanged 33 ComputeScore: Raw -125181.651747 + Penalty 346.837158 = -124834.814589 Iteration 47Q: 3 clusters Score -124834.8 nChanged 39 ComputeScore: Raw -125188.558495 + Penalty 346.837158 = -124841.721336 Iteration 48Q: 3 clusters Score -124841.7 nChanged 38 ComputeScore: Raw -125194.815541 + Penalty 346.837158 = -124847.978383 Iteration 49Q: 3 clusters Score -124848 nChanged 30 ComputeScore: Raw -125199.559463 + Penalty 346.837158 = -124852.722305 Iteration 50Q: 3 clusters Score -124852.7 nChanged 19 ComputeScore: Raw -125201.221800 + Penalty 346.837158 = -124854.384642 Iteration 51Q: 3 clusters Score -124854.4 nChanged 14 ComputeScore: Raw -125201.983775 + Penalty 346.837158 = -124855.146617 Iteration 52Q: 3 clusters Score -124855.1 nChanged 10 ComputeScore: Raw -125202.540464 + Penalty 346.837158 = -124855.703306 Iteration 53Q: 3 clusters Score -124855.7 nChanged 11 ComputeScore: Raw -125203.005033 + Penalty 346.837158 = -124856.167875 Iteration 54Q: 3 clusters Score -124856.2 nChanged 8 ComputeScore: Raw -125203.292929 + Penalty 346.837158 = -124856.455770 Iteration 55Q: 3 clusters Score -124856.5 nChanged 2 ComputeScore: Raw -125203.332997 + Penalty 346.837158 = -124856.495839 Iteration 56Q: 3 clusters Score -124856.5 nChanged 3 ComputeScore: Raw -125203.520899 + Penalty 346.837158 = -124856.683741 Iteration 57Q: 3 clusters Score -124856.7 nChanged 3 ComputeScore: Raw -125203.603011 + Penalty 346.837158 = -124856.765853 Iteration 58Q: 3 clusters Score -124856.8 nChanged 2 ComputeScore: Raw -125203.615185 + Penalty 346.837158 = -124856.778027 Iteration 59Q: 3 clusters Score -124856.8 nChanged 1 ComputeScore: Raw -125203.648803 + Penalty 346.837158 = -124856.811645 Iteration 60F: 3 clusters Score -124856.8 nChanged 0 Trying to split cluster 8 (2761 points) Assigned 2 initial classes randomly. ComputeScore: Raw -29171.534540 + Penalty 142.620268 = -29028.914272 Iteration 0F: 2 clusters Score -29028.91 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27504.538956 + Penalty 285.240536 = -27219.298420 Iteration 0F: 3 clusters Score -27219.3 nChanged 1274 ComputeScore: Raw -28352.717137 + Penalty 285.240536 = -28067.476601 Iteration 1F: 3 clusters Score -28067.48 nChanged 239 ComputeScore: Raw -28541.128783 + Penalty 285.240536 = -28255.888247 Iteration 2F: 3 clusters Score -28255.89 nChanged 214 ComputeScore: Raw -28741.311956 + Penalty 285.240536 = -28456.071420 Iteration 3F: 3 clusters Score -28456.07 nChanged 167 ComputeScore: Raw -28916.942813 + Penalty 285.240536 = -28631.702277 Iteration 4F: 3 clusters Score -28631.7 nChanged 134 ComputeScore: Raw -29058.085787 + Penalty 285.240536 = -28772.845251 Iteration 5Q: 3 clusters Score -28772.85 nChanged 66 ComputeScore: Raw -29123.034312 + Penalty 285.240536 = -28837.793777 Iteration 6Q: 3 clusters Score -28837.79 nChanged 36 ComputeScore: Raw -29153.161635 + Penalty 285.240536 = -28867.921099 Iteration 7Q: 3 clusters Score -28867.92 nChanged 23 ComputeScore: Raw -29169.526097 + Penalty 285.240536 = -28884.285562 Iteration 8Q: 3 clusters Score -28884.29 nChanged 16 ComputeScore: Raw -29184.585084 + Penalty 285.240536 = -28899.344548 Iteration 9Q: 3 clusters Score -28899.34 nChanged 10 ComputeScore: Raw -29193.014894 + Penalty 285.240536 = -28907.774358 Iteration 10Q: 3 clusters Score -28907.77 nChanged 6 ComputeScore: Raw -29197.092339 + Penalty 285.240536 = -28911.851804 Iteration 11Q: 3 clusters Score -28911.85 nChanged 4 ComputeScore: Raw -29198.439712 + Penalty 285.240536 = -28913.199177 Iteration 12Q: 3 clusters Score -28913.2 nChanged 4 ComputeScore: Raw -29199.556533 + Penalty 285.240536 = -28914.315998 Iteration 13Q: 3 clusters Score -28914.32 nChanged 2 ComputeScore: Raw -29200.020124 + Penalty 285.240536 = -28914.779588 Iteration 14Q: 3 clusters Score -28914.78 nChanged 0 ComputeScore: Raw -29200.020124 + Penalty 285.240536 = -28914.779588 Iteration 15F: 3 clusters Score -28914.78 nChanged 0 Trying to split cluster 9 (762 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9910.721814 + Penalty 119.447038 = -9791.274776 Iteration 0F: 2 clusters Score -9791.275 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9473.106749 + Penalty 238.894076 = -9234.212673 Iteration 0F: 3 clusters Score -9234.213 nChanged 329 ComputeScore: Raw -9725.086980 + Penalty 238.894076 = -9486.192904 Iteration 1F: 3 clusters Score -9486.193 nChanged 78 ComputeScore: Raw -9781.550844 + Penalty 238.894076 = -9542.656768 Iteration 2F: 3 clusters Score -9542.657 nChanged 40 ComputeScore: Raw -9808.171074 + Penalty 238.894076 = -9569.276998 Iteration 3F: 3 clusters Score -9569.277 nChanged 25 ComputeScore: Raw -9829.465133 + Penalty 238.894076 = -9590.571057 Iteration 4Q: 3 clusters Score -9590.571 nChanged 21 ComputeScore: Raw -9866.561183 + Penalty 238.894076 = -9627.667107 Iteration 5Q: 3 clusters Score -9627.667 nChanged 21 ComputeScore: Raw -9905.625727 + Penalty 238.894076 = -9666.731651 Iteration 6Q: 3 clusters Score -9666.732 nChanged 12 ComputeScore: Raw -9912.208485 + Penalty 238.894076 = -9673.314409 Iteration 7Q: 3 clusters Score -9673.314 nChanged 7 ComputeScore: Raw -9915.365758 + Penalty 238.894076 = -9676.471682 Iteration 8Q: 3 clusters Score -9676.472 nChanged 4 ComputeScore: Raw -9916.645268 + Penalty 238.894076 = -9677.751192 Iteration 9Q: 3 clusters Score -9677.751 nChanged 3 ComputeScore: Raw -9919.663607 + Penalty 238.894076 = -9680.769531 Iteration 10Q: 3 clusters Score -9680.77 nChanged 1 ComputeScore: Raw -9920.905407 + Penalty 238.894076 = -9682.011331 Iteration 11Q: 3 clusters Score -9682.011 nChanged 2 ComputeScore: Raw -9923.479548 + Penalty 238.894076 = -9684.585472 Iteration 12Q: 3 clusters Score -9684.585 nChanged 4 ComputeScore: Raw -9930.406808 + Penalty 238.894076 = -9691.512732 Iteration 13Q: 3 clusters Score -9691.513 nChanged 7 ComputeScore: Raw -9940.545639 + Penalty 238.894076 = -9701.651563 Iteration 14Q: 3 clusters Score -9701.652 nChanged 8 ComputeScore: Raw -9951.692134 + Penalty 238.894076 = -9712.798058 Iteration 15Q: 3 clusters Score -9712.798 nChanged 7 ComputeScore: Raw -9956.015628 + Penalty 238.894076 = -9717.121552 Iteration 16Q: 3 clusters Score -9717.122 nChanged 7 ComputeScore: Raw -9959.825375 + Penalty 238.894076 = -9720.931299 Iteration 17Q: 3 clusters Score -9720.931 nChanged 3 ComputeScore: Raw -9962.720857 + Penalty 238.894076 = -9723.826781 Iteration 18Q: 3 clusters Score -9723.827 nChanged 6 ComputeScore: Raw -9970.276138 + Penalty 238.894076 = -9731.382062 Iteration 19Q: 3 clusters Score -9731.382 nChanged 5 ComputeScore: Raw -9979.806787 + Penalty 238.894076 = -9740.912711 Iteration 20F: 3 clusters Score -9740.913 nChanged 10 ComputeScore: Raw -9987.995996 + Penalty 238.894076 = -9749.101920 Iteration 21Q: 3 clusters Score -9749.102 nChanged 5 ComputeScore: Raw -9993.952638 + Penalty 238.894076 = -9755.058562 Iteration 22Q: 3 clusters Score -9755.059 nChanged 3 ComputeScore: Raw -9995.907955 + Penalty 238.894076 = -9757.013879 Iteration 23Q: 3 clusters Score -9757.014 nChanged 3 ComputeScore: Raw -9997.463226 + Penalty 238.894076 = -9758.569150 Iteration 24Q: 3 clusters Score -9758.569 nChanged 2 ComputeScore: Raw -9998.936689 + Penalty 238.894076 = -9760.042613 Iteration 25Q: 3 clusters Score -9760.043 nChanged 3 ComputeScore: Raw -10000.319858 + Penalty 238.894076 = -9761.425782 Iteration 26Q: 3 clusters Score -9761.426 nChanged 3 ComputeScore: Raw -10001.105203 + Penalty 238.894076 = -9762.211127 Iteration 27Q: 3 clusters Score -9762.211 nChanged 2 ComputeScore: Raw -10002.414871 + Penalty 238.894076 = -9763.520795 Iteration 28Q: 3 clusters Score -9763.521 nChanged 3 ComputeScore: Raw -10004.817919 + Penalty 238.894076 = -9765.923843 Iteration 29Q: 3 clusters Score -9765.924 nChanged 2 ComputeScore: Raw -10005.667594 + Penalty 238.894076 = -9766.773518 Iteration 30Q: 3 clusters Score -9766.774 nChanged 1 ComputeScore: Raw -10005.770771 + Penalty 238.894076 = -9766.876695 Iteration 31Q: 3 clusters Score -9766.877 nChanged 0 ComputeScore: Raw -10005.770771 + Penalty 238.894076 = -9766.876695 Iteration 32F: 3 clusters Score -9766.877 nChanged 0 Trying to split cluster 10 (1170 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8818.401432 + Penalty 127.165663 = -8691.235770 Iteration 0F: 2 clusters Score -8691.236 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8118.234527 + Penalty 254.331325 = -7863.903202 Iteration 0F: 3 clusters Score -7863.903 nChanged 515 ComputeScore: Raw -8491.152850 + Penalty 254.331325 = -8236.821525 Iteration 1F: 3 clusters Score -8236.822 nChanged 96 ComputeScore: Raw -8596.918392 + Penalty 254.331325 = -8342.587067 Iteration 2F: 3 clusters Score -8342.587 nChanged 105 ComputeScore: Raw -8726.770765 + Penalty 254.331325 = -8472.439440 Iteration 3F: 3 clusters Score -8472.439 nChanged 86 ComputeScore: Raw -8822.622761 + Penalty 254.331325 = -8568.291436 Iteration 4F: 3 clusters Score -8568.291 nChanged 67 ComputeScore: Raw -8869.841773 + Penalty 254.331325 = -8615.510448 Iteration 5F: 3 clusters Score -8615.51 nChanged 38 ComputeScore: Raw -8890.384011 + Penalty 254.331325 = -8636.052686 Iteration 6Q: 3 clusters Score -8636.053 nChanged 24 ComputeScore: Raw -8906.377660 + Penalty 254.331325 = -8652.046335 Iteration 7Q: 3 clusters Score -8652.046 nChanged 24 ComputeScore: Raw -8924.578084 + Penalty 254.331325 = -8670.246759 Iteration 8Q: 3 clusters Score -8670.247 nChanged 23 ComputeScore: Raw -8934.842927 + Penalty 254.331325 = -8680.511602 Iteration 9Q: 3 clusters Score -8680.512 nChanged 11 ComputeScore: Raw -8938.367378 + Penalty 254.331325 = -8684.036053 Iteration 10Q: 3 clusters Score -8684.036 nChanged 13 ComputeScore: Raw -8941.732606 + Penalty 254.331325 = -8687.401281 Iteration 11Q: 3 clusters Score -8687.401 nChanged 12 ComputeScore: Raw -8944.130092 + Penalty 254.331325 = -8689.798767 Iteration 12Q: 3 clusters Score -8689.799 nChanged 6 ComputeScore: Raw -8945.318115 + Penalty 254.331325 = -8690.986790 Iteration 13Q: 3 clusters Score -8690.987 nChanged 2 ComputeScore: Raw -8945.493283 + Penalty 254.331325 = -8691.161958 Iteration 14Q: 3 clusters Score -8691.162 nChanged 0 ComputeScore: Raw -8945.493283 + Penalty 254.331325 = -8691.161958 Iteration 15F: 3 clusters Score -8691.162 nChanged 0 Trying to split cluster 11 (3509 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32961.373022 + Penalty 146.935555 = -32814.437467 Iteration 0F: 2 clusters Score -32814.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30771.920459 + Penalty 293.871110 = -30478.049350 Iteration 0F: 3 clusters Score -30478.05 nChanged 1645 ComputeScore: Raw -31832.117149 + Penalty 293.871110 = -31538.246039 Iteration 1F: 3 clusters Score -31538.25 nChanged 240 ComputeScore: Raw -31971.331349 + Penalty 293.871110 = -31677.460239 Iteration 2F: 3 clusters Score -31677.46 nChanged 202 ComputeScore: Raw -32113.240951 + Penalty 293.871110 = -31819.369841 Iteration 3F: 3 clusters Score -31819.37 nChanged 221 ComputeScore: Raw -32270.517572 + Penalty 293.871110 = -31976.646463 Iteration 4F: 3 clusters Score -31976.65 nChanged 198 ComputeScore: Raw -32416.721308 + Penalty 293.871110 = -32122.850198 Iteration 5F: 3 clusters Score -32122.85 nChanged 179 ComputeScore: Raw -32567.148485 + Penalty 293.871110 = -32273.277376 Iteration 6F: 3 clusters Score -32273.28 nChanged 158 ComputeScore: Raw -32701.157669 + Penalty 293.871110 = -32407.286560 Iteration 7Q: 3 clusters Score -32407.29 nChanged 112 ComputeScore: Raw -32786.981373 + Penalty 293.871110 = -32493.110264 Iteration 8Q: 3 clusters Score -32493.11 nChanged 93 ComputeScore: Raw -32876.693517 + Penalty 293.871110 = -32582.822407 Iteration 9Q: 3 clusters Score -32582.82 nChanged 56 ComputeScore: Raw -32934.377361 + Penalty 293.871110 = -32640.506251 Iteration 10Q: 3 clusters Score -32640.51 nChanged 16 ComputeScore: Raw -32955.277979 + Penalty 293.871110 = -32661.406870 Iteration 11Q: 3 clusters Score -32661.41 nChanged 8 ComputeScore: Raw -32964.339949 + Penalty 293.871110 = -32670.468840 Iteration 12Q: 3 clusters Score -32670.47 nChanged 6 ComputeScore: Raw -32974.480216 + Penalty 293.871110 = -32680.609106 Iteration 13Q: 3 clusters Score -32680.61 nChanged 6 ComputeScore: Raw -32978.923375 + Penalty 293.871110 = -32685.052266 Iteration 14Q: 3 clusters Score -32685.05 nChanged 1 ComputeScore: Raw -32980.677760 + Penalty 293.871110 = -32686.806650 Iteration 15Q: 3 clusters Score -32686.81 nChanged 3 ComputeScore: Raw -32982.763905 + Penalty 293.871110 = -32688.892795 Iteration 16Q: 3 clusters Score -32688.89 nChanged 1 ComputeScore: Raw -32982.942457 + Penalty 293.871110 = -32689.071348 Iteration 17Q: 3 clusters Score -32689.07 nChanged 1 ComputeScore: Raw -32983.153648 + Penalty 293.871110 = -32689.282539 Iteration 18Q: 3 clusters Score -32689.28 nChanged 0 ComputeScore: Raw -32983.153648 + Penalty 293.871110 = -32689.282539 Iteration 19F: 3 clusters Score -32689.28 nChanged 0 Trying to split cluster 12 (5320 points) Assigned 2 initial classes randomly. ComputeScore: Raw -50920.432442 + Penalty 154.426114 = -50766.006328 Iteration 0F: 2 clusters Score -50766.01 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -47550.880053 + Penalty 308.852229 = -47242.027824 Iteration 0F: 3 clusters Score -47242.03 nChanged 2476 ComputeScore: Raw -49332.690948 + Penalty 308.852229 = -49023.838719 Iteration 1F: 3 clusters Score -49023.84 nChanged 299 ComputeScore: Raw -49486.991629 + Penalty 308.852229 = -49178.139400 Iteration 2F: 3 clusters Score -49178.14 nChanged 308 ComputeScore: Raw -49679.895116 + Penalty 308.852229 = -49371.042887 Iteration 3F: 3 clusters Score -49371.04 nChanged 335 ComputeScore: Raw -49936.500690 + Penalty 308.852229 = -49627.648461 Iteration 4F: 3 clusters Score -49627.65 nChanged 329 ComputeScore: Raw -50241.937254 + Penalty 308.852229 = -49933.085025 Iteration 5F: 3 clusters Score -49933.09 nChanged 300 ComputeScore: Raw -50548.918553 + Penalty 308.852229 = -50240.066324 Iteration 6F: 3 clusters Score -50240.07 nChanged 198 ComputeScore: Raw -50755.856707 + Penalty 308.852229 = -50447.004478 Iteration 7Q: 3 clusters Score -50447 nChanged 117 ComputeScore: Raw -50880.600925 + Penalty 308.852229 = -50571.748696 Iteration 8Q: 3 clusters Score -50571.75 nChanged 27 ComputeScore: Raw -50907.988673 + Penalty 308.852229 = -50599.136444 Iteration 9Q: 3 clusters Score -50599.14 nChanged 10 ComputeScore: Raw -50922.526843 + Penalty 308.852229 = -50613.674614 Iteration 10Q: 3 clusters Score -50613.67 nChanged 7 ComputeScore: Raw -50938.002243 + Penalty 308.852229 = -50629.150014 Iteration 11Q: 3 clusters Score -50629.15 nChanged 5 ComputeScore: Raw -50943.752931 + Penalty 308.852229 = -50634.900702 Iteration 12Q: 3 clusters Score -50634.9 nChanged 4 ComputeScore: Raw -50946.418678 + Penalty 308.852229 = -50637.566449 Iteration 13Q: 3 clusters Score -50637.57 nChanged 1 ComputeScore: Raw -50947.788215 + Penalty 308.852229 = -50638.935986 Iteration 14Q: 3 clusters Score -50638.94 nChanged 0 ComputeScore: Raw -50947.788215 + Penalty 308.852229 = -50638.935986 Iteration 15F: 3 clusters Score -50638.94 nChanged 0 Trying to split cluster 13 (529 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7023.656365 + Penalty 112.877792 = -6910.778573 Iteration 0F: 2 clusters Score -6910.779 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6750.592030 + Penalty 225.755584 = -6524.836446 Iteration 0F: 3 clusters Score -6524.836 nChanged 218 ComputeScore: Raw -6872.750820 + Penalty 225.755584 = -6646.995236 Iteration 1F: 3 clusters Score -6646.995 nChanged 33 ComputeScore: Raw -6894.139241 + Penalty 225.755584 = -6668.383658 Iteration 2F: 3 clusters Score -6668.384 nChanged 28 ComputeScore: Raw -6917.554941 + Penalty 225.755584 = -6691.799357 Iteration 3F: 3 clusters Score -6691.799 nChanged 23 ComputeScore: Raw -6932.017146 + Penalty 225.755584 = -6706.261563 Iteration 4Q: 3 clusters Score -6706.262 nChanged 17 ComputeScore: Raw -6939.419857 + Penalty 225.755584 = -6713.664273 Iteration 5Q: 3 clusters Score -6713.664 nChanged 16 ComputeScore: Raw -6948.528110 + Penalty 225.755584 = -6722.772527 Iteration 6Q: 3 clusters Score -6722.773 nChanged 11 ComputeScore: Raw -6952.506149 + Penalty 225.755584 = -6726.750565 Iteration 7Q: 3 clusters Score -6726.751 nChanged 5 ComputeScore: Raw -6954.695403 + Penalty 225.755584 = -6728.939819 Iteration 8Q: 3 clusters Score -6728.94 nChanged 4 ComputeScore: Raw -6956.013017 + Penalty 225.755584 = -6730.257434 Iteration 9Q: 3 clusters Score -6730.257 nChanged 5 ComputeScore: Raw -6957.519572 + Penalty 225.755584 = -6731.763988 Iteration 10Q: 3 clusters Score -6731.764 nChanged 7 ComputeScore: Raw -6960.485264 + Penalty 225.755584 = -6734.729681 Iteration 11Q: 3 clusters Score -6734.73 nChanged 5 ComputeScore: Raw -6961.831907 + Penalty 225.755584 = -6736.076324 Iteration 12Q: 3 clusters Score -6736.076 nChanged 2 ComputeScore: Raw -6962.315645 + Penalty 225.755584 = -6736.560062 Iteration 13Q: 3 clusters Score -6736.56 nChanged 4 ComputeScore: Raw -6963.252996 + Penalty 225.755584 = -6737.497413 Iteration 14Q: 3 clusters Score -6737.497 nChanged 6 ComputeScore: Raw -6964.540092 + Penalty 225.755584 = -6738.784509 Iteration 15Q: 3 clusters Score -6738.785 nChanged 8 ComputeScore: Raw -6968.214431 + Penalty 225.755584 = -6742.458847 Iteration 16Q: 3 clusters Score -6742.459 nChanged 10 ComputeScore: Raw -6974.346925 + Penalty 225.755584 = -6748.591341 Iteration 17Q: 3 clusters Score -6748.591 nChanged 15 ComputeScore: Raw -6983.547683 + Penalty 225.755584 = -6757.792099 Iteration 18Q: 3 clusters Score -6757.792 nChanged 8 ComputeScore: Raw -6987.829711 + Penalty 225.755584 = -6762.074128 Iteration 19Q: 3 clusters Score -6762.074 nChanged 11 ComputeScore: Raw -6999.182244 + Penalty 225.755584 = -6773.426660 Iteration 20F: 3 clusters Score -6773.427 nChanged 17 ComputeScore: Raw -7030.695953 + Penalty 225.755584 = -6804.940369 Iteration 21Q: 3 clusters Score -6804.94 nChanged 8 ComputeScore: Raw -7034.593932 + Penalty 225.755584 = -6808.838348 Iteration 22Q: 3 clusters Score -6808.838 nChanged 7 ComputeScore: Raw -7037.527088 + Penalty 225.755584 = -6811.771504 Iteration 23Q: 3 clusters Score -6811.772 nChanged 6 ComputeScore: Raw -7040.457568 + Penalty 225.755584 = -6814.701984 Iteration 24Q: 3 clusters Score -6814.702 nChanged 3 ComputeScore: Raw -7044.682766 + Penalty 225.755584 = -6818.927182 Iteration 25Q: 3 clusters Score -6818.927 nChanged 4 ComputeScore: Raw -7049.274531 + Penalty 225.755584 = -6823.518947 Iteration 26Q: 3 clusters Score -6823.519 nChanged 4 ComputeScore: Raw -7053.370429 + Penalty 225.755584 = -6827.614846 Iteration 27Q: 3 clusters Score -6827.615 nChanged 1 ComputeScore: Raw -7054.334105 + Penalty 225.755584 = -6828.578522 Iteration 28Q: 3 clusters Score -6828.579 nChanged 2 ComputeScore: Raw -7055.286957 + Penalty 225.755584 = -6829.531374 Iteration 29Q: 3 clusters Score -6829.531 nChanged 1 ComputeScore: Raw -7055.494310 + Penalty 225.755584 = -6829.738726 Iteration 30Q: 3 clusters Score -6829.739 nChanged 1 ComputeScore: Raw -7055.614455 + Penalty 225.755584 = -6829.858871 Iteration 31Q: 3 clusters Score -6829.859 nChanged 0 ComputeScore: Raw -7055.614455 + Penalty 225.755584 = -6829.858871 Iteration 32F: 3 clusters Score -6829.859 nChanged 0 Trying to split cluster 14 (217 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1733.386818 + Penalty 96.838152 = -1636.548665 Iteration 0F: 2 clusters Score -1636.549 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1639.953532 + Penalty 193.676305 = -1446.277228 Iteration 0F: 3 clusters Score -1446.277 nChanged 80 ComputeScore: Raw -1695.260547 + Penalty 193.676305 = -1501.584242 Iteration 1F: 3 clusters Score -1501.584 nChanged 13 ComputeScore: Raw -1704.667246 + Penalty 193.676305 = -1510.990941 Iteration 2F: 3 clusters Score -1510.991 nChanged 12 ComputeScore: Raw -1713.811235 + Penalty 193.676305 = -1520.134930 Iteration 3F: 3 clusters Score -1520.135 nChanged 10 ComputeScore: Raw -1719.216782 + Penalty 193.676305 = -1525.540477 Iteration 4Q: 3 clusters Score -1525.54 nChanged 6 ComputeScore: Raw -1723.203285 + Penalty 193.676305 = -1529.526980 Iteration 5Q: 3 clusters Score -1529.527 nChanged 6 ComputeScore: Raw -1734.188682 + Penalty 193.676305 = -1540.512377 Iteration 6Q: 3 clusters Score -1540.512 nChanged 7 ComputeScore: Raw -1739.462379 + Penalty 193.676305 = -1545.786074 Iteration 7Q: 3 clusters Score -1545.786 nChanged 6 ComputeScore: Raw -1745.009410 + Penalty 193.676305 = -1551.333105 Iteration 8Q: 3 clusters Score -1551.333 nChanged 6 ComputeScore: Raw -1751.056685 + Penalty 193.676305 = -1557.380380 Iteration 9Q: 3 clusters Score -1557.38 nChanged 4 ComputeScore: Raw -1753.366750 + Penalty 193.676305 = -1559.690445 Iteration 10Q: 3 clusters Score -1559.69 nChanged 6 ComputeScore: Raw -1760.530612 + Penalty 193.676305 = -1566.854307 Iteration 11Q: 3 clusters Score -1566.854 nChanged 4 ComputeScore: Raw -1764.281054 + Penalty 193.676305 = -1570.604749 Iteration 12Q: 3 clusters Score -1570.605 nChanged 5 ComputeScore: Raw -1768.152772 + Penalty 193.676305 = -1574.476468 Iteration 13Q: 3 clusters Score -1574.476 nChanged 1 ComputeScore: Raw -1768.649661 + Penalty 193.676305 = -1574.973356 Iteration 14Q: 3 clusters Score -1574.973 nChanged 1 ComputeScore: Raw -1769.156869 + Penalty 193.676305 = -1575.480565 Iteration 15Q: 3 clusters Score -1575.481 nChanged 2 ComputeScore: Raw -1769.802651 + Penalty 193.676305 = -1576.126346 Iteration 16Q: 3 clusters Score -1576.126 nChanged 1 ComputeScore: Raw -1770.075600 + Penalty 193.676305 = -1576.399296 Iteration 17Q: 3 clusters Score -1576.399 nChanged 1 ComputeScore: Raw -1770.481585 + Penalty 193.676305 = -1576.805280 Iteration 18Q: 3 clusters Score -1576.805 nChanged 1 ComputeScore: Raw -1771.941485 + Penalty 193.676305 = -1578.265181 Iteration 19Q: 3 clusters Score -1578.265 nChanged 2 ComputeScore: Raw -1776.647884 + Penalty 193.676305 = -1582.971579 Iteration 20F: 3 clusters Score -1582.972 nChanged 3 ComputeScore: Raw -1790.198131 + Penalty 193.676305 = -1596.521826 Iteration 21Q: 3 clusters Score -1596.522 nChanged 1 ComputeScore: Raw -1799.184638 + Penalty 193.676305 = -1605.508333 Iteration 22Q: 3 clusters Score -1605.508 nChanged 1 ComputeScore: Raw -1799.879190 + Penalty 193.676305 = -1606.202885 Iteration 23Q: 3 clusters Score -1606.203 nChanged 0 ComputeScore: Raw -1799.879190 + Penalty 193.676305 = -1606.202885 Iteration 24F: 3 clusters Score -1606.203 nChanged 0 Trying to split cluster 15 (294 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4093.979780 + Penalty 102.304436 = -3991.675345 Iteration 0F: 2 clusters Score -3991.675 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3950.432830 + Penalty 204.608872 = -3745.823958 Iteration 0F: 3 clusters Score -3745.824 nChanged 121 ComputeScore: Raw -4016.763757 + Penalty 204.608872 = -3812.154886 Iteration 1F: 3 clusters Score -3812.155 nChanged 24 ComputeScore: Raw -4036.138889 + Penalty 204.608872 = -3831.530018 Iteration 2F: 3 clusters Score -3831.53 nChanged 19 ComputeScore: Raw -4049.897570 + Penalty 204.608872 = -3845.288698 Iteration 3F: 3 clusters Score -3845.289 nChanged 14 ComputeScore: Raw -4058.843729 + Penalty 204.608872 = -3854.234858 Iteration 4Q: 3 clusters Score -3854.235 nChanged 12 ComputeScore: Raw -4071.269497 + Penalty 204.608872 = -3866.660625 Iteration 5Q: 3 clusters Score -3866.661 nChanged 9 ComputeScore: Raw -4080.504465 + Penalty 204.608872 = -3875.895594 Iteration 6Q: 3 clusters Score -3875.896 nChanged 10 ComputeScore: Raw -4090.028466 + Penalty 204.608872 = -3885.419594 Iteration 7Q: 3 clusters Score -3885.42 nChanged 4 ComputeScore: Raw -4095.282104 + Penalty 204.608872 = -3890.673232 Iteration 8Q: 3 clusters Score -3890.673 nChanged 3 ComputeScore: Raw -4097.240338 + Penalty 204.608872 = -3892.631467 Iteration 9Q: 3 clusters Score -3892.631 nChanged 3 ComputeScore: Raw -4102.167105 + Penalty 204.608872 = -3897.558233 Iteration 10Q: 3 clusters Score -3897.558 nChanged 4 ComputeScore: Raw -4105.046380 + Penalty 204.608872 = -3900.437508 Iteration 11Q: 3 clusters Score -3900.438 nChanged 4 ComputeScore: Raw -4108.809676 + Penalty 204.608872 = -3904.200805 Iteration 12Q: 3 clusters Score -3904.201 nChanged 4 ComputeScore: Raw -4111.717941 + Penalty 204.608872 = -3907.109069 Iteration 13Q: 3 clusters Score -3907.109 nChanged 2 ComputeScore: Raw -4113.205468 + Penalty 204.608872 = -3908.596596 Iteration 14Q: 3 clusters Score -3908.597 nChanged 1 ComputeScore: Raw -4113.448268 + Penalty 204.608872 = -3908.839397 Iteration 15Q: 3 clusters Score -3908.839 nChanged 0 ComputeScore: Raw -4113.448268 + Penalty 204.608872 = -3908.839397 Iteration 16F: 3 clusters Score -3908.839 nChanged 0 Trying to split cluster 16 (810 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10362.829890 + Penalty 120.546616 = -10242.283273 Iteration 0F: 2 clusters Score -10242.28 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9918.066438 + Penalty 241.093233 = -9676.973205 Iteration 0F: 3 clusters Score -9676.973 nChanged 328 ComputeScore: Raw -10137.107029 + Penalty 241.093233 = -9896.013796 Iteration 1F: 3 clusters Score -9896.014 nChanged 50 ComputeScore: Raw -10173.484205 + Penalty 241.093233 = -9932.390972 Iteration 2F: 3 clusters Score -9932.391 nChanged 48 ComputeScore: Raw -10211.468439 + Penalty 241.093233 = -9970.375206 Iteration 3F: 3 clusters Score -9970.375 nChanged 39 ComputeScore: Raw -10241.710375 + Penalty 241.093233 = -10000.617142 Iteration 4Q: 3 clusters Score -10000.62 nChanged 32 ComputeScore: Raw -10258.969519 + Penalty 241.093233 = -10017.876286 Iteration 5Q: 3 clusters Score -10017.88 nChanged 30 ComputeScore: Raw -10272.630566 + Penalty 241.093233 = -10031.537333 Iteration 6Q: 3 clusters Score -10031.54 nChanged 21 ComputeScore: Raw -10280.451290 + Penalty 241.093233 = -10039.358057 Iteration 7Q: 3 clusters Score -10039.36 nChanged 15 ComputeScore: Raw -10285.234950 + Penalty 241.093233 = -10044.141717 Iteration 8Q: 3 clusters Score -10044.14 nChanged 10 ComputeScore: Raw -10290.815187 + Penalty 241.093233 = -10049.721954 Iteration 9Q: 3 clusters Score -10049.72 nChanged 9 ComputeScore: Raw -10295.965333 + Penalty 241.093233 = -10054.872100 Iteration 10Q: 3 clusters Score -10054.87 nChanged 14 ComputeScore: Raw -10300.859885 + Penalty 241.093233 = -10059.766652 Iteration 11Q: 3 clusters Score -10059.77 nChanged 8 ComputeScore: Raw -10305.689921 + Penalty 241.093233 = -10064.596688 Iteration 12Q: 3 clusters Score -10064.6 nChanged 11 ComputeScore: Raw -10312.795646 + Penalty 241.093233 = -10071.702413 Iteration 13Q: 3 clusters Score -10071.7 nChanged 12 ComputeScore: Raw -10320.233856 + Penalty 241.093233 = -10079.140624 Iteration 14Q: 3 clusters Score -10079.14 nChanged 14 ComputeScore: Raw -10326.293060 + Penalty 241.093233 = -10085.199827 Iteration 15Q: 3 clusters Score -10085.2 nChanged 8 ComputeScore: Raw -10330.023722 + Penalty 241.093233 = -10088.930490 Iteration 16Q: 3 clusters Score -10088.93 nChanged 11 ComputeScore: Raw -10335.706865 + Penalty 241.093233 = -10094.613633 Iteration 17Q: 3 clusters Score -10094.61 nChanged 10 ComputeScore: Raw -10339.934802 + Penalty 241.093233 = -10098.841569 Iteration 18Q: 3 clusters Score -10098.84 nChanged 13 ComputeScore: Raw -10347.322543 + Penalty 241.093233 = -10106.229310 Iteration 19Q: 3 clusters Score -10106.23 nChanged 14 ComputeScore: Raw -10354.313767 + Penalty 241.093233 = -10113.220535 Iteration 20F: 3 clusters Score -10113.22 nChanged 12 ComputeScore: Raw -10361.992241 + Penalty 241.093233 = -10120.899008 Iteration 21Q: 3 clusters Score -10120.9 nChanged 14 ComputeScore: Raw -10371.853508 + Penalty 241.093233 = -10130.760275 Iteration 22Q: 3 clusters Score -10130.76 nChanged 17 ComputeScore: Raw -10383.713339 + Penalty 241.093233 = -10142.620106 Iteration 23Q: 3 clusters Score -10142.62 nChanged 18 ComputeScore: Raw -10395.972434 + Penalty 241.093233 = -10154.879201 Iteration 24Q: 3 clusters Score -10154.88 nChanged 16 ComputeScore: Raw -10421.127184 + Penalty 241.093233 = -10180.033951 Iteration 25Q: 3 clusters Score -10180.03 nChanged 18 ComputeScore: Raw -10451.676681 + Penalty 241.093233 = -10210.583448 Iteration 26Q: 3 clusters Score -10210.58 nChanged 9 ComputeScore: Raw -10460.139097 + Penalty 241.093233 = -10219.045864 Iteration 27Q: 3 clusters Score -10219.05 nChanged 8 ComputeScore: Raw -10464.211627 + Penalty 241.093233 = -10223.118394 Iteration 28Q: 3 clusters Score -10223.12 nChanged 2 ComputeScore: Raw -10464.637085 + Penalty 241.093233 = -10223.543852 Iteration 29Q: 3 clusters Score -10223.54 nChanged 0 ComputeScore: Raw -10465.955235 + Penalty 241.093233 = -10224.862002 Iteration 30F: 3 clusters Score -10224.86 nChanged 1 ComputeScore: Raw -10466.915238 + Penalty 241.093233 = -10225.822005 Iteration 31Q: 3 clusters Score -10225.82 nChanged 1 ComputeScore: Raw -10467.049357 + Penalty 241.093233 = -10225.956124 Iteration 32Q: 3 clusters Score -10225.96 nChanged 0 ComputeScore: Raw -10467.049357 + Penalty 241.093233 = -10225.956124 Iteration 33F: 3 clusters Score -10225.96 nChanged 0 Trying to split cluster 17 (600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7166.810716 + Penalty 115.144734 = -7051.665982 Iteration 0F: 2 clusters Score -7051.666 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6844.120904 + Penalty 230.289468 = -6613.831437 Iteration 0F: 3 clusters Score -6613.831 nChanged 254 ComputeScore: Raw -7060.500631 + Penalty 230.289468 = -6830.211163 Iteration 1F: 3 clusters Score -6830.211 nChanged 36 ComputeScore: Raw -7091.144812 + Penalty 230.289468 = -6860.855344 Iteration 2F: 3 clusters Score -6860.855 nChanged 17 ComputeScore: Raw -7103.892489 + Penalty 230.289468 = -6873.603021 Iteration 3Q: 3 clusters Score -6873.603 nChanged 14 ComputeScore: Raw -7110.999425 + Penalty 230.289468 = -6880.709958 Iteration 4Q: 3 clusters Score -6880.71 nChanged 10 ComputeScore: Raw -7119.621666 + Penalty 230.289468 = -6889.332198 Iteration 5Q: 3 clusters Score -6889.332 nChanged 17 ComputeScore: Raw -7132.872961 + Penalty 230.289468 = -6902.583494 Iteration 6Q: 3 clusters Score -6902.583 nChanged 10 ComputeScore: Raw -7142.786562 + Penalty 230.289468 = -6912.497094 Iteration 7Q: 3 clusters Score -6912.497 nChanged 10 ComputeScore: Raw -7147.097531 + Penalty 230.289468 = -6916.808063 Iteration 8Q: 3 clusters Score -6916.808 nChanged 5 ComputeScore: Raw -7151.770362 + Penalty 230.289468 = -6921.480894 Iteration 9Q: 3 clusters Score -6921.481 nChanged 4 ComputeScore: Raw -7153.142754 + Penalty 230.289468 = -6922.853286 Iteration 10Q: 3 clusters Score -6922.853 nChanged 5 ComputeScore: Raw -7154.482934 + Penalty 230.289468 = -6924.193467 Iteration 11Q: 3 clusters Score -6924.193 nChanged 4 ComputeScore: Raw -7155.912588 + Penalty 230.289468 = -6925.623120 Iteration 12Q: 3 clusters Score -6925.623 nChanged 3 ComputeScore: Raw -7156.928952 + Penalty 230.289468 = -6926.639484 Iteration 13Q: 3 clusters Score -6926.639 nChanged 1 ComputeScore: Raw -7157.033493 + Penalty 230.289468 = -6926.744025 Iteration 14Q: 3 clusters Score -6926.744 nChanged 2 ComputeScore: Raw -7157.695363 + Penalty 230.289468 = -6927.405896 Iteration 15Q: 3 clusters Score -6927.406 nChanged 2 ComputeScore: Raw -7158.044023 + Penalty 230.289468 = -6927.754556 Iteration 16Q: 3 clusters Score -6927.755 nChanged 1 ComputeScore: Raw -7158.105191 + Penalty 230.289468 = -6927.815724 Iteration 17Q: 3 clusters Score -6927.816 nChanged 1 ComputeScore: Raw -7158.175313 + Penalty 230.289468 = -6927.885846 Iteration 18Q: 3 clusters Score -6927.886 nChanged 1 ComputeScore: Raw -7158.457741 + Penalty 230.289468 = -6928.168273 Iteration 19Q: 3 clusters Score -6928.168 nChanged 3 ComputeScore: Raw -7159.064224 + Penalty 230.289468 = -6928.774756 Iteration 20F: 3 clusters Score -6928.775 nChanged 2 ComputeScore: Raw -7159.527876 + Penalty 230.289468 = -6929.238408 Iteration 21Q: 3 clusters Score -6929.238 nChanged 3 ComputeScore: Raw -7159.867982 + Penalty 230.289468 = -6929.578515 Iteration 22Q: 3 clusters Score -6929.579 nChanged 1 ComputeScore: Raw -7160.002420 + Penalty 230.289468 = -6929.712953 Iteration 23Q: 3 clusters Score -6929.713 nChanged 1 ComputeScore: Raw -7160.441986 + Penalty 230.289468 = -6930.152519 Iteration 24Q: 3 clusters Score -6930.153 nChanged 1 ComputeScore: Raw -7161.209564 + Penalty 230.289468 = -6930.920096 Iteration 25Q: 3 clusters Score -6930.92 nChanged 1 ComputeScore: Raw -7161.353617 + Penalty 230.289468 = -6931.064149 Iteration 26Q: 3 clusters Score -6931.064 nChanged 1 ComputeScore: Raw -7161.511850 + Penalty 230.289468 = -6931.222382 Iteration 27Q: 3 clusters Score -6931.222 nChanged 0 ComputeScore: Raw -7161.511850 + Penalty 230.289468 = -6931.222382 Iteration 28F: 3 clusters Score -6931.222 nChanged 0 Trying to split cluster 18 (229 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3323.790679 + Penalty 97.806996 = -3225.983683 Iteration 0F: 2 clusters Score -3225.984 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3218.954513 + Penalty 195.613992 = -3023.340521 Iteration 0F: 3 clusters Score -3023.341 nChanged 81 ComputeScore: Raw -3262.753481 + Penalty 195.613992 = -3067.139489 Iteration 1F: 3 clusters Score -3067.139 nChanged 18 ComputeScore: Raw -3275.352808 + Penalty 195.613992 = -3079.738816 Iteration 2F: 3 clusters Score -3079.739 nChanged 10 ComputeScore: Raw -3281.202682 + Penalty 195.613992 = -3085.588690 Iteration 3Q: 3 clusters Score -3085.589 nChanged 9 ComputeScore: Raw -3288.044627 + Penalty 195.613992 = -3092.430635 Iteration 4Q: 3 clusters Score -3092.431 nChanged 8 ComputeScore: Raw -3298.199227 + Penalty 195.613992 = -3102.585235 Iteration 5Q: 3 clusters Score -3102.585 nChanged 7 ComputeScore: Raw -3305.951690 + Penalty 195.613992 = -3110.337698 Iteration 6Q: 3 clusters Score -3110.338 nChanged 5 ComputeScore: Raw -3311.193118 + Penalty 195.613992 = -3115.579126 Iteration 7Q: 3 clusters Score -3115.579 nChanged 6 ComputeScore: Raw -3320.339443 + Penalty 195.613992 = -3124.725451 Iteration 8Q: 3 clusters Score -3124.725 nChanged 6 ComputeScore: Raw -3324.561485 + Penalty 195.613992 = -3128.947493 Iteration 9Q: 3 clusters Score -3128.947 nChanged 2 ComputeScore: Raw -3325.685942 + Penalty 195.613992 = -3130.071950 Iteration 10Q: 3 clusters Score -3130.072 nChanged 2 ComputeScore: Raw -3326.941482 + Penalty 195.613992 = -3131.327490 Iteration 11Q: 3 clusters Score -3131.327 nChanged 1 ComputeScore: Raw -3327.796001 + Penalty 195.613992 = -3132.182009 Iteration 12Q: 3 clusters Score -3132.182 nChanged 1 ComputeScore: Raw -3328.800840 + Penalty 195.613992 = -3133.186848 Iteration 13Q: 3 clusters Score -3133.187 nChanged 0 ComputeScore: Raw -3328.800840 + Penalty 195.613992 = -3133.186848 Iteration 14F: 3 clusters Score -3133.187 nChanged 0 Trying to split cluster 19 (3384 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32531.809934 + Penalty 146.282647 = -32385.527287 Iteration 0F: 2 clusters Score -32385.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30420.200045 + Penalty 292.565294 = -30127.634751 Iteration 0F: 3 clusters Score -30127.63 nChanged 1595 ComputeScore: Raw -31489.053410 + Penalty 292.565294 = -31196.488116 Iteration 1F: 3 clusters Score -31196.49 nChanged 260 ComputeScore: Raw -31625.893778 + Penalty 292.565294 = -31333.328484 Iteration 2F: 3 clusters Score -31333.33 nChanged 210 ComputeScore: Raw -31742.945960 + Penalty 292.565294 = -31450.380666 Iteration 3F: 3 clusters Score -31450.38 nChanged 177 ComputeScore: Raw -31849.803665 + Penalty 292.565294 = -31557.238371 Iteration 4F: 3 clusters Score -31557.24 nChanged 181 ComputeScore: Raw -31970.507149 + Penalty 292.565294 = -31677.941855 Iteration 5F: 3 clusters Score -31677.94 nChanged 163 ComputeScore: Raw -32097.404904 + Penalty 292.565294 = -31804.839610 Iteration 6Q: 3 clusters Score -31804.84 nChanged 162 ComputeScore: Raw -32249.090433 + Penalty 292.565294 = -31956.525139 Iteration 7Q: 3 clusters Score -31956.53 nChanged 148 ComputeScore: Raw -32392.837454 + Penalty 292.565294 = -32100.272160 Iteration 8Q: 3 clusters Score -32100.27 nChanged 89 ComputeScore: Raw -32479.233314 + Penalty 292.565294 = -32186.668020 Iteration 9Q: 3 clusters Score -32186.67 nChanged 39 ComputeScore: Raw -32516.628606 + Penalty 292.565294 = -32224.063312 Iteration 10Q: 3 clusters Score -32224.06 nChanged 17 ComputeScore: Raw -32534.044493 + Penalty 292.565294 = -32241.479199 Iteration 11Q: 3 clusters Score -32241.48 nChanged 2 ComputeScore: Raw -32539.070893 + Penalty 292.565294 = -32246.505599 Iteration 12Q: 3 clusters Score -32246.51 nChanged 3 ComputeScore: Raw -32541.059393 + Penalty 292.565294 = -32248.494099 Iteration 13Q: 3 clusters Score -32248.49 nChanged 1 ComputeScore: Raw -32544.163976 + Penalty 292.565294 = -32251.598682 Iteration 14Q: 3 clusters Score -32251.6 nChanged 1 ComputeScore: Raw -32547.507638 + Penalty 292.565294 = -32254.942344 Iteration 15Q: 3 clusters Score -32254.94 nChanged 1 ComputeScore: Raw -32550.146814 + Penalty 292.565294 = -32257.581520 Iteration 16Q: 3 clusters Score -32257.58 nChanged 1 ComputeScore: Raw -32551.708869 + Penalty 292.565294 = -32259.143575 Iteration 17Q: 3 clusters Score -32259.14 nChanged 1 ComputeScore: Raw -32554.883929 + Penalty 292.565294 = -32262.318635 Iteration 18Q: 3 clusters Score -32262.32 nChanged 0 ComputeScore: Raw -32554.883929 + Penalty 292.565294 = -32262.318635 Iteration 19F: 3 clusters Score -32262.32 nChanged 0 Trying to split cluster 20 (1959 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22902.827376 + Penalty 136.443410 = -22766.383967 Iteration 0F: 2 clusters Score -22766.38 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21717.167380 + Penalty 272.886819 = -21444.280561 Iteration 0F: 3 clusters Score -21444.28 nChanged 893 ComputeScore: Raw -22290.680931 + Penalty 272.886819 = -22017.794112 Iteration 1F: 3 clusters Score -22017.79 nChanged 110 ComputeScore: Raw -22343.656180 + Penalty 272.886819 = -22070.769361 Iteration 2F: 3 clusters Score -22070.77 nChanged 102 ComputeScore: Raw -22404.833703 + Penalty 272.886819 = -22131.946884 Iteration 3F: 3 clusters Score -22131.95 nChanged 103 ComputeScore: Raw -22480.964004 + Penalty 272.886819 = -22208.077185 Iteration 4F: 3 clusters Score -22208.08 nChanged 105 ComputeScore: Raw -22567.878619 + Penalty 272.886819 = -22294.991800 Iteration 5F: 3 clusters Score -22294.99 nChanged 99 ComputeScore: Raw -22642.726188 + Penalty 272.886819 = -22369.839369 Iteration 6F: 3 clusters Score -22369.84 nChanged 72 ComputeScore: Raw -22700.297223 + Penalty 272.886819 = -22427.410404 Iteration 7Q: 3 clusters Score -22427.41 nChanged 57 ComputeScore: Raw -22742.225765 + Penalty 272.886819 = -22469.338946 Iteration 8Q: 3 clusters Score -22469.34 nChanged 50 ComputeScore: Raw -22763.687063 + Penalty 272.886819 = -22490.800244 Iteration 9Q: 3 clusters Score -22490.8 nChanged 25 ComputeScore: Raw -22779.971975 + Penalty 272.886819 = -22507.085156 Iteration 10Q: 3 clusters Score -22507.09 nChanged 26 ComputeScore: Raw -22794.008750 + Penalty 272.886819 = -22521.121931 Iteration 11Q: 3 clusters Score -22521.12 nChanged 16 ComputeScore: Raw -22802.066123 + Penalty 272.886819 = -22529.179304 Iteration 12Q: 3 clusters Score -22529.18 nChanged 18 ComputeScore: Raw -22811.570238 + Penalty 272.886819 = -22538.683419 Iteration 13Q: 3 clusters Score -22538.68 nChanged 21 ComputeScore: Raw -22821.360017 + Penalty 272.886819 = -22548.473198 Iteration 14Q: 3 clusters Score -22548.47 nChanged 26 ComputeScore: Raw -22830.419327 + Penalty 272.886819 = -22557.532508 Iteration 15Q: 3 clusters Score -22557.53 nChanged 15 ComputeScore: Raw -22834.130193 + Penalty 272.886819 = -22561.243374 Iteration 16Q: 3 clusters Score -22561.24 nChanged 11 ComputeScore: Raw -22837.149631 + Penalty 272.886819 = -22564.262812 Iteration 17Q: 3 clusters Score -22564.26 nChanged 10 ComputeScore: Raw -22840.874251 + Penalty 272.886819 = -22567.987432 Iteration 18Q: 3 clusters Score -22567.99 nChanged 12 ComputeScore: Raw -22845.593315 + Penalty 272.886819 = -22572.706496 Iteration 19Q: 3 clusters Score -22572.71 nChanged 16 ComputeScore: Raw -22850.413491 + Penalty 272.886819 = -22577.526672 Iteration 20F: 3 clusters Score -22577.53 nChanged 11 ComputeScore: Raw -22855.524104 + Penalty 272.886819 = -22582.637285 Iteration 21Q: 3 clusters Score -22582.64 nChanged 15 ComputeScore: Raw -22869.692151 + Penalty 272.886819 = -22596.805332 Iteration 22Q: 3 clusters Score -22596.81 nChanged 15 ComputeScore: Raw -22877.334162 + Penalty 272.886819 = -22604.447343 Iteration 23Q: 3 clusters Score -22604.45 nChanged 9 ComputeScore: Raw -22879.495568 + Penalty 272.886819 = -22606.608749 Iteration 24Q: 3 clusters Score -22606.61 nChanged 10 ComputeScore: Raw -22882.438180 + Penalty 272.886819 = -22609.551361 Iteration 25Q: 3 clusters Score -22609.55 nChanged 6 ComputeScore: Raw -22884.583358 + Penalty 272.886819 = -22611.696539 Iteration 26Q: 3 clusters Score -22611.7 nChanged 8 ComputeScore: Raw -22888.869366 + Penalty 272.886819 = -22615.982547 Iteration 27Q: 3 clusters Score -22615.98 nChanged 11 ComputeScore: Raw -22894.883785 + Penalty 272.886819 = -22621.996966 Iteration 28Q: 3 clusters Score -22622 nChanged 12 ComputeScore: Raw -22903.572518 + Penalty 272.886819 = -22630.685699 Iteration 29Q: 3 clusters Score -22630.69 nChanged 10 ComputeScore: Raw -22911.488071 + Penalty 272.886819 = -22638.601252 Iteration 30Q: 3 clusters Score -22638.6 nChanged 12 ComputeScore: Raw -22916.771696 + Penalty 272.886819 = -22643.884877 Iteration 31Q: 3 clusters Score -22643.88 nChanged 9 ComputeScore: Raw -22918.924501 + Penalty 272.886819 = -22646.037682 Iteration 32Q: 3 clusters Score -22646.04 nChanged 6 ComputeScore: Raw -22920.914348 + Penalty 272.886819 = -22648.027529 Iteration 33Q: 3 clusters Score -22648.03 nChanged 6 ComputeScore: Raw -22922.058219 + Penalty 272.886819 = -22649.171400 Iteration 34Q: 3 clusters Score -22649.17 nChanged 4 ComputeScore: Raw -22924.017371 + Penalty 272.886819 = -22651.130552 Iteration 35Q: 3 clusters Score -22651.13 nChanged 4 ComputeScore: Raw -22926.849285 + Penalty 272.886819 = -22653.962466 Iteration 36Q: 3 clusters Score -22653.96 nChanged 4 ComputeScore: Raw -22928.617585 + Penalty 272.886819 = -22655.730766 Iteration 37Q: 3 clusters Score -22655.73 nChanged 1 ComputeScore: Raw -22928.693708 + Penalty 272.886819 = -22655.806889 Iteration 38Q: 3 clusters Score -22655.81 nChanged 0 ComputeScore: Raw -22928.693708 + Penalty 272.886819 = -22655.806889 Iteration 39F: 3 clusters Score -22655.81 nChanged 0 Trying to split cluster 21 (11013 points) Assigned 2 initial classes randomly. ComputeScore: Raw -94898.224296 + Penalty 167.522970 = -94730.701326 Iteration 0F: 2 clusters Score -94730.7 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -87750.664344 + Penalty 335.045940 = -87415.618404 Iteration 0F: 3 clusters Score -87415.62 nChanged 5329 ComputeScore: Raw -91139.411674 + Penalty 335.045940 = -90804.365734 Iteration 1F: 3 clusters Score -90804.37 nChanged 639 ComputeScore: Raw -91528.636595 + Penalty 335.045940 = -91193.590655 Iteration 2F: 3 clusters Score -91193.59 nChanged 711 ComputeScore: Raw -92109.237918 + Penalty 335.045940 = -91774.191978 Iteration 3F: 3 clusters Score -91774.19 nChanged 704 ComputeScore: Raw -92746.039938 + Penalty 335.045940 = -92410.993998 Iteration 4F: 3 clusters Score -92410.99 nChanged 617 ComputeScore: Raw -93223.368821 + Penalty 335.045940 = -92888.322881 Iteration 5F: 3 clusters Score -92888.32 nChanged 479 ComputeScore: Raw -93513.376674 + Penalty 335.045940 = -93178.330733 Iteration 6Q: 3 clusters Score -93178.33 nChanged 348 ComputeScore: Raw -93671.250652 + Penalty 335.045940 = -93336.204712 Iteration 7Q: 3 clusters Score -93336.2 nChanged 256 ComputeScore: Raw -93772.506937 + Penalty 335.045940 = -93437.460996 Iteration 8Q: 3 clusters Score -93437.46 nChanged 219 ComputeScore: Raw -93861.213864 + Penalty 335.045940 = -93526.167924 Iteration 9Q: 3 clusters Score -93526.17 nChanged 205 ComputeScore: Raw -93954.025698 + Penalty 335.045940 = -93618.979758 Iteration 10Q: 3 clusters Score -93618.98 nChanged 214 ComputeScore: Raw -94052.139116 + Penalty 335.045940 = -93717.093176 Iteration 11Q: 3 clusters Score -93717.09 nChanged 219 ComputeScore: Raw -94159.791707 + Penalty 335.045940 = -93824.745767 Iteration 12Q: 3 clusters Score -93824.75 nChanged 212 ComputeScore: Raw -94285.450019 + Penalty 335.045940 = -93950.404079 Iteration 13Q: 3 clusters Score -93950.4 nChanged 209 ComputeScore: Raw -94419.512303 + Penalty 335.045940 = -94084.466363 Iteration 14Q: 3 clusters Score -94084.47 nChanged 187 ComputeScore: Raw -94547.774322 + Penalty 335.045940 = -94212.728382 Iteration 15Q: 3 clusters Score -94212.73 nChanged 164 ComputeScore: Raw -94658.505664 + Penalty 335.045940 = -94323.459724 Iteration 16Q: 3 clusters Score -94323.46 nChanged 109 ComputeScore: Raw -94725.792274 + Penalty 335.045940 = -94390.746334 Iteration 17Q: 3 clusters Score -94390.75 nChanged 99 ComputeScore: Raw -94788.714185 + Penalty 335.045940 = -94453.668245 Iteration 18Q: 3 clusters Score -94453.67 nChanged 81 ComputeScore: Raw -94838.692607 + Penalty 335.045940 = -94503.646667 Iteration 19Q: 3 clusters Score -94503.65 nChanged 46 ComputeScore: Raw -94864.166866 + Penalty 335.045940 = -94529.120925 Iteration 20F: 3 clusters Score -94529.12 nChanged 34 ComputeScore: Raw -94886.204662 + Penalty 335.045940 = -94551.158722 Iteration 21Q: 3 clusters Score -94551.16 nChanged 22 ComputeScore: Raw -94902.456584 + Penalty 335.045940 = -94567.410644 Iteration 22Q: 3 clusters Score -94567.41 nChanged 21 ComputeScore: Raw -94917.835565 + Penalty 335.045940 = -94582.789625 Iteration 23Q: 3 clusters Score -94582.79 nChanged 18 ComputeScore: Raw -94930.403377 + Penalty 335.045940 = -94595.357437 Iteration 24Q: 3 clusters Score -94595.36 nChanged 9 ComputeScore: Raw -94940.639019 + Penalty 335.045940 = -94605.593079 Iteration 25Q: 3 clusters Score -94605.59 nChanged 8 ComputeScore: Raw -94950.021378 + Penalty 335.045940 = -94614.975438 Iteration 26Q: 3 clusters Score -94614.98 nChanged 7 ComputeScore: Raw -94956.300672 + Penalty 335.045940 = -94621.254732 Iteration 27Q: 3 clusters Score -94621.25 nChanged 5 ComputeScore: Raw -94961.013992 + Penalty 335.045940 = -94625.968052 Iteration 28Q: 3 clusters Score -94625.97 nChanged 7 ComputeScore: Raw -94976.012327 + Penalty 335.045940 = -94640.966387 Iteration 29Q: 3 clusters Score -94640.97 nChanged 5 ComputeScore: Raw -94980.986885 + Penalty 335.045940 = -94645.940944 Iteration 30Q: 3 clusters Score -94645.94 nChanged 4 ComputeScore: Raw -94983.146499 + Penalty 335.045940 = -94648.100559 Iteration 31Q: 3 clusters Score -94648.1 nChanged 3 ComputeScore: Raw -94985.631494 + Penalty 335.045940 = -94650.585553 Iteration 32Q: 3 clusters Score -94650.59 nChanged 1 ComputeScore: Raw -94985.990084 + Penalty 335.045940 = -94650.944144 Iteration 33Q: 3 clusters Score -94650.94 nChanged 1 ComputeScore: Raw -94986.209186 + Penalty 335.045940 = -94651.163245 Iteration 34Q: 3 clusters Score -94651.16 nChanged 0 ComputeScore: Raw -94986.209186 + Penalty 335.045940 = -94651.163245 Iteration 35F: 3 clusters Score -94651.16 nChanged 0 Trying to split cluster 22 (209 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2912.812476 + Penalty 96.162017 = -2816.650459 Iteration 0F: 2 clusters Score -2816.65 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2821.835395 + Penalty 192.324033 = -2629.511362 Iteration 0F: 3 clusters Score -2629.511 nChanged 71 ComputeScore: Raw -2869.770129 + Penalty 192.324033 = -2677.446096 Iteration 1F: 3 clusters Score -2677.446 nChanged 16 ComputeScore: Raw -2885.345035 + Penalty 192.324033 = -2693.021002 Iteration 2F: 3 clusters Score -2693.021 nChanged 12 ComputeScore: Raw -2893.904240 + Penalty 192.324033 = -2701.580207 Iteration 3F: 3 clusters Score -2701.58 nChanged 8 ComputeScore: Raw -2898.084088 + Penalty 192.324033 = -2705.760055 Iteration 4Q: 3 clusters Score -2705.76 nChanged 2 ComputeScore: Raw -2900.635758 + Penalty 192.324033 = -2708.311724 Iteration 5Q: 3 clusters Score -2708.312 nChanged 2 ComputeScore: Raw -2901.861736 + Penalty 192.324033 = -2709.537703 Iteration 6Q: 3 clusters Score -2709.538 nChanged 2 ComputeScore: Raw -2903.750927 + Penalty 192.324033 = -2711.426894 Iteration 7Q: 3 clusters Score -2711.427 nChanged 1 ComputeScore: Raw -2904.651111 + Penalty 192.324033 = -2712.327078 Iteration 8Q: 3 clusters Score -2712.327 nChanged 3 ComputeScore: Raw -2906.721057 + Penalty 192.324033 = -2714.397024 Iteration 9Q: 3 clusters Score -2714.397 nChanged 2 ComputeScore: Raw -2909.609989 + Penalty 192.324033 = -2717.285956 Iteration 10Q: 3 clusters Score -2717.286 nChanged 3 ComputeScore: Raw -2910.970390 + Penalty 192.324033 = -2718.646357 Iteration 11Q: 3 clusters Score -2718.646 nChanged 1 ComputeScore: Raw -2911.242334 + Penalty 192.324033 = -2718.918301 Iteration 12Q: 3 clusters Score -2718.918 nChanged 0 ComputeScore: Raw -2911.242334 + Penalty 192.324033 = -2718.918301 Iteration 13F: 3 clusters Score -2718.918 nChanged 0 Trying to split cluster 23 (453 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5800.418736 + Penalty 110.086058 = -5690.332678 Iteration 0F: 2 clusters Score -5690.333 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5566.158267 + Penalty 220.172117 = -5345.986151 Iteration 0F: 3 clusters Score -5345.986 nChanged 170 ComputeScore: Raw -5682.534994 + Penalty 220.172117 = -5462.362877 Iteration 1F: 3 clusters Score -5462.363 nChanged 43 ComputeScore: Raw -5716.071399 + Penalty 220.172117 = -5495.899282 Iteration 2F: 3 clusters Score -5495.899 nChanged 25 ComputeScore: Raw -5739.514848 + Penalty 220.172117 = -5519.342731 Iteration 3F: 3 clusters Score -5519.343 nChanged 17 ComputeScore: Raw -5749.274838 + Penalty 220.172117 = -5529.102721 Iteration 4Q: 3 clusters Score -5529.103 nChanged 15 ComputeScore: Raw -5758.680965 + Penalty 220.172117 = -5538.508849 Iteration 5Q: 3 clusters Score -5538.509 nChanged 10 ComputeScore: Raw -5770.095520 + Penalty 220.172117 = -5549.923403 Iteration 6Q: 3 clusters Score -5549.923 nChanged 12 ComputeScore: Raw -5776.557466 + Penalty 220.172117 = -5556.385349 Iteration 7Q: 3 clusters Score -5556.385 nChanged 7 ComputeScore: Raw -5778.905375 + Penalty 220.172117 = -5558.733259 Iteration 8Q: 3 clusters Score -5558.733 nChanged 1 ComputeScore: Raw -5779.199962 + Penalty 220.172117 = -5559.027845 Iteration 9Q: 3 clusters Score -5559.028 nChanged 1 ComputeScore: Raw -5780.014910 + Penalty 220.172117 = -5559.842793 Iteration 10Q: 3 clusters Score -5559.843 nChanged 4 ComputeScore: Raw -5782.917178 + Penalty 220.172117 = -5562.745062 Iteration 11Q: 3 clusters Score -5562.745 nChanged 5 ComputeScore: Raw -5785.263825 + Penalty 220.172117 = -5565.091709 Iteration 12Q: 3 clusters Score -5565.092 nChanged 4 ComputeScore: Raw -5786.696239 + Penalty 220.172117 = -5566.524122 Iteration 13Q: 3 clusters Score -5566.524 nChanged 3 ComputeScore: Raw -5787.440072 + Penalty 220.172117 = -5567.267956 Iteration 14Q: 3 clusters Score -5567.268 nChanged 4 ComputeScore: Raw -5788.699372 + Penalty 220.172117 = -5568.527256 Iteration 15Q: 3 clusters Score -5568.527 nChanged 3 ComputeScore: Raw -5789.534663 + Penalty 220.172117 = -5569.362547 Iteration 16Q: 3 clusters Score -5569.363 nChanged 1 ComputeScore: Raw -5789.763636 + Penalty 220.172117 = -5569.591520 Iteration 17Q: 3 clusters Score -5569.592 nChanged 0 ComputeScore: Raw -5789.763636 + Penalty 220.172117 = -5569.591520 Iteration 18F: 3 clusters Score -5569.592 nChanged 0 Trying to split cluster 24 (943 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9915.633393 + Penalty 123.283193 = -9792.350200 Iteration 0F: 2 clusters Score -9792.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9381.646600 + Penalty 246.566386 = -9135.080214 Iteration 0F: 3 clusters Score -9135.08 nChanged 390 ComputeScore: Raw -9593.090437 + Penalty 246.566386 = -9346.524051 Iteration 1F: 3 clusters Score -9346.524 nChanged 66 ComputeScore: Raw -9642.772331 + Penalty 246.566386 = -9396.205945 Iteration 2F: 3 clusters Score -9396.206 nChanged 59 ComputeScore: Raw -9693.653275 + Penalty 246.566386 = -9447.086889 Iteration 3F: 3 clusters Score -9447.087 nChanged 60 ComputeScore: Raw -9752.590644 + Penalty 246.566386 = -9506.024257 Iteration 4F: 3 clusters Score -9506.024 nChanged 61 ComputeScore: Raw -9818.277186 + Penalty 246.566386 = -9571.710800 Iteration 5F: 3 clusters Score -9571.711 nChanged 49 ComputeScore: Raw -9867.825794 + Penalty 246.566386 = -9621.259408 Iteration 6F: 3 clusters Score -9621.259 nChanged 43 ComputeScore: Raw -9899.190116 + Penalty 246.566386 = -9652.623730 Iteration 7Q: 3 clusters Score -9652.624 nChanged 28 ComputeScore: Raw -9917.641503 + Penalty 246.566386 = -9671.075116 Iteration 8Q: 3 clusters Score -9671.075 nChanged 22 ComputeScore: Raw -9931.554693 + Penalty 246.566386 = -9684.988307 Iteration 9Q: 3 clusters Score -9684.988 nChanged 19 ComputeScore: Raw -9940.227852 + Penalty 246.566386 = -9693.661466 Iteration 10Q: 3 clusters Score -9693.661 nChanged 16 ComputeScore: Raw -9947.540588 + Penalty 246.566386 = -9700.974202 Iteration 11Q: 3 clusters Score -9700.974 nChanged 17 ComputeScore: Raw -9960.150161 + Penalty 246.566386 = -9713.583775 Iteration 12Q: 3 clusters Score -9713.584 nChanged 20 ComputeScore: Raw -9974.745807 + Penalty 246.566386 = -9728.179421 Iteration 13Q: 3 clusters Score -9728.179 nChanged 31 ComputeScore: Raw -10010.957839 + Penalty 246.566386 = -9764.391453 Iteration 14Q: 3 clusters Score -9764.391 nChanged 26 ComputeScore: Raw -10039.300848 + Penalty 246.566386 = -9792.734462 Iteration 15Q: 3 clusters Score -9792.734 nChanged 13 ComputeScore: Raw -10049.084080 + Penalty 246.566386 = -9802.517694 Iteration 16Q: 3 clusters Score -9802.518 nChanged 9 ComputeScore: Raw -10054.929336 + Penalty 246.566386 = -9808.362950 Iteration 17Q: 3 clusters Score -9808.363 nChanged 4 ComputeScore: Raw -10056.631031 + Penalty 246.566386 = -9810.064645 Iteration 18Q: 3 clusters Score -9810.065 nChanged 2 ComputeScore: Raw -10057.118306 + Penalty 246.566386 = -9810.551920 Iteration 19Q: 3 clusters Score -9810.552 nChanged 0 ComputeScore: Raw -10059.142311 + Penalty 246.566386 = -9812.575924 Iteration 20F: 3 clusters Score -9812.576 nChanged 3 ComputeScore: Raw -10062.246742 + Penalty 246.566386 = -9815.680356 Iteration 21Q: 3 clusters Score -9815.68 nChanged 5 ComputeScore: Raw -10065.270680 + Penalty 246.566386 = -9818.704293 Iteration 22Q: 3 clusters Score -9818.704 nChanged 6 ComputeScore: Raw -10070.932561 + Penalty 246.566386 = -9824.366175 Iteration 23Q: 3 clusters Score -9824.366 nChanged 4 ComputeScore: Raw -10072.995088 + Penalty 246.566386 = -9826.428702 Iteration 24Q: 3 clusters Score -9826.429 nChanged 1 ComputeScore: Raw -10073.041839 + Penalty 246.566386 = -9826.475452 Iteration 25Q: 3 clusters Score -9826.475 nChanged 0 ComputeScore: Raw -10073.041839 + Penalty 246.566386 = -9826.475452 Iteration 26F: 3 clusters Score -9826.475 nChanged 0 ComputeScore: Raw -546518.923864 + Penalty 9571.921635 = -536947.002229Splitting cluster 24 changes total score from -536993.251690 to -536947.002229 So it's not getting split. Trying to split cluster 25 (2173 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21309.482403 + Penalty 138.309552 = -21171.172851 Iteration 0F: 2 clusters Score -21171.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -19955.718172 + Penalty 276.619103 = -19679.099069 Iteration 0F: 3 clusters Score -19679.1 nChanged 1024 ComputeScore: Raw -20598.462030 + Penalty 276.619103 = -20321.842927 Iteration 1F: 3 clusters Score -20321.84 nChanged 173 ComputeScore: Raw -20701.271218 + Penalty 276.619103 = -20424.652115 Iteration 2F: 3 clusters Score -20424.65 nChanged 121 ComputeScore: Raw -20775.648430 + Penalty 276.619103 = -20499.029326 Iteration 3F: 3 clusters Score -20499.03 nChanged 93 ComputeScore: Raw -20827.210853 + Penalty 276.619103 = -20550.591750 Iteration 4Q: 3 clusters Score -20550.59 nChanged 76 ComputeScore: Raw -20867.397178 + Penalty 276.619103 = -20590.778075 Iteration 5Q: 3 clusters Score -20590.78 nChanged 75 ComputeScore: Raw -20899.965839 + Penalty 276.619103 = -20623.346736 Iteration 6Q: 3 clusters Score -20623.35 nChanged 63 ComputeScore: Raw -20920.386176 + Penalty 276.619103 = -20643.767073 Iteration 7Q: 3 clusters Score -20643.77 nChanged 59 ComputeScore: Raw -20942.116522 + Penalty 276.619103 = -20665.497418 Iteration 8Q: 3 clusters Score -20665.5 nChanged 77 ComputeScore: Raw -20972.960787 + Penalty 276.619103 = -20696.341684 Iteration 9Q: 3 clusters Score -20696.34 nChanged 76 ComputeScore: Raw -21011.624313 + Penalty 276.619103 = -20735.005210 Iteration 10Q: 3 clusters Score -20735.01 nChanged 90 ComputeScore: Raw -21060.837905 + Penalty 276.619103 = -20784.218802 Iteration 11Q: 3 clusters Score -20784.22 nChanged 82 ComputeScore: Raw -21107.898688 + Penalty 276.619103 = -20831.279585 Iteration 12Q: 3 clusters Score -20831.28 nChanged 86 ComputeScore: Raw -21161.019162 + Penalty 276.619103 = -20884.400059 Iteration 13Q: 3 clusters Score -20884.4 nChanged 64 ComputeScore: Raw -21195.571262 + Penalty 276.619103 = -20918.952159 Iteration 14Q: 3 clusters Score -20918.95 nChanged 49 ComputeScore: Raw -21223.979208 + Penalty 276.619103 = -20947.360105 Iteration 15Q: 3 clusters Score -20947.36 nChanged 46 ComputeScore: Raw -21249.037278 + Penalty 276.619103 = -20972.418175 Iteration 16Q: 3 clusters Score -20972.42 nChanged 29 ComputeScore: Raw -21264.851556 + Penalty 276.619103 = -20988.232453 Iteration 17Q: 3 clusters Score -20988.23 nChanged 30 ComputeScore: Raw -21292.246577 + Penalty 276.619103 = -21015.627474 Iteration 18Q: 3 clusters Score -21015.63 nChanged 15 ComputeScore: Raw -21304.804434 + Penalty 276.619103 = -21028.185331 Iteration 19Q: 3 clusters Score -21028.19 nChanged 9 ComputeScore: Raw -21311.336619 + Penalty 276.619103 = -21034.717516 Iteration 20F: 3 clusters Score -21034.72 nChanged 8 ComputeScore: Raw -21319.583395 + Penalty 276.619103 = -21042.964292 Iteration 21Q: 3 clusters Score -21042.96 nChanged 6 ComputeScore: Raw -21327.960794 + Penalty 276.619103 = -21051.341690 Iteration 22Q: 3 clusters Score -21051.34 nChanged 5 ComputeScore: Raw -21331.185926 + Penalty 276.619103 = -21054.566823 Iteration 23Q: 3 clusters Score -21054.57 nChanged 2 ComputeScore: Raw -21331.752264 + Penalty 276.619103 = -21055.133161 Iteration 24Q: 3 clusters Score -21055.13 nChanged 1 ComputeScore: Raw -21332.612453 + Penalty 276.619103 = -21055.993350 Iteration 25Q: 3 clusters Score -21055.99 nChanged 0 ComputeScore: Raw -21332.612453 + Penalty 276.619103 = -21055.993350 Iteration 26F: 3 clusters Score -21055.99 nChanged 0 Trying to split cluster 26 (451 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6508.050172 + Penalty 110.006412 = -6398.043760 Iteration 0F: 2 clusters Score -6398.044 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6273.049441 + Penalty 220.012824 = -6053.036616 Iteration 0F: 3 clusters Score -6053.037 nChanged 183 ComputeScore: Raw -6377.203590 + Penalty 220.012824 = -6157.190765 Iteration 1F: 3 clusters Score -6157.191 nChanged 34 ComputeScore: Raw -6392.517451 + Penalty 220.012824 = -6172.504627 Iteration 2F: 3 clusters Score -6172.505 nChanged 28 ComputeScore: Raw -6403.781442 + Penalty 220.012824 = -6183.768618 Iteration 3F: 3 clusters Score -6183.769 nChanged 9 ComputeScore: Raw -6409.008991 + Penalty 220.012824 = -6188.996166 Iteration 4Q: 3 clusters Score -6188.996 nChanged 13 ComputeScore: Raw -6417.332862 + Penalty 220.012824 = -6197.320038 Iteration 5Q: 3 clusters Score -6197.32 nChanged 13 ComputeScore: Raw -6425.118751 + Penalty 220.012824 = -6205.105927 Iteration 6Q: 3 clusters Score -6205.106 nChanged 10 ComputeScore: Raw -6434.550015 + Penalty 220.012824 = -6214.537191 Iteration 7Q: 3 clusters Score -6214.537 nChanged 8 ComputeScore: Raw -6443.544153 + Penalty 220.012824 = -6223.531329 Iteration 8Q: 3 clusters Score -6223.531 nChanged 8 ComputeScore: Raw -6453.499201 + Penalty 220.012824 = -6233.486377 Iteration 9Q: 3 clusters Score -6233.486 nChanged 10 ComputeScore: Raw -6458.694885 + Penalty 220.012824 = -6238.682061 Iteration 10Q: 3 clusters Score -6238.682 nChanged 8 ComputeScore: Raw -6466.446788 + Penalty 220.012824 = -6246.433963 Iteration 11Q: 3 clusters Score -6246.434 nChanged 10 ComputeScore: Raw -6477.211734 + Penalty 220.012824 = -6257.198909 Iteration 12Q: 3 clusters Score -6257.199 nChanged 10 ComputeScore: Raw -6488.439832 + Penalty 220.012824 = -6268.427008 Iteration 13Q: 3 clusters Score -6268.427 nChanged 3 ComputeScore: Raw -6490.885841 + Penalty 220.012824 = -6270.873017 Iteration 14Q: 3 clusters Score -6270.873 nChanged 3 ComputeScore: Raw -6494.603596 + Penalty 220.012824 = -6274.590772 Iteration 15Q: 3 clusters Score -6274.591 nChanged 1 ComputeScore: Raw -6494.877639 + Penalty 220.012824 = -6274.864815 Iteration 16Q: 3 clusters Score -6274.865 nChanged 0 ComputeScore: Raw -6494.877639 + Penalty 220.012824 = -6274.864815 Iteration 17F: 3 clusters Score -6274.865 nChanged 0 Trying to split cluster 27 (448 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5453.945405 + Penalty 109.886278 = -5344.059126 Iteration 0F: 2 clusters Score -5344.059 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5240.487180 + Penalty 219.772556 = -5020.714623 Iteration 0F: 3 clusters Score -5020.715 nChanged 157 ComputeScore: Raw -5330.416340 + Penalty 219.772556 = -5110.643784 Iteration 1F: 3 clusters Score -5110.644 nChanged 21 ComputeScore: Raw -5339.646827 + Penalty 219.772556 = -5119.874271 Iteration 2Q: 3 clusters Score -5119.874 nChanged 15 ComputeScore: Raw -5347.746343 + Penalty 219.772556 = -5127.973787 Iteration 3Q: 3 clusters Score -5127.974 nChanged 19 ComputeScore: Raw -5355.673722 + Penalty 219.772556 = -5135.901166 Iteration 4Q: 3 clusters Score -5135.901 nChanged 14 ComputeScore: Raw -5361.390103 + Penalty 219.772556 = -5141.617547 Iteration 5Q: 3 clusters Score -5141.618 nChanged 12 ComputeScore: Raw -5366.668024 + Penalty 219.772556 = -5146.895468 Iteration 6Q: 3 clusters Score -5146.895 nChanged 10 ComputeScore: Raw -5371.222639 + Penalty 219.772556 = -5151.450082 Iteration 7Q: 3 clusters Score -5151.45 nChanged 9 ComputeScore: Raw -5373.889420 + Penalty 219.772556 = -5154.116864 Iteration 8Q: 3 clusters Score -5154.117 nChanged 3 ComputeScore: Raw -5374.692326 + Penalty 219.772556 = -5154.919770 Iteration 9Q: 3 clusters Score -5154.92 nChanged 4 ComputeScore: Raw -5375.505715 + Penalty 219.772556 = -5155.733159 Iteration 10Q: 3 clusters Score -5155.733 nChanged 4 ComputeScore: Raw -5376.686500 + Penalty 219.772556 = -5156.913944 Iteration 11Q: 3 clusters Score -5156.914 nChanged 6 ComputeScore: Raw -5379.862446 + Penalty 219.772556 = -5160.089889 Iteration 12Q: 3 clusters Score -5160.09 nChanged 9 ComputeScore: Raw -5384.148942 + Penalty 219.772556 = -5164.376386 Iteration 13Q: 3 clusters Score -5164.376 nChanged 11 ComputeScore: Raw -5392.197164 + Penalty 219.772556 = -5172.424608 Iteration 14Q: 3 clusters Score -5172.425 nChanged 12 ComputeScore: Raw -5400.575886 + Penalty 219.772556 = -5180.803329 Iteration 15Q: 3 clusters Score -5180.803 nChanged 9 ComputeScore: Raw -5404.579815 + Penalty 219.772556 = -5184.807259 Iteration 16Q: 3 clusters Score -5184.807 nChanged 7 ComputeScore: Raw -5407.997014 + Penalty 219.772556 = -5188.224458 Iteration 17Q: 3 clusters Score -5188.224 nChanged 7 ComputeScore: Raw -5409.423171 + Penalty 219.772556 = -5189.650615 Iteration 18Q: 3 clusters Score -5189.651 nChanged 1 ComputeScore: Raw -5409.564324 + Penalty 219.772556 = -5189.791768 Iteration 19Q: 3 clusters Score -5189.792 nChanged 2 ComputeScore: Raw -5409.786741 + Penalty 219.772556 = -5190.014185 Iteration 20F: 3 clusters Score -5190.014 nChanged 2 ComputeScore: Raw -5410.211864 + Penalty 219.772556 = -5190.439307 Iteration 21Q: 3 clusters Score -5190.439 nChanged 1 ComputeScore: Raw -5410.380100 + Penalty 219.772556 = -5190.607544 Iteration 22Q: 3 clusters Score -5190.608 nChanged 1 ComputeScore: Raw -5410.527766 + Penalty 219.772556 = -5190.755209 Iteration 23Q: 3 clusters Score -5190.755 nChanged 1 ComputeScore: Raw -5410.628639 + Penalty 219.772556 = -5190.856083 Iteration 24Q: 3 clusters Score -5190.856 nChanged 0 ComputeScore: Raw -5410.628639 + Penalty 219.772556 = -5190.856083 Iteration 25F: 3 clusters Score -5190.856 nChanged 0 Trying to split cluster 28 (838 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10500.269008 + Penalty 121.158326 = -10379.110682 Iteration 0F: 2 clusters Score -10379.11 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10073.533908 + Penalty 242.316652 = -9831.217256 Iteration 0F: 3 clusters Score -9831.217 nChanged 341 ComputeScore: Raw -10285.561439 + Penalty 242.316652 = -10043.244788 Iteration 1F: 3 clusters Score -10043.24 nChanged 55 ComputeScore: Raw -10312.982880 + Penalty 242.316652 = -10070.666229 Iteration 2F: 3 clusters Score -10070.67 nChanged 38 ComputeScore: Raw -10325.956202 + Penalty 242.316652 = -10083.639551 Iteration 3Q: 3 clusters Score -10083.64 nChanged 25 ComputeScore: Raw -10335.314628 + Penalty 242.316652 = -10092.997976 Iteration 4Q: 3 clusters Score -10093 nChanged 20 ComputeScore: Raw -10345.166422 + Penalty 242.316652 = -10102.849771 Iteration 5Q: 3 clusters Score -10102.85 nChanged 22 ComputeScore: Raw -10352.036462 + Penalty 242.316652 = -10109.719810 Iteration 6Q: 3 clusters Score -10109.72 nChanged 16 ComputeScore: Raw -10358.186241 + Penalty 242.316652 = -10115.869590 Iteration 7Q: 3 clusters Score -10115.87 nChanged 11 ComputeScore: Raw -10362.296037 + Penalty 242.316652 = -10119.979385 Iteration 8Q: 3 clusters Score -10119.98 nChanged 11 ComputeScore: Raw -10365.089381 + Penalty 242.316652 = -10122.772729 Iteration 9Q: 3 clusters Score -10122.77 nChanged 5 ComputeScore: Raw -10366.375114 + Penalty 242.316652 = -10124.058462 Iteration 10Q: 3 clusters Score -10124.06 nChanged 7 ComputeScore: Raw -10368.689663 + Penalty 242.316652 = -10126.373011 Iteration 11Q: 3 clusters Score -10126.37 nChanged 11 ComputeScore: Raw -10373.162853 + Penalty 242.316652 = -10130.846201 Iteration 12Q: 3 clusters Score -10130.85 nChanged 8 ComputeScore: Raw -10375.002401 + Penalty 242.316652 = -10132.685750 Iteration 13Q: 3 clusters Score -10132.69 nChanged 11 ComputeScore: Raw -10378.588122 + Penalty 242.316652 = -10136.271470 Iteration 14Q: 3 clusters Score -10136.27 nChanged 14 ComputeScore: Raw -10382.474721 + Penalty 242.316652 = -10140.158069 Iteration 15Q: 3 clusters Score -10140.16 nChanged 12 ComputeScore: Raw -10387.418893 + Penalty 242.316652 = -10145.102242 Iteration 16Q: 3 clusters Score -10145.1 nChanged 16 ComputeScore: Raw -10397.253813 + Penalty 242.316652 = -10154.937161 Iteration 17Q: 3 clusters Score -10154.94 nChanged 20 ComputeScore: Raw -10406.677165 + Penalty 242.316652 = -10164.360513 Iteration 18Q: 3 clusters Score -10164.36 nChanged 16 ComputeScore: Raw -10416.179108 + Penalty 242.316652 = -10173.862456 Iteration 19Q: 3 clusters Score -10173.86 nChanged 21 ComputeScore: Raw -10431.915902 + Penalty 242.316652 = -10189.599250 Iteration 20F: 3 clusters Score -10189.6 nChanged 16 ComputeScore: Raw -10443.815839 + Penalty 242.316652 = -10201.499188 Iteration 21Q: 3 clusters Score -10201.5 nChanged 19 ComputeScore: Raw -10452.808661 + Penalty 242.316652 = -10210.492010 Iteration 22Q: 3 clusters Score -10210.49 nChanged 12 ComputeScore: Raw -10457.824456 + Penalty 242.316652 = -10215.507804 Iteration 23Q: 3 clusters Score -10215.51 nChanged 13 ComputeScore: Raw -10466.905654 + Penalty 242.316652 = -10224.589002 Iteration 24Q: 3 clusters Score -10224.59 nChanged 13 ComputeScore: Raw -10482.568220 + Penalty 242.316652 = -10240.251569 Iteration 25Q: 3 clusters Score -10240.25 nChanged 11 ComputeScore: Raw -10491.365652 + Penalty 242.316652 = -10249.049000 Iteration 26Q: 3 clusters Score -10249.05 nChanged 10 ComputeScore: Raw -10495.774920 + Penalty 242.316652 = -10253.458269 Iteration 27Q: 3 clusters Score -10253.46 nChanged 5 ComputeScore: Raw -10498.475719 + Penalty 242.316652 = -10256.159067 Iteration 28Q: 3 clusters Score -10256.16 nChanged 2 ComputeScore: Raw -10499.149953 + Penalty 242.316652 = -10256.833301 Iteration 29Q: 3 clusters Score -10256.83 nChanged 4 ComputeScore: Raw -10501.469556 + Penalty 242.316652 = -10259.152904 Iteration 30Q: 3 clusters Score -10259.15 nChanged 7 ComputeScore: Raw -10505.631458 + Penalty 242.316652 = -10263.314807 Iteration 31Q: 3 clusters Score -10263.31 nChanged 5 ComputeScore: Raw -10508.389977 + Penalty 242.316652 = -10266.073325 Iteration 32Q: 3 clusters Score -10266.07 nChanged 4 ComputeScore: Raw -10510.118602 + Penalty 242.316652 = -10267.801950 Iteration 33Q: 3 clusters Score -10267.8 nChanged 4 ComputeScore: Raw -10513.743914 + Penalty 242.316652 = -10271.427263 Iteration 34Q: 3 clusters Score -10271.43 nChanged 5 ComputeScore: Raw -10517.903729 + Penalty 242.316652 = -10275.587077 Iteration 35Q: 3 clusters Score -10275.59 nChanged 2 ComputeScore: Raw -10518.395479 + Penalty 242.316652 = -10276.078827 Iteration 36Q: 3 clusters Score -10276.08 nChanged 2 ComputeScore: Raw -10519.505795 + Penalty 242.316652 = -10277.189144 Iteration 37Q: 3 clusters Score -10277.19 nChanged 3 ComputeScore: Raw -10522.152830 + Penalty 242.316652 = -10279.836179 Iteration 38Q: 3 clusters Score -10279.84 nChanged 1 ComputeScore: Raw -10523.676945 + Penalty 242.316652 = -10281.360294 Iteration 39Q: 3 clusters Score -10281.36 nChanged 0 ComputeScore: Raw -10523.676945 + Penalty 242.316652 = -10281.360294 Iteration 40F: 3 clusters Score -10281.36 nChanged 0 Trying to split cluster 29 (4424 points) Assigned 2 initial classes randomly. ComputeScore: Raw -40606.828463 + Penalty 151.106392 = -40455.722071 Iteration 0F: 2 clusters Score -40455.72 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37804.607004 + Penalty 302.212784 = -37502.394221 Iteration 0F: 3 clusters Score -37502.39 nChanged 2026 ComputeScore: Raw -39254.026132 + Penalty 302.212784 = -38951.813348 Iteration 1F: 3 clusters Score -38951.81 nChanged 437 ComputeScore: Raw -39669.053817 + Penalty 302.212784 = -39366.841033 Iteration 2F: 3 clusters Score -39366.84 nChanged 419 ComputeScore: Raw -40139.452311 + Penalty 302.212784 = -39837.239527 Iteration 3F: 3 clusters Score -39837.24 nChanged 267 ComputeScore: Raw -40430.832649 + Penalty 302.212784 = -40128.619866 Iteration 4F: 3 clusters Score -40128.62 nChanged 118 ComputeScore: Raw -40556.474888 + Penalty 302.212784 = -40254.262104 Iteration 5Q: 3 clusters Score -40254.26 nChanged 35 ComputeScore: Raw -40592.163298 + Penalty 302.212784 = -40289.950515 Iteration 6Q: 3 clusters Score -40289.95 nChanged 10 ComputeScore: Raw -40606.288122 + Penalty 302.212784 = -40304.075338 Iteration 7Q: 3 clusters Score -40304.08 nChanged 9 ComputeScore: Raw -40616.108845 + Penalty 302.212784 = -40313.896062 Iteration 8Q: 3 clusters Score -40313.9 nChanged 7 ComputeScore: Raw -40623.321897 + Penalty 302.212784 = -40321.109113 Iteration 9Q: 3 clusters Score -40321.11 nChanged 2 ComputeScore: Raw -40625.777483 + Penalty 302.212784 = -40323.564699 Iteration 10Q: 3 clusters Score -40323.56 nChanged 2 ComputeScore: Raw -40627.632180 + Penalty 302.212784 = -40325.419397 Iteration 11Q: 3 clusters Score -40325.42 nChanged 1 ComputeScore: Raw -40628.527133 + Penalty 302.212784 = -40326.314349 Iteration 12Q: 3 clusters Score -40326.31 nChanged 0 ComputeScore: Raw -40628.527133 + Penalty 302.212784 = -40326.314349 Iteration 13F: 3 clusters Score -40326.31 nChanged 0 Trying to split cluster 30 (245 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3757.546391 + Penalty 99.022648 = -3658.523743 Iteration 0F: 2 clusters Score -3658.524 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3637.999873 + Penalty 198.045296 = -3439.954578 Iteration 0F: 3 clusters Score -3439.955 nChanged 92 ComputeScore: Raw -3703.561927 + Penalty 198.045296 = -3505.516631 Iteration 1F: 3 clusters Score -3505.517 nChanged 21 ComputeScore: Raw -3721.124707 + Penalty 198.045296 = -3523.079412 Iteration 2F: 3 clusters Score -3523.079 nChanged 12 ComputeScore: Raw -3740.084637 + Penalty 198.045296 = -3542.039341 Iteration 3Q: 3 clusters Score -3542.039 nChanged 6 ComputeScore: Raw -3750.169236 + Penalty 198.045296 = -3552.123940 Iteration 4Q: 3 clusters Score -3552.124 nChanged 3 ComputeScore: Raw -3759.173237 + Penalty 198.045296 = -3561.127942 Iteration 5Q: 3 clusters Score -3561.128 nChanged 3 ComputeScore: Raw -3766.382676 + Penalty 198.045296 = -3568.337380 Iteration 6Q: 3 clusters Score -3568.337 nChanged 4 ComputeScore: Raw -3776.556727 + Penalty 198.045296 = -3578.511431 Iteration 7Q: 3 clusters Score -3578.511 nChanged 2 ComputeScore: Raw -3777.915925 + Penalty 198.045296 = -3579.870629 Iteration 8Q: 3 clusters Score -3579.871 nChanged 0 ComputeScore: Raw -3777.915925 + Penalty 198.045296 = -3579.870629 Iteration 9F: 3 clusters Score -3579.871 nChanged 0 Trying to split cluster 31 (782 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9647.256736 + Penalty 119.913385 = -9527.343351 Iteration 0F: 2 clusters Score -9527.343 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9223.292594 + Penalty 239.826771 = -8983.465823 Iteration 0F: 3 clusters Score -8983.466 nChanged 327 ComputeScore: Raw -9414.618706 + Penalty 239.826771 = -9174.791936 Iteration 1F: 3 clusters Score -9174.792 nChanged 65 ComputeScore: Raw -9469.756640 + Penalty 239.826771 = -9229.929870 Iteration 2F: 3 clusters Score -9229.93 nChanged 51 ComputeScore: Raw -9507.977692 + Penalty 239.826771 = -9268.150921 Iteration 3F: 3 clusters Score -9268.151 nChanged 48 ComputeScore: Raw -9539.789746 + Penalty 239.826771 = -9299.962975 Iteration 4F: 3 clusters Score -9299.963 nChanged 29 ComputeScore: Raw -9561.326545 + Penalty 239.826771 = -9321.499774 Iteration 5Q: 3 clusters Score -9321.5 nChanged 29 ComputeScore: Raw -9582.137221 + Penalty 239.826771 = -9342.310450 Iteration 6Q: 3 clusters Score -9342.31 nChanged 21 ComputeScore: Raw -9601.215404 + Penalty 239.826771 = -9361.388633 Iteration 7Q: 3 clusters Score -9361.389 nChanged 20 ComputeScore: Raw -9625.734818 + Penalty 239.826771 = -9385.908048 Iteration 8Q: 3 clusters Score -9385.908 nChanged 16 ComputeScore: Raw -9643.591673 + Penalty 239.826771 = -9403.764903 Iteration 9Q: 3 clusters Score -9403.765 nChanged 13 ComputeScore: Raw -9661.200282 + Penalty 239.826771 = -9421.373511 Iteration 10Q: 3 clusters Score -9421.374 nChanged 4 ComputeScore: Raw -9676.006669 + Penalty 239.826771 = -9436.179899 Iteration 11Q: 3 clusters Score -9436.18 nChanged 1 ComputeScore: Raw -9682.465809 + Penalty 239.826771 = -9442.639038 Iteration 12Q: 3 clusters Score -9442.639 nChanged 1 ComputeScore: Raw -9682.947185 + Penalty 239.826771 = -9443.120415 Iteration 13Q: 3 clusters Score -9443.12 nChanged 0 ComputeScore: Raw -9682.947185 + Penalty 239.826771 = -9443.120415 Iteration 14F: 3 clusters Score -9443.12 nChanged 0 Trying to split cluster 32 (278 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3806.681172 + Penalty 101.297180 = -3705.383992 Iteration 0F: 2 clusters Score -3705.384 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3668.114921 + Penalty 202.594360 = -3465.520561 Iteration 0F: 3 clusters Score -3465.521 nChanged 109 ComputeScore: Raw -3749.265017 + Penalty 202.594360 = -3546.670657 Iteration 1F: 3 clusters Score -3546.671 nChanged 28 ComputeScore: Raw -3770.820294 + Penalty 202.594360 = -3568.225934 Iteration 2F: 3 clusters Score -3568.226 nChanged 15 ComputeScore: Raw -3784.933185 + Penalty 202.594360 = -3582.338825 Iteration 3F: 3 clusters Score -3582.339 nChanged 11 ComputeScore: Raw -3802.529543 + Penalty 202.594360 = -3599.935183 Iteration 4Q: 3 clusters Score -3599.935 nChanged 10 ComputeScore: Raw -3809.886788 + Penalty 202.594360 = -3607.292428 Iteration 5Q: 3 clusters Score -3607.292 nChanged 10 ComputeScore: Raw -3815.372227 + Penalty 202.594360 = -3612.777866 Iteration 6Q: 3 clusters Score -3612.778 nChanged 5 ComputeScore: Raw -3816.752949 + Penalty 202.594360 = -3614.158589 Iteration 7Q: 3 clusters Score -3614.159 nChanged 7 ComputeScore: Raw -3819.395823 + Penalty 202.594360 = -3616.801463 Iteration 8Q: 3 clusters Score -3616.801 nChanged 4 ComputeScore: Raw -3822.932537 + Penalty 202.594360 = -3620.338177 Iteration 9Q: 3 clusters Score -3620.338 nChanged 3 ComputeScore: Raw -3828.188032 + Penalty 202.594360 = -3625.593672 Iteration 10Q: 3 clusters Score -3625.594 nChanged 5 ComputeScore: Raw -3834.527825 + Penalty 202.594360 = -3631.933465 Iteration 11Q: 3 clusters Score -3631.933 nChanged 7 ComputeScore: Raw -3841.096387 + Penalty 202.594360 = -3638.502027 Iteration 12Q: 3 clusters Score -3638.502 nChanged 11 ComputeScore: Raw -3852.313449 + Penalty 202.594360 = -3649.719089 Iteration 13Q: 3 clusters Score -3649.719 nChanged 10 ComputeScore: Raw -3864.369347 + Penalty 202.594360 = -3661.774987 Iteration 14Q: 3 clusters Score -3661.775 nChanged 9 ComputeScore: Raw -3876.619631 + Penalty 202.594360 = -3674.025271 Iteration 15Q: 3 clusters Score -3674.025 nChanged 9 ComputeScore: Raw -3890.774210 + Penalty 202.594360 = -3688.179849 Iteration 16Q: 3 clusters Score -3688.18 nChanged 5 ComputeScore: Raw -3897.789961 + Penalty 202.594360 = -3695.195601 Iteration 17Q: 3 clusters Score -3695.196 nChanged 3 ComputeScore: Raw -3901.072902 + Penalty 202.594360 = -3698.478542 Iteration 18Q: 3 clusters Score -3698.479 nChanged 3 ComputeScore: Raw -3906.156567 + Penalty 202.594360 = -3703.562207 Iteration 19Q: 3 clusters Score -3703.562 nChanged 3 ComputeScore: Raw -3914.673195 + Penalty 202.594360 = -3712.078835 Iteration 20F: 3 clusters Score -3712.079 nChanged 3 ComputeScore: Raw -3924.875672 + Penalty 202.594360 = -3722.281312 Iteration 21Q: 3 clusters Score -3722.281 nChanged 2 ComputeScore: Raw -3936.693018 + Penalty 202.594360 = -3734.098658 Iteration 22Q: 3 clusters Score -3734.099 nChanged 2 ComputeScore: Raw -3955.977065 + Penalty 202.594360 = -3753.382705 Iteration 23Q: 3 clusters Score -3753.383 nChanged 0 ComputeScore: Raw -3955.977065 + Penalty 202.594360 = -3753.382705 Iteration 24F: 3 clusters Score -3753.383 nChanged 0 ComputeScore: Raw -546510.811311 + Penalty 9571.921635 = -536938.889676Splitting cluster 32 changes total score from -536993.251690 to -536938.889676 So it's not getting split. Trying to split cluster 33 (806 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9305.595369 + Penalty 120.457507 = -9185.137862 Iteration 0F: 2 clusters Score -9185.138 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8899.344476 + Penalty 240.915015 = -8658.429461 Iteration 0F: 3 clusters Score -8658.429 nChanged 334 ComputeScore: Raw -9121.474584 + Penalty 240.915015 = -8880.559569 Iteration 1F: 3 clusters Score -8880.56 nChanged 63 ComputeScore: Raw -9177.534098 + Penalty 240.915015 = -8936.619083 Iteration 2F: 3 clusters Score -8936.619 nChanged 52 ComputeScore: Raw -9220.512918 + Penalty 240.915015 = -8979.597903 Iteration 3F: 3 clusters Score -8979.598 nChanged 43 ComputeScore: Raw -9266.512695 + Penalty 240.915015 = -9025.597680 Iteration 4F: 3 clusters Score -9025.598 nChanged 30 ComputeScore: Raw -9297.154866 + Penalty 240.915015 = -9056.239851 Iteration 5Q: 3 clusters Score -9056.24 nChanged 11 ComputeScore: Raw -9305.056517 + Penalty 240.915015 = -9064.141503 Iteration 6Q: 3 clusters Score -9064.142 nChanged 3 ComputeScore: Raw -9308.822215 + Penalty 240.915015 = -9067.907200 Iteration 7Q: 3 clusters Score -9067.907 nChanged 2 ComputeScore: Raw -9311.585947 + Penalty 240.915015 = -9070.670932 Iteration 8Q: 3 clusters Score -9070.671 nChanged 0 ComputeScore: Raw -9311.585947 + Penalty 240.915015 = -9070.670932 Iteration 9F: 3 clusters Score -9070.671 nChanged 0 Trying to split cluster 34 (323 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4573.087651 + Penalty 103.997742 = -4469.089909 Iteration 0F: 2 clusters Score -4469.09 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4418.117673 + Penalty 207.995484 = -4210.122190 Iteration 0F: 3 clusters Score -4210.122 nChanged 122 ComputeScore: Raw -4502.717585 + Penalty 207.995484 = -4294.722102 Iteration 1F: 3 clusters Score -4294.722 nChanged 24 ComputeScore: Raw -4524.212678 + Penalty 207.995484 = -4316.217194 Iteration 2F: 3 clusters Score -4316.217 nChanged 17 ComputeScore: Raw -4537.908839 + Penalty 207.995484 = -4329.913356 Iteration 3F: 3 clusters Score -4329.913 nChanged 17 ComputeScore: Raw -4550.710339 + Penalty 207.995484 = -4342.714856 Iteration 4F: 3 clusters Score -4342.715 nChanged 8 ComputeScore: Raw -4554.211465 + Penalty 207.995484 = -4346.215981 Iteration 5Q: 3 clusters Score -4346.216 nChanged 6 ComputeScore: Raw -4557.024370 + Penalty 207.995484 = -4349.028886 Iteration 6Q: 3 clusters Score -4349.029 nChanged 4 ComputeScore: Raw -4563.793860 + Penalty 207.995484 = -4355.798376 Iteration 7Q: 3 clusters Score -4355.798 nChanged 3 ComputeScore: Raw -4566.005524 + Penalty 207.995484 = -4358.010040 Iteration 8Q: 3 clusters Score -4358.01 nChanged 2 ComputeScore: Raw -4567.214846 + Penalty 207.995484 = -4359.219362 Iteration 9Q: 3 clusters Score -4359.219 nChanged 1 ComputeScore: Raw -4568.172414 + Penalty 207.995484 = -4360.176931 Iteration 10Q: 3 clusters Score -4360.177 nChanged 1 ComputeScore: Raw -4568.763940 + Penalty 207.995484 = -4360.768457 Iteration 11Q: 3 clusters Score -4360.768 nChanged 1 ComputeScore: Raw -4571.178975 + Penalty 207.995484 = -4363.183491 Iteration 12Q: 3 clusters Score -4363.183 nChanged 1 ComputeScore: Raw -4571.401336 + Penalty 207.995484 = -4363.405852 Iteration 13Q: 3 clusters Score -4363.406 nChanged 0 ComputeScore: Raw -4571.401336 + Penalty 207.995484 = -4363.405852 Iteration 14F: 3 clusters Score -4363.406 nChanged 0 Trying to split cluster 35 (277 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3919.902162 + Penalty 101.232315 = -3818.669847 Iteration 0F: 2 clusters Score -3818.67 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3781.998568 + Penalty 202.464630 = -3579.533938 Iteration 0F: 3 clusters Score -3579.534 nChanged 108 ComputeScore: Raw -3849.646432 + Penalty 202.464630 = -3647.181802 Iteration 1F: 3 clusters Score -3647.182 nChanged 20 ComputeScore: Raw -3857.550945 + Penalty 202.464630 = -3655.086315 Iteration 2F: 3 clusters Score -3655.086 nChanged 6 ComputeScore: Raw -3860.933401 + Penalty 202.464630 = -3658.468771 Iteration 3Q: 3 clusters Score -3658.469 nChanged 5 ComputeScore: Raw -3865.395910 + Penalty 202.464630 = -3662.931279 Iteration 4Q: 3 clusters Score -3662.931 nChanged 5 ComputeScore: Raw -3868.496679 + Penalty 202.464630 = -3666.032048 Iteration 5Q: 3 clusters Score -3666.032 nChanged 4 ComputeScore: Raw -3870.938699 + Penalty 202.464630 = -3668.474069 Iteration 6Q: 3 clusters Score -3668.474 nChanged 3 ComputeScore: Raw -3872.304202 + Penalty 202.464630 = -3669.839571 Iteration 7Q: 3 clusters Score -3669.84 nChanged 2 ComputeScore: Raw -3874.393429 + Penalty 202.464630 = -3671.928799 Iteration 8Q: 3 clusters Score -3671.929 nChanged 2 ComputeScore: Raw -3877.550090 + Penalty 202.464630 = -3675.085460 Iteration 9Q: 3 clusters Score -3675.085 nChanged 2 ComputeScore: Raw -3878.063462 + Penalty 202.464630 = -3675.598832 Iteration 10Q: 3 clusters Score -3675.599 nChanged 1 ComputeScore: Raw -3878.253074 + Penalty 202.464630 = -3675.788443 Iteration 11Q: 3 clusters Score -3675.788 nChanged 0 ComputeScore: Raw -3878.253074 + Penalty 202.464630 = -3675.788443 Iteration 12F: 3 clusters Score -3675.788 nChanged 0 Trying to split cluster 36 (2614 points) Assigned 2 initial classes randomly. ComputeScore: Raw -27784.416947 + Penalty 141.635464 = -27642.781483 Iteration 0F: 2 clusters Score -27642.78 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -26190.463158 + Penalty 283.270928 = -25907.192230 Iteration 0F: 3 clusters Score -25907.19 nChanged 1206 ComputeScore: Raw -26884.117616 + Penalty 283.270928 = -26600.846688 Iteration 1F: 3 clusters Score -26600.85 nChanged 214 ComputeScore: Raw -27070.138043 + Penalty 283.270928 = -26786.867115 Iteration 2F: 3 clusters Score -26786.87 nChanged 205 ComputeScore: Raw -27254.920424 + Penalty 283.270928 = -26971.649495 Iteration 3F: 3 clusters Score -26971.65 nChanged 156 ComputeScore: Raw -27395.252750 + Penalty 283.270928 = -27111.981822 Iteration 4F: 3 clusters Score -27111.98 nChanged 134 ComputeScore: Raw -27496.859639 + Penalty 283.270928 = -27213.588711 Iteration 5F: 3 clusters Score -27213.59 nChanged 111 ComputeScore: Raw -27568.876713 + Penalty 283.270928 = -27285.605785 Iteration 6Q: 3 clusters Score -27285.61 nChanged 78 ComputeScore: Raw -27619.501386 + Penalty 283.270928 = -27336.230458 Iteration 7Q: 3 clusters Score -27336.23 nChanged 58 ComputeScore: Raw -27649.299570 + Penalty 283.270928 = -27366.028641 Iteration 8Q: 3 clusters Score -27366.03 nChanged 40 ComputeScore: Raw -27663.259013 + Penalty 283.270928 = -27379.988084 Iteration 9Q: 3 clusters Score -27379.99 nChanged 32 ComputeScore: Raw -27672.047584 + Penalty 283.270928 = -27388.776655 Iteration 10Q: 3 clusters Score -27388.78 nChanged 25 ComputeScore: Raw -27680.394617 + Penalty 283.270928 = -27397.123689 Iteration 11Q: 3 clusters Score -27397.12 nChanged 20 ComputeScore: Raw -27686.541961 + Penalty 283.270928 = -27403.271033 Iteration 12Q: 3 clusters Score -27403.27 nChanged 25 ComputeScore: Raw -27698.947184 + Penalty 283.270928 = -27415.676256 Iteration 13Q: 3 clusters Score -27415.68 nChanged 30 ComputeScore: Raw -27719.699691 + Penalty 283.270928 = -27436.428763 Iteration 14Q: 3 clusters Score -27436.43 nChanged 30 ComputeScore: Raw -27744.784884 + Penalty 283.270928 = -27461.513956 Iteration 15Q: 3 clusters Score -27461.51 nChanged 29 ComputeScore: Raw -27772.714961 + Penalty 283.270928 = -27489.444033 Iteration 16Q: 3 clusters Score -27489.44 nChanged 36 ComputeScore: Raw -27807.897310 + Penalty 283.270928 = -27524.626381 Iteration 17Q: 3 clusters Score -27524.63 nChanged 32 ComputeScore: Raw -27836.475624 + Penalty 283.270928 = -27553.204695 Iteration 18Q: 3 clusters Score -27553.2 nChanged 24 ComputeScore: Raw -27846.291996 + Penalty 283.270928 = -27563.021068 Iteration 19Q: 3 clusters Score -27563.02 nChanged 11 ComputeScore: Raw -27848.138242 + Penalty 283.270928 = -27564.867313 Iteration 20F: 3 clusters Score -27564.87 nChanged 7 ComputeScore: Raw -27848.892015 + Penalty 283.270928 = -27565.621087 Iteration 21Q: 3 clusters Score -27565.62 nChanged 1 ComputeScore: Raw -27848.953748 + Penalty 283.270928 = -27565.682820 Iteration 22Q: 3 clusters Score -27565.68 nChanged 0 ComputeScore: Raw -27848.953748 + Penalty 283.270928 = -27565.682820 Iteration 23F: 3 clusters Score -27565.68 nChanged 0 Trying to split cluster 37 (2619 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25693.902211 + Penalty 141.669861 = -25552.232350 Iteration 0F: 2 clusters Score -25552.23 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24066.401346 + Penalty 283.339722 = -23783.061623 Iteration 0F: 3 clusters Score -23783.06 nChanged 1185 ComputeScore: Raw -24884.984187 + Penalty 283.339722 = -24601.644464 Iteration 1F: 3 clusters Score -24601.64 nChanged 292 ComputeScore: Raw -25181.425107 + Penalty 283.339722 = -24898.085385 Iteration 2F: 3 clusters Score -24898.09 nChanged 210 ComputeScore: Raw -25421.434278 + Penalty 283.339722 = -25138.094555 Iteration 3F: 3 clusters Score -25138.09 nChanged 110 ComputeScore: Raw -25524.976052 + Penalty 283.339722 = -25241.636329 Iteration 4Q: 3 clusters Score -25241.64 nChanged 64 ComputeScore: Raw -25570.203921 + Penalty 283.339722 = -25286.864199 Iteration 5Q: 3 clusters Score -25286.86 nChanged 46 ComputeScore: Raw -25603.941029 + Penalty 283.339722 = -25320.601306 Iteration 6Q: 3 clusters Score -25320.6 nChanged 32 ComputeScore: Raw -25623.787978 + Penalty 283.339722 = -25340.448255 Iteration 7Q: 3 clusters Score -25340.45 nChanged 29 ComputeScore: Raw -25640.216718 + Penalty 283.339722 = -25356.876996 Iteration 8Q: 3 clusters Score -25356.88 nChanged 25 ComputeScore: Raw -25657.660400 + Penalty 283.339722 = -25374.320677 Iteration 9Q: 3 clusters Score -25374.32 nChanged 25 ComputeScore: Raw -25688.548380 + Penalty 283.339722 = -25405.208658 Iteration 10Q: 3 clusters Score -25405.21 nChanged 26 ComputeScore: Raw -25748.585569 + Penalty 283.339722 = -25465.245846 Iteration 11Q: 3 clusters Score -25465.25 nChanged 27 ComputeScore: Raw -25817.269150 + Penalty 283.339722 = -25533.929428 Iteration 12Q: 3 clusters Score -25533.93 nChanged 34 ComputeScore: Raw -25937.808374 + Penalty 283.339722 = -25654.468652 Iteration 13Q: 3 clusters Score -25654.47 nChanged 24 ComputeScore: Raw -26025.251333 + Penalty 283.339722 = -25741.911611 Iteration 14Q: 3 clusters Score -25741.91 nChanged 27 ComputeScore: Raw -26102.526731 + Penalty 283.339722 = -25819.187008 Iteration 15Q: 3 clusters Score -25819.19 nChanged 17 ComputeScore: Raw -26115.394884 + Penalty 283.339722 = -25832.055162 Iteration 16Q: 3 clusters Score -25832.06 nChanged 15 ComputeScore: Raw -26123.953534 + Penalty 283.339722 = -25840.613811 Iteration 17Q: 3 clusters Score -25840.61 nChanged 11 ComputeScore: Raw -26127.510506 + Penalty 283.339722 = -25844.170784 Iteration 18Q: 3 clusters Score -25844.17 nChanged 2 ComputeScore: Raw -26128.040778 + Penalty 283.339722 = -25844.701055 Iteration 19Q: 3 clusters Score -25844.7 nChanged 2 ComputeScore: Raw -26130.380985 + Penalty 283.339722 = -25847.041262 Iteration 20F: 3 clusters Score -25847.04 nChanged 5 ComputeScore: Raw -26131.563323 + Penalty 283.339722 = -25848.223600 Iteration 21Q: 3 clusters Score -25848.22 nChanged 4 ComputeScore: Raw -26132.852785 + Penalty 283.339722 = -25849.513062 Iteration 22Q: 3 clusters Score -25849.51 nChanged 2 ComputeScore: Raw -26133.185266 + Penalty 283.339722 = -25849.845544 Iteration 23Q: 3 clusters Score -25849.85 nChanged 0 ComputeScore: Raw -26133.185266 + Penalty 283.339722 = -25849.845544 Iteration 24F: 3 clusters Score -25849.85 nChanged 0 ComputeScore: Raw -546800.798473 + Penalty 9571.921635 = -537228.876838Splitting cluster 37 changes total score from -536993.251690 to -537228.876838 So it's getting split into cluster 47. Trying to split cluster 38 (66 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1003.112769 + Penalty 75.413785 = -927.698984 Iteration 0F: 2 clusters Score -927.699 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -989.282609 + Penalty 150.827571 = -838.455038 Iteration 0F: 3 clusters Score -838.455 nChanged 13 ComputeScore: Raw -999.491182 + Penalty 150.827571 = -848.663611 Iteration 1F: 3 clusters Score -848.6636 nChanged 2 ComputeScore: Raw -1001.451818 + Penalty 150.827571 = -850.624248 Iteration 2Q: 3 clusters Score -850.6242 nChanged 2 ComputeScore: Raw -1003.588278 + Penalty 150.827571 = -852.760707 Iteration 3Q: 3 clusters Score -852.7607 nChanged 2 ComputeScore: Raw -1004.526217 + Penalty 150.827571 = -853.698647 Iteration 4Q: 3 clusters Score -853.6986 nChanged 1 ComputeScore: Raw -1004.735756 + Penalty 150.827571 = -853.908185 Iteration 5Q: 3 clusters Score -853.9082 nChanged 0 ComputeScore: Raw -1004.735756 + Penalty 150.827571 = -853.908185 Iteration 6F: 3 clusters Score -853.9082 nChanged 0 Trying to split cluster 39 (390 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4795.699455 + Penalty 107.390641 = -4688.308814 Iteration 0F: 2 clusters Score -4688.309 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4603.621829 + Penalty 214.781283 = -4388.840547 Iteration 0F: 3 clusters Score -4388.841 nChanged 159 ComputeScore: Raw -4685.011874 + Penalty 214.781283 = -4470.230592 Iteration 1F: 3 clusters Score -4470.231 nChanged 17 ComputeScore: Raw -4693.487107 + Penalty 214.781283 = -4478.705824 Iteration 2Q: 3 clusters Score -4478.706 nChanged 17 ComputeScore: Raw -4701.675980 + Penalty 214.781283 = -4486.894697 Iteration 3Q: 3 clusters Score -4486.895 nChanged 15 ComputeScore: Raw -4710.796779 + Penalty 214.781283 = -4496.015496 Iteration 4Q: 3 clusters Score -4496.015 nChanged 10 ComputeScore: Raw -4718.040807 + Penalty 214.781283 = -4503.259525 Iteration 5Q: 3 clusters Score -4503.26 nChanged 12 ComputeScore: Raw -4723.001586 + Penalty 214.781283 = -4508.220303 Iteration 6Q: 3 clusters Score -4508.22 nChanged 5 ComputeScore: Raw -4726.073260 + Penalty 214.781283 = -4511.291977 Iteration 7Q: 3 clusters Score -4511.292 nChanged 7 ComputeScore: Raw -4737.181106 + Penalty 214.781283 = -4522.399824 Iteration 8Q: 3 clusters Score -4522.4 nChanged 12 ComputeScore: Raw -4746.392989 + Penalty 214.781283 = -4531.611707 Iteration 9Q: 3 clusters Score -4531.612 nChanged 10 ComputeScore: Raw -4751.447817 + Penalty 214.781283 = -4536.666534 Iteration 10Q: 3 clusters Score -4536.667 nChanged 9 ComputeScore: Raw -4755.488659 + Penalty 214.781283 = -4540.707376 Iteration 11Q: 3 clusters Score -4540.707 nChanged 8 ComputeScore: Raw -4759.870675 + Penalty 214.781283 = -4545.089392 Iteration 12Q: 3 clusters Score -4545.089 nChanged 9 ComputeScore: Raw -4766.180167 + Penalty 214.781283 = -4551.398885 Iteration 13Q: 3 clusters Score -4551.399 nChanged 10 ComputeScore: Raw -4773.399871 + Penalty 214.781283 = -4558.618589 Iteration 14Q: 3 clusters Score -4558.619 nChanged 10 ComputeScore: Raw -4783.802324 + Penalty 214.781283 = -4569.021042 Iteration 15Q: 3 clusters Score -4569.021 nChanged 6 ComputeScore: Raw -4787.707809 + Penalty 214.781283 = -4572.926527 Iteration 16Q: 3 clusters Score -4572.927 nChanged 4 ComputeScore: Raw -4790.242543 + Penalty 214.781283 = -4575.461260 Iteration 17Q: 3 clusters Score -4575.461 nChanged 3 ComputeScore: Raw -4791.299871 + Penalty 214.781283 = -4576.518588 Iteration 18Q: 3 clusters Score -4576.519 nChanged 1 ComputeScore: Raw -4792.134412 + Penalty 214.781283 = -4577.353129 Iteration 19Q: 3 clusters Score -4577.353 nChanged 1 ComputeScore: Raw -4792.725009 + Penalty 214.781283 = -4577.943727 Iteration 20F: 3 clusters Score -4577.944 nChanged 2 ComputeScore: Raw -4793.104874 + Penalty 214.781283 = -4578.323591 Iteration 21Q: 3 clusters Score -4578.324 nChanged 0 ComputeScore: Raw -4793.104874 + Penalty 214.781283 = -4578.323591 Iteration 22F: 3 clusters Score -4578.324 nChanged 0 Trying to split cluster 40 (51 points) Assigned 2 initial classes randomly. ComputeScore: Raw -838.732642 + Penalty 70.772861 = -767.959781 Iteration 0F: 2 clusters Score -767.9598 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -829.437608 + Penalty 141.545723 = -687.891885 Iteration 0F: 3 clusters Score -687.8919 nChanged 13 ComputeScore: Raw -849.257261 + Penalty 141.545723 = -707.711538 Iteration 1F: 3 clusters Score -707.7115 nChanged 1 ComputeScore: Raw -850.124415 + Penalty 141.545723 = -708.578692 Iteration 2Q: 3 clusters Score -708.5787 nChanged 1 ComputeScore: Raw -851.038367 + Penalty 141.545723 = -709.492645 Iteration 3Q: 3 clusters Score -709.4926 nChanged 0 ComputeScore: Raw -851.038367 + Penalty 141.545723 = -709.492645 Iteration 4F: 3 clusters Score -709.4926 nChanged 0 Trying to split cluster 41 (962 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10805.077278 + Penalty 123.642260 = -10681.435018 Iteration 0F: 2 clusters Score -10681.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10256.189377 + Penalty 247.284520 = -10008.904857 Iteration 0F: 3 clusters Score -10008.9 nChanged 404 ComputeScore: Raw -10513.917833 + Penalty 247.284520 = -10266.633313 Iteration 1F: 3 clusters Score -10266.63 nChanged 71 ComputeScore: Raw -10566.006076 + Penalty 247.284520 = -10318.721555 Iteration 2F: 3 clusters Score -10318.72 nChanged 51 ComputeScore: Raw -10609.255274 + Penalty 247.284520 = -10361.970754 Iteration 3F: 3 clusters Score -10361.97 nChanged 47 ComputeScore: Raw -10656.095125 + Penalty 247.284520 = -10408.810605 Iteration 4Q: 3 clusters Score -10408.81 nChanged 39 ComputeScore: Raw -10721.995058 + Penalty 247.284520 = -10474.710537 Iteration 5Q: 3 clusters Score -10474.71 nChanged 37 ComputeScore: Raw -10777.113499 + Penalty 247.284520 = -10529.828979 Iteration 6Q: 3 clusters Score -10529.83 nChanged 28 ComputeScore: Raw -10815.875900 + Penalty 247.284520 = -10568.591379 Iteration 7Q: 3 clusters Score -10568.59 nChanged 20 ComputeScore: Raw -10849.407639 + Penalty 247.284520 = -10602.123119 Iteration 8Q: 3 clusters Score -10602.12 nChanged 24 ComputeScore: Raw -10868.203780 + Penalty 247.284520 = -10620.919260 Iteration 9Q: 3 clusters Score -10620.92 nChanged 11 ComputeScore: Raw -10874.450950 + Penalty 247.284520 = -10627.166430 Iteration 10Q: 3 clusters Score -10627.17 nChanged 6 ComputeScore: Raw -10877.169489 + Penalty 247.284520 = -10629.884969 Iteration 11Q: 3 clusters Score -10629.88 nChanged 5 ComputeScore: Raw -10879.083294 + Penalty 247.284520 = -10631.798773 Iteration 12Q: 3 clusters Score -10631.8 nChanged 3 ComputeScore: Raw -10879.496124 + Penalty 247.284520 = -10632.211604 Iteration 13Q: 3 clusters Score -10632.21 nChanged 0 ComputeScore: Raw -10879.496124 + Penalty 247.284520 = -10632.211604 Iteration 14F: 3 clusters Score -10632.21 nChanged 0 Trying to split cluster 42 (262 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3649.025083 + Penalty 100.230201 = -3548.794882 Iteration 0F: 2 clusters Score -3548.795 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3525.590990 + Penalty 200.460402 = -3325.130588 Iteration 0F: 3 clusters Score -3325.131 nChanged 95 ComputeScore: Raw -3584.062129 + Penalty 200.460402 = -3383.601727 Iteration 1F: 3 clusters Score -3383.602 nChanged 28 ComputeScore: Raw -3606.649891 + Penalty 200.460402 = -3406.189489 Iteration 2F: 3 clusters Score -3406.189 nChanged 17 ComputeScore: Raw -3618.405915 + Penalty 200.460402 = -3417.945513 Iteration 3F: 3 clusters Score -3417.946 nChanged 10 ComputeScore: Raw -3630.730577 + Penalty 200.460402 = -3430.270175 Iteration 4Q: 3 clusters Score -3430.27 nChanged 8 ComputeScore: Raw -3639.698545 + Penalty 200.460402 = -3439.238143 Iteration 5Q: 3 clusters Score -3439.238 nChanged 12 ComputeScore: Raw -3652.928967 + Penalty 200.460402 = -3452.468565 Iteration 6Q: 3 clusters Score -3452.469 nChanged 9 ComputeScore: Raw -3662.328190 + Penalty 200.460402 = -3461.867788 Iteration 7Q: 3 clusters Score -3461.868 nChanged 6 ComputeScore: Raw -3665.180756 + Penalty 200.460402 = -3464.720354 Iteration 8Q: 3 clusters Score -3464.72 nChanged 1 ComputeScore: Raw -3665.550129 + Penalty 200.460402 = -3465.089727 Iteration 9Q: 3 clusters Score -3465.09 nChanged 1 ComputeScore: Raw -3666.009576 + Penalty 200.460402 = -3465.549174 Iteration 10Q: 3 clusters Score -3465.549 nChanged 1 ComputeScore: Raw -3666.558327 + Penalty 200.460402 = -3466.097925 Iteration 11Q: 3 clusters Score -3466.098 nChanged 1 ComputeScore: Raw -3667.746509 + Penalty 200.460402 = -3467.286107 Iteration 12Q: 3 clusters Score -3467.286 nChanged 3 ComputeScore: Raw -3669.820636 + Penalty 200.460402 = -3469.360234 Iteration 13Q: 3 clusters Score -3469.36 nChanged 3 ComputeScore: Raw -3672.268848 + Penalty 200.460402 = -3471.808446 Iteration 14Q: 3 clusters Score -3471.808 nChanged 1 ComputeScore: Raw -3674.759833 + Penalty 200.460402 = -3474.299431 Iteration 15Q: 3 clusters Score -3474.299 nChanged 2 ComputeScore: Raw -3675.678242 + Penalty 200.460402 = -3475.217840 Iteration 16Q: 3 clusters Score -3475.218 nChanged 3 ComputeScore: Raw -3677.808024 + Penalty 200.460402 = -3477.347622 Iteration 17Q: 3 clusters Score -3477.348 nChanged 4 ComputeScore: Raw -3679.777632 + Penalty 200.460402 = -3479.317230 Iteration 18Q: 3 clusters Score -3479.317 nChanged 2 ComputeScore: Raw -3680.406402 + Penalty 200.460402 = -3479.946000 Iteration 19Q: 3 clusters Score -3479.946 nChanged 1 ComputeScore: Raw -3680.602689 + Penalty 200.460402 = -3480.142287 Iteration 20F: 3 clusters Score -3480.142 nChanged 1 ComputeScore: Raw -3680.848635 + Penalty 200.460402 = -3480.388233 Iteration 21Q: 3 clusters Score -3480.388 nChanged 0 ComputeScore: Raw -3680.848635 + Penalty 200.460402 = -3480.388233 Iteration 22F: 3 clusters Score -3480.388 nChanged 0 Trying to split cluster 43 (88 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1370.397290 + Penalty 80.592063 = -1289.805228 Iteration 0F: 2 clusters Score -1289.805 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1347.809773 + Penalty 161.184125 = -1186.625648 Iteration 0F: 3 clusters Score -1186.626 nChanged 26 ComputeScore: Raw -1377.397351 + Penalty 161.184125 = -1216.213226 Iteration 1F: 3 clusters Score -1216.213 nChanged 6 ComputeScore: Raw -1379.921183 + Penalty 161.184125 = -1218.737058 Iteration 2F: 3 clusters Score -1218.737 nChanged 0 Trying to split cluster 44 (316 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4096.823854 + Penalty 103.603360 = -3993.220494 Iteration 0F: 2 clusters Score -3993.22 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3934.815173 + Penalty 207.206720 = -3727.608453 Iteration 0F: 3 clusters Score -3727.608 nChanged 136 ComputeScore: Raw -4048.233912 + Penalty 207.206720 = -3841.027192 Iteration 1F: 3 clusters Score -3841.027 nChanged 23 ComputeScore: Raw -4077.085724 + Penalty 207.206720 = -3869.879005 Iteration 2F: 3 clusters Score -3869.879 nChanged 19 ComputeScore: Raw -4114.441853 + Penalty 207.206720 = -3907.235133 Iteration 3F: 3 clusters Score -3907.235 nChanged 14 ComputeScore: Raw -4139.415897 + Penalty 207.206720 = -3932.209177 Iteration 4Q: 3 clusters Score -3932.209 nChanged 16 ComputeScore: Raw -4149.774474 + Penalty 207.206720 = -3942.567755 Iteration 5F: 3 clusters Score -3942.568 nChanged 12 ComputeScore: Raw -4157.930752 + Penalty 207.206720 = -3950.724032 Iteration 6Q: 3 clusters Score -3950.724 nChanged 8 ComputeScore: Raw -4165.095477 + Penalty 207.206720 = -3957.888757 Iteration 7Q: 3 clusters Score -3957.889 nChanged 6 ComputeScore: Raw -4171.666484 + Penalty 207.206720 = -3964.459764 Iteration 8Q: 3 clusters Score -3964.46 nChanged 5 ComputeScore: Raw -4175.137940 + Penalty 207.206720 = -3967.931220 Iteration 9Q: 3 clusters Score -3967.931 nChanged 3 ComputeScore: Raw -4176.640213 + Penalty 207.206720 = -3969.433494 Iteration 10Q: 3 clusters Score -3969.433 nChanged 1 ComputeScore: Raw -4176.892169 + Penalty 207.206720 = -3969.685450 Iteration 11Q: 3 clusters Score -3969.685 nChanged 2 ComputeScore: Raw -4177.504925 + Penalty 207.206720 = -3970.298205 Iteration 12Q: 3 clusters Score -3970.298 nChanged 2 ComputeScore: Raw -4178.413211 + Penalty 207.206720 = -3971.206491 Iteration 13Q: 3 clusters Score -3971.206 nChanged 5 ComputeScore: Raw -4181.441757 + Penalty 207.206720 = -3974.235037 Iteration 14Q: 3 clusters Score -3974.235 nChanged 6 ComputeScore: Raw -4185.163206 + Penalty 207.206720 = -3977.956487 Iteration 15Q: 3 clusters Score -3977.956 nChanged 3 ComputeScore: Raw -4187.282670 + Penalty 207.206720 = -3980.075950 Iteration 16Q: 3 clusters Score -3980.076 nChanged 3 ComputeScore: Raw -4188.063199 + Penalty 207.206720 = -3980.856479 Iteration 17Q: 3 clusters Score -3980.856 nChanged 0 ComputeScore: Raw -4188.063199 + Penalty 207.206720 = -3980.856479 Iteration 18F: 3 clusters Score -3980.856 nChanged 0 Trying to split cluster 45 (463 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6301.762020 + Penalty 110.479087 = -6191.282933 Iteration 0F: 2 clusters Score -6191.283 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6077.337849 + Penalty 220.958174 = -5856.379676 Iteration 0F: 3 clusters Score -5856.38 nChanged 189 ComputeScore: Raw -6146.292156 + Penalty 220.958174 = -5925.333983 Iteration 1F: 3 clusters Score -5925.334 nChanged 31 ComputeScore: Raw -6161.680504 + Penalty 220.958174 = -5940.722330 Iteration 2F: 3 clusters Score -5940.722 nChanged 27 ComputeScore: Raw -6180.709545 + Penalty 220.958174 = -5959.751371 Iteration 3F: 3 clusters Score -5959.751 nChanged 25 ComputeScore: Raw -6192.681791 + Penalty 220.958174 = -5971.723617 Iteration 4F: 3 clusters Score -5971.724 nChanged 20 ComputeScore: Raw -6200.975853 + Penalty 220.958174 = -5980.017679 Iteration 5Q: 3 clusters Score -5980.018 nChanged 14 ComputeScore: Raw -6206.331749 + Penalty 220.958174 = -5985.373575 Iteration 6Q: 3 clusters Score -5985.374 nChanged 10 ComputeScore: Raw -6209.319329 + Penalty 220.958174 = -5988.361155 Iteration 7Q: 3 clusters Score -5988.361 nChanged 8 ComputeScore: Raw -6211.478412 + Penalty 220.958174 = -5990.520239 Iteration 8Q: 3 clusters Score -5990.52 nChanged 10 ComputeScore: Raw -6215.189585 + Penalty 220.958174 = -5994.231411 Iteration 9Q: 3 clusters Score -5994.231 nChanged 6 ComputeScore: Raw -6218.252692 + Penalty 220.958174 = -5997.294518 Iteration 10Q: 3 clusters Score -5997.295 nChanged 9 ComputeScore: Raw -6222.162683 + Penalty 220.958174 = -6001.204509 Iteration 11Q: 3 clusters Score -6001.205 nChanged 11 ComputeScore: Raw -6227.315449 + Penalty 220.958174 = -6006.357275 Iteration 12Q: 3 clusters Score -6006.357 nChanged 15 ComputeScore: Raw -6237.951226 + Penalty 220.958174 = -6016.993052 Iteration 13Q: 3 clusters Score -6016.993 nChanged 16 ComputeScore: Raw -6248.922294 + Penalty 220.958174 = -6027.964120 Iteration 14Q: 3 clusters Score -6027.964 nChanged 16 ComputeScore: Raw -6261.864722 + Penalty 220.958174 = -6040.906549 Iteration 15Q: 3 clusters Score -6040.907 nChanged 14 ComputeScore: Raw -6275.329885 + Penalty 220.958174 = -6054.371711 Iteration 16Q: 3 clusters Score -6054.372 nChanged 12 ComputeScore: Raw -6283.669054 + Penalty 220.958174 = -6062.710880 Iteration 17Q: 3 clusters Score -6062.711 nChanged 6 ComputeScore: Raw -6288.925936 + Penalty 220.958174 = -6067.967762 Iteration 18Q: 3 clusters Score -6067.968 nChanged 8 ComputeScore: Raw -6293.002988 + Penalty 220.958174 = -6072.044814 Iteration 19Q: 3 clusters Score -6072.045 nChanged 6 ComputeScore: Raw -6296.325185 + Penalty 220.958174 = -6075.367011 Iteration 20F: 3 clusters Score -6075.367 nChanged 6 ComputeScore: Raw -6302.097231 + Penalty 220.958174 = -6081.139058 Iteration 21Q: 3 clusters Score -6081.139 nChanged 6 ComputeScore: Raw -6308.260650 + Penalty 220.958174 = -6087.302476 Iteration 22Q: 3 clusters Score -6087.302 nChanged 5 ComputeScore: Raw -6312.012996 + Penalty 220.958174 = -6091.054822 Iteration 23Q: 3 clusters Score -6091.055 nChanged 2 ComputeScore: Raw -6313.264894 + Penalty 220.958174 = -6092.306720 Iteration 24Q: 3 clusters Score -6092.307 nChanged 3 ComputeScore: Raw -6317.845749 + Penalty 220.958174 = -6096.887575 Iteration 25Q: 3 clusters Score -6096.888 nChanged 3 ComputeScore: Raw -6320.292242 + Penalty 220.958174 = -6099.334068 Iteration 26Q: 3 clusters Score -6099.334 nChanged 1 ComputeScore: Raw -6320.586764 + Penalty 220.958174 = -6099.628590 Iteration 27Q: 3 clusters Score -6099.629 nChanged 0 ComputeScore: Raw -6320.586764 + Penalty 220.958174 = -6099.628590 Iteration 28F: 3 clusters Score -6099.629 nChanged 0 Trying to split cluster 46 (174 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2538.369757 + Penalty 92.862995 = -2445.506761 Iteration 0F: 2 clusters Score -2445.507 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2472.071417 + Penalty 185.725991 = -2286.345426 Iteration 0F: 3 clusters Score -2286.345 nChanged 57 ComputeScore: Raw -2514.696352 + Penalty 185.725991 = -2328.970361 Iteration 1F: 3 clusters Score -2328.97 nChanged 6 ComputeScore: Raw -2518.333611 + Penalty 185.725991 = -2332.607620 Iteration 2Q: 3 clusters Score -2332.608 nChanged 4 ComputeScore: Raw -2521.863300 + Penalty 185.725991 = -2336.137310 Iteration 3Q: 3 clusters Score -2336.137 nChanged 4 ComputeScore: Raw -2526.501566 + Penalty 185.725991 = -2340.775576 Iteration 4Q: 3 clusters Score -2340.776 nChanged 3 ComputeScore: Raw -2529.315626 + Penalty 185.725991 = -2343.589635 Iteration 5Q: 3 clusters Score -2343.59 nChanged 4 ComputeScore: Raw -2532.862270 + Penalty 185.725991 = -2347.136280 Iteration 6Q: 3 clusters Score -2347.136 nChanged 3 ComputeScore: Raw -2533.609107 + Penalty 185.725991 = -2347.883116 Iteration 7Q: 3 clusters Score -2347.883 nChanged 0 ComputeScore: Raw -2533.609107 + Penalty 185.725991 = -2347.883116 Iteration 8F: 3 clusters Score -2347.883 nChanged 0 ConsiderDeletion: ComputeScore: Raw -546857.055154 + Penalty 9571.921635 = -537285.133519Iteration 367F: 48 clusters Score -537285.1 nChanged 54 ConsiderDeletion: ComputeScore: Raw -546887.663249 + Penalty 9571.921635 = -537315.741613Iteration 368Q: 48 clusters Score -537315.7 nChanged 36 ConsiderDeletion: ComputeScore: Raw -546900.551605 + Penalty 9571.921635 = -537328.629970Iteration 369Q: 48 clusters Score -537328.6 nChanged 15 ConsiderDeletion: ComputeScore: Raw -546905.779274 + Penalty 9571.921635 = -537333.857639Iteration 370Q: 48 clusters Score -537333.9 nChanged 15 ConsiderDeletion: ComputeScore: Raw -546909.499628 + Penalty 9571.921635 = -537337.577993Iteration 371Q: 48 clusters Score -537337.6 nChanged 13 ConsiderDeletion: ComputeScore: Raw -546911.968613 + Penalty 9571.921635 = -537340.046978Iteration 372Q: 48 clusters Score -537340 nChanged 7 ConsiderDeletion: ComputeScore: Raw -546912.768265 + Penalty 9571.921635 = -537340.846629Iteration 373Q: 48 clusters Score -537340.8 nChanged 8 ConsiderDeletion: ComputeScore: Raw -546913.321465 + Penalty 9571.921635 = -537341.399830Iteration 374Q: 48 clusters Score -537341.4 nChanged 2 ConsiderDeletion: ComputeScore: Raw -546913.452234 + Penalty 9571.921635 = -537341.530599Iteration 375Q: 48 clusters Score -537341.5 nChanged 2 ConsiderDeletion: ComputeScore: Raw -546913.514328 + Penalty 9571.921635 = -537341.592693Iteration 376Q: 48 clusters Score -537341.6 nChanged 0 ConsiderDeletion: ComputeScore: Raw -546915.086510 + Penalty 9571.921635 = -537343.164875Iteration 377F: 48 clusters Score -537343.2 nChanged 2 ConsiderDeletion: ComputeScore: Raw -546915.911648 + Penalty 9571.921635 = -537343.990012Iteration 378Q: 48 clusters Score -537344 nChanged 5 ConsiderDeletion: ComputeScore: Raw -546916.914172 + Penalty 9571.921635 = -537344.992537Iteration 379Q: 48 clusters Score -537345 nChanged 5 ConsiderDeletion: ComputeScore: Raw -546917.376749 + Penalty 9571.921635 = -537345.455113Iteration 380F: 48 clusters Score -537345.5 nChanged 5 ConsiderDeletion: ComputeScore: Raw -546918.711532 + Penalty 9571.921635 = -537346.789897Iteration 381Q: 48 clusters Score -537346.8 nChanged 3 ConsiderDeletion: ComputeScore: Raw -546919.774773 + Penalty 9571.921635 = -537347.853138Iteration 382Q: 48 clusters Score -537347.9 nChanged 5 ConsiderDeletion: ComputeScore: Raw -546920.567926 + Penalty 9571.921635 = -537348.646290Iteration 383Q: 48 clusters Score -537348.6 nChanged 1 ConsiderDeletion: ComputeScore: Raw -546920.585077 + Penalty 9571.921635 = -537348.663441Iteration 384Q: 48 clusters Score -537348.7 nChanged 0 ConsiderDeletion: ComputeScore: Raw -546920.585077 + Penalty 9571.921635 = -537348.663441Iteration 385F: 48 clusters Score -537348.7 nChanged 0 ComputeScore: Raw -546920.585077 + Penalty 9571.921635 = -537348.663441Trying to split cluster 1 (386 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5071.983740 + Penalty 107.205073 = -4964.778667 Iteration 0F: 2 clusters Score -4964.779 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4866.581996 + Penalty 214.410145 = -4652.171851 Iteration 0F: 3 clusters Score -4652.172 nChanged 152 ComputeScore: Raw -4963.512171 + Penalty 214.410145 = -4749.102026 Iteration 1F: 3 clusters Score -4749.102 nChanged 35 ComputeScore: Raw -4984.700436 + Penalty 214.410145 = -4770.290291 Iteration 2F: 3 clusters Score -4770.29 nChanged 16 ComputeScore: Raw -4998.592442 + Penalty 214.410145 = -4784.182297 Iteration 3Q: 3 clusters Score -4784.182 nChanged 21 ComputeScore: Raw -5018.775861 + Penalty 214.410145 = -4804.365716 Iteration 4F: 3 clusters Score -4804.366 nChanged 19 ComputeScore: Raw -5031.135059 + Penalty 214.410145 = -4816.724914 Iteration 5Q: 3 clusters Score -4816.725 nChanged 10 ComputeScore: Raw -5037.466759 + Penalty 214.410145 = -4823.056614 Iteration 6Q: 3 clusters Score -4823.057 nChanged 7 ComputeScore: Raw -5041.448185 + Penalty 214.410145 = -4827.038040 Iteration 7Q: 3 clusters Score -4827.038 nChanged 4 ComputeScore: Raw -5044.647288 + Penalty 214.410145 = -4830.237143 Iteration 8Q: 3 clusters Score -4830.237 nChanged 1 ComputeScore: Raw -5044.719704 + Penalty 214.410145 = -4830.309559 Iteration 9Q: 3 clusters Score -4830.31 nChanged 1 ComputeScore: Raw -5044.886454 + Penalty 214.410145 = -4830.476309 Iteration 10Q: 3 clusters Score -4830.476 nChanged 1 ComputeScore: Raw -5045.156211 + Penalty 214.410145 = -4830.746066 Iteration 11Q: 3 clusters Score -4830.746 nChanged 0 ComputeScore: Raw -5045.156211 + Penalty 214.410145 = -4830.746066 Iteration 12F: 3 clusters Score -4830.746 nChanged 0 Trying to split cluster 2 (358 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2983.986276 + Penalty 105.849594 = -2878.136682 Iteration 0F: 2 clusters Score -2878.137 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2817.370117 + Penalty 211.699188 = -2605.670929 Iteration 0F: 3 clusters Score -2605.671 nChanged 139 ComputeScore: Raw -2943.707248 + Penalty 211.699188 = -2732.008060 Iteration 1F: 3 clusters Score -2732.008 nChanged 30 ComputeScore: Raw -2969.586602 + Penalty 211.699188 = -2757.887415 Iteration 2F: 3 clusters Score -2757.887 nChanged 20 ComputeScore: Raw -2988.111862 + Penalty 211.699188 = -2776.412674 Iteration 3F: 3 clusters Score -2776.413 nChanged 16 ComputeScore: Raw -3001.792103 + Penalty 211.699188 = -2790.092915 Iteration 4Q: 3 clusters Score -2790.093 nChanged 13 ComputeScore: Raw -3010.162666 + Penalty 211.699188 = -2798.463479 Iteration 5Q: 3 clusters Score -2798.463 nChanged 11 ComputeScore: Raw -3024.132097 + Penalty 211.699188 = -2812.432909 Iteration 6Q: 3 clusters Score -2812.433 nChanged 10 ComputeScore: Raw -3029.434064 + Penalty 211.699188 = -2817.734876 Iteration 7Q: 3 clusters Score -2817.735 nChanged 6 ComputeScore: Raw -3031.455246 + Penalty 211.699188 = -2819.756058 Iteration 8Q: 3 clusters Score -2819.756 nChanged 6 ComputeScore: Raw -3036.734482 + Penalty 211.699188 = -2825.035294 Iteration 9Q: 3 clusters Score -2825.035 nChanged 7 ComputeScore: Raw -3043.382728 + Penalty 211.699188 = -2831.683540 Iteration 10Q: 3 clusters Score -2831.684 nChanged 6 ComputeScore: Raw -3046.467554 + Penalty 211.699188 = -2834.768367 Iteration 11Q: 3 clusters Score -2834.768 nChanged 2 ComputeScore: Raw -3046.985909 + Penalty 211.699188 = -2835.286722 Iteration 12Q: 3 clusters Score -2835.287 nChanged 0 ComputeScore: Raw -3046.985909 + Penalty 211.699188 = -2835.286722 Iteration 13F: 3 clusters Score -2835.287 nChanged 0 Trying to split cluster 3 (286 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4323.149462 + Penalty 101.807853 = -4221.341610 Iteration 0F: 2 clusters Score -4221.342 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4190.286753 + Penalty 203.615705 = -3986.671047 Iteration 0F: 3 clusters Score -3986.671 nChanged 93 ComputeScore: Raw -4242.195426 + Penalty 203.615705 = -4038.579721 Iteration 1F: 3 clusters Score -4038.58 nChanged 25 ComputeScore: Raw -4258.679411 + Penalty 203.615705 = -4055.063706 Iteration 2F: 3 clusters Score -4055.064 nChanged 18 ComputeScore: Raw -4275.572873 + Penalty 203.615705 = -4071.957168 Iteration 3F: 3 clusters Score -4071.957 nChanged 16 ComputeScore: Raw -4291.620465 + Penalty 203.615705 = -4088.004760 Iteration 4F: 3 clusters Score -4088.005 nChanged 8 ComputeScore: Raw -4296.930799 + Penalty 203.615705 = -4093.315094 Iteration 5Q: 3 clusters Score -4093.315 nChanged 5 ComputeScore: Raw -4300.013842 + Penalty 203.615705 = -4096.398137 Iteration 6Q: 3 clusters Score -4096.398 nChanged 5 ComputeScore: Raw -4302.622730 + Penalty 203.615705 = -4099.007025 Iteration 7Q: 3 clusters Score -4099.007 nChanged 2 ComputeScore: Raw -4303.825463 + Penalty 203.615705 = -4100.209758 Iteration 8Q: 3 clusters Score -4100.21 nChanged 1 ComputeScore: Raw -4305.566956 + Penalty 203.615705 = -4101.951251 Iteration 9Q: 3 clusters Score -4101.951 nChanged 1 ComputeScore: Raw -4305.810841 + Penalty 203.615705 = -4102.195136 Iteration 10Q: 3 clusters Score -4102.195 nChanged 1 ComputeScore: Raw -4305.972949 + Penalty 203.615705 = -4102.357244 Iteration 11Q: 3 clusters Score -4102.357 nChanged 0 ComputeScore: Raw -4305.972949 + Penalty 203.615705 = -4102.357244 Iteration 12F: 3 clusters Score -4102.357 nChanged 0 Trying to split cluster 4 (4774 points) Assigned 2 initial classes randomly. ComputeScore: Raw -42506.839732 + Penalty 152.476917 = -42354.362815 Iteration 0F: 2 clusters Score -42354.36 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -39471.725851 + Penalty 304.953833 = -39166.772018 Iteration 0F: 3 clusters Score -39166.77 nChanged 2302 ComputeScore: Raw -40911.344531 + Penalty 304.953833 = -40606.390698 Iteration 1F: 3 clusters Score -40606.39 nChanged 339 ComputeScore: Raw -41047.015996 + Penalty 304.953833 = -40742.062163 Iteration 2F: 3 clusters Score -40742.06 nChanged 271 ComputeScore: Raw -41155.526939 + Penalty 304.953833 = -40850.573106 Iteration 3F: 3 clusters Score -40850.57 nChanged 227 ComputeScore: Raw -41245.615727 + Penalty 304.953833 = -40940.661894 Iteration 4Q: 3 clusters Score -40940.66 nChanged 210 ComputeScore: Raw -41335.899255 + Penalty 304.953833 = -41030.945422 Iteration 5Q: 3 clusters Score -41030.95 nChanged 204 ComputeScore: Raw -41429.681833 + Penalty 304.953833 = -41124.728000 Iteration 6Q: 3 clusters Score -41124.73 nChanged 189 ComputeScore: Raw -41514.821052 + Penalty 304.953833 = -41209.867219 Iteration 7Q: 3 clusters Score -41209.87 nChanged 169 ComputeScore: Raw -41598.693079 + Penalty 304.953833 = -41293.739246 Iteration 8Q: 3 clusters Score -41293.74 nChanged 167 ComputeScore: Raw -41687.655329 + Penalty 304.953833 = -41382.701496 Iteration 9Q: 3 clusters Score -41382.7 nChanged 167 ComputeScore: Raw -41798.648600 + Penalty 304.953833 = -41493.694767 Iteration 10Q: 3 clusters Score -41493.69 nChanged 148 ComputeScore: Raw -41891.170841 + Penalty 304.953833 = -41586.217008 Iteration 11Q: 3 clusters Score -41586.22 nChanged 132 ComputeScore: Raw -41977.754179 + Penalty 304.953833 = -41672.800346 Iteration 12Q: 3 clusters Score -41672.8 nChanged 129 ComputeScore: Raw -42054.045240 + Penalty 304.953833 = -41749.091407 Iteration 13Q: 3 clusters Score -41749.09 nChanged 113 ComputeScore: Raw -42121.536608 + Penalty 304.953833 = -41816.582775 Iteration 14Q: 3 clusters Score -41816.58 nChanged 77 ComputeScore: Raw -42162.612832 + Penalty 304.953833 = -41857.658999 Iteration 15Q: 3 clusters Score -41857.66 nChanged 57 ComputeScore: Raw -42188.760651 + Penalty 304.953833 = -41883.806818 Iteration 16Q: 3 clusters Score -41883.81 nChanged 48 ComputeScore: Raw -42210.769389 + Penalty 304.953833 = -41905.815556 Iteration 17Q: 3 clusters Score -41905.82 nChanged 35 ComputeScore: Raw -42222.903542 + Penalty 304.953833 = -41917.949709 Iteration 18Q: 3 clusters Score -41917.95 nChanged 35 ComputeScore: Raw -42234.619919 + Penalty 304.953833 = -41929.666086 Iteration 19Q: 3 clusters Score -41929.67 nChanged 36 ComputeScore: Raw -42250.154560 + Penalty 304.953833 = -41945.200727 Iteration 20F: 3 clusters Score -41945.2 nChanged 54 ComputeScore: Raw -42272.494799 + Penalty 304.953833 = -41967.540966 Iteration 21Q: 3 clusters Score -41967.54 nChanged 47 ComputeScore: Raw -42287.168926 + Penalty 304.953833 = -41982.215092 Iteration 22Q: 3 clusters Score -41982.22 nChanged 39 ComputeScore: Raw -42299.812881 + Penalty 304.953833 = -41994.859048 Iteration 23Q: 3 clusters Score -41994.86 nChanged 44 ComputeScore: Raw -42315.823383 + Penalty 304.953833 = -42010.869550 Iteration 24Q: 3 clusters Score -42010.87 nChanged 55 ComputeScore: Raw -42337.636954 + Penalty 304.953833 = -42032.683121 Iteration 25Q: 3 clusters Score -42032.68 nChanged 49 ComputeScore: Raw -42357.324758 + Penalty 304.953833 = -42052.370925 Iteration 26Q: 3 clusters Score -42052.37 nChanged 47 ComputeScore: Raw -42382.410029 + Penalty 304.953833 = -42077.456196 Iteration 27Q: 3 clusters Score -42077.46 nChanged 57 ComputeScore: Raw -42419.990975 + Penalty 304.953833 = -42115.037142 Iteration 28Q: 3 clusters Score -42115.04 nChanged 43 ComputeScore: Raw -42450.053739 + Penalty 304.953833 = -42145.099906 Iteration 29Q: 3 clusters Score -42145.1 nChanged 31 ComputeScore: Raw -42471.931674 + Penalty 304.953833 = -42166.977841 Iteration 30Q: 3 clusters Score -42166.98 nChanged 17 ComputeScore: Raw -42481.912282 + Penalty 304.953833 = -42176.958449 Iteration 31Q: 3 clusters Score -42176.96 nChanged 10 ComputeScore: Raw -42486.753366 + Penalty 304.953833 = -42181.799533 Iteration 32Q: 3 clusters Score -42181.8 nChanged 13 ComputeScore: Raw -42490.670274 + Penalty 304.953833 = -42185.716441 Iteration 33Q: 3 clusters Score -42185.72 nChanged 8 ComputeScore: Raw -42491.736693 + Penalty 304.953833 = -42186.782860 Iteration 34Q: 3 clusters Score -42186.78 nChanged 4 ComputeScore: Raw -42492.329563 + Penalty 304.953833 = -42187.375730 Iteration 35Q: 3 clusters Score -42187.38 nChanged 4 ComputeScore: Raw -42493.104373 + Penalty 304.953833 = -42188.150540 Iteration 36Q: 3 clusters Score -42188.15 nChanged 1 ComputeScore: Raw -42493.176324 + Penalty 304.953833 = -42188.222491 Iteration 37Q: 3 clusters Score -42188.22 nChanged 0 ComputeScore: Raw -42493.176324 + Penalty 304.953833 = -42188.222491 Iteration 38F: 3 clusters Score -42188.22 nChanged 0 Trying to split cluster 5 (2591 points) Assigned 2 initial classes randomly. ComputeScore: Raw -25757.064433 + Penalty 141.476385 = -25615.588048 Iteration 0F: 2 clusters Score -25615.59 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -24155.083550 + Penalty 282.952771 = -23872.130780 Iteration 0F: 3 clusters Score -23872.13 nChanged 1184 ComputeScore: Raw -24877.800312 + Penalty 282.952771 = -24594.847541 Iteration 1F: 3 clusters Score -24594.85 nChanged 160 ComputeScore: Raw -24969.433983 + Penalty 282.952771 = -24686.481212 Iteration 2F: 3 clusters Score -24686.48 nChanged 149 ComputeScore: Raw -25046.649806 + Penalty 282.952771 = -24763.697036 Iteration 3F: 3 clusters Score -24763.7 nChanged 112 ComputeScore: Raw -25111.870423 + Penalty 282.952771 = -24828.917653 Iteration 4Q: 3 clusters Score -24828.92 nChanged 121 ComputeScore: Raw -25193.196628 + Penalty 282.952771 = -24910.243857 Iteration 5Q: 3 clusters Score -24910.24 nChanged 117 ComputeScore: Raw -25266.513910 + Penalty 282.952771 = -24983.561139 Iteration 6Q: 3 clusters Score -24983.56 nChanged 75 ComputeScore: Raw -25296.149820 + Penalty 282.952771 = -25013.197050 Iteration 7Q: 3 clusters Score -25013.2 nChanged 48 ComputeScore: Raw -25312.813777 + Penalty 282.952771 = -25029.861006 Iteration 8Q: 3 clusters Score -25029.86 nChanged 37 ComputeScore: Raw -25321.689079 + Penalty 282.952771 = -25038.736309 Iteration 9Q: 3 clusters Score -25038.74 nChanged 27 ComputeScore: Raw -25326.304371 + Penalty 282.952771 = -25043.351600 Iteration 10Q: 3 clusters Score -25043.35 nChanged 21 ComputeScore: Raw -25330.511390 + Penalty 282.952771 = -25047.558620 Iteration 11Q: 3 clusters Score -25047.56 nChanged 20 ComputeScore: Raw -25335.068235 + Penalty 282.952771 = -25052.115465 Iteration 12Q: 3 clusters Score -25052.12 nChanged 13 ComputeScore: Raw -25337.270626 + Penalty 282.952771 = -25054.317856 Iteration 13Q: 3 clusters Score -25054.32 nChanged 15 ComputeScore: Raw -25339.668647 + Penalty 282.952771 = -25056.715877 Iteration 14Q: 3 clusters Score -25056.72 nChanged 10 ComputeScore: Raw -25340.771660 + Penalty 282.952771 = -25057.818889 Iteration 15Q: 3 clusters Score -25057.82 nChanged 10 ComputeScore: Raw -25342.301903 + Penalty 282.952771 = -25059.349133 Iteration 16Q: 3 clusters Score -25059.35 nChanged 16 ComputeScore: Raw -25344.392492 + Penalty 282.952771 = -25061.439722 Iteration 17Q: 3 clusters Score -25061.44 nChanged 15 ComputeScore: Raw -25346.094766 + Penalty 282.952771 = -25063.141995 Iteration 18Q: 3 clusters Score -25063.14 nChanged 15 ComputeScore: Raw -25348.314051 + Penalty 282.952771 = -25065.361280 Iteration 19Q: 3 clusters Score -25065.36 nChanged 23 ComputeScore: Raw -25351.962366 + Penalty 282.952771 = -25069.009596 Iteration 20F: 3 clusters Score -25069.01 nChanged 23 ComputeScore: Raw -25355.183547 + Penalty 282.952771 = -25072.230776 Iteration 21Q: 3 clusters Score -25072.23 nChanged 18 ComputeScore: Raw -25358.563452 + Penalty 282.952771 = -25075.610682 Iteration 22Q: 3 clusters Score -25075.61 nChanged 18 ComputeScore: Raw -25361.296595 + Penalty 282.952771 = -25078.343825 Iteration 23Q: 3 clusters Score -25078.34 nChanged 17 ComputeScore: Raw -25364.555193 + Penalty 282.952771 = -25081.602422 Iteration 24Q: 3 clusters Score -25081.6 nChanged 18 ComputeScore: Raw -25367.888787 + Penalty 282.952771 = -25084.936016 Iteration 25Q: 3 clusters Score -25084.94 nChanged 19 ComputeScore: Raw -25371.273837 + Penalty 282.952771 = -25088.321066 Iteration 26Q: 3 clusters Score -25088.32 nChanged 20 ComputeScore: Raw -25375.283649 + Penalty 282.952771 = -25092.330878 Iteration 27Q: 3 clusters Score -25092.33 nChanged 23 ComputeScore: Raw -25381.306457 + Penalty 282.952771 = -25098.353686 Iteration 28Q: 3 clusters Score -25098.35 nChanged 28 ComputeScore: Raw -25389.877679 + Penalty 282.952771 = -25106.924908 Iteration 29Q: 3 clusters Score -25106.92 nChanged 30 ComputeScore: Raw -25398.517116 + Penalty 282.952771 = -25115.564345 Iteration 30Q: 3 clusters Score -25115.56 nChanged 20 ComputeScore: Raw -25405.795922 + Penalty 282.952771 = -25122.843151 Iteration 31Q: 3 clusters Score -25122.84 nChanged 35 ComputeScore: Raw -25422.612077 + Penalty 282.952771 = -25139.659307 Iteration 32Q: 3 clusters Score -25139.66 nChanged 47 ComputeScore: Raw -25452.709676 + Penalty 282.952771 = -25169.756905 Iteration 33Q: 3 clusters Score -25169.76 nChanged 59 ComputeScore: Raw -25488.982870 + Penalty 282.952771 = -25206.030099 Iteration 34Q: 3 clusters Score -25206.03 nChanged 61 ComputeScore: Raw -25530.705363 + Penalty 282.952771 = -25247.752593 Iteration 35Q: 3 clusters Score -25247.75 nChanged 49 ComputeScore: Raw -25563.091758 + Penalty 282.952771 = -25280.138987 Iteration 36Q: 3 clusters Score -25280.14 nChanged 48 ComputeScore: Raw -25591.385011 + Penalty 282.952771 = -25308.432240 Iteration 37Q: 3 clusters Score -25308.43 nChanged 51 ComputeScore: Raw -25615.716301 + Penalty 282.952771 = -25332.763530 Iteration 38Q: 3 clusters Score -25332.76 nChanged 44 ComputeScore: Raw -25633.059775 + Penalty 282.952771 = -25350.107005 Iteration 39Q: 3 clusters Score -25350.11 nChanged 34 ComputeScore: Raw -25647.304681 + Penalty 282.952771 = -25364.351910 Iteration 40F: 3 clusters Score -25364.35 nChanged 28 ComputeScore: Raw -25658.817169 + Penalty 282.952771 = -25375.864398 Iteration 41Q: 3 clusters Score -25375.86 nChanged 28 ComputeScore: Raw -25669.752056 + Penalty 282.952771 = -25386.799286 Iteration 42Q: 3 clusters Score -25386.8 nChanged 22 ComputeScore: Raw -25675.790988 + Penalty 282.952771 = -25392.838217 Iteration 43Q: 3 clusters Score -25392.84 nChanged 17 ComputeScore: Raw -25679.731370 + Penalty 282.952771 = -25396.778600 Iteration 44Q: 3 clusters Score -25396.78 nChanged 17 ComputeScore: Raw -25682.139287 + Penalty 282.952771 = -25399.186517 Iteration 45Q: 3 clusters Score -25399.19 nChanged 13 ComputeScore: Raw -25683.698465 + Penalty 282.952771 = -25400.745695 Iteration 46Q: 3 clusters Score -25400.75 nChanged 7 ComputeScore: Raw -25684.905835 + Penalty 282.952771 = -25401.953065 Iteration 47Q: 3 clusters Score -25401.95 nChanged 6 ComputeScore: Raw -25686.242130 + Penalty 282.952771 = -25403.289360 Iteration 48Q: 3 clusters Score -25403.29 nChanged 2 ComputeScore: Raw -25686.351659 + Penalty 282.952771 = -25403.398888 Iteration 49Q: 3 clusters Score -25403.4 nChanged 3 ComputeScore: Raw -25686.718214 + Penalty 282.952771 = -25403.765444 Iteration 50Q: 3 clusters Score -25403.77 nChanged 2 ComputeScore: Raw -25686.826091 + Penalty 282.952771 = -25403.873320 Iteration 51Q: 3 clusters Score -25403.87 nChanged 1 ComputeScore: Raw -25686.858733 + Penalty 282.952771 = -25403.905962 Iteration 52Q: 3 clusters Score -25403.91 nChanged 0 ComputeScore: Raw -25686.858733 + Penalty 282.952771 = -25403.905962 Iteration 53F: 3 clusters Score -25403.91 nChanged 0 Trying to split cluster 6 (5108 points) Assigned 2 initial classes randomly. ComputeScore: Raw -46592.453884 + Penalty 153.694138 = -46438.759746 Iteration 0F: 2 clusters Score -46438.76 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -43371.902623 + Penalty 307.388276 = -43064.514347 Iteration 0F: 3 clusters Score -43064.51 nChanged 2373 ComputeScore: Raw -44968.751772 + Penalty 307.388276 = -44661.363496 Iteration 1F: 3 clusters Score -44661.36 nChanged 385 ComputeScore: Raw -45345.528943 + Penalty 307.388276 = -45038.140667 Iteration 2F: 3 clusters Score -45038.14 nChanged 374 ComputeScore: Raw -45703.321918 + Penalty 307.388276 = -45395.933642 Iteration 3F: 3 clusters Score -45395.93 nChanged 264 ComputeScore: Raw -45843.081506 + Penalty 307.388276 = -45535.693230 Iteration 4F: 3 clusters Score -45535.69 nChanged 155 ComputeScore: Raw -45924.248106 + Penalty 307.388276 = -45616.859830 Iteration 5Q: 3 clusters Score -45616.86 nChanged 124 ComputeScore: Raw -45995.471809 + Penalty 307.388276 = -45688.083533 Iteration 6Q: 3 clusters Score -45688.08 nChanged 120 ComputeScore: Raw -46056.638813 + Penalty 307.388276 = -45749.250538 Iteration 7Q: 3 clusters Score -45749.25 nChanged 98 ComputeScore: Raw -46108.110072 + Penalty 307.388276 = -45800.721796 Iteration 8Q: 3 clusters Score -45800.72 nChanged 103 ComputeScore: Raw -46158.801462 + Penalty 307.388276 = -45851.413186 Iteration 9Q: 3 clusters Score -45851.41 nChanged 87 ComputeScore: Raw -46195.030534 + Penalty 307.388276 = -45887.642259 Iteration 10Q: 3 clusters Score -45887.64 nChanged 68 ComputeScore: Raw -46217.179827 + Penalty 307.388276 = -45909.791552 Iteration 11Q: 3 clusters Score -45909.79 nChanged 46 ComputeScore: Raw -46229.029224 + Penalty 307.388276 = -45921.640949 Iteration 12Q: 3 clusters Score -45921.64 nChanged 44 ComputeScore: Raw -46240.956472 + Penalty 307.388276 = -45933.568196 Iteration 13Q: 3 clusters Score -45933.57 nChanged 49 ComputeScore: Raw -46251.758714 + Penalty 307.388276 = -45944.370438 Iteration 14Q: 3 clusters Score -45944.37 nChanged 28 ComputeScore: Raw -46256.039175 + Penalty 307.388276 = -45948.650899 Iteration 15Q: 3 clusters Score -45948.65 nChanged 24 ComputeScore: Raw -46258.967911 + Penalty 307.388276 = -45951.579635 Iteration 16Q: 3 clusters Score -45951.58 nChanged 14 ComputeScore: Raw -46260.298108 + Penalty 307.388276 = -45952.909832 Iteration 17Q: 3 clusters Score -45952.91 nChanged 12 ComputeScore: Raw -46261.285264 + Penalty 307.388276 = -45953.896988 Iteration 18Q: 3 clusters Score -45953.9 nChanged 11 ComputeScore: Raw -46262.171534 + Penalty 307.388276 = -45954.783258 Iteration 19Q: 3 clusters Score -45954.78 nChanged 13 ComputeScore: Raw -46263.731163 + Penalty 307.388276 = -45956.342887 Iteration 20F: 3 clusters Score -45956.34 nChanged 15 ComputeScore: Raw -46265.324721 + Penalty 307.388276 = -45957.936445 Iteration 21Q: 3 clusters Score -45957.94 nChanged 13 ComputeScore: Raw -46266.406672 + Penalty 307.388276 = -45959.018396 Iteration 22Q: 3 clusters Score -45959.02 nChanged 9 ComputeScore: Raw -46267.170094 + Penalty 307.388276 = -45959.781818 Iteration 23Q: 3 clusters Score -45959.78 nChanged 8 ComputeScore: Raw -46267.959880 + Penalty 307.388276 = -45960.571605 Iteration 24Q: 3 clusters Score -45960.57 nChanged 8 ComputeScore: Raw -46268.942438 + Penalty 307.388276 = -45961.554162 Iteration 25Q: 3 clusters Score -45961.55 nChanged 9 ComputeScore: Raw -46269.964369 + Penalty 307.388276 = -45962.576093 Iteration 26Q: 3 clusters Score -45962.58 nChanged 16 ComputeScore: Raw -46271.606088 + Penalty 307.388276 = -45964.217812 Iteration 27Q: 3 clusters Score -45964.22 nChanged 11 ComputeScore: Raw -46272.566456 + Penalty 307.388276 = -45965.178181 Iteration 28Q: 3 clusters Score -45965.18 nChanged 7 ComputeScore: Raw -46273.494705 + Penalty 307.388276 = -45966.106429 Iteration 29Q: 3 clusters Score -45966.11 nChanged 9 ComputeScore: Raw -46274.328517 + Penalty 307.388276 = -45966.940241 Iteration 30Q: 3 clusters Score -45966.94 nChanged 9 ComputeScore: Raw -46275.106954 + Penalty 307.388276 = -45967.718679 Iteration 31Q: 3 clusters Score -45967.72 nChanged 6 ComputeScore: Raw -46275.824317 + Penalty 307.388276 = -45968.436041 Iteration 32Q: 3 clusters Score -45968.44 nChanged 8 ComputeScore: Raw -46276.687041 + Penalty 307.388276 = -45969.298765 Iteration 33Q: 3 clusters Score -45969.3 nChanged 12 ComputeScore: Raw -46277.699225 + Penalty 307.388276 = -45970.310949 Iteration 34Q: 3 clusters Score -45970.31 nChanged 4 ComputeScore: Raw -46277.868076 + Penalty 307.388276 = -45970.479800 Iteration 35Q: 3 clusters Score -45970.48 nChanged 2 ComputeScore: Raw -46277.943654 + Penalty 307.388276 = -45970.555378 Iteration 36Q: 3 clusters Score -45970.56 nChanged 4 ComputeScore: Raw -46278.212940 + Penalty 307.388276 = -45970.824665 Iteration 37Q: 3 clusters Score -45970.82 nChanged 9 ComputeScore: Raw -46278.868110 + Penalty 307.388276 = -45971.479834 Iteration 38Q: 3 clusters Score -45971.48 nChanged 8 ComputeScore: Raw -46279.464467 + Penalty 307.388276 = -45972.076192 Iteration 39Q: 3 clusters Score -45972.08 nChanged 9 ComputeScore: Raw -46280.196954 + Penalty 307.388276 = -45972.808678 Iteration 40F: 3 clusters Score -45972.81 nChanged 10 ComputeScore: Raw -46281.012060 + Penalty 307.388276 = -45973.623784 Iteration 41Q: 3 clusters Score -45973.62 nChanged 7 ComputeScore: Raw -46281.388696 + Penalty 307.388276 = -45974.000420 Iteration 42Q: 3 clusters Score -45974 nChanged 5 ComputeScore: Raw -46281.741920 + Penalty 307.388276 = -45974.353644 Iteration 43Q: 3 clusters Score -45974.35 nChanged 6 ComputeScore: Raw -46282.011177 + Penalty 307.388276 = -45974.622901 Iteration 44Q: 3 clusters Score -45974.62 nChanged 1 ComputeScore: Raw -46282.022815 + Penalty 307.388276 = -45974.634539 Iteration 45Q: 3 clusters Score -45974.63 nChanged 1 ComputeScore: Raw -46282.028714 + Penalty 307.388276 = -45974.640438 Iteration 46Q: 3 clusters Score -45974.64 nChanged 0 ComputeScore: Raw -46282.028714 + Penalty 307.388276 = -45974.640438 Iteration 47F: 3 clusters Score -45974.64 nChanged 0 Trying to split cluster 7 (15267 points) Assigned 2 initial classes randomly. ComputeScore: Raw -125151.475627 + Penalty 173.402080 = -124978.073546 Iteration 0F: 2 clusters Score -124978.1 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -115009.458406 + Penalty 346.804161 = -114662.654245 Iteration 0F: 3 clusters Score -114662.7 nChanged 7388 ComputeScore: Raw -119602.968355 + Penalty 346.804161 = -119256.164195 Iteration 1F: 3 clusters Score -119256.2 nChanged 1092 ComputeScore: Raw -120249.684715 + Penalty 346.804161 = -119902.880554 Iteration 2F: 3 clusters Score -119902.9 nChanged 1363 ComputeScore: Raw -121270.972320 + Penalty 346.804161 = -120924.168160 Iteration 3F: 3 clusters Score -120924.2 nChanged 1406 ComputeScore: Raw -122500.917253 + Penalty 346.804161 = -122154.113092 Iteration 4F: 3 clusters Score -122154.1 nChanged 1196 ComputeScore: Raw -123693.899564 + Penalty 346.804161 = -123347.095403 Iteration 5F: 3 clusters Score -123347.1 nChanged 791 ComputeScore: Raw -124478.012864 + Penalty 346.804161 = -124131.208703 Iteration 6F: 3 clusters Score -124131.2 nChanged 427 ComputeScore: Raw -124889.261872 + Penalty 346.804161 = -124542.457711 Iteration 7Q: 3 clusters Score -124542.5 nChanged 186 ComputeScore: Raw -125053.186489 + Penalty 346.804161 = -124706.382328 Iteration 8Q: 3 clusters Score -124706.4 nChanged 62 ComputeScore: Raw -125102.156530 + Penalty 346.804161 = -124755.352369 Iteration 9Q: 3 clusters Score -124755.4 nChanged 32 ComputeScore: Raw -125132.988012 + Penalty 346.804161 = -124786.183851 Iteration 10Q: 3 clusters Score -124786.2 nChanged 13 ComputeScore: Raw -125150.898572 + Penalty 346.804161 = -124804.094412 Iteration 11Q: 3 clusters Score -124804.1 nChanged 12 ComputeScore: Raw -125159.488125 + Penalty 346.804161 = -124812.683964 Iteration 12Q: 3 clusters Score -124812.7 nChanged 5 ComputeScore: Raw -125163.867097 + Penalty 346.804161 = -124817.062936 Iteration 13Q: 3 clusters Score -124817.1 nChanged 3 ComputeScore: Raw -125165.001214 + Penalty 346.804161 = -124818.197053 Iteration 14Q: 3 clusters Score -124818.2 nChanged 1 ComputeScore: Raw -125165.261743 + Penalty 346.804161 = -124818.457582 Iteration 15Q: 3 clusters Score -124818.5 nChanged 0 ComputeScore: Raw -125165.261743 + Penalty 346.804161 = -124818.457582 Iteration 16F: 3 clusters Score -124818.5 nChanged 0 Trying to split cluster 8 (2761 points) Assigned 2 initial classes randomly. ComputeScore: Raw -29171.534540 + Penalty 142.620268 = -29028.914272 Iteration 0F: 2 clusters Score -29028.91 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -27505.847595 + Penalty 285.240536 = -27220.607059 Iteration 0F: 3 clusters Score -27220.61 nChanged 1255 ComputeScore: Raw -28363.773543 + Penalty 285.240536 = -28078.533007 Iteration 1F: 3 clusters Score -28078.53 nChanged 174 ComputeScore: Raw -28489.125022 + Penalty 285.240536 = -28203.884486 Iteration 2F: 3 clusters Score -28203.88 nChanged 135 ComputeScore: Raw -28619.216968 + Penalty 285.240536 = -28333.976433 Iteration 3Q: 3 clusters Score -28333.98 nChanged 113 ComputeScore: Raw -28709.432233 + Penalty 285.240536 = -28424.191698 Iteration 4Q: 3 clusters Score -28424.19 nChanged 91 ComputeScore: Raw -28751.929329 + Penalty 285.240536 = -28466.688793 Iteration 5Q: 3 clusters Score -28466.69 nChanged 55 ComputeScore: Raw -28774.663715 + Penalty 285.240536 = -28489.423180 Iteration 6Q: 3 clusters Score -28489.42 nChanged 54 ComputeScore: Raw -28790.903456 + Penalty 285.240536 = -28505.662921 Iteration 7Q: 3 clusters Score -28505.66 nChanged 48 ComputeScore: Raw -28805.609827 + Penalty 285.240536 = -28520.369291 Iteration 8Q: 3 clusters Score -28520.37 nChanged 49 ComputeScore: Raw -28824.024435 + Penalty 285.240536 = -28538.783899 Iteration 9Q: 3 clusters Score -28538.78 nChanged 50 ComputeScore: Raw -28844.580080 + Penalty 285.240536 = -28559.339544 Iteration 10Q: 3 clusters Score -28559.34 nChanged 50 ComputeScore: Raw -28866.024616 + Penalty 285.240536 = -28580.784080 Iteration 11Q: 3 clusters Score -28580.78 nChanged 56 ComputeScore: Raw -28890.305118 + Penalty 285.240536 = -28605.064582 Iteration 12Q: 3 clusters Score -28605.06 nChanged 41 ComputeScore: Raw -28905.779217 + Penalty 285.240536 = -28620.538681 Iteration 13Q: 3 clusters Score -28620.54 nChanged 49 ComputeScore: Raw -28923.574138 + Penalty 285.240536 = -28638.333603 Iteration 14Q: 3 clusters Score -28638.33 nChanged 47 ComputeScore: Raw -28941.743707 + Penalty 285.240536 = -28656.503172 Iteration 15Q: 3 clusters Score -28656.5 nChanged 46 ComputeScore: Raw -28961.666566 + Penalty 285.240536 = -28676.426031 Iteration 16Q: 3 clusters Score -28676.43 nChanged 54 ComputeScore: Raw -28992.924575 + Penalty 285.240536 = -28707.684040 Iteration 17Q: 3 clusters Score -28707.68 nChanged 54 ComputeScore: Raw -29025.184411 + Penalty 285.240536 = -28739.943875 Iteration 18Q: 3 clusters Score -28739.94 nChanged 43 ComputeScore: Raw -29051.661097 + Penalty 285.240536 = -28766.420561 Iteration 19Q: 3 clusters Score -28766.42 nChanged 44 ComputeScore: Raw -29076.628360 + Penalty 285.240536 = -28791.387825 Iteration 20F: 3 clusters Score -28791.39 nChanged 39 ComputeScore: Raw -29097.839130 + Penalty 285.240536 = -28812.598595 Iteration 21Q: 3 clusters Score -28812.6 nChanged 33 ComputeScore: Raw -29119.553291 + Penalty 285.240536 = -28834.312755 Iteration 22Q: 3 clusters Score -28834.31 nChanged 16 ComputeScore: Raw -29131.686218 + Penalty 285.240536 = -28846.445682 Iteration 23Q: 3 clusters Score -28846.45 nChanged 16 ComputeScore: Raw -29142.448417 + Penalty 285.240536 = -28857.207882 Iteration 24Q: 3 clusters Score -28857.21 nChanged 11 ComputeScore: Raw -29147.923356 + Penalty 285.240536 = -28862.682820 Iteration 25Q: 3 clusters Score -28862.68 nChanged 7 ComputeScore: Raw -29151.723686 + Penalty 285.240536 = -28866.483151 Iteration 26Q: 3 clusters Score -28866.48 nChanged 8 ComputeScore: Raw -29155.847740 + Penalty 285.240536 = -28870.607204 Iteration 27Q: 3 clusters Score -28870.61 nChanged 11 ComputeScore: Raw -29162.724710 + Penalty 285.240536 = -28877.484174 Iteration 28Q: 3 clusters Score -28877.48 nChanged 12 ComputeScore: Raw -29172.576030 + Penalty 285.240536 = -28887.335495 Iteration 29Q: 3 clusters Score -28887.34 nChanged 9 ComputeScore: Raw -29179.853811 + Penalty 285.240536 = -28894.613276 Iteration 30Q: 3 clusters Score -28894.61 nChanged 7 ComputeScore: Raw -29186.751924 + Penalty 285.240536 = -28901.511388 Iteration 31Q: 3 clusters Score -28901.51 nChanged 5 ComputeScore: Raw -29189.387373 + Penalty 285.240536 = -28904.146837 Iteration 32Q: 3 clusters Score -28904.15 nChanged 2 ComputeScore: Raw -29191.836416 + Penalty 285.240536 = -28906.595880 Iteration 33Q: 3 clusters Score -28906.6 nChanged 2 ComputeScore: Raw -29193.050551 + Penalty 285.240536 = -28907.810015 Iteration 34Q: 3 clusters Score -28907.81 nChanged 2 ComputeScore: Raw -29193.854606 + Penalty 285.240536 = -28908.614071 Iteration 35Q: 3 clusters Score -28908.61 nChanged 4 ComputeScore: Raw -29194.985119 + Penalty 285.240536 = -28909.744584 Iteration 36Q: 3 clusters Score -28909.74 nChanged 1 ComputeScore: Raw -29195.176658 + Penalty 285.240536 = -28909.936122 Iteration 37Q: 3 clusters Score -28909.94 nChanged 1 ComputeScore: Raw -29195.526403 + Penalty 285.240536 = -28910.285867 Iteration 38Q: 3 clusters Score -28910.29 nChanged 1 ComputeScore: Raw -29196.459333 + Penalty 285.240536 = -28911.218797 Iteration 39Q: 3 clusters Score -28911.22 nChanged 2 ComputeScore: Raw -29196.804122 + Penalty 285.240536 = -28911.563586 Iteration 40F: 3 clusters Score -28911.56 nChanged 2 ComputeScore: Raw -29198.136355 + Penalty 285.240536 = -28912.895819 Iteration 41Q: 3 clusters Score -28912.9 nChanged 0 ComputeScore: Raw -29198.136355 + Penalty 285.240536 = -28912.895819 Iteration 42F: 3 clusters Score -28912.9 nChanged 0 Trying to split cluster 9 (764 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9930.581476 + Penalty 119.494220 = -9811.087256 Iteration 0F: 2 clusters Score -9811.087 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9512.637345 + Penalty 238.988440 = -9273.648905 Iteration 0F: 3 clusters Score -9273.649 nChanged 333 ComputeScore: Raw -9701.670236 + Penalty 238.988440 = -9462.681796 Iteration 1F: 3 clusters Score -9462.682 nChanged 46 ComputeScore: Raw -9724.491691 + Penalty 238.988440 = -9485.503250 Iteration 2F: 3 clusters Score -9485.503 nChanged 43 ComputeScore: Raw -9749.346407 + Penalty 238.988440 = -9510.357967 Iteration 3F: 3 clusters Score -9510.358 nChanged 35 ComputeScore: Raw -9770.168661 + Penalty 238.988440 = -9531.180220 Iteration 4Q: 3 clusters Score -9531.18 nChanged 34 ComputeScore: Raw -9785.485397 + Penalty 238.988440 = -9546.496957 Iteration 5Q: 3 clusters Score -9546.497 nChanged 30 ComputeScore: Raw -9810.133167 + Penalty 238.988440 = -9571.144727 Iteration 6Q: 3 clusters Score -9571.145 nChanged 34 ComputeScore: Raw -9839.100854 + Penalty 238.988440 = -9600.112414 Iteration 7Q: 3 clusters Score -9600.112 nChanged 25 ComputeScore: Raw -9864.065462 + Penalty 238.988440 = -9625.077021 Iteration 8Q: 3 clusters Score -9625.077 nChanged 28 ComputeScore: Raw -9882.800836 + Penalty 238.988440 = -9643.812395 Iteration 9Q: 3 clusters Score -9643.812 nChanged 18 ComputeScore: Raw -9906.823879 + Penalty 238.988440 = -9667.835438 Iteration 10Q: 3 clusters Score -9667.835 nChanged 19 ComputeScore: Raw -9935.132140 + Penalty 238.988440 = -9696.143699 Iteration 11Q: 3 clusters Score -9696.144 nChanged 15 ComputeScore: Raw -9954.311860 + Penalty 238.988440 = -9715.323419 Iteration 12Q: 3 clusters Score -9715.323 nChanged 16 ComputeScore: Raw -9975.142660 + Penalty 238.988440 = -9736.154220 Iteration 13Q: 3 clusters Score -9736.154 nChanged 13 ComputeScore: Raw -9992.724372 + Penalty 238.988440 = -9753.735931 Iteration 14Q: 3 clusters Score -9753.736 nChanged 9 ComputeScore: Raw -10005.613149 + Penalty 238.988440 = -9766.624709 Iteration 15Q: 3 clusters Score -9766.625 nChanged 7 ComputeScore: Raw -10011.316859 + Penalty 238.988440 = -9772.328419 Iteration 16Q: 3 clusters Score -9772.328 nChanged 7 ComputeScore: Raw -10016.081778 + Penalty 238.988440 = -9777.093337 Iteration 17Q: 3 clusters Score -9777.093 nChanged 4 ComputeScore: Raw -10017.951765 + Penalty 238.988440 = -9778.963325 Iteration 18Q: 3 clusters Score -9778.963 nChanged 3 ComputeScore: Raw -10018.530516 + Penalty 238.988440 = -9779.542075 Iteration 19Q: 3 clusters Score -9779.542 nChanged 0 ComputeScore: Raw -10019.614153 + Penalty 238.988440 = -9780.625713 Iteration 20F: 3 clusters Score -9780.626 nChanged 1 ComputeScore: Raw -10020.339525 + Penalty 238.988440 = -9781.351085 Iteration 21Q: 3 clusters Score -9781.351 nChanged 0 ComputeScore: Raw -10020.339525 + Penalty 238.988440 = -9781.351085 Iteration 22F: 3 clusters Score -9781.351 nChanged 0 Trying to split cluster 10 (1162 points) Assigned 2 initial classes randomly. ComputeScore: Raw -8740.527639 + Penalty 127.042163 = -8613.485476 Iteration 0F: 2 clusters Score -8613.485 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8105.392408 + Penalty 254.084326 = -7851.308082 Iteration 0F: 3 clusters Score -7851.308 nChanged 497 ComputeScore: Raw -8560.251016 + Penalty 254.084326 = -8306.166691 Iteration 1F: 3 clusters Score -8306.167 nChanged 114 ComputeScore: Raw -8667.657903 + Penalty 254.084326 = -8413.573577 Iteration 2F: 3 clusters Score -8413.574 nChanged 77 ComputeScore: Raw -8725.434327 + Penalty 254.084326 = -8471.350002 Iteration 3F: 3 clusters Score -8471.35 nChanged 49 ComputeScore: Raw -8752.589957 + Penalty 254.084326 = -8498.505631 Iteration 4Q: 3 clusters Score -8498.506 nChanged 29 ComputeScore: Raw -8767.858230 + Penalty 254.084326 = -8513.773905 Iteration 5Q: 3 clusters Score -8513.774 nChanged 24 ComputeScore: Raw -8780.905549 + Penalty 254.084326 = -8526.821224 Iteration 6Q: 3 clusters Score -8526.821 nChanged 16 ComputeScore: Raw -8788.823595 + Penalty 254.084326 = -8534.739269 Iteration 7Q: 3 clusters Score -8534.739 nChanged 16 ComputeScore: Raw -8795.409945 + Penalty 254.084326 = -8541.325620 Iteration 8Q: 3 clusters Score -8541.326 nChanged 20 ComputeScore: Raw -8805.087045 + Penalty 254.084326 = -8551.002719 Iteration 9Q: 3 clusters Score -8551.003 nChanged 17 ComputeScore: Raw -8810.549074 + Penalty 254.084326 = -8556.464748 Iteration 10Q: 3 clusters Score -8556.465 nChanged 16 ComputeScore: Raw -8819.086621 + Penalty 254.084326 = -8565.002295 Iteration 11Q: 3 clusters Score -8565.002 nChanged 11 ComputeScore: Raw -8825.712604 + Penalty 254.084326 = -8571.628278 Iteration 12Q: 3 clusters Score -8571.628 nChanged 13 ComputeScore: Raw -8833.041755 + Penalty 254.084326 = -8578.957429 Iteration 13Q: 3 clusters Score -8578.957 nChanged 16 ComputeScore: Raw -8838.341143 + Penalty 254.084326 = -8584.256817 Iteration 14Q: 3 clusters Score -8584.257 nChanged 7 ComputeScore: Raw -8840.356283 + Penalty 254.084326 = -8586.271957 Iteration 15Q: 3 clusters Score -8586.272 nChanged 7 ComputeScore: Raw -8842.554293 + Penalty 254.084326 = -8588.469967 Iteration 16Q: 3 clusters Score -8588.47 nChanged 5 ComputeScore: Raw -8844.980598 + Penalty 254.084326 = -8590.896272 Iteration 17Q: 3 clusters Score -8590.896 nChanged 9 ComputeScore: Raw -8847.515012 + Penalty 254.084326 = -8593.430686 Iteration 18Q: 3 clusters Score -8593.431 nChanged 6 ComputeScore: Raw -8849.094152 + Penalty 254.084326 = -8595.009826 Iteration 19Q: 3 clusters Score -8595.01 nChanged 3 ComputeScore: Raw -8849.733438 + Penalty 254.084326 = -8595.649112 Iteration 20F: 3 clusters Score -8595.649 nChanged 2 ComputeScore: Raw -8849.956894 + Penalty 254.084326 = -8595.872569 Iteration 21Q: 3 clusters Score -8595.873 nChanged 2 ComputeScore: Raw -8850.214442 + Penalty 254.084326 = -8596.130116 Iteration 22Q: 3 clusters Score -8596.13 nChanged 1 ComputeScore: Raw -8850.286315 + Penalty 254.084326 = -8596.201989 Iteration 23Q: 3 clusters Score -8596.202 nChanged 1 ComputeScore: Raw -8850.423864 + Penalty 254.084326 = -8596.339538 Iteration 24Q: 3 clusters Score -8596.34 nChanged 3 ComputeScore: Raw -8851.147357 + Penalty 254.084326 = -8597.063031 Iteration 25Q: 3 clusters Score -8597.063 nChanged 2 ComputeScore: Raw -8851.506884 + Penalty 254.084326 = -8597.422558 Iteration 26Q: 3 clusters Score -8597.423 nChanged 0 ComputeScore: Raw -8851.506884 + Penalty 254.084326 = -8597.422558 Iteration 27F: 3 clusters Score -8597.423 nChanged 0 Trying to split cluster 11 (3509 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32961.373022 + Penalty 146.935555 = -32814.437467 Iteration 0F: 2 clusters Score -32814.44 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30786.890896 + Penalty 293.871110 = -30493.019786 Iteration 0F: 3 clusters Score -30493.02 nChanged 1612 ComputeScore: Raw -31833.048848 + Penalty 293.871110 = -31539.177739 Iteration 1F: 3 clusters Score -31539.18 nChanged 282 ComputeScore: Raw -32008.461013 + Penalty 293.871110 = -31714.589903 Iteration 2F: 3 clusters Score -31714.59 nChanged 244 ComputeScore: Raw -32183.888177 + Penalty 293.871110 = -31890.017067 Iteration 3F: 3 clusters Score -31890.02 nChanged 197 ComputeScore: Raw -32328.623771 + Penalty 293.871110 = -32034.752662 Iteration 4F: 3 clusters Score -32034.75 nChanged 145 ComputeScore: Raw -32413.833080 + Penalty 293.871110 = -32119.961971 Iteration 5Q: 3 clusters Score -32119.96 nChanged 106 ComputeScore: Raw -32461.686967 + Penalty 293.871110 = -32167.815858 Iteration 6Q: 3 clusters Score -32167.82 nChanged 72 ComputeScore: Raw -32483.396009 + Penalty 293.871110 = -32189.524899 Iteration 7Q: 3 clusters Score -32189.52 nChanged 58 ComputeScore: Raw -32501.455138 + Penalty 293.871110 = -32207.584028 Iteration 8Q: 3 clusters Score -32207.58 nChanged 57 ComputeScore: Raw -32524.351474 + Penalty 293.871110 = -32230.480365 Iteration 9Q: 3 clusters Score -32230.48 nChanged 69 ComputeScore: Raw -32556.098077 + Penalty 293.871110 = -32262.226967 Iteration 10Q: 3 clusters Score -32262.23 nChanged 65 ComputeScore: Raw -32584.935973 + Penalty 293.871110 = -32291.064863 Iteration 11Q: 3 clusters Score -32291.06 nChanged 69 ComputeScore: Raw -32617.304225 + Penalty 293.871110 = -32323.433116 Iteration 12Q: 3 clusters Score -32323.43 nChanged 75 ComputeScore: Raw -32655.940234 + Penalty 293.871110 = -32362.069124 Iteration 13Q: 3 clusters Score -32362.07 nChanged 72 ComputeScore: Raw -32690.800108 + Penalty 293.871110 = -32396.928998 Iteration 14Q: 3 clusters Score -32396.93 nChanged 70 ComputeScore: Raw -32723.511881 + Penalty 293.871110 = -32429.640772 Iteration 15Q: 3 clusters Score -32429.64 nChanged 59 ComputeScore: Raw -32746.845776 + Penalty 293.871110 = -32452.974666 Iteration 16Q: 3 clusters Score -32452.97 nChanged 53 ComputeScore: Raw -32773.403234 + Penalty 293.871110 = -32479.532125 Iteration 17Q: 3 clusters Score -32479.53 nChanged 56 ComputeScore: Raw -32800.513003 + Penalty 293.871110 = -32506.641893 Iteration 18Q: 3 clusters Score -32506.64 nChanged 43 ComputeScore: Raw -32818.986815 + Penalty 293.871110 = -32525.115706 Iteration 19Q: 3 clusters Score -32525.12 nChanged 32 ComputeScore: Raw -32830.351046 + Penalty 293.871110 = -32536.479937 Iteration 20F: 3 clusters Score -32536.48 nChanged 26 ComputeScore: Raw -32841.654927 + Penalty 293.871110 = -32547.783818 Iteration 21Q: 3 clusters Score -32547.78 nChanged 27 ComputeScore: Raw -32858.652678 + Penalty 293.871110 = -32564.781569 Iteration 22Q: 3 clusters Score -32564.78 nChanged 31 ComputeScore: Raw -32885.643500 + Penalty 293.871110 = -32591.772391 Iteration 23Q: 3 clusters Score -32591.77 nChanged 26 ComputeScore: Raw -32907.857308 + Penalty 293.871110 = -32613.986199 Iteration 24Q: 3 clusters Score -32613.99 nChanged 27 ComputeScore: Raw -32925.162435 + Penalty 293.871110 = -32631.291326 Iteration 25Q: 3 clusters Score -32631.29 nChanged 15 ComputeScore: Raw -32932.758737 + Penalty 293.871110 = -32638.887627 Iteration 26Q: 3 clusters Score -32638.89 nChanged 12 ComputeScore: Raw -32939.327608 + Penalty 293.871110 = -32645.456499 Iteration 27Q: 3 clusters Score -32645.46 nChanged 13 ComputeScore: Raw -32946.863225 + Penalty 293.871110 = -32652.992116 Iteration 28Q: 3 clusters Score -32652.99 nChanged 8 ComputeScore: Raw -32950.695734 + Penalty 293.871110 = -32656.824625 Iteration 29Q: 3 clusters Score -32656.82 nChanged 5 ComputeScore: Raw -32952.954926 + Penalty 293.871110 = -32659.083817 Iteration 30Q: 3 clusters Score -32659.08 nChanged 2 ComputeScore: Raw -32953.692351 + Penalty 293.871110 = -32659.821241 Iteration 31Q: 3 clusters Score -32659.82 nChanged 1 ComputeScore: Raw -32954.965404 + Penalty 293.871110 = -32661.094294 Iteration 32Q: 3 clusters Score -32661.09 nChanged 1 ComputeScore: Raw -32955.371572 + Penalty 293.871110 = -32661.500463 Iteration 33Q: 3 clusters Score -32661.5 nChanged 1 ComputeScore: Raw -32955.722989 + Penalty 293.871110 = -32661.851880 Iteration 34Q: 3 clusters Score -32661.85 nChanged 0 ComputeScore: Raw -32955.722989 + Penalty 293.871110 = -32661.851880 Iteration 35F: 3 clusters Score -32661.85 nChanged 0 Trying to split cluster 12 (5318 points) Assigned 2 initial classes randomly. ComputeScore: Raw -50906.416523 + Penalty 154.419346 = -50751.997176 Iteration 0F: 2 clusters Score -50752 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -47467.527535 + Penalty 308.838693 = -47158.688842 Iteration 0F: 3 clusters Score -47158.69 nChanged 2516 ComputeScore: Raw -49049.793365 + Penalty 308.838693 = -48740.954673 Iteration 1F: 3 clusters Score -48740.95 nChanged 266 ComputeScore: Raw -49142.346380 + Penalty 308.838693 = -48833.507687 Iteration 2F: 3 clusters Score -48833.51 nChanged 241 ComputeScore: Raw -49239.673378 + Penalty 308.838693 = -48930.834685 Iteration 3Q: 3 clusters Score -48930.83 nChanged 240 ComputeScore: Raw -49370.807345 + Penalty 308.838693 = -49061.968652 Iteration 4Q: 3 clusters Score -49061.97 nChanged 258 ComputeScore: Raw -49532.841054 + Penalty 308.838693 = -49224.002362 Iteration 5Q: 3 clusters Score -49224 nChanged 274 ComputeScore: Raw -49739.196806 + Penalty 308.838693 = -49430.358113 Iteration 6F: 3 clusters Score -49430.36 nChanged 272 ComputeScore: Raw -49907.775565 + Penalty 308.838693 = -49598.936872 Iteration 7F: 3 clusters Score -49598.94 nChanged 206 ComputeScore: Raw -49996.989672 + Penalty 308.838693 = -49688.150980 Iteration 8Q: 3 clusters Score -49688.15 nChanged 133 ComputeScore: Raw -50030.719084 + Penalty 308.838693 = -49721.880392 Iteration 9Q: 3 clusters Score -49721.88 nChanged 70 ComputeScore: Raw -50040.164551 + Penalty 308.838693 = -49731.325858 Iteration 10Q: 3 clusters Score -49731.33 nChanged 45 ComputeScore: Raw -50046.276478 + Penalty 308.838693 = -49737.437786 Iteration 11Q: 3 clusters Score -49737.44 nChanged 45 ComputeScore: Raw -50051.273919 + Penalty 308.838693 = -49742.435227 Iteration 12Q: 3 clusters Score -49742.44 nChanged 33 ComputeScore: Raw -50054.869624 + Penalty 308.838693 = -49746.030931 Iteration 13Q: 3 clusters Score -49746.03 nChanged 34 ComputeScore: Raw -50058.336542 + Penalty 308.838693 = -49749.497850 Iteration 14Q: 3 clusters Score -49749.5 nChanged 39 ComputeScore: Raw -50063.205689 + Penalty 308.838693 = -49754.366997 Iteration 15Q: 3 clusters Score -49754.37 nChanged 36 ComputeScore: Raw -50067.714625 + Penalty 308.838693 = -49758.875932 Iteration 16Q: 3 clusters Score -49758.88 nChanged 33 ComputeScore: Raw -50071.246956 + Penalty 308.838693 = -49762.408263 Iteration 17Q: 3 clusters Score -49762.41 nChanged 32 ComputeScore: Raw -50074.945315 + Penalty 308.838693 = -49766.106622 Iteration 18Q: 3 clusters Score -49766.11 nChanged 37 ComputeScore: Raw -50080.532649 + Penalty 308.838693 = -49771.693956 Iteration 19Q: 3 clusters Score -49771.69 nChanged 55 ComputeScore: Raw -50089.904445 + Penalty 308.838693 = -49781.065752 Iteration 20F: 3 clusters Score -49781.07 nChanged 58 ComputeScore: Raw -50100.076276 + Penalty 308.838693 = -49791.237584 Iteration 21Q: 3 clusters Score -49791.24 nChanged 62 ComputeScore: Raw -50111.119247 + Penalty 308.838693 = -49802.280554 Iteration 22Q: 3 clusters Score -49802.28 nChanged 61 ComputeScore: Raw -50123.224888 + Penalty 308.838693 = -49814.386195 Iteration 23Q: 3 clusters Score -49814.39 nChanged 68 ComputeScore: Raw -50136.681939 + Penalty 308.838693 = -49827.843246 Iteration 24Q: 3 clusters Score -49827.84 nChanged 66 ComputeScore: Raw -50153.206395 + Penalty 308.838693 = -49844.367702 Iteration 25Q: 3 clusters Score -49844.37 nChanged 79 ComputeScore: Raw -50171.492703 + Penalty 308.838693 = -49862.654011 Iteration 26Q: 3 clusters Score -49862.65 nChanged 69 ComputeScore: Raw -50185.571179 + Penalty 308.838693 = -49876.732487 Iteration 27Q: 3 clusters Score -49876.73 nChanged 64 ComputeScore: Raw -50198.989646 + Penalty 308.838693 = -49890.150953 Iteration 28Q: 3 clusters Score -49890.15 nChanged 60 ComputeScore: Raw -50213.069774 + Penalty 308.838693 = -49904.231082 Iteration 29Q: 3 clusters Score -49904.23 nChanged 50 ComputeScore: Raw -50224.293847 + Penalty 308.838693 = -49915.455154 Iteration 30Q: 3 clusters Score -49915.46 nChanged 55 ComputeScore: Raw -50237.324900 + Penalty 308.838693 = -49928.486207 Iteration 31Q: 3 clusters Score -49928.49 nChanged 54 ComputeScore: Raw -50250.521050 + Penalty 308.838693 = -49941.682357 Iteration 32Q: 3 clusters Score -49941.68 nChanged 62 ComputeScore: Raw -50268.720886 + Penalty 308.838693 = -49959.882193 Iteration 33Q: 3 clusters Score -49959.88 nChanged 80 ComputeScore: Raw -50296.584176 + Penalty 308.838693 = -49987.745484 Iteration 34Q: 3 clusters Score -49987.75 nChanged 85 ComputeScore: Raw -50326.949921 + Penalty 308.838693 = -50018.111229 Iteration 35Q: 3 clusters Score -50018.11 nChanged 94 ComputeScore: Raw -50364.029549 + Penalty 308.838693 = -50055.190857 Iteration 36Q: 3 clusters Score -50055.19 nChanged 93 ComputeScore: Raw -50402.020317 + Penalty 308.838693 = -50093.181624 Iteration 37Q: 3 clusters Score -50093.18 nChanged 88 ComputeScore: Raw -50443.326723 + Penalty 308.838693 = -50134.488030 Iteration 38Q: 3 clusters Score -50134.49 nChanged 99 ComputeScore: Raw -50499.244573 + Penalty 308.838693 = -50190.405881 Iteration 39Q: 3 clusters Score -50190.41 nChanged 96 ComputeScore: Raw -50563.385783 + Penalty 308.838693 = -50254.547091 Iteration 40F: 3 clusters Score -50254.55 nChanged 100 ComputeScore: Raw -50636.186195 + Penalty 308.838693 = -50327.347502 Iteration 41Q: 3 clusters Score -50327.35 nChanged 87 ComputeScore: Raw -50699.085016 + Penalty 308.838693 = -50390.246323 Iteration 42Q: 3 clusters Score -50390.25 nChanged 83 ComputeScore: Raw -50762.025325 + Penalty 308.838693 = -50453.186632 Iteration 43Q: 3 clusters Score -50453.19 nChanged 65 ComputeScore: Raw -50809.432308 + Penalty 308.838693 = -50500.593616 Iteration 44Q: 3 clusters Score -50500.59 nChanged 42 ComputeScore: Raw -50836.997917 + Penalty 308.838693 = -50528.159225 Iteration 45Q: 3 clusters Score -50528.16 nChanged 26 ComputeScore: Raw -50856.404863 + Penalty 308.838693 = -50547.566171 Iteration 46Q: 3 clusters Score -50547.57 nChanged 28 ComputeScore: Raw -50877.470912 + Penalty 308.838693 = -50568.632219 Iteration 47Q: 3 clusters Score -50568.63 nChanged 20 ComputeScore: Raw -50894.068453 + Penalty 308.838693 = -50585.229760 Iteration 48Q: 3 clusters Score -50585.23 nChanged 12 ComputeScore: Raw -50902.572563 + Penalty 308.838693 = -50593.733871 Iteration 49Q: 3 clusters Score -50593.73 nChanged 8 ComputeScore: Raw -50908.421121 + Penalty 308.838693 = -50599.582428 Iteration 50Q: 3 clusters Score -50599.58 nChanged 10 ComputeScore: Raw -50918.340142 + Penalty 308.838693 = -50609.501450 Iteration 51Q: 3 clusters Score -50609.5 nChanged 5 ComputeScore: Raw -50923.189838 + Penalty 308.838693 = -50614.351145 Iteration 52Q: 3 clusters Score -50614.35 nChanged 3 ComputeScore: Raw -50926.655327 + Penalty 308.838693 = -50617.816634 Iteration 53Q: 3 clusters Score -50617.82 nChanged 3 ComputeScore: Raw -50929.393109 + Penalty 308.838693 = -50620.554417 Iteration 54Q: 3 clusters Score -50620.55 nChanged 2 ComputeScore: Raw -50930.440114 + Penalty 308.838693 = -50621.601422 Iteration 55Q: 3 clusters Score -50621.6 nChanged 3 ComputeScore: Raw -50932.705030 + Penalty 308.838693 = -50623.866337 Iteration 56Q: 3 clusters Score -50623.87 nChanged 1 ComputeScore: Raw -50933.935416 + Penalty 308.838693 = -50625.096724 Iteration 57Q: 3 clusters Score -50625.1 nChanged 1 ComputeScore: Raw -50937.305774 + Penalty 308.838693 = -50628.467081 Iteration 58Q: 3 clusters Score -50628.47 nChanged 1 ComputeScore: Raw -50938.020009 + Penalty 308.838693 = -50629.181316 Iteration 59Q: 3 clusters Score -50629.18 nChanged 0 ComputeScore: Raw -50938.020009 + Penalty 308.838693 = -50629.181316 Iteration 60F: 3 clusters Score -50629.18 nChanged 0 Trying to split cluster 13 (527 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7002.336874 + Penalty 112.809610 = -6889.527264 Iteration 0F: 2 clusters Score -6889.527 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6709.720253 + Penalty 225.619220 = -6484.101033 Iteration 0F: 3 clusters Score -6484.101 nChanged 219 ComputeScore: Raw -6851.960863 + Penalty 225.619220 = -6626.341644 Iteration 1F: 3 clusters Score -6626.342 nChanged 40 ComputeScore: Raw -6875.590697 + Penalty 225.619220 = -6649.971477 Iteration 2F: 3 clusters Score -6649.971 nChanged 31 ComputeScore: Raw -6890.688652 + Penalty 225.619220 = -6665.069432 Iteration 3F: 3 clusters Score -6665.069 nChanged 20 ComputeScore: Raw -6902.437953 + Penalty 225.619220 = -6676.818734 Iteration 4Q: 3 clusters Score -6676.819 nChanged 23 ComputeScore: Raw -6915.269091 + Penalty 225.619220 = -6689.649871 Iteration 5Q: 3 clusters Score -6689.65 nChanged 12 ComputeScore: Raw -6930.248881 + Penalty 225.619220 = -6704.629662 Iteration 6Q: 3 clusters Score -6704.63 nChanged 12 ComputeScore: Raw -6944.852107 + Penalty 225.619220 = -6719.232887 Iteration 7Q: 3 clusters Score -6719.233 nChanged 13 ComputeScore: Raw -6962.117318 + Penalty 225.619220 = -6736.498098 Iteration 8Q: 3 clusters Score -6736.498 nChanged 15 ComputeScore: Raw -6977.154830 + Penalty 225.619220 = -6751.535610 Iteration 9Q: 3 clusters Score -6751.536 nChanged 10 ComputeScore: Raw -6980.383608 + Penalty 225.619220 = -6754.764388 Iteration 10Q: 3 clusters Score -6754.764 nChanged 4 ComputeScore: Raw -6981.656737 + Penalty 225.619220 = -6756.037517 Iteration 11Q: 3 clusters Score -6756.038 nChanged 3 ComputeScore: Raw -6982.909558 + Penalty 225.619220 = -6757.290338 Iteration 12Q: 3 clusters Score -6757.29 nChanged 4 ComputeScore: Raw -6984.734231 + Penalty 225.619220 = -6759.115011 Iteration 13Q: 3 clusters Score -6759.115 nChanged 3 ComputeScore: Raw -6985.934549 + Penalty 225.619220 = -6760.315329 Iteration 14Q: 3 clusters Score -6760.315 nChanged 4 ComputeScore: Raw -6989.650828 + Penalty 225.619220 = -6764.031609 Iteration 15Q: 3 clusters Score -6764.032 nChanged 2 ComputeScore: Raw -6990.790522 + Penalty 225.619220 = -6765.171303 Iteration 16Q: 3 clusters Score -6765.171 nChanged 4 ComputeScore: Raw -6991.643544 + Penalty 225.619220 = -6766.024325 Iteration 17Q: 3 clusters Score -6766.024 nChanged 3 ComputeScore: Raw -6993.752575 + Penalty 225.619220 = -6768.133355 Iteration 18Q: 3 clusters Score -6768.133 nChanged 5 ComputeScore: Raw -6996.641658 + Penalty 225.619220 = -6771.022438 Iteration 19Q: 3 clusters Score -6771.022 nChanged 4 ComputeScore: Raw -6997.867205 + Penalty 225.619220 = -6772.247986 Iteration 20F: 3 clusters Score -6772.248 nChanged 1 ComputeScore: Raw -6997.979615 + Penalty 225.619220 = -6772.360396 Iteration 21Q: 3 clusters Score -6772.36 nChanged 2 ComputeScore: Raw -6998.476790 + Penalty 225.619220 = -6772.857570 Iteration 22Q: 3 clusters Score -6772.858 nChanged 4 ComputeScore: Raw -6999.876740 + Penalty 225.619220 = -6774.257520 Iteration 23Q: 3 clusters Score -6774.258 nChanged 2 ComputeScore: Raw -7000.931130 + Penalty 225.619220 = -6775.311910 Iteration 24Q: 3 clusters Score -6775.312 nChanged 0 ComputeScore: Raw -7000.931130 + Penalty 225.619220 = -6775.311910 Iteration 25F: 3 clusters Score -6775.312 nChanged 0 Trying to split cluster 14 (217 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1733.386818 + Penalty 96.838152 = -1636.548665 Iteration 0F: 2 clusters Score -1636.549 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1647.702441 + Penalty 193.676305 = -1454.026136 Iteration 0F: 3 clusters Score -1454.026 nChanged 83 ComputeScore: Raw -1726.021017 + Penalty 193.676305 = -1532.344712 Iteration 1F: 3 clusters Score -1532.345 nChanged 20 ComputeScore: Raw -1745.148144 + Penalty 193.676305 = -1551.471840 Iteration 2F: 3 clusters Score -1551.472 nChanged 12 ComputeScore: Raw -1751.057674 + Penalty 193.676305 = -1557.381370 Iteration 3F: 3 clusters Score -1557.381 nChanged 6 ComputeScore: Raw -1755.299739 + Penalty 193.676305 = -1561.623435 Iteration 4Q: 3 clusters Score -1561.623 nChanged 4 ComputeScore: Raw -1757.994657 + Penalty 193.676305 = -1564.318352 Iteration 5Q: 3 clusters Score -1564.318 nChanged 1 ComputeScore: Raw -1758.690006 + Penalty 193.676305 = -1565.013702 Iteration 6Q: 3 clusters Score -1565.014 nChanged 0 ComputeScore: Raw -1758.690006 + Penalty 193.676305 = -1565.013702 Iteration 7F: 3 clusters Score -1565.014 nChanged 0 Trying to split cluster 15 (294 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4093.979780 + Penalty 102.304436 = -3991.675345 Iteration 0F: 2 clusters Score -3991.675 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3960.715100 + Penalty 204.608872 = -3756.106229 Iteration 0F: 3 clusters Score -3756.106 nChanged 102 ComputeScore: Raw -4029.440316 + Penalty 204.608872 = -3824.831444 Iteration 1F: 3 clusters Score -3824.831 nChanged 23 ComputeScore: Raw -4050.719252 + Penalty 204.608872 = -3846.110381 Iteration 2F: 3 clusters Score -3846.11 nChanged 13 ComputeScore: Raw -4057.527033 + Penalty 204.608872 = -3852.918161 Iteration 3Q: 3 clusters Score -3852.918 nChanged 6 ComputeScore: Raw -4061.804853 + Penalty 204.608872 = -3857.195981 Iteration 4Q: 3 clusters Score -3857.196 nChanged 7 ComputeScore: Raw -4067.275032 + Penalty 204.608872 = -3862.666161 Iteration 5Q: 3 clusters Score -3862.666 nChanged 8 ComputeScore: Raw -4073.390134 + Penalty 204.608872 = -3868.781262 Iteration 6Q: 3 clusters Score -3868.781 nChanged 5 ComputeScore: Raw -4075.726211 + Penalty 204.608872 = -3871.117340 Iteration 7Q: 3 clusters Score -3871.117 nChanged 3 ComputeScore: Raw -4077.366728 + Penalty 204.608872 = -3872.757857 Iteration 8Q: 3 clusters Score -3872.758 nChanged 3 ComputeScore: Raw -4079.045291 + Penalty 204.608872 = -3874.436420 Iteration 9Q: 3 clusters Score -3874.436 nChanged 0 ComputeScore: Raw -4079.045291 + Penalty 204.608872 = -3874.436420 Iteration 10F: 3 clusters Score -3874.436 nChanged 0 Trying to split cluster 16 (809 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10351.406884 + Penalty 120.524381 = -10230.882503 Iteration 0F: 2 clusters Score -10230.88 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9899.588530 + Penalty 241.048761 = -9658.539769 Iteration 0F: 3 clusters Score -9658.54 nChanged 356 ComputeScore: Raw -10117.936077 + Penalty 241.048761 = -9876.887316 Iteration 1F: 3 clusters Score -9876.887 nChanged 64 ComputeScore: Raw -10155.129642 + Penalty 241.048761 = -9914.080881 Iteration 2F: 3 clusters Score -9914.081 nChanged 48 ComputeScore: Raw -10195.110211 + Penalty 241.048761 = -9954.061450 Iteration 3F: 3 clusters Score -9954.061 nChanged 44 ComputeScore: Raw -10230.414250 + Penalty 241.048761 = -9989.365489 Iteration 4F: 3 clusters Score -9989.365 nChanged 33 ComputeScore: Raw -10248.911781 + Penalty 241.048761 = -10007.863019 Iteration 5Q: 3 clusters Score -10007.86 nChanged 24 ComputeScore: Raw -10270.386388 + Penalty 241.048761 = -10029.337627 Iteration 6Q: 3 clusters Score -10029.34 nChanged 27 ComputeScore: Raw -10299.659133 + Penalty 241.048761 = -10058.610372 Iteration 7Q: 3 clusters Score -10058.61 nChanged 20 ComputeScore: Raw -10321.953761 + Penalty 241.048761 = -10080.905000 Iteration 8Q: 3 clusters Score -10080.91 nChanged 14 ComputeScore: Raw -10328.826067 + Penalty 241.048761 = -10087.777306 Iteration 9Q: 3 clusters Score -10087.78 nChanged 11 ComputeScore: Raw -10332.130306 + Penalty 241.048761 = -10091.081545 Iteration 10Q: 3 clusters Score -10091.08 nChanged 6 ComputeScore: Raw -10334.074841 + Penalty 241.048761 = -10093.026080 Iteration 11Q: 3 clusters Score -10093.03 nChanged 7 ComputeScore: Raw -10335.907455 + Penalty 241.048761 = -10094.858694 Iteration 12Q: 3 clusters Score -10094.86 nChanged 6 ComputeScore: Raw -10337.351656 + Penalty 241.048761 = -10096.302895 Iteration 13Q: 3 clusters Score -10096.3 nChanged 4 ComputeScore: Raw -10337.964533 + Penalty 241.048761 = -10096.915772 Iteration 14Q: 3 clusters Score -10096.92 nChanged 2 ComputeScore: Raw -10338.544279 + Penalty 241.048761 = -10097.495518 Iteration 15Q: 3 clusters Score -10097.5 nChanged 5 ComputeScore: Raw -10340.287156 + Penalty 241.048761 = -10099.238395 Iteration 16Q: 3 clusters Score -10099.24 nChanged 4 ComputeScore: Raw -10341.329252 + Penalty 241.048761 = -10100.280491 Iteration 17Q: 3 clusters Score -10100.28 nChanged 6 ComputeScore: Raw -10342.529769 + Penalty 241.048761 = -10101.481008 Iteration 18Q: 3 clusters Score -10101.48 nChanged 3 ComputeScore: Raw -10344.120521 + Penalty 241.048761 = -10103.071760 Iteration 19Q: 3 clusters Score -10103.07 nChanged 3 ComputeScore: Raw -10344.824939 + Penalty 241.048761 = -10103.776178 Iteration 20F: 3 clusters Score -10103.78 nChanged 2 ComputeScore: Raw -10345.212316 + Penalty 241.048761 = -10104.163555 Iteration 21Q: 3 clusters Score -10104.16 nChanged 0 ComputeScore: Raw -10345.212316 + Penalty 241.048761 = -10104.163555 Iteration 22F: 3 clusters Score -10104.16 nChanged 0 Trying to split cluster 17 (600 points) Assigned 2 initial classes randomly. ComputeScore: Raw -7166.810716 + Penalty 115.144734 = -7051.665982 Iteration 0F: 2 clusters Score -7051.666 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6852.587952 + Penalty 230.289468 = -6622.298484 Iteration 0F: 3 clusters Score -6622.298 nChanged 258 ComputeScore: Raw -6987.437613 + Penalty 230.289468 = -6757.148146 Iteration 1F: 3 clusters Score -6757.148 nChanged 44 ComputeScore: Raw -7007.841960 + Penalty 230.289468 = -6777.552493 Iteration 2F: 3 clusters Score -6777.552 nChanged 36 ComputeScore: Raw -7027.084630 + Penalty 230.289468 = -6796.795162 Iteration 3F: 3 clusters Score -6796.795 nChanged 29 ComputeScore: Raw -7048.566595 + Penalty 230.289468 = -6818.277128 Iteration 4Q: 3 clusters Score -6818.277 nChanged 24 ComputeScore: Raw -7067.558140 + Penalty 230.289468 = -6837.268672 Iteration 5Q: 3 clusters Score -6837.269 nChanged 27 ComputeScore: Raw -7090.515329 + Penalty 230.289468 = -6860.225862 Iteration 6Q: 3 clusters Score -6860.226 nChanged 19 ComputeScore: Raw -7099.724925 + Penalty 230.289468 = -6869.435458 Iteration 7Q: 3 clusters Score -6869.435 nChanged 5 ComputeScore: Raw -7101.012906 + Penalty 230.289468 = -6870.723439 Iteration 8Q: 3 clusters Score -6870.723 nChanged 4 ComputeScore: Raw -7101.605364 + Penalty 230.289468 = -6871.315897 Iteration 9Q: 3 clusters Score -6871.316 nChanged 1 ComputeScore: Raw -7101.660219 + Penalty 230.289468 = -6871.370752 Iteration 10Q: 3 clusters Score -6871.371 nChanged 0 ComputeScore: Raw -7101.660219 + Penalty 230.289468 = -6871.370752 Iteration 11F: 3 clusters Score -6871.371 nChanged 0 Trying to split cluster 18 (229 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3323.790679 + Penalty 97.806996 = -3225.983683 Iteration 0F: 2 clusters Score -3225.984 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3220.609277 + Penalty 195.613992 = -3024.995285 Iteration 0F: 3 clusters Score -3024.995 nChanged 75 ComputeScore: Raw -3270.459836 + Penalty 195.613992 = -3074.845843 Iteration 1F: 3 clusters Score -3074.846 nChanged 18 ComputeScore: Raw -3283.953023 + Penalty 195.613992 = -3088.339031 Iteration 2F: 3 clusters Score -3088.339 nChanged 12 ComputeScore: Raw -3291.811636 + Penalty 195.613992 = -3096.197644 Iteration 3F: 3 clusters Score -3096.198 nChanged 8 ComputeScore: Raw -3301.993963 + Penalty 195.613992 = -3106.379971 Iteration 4Q: 3 clusters Score -3106.38 nChanged 9 ComputeScore: Raw -3321.572083 + Penalty 195.613992 = -3125.958090 Iteration 5Q: 3 clusters Score -3125.958 nChanged 5 ComputeScore: Raw -3330.726079 + Penalty 195.613992 = -3135.112087 Iteration 6Q: 3 clusters Score -3135.112 nChanged 5 ComputeScore: Raw -3334.488211 + Penalty 195.613992 = -3138.874219 Iteration 7Q: 3 clusters Score -3138.874 nChanged 0 ComputeScore: Raw -3334.488211 + Penalty 195.613992 = -3138.874219 Iteration 8F: 3 clusters Score -3138.874 nChanged 0 Trying to split cluster 19 (3384 points) Assigned 2 initial classes randomly. ComputeScore: Raw -32531.809934 + Penalty 146.282647 = -32385.527287 Iteration 0F: 2 clusters Score -32385.53 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -30423.971140 + Penalty 292.565294 = -30131.405846 Iteration 0F: 3 clusters Score -30131.41 nChanged 1560 ComputeScore: Raw -31281.446716 + Penalty 292.565294 = -30988.881422 Iteration 1F: 3 clusters Score -30988.88 nChanged 192 ComputeScore: Raw -31351.383163 + Penalty 292.565294 = -31058.817869 Iteration 2F: 3 clusters Score -31058.82 nChanged 169 ComputeScore: Raw -31421.712188 + Penalty 292.565294 = -31129.146894 Iteration 3Q: 3 clusters Score -31129.15 nChanged 173 ComputeScore: Raw -31502.197396 + Penalty 292.565294 = -31209.632102 Iteration 4F: 3 clusters Score -31209.63 nChanged 192 ComputeScore: Raw -31591.072891 + Penalty 292.565294 = -31298.507597 Iteration 5F: 3 clusters Score -31298.51 nChanged 183 ComputeScore: Raw -31690.523611 + Penalty 292.565294 = -31397.958318 Iteration 6F: 3 clusters Score -31397.96 nChanged 182 ComputeScore: Raw -31794.040120 + Penalty 292.565294 = -31501.474826 Iteration 7F: 3 clusters Score -31501.47 nChanged 181 ComputeScore: Raw -31896.586862 + Penalty 292.565294 = -31604.021568 Iteration 8F: 3 clusters Score -31604.02 nChanged 166 ComputeScore: Raw -32004.100422 + Penalty 292.565294 = -31711.535128 Iteration 9Q: 3 clusters Score -31711.54 nChanged 173 ComputeScore: Raw -32142.095907 + Penalty 292.565294 = -31849.530613 Iteration 10F: 3 clusters Score -31849.53 nChanged 151 ComputeScore: Raw -32267.632597 + Penalty 292.565294 = -31975.067303 Iteration 11Q: 3 clusters Score -31975.07 nChanged 117 ComputeScore: Raw -32360.831252 + Penalty 292.565294 = -32068.265959 Iteration 12Q: 3 clusters Score -32068.27 nChanged 85 ComputeScore: Raw -32431.215333 + Penalty 292.565294 = -32138.650039 Iteration 13Q: 3 clusters Score -32138.65 nChanged 64 ComputeScore: Raw -32485.170863 + Penalty 292.565294 = -32192.605569 Iteration 14Q: 3 clusters Score -32192.61 nChanged 36 ComputeScore: Raw -32517.904246 + Penalty 292.565294 = -32225.338952 Iteration 15Q: 3 clusters Score -32225.34 nChanged 17 ComputeScore: Raw -32532.731458 + Penalty 292.565294 = -32240.166164 Iteration 16Q: 3 clusters Score -32240.17 nChanged 4 ComputeScore: Raw -32541.500499 + Penalty 292.565294 = -32248.935205 Iteration 17Q: 3 clusters Score -32248.94 nChanged 2 ComputeScore: Raw -32546.804099 + Penalty 292.565294 = -32254.238805 Iteration 18Q: 3 clusters Score -32254.24 nChanged 0 ComputeScore: Raw -32546.804099 + Penalty 292.565294 = -32254.238805 Iteration 19F: 3 clusters Score -32254.24 nChanged 0 Trying to split cluster 20 (1957 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22885.211027 + Penalty 136.425023 = -22748.786004 Iteration 0F: 2 clusters Score -22748.79 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21699.755379 + Penalty 272.850047 = -21426.905332 Iteration 0F: 3 clusters Score -21426.91 nChanged 912 ComputeScore: Raw -22248.967492 + Penalty 272.850047 = -21976.117445 Iteration 1F: 3 clusters Score -21976.12 nChanged 134 ComputeScore: Raw -22342.936385 + Penalty 272.850047 = -22070.086338 Iteration 2F: 3 clusters Score -22070.09 nChanged 117 ComputeScore: Raw -22431.991523 + Penalty 272.850047 = -22159.141476 Iteration 3F: 3 clusters Score -22159.14 nChanged 104 ComputeScore: Raw -22533.813853 + Penalty 272.850047 = -22260.963806 Iteration 4F: 3 clusters Score -22260.96 nChanged 89 ComputeScore: Raw -22619.698165 + Penalty 272.850047 = -22346.848118 Iteration 5Q: 3 clusters Score -22346.85 nChanged 69 ComputeScore: Raw -22691.805399 + Penalty 272.850047 = -22418.955352 Iteration 6Q: 3 clusters Score -22418.96 nChanged 49 ComputeScore: Raw -22743.415697 + Penalty 272.850047 = -22470.565651 Iteration 7Q: 3 clusters Score -22470.57 nChanged 55 ComputeScore: Raw -22784.751295 + Penalty 272.850047 = -22511.901248 Iteration 8Q: 3 clusters Score -22511.9 nChanged 36 ComputeScore: Raw -22810.165467 + Penalty 272.850047 = -22537.315420 Iteration 9Q: 3 clusters Score -22537.32 nChanged 32 ComputeScore: Raw -22822.612556 + Penalty 272.850047 = -22549.762509 Iteration 10Q: 3 clusters Score -22549.76 nChanged 20 ComputeScore: Raw -22828.814449 + Penalty 272.850047 = -22555.964403 Iteration 11Q: 3 clusters Score -22555.96 nChanged 19 ComputeScore: Raw -22835.241851 + Penalty 272.850047 = -22562.391804 Iteration 12Q: 3 clusters Score -22562.39 nChanged 18 ComputeScore: Raw -22839.880116 + Penalty 272.850047 = -22567.030069 Iteration 13Q: 3 clusters Score -22567.03 nChanged 12 ComputeScore: Raw -22844.936985 + Penalty 272.850047 = -22572.086938 Iteration 14Q: 3 clusters Score -22572.09 nChanged 15 ComputeScore: Raw -22849.162441 + Penalty 272.850047 = -22576.312394 Iteration 15Q: 3 clusters Score -22576.31 nChanged 13 ComputeScore: Raw -22852.765369 + Penalty 272.850047 = -22579.915323 Iteration 16Q: 3 clusters Score -22579.92 nChanged 9 ComputeScore: Raw -22855.126557 + Penalty 272.850047 = -22582.276510 Iteration 17Q: 3 clusters Score -22582.28 nChanged 10 ComputeScore: Raw -22857.686235 + Penalty 272.850047 = -22584.836188 Iteration 18Q: 3 clusters Score -22584.84 nChanged 9 ComputeScore: Raw -22860.856363 + Penalty 272.850047 = -22588.006316 Iteration 19Q: 3 clusters Score -22588.01 nChanged 11 ComputeScore: Raw -22863.349666 + Penalty 272.850047 = -22590.499619 Iteration 20F: 3 clusters Score -22590.5 nChanged 8 ComputeScore: Raw -22864.729170 + Penalty 272.850047 = -22591.879123 Iteration 21Q: 3 clusters Score -22591.88 nChanged 6 ComputeScore: Raw -22865.810756 + Penalty 272.850047 = -22592.960709 Iteration 22Q: 3 clusters Score -22592.96 nChanged 8 ComputeScore: Raw -22867.241747 + Penalty 272.850047 = -22594.391700 Iteration 23Q: 3 clusters Score -22594.39 nChanged 5 ComputeScore: Raw -22868.193042 + Penalty 272.850047 = -22595.342996 Iteration 24Q: 3 clusters Score -22595.34 nChanged 5 ComputeScore: Raw -22868.943970 + Penalty 272.850047 = -22596.093923 Iteration 25Q: 3 clusters Score -22596.09 nChanged 5 ComputeScore: Raw -22869.544804 + Penalty 272.850047 = -22596.694757 Iteration 26Q: 3 clusters Score -22596.69 nChanged 3 ComputeScore: Raw -22870.245079 + Penalty 272.850047 = -22597.395032 Iteration 27Q: 3 clusters Score -22597.4 nChanged 5 ComputeScore: Raw -22870.937020 + Penalty 272.850047 = -22598.086973 Iteration 28Q: 3 clusters Score -22598.09 nChanged 4 ComputeScore: Raw -22871.748807 + Penalty 272.850047 = -22598.898760 Iteration 29Q: 3 clusters Score -22598.9 nChanged 4 ComputeScore: Raw -22872.136294 + Penalty 272.850047 = -22599.286247 Iteration 30Q: 3 clusters Score -22599.29 nChanged 3 ComputeScore: Raw -22872.375388 + Penalty 272.850047 = -22599.525341 Iteration 31Q: 3 clusters Score -22599.53 nChanged 1 ComputeScore: Raw -22872.432729 + Penalty 272.850047 = -22599.582682 Iteration 32Q: 3 clusters Score -22599.58 nChanged 1 ComputeScore: Raw -22872.490571 + Penalty 272.850047 = -22599.640524 Iteration 33Q: 3 clusters Score -22599.64 nChanged 2 ComputeScore: Raw -22872.690711 + Penalty 272.850047 = -22599.840664 Iteration 34Q: 3 clusters Score -22599.84 nChanged 0 ComputeScore: Raw -22872.690711 + Penalty 272.850047 = -22599.840664 Iteration 35F: 3 clusters Score -22599.84 nChanged 0 Trying to split cluster 21 (11021 points) Assigned 2 initial classes randomly. ComputeScore: Raw -94920.362774 + Penalty 167.536041 = -94752.826733 Iteration 0F: 2 clusters Score -94752.83 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -87716.431081 + Penalty 335.072082 = -87381.358999 Iteration 0F: 3 clusters Score -87381.36 nChanged 5275 ComputeScore: Raw -90793.548580 + Penalty 335.072082 = -90458.476498 Iteration 1F: 3 clusters Score -90458.48 nChanged 612 ComputeScore: Raw -91075.797775 + Penalty 335.072082 = -90740.725694 Iteration 2F: 3 clusters Score -90740.73 nChanged 640 ComputeScore: Raw -91469.983498 + Penalty 335.072082 = -91134.911417 Iteration 3F: 3 clusters Score -91134.91 nChanged 717 ComputeScore: Raw -92014.745171 + Penalty 335.072082 = -91679.673090 Iteration 4F: 3 clusters Score -91679.67 nChanged 716 ComputeScore: Raw -92530.676010 + Penalty 335.072082 = -92195.603928 Iteration 5F: 3 clusters Score -92195.6 nChanged 568 ComputeScore: Raw -92822.208820 + Penalty 335.072082 = -92487.136738 Iteration 6F: 3 clusters Score -92487.14 nChanged 392 ComputeScore: Raw -92924.772033 + Penalty 335.072082 = -92589.699951 Iteration 7Q: 3 clusters Score -92589.7 nChanged 188 ComputeScore: Raw -92954.464546 + Penalty 335.072082 = -92619.392464 Iteration 8Q: 3 clusters Score -92619.39 nChanged 91 ComputeScore: Raw -92969.211797 + Penalty 335.072082 = -92634.139716 Iteration 9Q: 3 clusters Score -92634.14 nChanged 76 ComputeScore: Raw -92978.168598 + Penalty 335.072082 = -92643.096517 Iteration 10Q: 3 clusters Score -92643.1 nChanged 72 ComputeScore: Raw -92985.785292 + Penalty 335.072082 = -92650.713210 Iteration 11Q: 3 clusters Score -92650.71 nChanged 70 ComputeScore: Raw -92994.244780 + Penalty 335.072082 = -92659.172698 Iteration 12Q: 3 clusters Score -92659.17 nChanged 74 ComputeScore: Raw -93006.060555 + Penalty 335.072082 = -92670.988474 Iteration 13Q: 3 clusters Score -92670.99 nChanged 94 ComputeScore: Raw -93021.740798 + Penalty 335.072082 = -92686.668716 Iteration 14Q: 3 clusters Score -92686.67 nChanged 99 ComputeScore: Raw -93038.328818 + Penalty 335.072082 = -92703.256736 Iteration 15Q: 3 clusters Score -92703.26 nChanged 99 ComputeScore: Raw -93056.640944 + Penalty 335.072082 = -92721.568863 Iteration 16Q: 3 clusters Score -92721.57 nChanged 115 ComputeScore: Raw -93077.393902 + Penalty 335.072082 = -92742.321820 Iteration 17Q: 3 clusters Score -92742.32 nChanged 133 ComputeScore: Raw -93103.781028 + Penalty 335.072082 = -92768.708946 Iteration 18Q: 3 clusters Score -92768.71 nChanged 133 ComputeScore: Raw -93127.222883 + Penalty 335.072082 = -92792.150802 Iteration 19Q: 3 clusters Score -92792.15 nChanged 133 ComputeScore: Raw -93149.777934 + Penalty 335.072082 = -92814.705852 Iteration 20F: 3 clusters Score -92814.71 nChanged 134 ComputeScore: Raw -93174.795787 + Penalty 335.072082 = -92839.723706 Iteration 21Q: 3 clusters Score -92839.72 nChanged 155 ComputeScore: Raw -93208.597366 + Penalty 335.072082 = -92873.525284 Iteration 22Q: 3 clusters Score -92873.53 nChanged 169 ComputeScore: Raw -93250.879645 + Penalty 335.072082 = -92915.807564 Iteration 23Q: 3 clusters Score -92915.81 nChanged 168 ComputeScore: Raw -93296.639296 + Penalty 335.072082 = -92961.567214 Iteration 24Q: 3 clusters Score -92961.57 nChanged 197 ComputeScore: Raw -93355.863707 + Penalty 335.072082 = -93020.791625 Iteration 25Q: 3 clusters Score -93020.79 nChanged 214 ComputeScore: Raw -93421.139393 + Penalty 335.072082 = -93086.067311 Iteration 26Q: 3 clusters Score -93086.07 nChanged 209 ComputeScore: Raw -93489.602913 + Penalty 335.072082 = -93154.530831 Iteration 27Q: 3 clusters Score -93154.53 nChanged 238 ComputeScore: Raw -93589.107630 + Penalty 335.072082 = -93254.035548 Iteration 28Q: 3 clusters Score -93254.04 nChanged 288 ComputeScore: Raw -93733.148756 + Penalty 335.072082 = -93398.076674 Iteration 29Q: 3 clusters Score -93398.08 nChanged 320 ComputeScore: Raw -93919.958097 + Penalty 335.072082 = -93584.886016 Iteration 30Q: 3 clusters Score -93584.89 nChanged 301 ComputeScore: Raw -94099.119214 + Penalty 335.072082 = -93764.047132 Iteration 31Q: 3 clusters Score -93764.05 nChanged 262 ComputeScore: Raw -94260.257487 + Penalty 335.072082 = -93925.185405 Iteration 32Q: 3 clusters Score -93925.19 nChanged 222 ComputeScore: Raw -94395.356422 + Penalty 335.072082 = -94060.284341 Iteration 33Q: 3 clusters Score -94060.28 nChanged 183 ComputeScore: Raw -94507.316327 + Penalty 335.072082 = -94172.244246 Iteration 34Q: 3 clusters Score -94172.24 nChanged 147 ComputeScore: Raw -94594.247658 + Penalty 335.072082 = -94259.175577 Iteration 35Q: 3 clusters Score -94259.18 nChanged 118 ComputeScore: Raw -94665.870513 + Penalty 335.072082 = -94330.798431 Iteration 36Q: 3 clusters Score -94330.8 nChanged 114 ComputeScore: Raw -94740.805742 + Penalty 335.072082 = -94405.733660 Iteration 37Q: 3 clusters Score -94405.73 nChanged 90 ComputeScore: Raw -94795.662705 + Penalty 335.072082 = -94460.590623 Iteration 38Q: 3 clusters Score -94460.59 nChanged 79 ComputeScore: Raw -94847.763086 + Penalty 335.072082 = -94512.691005 Iteration 39Q: 3 clusters Score -94512.69 nChanged 61 ComputeScore: Raw -94887.943536 + Penalty 335.072082 = -94552.871454 Iteration 40F: 3 clusters Score -94552.87 nChanged 32 ComputeScore: Raw -94908.769957 + Penalty 335.072082 = -94573.697876 Iteration 41Q: 3 clusters Score -94573.7 nChanged 22 ComputeScore: Raw -94924.296659 + Penalty 335.072082 = -94589.224577 Iteration 42Q: 3 clusters Score -94589.22 nChanged 7 ComputeScore: Raw -94933.969170 + Penalty 335.072082 = -94598.897088 Iteration 43Q: 3 clusters Score -94598.9 nChanged 5 ComputeScore: Raw -94941.596931 + Penalty 335.072082 = -94606.524850 Iteration 44Q: 3 clusters Score -94606.52 nChanged 5 ComputeScore: Raw -94948.117361 + Penalty 335.072082 = -94613.045279 Iteration 45Q: 3 clusters Score -94613.05 nChanged 2 ComputeScore: Raw -94950.187514 + Penalty 335.072082 = -94615.115432 Iteration 46Q: 3 clusters Score -94615.12 nChanged 1 ComputeScore: Raw -94951.750546 + Penalty 335.072082 = -94616.678464 Iteration 47Q: 3 clusters Score -94616.68 nChanged 2 ComputeScore: Raw -94953.394882 + Penalty 335.072082 = -94618.322801 Iteration 48Q: 3 clusters Score -94618.32 nChanged 2 ComputeScore: Raw -94955.701168 + Penalty 335.072082 = -94620.629087 Iteration 49Q: 3 clusters Score -94620.63 nChanged 2 ComputeScore: Raw -94960.566749 + Penalty 335.072082 = -94625.494667 Iteration 50Q: 3 clusters Score -94625.49 nChanged 3 ComputeScore: Raw -94962.959920 + Penalty 335.072082 = -94627.887838 Iteration 51Q: 3 clusters Score -94627.89 nChanged 1 ComputeScore: Raw -94966.445056 + Penalty 335.072082 = -94631.372974 Iteration 52Q: 3 clusters Score -94631.37 nChanged 5 ComputeScore: Raw -94971.799848 + Penalty 335.072082 = -94636.727766 Iteration 53Q: 3 clusters Score -94636.73 nChanged 2 ComputeScore: Raw -94974.897496 + Penalty 335.072082 = -94639.825414 Iteration 54Q: 3 clusters Score -94639.83 nChanged 3 ComputeScore: Raw -94978.333734 + Penalty 335.072082 = -94643.261652 Iteration 55Q: 3 clusters Score -94643.26 nChanged 1 ComputeScore: Raw -94978.951639 + Penalty 335.072082 = -94643.879557 Iteration 56Q: 3 clusters Score -94643.88 nChanged 0 ComputeScore: Raw -94978.951639 + Penalty 335.072082 = -94643.879557 Iteration 57F: 3 clusters Score -94643.88 nChanged 0 Trying to split cluster 22 (209 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2912.812476 + Penalty 96.162017 = -2816.650459 Iteration 0F: 2 clusters Score -2816.65 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2825.228949 + Penalty 192.324033 = -2632.904916 Iteration 0F: 3 clusters Score -2632.905 nChanged 78 ComputeScore: Raw -2881.556662 + Penalty 192.324033 = -2689.232629 Iteration 1F: 3 clusters Score -2689.233 nChanged 8 ComputeScore: Raw -2886.233513 + Penalty 192.324033 = -2693.909480 Iteration 2Q: 3 clusters Score -2693.909 nChanged 2 ComputeScore: Raw -2887.106421 + Penalty 192.324033 = -2694.782388 Iteration 3Q: 3 clusters Score -2694.782 nChanged 2 ComputeScore: Raw -2887.889212 + Penalty 192.324033 = -2695.565179 Iteration 4Q: 3 clusters Score -2695.565 nChanged 2 ComputeScore: Raw -2890.787713 + Penalty 192.324033 = -2698.463680 Iteration 5Q: 3 clusters Score -2698.464 nChanged 4 ComputeScore: Raw -2894.488079 + Penalty 192.324033 = -2702.164046 Iteration 6Q: 3 clusters Score -2702.164 nChanged 3 ComputeScore: Raw -2896.019504 + Penalty 192.324033 = -2703.695471 Iteration 7Q: 3 clusters Score -2703.695 nChanged 1 ComputeScore: Raw -2896.508686 + Penalty 192.324033 = -2704.184653 Iteration 8Q: 3 clusters Score -2704.185 nChanged 1 ComputeScore: Raw -2896.619120 + Penalty 192.324033 = -2704.295087 Iteration 9Q: 3 clusters Score -2704.295 nChanged 0 ComputeScore: Raw -2896.619120 + Penalty 192.324033 = -2704.295087 Iteration 10F: 3 clusters Score -2704.295 nChanged 0 Trying to split cluster 23 (453 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5800.418736 + Penalty 110.086058 = -5690.332678 Iteration 0F: 2 clusters Score -5690.333 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5567.187337 + Penalty 220.172117 = -5347.015221 Iteration 0F: 3 clusters Score -5347.015 nChanged 191 ComputeScore: Raw -5684.949342 + Penalty 220.172117 = -5464.777225 Iteration 1F: 3 clusters Score -5464.777 nChanged 37 ComputeScore: Raw -5704.998543 + Penalty 220.172117 = -5484.826427 Iteration 2F: 3 clusters Score -5484.826 nChanged 26 ComputeScore: Raw -5731.983013 + Penalty 220.172117 = -5511.810897 Iteration 3F: 3 clusters Score -5511.811 nChanged 20 ComputeScore: Raw -5755.496335 + Penalty 220.172117 = -5535.324218 Iteration 4Q: 3 clusters Score -5535.324 nChanged 15 ComputeScore: Raw -5762.750705 + Penalty 220.172117 = -5542.578589 Iteration 5Q: 3 clusters Score -5542.579 nChanged 7 ComputeScore: Raw -5769.991452 + Penalty 220.172117 = -5549.819335 Iteration 6Q: 3 clusters Score -5549.819 nChanged 10 ComputeScore: Raw -5779.513786 + Penalty 220.172117 = -5559.341669 Iteration 7Q: 3 clusters Score -5559.342 nChanged 11 ComputeScore: Raw -5787.125874 + Penalty 220.172117 = -5566.953758 Iteration 8Q: 3 clusters Score -5566.954 nChanged 4 ComputeScore: Raw -5788.863062 + Penalty 220.172117 = -5568.690945 Iteration 9Q: 3 clusters Score -5568.691 nChanged 3 ComputeScore: Raw -5789.433646 + Penalty 220.172117 = -5569.261530 Iteration 10Q: 3 clusters Score -5569.262 nChanged 1 ComputeScore: Raw -5789.498842 + Penalty 220.172117 = -5569.326726 Iteration 11Q: 3 clusters Score -5569.327 nChanged 1 ComputeScore: Raw -5790.273090 + Penalty 220.172117 = -5570.100974 Iteration 12Q: 3 clusters Score -5570.101 nChanged 3 ComputeScore: Raw -5791.638042 + Penalty 220.172117 = -5571.465926 Iteration 13Q: 3 clusters Score -5571.466 nChanged 3 ComputeScore: Raw -5793.664050 + Penalty 220.172117 = -5573.491934 Iteration 14Q: 3 clusters Score -5573.492 nChanged 1 ComputeScore: Raw -5794.040775 + Penalty 220.172117 = -5573.868659 Iteration 15Q: 3 clusters Score -5573.869 nChanged 1 ComputeScore: Raw -5794.121686 + Penalty 220.172117 = -5573.949569 Iteration 16Q: 3 clusters Score -5573.95 nChanged 0 ComputeScore: Raw -5794.121686 + Penalty 220.172117 = -5573.949569 Iteration 17F: 3 clusters Score -5573.95 nChanged 0 Trying to split cluster 24 (943 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9915.633393 + Penalty 123.283193 = -9792.350200 Iteration 0F: 2 clusters Score -9792.35 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9373.017227 + Penalty 246.566386 = -9126.450841 Iteration 0F: 3 clusters Score -9126.451 nChanged 406 ComputeScore: Raw -9702.735700 + Penalty 246.566386 = -9456.169314 Iteration 1F: 3 clusters Score -9456.169 nChanged 61 ComputeScore: Raw -9747.297198 + Penalty 246.566386 = -9500.730812 Iteration 2F: 3 clusters Score -9500.731 nChanged 45 ComputeScore: Raw -9787.166367 + Penalty 246.566386 = -9540.599981 Iteration 3Q: 3 clusters Score -9540.6 nChanged 34 ComputeScore: Raw -9815.716143 + Penalty 246.566386 = -9569.149756 Iteration 4Q: 3 clusters Score -9569.15 nChanged 29 ComputeScore: Raw -9838.553624 + Penalty 246.566386 = -9591.987238 Iteration 5Q: 3 clusters Score -9591.987 nChanged 32 ComputeScore: Raw -9857.596538 + Penalty 246.566386 = -9611.030152 Iteration 6Q: 3 clusters Score -9611.03 nChanged 11 ComputeScore: Raw -9872.287198 + Penalty 246.566386 = -9625.720812 Iteration 7Q: 3 clusters Score -9625.721 nChanged 20 ComputeScore: Raw -9882.532273 + Penalty 246.566386 = -9635.965887 Iteration 8Q: 3 clusters Score -9635.966 nChanged 13 ComputeScore: Raw -9891.528541 + Penalty 246.566386 = -9644.962155 Iteration 9Q: 3 clusters Score -9644.962 nChanged 8 ComputeScore: Raw -9897.256450 + Penalty 246.566386 = -9650.690064 Iteration 10Q: 3 clusters Score -9650.69 nChanged 6 ComputeScore: Raw -9900.806608 + Penalty 246.566386 = -9654.240222 Iteration 11Q: 3 clusters Score -9654.24 nChanged 3 ComputeScore: Raw -9902.320215 + Penalty 246.566386 = -9655.753829 Iteration 12Q: 3 clusters Score -9655.754 nChanged 7 ComputeScore: Raw -9906.983707 + Penalty 246.566386 = -9660.417320 Iteration 13Q: 3 clusters Score -9660.417 nChanged 4 ComputeScore: Raw -9908.609996 + Penalty 246.566386 = -9662.043609 Iteration 14Q: 3 clusters Score -9662.044 nChanged 3 ComputeScore: Raw -9911.202220 + Penalty 246.566386 = -9664.635834 Iteration 15Q: 3 clusters Score -9664.636 nChanged 4 ComputeScore: Raw -9913.866303 + Penalty 246.566386 = -9667.299917 Iteration 16Q: 3 clusters Score -9667.3 nChanged 3 ComputeScore: Raw -9915.416734 + Penalty 246.566386 = -9668.850348 Iteration 17Q: 3 clusters Score -9668.85 nChanged 4 ComputeScore: Raw -9916.399682 + Penalty 246.566386 = -9669.833296 Iteration 18Q: 3 clusters Score -9669.833 nChanged 1 ComputeScore: Raw -9916.993306 + Penalty 246.566386 = -9670.426920 Iteration 19Q: 3 clusters Score -9670.427 nChanged 2 ComputeScore: Raw -9920.332676 + Penalty 246.566386 = -9673.766289 Iteration 20F: 3 clusters Score -9673.766 nChanged 4 ComputeScore: Raw -9922.318727 + Penalty 246.566386 = -9675.752341 Iteration 21Q: 3 clusters Score -9675.752 nChanged 2 ComputeScore: Raw -9923.372977 + Penalty 246.566386 = -9676.806591 Iteration 22Q: 3 clusters Score -9676.807 nChanged 2 ComputeScore: Raw -9923.728708 + Penalty 246.566386 = -9677.162321 Iteration 23Q: 3 clusters Score -9677.162 nChanged 3 ComputeScore: Raw -9925.265477 + Penalty 246.566386 = -9678.699090 Iteration 24Q: 3 clusters Score -9678.699 nChanged 5 ComputeScore: Raw -9926.710490 + Penalty 246.566386 = -9680.144104 Iteration 25Q: 3 clusters Score -9680.144 nChanged 4 ComputeScore: Raw -9927.789199 + Penalty 246.566386 = -9681.222813 Iteration 26Q: 3 clusters Score -9681.223 nChanged 3 ComputeScore: Raw -9929.607047 + Penalty 246.566386 = -9683.040661 Iteration 27Q: 3 clusters Score -9683.041 nChanged 4 ComputeScore: Raw -9931.203776 + Penalty 246.566386 = -9684.637390 Iteration 28Q: 3 clusters Score -9684.637 nChanged 7 ComputeScore: Raw -9938.055266 + Penalty 246.566386 = -9691.488879 Iteration 29Q: 3 clusters Score -9691.489 nChanged 10 ComputeScore: Raw -9946.348039 + Penalty 246.566386 = -9699.781653 Iteration 30Q: 3 clusters Score -9699.782 nChanged 10 ComputeScore: Raw -9951.165497 + Penalty 246.566386 = -9704.599110 Iteration 31Q: 3 clusters Score -9704.599 nChanged 12 ComputeScore: Raw -9959.566296 + Penalty 246.566386 = -9712.999910 Iteration 32Q: 3 clusters Score -9713 nChanged 12 ComputeScore: Raw -9970.137633 + Penalty 246.566386 = -9723.571247 Iteration 33Q: 3 clusters Score -9723.571 nChanged 16 ComputeScore: Raw -9985.388528 + Penalty 246.566386 = -9738.822142 Iteration 34Q: 3 clusters Score -9738.822 nChanged 15 ComputeScore: Raw -10001.821302 + Penalty 246.566386 = -9755.254916 Iteration 35Q: 3 clusters Score -9755.255 nChanged 11 ComputeScore: Raw -10016.466784 + Penalty 246.566386 = -9769.900398 Iteration 36Q: 3 clusters Score -9769.9 nChanged 10 ComputeScore: Raw -10025.835324 + Penalty 246.566386 = -9779.268937 Iteration 37Q: 3 clusters Score -9779.269 nChanged 12 ComputeScore: Raw -10036.114006 + Penalty 246.566386 = -9789.547620 Iteration 38Q: 3 clusters Score -9789.548 nChanged 4 ComputeScore: Raw -10037.699991 + Penalty 246.566386 = -9791.133605 Iteration 39Q: 3 clusters Score -9791.134 nChanged 3 ComputeScore: Raw -10055.477952 + Penalty 246.566386 = -9808.911566 Iteration 40F: 3 clusters Score -9808.912 nChanged 10 ComputeScore: Raw -10065.337717 + Penalty 246.566386 = -9818.771330 Iteration 41Q: 3 clusters Score -9818.771 nChanged 5 ComputeScore: Raw -10068.024514 + Penalty 246.566386 = -9821.458128 Iteration 42Q: 3 clusters Score -9821.458 nChanged 3 ComputeScore: Raw -10070.924565 + Penalty 246.566386 = -9824.358179 Iteration 43Q: 3 clusters Score -9824.358 nChanged 1 ComputeScore: Raw -10071.159277 + Penalty 246.566386 = -9824.592891 Iteration 44Q: 3 clusters Score -9824.593 nChanged 1 ComputeScore: Raw -10071.332597 + Penalty 246.566386 = -9824.766210 Iteration 45Q: 3 clusters Score -9824.766 nChanged 0 ComputeScore: Raw -10071.332597 + Penalty 246.566386 = -9824.766210 Iteration 46F: 3 clusters Score -9824.766 nChanged 0 ComputeScore: Raw -547076.284281 + Penalty 9775.579542 = -537300.704738Splitting cluster 24 changes total score from -537348.663441 to -537300.704738 So it's not getting split. Trying to split cluster 25 (2173 points) Assigned 2 initial classes randomly. ComputeScore: Raw -21309.482403 + Penalty 138.309552 = -21171.172851 Iteration 0F: 2 clusters Score -21171.17 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -20014.710371 + Penalty 276.619103 = -19738.091268 Iteration 0F: 3 clusters Score -19738.09 nChanged 981 ComputeScore: Raw -20624.575610 + Penalty 276.619103 = -20347.956507 Iteration 1F: 3 clusters Score -20347.96 nChanged 153 ComputeScore: Raw -20728.302496 + Penalty 276.619103 = -20451.683393 Iteration 2F: 3 clusters Score -20451.68 nChanged 168 ComputeScore: Raw -20865.342524 + Penalty 276.619103 = -20588.723421 Iteration 3F: 3 clusters Score -20588.72 nChanged 154 ComputeScore: Raw -21008.713729 + Penalty 276.619103 = -20732.094626 Iteration 4F: 3 clusters Score -20732.09 nChanged 96 ComputeScore: Raw -21094.173812 + Penalty 276.619103 = -20817.554709 Iteration 5Q: 3 clusters Score -20817.55 nChanged 68 ComputeScore: Raw -21147.211572 + Penalty 276.619103 = -20870.592469 Iteration 6Q: 3 clusters Score -20870.59 nChanged 48 ComputeScore: Raw -21181.994658 + Penalty 276.619103 = -20905.375554 Iteration 7Q: 3 clusters Score -20905.38 nChanged 38 ComputeScore: Raw -21206.594661 + Penalty 276.619103 = -20929.975557 Iteration 8Q: 3 clusters Score -20929.98 nChanged 36 ComputeScore: Raw -21235.063826 + Penalty 276.619103 = -20958.444723 Iteration 9Q: 3 clusters Score -20958.44 nChanged 29 ComputeScore: Raw -21256.696389 + Penalty 276.619103 = -20980.077285 Iteration 10Q: 3 clusters Score -20980.08 nChanged 18 ComputeScore: Raw -21270.376671 + Penalty 276.619103 = -20993.757567 Iteration 11Q: 3 clusters Score -20993.76 nChanged 14 ComputeScore: Raw -21281.130024 + Penalty 276.619103 = -21004.510921 Iteration 12Q: 3 clusters Score -21004.51 nChanged 13 ComputeScore: Raw -21290.223837 + Penalty 276.619103 = -21013.604734 Iteration 13Q: 3 clusters Score -21013.6 nChanged 16 ComputeScore: Raw -21302.869617 + Penalty 276.619103 = -21026.250514 Iteration 14Q: 3 clusters Score -21026.25 nChanged 11 ComputeScore: Raw -21312.250891 + Penalty 276.619103 = -21035.631788 Iteration 15Q: 3 clusters Score -21035.63 nChanged 12 ComputeScore: Raw -21324.407017 + Penalty 276.619103 = -21047.787914 Iteration 16Q: 3 clusters Score -21047.79 nChanged 8 ComputeScore: Raw -21333.915251 + Penalty 276.619103 = -21057.296148 Iteration 17Q: 3 clusters Score -21057.3 nChanged 3 ComputeScore: Raw -21336.190181 + Penalty 276.619103 = -21059.571077 Iteration 18Q: 3 clusters Score -21059.57 nChanged 0 ComputeScore: Raw -21336.190181 + Penalty 276.619103 = -21059.571077 Iteration 19F: 3 clusters Score -21059.57 nChanged 0 Trying to split cluster 26 (451 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6508.050172 + Penalty 110.006412 = -6398.043760 Iteration 0F: 2 clusters Score -6398.044 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6262.466101 + Penalty 220.012824 = -6042.453277 Iteration 0F: 3 clusters Score -6042.453 nChanged 173 ComputeScore: Raw -6360.047737 + Penalty 220.012824 = -6140.034912 Iteration 1F: 3 clusters Score -6140.035 nChanged 44 ComputeScore: Raw -6381.868442 + Penalty 220.012824 = -6161.855617 Iteration 2F: 3 clusters Score -6161.856 nChanged 25 ComputeScore: Raw -6402.062147 + Penalty 220.012824 = -6182.049323 Iteration 3F: 3 clusters Score -6182.049 nChanged 25 ComputeScore: Raw -6414.459542 + Penalty 220.012824 = -6194.446718 Iteration 4F: 3 clusters Score -6194.447 nChanged 12 ComputeScore: Raw -6421.506565 + Penalty 220.012824 = -6201.493741 Iteration 5Q: 3 clusters Score -6201.494 nChanged 14 ComputeScore: Raw -6436.682876 + Penalty 220.012824 = -6216.670052 Iteration 6Q: 3 clusters Score -6216.67 nChanged 14 ComputeScore: Raw -6448.697427 + Penalty 220.012824 = -6228.684603 Iteration 7Q: 3 clusters Score -6228.685 nChanged 13 ComputeScore: Raw -6458.777611 + Penalty 220.012824 = -6238.764787 Iteration 8Q: 3 clusters Score -6238.765 nChanged 9 ComputeScore: Raw -6462.610649 + Penalty 220.012824 = -6242.597825 Iteration 9Q: 3 clusters Score -6242.598 nChanged 5 ComputeScore: Raw -6464.750146 + Penalty 220.012824 = -6244.737321 Iteration 10Q: 3 clusters Score -6244.737 nChanged 3 ComputeScore: Raw -6467.715894 + Penalty 220.012824 = -6247.703070 Iteration 11Q: 3 clusters Score -6247.703 nChanged 5 ComputeScore: Raw -6470.343505 + Penalty 220.012824 = -6250.330680 Iteration 12Q: 3 clusters Score -6250.331 nChanged 6 ComputeScore: Raw -6473.339946 + Penalty 220.012824 = -6253.327122 Iteration 13Q: 3 clusters Score -6253.327 nChanged 3 ComputeScore: Raw -6474.534862 + Penalty 220.012824 = -6254.522038 Iteration 14Q: 3 clusters Score -6254.522 nChanged 2 ComputeScore: Raw -6474.892283 + Penalty 220.012824 = -6254.879459 Iteration 15Q: 3 clusters Score -6254.879 nChanged 1 ComputeScore: Raw -6474.979175 + Penalty 220.012824 = -6254.966351 Iteration 16Q: 3 clusters Score -6254.966 nChanged 0 ComputeScore: Raw -6474.979175 + Penalty 220.012824 = -6254.966351 Iteration 17F: 3 clusters Score -6254.966 nChanged 0 Trying to split cluster 27 (448 points) Assigned 2 initial classes randomly. ComputeScore: Raw -5453.945405 + Penalty 109.886278 = -5344.059126 Iteration 0F: 2 clusters Score -5344.059 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -5212.321469 + Penalty 219.772556 = -4992.548912 Iteration 0F: 3 clusters Score -4992.549 nChanged 190 ComputeScore: Raw -5344.887405 + Penalty 219.772556 = -5125.114848 Iteration 1F: 3 clusters Score -5125.115 nChanged 26 ComputeScore: Raw -5361.534914 + Penalty 219.772556 = -5141.762357 Iteration 2F: 3 clusters Score -5141.762 nChanged 20 ComputeScore: Raw -5374.718540 + Penalty 219.772556 = -5154.945984 Iteration 3Q: 3 clusters Score -5154.946 nChanged 15 ComputeScore: Raw -5381.220712 + Penalty 219.772556 = -5161.448156 Iteration 4Q: 3 clusters Score -5161.448 nChanged 5 ComputeScore: Raw -5385.537733 + Penalty 219.772556 = -5165.765177 Iteration 5Q: 3 clusters Score -5165.765 nChanged 5 ComputeScore: Raw -5386.967655 + Penalty 219.772556 = -5167.195099 Iteration 6Q: 3 clusters Score -5167.195 nChanged 5 ComputeScore: Raw -5390.023233 + Penalty 219.772556 = -5170.250677 Iteration 7Q: 3 clusters Score -5170.251 nChanged 4 ComputeScore: Raw -5392.115407 + Penalty 219.772556 = -5172.342851 Iteration 8Q: 3 clusters Score -5172.343 nChanged 4 ComputeScore: Raw -5404.270165 + Penalty 219.772556 = -5184.497609 Iteration 9Q: 3 clusters Score -5184.498 nChanged 8 ComputeScore: Raw -5420.763619 + Penalty 219.772556 = -5200.991063 Iteration 10Q: 3 clusters Score -5200.991 nChanged 5 ComputeScore: Raw -5422.999741 + Penalty 219.772556 = -5203.227185 Iteration 11Q: 3 clusters Score -5203.227 nChanged 1 ComputeScore: Raw -5423.055047 + Penalty 219.772556 = -5203.282491 Iteration 12Q: 3 clusters Score -5203.282 nChanged 0 ComputeScore: Raw -5423.055047 + Penalty 219.772556 = -5203.282491 Iteration 13F: 3 clusters Score -5203.282 nChanged 0 Trying to split cluster 28 (838 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10500.269008 + Penalty 121.158326 = -10379.110682 Iteration 0F: 2 clusters Score -10379.11 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10026.225582 + Penalty 242.316652 = -9783.908930 Iteration 0F: 3 clusters Score -9783.909 nChanged 364 ComputeScore: Raw -10243.847096 + Penalty 242.316652 = -10001.530444 Iteration 1F: 3 clusters Score -10001.53 nChanged 66 ComputeScore: Raw -10279.691222 + Penalty 242.316652 = -10037.374570 Iteration 2F: 3 clusters Score -10037.37 nChanged 50 ComputeScore: Raw -10305.713476 + Penalty 242.316652 = -10063.396824 Iteration 3F: 3 clusters Score -10063.4 nChanged 43 ComputeScore: Raw -10338.298049 + Penalty 242.316652 = -10095.981398 Iteration 4F: 3 clusters Score -10095.98 nChanged 50 ComputeScore: Raw -10374.302943 + Penalty 242.316652 = -10131.986291 Iteration 5F: 3 clusters Score -10131.99 nChanged 50 ComputeScore: Raw -10415.539259 + Penalty 242.316652 = -10173.222607 Iteration 6F: 3 clusters Score -10173.22 nChanged 36 ComputeScore: Raw -10445.702956 + Penalty 242.316652 = -10203.386304 Iteration 7Q: 3 clusters Score -10203.39 nChanged 28 ComputeScore: Raw -10472.818468 + Penalty 242.316652 = -10230.501816 Iteration 8Q: 3 clusters Score -10230.5 nChanged 23 ComputeScore: Raw -10490.014475 + Penalty 242.316652 = -10247.697824 Iteration 9Q: 3 clusters Score -10247.7 nChanged 10 ComputeScore: Raw -10495.962007 + Penalty 242.316652 = -10253.645355 Iteration 10Q: 3 clusters Score -10253.65 nChanged 10 ComputeScore: Raw -10506.656198 + Penalty 242.316652 = -10264.339546 Iteration 11Q: 3 clusters Score -10264.34 nChanged 9 ComputeScore: Raw -10526.205163 + Penalty 242.316652 = -10283.888511 Iteration 12Q: 3 clusters Score -10283.89 nChanged 9 ComputeScore: Raw -10540.378519 + Penalty 242.316652 = -10298.061867 Iteration 13Q: 3 clusters Score -10298.06 nChanged 3 ComputeScore: Raw -10541.533355 + Penalty 242.316652 = -10299.216704 Iteration 14Q: 3 clusters Score -10299.22 nChanged 2 ComputeScore: Raw -10542.432296 + Penalty 242.316652 = -10300.115644 Iteration 15Q: 3 clusters Score -10300.12 nChanged 1 ComputeScore: Raw -10542.581497 + Penalty 242.316652 = -10300.264845 Iteration 16Q: 3 clusters Score -10300.26 nChanged 0 ComputeScore: Raw -10542.581497 + Penalty 242.316652 = -10300.264845 Iteration 17F: 3 clusters Score -10300.26 nChanged 0 Trying to split cluster 29 (4424 points) Assigned 2 initial classes randomly. ComputeScore: Raw -40606.828463 + Penalty 151.106392 = -40455.722071 Iteration 0F: 2 clusters Score -40455.72 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -37799.258010 + Penalty 302.212784 = -37497.045227 Iteration 0F: 3 clusters Score -37497.05 nChanged 2088 ComputeScore: Raw -39083.805934 + Penalty 302.212784 = -38781.593150 Iteration 1F: 3 clusters Score -38781.59 nChanged 268 ComputeScore: Raw -39207.700819 + Penalty 302.212784 = -38905.488036 Iteration 2F: 3 clusters Score -38905.49 nChanged 246 ComputeScore: Raw -39329.228140 + Penalty 302.212784 = -39027.015357 Iteration 3F: 3 clusters Score -39027.02 nChanged 250 ComputeScore: Raw -39467.532339 + Penalty 302.212784 = -39165.319555 Iteration 4F: 3 clusters Score -39165.32 nChanged 267 ComputeScore: Raw -39657.336714 + Penalty 302.212784 = -39355.123930 Iteration 5F: 3 clusters Score -39355.12 nChanged 268 ComputeScore: Raw -39881.160976 + Penalty 302.212784 = -39578.948192 Iteration 6F: 3 clusters Score -39578.95 nChanged 248 ComputeScore: Raw -40108.717703 + Penalty 302.212784 = -39806.504920 Iteration 7F: 3 clusters Score -39806.5 nChanged 209 ComputeScore: Raw -40310.396516 + Penalty 302.212784 = -40008.183732 Iteration 8Q: 3 clusters Score -40008.18 nChanged 140 ComputeScore: Raw -40449.961234 + Penalty 302.212784 = -40147.748450 Iteration 9Q: 3 clusters Score -40147.75 nChanged 86 ComputeScore: Raw -40529.897875 + Penalty 302.212784 = -40227.685092 Iteration 10Q: 3 clusters Score -40227.69 nChanged 52 ComputeScore: Raw -40576.452851 + Penalty 302.212784 = -40274.240067 Iteration 11Q: 3 clusters Score -40274.24 nChanged 14 ComputeScore: Raw -40589.386705 + Penalty 302.212784 = -40287.173921 Iteration 12Q: 3 clusters Score -40287.17 nChanged 10 ComputeScore: Raw -40600.147314 + Penalty 302.212784 = -40297.934530 Iteration 13Q: 3 clusters Score -40297.93 nChanged 6 ComputeScore: Raw -40608.013590 + Penalty 302.212784 = -40305.800807 Iteration 14Q: 3 clusters Score -40305.8 nChanged 5 ComputeScore: Raw -40613.593907 + Penalty 302.212784 = -40311.381123 Iteration 15Q: 3 clusters Score -40311.38 nChanged 5 ComputeScore: Raw -40619.052909 + Penalty 302.212784 = -40316.840126 Iteration 16Q: 3 clusters Score -40316.84 nChanged 1 ComputeScore: Raw -40620.338696 + Penalty 302.212784 = -40318.125913 Iteration 17Q: 3 clusters Score -40318.13 nChanged 0 ComputeScore: Raw -40620.338696 + Penalty 302.212784 = -40318.125913 Iteration 18F: 3 clusters Score -40318.13 nChanged 0 Trying to split cluster 30 (245 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3757.546391 + Penalty 99.022648 = -3658.523743 Iteration 0F: 2 clusters Score -3658.524 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3637.356715 + Penalty 198.045296 = -3439.311420 Iteration 0F: 3 clusters Score -3439.311 nChanged 91 ComputeScore: Raw -3694.605198 + Penalty 198.045296 = -3496.559902 Iteration 1F: 3 clusters Score -3496.56 nChanged 27 ComputeScore: Raw -3709.780400 + Penalty 198.045296 = -3511.735105 Iteration 2F: 3 clusters Score -3511.735 nChanged 17 ComputeScore: Raw -3720.626463 + Penalty 198.045296 = -3522.581168 Iteration 3F: 3 clusters Score -3522.581 nChanged 10 ComputeScore: Raw -3727.952083 + Penalty 198.045296 = -3529.906788 Iteration 4Q: 3 clusters Score -3529.907 nChanged 11 ComputeScore: Raw -3737.633054 + Penalty 198.045296 = -3539.587759 Iteration 5Q: 3 clusters Score -3539.588 nChanged 5 ComputeScore: Raw -3741.070768 + Penalty 198.045296 = -3543.025472 Iteration 6Q: 3 clusters Score -3543.025 nChanged 4 ComputeScore: Raw -3743.556872 + Penalty 198.045296 = -3545.511576 Iteration 7Q: 3 clusters Score -3545.512 nChanged 3 ComputeScore: Raw -3744.395700 + Penalty 198.045296 = -3546.350404 Iteration 8Q: 3 clusters Score -3546.35 nChanged 1 ComputeScore: Raw -3744.829026 + Penalty 198.045296 = -3546.783731 Iteration 9Q: 3 clusters Score -3546.784 nChanged 0 ComputeScore: Raw -3744.829026 + Penalty 198.045296 = -3546.783731 Iteration 10F: 3 clusters Score -3546.784 nChanged 0 Trying to split cluster 31 (782 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9647.256736 + Penalty 119.913385 = -9527.343351 Iteration 0F: 2 clusters Score -9527.343 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -9202.309833 + Penalty 239.826771 = -8962.483062 Iteration 0F: 3 clusters Score -8962.483 nChanged 335 ComputeScore: Raw -9394.209137 + Penalty 239.826771 = -9154.382366 Iteration 1F: 3 clusters Score -9154.382 nChanged 54 ComputeScore: Raw -9431.167619 + Penalty 239.826771 = -9191.340849 Iteration 2F: 3 clusters Score -9191.341 nChanged 58 ComputeScore: Raw -9473.268174 + Penalty 239.826771 = -9233.441403 Iteration 3F: 3 clusters Score -9233.441 nChanged 56 ComputeScore: Raw -9519.214051 + Penalty 239.826771 = -9279.387280 Iteration 4F: 3 clusters Score -9279.387 nChanged 50 ComputeScore: Raw -9569.819168 + Penalty 239.826771 = -9329.992398 Iteration 5F: 3 clusters Score -9329.992 nChanged 35 ComputeScore: Raw -9599.385876 + Penalty 239.826771 = -9359.559105 Iteration 6Q: 3 clusters Score -9359.559 nChanged 20 ComputeScore: Raw -9610.208965 + Penalty 239.826771 = -9370.382195 Iteration 7Q: 3 clusters Score -9370.382 nChanged 9 ComputeScore: Raw -9613.627228 + Penalty 239.826771 = -9373.800457 Iteration 8Q: 3 clusters Score -9373.8 nChanged 4 ComputeScore: Raw -9615.047955 + Penalty 239.826771 = -9375.221185 Iteration 9Q: 3 clusters Score -9375.221 nChanged 6 ComputeScore: Raw -9621.839464 + Penalty 239.826771 = -9382.012693 Iteration 10Q: 3 clusters Score -9382.013 nChanged 7 ComputeScore: Raw -9625.850972 + Penalty 239.826771 = -9386.024201 Iteration 11Q: 3 clusters Score -9386.024 nChanged 5 ComputeScore: Raw -9628.029709 + Penalty 239.826771 = -9388.202938 Iteration 12Q: 3 clusters Score -9388.203 nChanged 7 ComputeScore: Raw -9631.950212 + Penalty 239.826771 = -9392.123442 Iteration 13Q: 3 clusters Score -9392.123 nChanged 6 ComputeScore: Raw -9635.636029 + Penalty 239.826771 = -9395.809259 Iteration 14Q: 3 clusters Score -9395.809 nChanged 2 ComputeScore: Raw -9636.144915 + Penalty 239.826771 = -9396.318144 Iteration 15Q: 3 clusters Score -9396.318 nChanged 1 ComputeScore: Raw -9636.339615 + Penalty 239.826771 = -9396.512844 Iteration 16Q: 3 clusters Score -9396.513 nChanged 1 ComputeScore: Raw -9636.656199 + Penalty 239.826771 = -9396.829429 Iteration 17Q: 3 clusters Score -9396.829 nChanged 3 ComputeScore: Raw -9637.287490 + Penalty 239.826771 = -9397.460720 Iteration 18Q: 3 clusters Score -9397.461 nChanged 2 ComputeScore: Raw -9637.820830 + Penalty 239.826771 = -9397.994059 Iteration 19Q: 3 clusters Score -9397.994 nChanged 4 ComputeScore: Raw -9638.646214 + Penalty 239.826771 = -9398.819444 Iteration 20F: 3 clusters Score -9398.819 nChanged 1 ComputeScore: Raw -9638.865430 + Penalty 239.826771 = -9399.038659 Iteration 21Q: 3 clusters Score -9399.039 nChanged 0 ComputeScore: Raw -9638.865430 + Penalty 239.826771 = -9399.038659 Iteration 22F: 3 clusters Score -9399.039 nChanged 0 Trying to split cluster 32 (278 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3806.681172 + Penalty 101.297180 = -3705.383992 Iteration 0F: 2 clusters Score -3705.384 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3670.846528 + Penalty 202.594360 = -3468.252168 Iteration 0F: 3 clusters Score -3468.252 nChanged 107 ComputeScore: Raw -3753.013142 + Penalty 202.594360 = -3550.418782 Iteration 1F: 3 clusters Score -3550.419 nChanged 26 ComputeScore: Raw -3780.882615 + Penalty 202.594360 = -3578.288255 Iteration 2F: 3 clusters Score -3578.288 nChanged 17 ComputeScore: Raw -3814.330486 + Penalty 202.594360 = -3611.736126 Iteration 3F: 3 clusters Score -3611.736 nChanged 19 ComputeScore: Raw -3841.033516 + Penalty 202.594360 = -3638.439155 Iteration 4F: 3 clusters Score -3638.439 nChanged 12 ComputeScore: Raw -3850.633977 + Penalty 202.594360 = -3648.039617 Iteration 5Q: 3 clusters Score -3648.04 nChanged 7 ComputeScore: Raw -3857.358610 + Penalty 202.594360 = -3654.764250 Iteration 6Q: 3 clusters Score -3654.764 nChanged 5 ComputeScore: Raw -3862.045813 + Penalty 202.594360 = -3659.451453 Iteration 7Q: 3 clusters Score -3659.451 nChanged 3 ComputeScore: Raw -3863.287166 + Penalty 202.594360 = -3660.692806 Iteration 8Q: 3 clusters Score -3660.693 nChanged 1 ComputeScore: Raw -3863.778862 + Penalty 202.594360 = -3661.184502 Iteration 9Q: 3 clusters Score -3661.185 nChanged 1 ComputeScore: Raw -3864.203107 + Penalty 202.594360 = -3661.608747 Iteration 10Q: 3 clusters Score -3661.609 nChanged 1 ComputeScore: Raw -3864.306396 + Penalty 202.594360 = -3661.712036 Iteration 11Q: 3 clusters Score -3661.712 nChanged 1 ComputeScore: Raw -3865.775156 + Penalty 202.594360 = -3663.180796 Iteration 12Q: 3 clusters Score -3663.181 nChanged 5 ComputeScore: Raw -3876.273934 + Penalty 202.594360 = -3673.679574 Iteration 13Q: 3 clusters Score -3673.68 nChanged 9 ComputeScore: Raw -3910.856743 + Penalty 202.594360 = -3708.262383 Iteration 14Q: 3 clusters Score -3708.262 nChanged 4 ComputeScore: Raw -3924.495588 + Penalty 202.594360 = -3721.901228 Iteration 15Q: 3 clusters Score -3721.901 nChanged 2 ComputeScore: Raw -3934.457375 + Penalty 202.594360 = -3731.863015 Iteration 16Q: 3 clusters Score -3731.863 nChanged 2 ComputeScore: Raw -3955.977065 + Penalty 202.594360 = -3753.382705 Iteration 17Q: 3 clusters Score -3753.383 nChanged 0 ComputeScore: Raw -3955.977065 + Penalty 202.594360 = -3753.382705 Iteration 18F: 3 clusters Score -3753.383 nChanged 0 ComputeScore: Raw -547069.880970 + Penalty 9775.579542 = -537294.301427Splitting cluster 32 changes total score from -537348.663441 to -537294.301427 So it's not getting split. Trying to split cluster 33 (806 points) Assigned 2 initial classes randomly. ComputeScore: Raw -9305.595369 + Penalty 120.457507 = -9185.137862 Iteration 0F: 2 clusters Score -9185.138 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -8859.896131 + Penalty 240.915015 = -8618.981116 Iteration 0F: 3 clusters Score -8618.981 nChanged 332 ComputeScore: Raw -9084.569848 + Penalty 240.915015 = -8843.654834 Iteration 1F: 3 clusters Score -8843.655 nChanged 80 ComputeScore: Raw -9146.796763 + Penalty 240.915015 = -8905.881748 Iteration 2F: 3 clusters Score -8905.882 nChanged 51 ComputeScore: Raw -9193.068120 + Penalty 240.915015 = -8952.153105 Iteration 3F: 3 clusters Score -8952.153 nChanged 44 ComputeScore: Raw -9237.833184 + Penalty 240.915015 = -8996.918169 Iteration 4F: 3 clusters Score -8996.918 nChanged 32 ComputeScore: Raw -9260.945201 + Penalty 240.915015 = -9020.030187 Iteration 5Q: 3 clusters Score -9020.03 nChanged 23 ComputeScore: Raw -9276.822154 + Penalty 240.915015 = -9035.907139 Iteration 6Q: 3 clusters Score -9035.907 nChanged 14 ComputeScore: Raw -9291.890513 + Penalty 240.915015 = -9050.975498 Iteration 7Q: 3 clusters Score -9050.975 nChanged 23 ComputeScore: Raw -9319.283371 + Penalty 240.915015 = -9078.368356 Iteration 8Q: 3 clusters Score -9078.368 nChanged 16 ComputeScore: Raw -9337.423608 + Penalty 240.915015 = -9096.508593 Iteration 9Q: 3 clusters Score -9096.509 nChanged 13 ComputeScore: Raw -9355.523211 + Penalty 240.915015 = -9114.608196 Iteration 10Q: 3 clusters Score -9114.608 nChanged 13 ComputeScore: Raw -9382.137216 + Penalty 240.915015 = -9141.222201 Iteration 11Q: 3 clusters Score -9141.222 nChanged 9 ComputeScore: Raw -9398.390108 + Penalty 240.915015 = -9157.475093 Iteration 12Q: 3 clusters Score -9157.475 nChanged 3 ComputeScore: Raw -9405.271830 + Penalty 240.915015 = -9164.356815 Iteration 13Q: 3 clusters Score -9164.357 nChanged 2 ComputeScore: Raw -9406.771058 + Penalty 240.915015 = -9165.856043 Iteration 14Q: 3 clusters Score -9165.856 nChanged 1 ComputeScore: Raw -9407.013035 + Penalty 240.915015 = -9166.098021 Iteration 15Q: 3 clusters Score -9166.098 nChanged 1 ComputeScore: Raw -9407.179259 + Penalty 240.915015 = -9166.264244 Iteration 16Q: 3 clusters Score -9166.264 nChanged 1 ComputeScore: Raw -9407.687705 + Penalty 240.915015 = -9166.772690 Iteration 17Q: 3 clusters Score -9166.773 nChanged 1 ComputeScore: Raw -9407.913770 + Penalty 240.915015 = -9166.998755 Iteration 18Q: 3 clusters Score -9166.999 nChanged 0 ComputeScore: Raw -9407.913770 + Penalty 240.915015 = -9166.998755 Iteration 19F: 3 clusters Score -9166.999 nChanged 0 Trying to split cluster 34 (323 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4573.087651 + Penalty 103.997742 = -4469.089909 Iteration 0F: 2 clusters Score -4469.09 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4415.544948 + Penalty 207.995484 = -4207.549464 Iteration 0F: 3 clusters Score -4207.549 nChanged 120 ComputeScore: Raw -4488.695849 + Penalty 207.995484 = -4280.700366 Iteration 1F: 3 clusters Score -4280.7 nChanged 29 ComputeScore: Raw -4510.171409 + Penalty 207.995484 = -4302.175925 Iteration 2F: 3 clusters Score -4302.176 nChanged 18 ComputeScore: Raw -4519.538549 + Penalty 207.995484 = -4311.543066 Iteration 3F: 3 clusters Score -4311.543 nChanged 8 ComputeScore: Raw -4523.938334 + Penalty 207.995484 = -4315.942850 Iteration 4Q: 3 clusters Score -4315.943 nChanged 10 ComputeScore: Raw -4532.219361 + Penalty 207.995484 = -4324.223877 Iteration 5Q: 3 clusters Score -4324.224 nChanged 9 ComputeScore: Raw -4542.956612 + Penalty 207.995484 = -4334.961128 Iteration 6Q: 3 clusters Score -4334.961 nChanged 10 ComputeScore: Raw -4551.936262 + Penalty 207.995484 = -4343.940778 Iteration 7Q: 3 clusters Score -4343.941 nChanged 8 ComputeScore: Raw -4559.635439 + Penalty 207.995484 = -4351.639955 Iteration 8Q: 3 clusters Score -4351.64 nChanged 8 ComputeScore: Raw -4566.567059 + Penalty 207.995484 = -4358.571575 Iteration 9Q: 3 clusters Score -4358.572 nChanged 4 ComputeScore: Raw -4569.280345 + Penalty 207.995484 = -4361.284862 Iteration 10Q: 3 clusters Score -4361.285 nChanged 2 ComputeScore: Raw -4571.956984 + Penalty 207.995484 = -4363.961501 Iteration 11Q: 3 clusters Score -4363.962 nChanged 2 ComputeScore: Raw -4573.434129 + Penalty 207.995484 = -4365.438645 Iteration 12Q: 3 clusters Score -4365.439 nChanged 2 ComputeScore: Raw -4574.311828 + Penalty 207.995484 = -4366.316344 Iteration 13Q: 3 clusters Score -4366.316 nChanged 2 ComputeScore: Raw -4574.993050 + Penalty 207.995484 = -4366.997566 Iteration 14Q: 3 clusters Score -4366.998 nChanged 1 ComputeScore: Raw -4575.190489 + Penalty 207.995484 = -4367.195005 Iteration 15Q: 3 clusters Score -4367.195 nChanged 1 ComputeScore: Raw -4575.220725 + Penalty 207.995484 = -4367.225241 Iteration 16Q: 3 clusters Score -4367.225 nChanged 0 ComputeScore: Raw -4575.220725 + Penalty 207.995484 = -4367.225241 Iteration 17F: 3 clusters Score -4367.225 nChanged 0 Trying to split cluster 35 (277 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3919.902162 + Penalty 101.232315 = -3818.669847 Iteration 0F: 2 clusters Score -3818.67 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3785.513902 + Penalty 202.464630 = -3583.049272 Iteration 0F: 3 clusters Score -3583.049 nChanged 112 ComputeScore: Raw -3866.163507 + Penalty 202.464630 = -3663.698877 Iteration 1F: 3 clusters Score -3663.699 nChanged 26 ComputeScore: Raw -3883.685455 + Penalty 202.464630 = -3681.220825 Iteration 2F: 3 clusters Score -3681.221 nChanged 12 ComputeScore: Raw -3891.794577 + Penalty 202.464630 = -3689.329947 Iteration 3Q: 3 clusters Score -3689.33 nChanged 9 ComputeScore: Raw -3899.738721 + Penalty 202.464630 = -3697.274091 Iteration 4Q: 3 clusters Score -3697.274 nChanged 7 ComputeScore: Raw -3902.398032 + Penalty 202.464630 = -3699.933402 Iteration 5Q: 3 clusters Score -3699.933 nChanged 2 ComputeScore: Raw -3903.879456 + Penalty 202.464630 = -3701.414826 Iteration 6Q: 3 clusters Score -3701.415 nChanged 1 ComputeScore: Raw -3904.613203 + Penalty 202.464630 = -3702.148573 Iteration 7Q: 3 clusters Score -3702.149 nChanged 0 ComputeScore: Raw -3904.613203 + Penalty 202.464630 = -3702.148573 Iteration 8F: 3 clusters Score -3702.149 nChanged 0 Trying to split cluster 36 (2614 points) Assigned 2 initial classes randomly. ComputeScore: Raw -27784.416947 + Penalty 141.635464 = -27642.781483 Iteration 0F: 2 clusters Score -27642.78 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -26203.009329 + Penalty 283.270928 = -25919.738401 Iteration 0F: 3 clusters Score -25919.74 nChanged 1229 ComputeScore: Raw -26870.013050 + Penalty 283.270928 = -26586.742121 Iteration 1F: 3 clusters Score -26586.74 nChanged 140 ComputeScore: Raw -26934.776874 + Penalty 283.270928 = -26651.505946 Iteration 2F: 3 clusters Score -26651.51 nChanged 133 ComputeScore: Raw -26990.848759 + Penalty 283.270928 = -26707.577831 Iteration 3F: 3 clusters Score -26707.58 nChanged 116 ComputeScore: Raw -27044.785023 + Penalty 283.270928 = -26761.514095 Iteration 4Q: 3 clusters Score -26761.51 nChanged 133 ComputeScore: Raw -27119.442217 + Penalty 283.270928 = -26836.171289 Iteration 5F: 3 clusters Score -26836.17 nChanged 133 ComputeScore: Raw -27200.911299 + Penalty 283.270928 = -26917.640371 Iteration 6F: 3 clusters Score -26917.64 nChanged 118 ComputeScore: Raw -27284.951055 + Penalty 283.270928 = -27001.680127 Iteration 7Q: 3 clusters Score -27001.68 nChanged 117 ComputeScore: Raw -27369.444604 + Penalty 283.270928 = -27086.173676 Iteration 8Q: 3 clusters Score -27086.17 nChanged 107 ComputeScore: Raw -27450.475033 + Penalty 283.270928 = -27167.204105 Iteration 9Q: 3 clusters Score -27167.2 nChanged 82 ComputeScore: Raw -27511.927595 + Penalty 283.270928 = -27228.656667 Iteration 10Q: 3 clusters Score -27228.66 nChanged 75 ComputeScore: Raw -27571.693973 + Penalty 283.270928 = -27288.423045 Iteration 11Q: 3 clusters Score -27288.42 nChanged 62 ComputeScore: Raw -27629.144471 + Penalty 283.270928 = -27345.873543 Iteration 12Q: 3 clusters Score -27345.87 nChanged 54 ComputeScore: Raw -27667.803818 + Penalty 283.270928 = -27384.532890 Iteration 13Q: 3 clusters Score -27384.53 nChanged 36 ComputeScore: Raw -27692.193883 + Penalty 283.270928 = -27408.922955 Iteration 14Q: 3 clusters Score -27408.92 nChanged 42 ComputeScore: Raw -27717.975751 + Penalty 283.270928 = -27434.704823 Iteration 15Q: 3 clusters Score -27434.7 nChanged 32 ComputeScore: Raw -27736.567601 + Penalty 283.270928 = -27453.296673 Iteration 16Q: 3 clusters Score -27453.3 nChanged 26 ComputeScore: Raw -27758.384591 + Penalty 283.270928 = -27475.113663 Iteration 17Q: 3 clusters Score -27475.11 nChanged 26 ComputeScore: Raw -27780.451562 + Penalty 283.270928 = -27497.180634 Iteration 18Q: 3 clusters Score -27497.18 nChanged 24 ComputeScore: Raw -27799.895121 + Penalty 283.270928 = -27516.624193 Iteration 19Q: 3 clusters Score -27516.62 nChanged 23 ComputeScore: Raw -27812.933872 + Penalty 283.270928 = -27529.662944 Iteration 20F: 3 clusters Score -27529.66 nChanged 21 ComputeScore: Raw -27818.459968 + Penalty 283.270928 = -27535.189040 Iteration 21Q: 3 clusters Score -27535.19 nChanged 18 ComputeScore: Raw -27822.399722 + Penalty 283.270928 = -27539.128794 Iteration 22Q: 3 clusters Score -27539.13 nChanged 13 ComputeScore: Raw -27826.089502 + Penalty 283.270928 = -27542.818574 Iteration 23Q: 3 clusters Score -27542.82 nChanged 12 ComputeScore: Raw -27828.294901 + Penalty 283.270928 = -27545.023973 Iteration 24Q: 3 clusters Score -27545.02 nChanged 8 ComputeScore: Raw -27829.475983 + Penalty 283.270928 = -27546.205054 Iteration 25Q: 3 clusters Score -27546.21 nChanged 6 ComputeScore: Raw -27830.019966 + Penalty 283.270928 = -27546.749038 Iteration 26Q: 3 clusters Score -27546.75 nChanged 3 ComputeScore: Raw -27830.371837 + Penalty 283.270928 = -27547.100909 Iteration 27Q: 3 clusters Score -27547.1 nChanged 7 ComputeScore: Raw -27832.067397 + Penalty 283.270928 = -27548.796469 Iteration 28Q: 3 clusters Score -27548.8 nChanged 14 ComputeScore: Raw -27835.973477 + Penalty 283.270928 = -27552.702549 Iteration 29Q: 3 clusters Score -27552.7 nChanged 7 ComputeScore: Raw -27837.040673 + Penalty 283.270928 = -27553.769745 Iteration 30Q: 3 clusters Score -27553.77 nChanged 5 ComputeScore: Raw -27837.760260 + Penalty 283.270928 = -27554.489331 Iteration 31Q: 3 clusters Score -27554.49 nChanged 7 ComputeScore: Raw -27838.652128 + Penalty 283.270928 = -27555.381200 Iteration 32Q: 3 clusters Score -27555.38 nChanged 6 ComputeScore: Raw -27839.196596 + Penalty 283.270928 = -27555.925668 Iteration 33Q: 3 clusters Score -27555.93 nChanged 6 ComputeScore: Raw -27840.535158 + Penalty 283.270928 = -27557.264230 Iteration 34Q: 3 clusters Score -27557.26 nChanged 6 ComputeScore: Raw -27841.463518 + Penalty 283.270928 = -27558.192590 Iteration 35Q: 3 clusters Score -27558.19 nChanged 5 ComputeScore: Raw -27842.049849 + Penalty 283.270928 = -27558.778921 Iteration 36Q: 3 clusters Score -27558.78 nChanged 3 ComputeScore: Raw -27842.282573 + Penalty 283.270928 = -27559.011644 Iteration 37Q: 3 clusters Score -27559.01 nChanged 5 ComputeScore: Raw -27843.231256 + Penalty 283.270928 = -27559.960328 Iteration 38Q: 3 clusters Score -27559.96 nChanged 6 ComputeScore: Raw -27844.015855 + Penalty 283.270928 = -27560.744927 Iteration 39Q: 3 clusters Score -27560.74 nChanged 5 ComputeScore: Raw -27845.021534 + Penalty 283.270928 = -27561.750606 Iteration 40F: 3 clusters Score -27561.75 nChanged 6 ComputeScore: Raw -27846.231685 + Penalty 283.270928 = -27562.960756 Iteration 41Q: 3 clusters Score -27562.96 nChanged 6 ComputeScore: Raw -27847.975531 + Penalty 283.270928 = -27564.704603 Iteration 42Q: 3 clusters Score -27564.7 nChanged 9 ComputeScore: Raw -27850.012341 + Penalty 283.270928 = -27566.741413 Iteration 43Q: 3 clusters Score -27566.74 nChanged 13 ComputeScore: Raw -27852.747689 + Penalty 283.270928 = -27569.476760 Iteration 44Q: 3 clusters Score -27569.48 nChanged 11 ComputeScore: Raw -27854.920851 + Penalty 283.270928 = -27571.649923 Iteration 45Q: 3 clusters Score -27571.65 nChanged 17 ComputeScore: Raw -27858.585862 + Penalty 283.270928 = -27575.314934 Iteration 46Q: 3 clusters Score -27575.31 nChanged 16 ComputeScore: Raw -27862.143499 + Penalty 283.270928 = -27578.872571 Iteration 47Q: 3 clusters Score -27578.87 nChanged 10 ComputeScore: Raw -27864.218220 + Penalty 283.270928 = -27580.947292 Iteration 48Q: 3 clusters Score -27580.95 nChanged 13 ComputeScore: Raw -27867.859197 + Penalty 283.270928 = -27584.588269 Iteration 49Q: 3 clusters Score -27584.59 nChanged 16 ComputeScore: Raw -27873.718878 + Penalty 283.270928 = -27590.447950 Iteration 50Q: 3 clusters Score -27590.45 nChanged 12 ComputeScore: Raw -27877.373205 + Penalty 283.270928 = -27594.102277 Iteration 51Q: 3 clusters Score -27594.1 nChanged 9 ComputeScore: Raw -27878.635802 + Penalty 283.270928 = -27595.364873 Iteration 52Q: 3 clusters Score -27595.36 nChanged 7 ComputeScore: Raw -27879.659316 + Penalty 283.270928 = -27596.388388 Iteration 53Q: 3 clusters Score -27596.39 nChanged 4 ComputeScore: Raw -27879.896282 + Penalty 283.270928 = -27596.625354 Iteration 54Q: 3 clusters Score -27596.63 nChanged 4 ComputeScore: Raw -27880.177414 + Penalty 283.270928 = -27596.906486 Iteration 55Q: 3 clusters Score -27596.91 nChanged 4 ComputeScore: Raw -27880.579675 + Penalty 283.270928 = -27597.308747 Iteration 56Q: 3 clusters Score -27597.31 nChanged 4 ComputeScore: Raw -27881.585799 + Penalty 283.270928 = -27598.314871 Iteration 57Q: 3 clusters Score -27598.31 nChanged 6 ComputeScore: Raw -27882.490691 + Penalty 283.270928 = -27599.219763 Iteration 58Q: 3 clusters Score -27599.22 nChanged 3 ComputeScore: Raw -27882.709816 + Penalty 283.270928 = -27599.438888 Iteration 59Q: 3 clusters Score -27599.44 nChanged 1 ComputeScore: Raw -27883.078645 + Penalty 283.270928 = -27599.807717 Iteration 60F: 3 clusters Score -27599.81 nChanged 2 ComputeScore: Raw -27883.235068 + Penalty 283.270928 = -27599.964140 Iteration 61Q: 3 clusters Score -27599.96 nChanged 0 ComputeScore: Raw -27883.235068 + Penalty 283.270928 = -27599.964140 Iteration 62F: 3 clusters Score -27599.96 nChanged 0 Trying to split cluster 37 (2269 points) Assigned 2 initial classes randomly. ComputeScore: Raw -22653.509681 + Penalty 139.087701 = -22514.421980 Iteration 0F: 2 clusters Score -22514.42 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -21281.104848 + Penalty 278.175401 = -21002.929446 Iteration 0F: 3 clusters Score -21002.93 nChanged 1051 ComputeScore: Raw -21908.416011 + Penalty 278.175401 = -21630.240609 Iteration 1F: 3 clusters Score -21630.24 nChanged 195 ComputeScore: Raw -22048.346663 + Penalty 278.175401 = -21770.171262 Iteration 2F: 3 clusters Score -21770.17 nChanged 200 ComputeScore: Raw -22182.594584 + Penalty 278.175401 = -21904.419182 Iteration 3F: 3 clusters Score -21904.42 nChanged 127 ComputeScore: Raw -22256.409076 + Penalty 278.175401 = -21978.233674 Iteration 4F: 3 clusters Score -21978.23 nChanged 105 ComputeScore: Raw -22314.824544 + Penalty 278.175401 = -22036.649142 Iteration 5Q: 3 clusters Score -22036.65 nChanged 92 ComputeScore: Raw -22383.661738 + Penalty 278.175401 = -22105.486337 Iteration 6Q: 3 clusters Score -22105.49 nChanged 102 ComputeScore: Raw -22476.248719 + Penalty 278.175401 = -22198.073318 Iteration 7Q: 3 clusters Score -22198.07 nChanged 93 ComputeScore: Raw -22563.627677 + Penalty 278.175401 = -22285.452276 Iteration 8Q: 3 clusters Score -22285.45 nChanged 53 ComputeScore: Raw -22609.926899 + Penalty 278.175401 = -22331.751497 Iteration 9Q: 3 clusters Score -22331.75 nChanged 32 ComputeScore: Raw -22639.146389 + Penalty 278.175401 = -22360.970988 Iteration 10Q: 3 clusters Score -22360.97 nChanged 16 ComputeScore: Raw -22658.952010 + Penalty 278.175401 = -22380.776608 Iteration 11Q: 3 clusters Score -22380.78 nChanged 4 ComputeScore: Raw -22666.260460 + Penalty 278.175401 = -22388.085058 Iteration 12Q: 3 clusters Score -22388.09 nChanged 1 ComputeScore: Raw -22666.846793 + Penalty 278.175401 = -22388.671392 Iteration 13Q: 3 clusters Score -22388.67 nChanged 1 ComputeScore: Raw -22670.080114 + Penalty 278.175401 = -22391.904713 Iteration 14Q: 3 clusters Score -22391.9 nChanged 0 ComputeScore: Raw -22670.080114 + Penalty 278.175401 = -22391.904713 Iteration 15F: 3 clusters Score -22391.9 nChanged 0 Trying to split cluster 38 (66 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1003.112769 + Penalty 75.413785 = -927.698984 Iteration 0F: 2 clusters Score -927.699 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1002.080509 + Penalty 150.827571 = -851.252938 Iteration 0F: 3 clusters Score -851.2529 nChanged 12 ComputeScore: Raw -1017.388102 + Penalty 150.827571 = -866.560532 Iteration 1F: 3 clusters Score -866.5605 nChanged 1 ComputeScore: Raw -1018.119339 + Penalty 150.827571 = -867.291768 Iteration 2Q: 3 clusters Score -867.2918 nChanged 0 ComputeScore: Raw -1018.119339 + Penalty 150.827571 = -867.291768 Iteration 3F: 3 clusters Score -867.2918 nChanged 0 Trying to split cluster 39 (390 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4795.699455 + Penalty 107.390641 = -4688.308814 Iteration 0F: 2 clusters Score -4688.309 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4592.564211 + Penalty 214.781283 = -4377.782928 Iteration 0F: 3 clusters Score -4377.783 nChanged 158 ComputeScore: Raw -4706.635776 + Penalty 214.781283 = -4491.854493 Iteration 1F: 3 clusters Score -4491.854 nChanged 41 ComputeScore: Raw -4736.427352 + Penalty 214.781283 = -4521.646069 Iteration 2F: 3 clusters Score -4521.646 nChanged 19 ComputeScore: Raw -4753.435616 + Penalty 214.781283 = -4538.654334 Iteration 3Q: 3 clusters Score -4538.654 nChanged 15 ComputeScore: Raw -4768.381777 + Penalty 214.781283 = -4553.600494 Iteration 4Q: 3 clusters Score -4553.6 nChanged 14 ComputeScore: Raw -4785.688578 + Penalty 214.781283 = -4570.907296 Iteration 5Q: 3 clusters Score -4570.907 nChanged 8 ComputeScore: Raw -4793.081094 + Penalty 214.781283 = -4578.299812 Iteration 6Q: 3 clusters Score -4578.3 nChanged 4 ComputeScore: Raw -4794.739035 + Penalty 214.781283 = -4579.957752 Iteration 7Q: 3 clusters Score -4579.958 nChanged 3 ComputeScore: Raw -4796.790137 + Penalty 214.781283 = -4582.008855 Iteration 8Q: 3 clusters Score -4582.009 nChanged 3 ComputeScore: Raw -4798.166203 + Penalty 214.781283 = -4583.384920 Iteration 9Q: 3 clusters Score -4583.385 nChanged 3 ComputeScore: Raw -4799.924992 + Penalty 214.781283 = -4585.143710 Iteration 10Q: 3 clusters Score -4585.144 nChanged 2 ComputeScore: Raw -4800.496646 + Penalty 214.781283 = -4585.715363 Iteration 11Q: 3 clusters Score -4585.715 nChanged 1 ComputeScore: Raw -4800.639824 + Penalty 214.781283 = -4585.858542 Iteration 12Q: 3 clusters Score -4585.859 nChanged 1 ComputeScore: Raw -4800.908068 + Penalty 214.781283 = -4586.126786 Iteration 13Q: 3 clusters Score -4586.127 nChanged 1 ComputeScore: Raw -4801.422084 + Penalty 214.781283 = -4586.640801 Iteration 14Q: 3 clusters Score -4586.641 nChanged 1 ComputeScore: Raw -4803.295429 + Penalty 214.781283 = -4588.514146 Iteration 15Q: 3 clusters Score -4588.514 nChanged 3 ComputeScore: Raw -4805.020218 + Penalty 214.781283 = -4590.238935 Iteration 16Q: 3 clusters Score -4590.239 nChanged 1 ComputeScore: Raw -4805.147520 + Penalty 214.781283 = -4590.366238 Iteration 17Q: 3 clusters Score -4590.366 nChanged 1 ComputeScore: Raw -4805.208257 + Penalty 214.781283 = -4590.426974 Iteration 18Q: 3 clusters Score -4590.427 nChanged 0 ComputeScore: Raw -4805.208257 + Penalty 214.781283 = -4590.426974 Iteration 19F: 3 clusters Score -4590.427 nChanged 0 Trying to split cluster 40 (51 points) Assigned 2 initial classes randomly. ComputeScore: Raw -838.732642 + Penalty 70.772861 = -767.959781 Iteration 0F: 2 clusters Score -767.9598 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -839.469852 + Penalty 141.545723 = -697.924129 Iteration 0F: 3 clusters Score -697.9241 nChanged 12 ComputeScore: Raw -858.469928 + Penalty 141.545723 = -716.924205 Iteration 1F: 3 clusters Score -716.9242 nChanged 0 Trying to split cluster 41 (955 points) Assigned 2 initial classes randomly. ComputeScore: Raw -10732.354846 + Penalty 123.510804 = -10608.844042 Iteration 0F: 2 clusters Score -10608.84 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -10181.426542 + Penalty 247.021608 = -9934.404933 Iteration 0F: 3 clusters Score -9934.405 nChanged 415 ComputeScore: Raw -10443.509445 + Penalty 247.021608 = -10196.487837 Iteration 1F: 3 clusters Score -10196.49 nChanged 92 ComputeScore: Raw -10513.693183 + Penalty 247.021608 = -10266.671575 Iteration 2F: 3 clusters Score -10266.67 nChanged 62 ComputeScore: Raw -10553.808286 + Penalty 247.021608 = -10306.786678 Iteration 3F: 3 clusters Score -10306.79 nChanged 39 ComputeScore: Raw -10595.231191 + Penalty 247.021608 = -10348.209583 Iteration 4Q: 3 clusters Score -10348.21 nChanged 42 ComputeScore: Raw -10633.758991 + Penalty 247.021608 = -10386.737382 Iteration 5Q: 3 clusters Score -10386.74 nChanged 33 ComputeScore: Raw -10677.458509 + Penalty 247.021608 = -10430.436901 Iteration 6Q: 3 clusters Score -10430.44 nChanged 22 ComputeScore: Raw -10694.370303 + Penalty 247.021608 = -10447.348695 Iteration 7Q: 3 clusters Score -10447.35 nChanged 15 ComputeScore: Raw -10705.817827 + Penalty 247.021608 = -10458.796219 Iteration 8Q: 3 clusters Score -10458.8 nChanged 14 ComputeScore: Raw -10714.505810 + Penalty 247.021608 = -10467.484201 Iteration 9Q: 3 clusters Score -10467.48 nChanged 11 ComputeScore: Raw -10718.305737 + Penalty 247.021608 = -10471.284129 Iteration 10Q: 3 clusters Score -10471.28 nChanged 14 ComputeScore: Raw -10724.855589 + Penalty 247.021608 = -10477.833981 Iteration 11Q: 3 clusters Score -10477.83 nChanged 14 ComputeScore: Raw -10730.455056 + Penalty 247.021608 = -10483.433448 Iteration 12Q: 3 clusters Score -10483.43 nChanged 11 ComputeScore: Raw -10734.341492 + Penalty 247.021608 = -10487.319884 Iteration 13Q: 3 clusters Score -10487.32 nChanged 8 ComputeScore: Raw -10737.359755 + Penalty 247.021608 = -10490.338147 Iteration 14Q: 3 clusters Score -10490.34 nChanged 8 ComputeScore: Raw -10738.687106 + Penalty 247.021608 = -10491.665497 Iteration 15Q: 3 clusters Score -10491.67 nChanged 2 ComputeScore: Raw -10739.746026 + Penalty 247.021608 = -10492.724418 Iteration 16Q: 3 clusters Score -10492.72 nChanged 3 ComputeScore: Raw -10741.119011 + Penalty 247.021608 = -10494.097403 Iteration 17Q: 3 clusters Score -10494.1 nChanged 3 ComputeScore: Raw -10741.829380 + Penalty 247.021608 = -10494.807772 Iteration 18Q: 3 clusters Score -10494.81 nChanged 2 ComputeScore: Raw -10742.623320 + Penalty 247.021608 = -10495.601712 Iteration 19Q: 3 clusters Score -10495.6 nChanged 3 ComputeScore: Raw -10743.685343 + Penalty 247.021608 = -10496.663734 Iteration 20F: 3 clusters Score -10496.66 nChanged 3 ComputeScore: Raw -10744.975435 + Penalty 247.021608 = -10497.953827 Iteration 21Q: 3 clusters Score -10497.95 nChanged 3 ComputeScore: Raw -10746.196979 + Penalty 247.021608 = -10499.175371 Iteration 22Q: 3 clusters Score -10499.18 nChanged 3 ComputeScore: Raw -10747.793709 + Penalty 247.021608 = -10500.772100 Iteration 23Q: 3 clusters Score -10500.77 nChanged 4 ComputeScore: Raw -10748.659215 + Penalty 247.021608 = -10501.637607 Iteration 24Q: 3 clusters Score -10501.64 nChanged 4 ComputeScore: Raw -10749.424279 + Penalty 247.021608 = -10502.402671 Iteration 25Q: 3 clusters Score -10502.4 nChanged 1 ComputeScore: Raw -10749.466042 + Penalty 247.021608 = -10502.444433 Iteration 26Q: 3 clusters Score -10502.44 nChanged 0 ComputeScore: Raw -10749.466042 + Penalty 247.021608 = -10502.444433 Iteration 27F: 3 clusters Score -10502.44 nChanged 0 Trying to split cluster 42 (262 points) Assigned 2 initial classes randomly. ComputeScore: Raw -3649.025083 + Penalty 100.230201 = -3548.794882 Iteration 0F: 2 clusters Score -3548.795 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3523.266487 + Penalty 200.460402 = -3322.806085 Iteration 0F: 3 clusters Score -3322.806 nChanged 88 ComputeScore: Raw -3584.452335 + Penalty 200.460402 = -3383.991933 Iteration 1F: 3 clusters Score -3383.992 nChanged 24 ComputeScore: Raw -3599.382542 + Penalty 200.460402 = -3398.922140 Iteration 2F: 3 clusters Score -3398.922 nChanged 9 ComputeScore: Raw -3603.864476 + Penalty 200.460402 = -3403.404074 Iteration 3Q: 3 clusters Score -3403.404 nChanged 9 ComputeScore: Raw -3611.714827 + Penalty 200.460402 = -3411.254425 Iteration 4Q: 3 clusters Score -3411.254 nChanged 9 ComputeScore: Raw -3619.400232 + Penalty 200.460402 = -3418.939830 Iteration 5Q: 3 clusters Score -3418.94 nChanged 12 ComputeScore: Raw -3631.841648 + Penalty 200.460402 = -3431.381245 Iteration 6Q: 3 clusters Score -3431.381 nChanged 13 ComputeScore: Raw -3644.420083 + Penalty 200.460402 = -3443.959681 Iteration 7Q: 3 clusters Score -3443.96 nChanged 12 ComputeScore: Raw -3658.820635 + Penalty 200.460402 = -3458.360233 Iteration 8Q: 3 clusters Score -3458.36 nChanged 7 ComputeScore: Raw -3665.356186 + Penalty 200.460402 = -3464.895784 Iteration 9Q: 3 clusters Score -3464.896 nChanged 2 ComputeScore: Raw -3667.754405 + Penalty 200.460402 = -3467.294003 Iteration 10Q: 3 clusters Score -3467.294 nChanged 2 ComputeScore: Raw -3669.097552 + Penalty 200.460402 = -3468.637150 Iteration 11Q: 3 clusters Score -3468.637 nChanged 0 ComputeScore: Raw -3669.523898 + Penalty 200.460402 = -3469.063496 Iteration 12F: 3 clusters Score -3469.063 nChanged 1 ComputeScore: Raw -3672.954316 + Penalty 200.460402 = -3472.493914 Iteration 13Q: 3 clusters Score -3472.494 nChanged 1 ComputeScore: Raw -3674.135077 + Penalty 200.460402 = -3473.674674 Iteration 14Q: 3 clusters Score -3473.675 nChanged 0 ComputeScore: Raw -3674.135077 + Penalty 200.460402 = -3473.674674 Iteration 15F: 3 clusters Score -3473.675 nChanged 0 Trying to split cluster 43 (88 points) Assigned 2 initial classes randomly. ComputeScore: Raw -1370.397290 + Penalty 80.592063 = -1289.805228 Iteration 0F: 2 clusters Score -1289.805 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -1349.433908 + Penalty 161.184125 = -1188.249782 Iteration 0F: 3 clusters Score -1188.25 nChanged 29 ComputeScore: Raw -1367.298722 + Penalty 161.184125 = -1206.114597 Iteration 1F: 3 clusters Score -1206.115 nChanged 4 ComputeScore: Raw -1369.680245 + Penalty 161.184125 = -1208.496119 Iteration 2Q: 3 clusters Score -1208.496 nChanged 2 ComputeScore: Raw -1370.576972 + Penalty 161.184125 = -1209.392847 Iteration 3Q: 3 clusters Score -1209.393 nChanged 2 ComputeScore: Raw -1371.359053 + Penalty 161.184125 = -1210.174927 Iteration 4Q: 3 clusters Score -1210.175 nChanged 1 ComputeScore: Raw -1371.543254 + Penalty 161.184125 = -1210.359129 Iteration 5Q: 3 clusters Score -1210.359 nChanged 1 ComputeScore: Raw -1373.141268 + Penalty 161.184125 = -1211.957143 Iteration 6Q: 3 clusters Score -1211.957 nChanged 1 ComputeScore: Raw -1373.320334 + Penalty 161.184125 = -1212.136209 Iteration 7Q: 3 clusters Score -1212.136 nChanged 1 ComputeScore: Raw -1373.788708 + Penalty 161.184125 = -1212.604582 Iteration 8Q: 3 clusters Score -1212.605 nChanged 1 ComputeScore: Raw -1374.358549 + Penalty 161.184125 = -1213.174424 Iteration 9Q: 3 clusters Score -1213.174 nChanged 0 ComputeScore: Raw -1374.358549 + Penalty 161.184125 = -1213.174424 Iteration 10F: 3 clusters Score -1213.174 nChanged 0 Trying to split cluster 44 (316 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4096.823854 + Penalty 103.603360 = -3993.220494 Iteration 0F: 2 clusters Score -3993.22 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -3931.630540 + Penalty 207.206720 = -3724.423820 Iteration 0F: 3 clusters Score -3724.424 nChanged 126 ComputeScore: Raw -4011.094938 + Penalty 207.206720 = -3803.888218 Iteration 1F: 3 clusters Score -3803.888 nChanged 18 ComputeScore: Raw -4024.882709 + Penalty 207.206720 = -3817.675989 Iteration 2F: 3 clusters Score -3817.676 nChanged 15 ComputeScore: Raw -4036.439411 + Penalty 207.206720 = -3829.232692 Iteration 3Q: 3 clusters Score -3829.233 nChanged 13 ComputeScore: Raw -4049.470823 + Penalty 207.206720 = -3842.264104 Iteration 4Q: 3 clusters Score -3842.264 nChanged 11 ComputeScore: Raw -4064.741068 + Penalty 207.206720 = -3857.534349 Iteration 5Q: 3 clusters Score -3857.534 nChanged 8 ComputeScore: Raw -4078.581561 + Penalty 207.206720 = -3871.374841 Iteration 6Q: 3 clusters Score -3871.375 nChanged 7 ComputeScore: Raw -4090.204908 + Penalty 207.206720 = -3882.998188 Iteration 7Q: 3 clusters Score -3882.998 nChanged 4 ComputeScore: Raw -4095.201954 + Penalty 207.206720 = -3887.995235 Iteration 8Q: 3 clusters Score -3887.995 nChanged 4 ComputeScore: Raw -4098.752942 + Penalty 207.206720 = -3891.546223 Iteration 9Q: 3 clusters Score -3891.546 nChanged 3 ComputeScore: Raw -4099.839012 + Penalty 207.206720 = -3892.632292 Iteration 10Q: 3 clusters Score -3892.632 nChanged 4 ComputeScore: Raw -4101.316103 + Penalty 207.206720 = -3894.109384 Iteration 11Q: 3 clusters Score -3894.109 nChanged 2 ComputeScore: Raw -4102.770948 + Penalty 207.206720 = -3895.564229 Iteration 12Q: 3 clusters Score -3895.564 nChanged 1 ComputeScore: Raw -4103.434665 + Penalty 207.206720 = -3896.227945 Iteration 13Q: 3 clusters Score -3896.228 nChanged 1 ComputeScore: Raw -4104.078999 + Penalty 207.206720 = -3896.872279 Iteration 14Q: 3 clusters Score -3896.872 nChanged 1 ComputeScore: Raw -4105.131289 + Penalty 207.206720 = -3897.924569 Iteration 15Q: 3 clusters Score -3897.925 nChanged 0 ComputeScore: Raw -4105.131289 + Penalty 207.206720 = -3897.924569 Iteration 16F: 3 clusters Score -3897.925 nChanged 0 Trying to split cluster 45 (463 points) Assigned 2 initial classes randomly. ComputeScore: Raw -6301.762020 + Penalty 110.479087 = -6191.282933 Iteration 0F: 2 clusters Score -6191.283 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -6066.396325 + Penalty 220.958174 = -5845.438151 Iteration 0F: 3 clusters Score -5845.438 nChanged 177 ComputeScore: Raw -6178.298239 + Penalty 220.958174 = -5957.340065 Iteration 1F: 3 clusters Score -5957.34 nChanged 39 ComputeScore: Raw -6206.350275 + Penalty 220.958174 = -5985.392101 Iteration 2F: 3 clusters Score -5985.392 nChanged 26 ComputeScore: Raw -6233.591623 + Penalty 220.958174 = -6012.633449 Iteration 3F: 3 clusters Score -6012.633 nChanged 22 ComputeScore: Raw -6264.326750 + Penalty 220.958174 = -6043.368576 Iteration 4Q: 3 clusters Score -6043.369 nChanged 19 ComputeScore: Raw -6278.007763 + Penalty 220.958174 = -6057.049589 Iteration 5Q: 3 clusters Score -6057.05 nChanged 12 ComputeScore: Raw -6284.580393 + Penalty 220.958174 = -6063.622219 Iteration 6Q: 3 clusters Score -6063.622 nChanged 6 ComputeScore: Raw -6288.237146 + Penalty 220.958174 = -6067.278972 Iteration 7Q: 3 clusters Score -6067.279 nChanged 5 ComputeScore: Raw -6292.317134 + Penalty 220.958174 = -6071.358960 Iteration 8Q: 3 clusters Score -6071.359 nChanged 7 ComputeScore: Raw -6299.778910 + Penalty 220.958174 = -6078.820736 Iteration 9Q: 3 clusters Score -6078.821 nChanged 7 ComputeScore: Raw -6305.924376 + Penalty 220.958174 = -6084.966203 Iteration 10Q: 3 clusters Score -6084.966 nChanged 4 ComputeScore: Raw -6307.835377 + Penalty 220.958174 = -6086.877204 Iteration 11Q: 3 clusters Score -6086.877 nChanged 2 ComputeScore: Raw -6308.162078 + Penalty 220.958174 = -6087.203904 Iteration 12Q: 3 clusters Score -6087.204 nChanged 2 ComputeScore: Raw -6308.589640 + Penalty 220.958174 = -6087.631466 Iteration 13Q: 3 clusters Score -6087.631 nChanged 2 ComputeScore: Raw -6308.859387 + Penalty 220.958174 = -6087.901213 Iteration 14Q: 3 clusters Score -6087.901 nChanged 0 ComputeScore: Raw -6308.859387 + Penalty 220.958174 = -6087.901213 Iteration 15F: 3 clusters Score -6087.901 nChanged 0 Trying to split cluster 46 (174 points) Assigned 2 initial classes randomly. ComputeScore: Raw -2538.369757 + Penalty 92.862995 = -2445.506761 Iteration 0F: 2 clusters Score -2445.507 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -2471.254584 + Penalty 185.725991 = -2285.528593 Iteration 0F: 3 clusters Score -2285.529 nChanged 57 ComputeScore: Raw -2519.123238 + Penalty 185.725991 = -2333.397248 Iteration 1F: 3 clusters Score -2333.397 nChanged 11 ComputeScore: Raw -2530.936321 + Penalty 185.725991 = -2345.210331 Iteration 2F: 3 clusters Score -2345.21 nChanged 7 ComputeScore: Raw -2536.111973 + Penalty 185.725991 = -2350.385982 Iteration 3Q: 3 clusters Score -2350.386 nChanged 3 ComputeScore: Raw -2538.272711 + Penalty 185.725991 = -2352.546720 Iteration 4Q: 3 clusters Score -2352.547 nChanged 1 ComputeScore: Raw -2538.578974 + Penalty 185.725991 = -2352.852983 Iteration 5Q: 3 clusters Score -2352.853 nChanged 1 ComputeScore: Raw -2538.946960 + Penalty 185.725991 = -2353.220970 Iteration 6Q: 3 clusters Score -2353.221 nChanged 0 ComputeScore: Raw -2538.946960 + Penalty 185.725991 = -2353.220970 Iteration 7F: 3 clusters Score -2353.221 nChanged 0 Trying to split cluster 47 (368 points) Assigned 2 initial classes randomly. ComputeScore: Raw -4844.676764 + Penalty 106.345493 = -4738.331271 Iteration 0F: 2 clusters Score -4738.331 nChanged 0 Assigned 3 initial classes randomly. ComputeScore: Raw -4656.832626 + Penalty 212.690986 = -4444.141640 Iteration 0F: 3 clusters Score -4444.142 nChanged 150 ComputeScore: Raw -4759.906810 + Penalty 212.690986 = -4547.215824 Iteration 1F: 3 clusters Score -4547.216 nChanged 36 ComputeScore: Raw -4784.171463 + Penalty 212.690986 = -4571.480477 Iteration 2F: 3 clusters Score -4571.48 nChanged 16 ComputeScore: Raw -4797.485119 + Penalty 212.690986 = -4584.794133 Iteration 3Q: 3 clusters Score -4584.794 nChanged 11 ComputeScore: Raw -4806.650027 + Penalty 212.690986 = -4593.959041 Iteration 4Q: 3 clusters Score -4593.959 nChanged 8 ComputeScore: Raw -4814.135857 + Penalty 212.690986 = -4601.444871 Iteration 5Q: 3 clusters Score -4601.445 nChanged 7 ComputeScore: Raw -4818.727259 + Penalty 212.690986 = -4606.036273 Iteration 6Q: 3 clusters Score -4606.036 nChanged 6 ComputeScore: Raw -4822.350566 + Penalty 212.690986 = -4609.659580 Iteration 7Q: 3 clusters Score -4609.66 nChanged 4 ComputeScore: Raw -4823.952816 + Penalty 212.690986 = -4611.261830 Iteration 8Q: 3 clusters Score -4611.262 nChanged 4 ComputeScore: Raw -4825.236355 + Penalty 212.690986 = -4612.545369 Iteration 9Q: 3 clusters Score -4612.545 nChanged 2 ComputeScore: Raw -4825.495391 + Penalty 212.690986 = -4612.804405 Iteration 10Q: 3 clusters Score -4612.804 nChanged 1 ComputeScore: Raw -4825.921349 + Penalty 212.690986 = -4613.230363 Iteration 11Q: 3 clusters Score -4613.23 nChanged 1 ComputeScore: Raw -4826.112365 + Penalty 212.690986 = -4613.421379 Iteration 12Q: 3 clusters Score -4613.421 nChanged 0 ComputeScore: Raw -4826.112365 + Penalty 212.690986 = -4613.421379 Iteration 13F: 3 clusters Score -4613.421 nChanged 0 11->48 Clusters: Score -537348.663441, best is -534612.747452 THE BEST YET! Main iterations: 639 (time per=175.273865ms) Total iterations: 24707 (time per=4.533128ms) Iterations metric 2: 7336435379.000000 (time per=15.266270ns) Iterations metric 3: 51355047653.000000 (time per=2180.895649ps) That took 112.000000 seconds.